{ "cells": [ { "cell_type": "markdown", "source": [ "# Demo 2 (PS): Visualization of Pose Module Usage\n", "\n", "*Written and last updated July 19, 2025 by Sedona Ewbank, snewbank@stanford.edu*\n", "\n", "The purpose of this demo is to demonstrate how to load pose segmentation data and visualize pose module usage in various ways." ], "metadata": { "collapsed": false }, "id": "923472a1168e6a0" }, { "cell_type": "code", "outputs": [ { "data": { "text/plain": "" }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import os\n", "import sys\n", "import importlib\n", "\n", "#This block only important for running as script\n", "#script_dir = os.path.dirname(os.path.abspath(__file__))\n", "mariposa_dir = \"/Users/snewbank/PycharmProjects/MARIPoSA\"\n", "utils_dir = os.path.join(mariposa_dir, 'utils')\n", "sys.path.append(utils_dir)\n", "sys.path.append(mariposa_dir)\n", "\n", "#import utils\n", "from utils import metadata, analyze, plot, simulate\n", "\n", "importlib.reload(metadata)\n", "importlib.reload(analyze)\n", "importlib.reload(plot)\n", "importlib.reload(simulate)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-07-20T07:14:24.283394Z", "start_time": "2025-07-20T07:14:24.251953Z" } }, "id": "e29a91590379cacc", "execution_count": 76 }, { "cell_type": "code", "outputs": [], "source": [ "demo_dir=\"/Users/snewbank/Behavior/MARIPoSA_demo_data/\"\n", "config=metadata.load_project(demo_dir+\"250719_test/config_PS.yaml\")\n", "save=True\n", "save_path = demo_dir+\"demo_figures/\"\n", "if not os.path.exists(save_path):\n", " os.makedirs(save_path)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-07-19T22:04:49.835324Z", "start_time": "2025-07-19T22:04:49.809738Z" } }, "id": "14b58b5cc3d41578", "execution_count": 29 }, { "cell_type": "markdown", "source": [ "## 2.1: Loading data and simply visualizing usage (no subgroups or time binning)\n", "For loading our data and doing any manipulation, we first need to load the module labels for each frame using analyze.get_module_labels(). For simplicity, we will start by not defining any subgroups and just loading the first 10 seconds of data for every file specified in the config." ], "metadata": { "collapsed": false }, "id": "114548f0a1303bb8" }, { "cell_type": "code", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function get_module_labels in module utils.analyze:\n", "\n", "get_module_labels(config, start, stop, subgroups=None)\n", " Generates a Pandas dataframe containing the labels for every frame in the specified time range for the video paths in defined groups.\n", " \n", " :param config: the config\n", " :param start: time in seconds to start dataframe from.\n", " :param stop: time in seconds to stop dataframe at.\n", " :param fps: frames per second of recording.\n", " :param subgroups: subgroups to include; by default, None will result in an object without data subgrouped; could alternatively be a list of subgroup names from config or \"all\" (to include all subgroups present in config)\n", " :return: labels dataframe\n" ] } ], "source": [ "help(analyze.get_module_labels)\n", "\n", "labels_df = analyze.get_module_labels(config,0,10)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-07-19T22:21:25.070029Z", "start_time": "2025-07-19T22:21:24.887011Z" } }, "id": "ef53d4a2c2adde88", "execution_count": 49 }, { "cell_type": "markdown", "source": [ "Now we can get module usage using the function analyze.get_module_usage, returning an object of class ModuleUsage. This object is what we use for visualization and, later on, for various interesting analyses (embedding, classification, regression, etc.). We can specify binsize if we want to look at usage within specified time ranges, or we can just look at the entire time range by not specifying." ], "metadata": { "collapsed": false }, "id": "8274505dca0360cd" }, { "cell_type": "code", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function get_module_usage in module utils.analyze:\n", "\n", "get_module_usage(config, labels_df, binsize=None, modules_altered=False)\n", " Reshape labels dataframe from label_counter_subgroups to be an array of features\n", " \n", " :param config: config object\n", " :param labels_df: labels dataframe from label_counter_subgroups\n", " :param binsize: width of bins in seconds; if None, no binning is performed\n", " :param modules_altered: must be true if modules have been remapped\n", " :return: object of class ModuleUsage\n" ] } ], "source": [ "help(analyze.get_module_usage)\n", "module_usage = analyze.get_module_usage(config,labels_df)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-07-19T22:21:29.449087Z", "start_time": "2025-07-19T22:21:27.100460Z" } }, "id": "33e65651c587491b", "execution_count": 50 }, { "cell_type": "code", "outputs": [ { "data": { "text/plain": "
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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plot.plot_module_usage(config,\n", " module_usage,\n", " style=\"bar_error\",\n", " figW=10,\n", " figH=4)\n", "if save:\n", " fig.savefig(save_path+\"demo2-1_visualize-usage_no-subgroups.png\",dpi=300)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-07-19T22:21:30.271391Z", "start_time": "2025-07-19T22:21:29.753273Z" } }, "id": "3d889cf92fc99e71", "execution_count": 51 }, { "cell_type": "markdown", "source": [ "## 2.2: Loading data and visualizing usage by subgroups\n", "### 2.2a: Visualize usage of all modules across subgroups as bar/point plot\n", "Now we may want to visualize data by subgroups. To do this, we have to specify the subgroups we would like to retrieve by specifying them by name (from the config) in our analyze.get_module_labels call, but all other details can be kept the same." ], "metadata": { "collapsed": false }, "id": "c524ccc66b75a580" }, { "cell_type": "code", "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# get_module_labels with subgroups specified\n", "labels_df = analyze.get_module_labels(config,0,1200,subgroups=[\"sal\",\"k1\",\"k5\",\"k10\"])\n", "\n", "#Now, get_module_usage\n", "module_usage = analyze.get_module_usage(config,labels_df)\n", "fig = plot.plot_module_usage(config,\n", " module_usage,\n", " style=\"points\",\n", " figW=8,\n", " figH=4,\n", " cmap=\"viridis_r\")\n", "if save:\n", " fig.savefig(save_path+\"demo2-2-a_visualize-usage_subgroups.png\",dpi=300)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-07-19T22:21:54.428203Z", "start_time": "2025-07-19T22:21:53.174904Z" } }, "id": "e90d01416c63cc70", "execution_count": 53 }, { "cell_type": "markdown", "source": [ "### 2.2b: Alternative subgroup usage plots: stacked and network\n", "Perhaps we want a visualization that will more clearly point to overall differences between groups. Two alternative plots we can use for this are a stacked usage plot and a network plot, as shown below. Network plots only work for comparison between two subgroups." ], "metadata": { "collapsed": false }, "id": "b7bfde435e98298e" }, { "cell_type": "code", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Defaulting to using labels_df to get module_usage and module_transitions\n", "Getting module usage\n", "Getting module transitions\n" ] }, { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Network plot\n", "labels_df = analyze.get_module_labels(config,0,1200,subgroups=[\"sal\",\"k10\"])\n", "fig = plot.network_plot(config, labels_df,cmap=\"PRGn\")\n", "if save:\n", " fig.savefig(save_path+\"demo2-2-b_visualize-usage_subgroups-network.png\",dpi=300)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-07-20T07:07:40.988181Z", "start_time": "2025-07-20T07:07:29.457337Z" } }, "id": "626b54498b8b163e", "execution_count": 68 }, { "cell_type": "code", "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Stacked usage plot\n", "labels_df = analyze.get_module_labels(config,0,1200,subgroups=[\"sal\",\"k1\",\"k5\",\"k10\"])\n", "module_usage = analyze.get_module_usage(config,labels_df)\n", "fig = plot.plot_module_usage(config,\n", " module_usage,\n", " style=\"stacked\",\n", " figW=8,\n", " figH=4)\n", "if save:\n", " fig.savefig(save_path+\"demo2-2-b_visualize-usage_subgroups-stacked.png\",dpi=300)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-07-20T07:11:58.788217Z", "start_time": "2025-07-20T07:11:57.611554Z" } }, "id": "cfe5473fb0ab4cc1", "execution_count": 72 }, { "cell_type": "markdown", "source": [ "### 2.2c: Visualize module usage over time in a single subgroup\n", "Maybe our data involves some time-dependent manipulation (e.g., a drug or block design) and we want to see how this affects usage over time. For this, we can look at usage density in a single group over time in a \"sandplot\" (so called because it looks like colored sand layers in a decorative jar). For this, we need to include binsizes in the module usage object (with whatever temporal resolution we wish to plot - with padded convolution available)." ], "metadata": { "collapsed": false }, "id": "dad3a3bfc4edda6c" }, { "cell_type": "code", "outputs": [ { "data": { "text/plain": "
", "image/png": 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A/Yu+RqwuaffjmRWb0U7pRNa2SJwZ2e1+PABB8hCy6nmMA27gcMQtpKd1oCK8CH+/bHqKg5AraobvREmg62kLCX7DORtVzvHKdApLi6gol9m9Ww10w2zuTtduVRiNx7Hbj9G2xb98XK0oFEaUylAEQU2NV/u5jywCSiRJh9ujw+XS4rArsduVWK1KsrI8tLB4m5cInD4Np0+Ho1BMoGs3ibCwDFyuvUhSdetaFNRo1L2wWhM4cUJDefn5a9t3jf8vEBQUxEcffcRLL71UZ/nSpUt/E87nM2bM4KOPPgLg448/5o033uD7778nMTGRv/71r0ydOpXDhw97LfLWrl3L/fffT0lJ3efm6dOnmTp1Kl988QU333wzq1evZtq0aZw+fZrIyMhm2508eTL9+/cnPT0dWZZ55JFHmDhxIocPH8blcnHzzTczZcoU1q1bx9GjR7n55pvp2LEjt912Gzab7ZJFE/iEU7OkVOmYdno0FtUIFsYc4AbbalTW9HY9pkY6RdxQI7mRQ6jYcaRdj3Uxuj3r6RewnzM3PE1mTiDlOhN2y0/0DxkBBRdynzRVAp1SzHSiFyVhLlKMhZwsOIPD4cBqldm5Qwf0JSioH527lKPTHcLhOHPZzuNqQUCBRtsZyROOILgRBCcITsAOsgNJrkaSKvF4Kq+4i/svUSj0qJThIBgBNbKsRJbVyJICSVbhdPphq9BgtSopKqKVSc4S7SOa6uLxwJHDIkcOx6FSxZGQAKGhZWi06TgcJ5r87hUKE0pFbwoLIzl5UoXd7hNL/6vMmDGDTz/9lBdffLHWsHP37t04nU769OlTu50kSbzyyiu8//77FBUV0blzZ55//nnGjRsHQG5uLnPmzGHz5s0EBQXxu9/9rnbf9PR04uPjSUtLq40sLViwgM2bN7N58+Z6fUpOTubxxx/nwIEDBAUF8eCDD/Loo48iCAI5OTncd9997Nq1Cz8/PwYOHMhbb73VrEcRwPvvv8+DDz5I9+7dAVi8eDHvv/8+mzdvZuTIkc3u/9xzz7FixQoWLVrE7Nmz66z7+OOPGT58OJMnTwZg2rRpLF26lPfee4/nnnuuyXZLS0sJCwvj+eefR6/XA/DII4/Qq1cvSktL2bdvH7m5uSxcuBC1Wk2fPn14+OGH+de//sVtt93WbL+9xSecvKTUpeSh1P4ohL48GZPCndIaDIX72+14CrmCqNgNFIeOpeC/J8Dtbn6ntjhuST4dP/8jgZMe43BVJ3Ly+rMz/Gf6RPZFk13/cgnIUzEwL4J+qnDSYivYU3KMyqqaIrBFRTJF24zAUKJjhpOYUIio2IvL1bY1/K4m1OpIZLkrxUUhpKQovRYUKhX4+QnodGAyyZjMTvz8KlGryxGEIjyefNzu8ksSWAqFCZUyFAQdoEWWNciSGklS43JpqazUUlamoqgIKiq8FQa/LgHhcsHJk3DypD/QG7W6N/HxMgGB1bhcSpwOJXa7SFW1QFUllJXJSLWjb7+uc/XRtowfP57PP/+cTZs2MXbsWAA+/PBD7rvvPr777rva7RYuXMgHH3zAmjVrSEpKYvXq1UyaNImtW7cyYMAApk+fTlBQENnZ2ZSVlTFx4sRW9ScnJ4dRo0bx4osvsmHDBk6fPs2kSZPw8/Njzpw5zJ8/n6ioKNauXYvdbmfq1KksXryY119/vdm2jx49ylNPPVX7f5VKRceOHTl48KBXwmn27Nk888wznD17tsG2e/bsWWdZt27dOHiw+fxei8XC+vV18+FWrVpFXFwcFouFo0eP0qlTJ9TqCyk23bp1qxclvFR8wqkZtCqRiyfqe2SRxWc7sZgnuSsim4e06wnO+aHdaqEFajegu60P2f/nwV1Q1C7HaIiANa8xKGk4B2LvJD+7D8mKFDqEWgguDG1wMp3CJdAhxUScehAnYktIzj+G03nhm8vMkMjMCEQQxtGpk0xUdDaSdKDezJ1fEypVIApFPE5nGNYyE9nZKgoLL/5yvL8mXC6wWmWsVsjLA1Cf+1iA2NrtFAoZrVZEq62ZCaXRyPj5Seh0btQaB2qVA4WyGkFw4Hb7U1lpoKxUS34+Fw0tNcX/ljhwOuHkSQHw+8Wa/63vwUfzqFSq2uGssWPHUl1dzapVqzhy5Egd4fThhx8yf/58+vbtC9REVFatWsUHH3xASEgIW7du5dSpUxiNRoxGIwsWLKiNvrSEzz77jK5duzJ37lygRiA8+eSTvPnmm8yZMwedTsdPP/3E8uXLGT16NOvXr/e6tE1FRUVtROc8fn5+2Gw2r/ZvasjtUtu+mHfeeYe///3vrF27ts3bbgqfcGqGDv3DOJZc1uC6T3Mi+ZT7uC5gCk8H/kBC9loEqe2HXPzk/SSM9ic/ezDWLYfavP3G0B7aSv+SPI4MfoKCjEQ8EYWU6A/SxdUX2d7wLDqlU6DH6UA66IdyODqPw9knkS68siPLNQ+qkyejEIQo4uIEoqKtaLUpOOwn6s3OEwQlSmUgCtGEw5l+RYe0NJoEPJ6OFBUFkZmpoKz0lw/X9k8M9nhqvH8qK+HCw10AVOc+DRVL9YkAHz7aglmzZjF48GDKy8tZs2YNQ4cOJSwsrM42+fn5JCQk1FkWHx/PwYMHyc6uyVuNiYmpXZeYmNiqvqSnp7Nv3z78/f1rl0mSVGvt8MYbb7Bo0SJeffVV7rnnHnr16sUbb7zB8OHDm21br9dTVVXXILWqqgqj0diqvrZ1206nk8cee4zly5fz7bff1kbB2rPfF+MTTs2w109mRJ8w9uzPa3SbzSUWNpdMZULItbyqfAdtyfE274dCLiMiYj2m2weT+0M17vzCNj9GQyizTpP0/XxO3fwCOTnBuAJ1lEjfMSj8RsTcxoWCtlJkwOkIugaEciggmxM5qXUEFNSIqLQ0mbQ0E9AXvb4fiYluZMBWoaS0tCYKc94wQ6MZQmKih5DQEpTK0zgcqbSHKBBFLQqFEVE0IMuxlJaGcSZVTVnZxcfyiREfPv7XSEpKokuXLqxYsYLPP/+cRx99tN42cXFxpKbW9eRLTU0lPDycqKgoAM6cOUPXrl0ByMrKqt3uvOi5OFpfVNTwSENUVBSjRo2qM3RVXFxMRUUFUJP/NGfOHBYsWEBhYSELFy5kypQpFBY2/+zo0aNHbWI11Dhpnz59mh49ejS7rzdtJycn11l27Ngx+vfv79X+RUVFTJgwAYfDwd69e4mPj6/T9qlTp3C73SiVytq226LfF+MTTl6wPVikX7yFw2lNDyt9UxDMD4q/8lHCD/TP/gRBavu8JIO8k4RRRgryh1H24yHq2fO2A2JFCZ1WPopu2kuk5hiwa69la/5/SQzsRrQtEdnRuIeToUTBNSUx9DZHcjykgCN5p3G5Go4aVVbKHDp03s6g/nk5HDLHjokcOxYEBGEyXUNMjAcZAY+7JhpT8wHPOY1WMwNERhBq4jKCUPOVyZz/6gRkWcbtEqiqkqmslBupgOMTSj58+KiJOr322muUlZVx00031Vs/e/ZsFi9ezJAhQ+jVqxerV69m7dq1bNy4kZiYGMaOHcu8efP4/PPPcTgcdWwMQkNDsVgsLF++nKeffpr9+/ezcuXKWpF1MTNmzODll19m2bJlTJ8+ncLCQqZMmUJ4eDirV6/mxRdfRK1Ws3TpUiwWC3q9nqCgIK/O8d577+XZZ5/lhhtuoHPnzvz1r38lNDSUa6+9ttXf23nuuusulixZwooVK5gyZQqrV69m8+bNXuVeuVwuxo0bR3BwMF9//TU6na7O+pEjRxIUFMSf//xnXnjhBU6ePMkbb7zBiy++eMn9vhifj5MXSILAyY56ogJ/mQdRn0qPyG2nr+dx499xWDq1S38UcgXhIeuI+V046uiIdjnGLxHdTmI/f5yegdk4HUrKSq4n01nBpuJlSOHNX0Z+VgX9Todzu2cYg6N7o9Pqmt2nOcrLZY4cETl6RODEiZrp52fOyJw9K5OVWfOpya2SyThbszw9veZnxlmZzIya9VmZMnl5EuXljYkmHz58+KjhjjvuICUlhTvvvLM2qnEx8+bNY+7cuUyfPh2z2cyiRYtYvnw5I0aMAOCLL77AbDYTGxtL//79GTNmTO2+arWa999/ny+//BKTycTjjz/OAw880GA/YmNjWb9+Pe+++y4hISH06tWLrl271loKvPfee0iSRHx8PBaLhV27drFy5UqvzvHee+/lscce45ZbbiE4OJj9+/fz7bff1tYZ/P3vf8+NN97Ykq+tli5duvCf//yHRYsWYbFYWLhwIV999RWdOtU8L5ctW4bB0FDKAXzzzTckJyfz008/ERwcjMFgqP1kZGSgVCrZsGEDhw8fJiwsjPHjx/Pwww+3iQXBxficwxvhvHN48DdbEfU1v8Q4j4Btax42h3eRJL3Sw2cJm+id+RmC3D5PZBklpY7rKNqSh6e4/X2mACquv4f94mDcTomAsBJKs1bTt9MNRFd2aDL6dDFutUxKrJXkouNUVbdfsVEfPnxcHfhKrly9nBcW50VXc1RWVnLHHXewZs2adunP9ddfz6ZNm9ql7abO1ecc3g6kK2RiB4Xhpf8XlW4Ft5wax5/9X8Xp37oEwOYQcBOg2USHMWkE3dwL8RczCtoD46aPGZT9KUZ/FSV5AWj87+ZU0QF2VP4XweDd6K/SKdDltD/TKgczNLpvm0SgfPjw4cNH+/PJJ580mN/VFuzYsYPx46/ukjg+4dRC9ulkel0TiUrhvXHfl7lh9Ct6loMxdyEL7fOVi1QSbFhH4qQyLNf3QjgXUm0vNEd/pu/WZwkPF7Hb1NgqxuMxmvi/vGUIFu+PrXTWuJFPqx7CNdF9mlT5Pnz48OGjfTg/RHa+5EpT/OEPf/DKz6k1DBkyhMcee6zN2z1fcmXZsmWX3JZvqK4RGhqqu5gkh0juzlwq7C1LAL8jPJcF8luoy9rXSdslRlKcn0TZ1uPITmfzO7QSSakm57bnOZVrQEYmJHI/ZWePcFO3OXXcxr3FrZapNki4NBJOlQenouZTJTg5VpKCrWYevg8fPn5l+IbqfFzt+Ibq2plDGgnD0HDCzC2LkHyeG86A4gUciZ7RTj2rQSVlExa8jsRbHVjG9G63wsGi20nUF0/R1+8oSqVIYXZfLHG9+Xr/a3jCW15OQ+kUMJYoCMhVEZahJSZNT4cUE0mng7jVOoiRkQPwN5nb4Ux8+PDhw4eP5vEJp0sgTSlhGxhEYljLzLWsLiU3nx7PlxF/Rhbbd0hNJeUSFvgdHabYCBjXq90ElP93b9PPvQ1RFCjISiKs83BW73wVR2TbWTIo3QKJqSamFPVjbPhgggO8m1rrw4cPHz58tBU+H6dLpEiUqUwykaRXcSi1ZbPanjqTRGrU88yvWITgKG+nHtaglAoItawjYEo4RTm9KNt6lLaee2/Y/Dl9bjSyz55EQVZ3onoo+c+2fzB8wO1EVsR7PeOuOURJICZNT7SQREm4iyqNG7vChV1wYcdJteTAI0voFTr0aNF71Pi5VGirFKicIiAjn/N3kkUBBJkzQaXszTmCx+dH4MOHDx8+msAnnNqAagH2ddDStcpISm5Fi/Z9LyuG1MBFvKtejLIiq/kdLhGVlEt4WC4Bv+tAYUo8FbuOtmn75nXv0uuWP3GwNJaCzM7E9FKydc8XBAREMqrLnShy2+5YgiwQmKMmEHXzGzdDz9Ig4gKH8bM+hcyC7DbonQ8fPnz4+C3iG6prIzwI0KV1uTf/VxzATVXPURXUq4171TgaTwpR8RuJuyMYv55ta9QZ+PUrdA0tBqAgI5GoHndQUVXMqp9fJtV41GvLgsuNsVjJ2MzOjI4Y5LNH8OHDhw8fDeKbVdcIzc2qa4yBp6s4dKbp0iyNYVG52RD9EcE5P7Rq/0uhQh5C4W4ZR1pGm7WZcfvfScmtESAGSxUu21qsBTno9Rau7zMLbY7qqq1k4vCT2ROewYnslCvdlUZRqVQMCktCIylxiC6cghuH7MYhOSmqKqWotPhKd9HHr4TB0b1RIJLnKSG3tKBdTGl9s+p8XO14O6uuRa/+OTk5vPDCC5w6dapewdYffrj8D/urkcJ4A4r0MjxSyxVBqUvJdWfvZXu0Hf+8n9uhd41jFHZgGCRi7TeCwq0lbVJEOPrLp3D97jXO5iiwlfqhVN1GROft5Jzcy5ptS+iUOJg+gaOhqO1r+l0qmiqBoWdiqIiuIrsg50p3px6RIREMr+iE4XTDDxynNoZv/Q9QXHZ53OR9/HqJDo2kx+lAALpiARKptHgostg55s64PNf/gss8U3aBtUWbC+dcj0+cOEHnzp3rrFuyZAmPP/44zz77bJ26c96yefNmRo4ciTcxjI8++ogFCxaQnp7e4uM0xcyZM1m2bBkajYYzZ84QEhJSu+6RRx7BarV67Sp+MSkpKQwaNIh9+/YRFxdXZ91XX33Fk08+yZkz3lvzpKenM2/ePLZu3YosywwbNozXXnutTqHfho5bUFBAQkICDoeDGTNmtOpcLqZFQ3UzZ85k+/btDB48mBEjRtT5+KghTSnRu2twq/ev9IiMyZlDVVBSG/bKOwQk/JU/kjjqJCGTeqAwmy6tPclDwqo/ERtRI4zcLgUlBdcSkzQJUaHgVOpOVux9iZygDATd1ffGKcgCw22dGqxHdaVQKBQMje7LuKwuGEob/87UdoExziSfoaiPJhFFkSGVHeot15cqiD2jZ4T16rr+ryRBQUENPnCXLl2KyXRp98qrgRkzZmCz2WpFU3FxMXfeeSdvvPFGq9pbu3YtQ4cOpaSk7suby+XilVde4Xe/+129AExzTJ48mYCAANLT00lPTycwMJCJEyc2e9yQkBBsNhszZrSNDVCLhNOePXvYtGkTL7zwAs8++2ydj48LnIpQoVO3XggUOlVMKHmk3cq0NIco2wnUbSDxplwCb+qF6Nd8cePGEJx2Ej9/hB5BeXDO1qkgM5HQjvdgDo1EliW27vmCbzPepTrScdVl3RlKFFwT1vtKdwOAkIAgpvgNo+tpC6LUvEeWoUTBWEN/RPEq+1J9XDX0ieyOqahxYeRnVdA/vMdl7NHVy4wZM/j000/rPOx3796N0+mkT58+tcskSWLx4sUkJiZiNpsZOHAg33//fe363NxcJk6ciMlkIiEhgQ0bNtSuS09PRxCEOhGlBQsWcN111zXYp+TkZEaOHInFYqFjx4689tprtZGrnJwcbrzxRgICAoiKimLKlCnk5no3O8dms9G5c2f8/f2ZOnWqV/tczHPPPcf8+fNZtGhRvXVjx47lxx9/5M9//nOL2iwtLSUsLIznn38evV6PwWDgkUce4ciRI5SWljZ73LakRXdUf3///7k32MG6lps4ForQo0dI8xs2QWqVjt9V/wmPIfyS2rkUFLKVEFNNGZeAsb0QNJpWtxWy6nkGCDtQaWouudJ8fxyuaUT3nIYhMJgKWzFrt/2Tna71VETYEALb19+qJXRMNREdGnlF+9ApIoHxBUmYC1v29h+SpeHaiH7t1Csfv2aMBiM9zzYfHe+aHoDZZzrL+PHjcTqddYrPfvjhh9x33311tlu4cCFvvfUWK1eupLi4mCeeeIJJkyaxZ88eAKZPn45SqSQ7O5uffvqJdevWtao/OTk5jBo1iltvvZWCggLWrFnD22+/zXvvvQfA/PnziYqKIj8/n+PHj2Oz2Vi8eLFXbWu1Wo4ePcq//vUvDAbvc3zPM3v2bI4cOcLo0aPrrfv0009Zt24diYktCwxYLBbWr19PePiFZ+KqVauIi4vDYrE0e9y2pEXC6emnn2bmzJns2bOHjIyMOp/fKt03/Zc/ejIJVrXsrX1fkEiA/tKmySdbjfyevyJp/S+pnUtFKRcRGrCOxKkO/Ef1glaG7o0/fMbArE8xmM/tLwsUZkXhEWYQk3QLfiZ/zmYc5Lvtb7F87wtstH5GVkA6rggZQXvlhvIEWWBoeUdU7Vz/rzFMRhODc+JQuFsu4gE6pJjoFd2tjXvl49fOUGMPlM7mrymFS+AaXffL0KOrG5VKVSc/prq6mlWrVnH33XfX2e7DDz9k/vz59O3bF6VSybRp05g4cSIffPABZ8+eZevWrbz88ssYjUaio6NblRcF8Nlnn9G1a1fmzp2LSqWiW7duPPnkk/zrX/8CQKfTsW3bNpYvX05FRQXr16/n9ddf96ptpVJJaGhoq/oFEBkZWZsX9kuioqJa3e7FvPPOO/z973/n/fff9+q4bUmLnoCzZ88G4OuvvwZqEuZkWUYQhN+0caB72z4eiD7J0aShrLHpvJoIViVA755BlOy8tMTKjUUB/C38aV70PI3gavuZLi1BJeUQHpJD4LQYinKSsG47Bu6WJXZrjv5Mv4IMToz+G/l5NdeM7BEpyIxHoY0hJu4MxRnbqSwroaQkm+0lXwKg1RoY3W8mhjwDtCLx/lIxlCoY2qE3m7P2XNbjCoLAKFUv1PZLuxn0Sw2jNLqcjPz29wr7taDT6QgyBRCoNqNEwamys5RXtK8R7dVCXFgMUWneD8FHntURHxdDWt5v9yXZG2bNmsXgwYMpLy9nzZo1DB06lLCwsDrb5Ofnk5CQUGdZfHw8Bw8eJDu7xiMuJiamdl1LIy/nSU9PZ9++ffj7+9cukySpdobiG2+8waJFi3j11Ve555576NWrF2+88QbDhw9v1fGuFpxOJ4899hjLly/n22+/bbdiw03RIuGUlpbWXv246inOtBGV+z3PDY9jm6EzNklFpaTEJgk1H49MpafuA323CeID/cgsvjTB83luONrIZ3na9gKCo2UGm+2BWsogIiyDoOmxFGUlYd3eMgGlKMyi6+pHCBv/CCccCTiqagSUx6WgILMjgtiBqB75OG37KUg/DoDdbuPb7f8iNqYXg8NvblUB4UslMdXImZioyyo+BkYlEXT60g0+RUnguoKOrDXZKCsvu/SO/QoRRZEBkUmEVhswlarQlopwkXNILyGYgkgHpzT5pOSl/WZfBhUKBYPLE5rf8BcMqkjgrJjV4oTe3xJJSUl06dKFFStW8Pnnn/Poo4/W2yYuLo7U1NQ6y1JTUwkPD6+Ntpw5c4auXbsCkJV14X5yXvQ4LyrMXlRU1GBfoqKiGDVqFOvXr69dVlxcTEVFzTMiOTmZOXPmsGDBAgoLC1m4cCFTpkyhsPDSZ0xfKYqKipgwYQIOh4O9e/fWm013uWjR+FNsbCyBgYHs2rWLL7/8kq1bt2I2m4mNjW2v/l1VuN2Q82M6ndd/z/Bt3zLlwFoeOPU1f8n6in+UrGKEoe4NxS0ImLsHtMmxP8yO5iH1i3j0l5Y71ZaoPWeJCF9P4nQB84ikFg3hiU4HgV+/wuAdz9AltAzFRUOhsixQlB1GufVGghPnEN39WlTncuvOZhzky92LyAm8/DPxBFlgqLUjavWlCxlviAgOp3tqYJu1p64WGar93xxy8dP5McF/KD1PBxKSpUFbWf/WJ8gCoVlahqfGMkO6lhFR/ekUmUBiRBzx4bHEhkUTHRJJRHD4rzrhvl9kdwwlLf/bMRQr6Bv5v3n9XMysWbN47bXXOHnyJDfddFO99bNnz2bx4sUkJyfj8XhYuXIla9euZebMmcTExDB27FjmzZtHaWkpeXl5dYbqQkNDsVgsLF++HFmWSU5OZuXKlQ32Y8aMGezYsYNly5bhdrvJzc3l5ptvZt68eQC8+OKL/PGPf6S8vByLxYJeryco6Ndb39PlcjFu3DjMZjPbt2+/YqIJWiicUlJS6N69O48++iirV6/mySefpHPnzhw92rZlO5qioKCAyZMn4+/vT1BQEI8++ijuRqIdr7/+OvHx8ZhMJpKSkvjqq69afDxDA+aXLhdYrTK5uRJpaXD8uMCBAwquy9qL6hfjq3t1Mr0S20Y8/bcwiDs8C3GZ49qkvbbivICKm2ZGFd6ycXFFaQERX/6Va07+k/gIV+3Mu/NUlOgpzOmPzvIAUd2GgiCALLN17xesy/6AiggbzkgJT7gAoUqEQBWCSYmgaZ8Hm75MZFRgv3YXT2q1mhEVXbyaPdcSwjO0xIfFNL/hb4iwoFAmS4MIzvH+d6auFumYYuba1HhGnklkdFoHxqR3YlxGF27K7ParTbg3G010T2v9w7N7RnCD98T/Je644w5SUlK48847G7RqmDdvHnPnzmX69OmYzWYWLVrE8uXLa217vvjii9qAQ//+/RkzZkztvmq1mvfff58vv/wSk8nE448/zgMPPNBgP2JjY1m/fj3vvvsuISEh9OrVi65du9bmYL333ntIkkR8fDwWi4Vdu3Y1KsJayu9//3tuvPHGNmnrYpYtW9ZoMvo333xDcnIyP/30E8HBwRgMhtrP5c6zbpFz+MSJE+ncuTMvv/wyoigiSRJ/+tOfOHLkSJ1wYXsycuRIIiMjee+998jLy2PixIncc889PPnkk3W2W7duHTNnzmTLli107tyZr776imnTppGamlrPiKshzjuHr35uCbrIcE5XFHhlJlh801hWVtbNHQiSBMRteZRXt83wUid9NWv8X0NXfKRN2mtLPIKZ3DODqNjVur45eg4ns+c0MnNFGroyLaFlVJV+jzW/+XpyCoUasykIozEYg58FvdaMXuOPXmlCgx9KlxKhCuQqd4sdzKtNEruC0knJaZ/h6zERg4k9o2+XtsuDPKys/Mkrw71fO12jOjL4bDQKV9snjO7tmMuBzGNt3m574W8yc4O7T6uiTReTEV/JhtydLd7P5xx+9TJz5kwAr40hKysrueOOO1izZk2b9+X666+vM3OxLWnuPNvFOXznzp2sXLmyNkwtiiLPP/98nemB7UlKSgqbN28mOzsbPz8/EhISePrpp/nTn/5UTzgdP34cWZaRJAlZllEoFKjV6habuaWmdyDM5SHeoCcxwkKmy0ZuYX6dbZRKJUqFErvDTuejO/DvMIYy94VhuyJRZnC/UA5sa5visacqdYxwP8mG8Hfwz9vRJm22FQrZSlT8BkrCx1Dw7Slkl6tF+2sOb6XD4a3EJvYmZ+BdpBfq8LgvPOBL8/0RFLcRk3Sa7OMb8bicjbbl8TgpKc2hpLTpBH21SkffHjcSp+iGXOxdf3XlIteVJ9AxLpytFYewVdq8O0Ev6BrVkdiU9hFNAKYiBUkdu3LwV/TQbymCIDAsqi+dT/u32zH6poZRFmMj/VeQMB0aGMIYa3e0toYjsY5IN2q3BqHA0+xLREyanpjYSDK8eHnx8dvkk08+aTC/61LZsWMH48ePb/N225oWqQilUkl5eTnBwRe8P8rLy9Hr2+8mfzFHjx4lICCAiIiI2mXdunUjIyODsrKyOrMLbr/9dpYuXUq3bt1QKBQIgsBnn33WqqmQ1kIT1kITiiwPweGFxAdYkGQJyS0jeTw4PW48skxVhEza2Sxu61TA+9QNh+/Uw4AEC4dbWcfulxQ4VAzNnMvbCb3p49yHsXA/gtQykdKeBGg3orutB9mb1bhy8lq8vyr1ALGpB4gMj6Pg2tmcsQbhtF88C68z5shYtJo9FJ49jMtub3Vfna5qdu5fzU5W07v7WDobBnidfB6ZrmOqdgAHovM4mHm81X2AmheRDuHxDMxqm+m6TdErO5STmjPYHa3/3q5GAv0DSDRGEVdqwXS6fR2vRUlgRF4iFf62q7q0TUxoFCPzOqFyNBx1k8JF/rN9CcgygQFR9Op4PcFSZJOlkK6p6Ei2Iu83m0D/v8iyZctYtWpVvZIrDfGHP/yhXfowZMgQhgwZ0ubt/rLkyqXSoqG6Bx54gLS0NP71r38RHx9PamoqDz/8MAkJCbz77ruX3Jnm+Oyzz/jLX/5SZzwzNTWVDh06kJmZWUcUnT17lr/97W88/PDD9OrVi2XLlvHQQw+xY8cOevbsWa9th8OBw+Go/X95eTnR0dG8OmstOrV3wjA0MYcUTxYqjYdVgyaQ5qibLB4qCUhb86iwt/2MsGC1ixlhmYzRHKWjbS/q0tNtfozW4BHMFBYNpWzz0RZHn+q0ExhOxrg/kdZAnoqgkPAPLkOpzKKi8CRleZmX0mUAOnUYQq+Q6xBzvZ9BVOkvUaV341B5sCtdOAQXdlxUeqrJryjC2shU90D/ALoa44jPMaNpIGm5vTjVoYwtWfsu2/F+id5Pj7/BjEmtxyDqMHg0GFxqPALkqsvIqsynsKThGUUXE2wJItEQRUypuUkX7PbCZvGwhl1UV1df9mM3R+fIRK5Jj0XhaVg0CX5K1md/SFlZfUfpyIjODIm/BUVOw4+I4x1L2Z6Z7HVffEN1Pq52vB2qa5FwKikpYcqUKWzZsqXWZOrGG2/ks88+qxPtaS++/vpr7r///jrTMw8fPkxSUhJlZWWYzRfcbSdMmMDQoUPr2LqPGTOGpKQk/vGPf9Rre8GCBTz33HP1lrdEOCnVHoydT3GqsBD9sCT+oag/5XeIDfZvb/8Q93UBpTwcuJteJd+jqGx5xKetcYnRFGZ3x7rtKFzCW2rl8Fs5GjAGm7Vx8akzOjD4FyK7c7AVp1NWkE2DCVPNIAgi0wbObzPrA6efRGmgixJtFUWSFaWgpGNVCEEtSFqu0z+jkqOuHThcVfgbQjFqA9ApTGjRorQpkcub7rekkPlP8H5KytomCuotgiAwKKoX3VIDmk1+d+glCkLs5CrLcEouDAodekmDn0uNn12Jn01xWcVmYxRGOPmmbPtVNVW/T3R3+qaEIsiNf8enDAfZf7jx/FSjMYjxMXNq8gB/gSTK/DfsMAUl3k1v9wknH1c77ZLjFBAQwObNm0lLSyM/P5+4uLh65l9NUVhYyGeffcbZs2dZuHAhW7Zs4eabb/Z6/x49elBcXEx+fn6tq+mxY8eIioqqI5oAMjIy6N+/f51lKpWq0dlQ8+fPr53GCRciTi3B7VSgKoXgwEBKdx5i0NgEdlXW3WaHAfrHWTiS3r4Pq80lFjaXjEMljuWByLPcod5KRP6PCO4rMzSjkjKJCM8k8HcdKDyTQMXOo60SM/qtq+hv2EjOhPmczjM22ER1hYbqiiggChiIKcyNwVKGUpFPdXkaRZkpyF484GRZYsvZFYww3YrsuvQHorpKJLRKQygawHJJbclhCtYffR9reUGD6wMsEYyNnoVc0bh4Ej0CQ9Td+Jbtl9SXlmDQGxit7UOwl95UmkqR6DQ/oml9vcTLQXCOmlEJA9iUs+tKdwWoEU39Tjd9b66OdLB/W9OTeioqikhTHyOuqlO9daIkMNzTldVC0f/ERAMfPs7j1ava9u01N9YtW7awZcsWMjMzcTqdnDp1qnZZcyQnJ9O5c2dWrVrFBx98QFFREbfddhtLly71urMdO3Zk2LBhPProo1RUVJCWlsbzzz9fr1YQ1MwA/Ne//kVycjKSJLFq1Sp+/PFHpk+f3mDbGo0Gk8lU59Mayoo6YijOx+MRGJW9v8EvOKujHoPm8gwpuCSBtzLjGJp6F8Pc/+aryD9hDR2MLFyZt3SNJ4Wo2A3E3W7GfF0SotHY4jZEm5WoL/7MEOvXBAY3/z067UpKcoMoyOpORfnNGEP/SFSPO4jqNgy9pWmfpNy80+T6X0XJvwKUh5ezcufiRkUTQElpDnsrNoCy6YhOeIaWuMtkTxAfFsMt9gEEZ18eH6zLTdwZA2PDB19xj6e4sGj6pDZtCyIEqFi/y7v0il37v0YKb/icLPkq+kb7vJ18/G/h1VCdyWSivLy80RuCNyVXRowYwaxZs5g5cyYWi4XS0lK+//57HnvsMY4d8352T35+Pn/84x/58ccfEUWRu+++m5dffhmFQoHBYODdd99lxowZuN1uXnjhBT7++GNKSkro2LEjL774IuPGjfPqOOftCFoyVHee4MiDVAdrScvLJ+umm/hvZf0HxdBy2Lfjys1K6W6s5OHQwwy3/4Rf0cEr1g8JDZXyAKwZftj2pyC3Isnb2XkAJUnjyfZEYC1peR6VMaASrfYEOSe342nEE+y2a+a3KN+pPRC0Ck4qk5scWvklQ/pOJaa0Q5PblAe5WVm5pd2iBqIoMiSyN11S/JscNvqtUBDtYL11dx3358tFgNnCzdY+TZfoUQrsdKzjbIb3f/chIfGM8v9dg5FXj0rma8s+ysqtTbbhG6rzcbXTLjlOl0JAQACFhYUoFAoCAgIoKamZhWI2m7Fam/6DuxJcinDS6R3Yq77EFt8NdaCG5V1Hkv6LRHFBlul5xMapnCtfG2uIxcrdgScZ4DlAYNEeBFdl8zu1Ax7BSIW7P2XHJKqPti653dH9Gkp63EiuO5QyL60FzqMzOjAYD5Nz8ud6AiowIIoxoXcj26/MLCLBomJz9hfk5ac2v/EvGD/0jxhymr6GC6Ic/FC9H1tl2/7uBUFgfPA1hGU0fhP6LVIW4madey+VVZfvb0mj0TBZMQRjMz5NBSF5/Ljr4xa3P2rwTILzG45kFUQ7WFu4rcn9fymcNGoNaelpPuHk46rBW+HUophynz59GlzujaFkSEgIJ06cqLPs5MmTLcqR+rVQXakhMLwb4UooyyzlzrQtxGjq3hhkQaC6qxmFeOXfwHeUmvlDykD6pz1Aj6p3eS7gZfZFz6IyuDeyUnfZ+qGQK/BX/Ehcz5+Iv8OM/3W9EJq4eBtCc/Rnwr98mr5fPcC1x1+hv2ovHcKr8A9ofkivukJDYU5/TBEPENVtGKLiwj7FJVmka080sXf7IWgUbMld0SrRBPDdz28jhTX9px6SpeEW+0Diw9u2fNKgqF7/c6IJwL9AyURpIAHmS8tl8xZBEBhr7t+saHJGSq0STQCbd38KQQ3/HYVkauge1blF7emE3+aQrY/fPs0+TVJTU3nxxReBmkTse++9t856q9Xq1TTcBx98kJtvvpm//OUvuN1uVqxYwQsvvNConfyvnerKHpSeeI+woWPIO13IDHkrnyUMJ9NxIWJxWikxvEcIew7lN9HS5aXSI7I0J5qlRANjUAgSA/0ruMZYSE9NHglyJmG2Y6jLWvcQ9xatdJzwsOOE3GKmrHowpXuLcGXVnzLdFMr8s5g2LsUExACekBiqel5HRVBnSgmkuFTG7aw/9FBdoaW6YiCBsT0oy/kYl73m+t65fzWRQ59C2bSfZtsiwEnVfnJyT7W6CVmWWHf4HW7uOBe5rPEonKZSZFR6Iic6BLIj+8AlzxCLC4uhe0rblBtqKwS9ElknICskJIWER3DjxoWIAp1Vh2xrO6sQfZnIzX692RR8nJzC9p3ZOiyqL6Gnmxha0Co4qzvJjm0tLzt1HknysLvwOwYqxoFUf6CiX3YEabpMqqqbL2quUanrWCT0/Li+RUx7cview5f1eD5+WzQbcUpMTCQoKAhZlhv8hISE8OWXXzZ7oIcffpgnnniCf/7zn3g8Hp5++mnuueceHnvssTY5kauNSquW8I79UKSfRKvVUppSwIzUrUSp674R7g9VEmi4et+8PLLIjlIz/8jowMzTw7g25XY65T3PPPM/ORE9HUnbvm/UCtlKoPZ7EoceIPzWLqjCWlYLr05bBRkY/+8TIr78K92//D3DfniEa0q+pLc5BXOAqt72FaV+hHeq62K74fCHCIbL5xVUHlbO/sPrLrkdm62UbQWrm63hJ8gCXU9bmGwehtlkbnLbpjAajFxbkHj15DSJAtaIcladeJUv97zAip2LWLV9MV9v+zvfbHudNduWsPzIIpKFH6mIsCFY6l4PglGJJxxKwko4rtuHPdK7YWB1lciNWd2YFDiMpOgu6LRtH8HtHtW5SYd0KVxkY8Gn7EhuvWg6T1r6firCGnbJV1eLDAnwTgDppKv3ntcQgiAgCAInT56st27JkiUIglCnWG9L2Lx5c629T3N89NFHXo3wtJSZM2eiUqkwGAwUFBRgt9t59NFHa2esDxo0iB9//LHF7aakpBAYGEh6enqd5e+88w6dO3fGaDTSqVMn3n77ba/bTE9PZ8qUKQQHBxMUFMTkyZNJS7tQ+mrz5s0MGTIEf39/oqKiePjhh6mqqqKgoACDwYBKpaotvdJavHoCvPLKKwDEx8fz17/+tdXj0XPnzmXu3Lmt2vfXiNPVm/LM9whWKikNCKcstYDb5W18njiMbGdN5MkmQvfeIRRvy7rCvW0Zq/NDWJ0/Cb1iAg9HpTBF/Img/K0IUtubewIIggd/5Q+Yr1NT6hhB0ZZcPMWX5tYsup1oD21Be2gLFo2O/El/5kRxMJLnwtt0QWYMoYk9yU+teUOtKC8kufoH+hpGtWl0oiGkMJH1O9rOWDYr+xj5gwYQUtD88HhArorJ2r5kRNrIoYTMklyvIglQkwx+vaoP6qor768EIASq2FX0LWnb9ze9oSxz+sxuTp/ZDUBkZFeC/KNIzzqENa1uVPgQm7hu4N2EFkc0GH2pc3xZIDhbQzCR9FdEUBDh4IymkJSC9EtOII8Ni2ZgemTDx1WL5JjOsuXnzy/pGL9k054PmdJ9XoPRy7gzesIiQ8krajyKrlKoULoE5F+XdiIoKIiPPvqIl156qc7ypUuXtnoW9tXEjBkzamu4Pfroo2zfvp0dO3YQERHBhx9+yM0338zx48eJifFuFu7atWu5//77a/OZz/Of//yH+fPns27dOgYNGsTOnTu56aabCA0NZerUqc22O3nyZPr37096ejqyLPPII48wceJEDh8+THZ2NhMmTGDJkiXce++95OTkMGXKFJ566inefPNNbDbbJYsmaGGO0xtvvFHHXbsl5OXl1UaXtm3bRmhoKD169GjRjLpfGxUlesI79qHszCnMuWfxN5upOJPP705vJ+KiyNMuvUy3mNa/3V9JKj0iL53txIC0+3nC+CpuU8u8r1qKgJMAzUY6jD1D8MSeKPzb5nsTHNWErXiWa3I+ITik7vuE03Utat0FH6FTKTv4Nv1dPBG/bKXtEExK1h95H1luerjs4jwsb9iy9wsE//rRtYZQ2UUSU00MT43j9rLB3GYcwfCofiSExzb58jQsoi+Bud4do11RCJSFl7Fy/yukpTcjmhogO/s4B49uxGptWARs3v0JR9W7EHTev0iKHoGwTC3XpERzu2MYQ6P74qdrnUdVZHA4I3M6onDXj1YIASo2W1eyZU/biiYAp7OKXaXfNmh1IcgC13iaznXSylfBtdEKZsyYwaefflpnCHv37prZkxfn/0qSxOLFi0lMTMRsNjNw4EC+//772vW5ublMnDgRk8lEQkICGzZsqF2Xnp6OIAh1IjQLFizguuuua7BPycnJjBw5EovFQseOHXnttddqZ8fm5ORw4403EhAQQFRUFFOmTCE317t0h+rqahYuXEh0dDQKhYL7778fjUbDvn3eVRp47rnnmD9/PosWLaq3Licnhz//+c8MHjwYQRAYMmQII0eO9MrWqLS0lLCwMJ5//nn0ej0Gg4FHHnmEI0eOUFpaypkzZ5g4cSL3338/CoWC6Oho7rrrLq/abgktEk4JCQns2bOnVQeaO3dubeHdhx9+mOnTpzNhwgQeeuihVrV3udAHXdofuST3QxBEyrPT0aUeJzgwkMr0PKad2Y3movBsSScjKsVVMqzRSr7KD+W68oUURoxq92OJchVBft/Tcdwp4u4IIGRSTwwDuiEaDJfUrvr4TnqsepBe/mmozg1rVVdoCO1Y16i1oqKIVdtfJicoA0HVxpEVpcDu8vVUVDRebsQQGExM0i3oAucS3nUmEZ0HeCWiPB4nKZ4DLe6SIAuYC5V0TvFnVFoHZnhGMCpyIFEhddVjp8gEOqW0TswKOgWVEdUUhuYjhyqgFX8OgkpE8FchhYvscq7j+5/fxeNpP1uAI8d/ZEvpqnpDe96gctQMi06rHMzw6H4YWlDzMzQwhNGFXVE6GxAvOgWbs74gLy+lxX3ylrT0/WSbzza4LiBXRbeo+oaZAEqFokGh92tg/PjxOJ1ONm3aVLvsww8/rOcjuHDhQt566y1WrlxJcXExTzzxBJMmTap9dk6fPh2lUkl2djY//fQT69a1big+JyeHUaNGceutt1JQUMCaNWt4++23ee+994AaU+eoqCjy8/M5fvw4NpuNxYsXe9X2u+++y4033lj7/x9++AGr1Urv3r292n/27NkcOXKE0aNH11v34IMP8tRTT9X+v6CggC1bttCvX79m27VYLKxfv57w8PDaZatWrSIuLg6LxcLw4cNZtmxZ7TpJkli9erVXbbeEFr2uWiwWrr/+ehISEoiIiKgzLvvDDz80ue+ePXs4fvw4eXl5HDx4kI0bN2I2mwkMbNqA8ErjCi9DUd50wcOmsBYZieoxkszD/4etMAc/l5OIXoPISc1kclxXvnTXvG2mK2SuTQpl9/4rXx7lUsiyaxiYdh//r0M3RmW/025Dd+cRBA866Qg63RECE0FOFHGIXai2R+CqUuG0enCVVOHKL8FTVuZdm5KHwP/8ncGJvdnZYQ4uh0RhZhRhHXuTd/pAnW237vmCyIguDI+8FbmobYosZ5nTOLO34Tc7/7AojCFDKcqKoCCz5u+vNC8AGI4xbBDmoHTKsvdQ3sRQyd5D/yVxUK9LKiWjtgskpBpJoCtV5k6kh1jJdZcwJCuuZQ0JIIWKnK0+RvKRdbjdF0SOv38YPTuMJEwVh1gog0cGlYhgVODWuKgWKqlwlmCtKqTUmkdJaRa2ystbPgYgJ/cUa61vMr73g63y+lI6BTqf9idROYj0uAr2lZ2gwlbR6PZBlkDGlXZv2KtJFDgi/9yiGZjGoFCMwTdSWbwBa4H3Mx+27f2CycOeQJNdP+LWNy+SFHX9oUg1v85oE9RUnjg/nDV27Fiqq6tZtWoVR44c4bvvvqvd7sMPP2T+/Pn07dsXgGnTptUaP4eEhLB161ZOnTqF0WjEaDSyYMECJk+e3OL+fPbZZ3Tt2rU2/aVbt248+eSTvPnmm8yZMwedTsdPP/3E8uXLGT16NOvXr2+VOevOnTu57bbbWLBgAfHx8V7tExnZ8PDxL8nLy2P8+PH069ePO+64o8V9e+edd/j73//O2rVr661zuVzcf//9nDlzhs8/b9vIa4uE0zXXXMM111zTqgNVVVWh0+n4+uuv6dmzJ4GBgVRUVKBSXd1/SCn6g3RmzCW1UZzbE0v4aUpzM6gqK0K7Zxuxg0eg/Hkz8cMnkHZupt3uYAWhZi351l93xXpZFrjv9DXMCI9joesfKGwtmw13KQhIaKVjaNXHQA34A+dm2EuCAZcQhlv2x+3W43Zp8NgVuCtlbIcz6gkrVeoBuvVI4aCjpuagvXoYGn0Kjsq6ybHZOSdYmf8Kw/pNR6vUAQICYk1CKQIqQY3W6QelHnA3kA+jEJCDREqFQlJzkxsUTebQCAxBoynKCcKe2fAbu6NKTUFGJ2Q6EpOUScahVY1+T8lFm+grXAdt4OLmZ1XQzRpAN1owg04hUB5azt5T31F4Jr3BTcrK8ti69wsA9HoLWo2e4tLW1R1sb6qqrKza8TJjh8zGP98CrZiQqHQLdEgxkSAOIDu2msPutHqz8fxN/oyzJTWaP1YQlMuRXZu9PmZAZBweYQIleSrU2lsJillHUYb3Hmrf7X6bKUnzkH/hmaa1iQzs2INtFxUBDrYEI16k1eWrIwWuRcyaNYvBgwdTXl7OmjVrGDp0aD1Lnfz8fBIS6tYpjY+P5+DBg2Rn15geX5wnlJiY2Kq+pKens2/fvjp1YiVJqh1Gf+ONN1i0aBGvvvoq99xzD7169eKNN95g+PDhXh/j//2//8ejjz7KwoUL65QkawvOC7Lhw4ezdOlSlErv5YjT6eSxxx5j+fLlfPvtt4wcObLO+tzcXKZPn055eTnbt28nIqJt8ypaJJyeffbZ2n8XFBQQEBDg9ckOHDiQP/zhD2zbto3p06eTn5/P3LlzGTFiRMt6fJnZIf9AN+VYPA098LxE8oio/G9EofwAj9uNvcqKsHcbus5JTCg4wRvmjgDYBQhNCiJ/668rUbwxluVGsNPvBf4Z8yPdijeiqLyytguibEMjp6ABUJz7aAF/kKIMlNiGUrI1s46ACli7hNBp/yY/34O9Uk1Iws1kHl5er22Px8lPuz9t8vgKhZKYqB5EBnchQBuOAGSVn+J4ylaqUho3Qg2MSsApjac4R1Vn9EoUBeLD7BTZDXUc0wUECjJjiEkaS8ahDfUbBE6n7qLn0BGoci7/sIlgVJJc9X+c2r7T630qK0upvALRpJYgyxLf//we3TpfS5J6eKsnD4iScK4+X3eKwztyzC+HUzlnMOgN3OToja6iYcXhiHTz4zbvPZpC4rtRVTUGt7PmQeu0K/G4byK84xZyT3uXE+Z0VrE1ZyXDTVOQf2Hy2+mMP8eDAyguq0kO7i5EXVgpgN19ZYx2L4WkpCS6dOnCihUr+Pzzz3n00UfrbRMXF0dqat2IX2pqKuHh4URF1XwHZ86coWvXrgBkZV24358XPRdH6i4uan8xUVFRjBo1ivXrL1QSKC4upqKiJlqZnJzMnDlzWLBgAYWFhSxcuJApU6ZQWNh8UWaPx8ODDz7I6tWr+c9//sP111/f7D4t4cMPP+Shhx5i4cKFPP744y3at6ioiAkTJuBwONi7d2+9KNiePXuYOHEio0eP5r333sPPr+3rXLZI87tcLh577DEMBgPh4eGYTCYeeOABrxLGP/jgAxwOB9deey3z588nPb0mjNuSaYhXgkq5Ar/oS3+4lBfriex2Ycy4uryEKKUC54GjjNNdlGzoJ9MxouX1265WUqt0TDh1E51K/sFLQYtJj5qErL60PKT2QJRtBOm/p8ONGQRPTKpNOhdkmU773kVxLo+pMCuCiM79m2qqUTweN2lnD7Bt73LWbnuNNdteY9+hb6mqalw0Bcd1xuGagKu6bmQ2MFjJ4KIviP18Hv1WP8Ag50aiI2QuLkGYn9md8E59G217++mvmq1l19bIYQrWnf1/nErxXjT92jh2cgvrMz9ACrt0N+zAXHVNcr76Om5298fP2kibwUq+3fWW1+1GdB5ARcXYWtF0Ho9bQWnxdUR3v9brtrJzTnJGc7TectEjMETVDYCwoFCCcjW16ySljEdqm6Hty82sWbN47bXXOHnyJDfddFO99bNnz2bx4sUkJyfj8XhYuXIla9euZebMmcTExDB27FjmzZtHaWkpeXl5dWwMQkNDsVgsLF++HFmWSU5OZuXKlQ32Y8aMGezYsYNly5bhdrvJzc3l5ptvro0Mvfjii/zxj3+kvLwci8WCXq8nKCjIq3N87LHHWLduHXv37m1z0fTVV1/xhz/8gdWrV7dYNLlcLsaNG4fZbGb79u31RNOZM2cYM2YM999/P5999lm7iCZooXB6/vnn+fHHH1m5ciVHjx5lxYoV7Nq1i6effrrZfcPDw/noo4/497//TWlpKf369WPt2rWEhrbel+dyURqc2SbtFGR2IDj2woyT7J0/EhUaRtd9PxGgvOhX0dm/TY53NeGRRd7NiuG6lOn0rn6bD8OfZmf0bA5E383x6N9xJnoKWVHjKYgYTXVgD2TNlZneK8o2gvzW0+HGTILG9wJAlbKfbqYL10BZ8bAWPVhaS1iHJKoqb6jzcFOqRHoGZJG0ei6BYiGJM9TE/C6SKH063Ta/wLCUN+gaWoLWT4GAQHnZcCwRDbuB5xekYgu5TG/9AlRE2Fi16+VGZ6m1N3r/AGKSbiYm6Qaiug0jNLEn/mHRaPxaVlLJG8rK8li1czFl4aUtvMs2jJ9VRF/WSK1QvZKNKR/jcnk3xB/d4zpKCoYhexrpmCxQmNOfmKTxDa9vgN0H11IZUf/4YZkaOkTE00dx0XCUADb71R09bIo77riDlJQU7rzzzgZHXObNm8fcuXOZPn06ZrOZRYsWsXz58trRlS+++AKz2UxsbCz9+/dnzJgLqSBqtZr333+fL7/8EpPJxOOPP96oSXRsbCzr16/n3XffJSQkhF69etG1a9daS4H33nsPSZKIj4/HYrGwa9euRkXYxRQVFfHWW2+Rl5dH9+7dMRgMtZ/zide///3v6ySPt4TnnnsOt9vN1KlT67T9+9//HoBly5ZhaGSSzzfffENycjI//fQTwcHBdfbPyMjgn//8J1arlSVLltRZ17172xaiblGtusTERDZu3Fhn/DY1NZVrr722duy2MZxOJ0899RTvv/8+1dXVaDQa7rzzTt588000Gk2T+14Jzteq6/rvrgwwDGPgtt+1Sbt+JjsV+Utr3aiDE3twVqfHdc1A3hMviMj+p6o4kvbrvbm0BfG6avqbrfTUldBFmUtS5Xa0JZe37ElOzg1YtxxCVig5NOUtigsvDL8ER2eTe+I/uJ2ts+hoiojO/SktGoYsXXi4hYeLdNj1bzR5KYTcEIdFvanefg6xAzZbIgXWCLZqJ+NySOiMduxln1NdXlZve4PBws0xf0Cubr8afIJG5LT6EPsOfdtux2gKlVZHeKdRFOd2wONuOGLjZ3SgNx0nL2VH7d9mW9Gpw2A6hPbH4DEhlMjQQKHcVqMS2e/5kVOpdSN4MT3H4bDHIIgeBEFGECUEQUKWRUpy60/IMfqrqGjAlykk6igZh7+vt7whFAo1t/Z7EgrrDlHaDRKaSgGPQaRipJ6YmGiqHaWodDrScvJ8tequAs57G50XXc1RWVnJHXfcwZo1a9qlP9dff32d2YttSVPn2i616kpKSuqZX8XExFBV1bwx3gsvvNDqaNWVZr97J1pj27hFV5VrCet0YWp7YeoROoSGody+g/5+F34dpQl6roIydleUtGodK/PCeCatG9NOj6ZLzjPcq3+LndH34/TvcFn6EBr5M6qwUASPmy7HPka8yDKiMDMSS/RMzCHhTbTQcqK6XUNJ4fA6oql7cAFdv/gDZpODhMmOWtEk6QKRhQsPHY2UQqDf93SM/JZ+6v0g1JSQMYdPRdHARAybrZQCY9MvPZeEKLDP9cMVEU2iQkF09xH4Bd5HQWbnRkUTQFWFhsLs3mj9HyAmaSJ6S9vN9j2VspPvtv+LFTsXsTLlFXZLG8gNysQZKSGoWx+OEjQih4XtdUWTIBDT6xYKsrpjLTJSVuBPab6FktxAinOC64kmUSEwIDGX2/yepE9iEb80sC7O74Kfv3dJ/x6Pkx/SltXztdLaxAsO8gJUOa6+ou4+WsYnn3zSYH5XW7Bjxw7Gj/c+2nklaFHEacSIEdx222388Y9/rF325ptvsnLlymYNpi4lWnUluDjipNApmFf+d6qOtt0MQEvQj7UJmDpTANWdeyGFmfhX1EAc534l15x1kHyicS+fqwlBAK1KQbWz/SIXv+TG4CLu9D9KrJRJoD0DbUU6grPhchCyqETSBeDUhlChCaFYEUIugWS4AzjjMDNRf5R+ucsR3PWjDVViX84uLwBJIm/acxwrqJsnoFR7MPlvJ+fk3lafi5/ZQkBkd2QhnqKcIISL0sC7hRYTvvYlQm+Mx1/1fwhCzfWRGzmO+ZqHEGQPw+XjDJIO0cG2D01JTVmISqE/u+QHOZ5XUxYnODqbzEP1yyMpFGqmDngCIb/tf3dl4aV8//N7bd7ueSwRsej9o+otF0QV1ZVdsZW1rsSJIEoERuQhu9IuMiGVz5kLyhRlHG+TyJRa7UfvbmOJ8euCooAaywVv+qdTsLd6IylpF3z1RIWCyG63UZjl3Qwio7+S4QEbiKt6CwEJGRUn9H9hW3Y/nPYL10JIVBYZh1d4fU59etxAp6pe9WZsuo0C5dfrsVh0qBQKX8TpKmLmzJksW7YMjUbDmTNnCAlpvQXP1UpBQQEJCQk4HI46LukX423EqUXCaevWrYwdO5ZevXqRkJBAamoqx44d4/vvv2/WpsBisVBYWFhnTNjlchESEkJp6dU3JPVL4XSrcB9BPye1Wfs6ox1r9rtInpobVPSQMRwrK8U6ZixfOGsS2sIlgcofc3C62zC034aYdEoSo83IwVpO+QlUCjI97AKaAjun0sqwOdrXw6khuhiqGGQqIUpdSY7Tj7MOA6lVOjLsGuRm6qb1Ntl4I+QborP+i/CLu35+6Y2UfH8QWa3lwITXKS2uf25BEYUgSEgeJZKkwu1W4nEpABmtvgqVqgJZKsVlL6KyLB+lSoMxqAsORwxlhcY6Yuk8ncPKifp6AdFTAtDLNTYFsqBga8zvWRI8nZ36C/00ywKxTujotPKA7Rt6nXqPAttNbDM+QG5uzXaBYT+Tfbx+YrYgiIwZch+W/MBmS4h4TYiSlXsWI0ltL8iUag0RXW+gIDMBrkA9PFNgJZXFq6gsLW6zNo2mYPp2GUcYsfWGuy5G0Cv5uWwNGVlHapcp1WpCO06nOCcYALVWgSCCo6rh7z4mGq4VlmB2bq23Lkd/Fz+UTq+dqSkjo/f7DyXZafW2bYzxQx/CkFM3MddtFim8FsKCA33CycdVSbsIJ4CTJ0/y+eefk5+fT1xcHLfffjuxsQ0nn17MpUSrrgS/FE7hYhSTfn6yTXxvzhMYup3sE7uAmgeXacRNFDvL+aTvDRSfE0vD89zsOXhlp/FfTIhJQ1yihWJ/FSfUHjznHvex2pohh3R7Tb81MvRwCGjy7ZzNKqfY1nL3Zr1GQZhFh8msRalTUllSTUpORZsKyRCThqgII4WFVWQW1ww5Tw4tYKH2C0z5u2q3k1GTtqcfjtSzOLsMILnDbKrauVZdx/BKolf+hahbozGyHagZmns75C98ETWAVGXjF6NZgh1nnsGSvZW0zFvYGjQLm9WFMaCSwtTG6991TBxEP+MYZOulzXgS1CKbrSvbxb06NLEHbs+1VFobv7HV648IidFOukg/4sBIBWFUeCzYMGJzabFaJdzOll1XOr0DQf6Wkuz0Fp5B83TqMJgeodeiyhPrCFnBpGRLwUpyck/VLlPr/AiM/R2l+f4AmANUjDKtwGQ/QamqB8Xq7hS6IyiqMlBeJtE7Nod+VX9DKdWIvsrQviyNvZc/HHux1nOtXD2YH+U/k5VZc2xLaBm5Jz70uv8KhZJb+z9Vx2S1soOHsk4CEWGhPuHk46qk3YSTx+Nh+/bt5ObmEhMTw5AhQ7za71KiVVeCXwongCfOvoUtp+0elqagCgpOv1/7/5AOPUnX+lE1YhhLPTXDKxYZFD/lX5HozXlUCoHuCQHYI3Qc0kgEqBV019rpKGYR5zlIeNX/ofXkIqHgqOlhvnBey9lfeLpYZIhyiZirPVDhprzMjiTJ6LRK1FololoEjQK3SqRCBXkqmaIG0j+0MnRxCBitbopzbaQV2Frkh3heKMkBGjL8BLIVNTsrkBlUIZBxuIiiippk76fjT3Bv3osIcs1bu13sQvoqO7LTiSuxN8nd/0Blefv8XhIj7MQsf5KIKZ3wV9a48lcF9eRp81/4JjKS8nPDdQKNa/mR7gqW7Z+Jx67kRPpN/KyfhNslYQ7YWFu0uCG0OhM39HugQUdob8kKSGf7vvrDgs0R03MMZUVdMQaUoRBzqS4/S0lOGh6XC63BRHDCjRRmXnAlVigFJEmmqZJ+MVEyvcV1RDo/R6TuLEKXGIlDisLqiOe4bjyn8411ijw3h0LlwWjaTF7KwRafqzcEBcUwsPMETKVm0IpsyviEoqKM2vUavQFzxB2UF9XMQoqIFBmpWIK/86d6bbnFUOzEoPfsRRBkZEHkQLf7+V3gNKyCkjGeIpYeehRlec0MUpcYzv9p3yD1TM0ogSX4J3JPeVerDCA4OI7RwXfUTDwQBX4Wvyd27PU+4eTjqqVdhNPx48eZMGECmZmZBAQEUFRURNeuXfnuu+9qjb2aorXRqitBQ8JprmMBnmRLmx7HZFlPwZkLhY4jRk/mbEUBKwZPIOdcvtDwYok9ey+f+/Z5ogP9CO3gT4q/SILBRR/FaTo6vie4un54/2IkQc1+8+Msrx5ITgvf4luKSRaIdgv42yVEm5tKq4OCkmoqql1EBflhtmgRTWpsOgVZKpkisenLXSvDgBKJ44cLsTncfNnxRwZlXhC3xdVjKVhTM0Tiju3G/j6PNjgb6VKIj3ARt/xxQid0I1BXM6OpMGIU8wL/zCaLGvlcBm+kWmQ+L+IWjZzUXM9BTweSq1TYL4pQvFhxkHuTH6FSGMAR60T2VXUnIKyYnOPNGyUO7D2ZeE13BKtUz9ywKdwR8NX2l1t20oJATM9JNUNvv0BUSJgDK6is8MN5kZ9VQLCSXhlfoKkuwRrQmfLgbpQqQykqFXHaPYSFK+il3kyc61OUUiGyIGIP7Ia29BRCA/XrnGI02RVjOGa8kfRcpffRZUEmOGI/mUc2t+ycW4Ba7YdGraPCdmFoUFQoCOt0FyV5NcnbnePtDHP+Da0nFVljBmQER8MeYR5jBK92X8A/NXUL8l7rKWbZ4XmorOkAVGh6s6LoeeyVbvzMdqxZ7+Fxe/+ycD7fyRHhZsOxj+l7+yyfcPJx1dIuwum6666ja9euLFmyBJ1Oh81m47HHHiM/P7/BWjHnKS8vJzU1lW7dul2V1gMN0ZBwuk5xE122jWvT4wSGF5N97MJDzBQUQVFUPI4hfXlHrrEn0MoQtONCJKS9CTNriegRSFhEKX2lH4m2rUEpN5x03RQewY895j/xZVUvCtpyCrYXCLJcKzBag0WG7jkuDh7LZ3/kPzAU1pSOkBHJOHYtVYdqhkrckR04OOhPdZy7W4ufQUkHdRqBa/5O0JjuhPjXFP+0B3RhTuzrfG+68IccqxH5s/w0JseROm24BQPZ+glsEifwQ4UGlQybcj+g8+lPKCi/kd3+93E2R4FO9xWlOQ0Xaa2HIBAWmkhUSBeCDNEYMKMsFZHt9fNnBIOSb8++R0V58+7E51EolUR0vY3CLO9nJ3YMr6Rb3peEh21GIdc4JbvECJxSOA5XAFWaKEL4EbWUjuQXxJGoW3jfciPfaALp7bJzu/0Aw0q3E563BdFeVqftKqEPZ0uHcMIylpxc76NPITFpZB5egyxdnms9JmkqBZmxCCL0T8ihX+VfUMhWyiKHMjPhT5wSzNziSmdc5WF6lO7Fkr8XwVlJftwN3B79MMfEhv2rBkllrDzyOOrSmmHWw5aX2HK8CwDBUQfJPPx/LernTUPnkpz6PeXOMp9w8nFV0y7CyWQyUVhYWEf8VFVVERERQVkjBVT37t3LmDFjsFqtREVFsX79erp16+b9mVwhGhJOKtTMSf4H7ha8fXuDTruK0twL4ffIURNJt+bxzfDJpJ7LGeruEsnfntuuQ3YWvZrEHkGUhAnMEpcSUflfFAojKlUUkhSG3e5PebkflTYFAYEOjMYylMocXK40PJ7GhZVH8OOQ6WG+cg4izX51Jro3xpA0O6qCNL6UnqidsecRzGSfHkDl3ppIoSckhsPX/pWSotb9bvQmJR2EU1i+fwfRXon/db0ID6sRTZIukPlxb/NxyIV6WIlakafcT6F3nWqsSVyCmee0H5Fml+jg8bDp+B/RFJ3kWNWjbK4YRnBUNpmHWz6Udh6FQkmnxCHEBydhclhqapUJcFy7l0PHvH+wqrRaghOm106TN1lURCszyReiKCp014v6aHQKesu76Wjahlnc3GTbFaED2BB6C28bB3NU2fCDOd4j8TvHSaYWryPyzNraSQGyLFAujaC0MAhBKSIoQFTKCAoQRJk8v/4cruyB7Re5YJbQUspyvm7QM6stie5xHYXZfVGqRa6L3kMn20ugENnW8yHuMk/ALtQf5w6VPYx257FCGYG7mZeKPlI5/zn2JJriE3jQ8x/xC/JyPKg0Hly2pdhtjbvdN4ZfQJBPOPm4qmkX4dSlSxdWrlxJz549a5elpqYyefJkDh9uOGdi+PDh9OvXj/vvv58lS5ZQVFTUbqZZbUlDwgngyaLXqfC+BqZX/PIhZgwIpTS2I/KAbvxTvOCb1dklYN2ZT1lV2w4N6TUKuvUI4XCQglvNZ7jW+jR6dW+OHu1ITo43l4dMaKhIp07lCOK3yHLD/ZNQcMp0P//xjOFw89ZfddAIQq1Nw+VEL0PY3hIe9N/DjJxFtctlRArLx1G87hDIMlJAGGdu+CseWUQluFDJTpSealSuKpAlHBoLdoWBKreaymqBKpsbo1lFB/cR/De8h+C0I2i1BF7fmSD9BgTBgyyqeDPuHyyJ6oX93HOui07gcec8/NzpzfY9T38jT1XPxi3DTHsOLyXfR4WjP9/JT1JS7ET0fELluTpil0pgQBQRoZ04fPwHr/fRGc2YwqZhLaopMRQQpGSIbTmhAYepKIuktFhPUdgg8v06kl8AQUEivfNXEBvxE2opE48hnH+HzWeHqgsahYSokFAJHhSijEshskVnpNTLoKMCmXnVp/ljyt9r7RyaQpYFyoTRHFPeyrHiCJwXGYhq9U5Uig0Unm1c2F4KoQk9sJaNQRRFRifsolPFS7j84/lrt2f5ROVd9Xpv6CrZWHf8CbRFx8kz3cbXKTOQJJmQ6DQyDn3d4vZ8wsnH1U67CKeFCxfy/vvv8+STT9KhQweys7P5xz/+wfDhw+tUXL777rtr/20ymSguLkalUlFQUEDv3r3Jyclp5WldPhoTTndLj+C3q34exqUgiBKi9Gmdqc1RIyeSVpbLputu4Uj1hShNglvAvquAklbMUvslogB9ugZzIkpDjEFilnsJkZSQnjaA060Uh1HRAl277MDuaLqBDMNtZCh740KNCxUuVDhR4UaBiUoCKcDiycTsTsXoOIFKKiXLcAu7lTewuTKQ0sto0dDRLZL/UzY/xH1KVFZdI8cKeRg5/81HqmxZ6RJZrQWPG8FTE6UyDOxOaIeTqKULkcdv457i6ejx5JzLy+rhB4/ZH0br8d737P/8l/ChtSaP8JPijYw5spjd7pfYW9SBkOhTZBz6b4v63VZoDSYMwTNqfZaCQxUMKf+MKNNXCMIFEeIUY7BVdaEsX4chyE2w33oEwUNRxHU8EzSPtf6mZqMnLSHCI/Fm2Tdcc/IdBFfz6l5CQ6E8gcOqWzidq69NLBcEmaCIg2Qe8V5IeoM5JAJZcSsuh5JrOxynR8VfONtxClPC55AteD/L0Ftu8WTx9s8zESQXW0wfc/iUCUGQ8dOvpTgztfkGLqIp4XSqe48273tTdD1x/LIez8evg3ZxDl+6dClKpZLXXnuNuXPnsmjRIhwOB5s2beLZZ5/l2WefrVOw8Dyqc47FISEhVFe3bTmDy81u5Y9t3qYsiQRGD62zrHT/DkRRx03ldUuMnFHKKAeHEmq6tJtk5ygTUaOiOB6v5W7/ffzZ8RC64hg2bujfatEEkJUp88MPgxGEmxFo/C0yxraSYWV/ZWTZk4wte5TxZXO5pewBbiu7j3FlD9O/7AUSKz4mqHobGqkIEQ8xtlXcWjab1923s9CwhvGmCgyKlj00daKAWSESrBKJUIvEakQ66IQm/xBOKyV6DgjntqzbcJui66wzCtuImySjjolsZO+GEZx2BI8bVUQYUb+LJTphYx3RdDJmOm+G3lxHND1u/0OLRBPASOuf6XnOTuehgLFYIwcT796GRqegtCARlbZ1BpGXglKtxj/ytlrRFB4uMMz2EVGmlXVEE4BayiBAu4GE2DWE6L8FhcjmhEe5PWYhqy3mNhVNADkKkamBk3hgwOcURl8obiqr/PDoQ3D6J1AV3Ku2lqKIg1BhFddJD3Nj0DqCQ2tmoMmyQGF2b6J63NFm37FGb0Cpn4TTrmRQYgbdy59mV9KDDIp4pF1EE8DXiij2dp8NwIDqhehNSmRZwOG8mZC4ru1yzKsRQRAQBIGTJ+tHI5csWYIgCA0++7xh8+bNCF5exx999BFxcXGtOk5TzJw5E5VKhcFgoKCggNLSUu68806CgoIwmUyMHj2aAwcOtLjdlJQUAgMDSU9Pr10mSRILFiwgOjoag8FAz549WbHCe4PV9PR0pkyZQnBwMEFBQUyePJm0tAseY+dHxYxGIzExMTz77LNIkkRBQQEGgwGVSlVbdqW1tKiOyMWday3eXiBXKyekQ0yIU1CR3ramfqX5cah1fjira95yK8sKiTMN4fSeYwwa04ldFwU0MhQS4YOCiNxXTHZJy4RoqElLaFIQBwxwqymPcVX/QFnak+27rsd56UEsADwe2PKThYSEGSQk/oTD4WUSspcoZDuJFZ+QyCdMF7Tk+43hlGo4hzxxHKxS1plVFq0R6aMppStHiK9eh9HZ8Jtmlv4W3vLcTUYj+WvbTTAkJpznbA+zUPhzrUUB1JQ5iRtqorDzMDxVHpBlzhlM1/m3LMs1njyyjCzJ+EVrCTT+iCjXLY5qDR3MAvP9HNDW9MWsFJnrfhq1p6DF35UoO5njeYUnxKewSjJfREzn/twXiNfdwolcM2EdhrR5VKQpBFE8Z9RoBiAmQmKg7WNCjTWTS6xhg/nYdBddnGl0dKcQXnUCTelpBNmDyxzHP8P/xochHSkVWj5sG6sR6ayxsafK0GzE8huVhY3xTzMw6klKBA0VoohNAJsg4xCgh9vBX2w/MDz9C1TWsyilYuKEdwlSHGR39IMczzKCDEXZYRhC7kWrq0YQZUCqcX4Xan4KgoSABwQJBA/IHsADSICnxrVcrvm3251Iab6OPh2K6GP7Ewd63ssky/R6fe+tl7nH8zYpmpG8V94N1yWOcN9lmcqhgE3oSk4zJHInm8r743YqsHnGEd5JR+6p5Es7wK+EoKAgPvroI1566aU6y5cuXYrJdGWKkrclF7tpT506FZfLRUpKCnq9nmeeeYZJkyZx9qz39/K1a9dy//33U1JSNx3grbfe4pNPPmHz5s0kJiby3//+l0mTJtGvXz8SExMbae0CkydPpn///qSnpyPLMo888ggTJ07k8OHDHDp0iDvvvJNvvvmGsWPHcvr0aa699lri4uKYNWsWNpvtkkUTtFA4Aezbt48PPviA9PR0wsPDmTVrFsOGDbvkjvyaeDX8j/SKGsjwyptRpgZibwMvH5dTSWiHa8g8fKGwYcne7Wg692BM8SF2aeu6lueKMsH9Auib4cBqtVNQZqfCXr8fRq2S6BA9eosWp1HFQT+ZeJODf7rewt/qz769Q6msbJ/coTNnZLKyrmXosALc7g20qXvoORSynYjKb4jgG66jJhE9W38TVkU0sfaNmOxHwIui8VGVX7NQ3Mw35lf4ytpwba7DsVoK9nXguqgHGZX1dh3xpJDLCQv8Dlpa4uwXX0lVUE/+pP8Tmy01f5oCME/3DabyI/X39RKLfRdz/A/wurUXr2mTmG3Sk5C9hZPCBCrLuyKImy/bTLDoHrdQkFnjbp0Q4WRA1UcE+dUkwleE9md23PNs1aiBHoRLAlEOCKisppc7jcP6ONYZ60ZvbjWXEEwB2XI4GR4TaQ4F1nOiSC0I9NO76Kc4SRf7f7HYd4Md7hS0pBluZ4c4kp9sBqobcUq3C7BFfT6SU3ebI0oNd/jfSEDSDTxVncwt2V9iyt2FwbOTa+U0gsN+z+7y/tgr3VRXaKiuaJvZxN0TKxlUOY/j3X7HTQEz6qwzK0Tu1e+lr3UxIh5Cqn8gwW8cb0i/r+er1hLKBBUvdHmK536+n06lr3AyZgWZGSB5REqLRhDVzY+sY9su9dSuembMmMGnn37Kiy++iCjWxKh3796N0+mkT58+tdtJksQrr7zC+++/T1FREZ07d+b5559n3LiaGdm5ubnMmTOHzZs3ExQUxO9+d6GAfHp6OvHx8aSlpdVGlhYsWMDmzZvZvHlzvT4lJyfz+OOPc+DAAYKCgnjwwQd59NFHEQSBnJwc7rvvPnbt2oWfnx8DBw7krbfeIjy8+dmry5cvx+PxoNVqKS0tpaysjODgYK+/q+eee44VK1awaNEiZs+eXWfd3Llzuffee9Hr9TgcDgoLC9Hr9fj5+TXS2gVKS0sJCwvj+eefR6+vmRX6yCOP0KtXL0pLS0lKSqKoqAij0YgkSRQVFeFyuQgKCmqm5ZbRIuG0YcMGJk2axMSJE0lKSiI1NZXrr7+eL7/8kkmTJjW4T2VlZZ36dFartc7/Ac6cOdOKrl9ZDnp2c1C7G2V3JaMVk+hRPJTq00okd+vFQUVZF0TFZqRzeS+VFcXEGkyc2HuGCTd24puKuuH4QhEK4zSABjBjliDMI2B21VShyFZDjkLm/MTwrjp4RrGGxMpC9u5LoKL8fFik/XA64ccfQuja9U7CI77H5Wp51KQlKOQqYmyrWrWvSiplStn99DHeyb+cU8n7hQeVTYTwPkH84aehXG/pyMu6TzAWtL4+3cXIgkhy1N08Z7+Fo1H+tVVEZphz6FDmvWNzYwwoe55rjMv52aZkW8xtDCrfQKTxZrJyNIR36kfOiT3NN3KJxCSNpSCzJt8qPFxkoPMDArUbAKgM7sP9cYvOiaYackWZXB2g0/I9dYeFLEqRR3Tf0rHs/9U7TpUyDqumG0HVO1BV1C/npJDtdKhYSgeW8jsxgBOmu9ngGUZyZcuj4SWiwFP6fvytYz/ujU3nqTOv4VdwgB48T6DxdnaYppOX23h0WqESMZkVGDVOzJoKzIoCtJRSRTDlngBsLgM2hxpbJUSF2Bla9QhnOk9gTNCsOnYbN5oqmVL1LH7WuqMCYVXf86y4jxWmJawvb9h+wF8pEqWWONJEStd7qo7c2eV2Op34nKGqf7NKNRe3SwJZoCh3IDE9dWQc3tiyL+9Xxvjx4/n888/ZtGkTY8eOBeDDDz/kvvvu47vvvqvdbuHChXzwwQesWbOGpKQkVq9ezaRJk9i6dSsDBgxg+vTpBAUFkZ2dTVlZGRMnTmxVf3Jychg1ahQvvvgiGzZs4PTp00yaNAk/Pz/mzJnD/PnziYqKYu3atdjtdqZOncrixYt5/fXXm21bpVKhUqn461//yksvvYTRaOTbb70v1D179myeeeaZBiNUoiii1+vZsGEDN954I7Is89prr3kl6CwWC+vXr6+zbNWqVcTFxWGx1HgsGo1GqqurMZvNuFwupk2bxo033uh1372hRcLpmWee4ZNPPuG2226rXbZy5UoWLlzYqHD68MNLv+lfzbhx873nK773/4qYQYlMrrwX6ZipxeUbAOw2NRGdBpB1fEftsqK92/Dr2pv++zfi1/daviw3N7q/VQSrKMMvahEn+cFUxQa6VJ3lwP5QfiwNor0F0y85fhwyMm5gyDVpOBxNG2heaeIrPmORYiMrTK/We9icVkoMHBLBzmQlSUWPsSj+CNPL3kesan0xZrcxkhdUj3DUrx/J8Qrc556H/fQS46yPX8qp1CIgM9P+NEeVL/OyaRTrFP8ivmIvWQzAI/UG2lc4RXYdTEFmTQKw3qRkQNUXBOpqRFNVcC/uT1jMZq13UZkBeonZzr9gKG949pufO92rWYcAKqmEntZ/0pN/csw0l6WO61tl2uoS4F1NHF91WcJHwavpd/wdIqRl3CCc5GDELKolP7RCNRqxCi02tFjRycUY3OlolTmoPekIVQ1Hrt2KIJymSFSOfLI6jmRkyP1I50STWSnylGYFsdYvGu2bRiriLuvd9DA/xVu2Qbhl6OXnoa8yjc7OHwip2ojo8vCT/yu8b01s9M4wI/gedmZvJrBiAzfFRfNTyS1Yi2tm0BZk9SQmSUfGocb9/H6J0IBlwtWMSqWqHc4aO3Ys1dXVrFq1iiNHjtQRTh9++CHz58+nb9++AEybNo1Vq1bxwQcfEBISwtatWzl16hRGoxGj0ciCBQuYPHlyi/vz2Wef0bVrV+bOnQtAt27dePLJJ3nzzTeZM2cOOp2On376ieXLlzN69GjWr19fGynzlr/97W8888wzvPXWW9xwww0cOnSoXuCjISIjm8/5HDFiBA6Hg59++onJkycTFhbG9On1h56b4p133uHvf/97PR9JjUaDzWarzYd66KGH+Pe//92itpuiRcLp5MmTTJ06tc6yqVOnct999zW6zz333NO6nv0KyZBSeUP3V8IHRDGlejbisSBcDZgENoXL3R24IJyqbKXE+uk5kl1BQtVPPDS0N29VxODNrb2fXmaq+D2x5QXsTzbzoy0YvNqzfaislNm0MY4+faPwN3+L29NyL5jLhcaTzwzrLKzGL9hhq5vkvttPRjc0mP5lMq8c1fCGpzMfRH9P16wVdYbvvCEr6ibuLbwdTddY9uguPLICVSJzHPMR5TZKPAP0rlPc4p/OR+4YzsROIOrYLswB12AtNBLTc0y7RQxCErpRUjAYqCmRMlDaRJShJipYHdiDBxIX84Om+eRmBTDLnMaIsqcQafvCwd3K32KR8BlbzM/yeUVcnVw5bykSFNwcdBu/H9Sfv5x4Hn3pXgYLRxBwI8hu6nVbBCSQ1XpsAUnkmjuRpwvD4izD4ijGWF2ItroQXdUZsqNGMiJsLu5zgkMA5mnXElvRuGi6mD7Wl/mnugsadwEqW30bihFlfyLcdD+vVt5IVQPnnilqeafbn5i761GiKz5gqt9P/Gx5nhMpNb+7gswORHUbTtax5l+MBEFAVBi86vfVxKxZsxg8eDDl5eWsWbOGoUOHEhYWVmeb/Pz8euIiPj6egwcPkp1dM7kjJuaCzYw3eT0NkZ6ezr59+/D3969dJklSrbXDG2+8waJFi3j11Ve555576NWrF2+88UadGfDNodPVDI3PmzeP//f//h9r1qzhsccea1V/f8l5P8jRo0dz11138fnnn3stnJxOJ4899hjLly/n22+/ZeTIkXXWi6KIWq2mU6dOPPPMM9x///1XTjgFBgZy+PBhevXqVbvs4MGD9S6c/3VypSze0iwgoF8w0xxzEJNDkLy8CVuLTFgiYuu4Ohfs2Yq5Zz9KS8vRbkrm6VGlvFrdu8Gbm1oQuNZYzRhpMyHFZexP1pLhNHG5I0xNsT9ZSUDAZLp3t6LVpeNwHGvU++lKIuLh3uo/kaJ6jcJfOJ9XC7DVIpwTUEHccWQKgcL1BKhdKEUZpSAjUvPToHQToa4iQllJiMJGoFiBv2xlp6cLH1YMonygP1kXlYIRgXnqlehtbe8DNLD6Iz7mGd4JnsjLmvtJcKeyn5hzEQMTmUe+btN8J3NoJNVVY5Clmod9b0sqHVWrECQnjoAuzOn4Cps0F3IbjAqRWw3pSAi4UeJBgfvcZ4jrv0SVtdw/qCWoZCujy+YxQNODr7R/ZlN562bEvaOOZ12Pd/m04GM6nvzsgrGm2kC1OYFSUxyZ+hgO6eLZoophmxiMvYmJMyoZJEHGw4Vt7jTn0KFsaYv6ZXCeaHJ9p/L3WaRL4VXpYbIbiLw9r+3DLQnjiTjzLTpXCqNcM4jp8gRbs4ZTbXNTVtQXY+BJKoqbHpJX6cxI0q8r4gSQlJREly5dWLFiBZ9//jmPPvpovW3i4uJITa1r1ZCamkp4eHhtabIzZ87QtWvN8HNWVlbtdudFj/OimTpFRQ1Hs6Oiohg1alSdoavi4mIqKmqc9JOTk5kzZw4LFiygsLCQhQsXMmXKFAoLm3f1v+aaa5g3bx633npr7TKHw0FAQMP5ny3h8cdrouj/+Mc/WtV2UVEREyZMwOFwsHfvXuLjL3iXrVy5ktdff51t2y7k3LVVvy+mRcJp9uzZTJw4kb/85S/Ex8eTmprK4sWLa0OFPupSIhXyjuoFpg26n4CdPbzWLsagfnWEU3WVlXgPnFCrsdudONensXB0BS/L19Y+0Hv5yYxSHaNX1QHKU/04fhzS5NZPUQ6yBBJvjMQte6j0VGNzVVFeZaOyqpIW1oVukJISma1bTUASWm0vOnTwEBxShEJxCqcjA7kdIgqtwc+dzmOGL/iba3qDsbpaATUshARbCDgl3G4Zl0vC45ZwOz1kuyWOuSXcThm3W8LlkXC5JeJj/TnTQYX9FzPEZprPElf2ebucj9lxkEFGD19URPB0WE/iUrZwRHM3LodEQWYsEV1nUJCyEpfDi4z6ZtAajCh0k3BYax4GiZEOekhfopKykfyC+WPHV9iguTAUqhTgz9qV7XbuLcHkOMIsx51MUyVSou5JsbIjBUIUuXIAWW4/TlbVDx79krOiihGh9/FHy0g0kotkVTjJCn/KWjEj0CUAF4mm/nqJcda2efP/JcHVP/KcMpW39UsazPu6O+r3fJ+/B0VlAQISHcteISxoI5uDniEjXYEldDwVJR/RWPVtpUqN26nBz3DlCpdfCrNmzeK1116jrKyMm266qd762bNns3jxYoYMGUKvXr1YvXo1a9euZePGjcTExDB27FjmzZvH559/jsPhqGNjEBoaisViYfny5Tz99NPs37+flStX1oqsi5kxYwYvv/wyy5YtY/r06RQWFjJlyhTCw8NZvXo1L774Imq1mqVLl2KxWNDr9V4nSQ8aNIhnn32WAQMGEBYWVms91Np8rIu59tprueOOO5g0aRLDhg3j22+/Zfny5Wzc2HzE2+VyMW7cOIKDg/n6669rI2LnGTx4MLNnz2bJkiU88sgjnDhxgueee44//OEPl9zvi2mRcHrqqaew2+0sWrSotlDvQw89xLx589q0U781VvA+dw96BL+d3hlnluZHoVRrcDsv1KZL2/sD3YfcxGGpBLfbTcrGIv42YiOHzB3p6ziCmFPNsWMKdroaTgD1BpPRRCf/WOKtAfg7dVRXVqHxaBFLZORzb5+SKFPpL5EVWM6Z6mxyi/Jbfbzz2O0yR46IQAgQglIJwcECgYEeTCY7Wl05CkUOdvvRSz5Wa4i1rWCm/+BaI8mGqBbgZyNcsEZr3gm5IUemMaZqRpY92Zpues0oYQs7hZF8EzmF2wreJk6awuncmqhPcU4wATF3U1Gwkipr/cRqb1EolViibqM0v0a8BwYr6Vu5FIN2N7Ig8l6XhXyjrZuv96hxD3HWKy+aLkbvSkXvSiX6F8uLdNfypXIuP9uavoXKgsCbmouHYi79pSNYJfKA46maob92QufO4NHKu/jQ+AGbfzEj8IhgYnC/z3i1/HuuPf0JYmUhRvt+buY2NnZYxukUC9HdryPzSAOedwIgGlBroEpdf/WvgTvuuIMnnniCRx99FKWy/u9/3rx5eDwepk+fTm5uLh07dmT58uWMGDECgC+++IIHH3yQ2NhYTCYTs2bNYteuXQCo1Wref/99nnnmGV599VX69+/PAw88wNat9Yc/Y2NjWb9+PU899RQPPfQQSqWSm2++mX/+858AvPfeezz44IPEx8fjdDrp378/K1eu9OocFy9ejEKhYMiQITidTgYPHswPP/xQm4D9+9//nrNnz7Ju3boWf3+TJk3izTffZPbs2eTn59OpUydWr17NNddcA8CyZcuYM2cONlv9Ml7ffPMNycnJaLXaerP8jh07RkxMDOvWreOJJ57gueeeIzQ0lD/+8Y88/PDDLe5nU7TIOfzVV1/lwQcfrJ0G+FumMefwS2G2+ymUeyK82jYwfCfZx36ut7zjtZM4UJyLdG44RamEFhQrr4NGoyHEP4hgtYUojz9Gu0Be5RlOntmBtfxCqF0QRKIjuxET1oNAbQQ6mx/yuRpdVWYPmcEVnHHkkF2Y27qOeEmPnhKhoT/idF5+53kJBW8av2C3rf1KQ4wxVXN3+b1tmtfUEB7Bj0eUy1C7XCQnz+BM3iQ22OoWr9YZ7cjOtZTlXRhG0OgN6Iz+qHVGirNS8bga72dM0m0UZNbIDa2fguuk1SSYP0YQZPZ1eZBJIdPqmFfebc5mXFnb3twuB6nGu/nEPZkU++UZCheBF/RfEmvz3jDwUqhSxfOEvASrp+Hh22DZxd8rNnL96Y9R2PJwKYJY7V5KabEDpbACa8GFe4JfQBAD7nmQyNBEjGYH+Wp/Sk8c85VcuQo472103sepOSorK7njjjvarXza9ddfz6ZNm5rfsBU0da7eOoe3KOL00ksvtTq6ZLPZePvttzl16lTtQ/88v/WZd+f5f8qXebDvAqRkS7PbejzdgPrC6fSWNfQZOYXk/ExkWfZaNKnVaiICQrFoDBglBToHCLYqSnJyyS/cw+nSxsWILEtkZB0hI6vGS0gQRAb2mki8ogd+JdDZ6k9n/MmPTuR76+464/NtyZHDIqdOjmbwkDLge+R2FhgXI+Jhtv0vnFG9SpGr7RPsrzfZL4toghrLhnH6PJZbQ9gbeyvdbPvoruvD0cKQ2m2qK7SoNFMJ62zDaddgr1IjuUXsDrA7wBTuQG84SPaJn+vlRMX0vL5WNImiQH+2EWf5D4IsUxYxjPuC64qmsaYqxpY90u7n3R4kVnzCs8Jy9pmf4pPKvpS0cymg+8xniC27PKIJwM+Vxn3mPSwp79fg+kJBxT2mmzD1HcPfK39kwuHXGad5kVUVf0FnuInyoqW114cpOBzJo8JPU0mGMoC2cbbycSX45JNPGszvagt27NjB+PHj26XttqJFEacZM2bQvXt3Zs2a5ZXnwsXceuut7Nixg5EjR9aWYDnP0qUtS3C8HLRHxOk8j1QtwnGw+aidTvdVnVyni+k4+jaScxp3ctdpdUQEhBKg1KGptmPPy+ZMWjIu16XnrtQiCAxImkCiKgn53LRka7Cb9dK+/8/eeYdHUW5//DPbk91k03sPoZPQAlKlI1JFBRUVUSwXVBBQL3IVhCuiolhRQYGrgAhYwIYoSAcpoYVOQnrvbfvO749IwpK2aRj88XmefZSZ933nnc3szJnznvM9FJdWdbM2JT4+Ap0iz6DXH2vW41zPFadJvFwyvklD7Qc76XmkeMoNMZqukuPQnxn6GfQ3F7Ph0D0kxUST3PZuThUE12s1SeOiQ6E4QtrFYyCK+ER0piBnIFfjcTq7JdBNtQKV9RwWtTeToz7nd7lTRf8uapGZpY8gE5v3erkRGKVe7HV6kc0lYRTV4KGpiQClhChlEa25iKcljixZBMkEccXsymW9lCKLlb5OJp4qur8i0PxGISLwtmYTx+3QuXrWdJq5h2aS5PIoP50bgaf/aZJO/4YgkRDQ+UkiBvjgE+pNlsoNjYRbHqcWwiOPPMK6detQKpXEx8fj5eVVd6ebjKysLMLCwjAYDDYq6dfSLEV+g4KCSElJqbZsisVSe6ikh4cHhw8ftksDoiXQnIaTIAo8V/wWZWfktbartQq5IBA+5F5OpMSjUqnwcvHAReGIo1VAXqqjNCuV+CvHsVhuwMNYEOjW6U4iJF0QC03onK1s15wmO6/h2kb2EhlpxctrDwZjcrMf6yp7XN5gRWGrJnl8DXbWM7noMaRiExq0dvKG+htOlcGxpLfxTdhJ8tloUgOGcELXvrzKRz3QehQjl5+jIKcbZlP57yXCr4zbzJ/iLNmDKEj5sOtyXtO0regTrJTwsnkGDuakmoa9KTFIvdnn9EKtBlSEg0AXRTatracI1P+Oxli9JtVVihXtUJizUVqb/zdVHTkO/ZltmIE9+r7vlu3iviPzOeL+PkfO+6OSf4vGozWitBsdBouYwzohKJS3DKdbtDiaxXDavXt3jfuuBr7VREBAAPHx8SgUjYsIzMrK4oknnmDXrl3IZDIefPBBli5dWm2Q3u7du3nhhRc4c+YMrq6uTJs2jblz59p1nOY0nAAkSJlRtATdmZq/D7nSgi7vE5sg8WuRSmW06jiA0pw00tIvYLX+vZlo7m4BDA1+BLHAhEllZZfPZRIzmt+gkUqhR48yVA47MJsLmv14AGnqUawUH+WiruHm099pNAHEuMzl7cLuPKu/zEt/PoYVJalX+pPuFM0xsQdWS8PPzddXQp+ilXg7/QjAn+2e5S7P8RXCjSqJwJvypbjrqy5H/1MoN6BeZHNJKC4y6KbKo531OKG6n3A0Nb7u541mm8sHfFloX4zm9/kb6HHyU7apN5Kdb0Bf6sCIjj+TFP0AmsCwW4bTLVokTW44FRUVERcXR/v27SuEq+rD4sWLSUtLY/78+fWqeXM9AwcOxN/fnxUrVpCRkcGYMWOYPHkyzz9vm4l0/vx5unXrxvLly3n44Yc5ffo0gwYN4pNPPrHRpqiJ5jacoNzzNKPsdfSnataKcfc5ROq5m+fh4u4eyNCgyYgFJqxSkT9DUziT0vR6RNXh6CjQo0cOVvH3GxL/ZBFU7Ne+yv+KI+wWS2zjINBNkU57836CSzff0OW56zFKPJgurMBqETmQ+BZ+iT8iilLSM4aSZm3NMYfBFQr4Cgcp3q5m3EqvoLl8kMJ2g7lY4o+xGoFXZ1c5ffPXEOLzLQJW8vxvp2/YQvKuke15RhvLbQXzb9Sp/q1YBNXfZhw3JSZBy3+Ua0ixs+7dofT38I3fz2b9Z4R5p6AJOEN6yAS8AoNuGU63aJE0qeF09OhRhg4dSlFREf7+/vzyyy906NChXhMKDQ0lMTGxQct8V7l8+TIRERGkpqbi51f+5vP111/zwgsvVKmJ88wzz5CXl8e6desqtl28eBFnZ2e7BDtvhOF0lWd1r2E8Ub2KrotnIRkXP2/W4zc11xpPAOcjCtifEtMk+k/24OEh0KlTNjLZFQzGuGYX1yxUduFLxVwbhXGZAB5yCV4yK4GyEjpykvCyrahNl5t1LvXla+0qthZpCbWIbE5+G//EHxBFgaz8EaTm+1AS1BWnuIMoT+1B5uKMukMgam8jpWky8i8Xkjb4aeKynCq8UwqVlD6l39Am4HukYiEmbSgTOy7ngKxS5LKnxsIzxRNveKzOLRpPnNNkXimxT8vHQbRwPP5lhDw9Kkkmd0V/xkxnxwrDyU0qknnu3C3D6RYthiY1nPr160e3bt14/PHHeeedd8jJyal3GmJjlvmusmXLFh599FFyc3Mrtp0+fZrIyEjy8/NtpOd79uzJkCFDiI+P57fffsPT05PnnnuOJ554wq5j3UjDCWC6YQGWGrLtHFSbyU+/ueJAPDyCGBLwcIVsQbafkR2GGEpKS2/oPBQKCAkBL69iHBzTEMVMRNGA1WpAtP713yYS20xR34VcLEZjuoKDKaFZyoI0NWnq0Txf9ggAgRaRb1LeIyihPK4up/QOShP0qENUqJ2SUFnOIVwj3qiXtCP7oj95+TKSej5OcoaEnpL9dPT+HqXlMqLSiRe7ruQLRWUiiZNUwluS/+Bk/Hs0uW7ReNZo1/KbnYrqfpRx8MxMNoY9yHvqfix2luAVGIRCpSSAXC6ez7xlON2ixdCkhpOzszO5ubnI5XKysrLo3LkzaWk3Xktn7dq1vPTSSyQlVRoRcXFxtGrViuTk5Ao5e4CIiAgyMjLYsGEDw4cP58CBA4waNYpVq1ZVu1RnMBgwGCpjiYqKiggMDLxhhhPAU6b/wNGqy5i1Bom3YDw9Qhgc8GCF8aTXWNntfpHkzOqkH/8+ZDLo2zcXi/Xnuhv/A5nv8G2FDlGARWRz6oeEXNlsd/8ySWeyT7tQVCAS0tuEk3AAUZCwuusyXtJ0tmn7gvNBogqXNuX0b3GDKZW35kXeIN9O6YXWYjGX0OAvpcJw8nfQ4SAaOH8+95bhdIsWg72Gk93Fgq5KCHh5eaHT6eyeSKdOnYDypbqwsLBqP/aiVqspKyuz2Xb1305OTjbblUolY8eOZeTIkchkMvr3789DDz3Exo3Va6C8/vrraLXaik9g4PVawc3PJ/L/Iu1aUGV7QXYgskYG1f8dZOcksCN1LYJL+bWjKpEwNLkN3QM7/c0zs8Vshl273NHrJiIItWc6tjRUqiiUiv4olb1RKaNRqbqgUnVALrc/nXi48mzF/6dIBe7yf4a40OqLbYpKZwr8+iDKK+U0HK0nCO6wi9b9UnASyuPxDnSYyTx1lE3fgU6GW0bTPwC16SLvmh/iP847GOhkQFFLjT2Ai4IT4jVtnCRWlJbcWnrc4hYtm3oJYF6lujilmriaxXZtPZ6G0rFjR3Jzc8nMzMTb2xsol1kPCAhAq7Ut39C+fXsbDxKUx1LV5GCbO3eujbjnVY/TjeZL1TIecfwvxrLKZR6jXoZvxG0kn9lzw+fTWLKzE9hm+ow7IqYi5piQWAU6X/LCK7gPB3RnKCgq+LunWMGRIwpat74P/4CtmM2Ff/d06kAC4hh+267h2hpmV3FxEeja7RdMproLenYpWYFCeBfjX7+NdCncHTCdTYKUsKxdZLh05oJzJPscO/CbMpDLUhgYUsSSzDUExn1XEauktJYXNk0JG8ckt7GI10zLXS7hgbKXGn/at7ALpbI/VusFTKbGl0SqDplYQrvC5bRjOQ9K/Tnj/DB7zF05Wlr7u7gUcBKrzumjp3Y2yzxrYvong+rV/uoz7/z587Rp08Zm3zvvvMPs2bOZP39+g55zu3btYuDAgXbFgK5Zs4YFCxaQkJBQ7+PURm06Tp999hmPP/54g2JUL1++TM+ePTl27BghISFV9sfGxtKjRw9+/vlnBgwYYNeYCQkJzJo1i7179yKKIn379mXZsmU2xX6hXN28e/fuTJw4kQULFtil42QvDTKc6sMDDzwAwOTJkxs9VkREBH379mXmzJmsWLGCnJwcFi1axGOPPVal7VNPPcXw4cNZu3YtkyZNYu/evaxbt84mWPxalEplg7IFm5oisQBD+3SEo7Yeg8K8zjhqTzeqftjfRUFBBt/Hvs/ozk8jySg3CP0SVdwtdCUj0MAZSRIJN0C2wB4uXoSionF07PgHBmPLjCuTybRkZozm7NmaX2AKCkSuxI8gKPhrrNbq5Syu4mBOYrpLDMsKu1Rsy5CI3OP/FD5eT3FeIWK47lA75Vp6+j/L457jeD7xI5zSy2ttlXl1Zqz/0+iva/+06mccixLqdZ63qD8KuQ8ZGUM4c0bAwyOUzl12YTBUL6LbVKgsqXQreJ1uwGXnR1mmG01BDct4ToIOiShQnbHf0vHw8GDNmjW8/vrrNttXr16Ns7Pz3zSrpqM6Y+LMmTM891zDiklv3bqVxx9/nLy8vGr3l5WVcf/999drBQtg3LhxdO/enYSEBERRZMaMGYwZM4bTp0/btJs2bRoXL1ZmdHt5eVFSUlJRcqUx2LVUV1paarO0VlhY2ODltsayefNmzGYzoaGh9OzZkzvuuIOXX34ZAI1GU2EYDRo0iK1bt/Lee++h1WqZMmUKS5cubZLqzs3NJsWnyK+LqzLqZbgGjPqbZtR49Loivj28FJNf5Q1VEAV8k1QMSWjNBPUAogLbVVGVr2hbDy9nY8nIsHLw4ABUqs437Jj2olK2Jvb02FqNpqtcuSJSUnyXXeN2L/gvE7W23qlMichJZVWj6SqiILBCGUyniDf5ottSin2ieaj1q6RKbP+Go52LaF200q553KLhKOSDOXBwGGfOlP/BcnKs/Pnn7ahUbevo2XS0KlrFEuEluqqreid6afTIb2KF+EmTJvHll1/alAw7fLi8xFSXLpUvHVarlSVLlhAeHo5Wq6VHjx78+uuvFfvT09MZM2YMzs7OhIWFsX379op9CQkJCIJg41FasGBBjd6YmJgYBg4ciKurKxERESxbtqzCM5SWlsaIESNwc3MjICCA8ePHk55ufz3RsrIy7rvvPmbMqH85pFdffZW5c+eyePHiGttMmzaNu+6y7/50lfz8fHx8fFi0aBFqtRqNRsOMGTOIjY0lP7/SqbBmzRqSkpLo06dPveduD3Z5nFpSLTlvb+8aKzxfX015xIgRjBgx4kZMq0nJE3Mwt8+CY+4223PTPPFr24O084f/ppk1DovFyLcHljKq99Oo0xxt9jnnSonO9aOLwhezQkRiAcEiILGA1CJgVoicDs7meOqZKrUOm4PSUpE/dnZi4CARvf5ksx/PHpSKAezeHYjRaL/L/NgxOQMGjsBiqbuK+ejCp0lzWsve4vrFeekFeEETzbzW0ZiuM7LaOgjcXTSzXuPdon4oFH6kpgzi/HmB6+vlFBeJ7N3Tg379HdDrj1fTW4JKFU1xcSBK5c9YrWXVtKkfTsZzPGd6gN+1b/FFYQAi4CKTcKfufVBXXR24WRg5ciTr16/n999/Z9iwYUD5s/Gxxx7j558rE0sWLlzI559/zpYtW4iMjOTbb79l7Nix7N27l+joaCZOnIiHhwepqakUFBQ0+GU+LS2NQYMG8dprr7F9+3YuXbrE2LFjcXR05Mknn2Tu3LkEBASwdetW9Ho9d999N0uWLOG9996za/zp06czatQohgwZwmuvvVavuU2dOpVXXnmlikzQVb744gsuX77M559/zqJFi+we19XVlW3bttls27x5MyEhIbi6lmelnzt3jvnz53PgwAEmTZpUr3nbi12GU1Mss92ifmxWrWCich7m68TmSop64uB0Hl1xUbPPwcHZBY2rNwoHF6QKLSJOWM1qLBY5CmUBVnM6JXnJFGalVin0WiOiyI/7P2DwbVPwyPGG69SpZUYBmbGqi0NmFOhyyYtwDzcOOF4iJav5szrNZjiwP4pevYsxGOKb/Xi1IZGM4vff6y4OXR27d3kwZGg0ev2RWtsJoplHS54m02FFgxTRrzeaXGQSnrUsQC629HixmxeVqi179/RAr6/576XXi/yxsyMDBzqgN5QH70ulzgj0ITbWk+zs8r5hYfcQHLKlSeL7JKKRYQUziHCaxLuGe5iq2oOqJKXR4/6dyOXyiuWsYcOGodPp2Lx5M7GxsTaG06pVq5g7dy5du3YFYMKECWzevJnPP/8cLy8v9u7dy8WLF3FycsLJyYkFCxYwbty4es9n7dq1tGvXjunTpwPlcb3PP/88H3zwAU8++SQODg7s3r2bDRs2MHjwYLZt24ZEYl8+2Nq1azl37hwrV65k37599Z6bv79/jfvOnz/PvHnz2L9/f6OzKT/55BOWLl3K1q1bAdDpdEycOJEPPvig1jk0Fruz6hrLs88+W+32hx9++EZN4aYi25qB2KHq2rBRJ8cjuPkqRwsSCb4RXfBv/zCidArFRSPJzexDVnJHslOCKSv2wWryIDslmJz029Ab7sXR4xl82z5KQId+dh9nx6HV7CzcgM7fUK4WaSfOOTKGJ7dliF9PHB0c6+7QSEpLRY7H9K1XllpTo1T2Y/culwb3F0XYv68dSmVwnW0V1hyes7yCp7xxtwYp8LxyE1pDy/DW/RORSjWcPNGzWqMp2CcQB1Wl1pLZDL//Ho5EMhKj4V4OHhjLH394VBhNAPHxIhcvjGvSaz20eB1vWJ6mU9GyJhvz72TKlCl8//33FBUVsXnzZvr06VNFUDkzM7NK+EpoaCgJCQmkppZLsQQFBVXsCw8Pb9BcEhISOHbsGC4uLhWfOXPmkJJSbqC+//77TJw4kbfeeouAgAC6devG3r176xz3woUL/Pvf/+arr76qtpRZY9Dr9UycOJF3333X5juoL0ajkenTpzNv3jx++uknhgwZApTbGQMGDGj2kJxmDQ5PTU1lx44dQHlkfnR0tE1kfmFhId99d/PpE90ovnVYyd2KFyvKXlwlO9UX39ZdSb8Y02THUrt64B4YTVF+OPk5CuRKCW065aOUZSNai0Gfj1iai9lixD25DPmJKxja96HUvyNFDv7k6zzJL3AhoEMIuUlb7PKIZWcnsDX7Xdzc/OndbjyabA2iqW7PlSAKhMRr8FPdxtmgbC7kJVBcUtwUX0O15OaKXLx4B61afYfF0nzHqQ6VqhN/7Axp9DhlZSJnYm+nTdu6z8HZEMsL6s952fJolVIyUiBAKSHJYK1V9/tx7QVCCtY3et5NjVSqxmo1Nrua/I2gIH8MWVm2vxeNWk0fp0gCExwpcQ9nm/OJisxVUYTdu9xqHTM11YrBcAedO//RZIWzVZaWpdvWGCIjI2nbti0bN25k/fr1zJw5s0qbkJAQ4uLibLbFxcXh6+tboTUYHx9Pu3btACoMHaDCA2M0VpZiysmpvrBzQEAAgwYNslm6ys3Npbi4/PcdExPDk08+yYIFC8jOzmbhwoWMHz+e7OzaM203b95Mfn5+RdyW2WwGwMXFheXLl1ckfDWEI0eOcPHiRR577DGbpK5Ro0bx8MMPs3z58jrHyMnJYfTo0RgMBo4ePWqTTbd27VoUCgVffPEFUB6+c+jQIb799ltOnTrV4HlfT7MaTh4eHnz44YdkZ2djMBh45ZVXbParVCrmz///Ua+qIaRbUxDaF8IJpyr7dGW9UaovYihtWLCl2sUNZ68Q5Co/zCZP8jJdyEoWkEgF2rQvoovpDdyzq1d3PhfdEbMxEIfDP+PAz3j8tb2s9zhi8u5AoZ2Ms9cuMuNOV9v/evLyUvlx/wdonb3o1fFunEQXpAYplFhqNaQUeoHOF72IEjzJ8zGTqMnjUn5isxhRKckiasdxePtsuGEPXaUikIMHumC2pyS9HaSniwQHD0euqFvc0q/0R2Y7h/K72I9QaS6BYjy+puO46w4h05eQ5TiEr6RPcLikqqt9uHMZ/QpahvSAIMhQKjtQVhZKUpIzyUl/SScoQaOR4OAo4ugg4uxsxMU1CZPpBFZr/bJ8/g7k8iGcOGH73UcFtiMq2RdFbrkHV5MrZbRjV3Z4niMt2/6g4JwckSNHBtGjx0H0hhtTZ/JmYsqUKSxbtoyCggLuvPPOKvunTp3KkiVL6NWrF1FRUXz77bds3bqV3377jaCgIIYNG8asWbNYv349BoPBRsLA29sbV1dXNmzYwMsvv8zx48fZtGlThZF1LZMmTeKNN95g3bp1TJw4kezsbMaPH4+vry/ffvstr732GgqFgtWrV+Pq6oparcbDw6PKONczb9485s2bV/Hvq3IJBQUFDfq+rqVfv35VsugEQeDHH3+0S47AZDIxfPhwPD09+e6773BwsFWwv37sAQMGMGDAgCaRQ7qWZjWclEolhw+XBzIPHz7cJrPgFvbxvfpzxshnYbnOgNCXKvAKG0ny6a/rHMPR2QVnryAUDr5YrZ6UFmrRlSrJv/bFQ4CwCBPdJO/hob/IMffRvGD9FxEOxfR0SKGNNQ7P4nPIixJplx7LjmE++OWFwOWEyuMc+J4ebVM50WYqBXlDCIoMJ/Xcz1hM9hWyLSzKYtuBj222OWnc8XAPwsc9jGBzW8Ric5V+gijgni7HHW+6CF7k+5jJ0BRjwIRRNGOwGss/JiMSiQQnhRqNxAGNqMLRpMBRL+OsUzrnUi7VOr8LF8BRfQ8azQauD8JtamQyV2JjB1FSUrPh6OPhTT9DW8wykTx1GVkUklWSS25B9em/AIcPOzBoUJBdUgvtiz6gPR9Uu8+r7Hdm8DuXnKfyP9NIrujL59nWQeD+oqfrHLspkMs9MZt6UaZzQCa1IpGakUqtSCQWBMFKXp4Lly7J0JVd/VtV/s0MBjAYrFChw6gAWqFQtKJtWwteXqmYLcexWJo/lrC+KJWt2L2rsoyNp5sH/cT2uF2qGtSvLBMYZmzHgWBHLqbGVdlfE4WFVvbtv42+fWXo9Wfr7vD/iAceeIA5c+Ywc+bMapeyZs2ahcViYeLEiaSnpxMREcGGDRsqSot99dVXTJs2jeDgYJydnZkyZQp//lku56FQKFi5ciWvvPIKb731Ft27d+eJJ56odoktODiYbdu28eKLL/LMM88gk8kYNWoU7777LgArVqxg2rRphIaGYjQa6d69e42JVfXlqaeeIjExkV9+qTvppL6sW7eOJ598skqyF8APP/xATEwMKpUKT0/bKhtnz55t1PJffbCr5Mq1rFy5kg8++IC0tDRiYmKYNWsWa9asQaOpvkjtzcqNrlVXGzPKXsdwsvp4Hs+AdATBCIIZxL8+mEFQYTa7U1bkjL60dtVx30AJvTSfoZGn8410BG8ltaHUUn2MS4DKwNuBB+iZvJIvI8bR4+M4rDm2KsBm72DO3v4SOVlmnNxKMOt+JT+t8VoyGo0rw6KmIk9rntC8MxG5HEw+UWe7227ToVBuaTbPkyAoSEudyOUa6gELgkC3gI5ExnsisVSNDzOprCQEFLM75Wi1/TtFWnBxabplNIug4qj2RbYaOvOCdSFaQ3XZW02HStWRnOxOnDwpozkTLKVSaNUKfHzyUSgu/+V9af6MztqQSBy5dPFe0tLK5xHuF8LtiWHVXgfXIgoiJyOyOZpU6QV2cHDAz9UbH6kbClHG7rSjVTJWA4MkhIR8SVOct0Tih4t2PoGBXigUAhKJ5lbJlRbCVW0je0UhS0tLeeCBB+pds9ZehgwZwu+//94sY9d2rvaWXKmXx+ndd9/l448/Zs6cOTz//PM4OTmRlpbGc889x8qVteu07N69m3/9619cvHixigKpxdLyi6H+nWx1WsUI2TNYq1myyU7xraaHfajUUnqFHcZBFcvCgqH8kl63GzdFr+SBy7dzKuAI98X9xOePjmbAB6WIOn1FG1lmIh1/ep64sYtJTtMgCOMJirxE6rntdnufqqOkJJ9v979Fj87jCDO2R9Q17XXT4ZI72tBe/J59pGJdvzoOHXIgJOR+WkXswWBIaNI5gEBx8d01Gk1OGicGKTvjealmY1iulxBxWUt+RDtOJZ+rsv/0KSlDh0Wi1zfNmr9U1NOz4FV6IFSoiDcGiUSFIMgRBNlfHykgB1px+VIgiYnN6+27isVS7mW8cMEViEat7kF4KzMeHtmI4lHM5hsvRltaMrrCaPJy86RfSt1GE5R7ZTtf9MIt9DasgohHgQOaPClccwqysB78lnbIpl9ykpXWrW/HaPyjSc/jFjc3X3zxRbXxXU3BwYMHGTmy+RKgmoJ6eZzatGnDli1baNu2LW5ubuTl5ZGenk6XLl3IyMiotW/Xrl2Jiopi0qRJVUQOr7owWxItyeME8LR+Iebj2rob2oMAbVuX4uu8g9dyerA/v/7jDnbP4zP9LHIdXdki703vT45w/eu/KJGSOuE1LmaUx2hpXHQI1h1kJzY+bsLNzZ/BbR9Gkt70HoA8HzPbTUcpKS2ttZ1CAX36ZmI2/0Zjl+6UyjD0uk5cuKC1yXS6ljb+4fRMC0Khs8/jZpGJ/OJzhoycqiUuQkMFAgK/pLmXHOuLQj6YHTt8aenK0kqlQLdupagc9mIyZd2YYyoG8Pvv5WWg1I5qxlp64FjYtN7XCxEF7E0+ZrPNxUUgqvPmRms83fI4tVxqK7nyT8Gekiv2epzqZTi5ubmRk5ODRCLB1dWV/Px8LBYLXl5e5ObWXrTRycmJ7OzsWifTkmhphpMMGc9lLqM4vnGGgpuXjKCQWD7PdWZnbsN0ga6yNmI3fZM/5WRgFPGpYbRd/2e17YqGT+W0pDsGnQUREe/ABNIv/oJJr6+2fX24rct4guXtILtmD1FD0Dlb+c0plqzcumu9tWsHvn6/1vIAlVDdUodC4YPF3I24OHeSk2v/Gd4W2JmOl9xrbVMdpS5WvuMg+mq+6yFDEzAY6k5PvlEoFAPZ8bs/zWE0SSQSnDROKGRysvOqz1JqCDIZdO1qwMn5AEZjU+sUCSiVYVjMEWTnuHPhvASTCWQyGWOceuOW3jwFqY9HZHEs2Taxo3//IkQatyxzy3C6RUunWQynQYMGMWHCBJ566qkKj9P69ev59NNP2b17d619u3btyjfffFOlEF9LpaUZTgBuEk+mXHiV0pz6x9YIAvhFmfmpJJvfclzqbO+gkNI6UEtGThmZhdUbOEqJlRO+r+OQe4ZNHYbiu98B923Vx9WY/cKIu30Oqenll5uDkx4nl3iKs8+Sn974mnAhQVFEBg7EMdcR0dA0S3hmhcguv0t21dFTqwW6d8/DapWi06soK5VTWCihoKBcC6ocEUEoj1ESBJHyFeq6jYTOge3pfqnhS7LpQXp+ytpfZbuHh0D7DhsQxYYvnzYVSmV/dvweTH3riAZ6+eOu1CIVJEhFCVIkSJEiEyU4mOU46GU4lkhRlgoIf1UdLnK3EOeWw9mcuHrXyaoJQRDp3MWCh8clDIZTDfpOpVI1cnkQVosfeXlexMcrKCysanAP9+1F4JXm0zATBZGD4SmcTan0DCuVAn36bmuUd+2W4XSLlk6zGE4xMTEMHjyY9u3bc/ToUQYPHszBgwfZtm0bPXv2rLXvkiVLWL16NY899lgVwbCWKILZEg0ngPbSzgw5NhVjPeJ7VM4y6HyF5ee15Bprf0tt5euEc4gzJ52g9K9neqhZIKDYSnF6KZdTizBfo+0zyjObD0pnI1jNvNZ5FGM26pHF1JyFkzd6JrGGNjbaVGqtHrVzGrqi8+QkXbRfhbwalCo13TuMxFcZhkwvK8/Ca0Q6v0UqciAkkQv1yEhqStr4h9M3Prjiod9QTkXkcDi5qhjlgAG5WKw/V9PjxqFU9mXH7yGI9TjHUJ8gOhuDcU+rPfGhNiwykbRAHefFFBKbsMi0SiXQuo0ZT890rNYTNrFQEokjcrknguCG1eqKTudCYYEjmZlScnLqvu7t8TwKDlJKvEU0RTLEvIYZxVapyB9BcVxJr0zq6B5txMGh7izemrhlON2ipdMshhOU18dZu3YtiYmJBAQEMGnSJLtSAGvyNAmCQHz831vOojpaquEEMFQyjlYHByLaYV84hQukhh3li5g26CzVn4eTSkbb1u6kecqJk9V+OTiLAlEZJo6cqoyb2RzxG92TV2OSKvh3m0E8vjIXMblm0TtTWCQXoqeRlVnV+FOozKgc9cjkRiQyE4LEgIAB0VpE+sWDmI31fBAIAu6u/nh5hODq5ItS5ojJYsBkMWA06zGZdRhNeiK9BiKtIV5KFESOtsrgZPKNTcsO8g5gcGprpObGL11ZJSK/B14kKdN2OcnRUaDnbVsxmwsafYyGoFL2YseOVnZnx0X4hRJZGohrZtMuU5W6WEnwLOB8UQL5hU0X9C0IEBIiYLYI5OWK13gf608b/1b0jQ+q0YgW1DIKPa2cSisiN0uJm4eZvp4uCOmGBh3PrBDZ5lUZIycIMGTInw3WdrplON2ipdNshtP/F26k4eSicCFC3QGlPhyDzpkrqg3k6GuPw5hsfQ6HP0Nq3C+RChi7pZCuTeLro1HVvs37uzng09qNGGfQ1ePZrBLB53AuGQXlS3hqmYUYz0Uo8y+S4+TNG+5RPPZRImJxzUKUokRKWZ/xpAf2JyVTitVS92Xo4KTHweEwaReqXw5sDBKJlFG9n8EhVVljm9iIXA7ZIVfQFHi5ezIipxNyQ9PF++jVVr5XHaHkOtHUXr3KkMm/abLj2ItK1ZOdO1pzfVKt1lmLo8IBR4UKlUSJSlCgQo5/gRPO2c0qPQdAnq+JOE0OF7OvoNP/vWKYcrmcMK8gwsze+KSokFaTQSc4ych3s3IiqZjCfFsPnIPawoBwZxRJDfM8FXma2Vy6t0KmoE0b8PL+skFj3TKcbtHSaRbDSSKRIAhVf7hyuRxPT09Gjx7N22+/XUXN8yrZ2dmsXbuWpKQkXn31Vfbs2cOoUaPsPfwNpbkNpwB1ICGSXhTnBHAiyZ0Sc+Ux2vkUYfX/H2lltZcqmFmyBP3pyu9a7iBF5SFgdi7jiNt2FHJ/tsS0rdKvbaAWaagTx1VWrNX8Pe2hm07gzJ5K78W9Phm8WTgHQbQS69+Jn/QBjPn0THmRrDoweweT33cSidYQivLrjt9y88mjLH8HBU24vHKVQT0n45ntU2Oy2eVWRexOPVpFUqMpcXHWMqqsK6qSujOmzH4gYkVuUiCUiHVKNKSE6NiWccBmm1QKgwYdQm+oXQC0KVGpbuOPnRFVLo9OgW3pean5inPWB4tUpMDLTImDgSKpnkJrKYWGEvJLCqoNtm8qpFIpod5BhIs++KY6VFv0+iqin4odqfmUFtZsUEplFvp1dESbaK1yXQtOMkrdrBSJJnzS5VCNUv/1weJDh11Er68+EaQ2bhlOt2jpNIvh9O677/LFF1/w2muvERYWRkJCAvPnz2fAgAH07duXpUuXEhkZyfvvv1+lb0xMDEOGDKFdu3acOnWKkydP0qFDB5YvX86UKVMadpbNSHMaTm5KN2Sp04jLrlk0NNS9FE3YWhJKrtTYRo6Ce5lKhjSZC+IpUq3l8QhqmZqO4sP8Hmtb1LVdoJbS1k5crGM5zl66Xywj9krlssZ3rX+lS9L/ANjabjBllzRErT1SrzF1Pe6kKLg7RXIv8krklBbVYHgJIl4BCWTG/dbgsjM10S1yJK30kdU+RABSQ3TsyDtqU0+qqfB292Kgrn25xk5tSAXSXJOIubwdhcoRi8mA2WhAIVPh7hJIhE93tOnO1Xb9PeRilYB3d3cJUZ1/xmSqO4uwsSiVvfljZ3gVT1OQdwBDUlrbpUv0d6NztpDrZiRbXkS6PpfMvKwG69EJgoCPuxd+Dl74GJzxyFTa5WkU3BTszCuhqKDutiIiPTrJ8MuQIQAmHymp1jIuJhsoKyr3skZ3kuKXIqliXJkVIt9qj1L0V/1JX1+BiNbrEcX6ZbLeMpxu0dJpFsOpffv2/PrrrwQGBlZsS01NZejQoZw9e5asrCyioqJIT69aF+n2229nypQpPPLIIxVSBr/++ivPPfccZ8+2PEn/5jKc5BI5EYan+fOyd5V9PloVzmoFF9PKb1D+zjq8233NpaLzdo/fQRtJUcIozmZUPjQlAnTv4sN+TwmWJkz1DrJIyP8jBdNfy2xqmYVjXq+hyiuf75tdRtHrDwkeNWTa2YPFKwh9m54U+UVyKd+jSsFjidSKq3cugniF3JRYdH8VNK0PcqUKk8HWgxAe2p1o9XDE0uofDiVuFnaqzpCV13hDw0njRFu3EELz3HDOqXspStDIiNHtpERipLCgLxZT1evTxauQnl5aVClVY4FK3C1s0u+t8qAPCREIDmm8Xk9tlGfPBVVZOnbTujKqqLPdGlUtDYtMpNDTTJqmiCtlaWTm1px9JggC3u5eBPxlKLnbaSjZjOEgJUZqJCmlfokUISFWisuM5GZV/1C4vbMSl4SqY6YF6/k5szIz09NTgr+/CReXAuSKdEymuDrL09RmOL37wNh6nUdjmf31jzf0eLe4ObDXcKrXXSo1NbVKfRg3NzeSksrTyT09PWtM7z19+jQPPfQQQMVy3/Dhw0lN/edUzraHbqoH+POyN3KpQBt/Z6KjvOnUPwCnof4k3ObOqU5ORHcuN6pSixxIOn0/7bVRdY6rkirpq7mf40fuszGaXNUKWvcPZI+ntEmNJoAkqZUukZUGYKlZyizTNERpeZzF7BO/sP52PcUDuzT4GNKsJNR7N+H79cv0uvQRvr62l6zVIiE3zZOc9B6I0in4tHmMoE5D8Qxug0dgK9wDwnDzD8XVLxgXn0A8g1sT0L4vQZHj8Gs/Gdeg6UgdpxHQcRJKdaUHMO7KUXZmrUdwqT4IWZMn5c6sTkQGVl0KvR4njROuWhfcXdzwdPPA290LXw9v2ge0ZoxHXybkRhN10csuowkvGdtT16B3dCE3u3+1RhNAQZaWE4UpiD5V92typXT161Ble0KCSG7uXdTztmA3SsWAvyQHbK9DlUrFMFPUTWs0AUjNAm7pcjpecmd0aicmKQYyICCaUN9gpFIpbi6uRAW2Z4RPbx5iAKNSOtL5khc+Sar6x7FJBOK0llqNJq2bHKm86veZkCCp0WgC2HNKhz6k6jXvl6iilV9lgk92tpUTJ6Ts2uXOb9s7suuPsVy88DAqVd33qpuRcgkRgQsXLlTZ98477yAIQoMLye7atavaEJjqWLNmDSEhIQ06Tm088sgjyOVyNBoNWVlZWK1WNBoNarUajUZT8SmtQxT4ei5fvoy7uzsJCQk220eMGIFKpbIZe9u2bXaNmZCQwPjx4/H09MTDw4Nx48Zx5Urlyswbb7xRcS5XP/PmzSMrKwuNRoNcLq8ou9JQ6hVp2bt3b5555hk++OADVCoVer2eOXPm0KtXL0RRZMWKFdVWcQbw8vLi/PnzdOhQecO+cOFCFWmCfzI9XYfz24F2SAQI7xfACeXVG5+t02+vt4y+Pfw4diSNnDIlphP30KeLP1mWSySVJWGw2GbJtHFuhyl1LL/EuthsbxuoJa2tEyckzVdf67CnFG9nFZlF5R6bn7M92B0xlQHJy5GKFpZcOsKUIR141KMH4ZuPUG+hnmuQX4ml3ZV/4TviX5wRojCUXb80IlCQpQU6/fWpit4AxdW8GOekeqN2n4yT+3ZykspjfbKyrrDdvJphIVMQq4m9kpkFelzyxyfUhV25MTZLd74ePoQ7+BGYrUWd0zQGgd7fxPbjn+AeOpqsZK86zeDM5ABigk/S3aULYoHt/DskenDe2YniEtsA/tjTEnr1vguZrGmDxRXyQezY4V/lzy+RSBiujkaT+s9aqnEoktCqyJlWOGOVhiMpFaD24gp2kx8o5fTJqi+oUrmEIE8DPpe24bBrG6bQjsT3+hepafaPLVol7DhbzB1ttEiTbe8zPXJDSJSnYDJVH4eYmSny56EoontkYTRWXXWociyx+ljYloqHhwdr1qzh9ddft9m+evVqnJ2rXxa/mbhWTTs2NhaTyURxcTEKRcMkP7Zu3crjjz9OXl7VouNHjx7l119/bVDVkHHjxtG9e3cSEhIQRZEZM2YwZswYTp8uj8M7cuQI//nPf5g/f36VviUlJY02mqCer5affPIJBw8eRKvV4u/vj7OzMwcOHODjjz9m165dzJs3j7fffrvavtOmTWPUqFGsXLkSs9nMxo0buffee3niiScafRI3A+20kew/3B+Abt39rjGaqmefq0BUb39kEoFCvZxtB/sTc/gxhMvz6Fg2h97KR+njMpJ+ThM5c+xBTqa4VPSVCNCjiw+n26vJkjRv0qReAK8o2xp3j13uTbFXdwC0Zfn879Jpvu9ews6pnRGaQDne5ZePue3oYoL9mlYtvKxYSWnJKAI7DUMQyn8aeXmp/BK3EsG95vT3oCtqxst709o/nP4B3XhAOZCRKR1oe8kVdUHTGE253tnsPLcWjc995KRWlkOQyiWonWVo3eS4e8rw9pbi5yvg6lE+39SUCE6JhxGUtoaJzCjQR1O9cXnwgCNy2fAmmTeAXD6MHTv8qrWZB/pE45nacC2m+iAoJIg+UgTn5s/Mu5amjNkyBqvYe8p2KVXrJifSNZF+x14ldP1MHI6Uv7nLr8TSZv10oqWHUNfjnM1GKTuvFIK3bYapY6GEnj6RtfYtKhK5dGkoEkntRpGIK3r9zWUsT5o0iS+//NKmEPLhw4cxGo106VLpVbdarSxZsoTw8HC0Wi09evTg119/rdifnp7OmDFjcHZ2JiwsjO3bt1fsS0hIQBAEGw/NggULGDBgQLVziomJYeDAgbi6uhIREcGyZcsqElfS0tIYMWIEbm5uBAQEMH78+GrDaKrjyJEjREZGNthoevXVV5k7dy6LFy+usu/KlSvk5eXRtWvXeo+bn5+Pj48PixYtqvCGzZgxg9jYWPLz8yvm3r179wbN217qdVcPDg7m1KlT7Ny5k3feeYc9e/YQExNDq1at6NWrF1lZWfTu3bvavs8++yxz5szh3XffxWKx8PLLLzN58mSee+65JjmRloy3gw/J5+5CZ5YSFe7GPjsrnRzSQOt+/qiucbln6xUcTPTg1xOt2XawHz8f7oLumoy8CD8nAgcGsMer6ZfmauKIo0iHYJeKf1tECU8UP4aoUAPgpC/k45O7SYuAz54MQuLh1uhjSrOSCF8/gz75m+guP0qkSwJtvfMJ9TPi6yvg6NSwh6MoCmSndMS33cM4OpefU2FhJj+d/xg8ax5Tkyulf1wIrS+7NHn9sGzvTE6k7UVQ3Edxnrpiu9pZRu+4j+m59Um6ffsEUZuepMPXT9H2q2lE/fpvXNzliBYJ6TkRXHI8U+XXHpDgQIhPINXxxx+eqFQ9Gj13gTHs3OFNdQrp3YM6ERpfc4JEUyBoZBgCRVICStkvz2BbQgm7dBnEuKaS5J9HYUApZr/ydi0eHxU7LxbYLHW28Smk27dP4PHdm0jyqndpOe34kuidL9DWuwCJxPbvIFdKcHKRVzGsykqk7MstQnC1fXC2jtPi6VZ7MfCkRJGiwrtqaaGh1I6M0ZbGyJEjMRqN/P777xXbVq1axWOPPWbTbuHChXz00Uds2rSJ3Nxc5syZw9ixYzlypDxRZuLEichkMlJTU9m9eze//PJLg+aTlpbGoEGDuOeee8jKymLLli0sX76cFStWADB37lwCAgLIzMzk3LlzlJSUsGTJErvGPnLkCDqdjujoaDw9Penfvz8HDhyou+NfTJ06ldjYWAYPHlzt2E5OTkycOBFPT086duzIqlWr7BrX1dWVbdu24etbWUlh8+bNhISE4OrqSlZWFklJSaxcuRI/Pz9CQ0N54YUXmjwLtt53C71eT3BwcEWAeFxcHKdPn+auu2r7oZQzffp0pk+fXv9Z3sSopCoccydzudCBADdHzoY7IApwu5ORIEkOBaKGPKsDeRYFuWaBXJOVaxegYlQiHfr5k30wnSJdzR4WF0c5oZ29OKQREYUbL82VG6FBnlJYESh+MF/L9+H/4q7UpQDIrSZei/mJDzqP5JVHilnwfQhcTmj0cZUnd6FkV5XtokRKad+7yQjoZ7dO1LXkpbuhdH4Id+3P5CbHUVySyw+xHzA68hnIbFpPV21ke2VwMmUvRtMoTMbKn6vaWUbX0x8gvxJbbT9JcR6djn/IkbbT0JUqSSv1QOuZhWembfHOnkXhJElSbd6iodyA3LO7Da1aRSCVikhlIlKp9a+PBUeHoxiMtZXKkWA03s2fh6r3MHYIaE3UJc9q99UbmYDgKEVUgUVmxiQxYZQKZBlLScm2UHBag4ACKDcCjHotBdlwNa/QQV2CxjUXfx8FflIf5FnSGjMq/w4ENzmFzlZOJBVh0FW+JLX1KcRvw0t2jSEpKcTv63l4hnbEqnFFmpeONCcVwVC+5Gd1dufksNfJv6acU26OhPMuBtoIQkU0gcQq0Fdsz3fsqfV4x49Luf32kVjFn67bo6KsTIZMBo6Sm6Nu6VXkcnnFctawYcPQ6XRs3ryZ2NhYfv65Un1/1apVzJ07t8KjMmHCBDZv3sznn3+Ol5cXe/fu5eLFizg5OeHk5MSCBQsYN25cveezdu1a2rVrV/FMbd++Pc8//zwffPABTz75JA4ODuzevZsNGzYwePBgtm3bhkRin8Hq4OBAz549WbhwIW5ubnz00UcMHz6cU6dO2VU2zd+/ZkkRg8FAr169eO211+jYsSN//PEHd999N05OTtx77732nfxffPLJJyxdupStW7cCkJGRQb9+/ZgyZQpff/018fHxTJgwgdLSUj766KN6jV0b9TKcVq9ezdNPP13FevP29q7TcDKbzSxatIgvv/yS9PR0goKCePzxx5kzZ079Z32TICDQTpjCnkRXHBRSrF3cKBZEBjkZmFL8CJJq6lkVKrsw1/oKhebKG/cZuRVVP28iTBJcis3ocnRcSS+m1GBBIkDXjl6c9lVwUBD5u6rKJ0hF+nXx4cjRSlfwc3Fd6R96O+7plXUMnznxE34dhjD9nnQ+/C4M4ULzqMYLVguaPRtpxUZCvYLI6zuJJEIpzLO/zp+hVI5ZNgq/1vtIu3iMsrIivj/xLmO6zECS0TT18GojyyudE8m7sYhjbYwmjVZGl1M1G01XkceforPXTxxWjyA/S8tlZQIufh7I0ypvnk55UrpGdODodUVdAQwGOHOm+hutTHY7t91WglT2a5UsPEFQUFhwDydPVr8UE+EXRs/4gMaVkfGUkSvNJKn4MmWiBYnohqVEi67YidJixV+/gvJ6bnUdRVeqRFfqRzZwyaUYV5c0Ah3c8TL7NnnxaHsRNDLKPCQklpYSl6jHbJRy7ZnUx2i6lhoN7aJcOh5+m2ORsygrqTzn85fNhEQ5oUysvOe7p8uZ4Hk7hRojJTIDhWIphaYSCkoKKb5GGmTPHjeGDO2BXn8YAIWie8XynEbuiOwmkJ24nilTpnDbbbdRVFTEli1b6NOnT5U43czMTMLCwmy2hYaGcvLkyYpkqGurbYSHhzdoLgkJCRw7dgwXF5eKbVartULa4f3332fx4sW89dZbTJ48maioKN5//3369etX59jXh9zMmTOH1atX89NPP/H00083aL5XeeihhyoSxQCGDRvGww8/zNdff2234WQ0GnnuuefYsGEDP/30EwMHDgQgMjKSPXsqjfp27drxyiuv8K9//evvM5xee+01/vvf/+Lk5MSePXuYOXMmL7zwAsOGDauz7/PPP8+PP/7I3LlzCQoKIj4+nqVLl6LX6/nPf/7T4BNoyfR0voff/izXUmrdw5c/ZSJ9NGYeKX6sWqMJQGs4zhyn75hfMpZr33n1ApxWWMFdAu5qpG0cCTdJsAiwTyZSo2LjDWS/m0BUoJZzyYUV2yZlP8TPjmeRlFWm7d995ne8wnuxYJyBhWs8ETObVztImpWE57ev4wmYg9pi9GuNwT0QvcabMqmWUrOK3GxztTE4FrOU3Oz+BHZyJfn07xj0pXx3ZCljez6HrB5Bt/Ul0yuN4wk7QTYeo+46o+nk+8gTztg1juOhH4gcHc6J4giykkM4HXSKbg7dbIQyOyZ6ctnFhYJ6SDmYzbBvnwZ393vo2jUOvaE8VV0q1ZCedhfVJB8BEOwTSN+kECTWGsqGaGWkyOJwkDvhIFWjEFVITVIEHYiOkC2kkapLQqd3oqTAn7LiqnESjXkclxY4UFoQTqrEiodvAnLnHBzljjjIVChlKlSCEgVKHKwq5AVSxCoJCg1HcJRh8JCQZjJyPrEYQ8rVv7utAdrWpwC/DfOa7LhXkSddoLPbBg57TbCR/dgXX8QQVzViUeVLh3O27C8Vd0egMvYgLryIXWnlArGiCPv2taVPn0wEwZtDB/3p3RsUMjkqgxTxxoS2NSmRkZG0bduWjRs3sn79embOnFmlTUhICHFxtrUt4+Li8PX1JSAgAID4+PiKRKqUlEoh4atGz7WJJjk51VeRCAgIYNCgQTbZaLm5uRT/VbEhJiaGJ598kgULFpCdnc3ChQsZP3482dl132/nzZvHPffcYxO7ZTAYahS3rg+rVq2q4l2qz9g5OTmMHj0ag8HA0aNHbTxgu3fv5sCBA8ydO7fJ530t9TKc0tPTmTlzJomJiaxatYquXbuyatUqBg8ezAsvvFBr37Vr13Lo0CEb63rQoEEMGjToH2k4dXHtz+8Hy2/q0ZHe7FWLdFdbeaJkKlLRgFA4HJlSQOJ8BoPRVowwrPgLprp0YEVhqxrHtyBwUd70xpKnXEI3h2I6cJYA42HSFN2IpRNHdU5k17F8YRUE0ts6oc0po1BXfpM9X+LIs54v84FyHoKhMoOrX9xBCtoN4sMHTDz9aSliWfNpB12LLOk8sqTzXF9bXt91COfD7iUvp6qHQUAgOyWSoEgtKWe+x2w28u2Btxjd59laS7Q0CAEyPNI4Hv8bEuU96Esrg9I1WjldT7yLLLF+umduP7xLxP1vcildTVZOBGkBSfjqKl3pMqPAHZbObFH9We8SI7m5Ir/9FkbbtqEEBp3mwoUokhKrvy79PH0YmBZRY+09QS0jVnGJy5f8UTiYUTnqkCvykMh0CEIZYpmGwhxvjPr6pbxL5RJcXCRo5WXIRCOXs5zqXLoVrRKyU72BqnprAAqVDme3PDy8pXgoNWjNGuSFshp1v2pC0MjQu0OaUcellFJ0FUWLq781N5fRdBXViT/oMsifo0KviheJkmKBhAALwbXLNAEQHueMMvQ2fss6jMViQVcmcvLEAAoLrSgUIJVIcTQprrcFbyqmTJnCsmXLKCgo4M4776yyf+rUqSxZsoRevXoRFRXFt99+y9atW/ntt98ICgpi2LBhzJo1i/Xr12MwGGxkDLy9vXF1dWXDhg28/PLLHD9+nE2bNlWbrT5p0iTeeOMN1q1bx8SJE8nOzmb8+PH4+vry7bff8tprr6FQKFi9ejWurq6o1Wo8PGqPT7tKbGwse/fuZePGjbi6uvLGG29QVFRkV0hOXRQWFjJ37lxatWpFVFQUv/zyC+vXr7cJoK8Jk8nE8OHD8fT05LvvvqtiEKnVaubPn09wcDD33Xcf586dY+HChTz55JONnve11Mtw8vb2xmg0EhgYyMWL5YUeg4KCyMqqWeztKqIo2gR0Qbll/k8sldfKuS0xx4YhigJtA5w56COlkyNML/sXcrEMU/pQYreWx4fIHLwIu70nbq1yMVkPY7GU62T0L/g3cdq17Chq3jgAB4lAT7WBTpILtDL8joduH1zjDPPS7aQzMAmBXIf+XFQOYbuxA5d01f/dMiQi0dHenL6mHMuP2R54+f+Hl82vIFwjpTD63E6udB7J1slqRq84QxUp6RuIKuZ3Ik/tIXfMLM6VBFcR2gTISg7Gp82D5FzZhFFXxtZ97zKs1+O4ZjQy2F0qYPWUkGVJ5kz8bvQFZcg1E9AVV76Sa7Ryuh5/B1mS/WKo1+K/6T+U3Pse6ekKEnR6fLylCNcUWdbkSrnDrztbTQcapIB9/rzA+fOR1OT59HTzYEh2+xrLhwhKKecdL3H5sj8gYNTJMerkgLra9lX6S0DtJEPtYMVRosfBXIhjfiKqxNPI404gWCoNGs9O/TjT+iEKcu1ftr0eo15GTpoXV30B5YZUPu5eErxUzjibHZHnS6uUwBG0MkwaK6VyMzkGPVfSLJSmXP2N1+6CaW6j6SpOO9fS6S5/TuVXLicdP6fHv5MzsuS6g2wDrjhyZ2AvthX8iclkIju7/LekVstRifKW4BxvFA888ABz5sxh5syZyGRVH6GzZs3CYrEwceJE0tPTiYiIYMOGDRWp91999RXTpk0jODgYZ2dnpkyZwp9/lpewUSgUrFy5kldeeYW33nqL7t2788QTT7B3794qxwkODmbbtm28+OKLPPPMM8hkMkaNGsW7774LwIoVK5g2bRqhoaEYjUa6d+/Opk2b7DrH1atXM3v2bKKioigtLaVHjx78/vvvuLmV3+ueeuopEhMTGxTYPnPmTEpLS7nrrrvIysoiLCyML774omIJcd26dTz55JOUlFStCPHDDz8QExODSqWqoil59uxZunfvzoYNG1i4cCFPPPEELi4uPP7447z0Uv2XtWujXsrh9913HyqVig8//JChQ4cyefJkHBwcePXVV4mPrz1WZf78+Vy6dInly5fj4uJSoQHl6urKokWLGn0iTU1DlcM9HbwwxD9FaoEjbhoF5l5euKnhecN0HCxZmNKGEPtD9UG1nh07EtLHhInvATBKPHhNuYLL+qa90wQpJfRSZdLRso+gku+RifUrWZKvimaWcS7GWi6dvqkmjsbaGtQvBl/iqayFCGLlw0REYHbXO+h5SkFkPcuzNBemoDZc6fssKTUsxWncyjCVbKUws7xB3+734Z8fDNfbWhIBPKTo5GUIogQpEiSiBEGUILFKMMlMpJZe5PTFPygrK1/edA8MR5QOp6yw0mBWqWVEn/8YedyJRp2Xxc2b47cvojDfSHjwWTqVdIHrPC8poWVsSz/YqONcj6vWhZGlXWquvScTiHdP5EycN1azndlWAvh6C/jnHsHxwkEkafFIzPaXwLGq1KSNe5mLmU7N8iCXKy1o3fLw1MrxUGjQWc1klZVRUKigKFeNvQuKggCBvlYCYzehPFV7QHZTk/yXl/Iq7u7QT+mAWGafVy3fx8TP+iMVXsyRQf1QtXUj2C8IlUyBqBA4nXT+VsmVFsBVbaOrOk51UVpaygMPPMCWLVuaZT5DhgyxyV5sSmo712YpuZKens7UqVP57LPPuHz5MqNHj0an07F69WoeeOCBWvsGBgaSmpqKRCLBzc2NgoICzH9V+LxWNbWh9Z6amoYYTiqpCp/iZzmd6IZUIhDeP4ASLcw1PYfanIwxZTBnfipflhMECaJY1ashc1AT/bgDOkP5G0a+Kpq55pcotjQuy8dBInC3Uxo99Wtx0x9q1FgA213e43+FATXuV4kQfLyAxGxbpdl3wo8zPvUtm206hSOPtO3OtH0ueP3c8PIsTU3xkEc4Ie2JyVD1u5fKLbi4HSL1fPmbYtfIO4nQRyFopJQ6FpNSeJELcfspK6t7fUOucsAnPBqDsS1FObbp+TKFhB5Zm1Cd2Nkk51R222gOqe7A2b2Ebt5SnNOqCvedj8hnX3JMkxzP3cWNO8qicCiqwSCSCCR7p3I6ztUmAL4mHDQygtXZeB7ZiDz+VKPnV9bnLk6731FzTcS/CYlEINjHgP+x9Sgu/D0vFKJUxoUJ75OWXvmIuK2TI97J9nvqitwt/CIco71rGO0yPCkeqL5lOLVA6ms4ffzxx7Rt27YiKLspOXjwIIcOHWo2qaIbbjht2LCBcePGVQxoNpsxGo04Ol4fMVKV3bt319kGaJCSaHPQEMOps+xf7D1dHgweHe1Lmp+MF81z0JgTMSQN4uzP5UaTm38ogvwO1M5JpJz5FavF9qbt3jqM8OEnMRrLl7suOz/KguKRDXoxVggCdzlnMbj0LdSmuLo72IlJ0DJPsYbUapa0rhJmFsjdnYbBbNvmy4g99Ev+xGZbltaXh3z9eONnd5SHa88Wu5HoOw8kxv8+9DXErngFJpF6bisWkxGlSo1Bb2dJAkHAzS8EjXs38jL8MVdTOkUiFYg27kS9d3NjTqEKVx5YxpU0BT5B57hN2q1aVfSjEemcSG5cDUlvdy+G5XdEWVaDd0WADN9sTiSqMVwTy+XqIUchtSKTWJEJZqSYkYkmnLPPodnzFRKjofrxGojFzZv04bNIKnKp8e98o1A5SgnUFuFz8H92JwA0JxYPf472fqXCsBQkIqPbaBHS7Y+F02usKEsFLBqJjeFkVUmITTh3y3BqATzyyCOsW7cOpVJJfHw8Xl5edXe6ybi6LGgwGGxU0q+lWQwnNzc3MjMzkctrVlG2B1EUyc/Pr1gvbYnU13DycwzgwrHyNM3IMFfyOql5wfw8GnMi+oRBnNtWbjQFduhPbmZXrJbyN3BnjxKMxT9TkJFiM17EyO5oAjcgiuUPtVjtTP6nv520WgyVa5EJMMq5kDvK3sbJ2Dw34AvOT7KwuPaMyj6FcOxQ1XqEP0X8SIfk9Tbbzvp1YLZSxrIvZIip9inc3ghM4Z050WkaxQXVv2k7u5egL/yBouzKOTs4OaP1CUPhGIDF7IbFLMdilmE2yTAbpBiNUoTalmsE6KY8iXbbiqY+HSyeARyK/g9mk5E2AfFE5Lev0sYqEdkTcoXLaVdwcHDA18ULT5krHkY1LvkKEr2LOJx52ib751oCvfwZlNUaub4GT5MAeX6FxKRIKL1mWbKDZxbem15tkvOsL1aZAl2vsWQF9iYlV1Wtp7E50Ghl+DkW4HZlHw5HfrGJx2oJ6KLv4E+nMVit5Y8KP18pPRRKkIAoFxBlEqxSsEgElLlmxJLqfydmJ6HScHJQUYpIXPItj9MtWg7NYjgNHz6chx56iAcffLBek1m8eDFyuZznn3+ey5cvM2zYMBITE7n99tv5/vvvW2Sdn/oaTl1chrHn4CB8XRzQ9nNjunUOanMK+isDOfdrMnKVCp+Iu8hO8a3SVyK14u57mpTYPyqX7wQJ3aa2wyKp9DZYBEeOaF9gQ1lUjRlufgoJAxzS6K1bjauh+Ze9PnbewL7i2g3pvikmjp6xjXeSClaOBS/HJcNWjXZ7m/78WiBh6kfx5TnvLQSzbwixfeeSV4Ouj0xhwc37IiLOlBa528QoNYRObil4fvt63Q0bSP6opzle0g53v2x6uHqjqKZWnEUuoleLNZaN0TlZOe6dwtmUSzbbw3xDuD0lDKmpBsNQLiHFLZGL2U42SuhtfIrw3zC3+j43GKtKTWnfeyjybIcFKaIgwcrVjxS9RUZBgdhg40qhkhLmkov72e0oT9nnjf87yb57Hqdz/Sr+LVNYMBklVYz/QD8F3ZBWGwdVYTgFBGGSKBBkAvEptwynW7QcmsVwio6O5tixYyiVSnx8fGxik2oKDn/nnXd45513ePfdd7nnnnsYOXIkJSUlfPTRR7zxxht4enryzjvv1OPUbgz1NZw6yZ7k6Llwug3x4gHJC6gtqejiBnD+txRcfAKQO46iOL9ySdPdU0ZpGTZLA67e+RRn/0hJbrnOhqOnD1H3l6IzHLY5lknQckj7Il+XtiPfbMVHIWGAQwbdTD/hW/oTwg1MWylQdmOWaR6GWi4jiShyW6KRmAu2eiTtNGX8JH8RiS7XZvt/u46kfYycdhtsz/vvxurszvk7/0tGRvN6Im6EASEKAmcnfExmpgX/gBNEi73qnUp/lVw/IweEC2TmZtE2oBW9rwTVWJ9N0Mg4pzhNYmYQ+tLKLLJwPz3B62c36Ph/F6IgYA5ujz60M2UeYZTIPckqUqIrqfl7VDpKaaVOw3P7ciSF1evztEREQeDifR+Rml73vSXYX0EXsarxZHYSKB6kwds/EEQ5MqXkluF0ixZFsxhO//vf/2rcN3ny5Gq3R0ZGsnLlSnr27ElJSQlubm5s27aNQYMGkZSURP/+/W0KGrYU6ms4adLn06ljAKOd56G2pFJ26XYu7EgloF0v8nN7YLkmhiXcT0/g5pdAKqdgyGNckXeoULTWuJaRl/hZRdyTX88u+EfvwGTKrHJMo8SDHIfbbrixdD2/uSxjTWFQrW1koki3OD0n42wrZT8XFM+MLFsdL4NMxf1tuzF/qxpFC4p3AhAVKuLveZPEtKa90UukAn5eIj65x3D6bTXCDZDpMLbryQG/ySgd9bgpjhCtGFIlfd5erBKRzEADPknKmhXBPWScMMeQktIayzX1FYP9LIRteA7B2jISQxqDKAgYOvWlKOJ2suUBZGdZsVpFVGoZEapE3Ld/gqS4arX4mwGLuy9H+yywK5A+JFBFZzM215PZSaBgiBOeHv7IZYpbhtMtWhzNYjhdS05Ojl1iWs7OzhQVlWcW/fHHHwwfPpyioqKKSanVakpL7QyovYHUx3DyVwdScGkW8/q8jtqSRumFflw5mIdP67FkJ19Ts0eATm5peH7zmk1/URAovf0+knz6k5FhxSvgNEmnf6vY3+7eXqjc/odIy3ywmAUn5im/IKWOZQulCB0vlHImscBm+88RP9A++SubbZe82/CCg4Ylnxmx5th6pP5uRKmM+InvNInx5OUtxVd3AZf9G5Dm3vi4rvSJ/+Vcpiuu3gU4Wc7TVXo7YjPE9pj9IKb0DGmJETbLO/5+ELF5VpMHfLcUrFoPdJEDcIjZjqTUDgXJFs718U61ERroQJRJRNSX37eKWmsoaQ3+voG3DKdbtEjsNZzqVaLabDYzb948tFotwcHBxMfHEx0dTUZG9VW5oVxC/qrswMGDB+ncuXPFhNLT05tcCv3vwEvenqgAC2pLGiXn+pJzUYmz7xQbo0kql9BddrSK0QQgiCKaXV/RfsO/6C4/Sm5me9SulUbppR9PYdLfj1Tq1KznISBFJnNBoQhEpWqPStUJwQ6JX5lYzFTFj3W2Mwhwto2aNgG2MW33XrkTvbttgHJE5gUmatz5eqIP2FmY8kYhWMyEbpxDkF8DDAwBPL2ldHJLoV/ix3T8+incty77W4wmAO+tS3BykZOf6UKJPIJTHAB5037fhX7FHC66QnpiaxujydtHQsR3L/5jjSYASWEO6r2b/xFGE4DDkW10cE2pdp9cKbGRp7qSrOO0QkBQSrH6azh0sbDafre4xc1GvZTDFyxYwM6dO9m0aRMTJ07E29ubgIAAnn32WTZu3Fhtn+joaDZu3Mi9997Lhg0bbCTbv/nmm4oK0jczpuJQOntcoeR8P/S5bdAZohDLKh8+DmoZXdI3oYopF/QSHB25OKojEccyIS7RZizn31bjfX80RskwSvPLs87MulIufncZr36PENDqEHp9w3RdlMpgIACL2Qmj0ZEynZLSEhlFRRKKiqyUlVUtEuzm1oWOHQuQyf+sdrnwKhFFnzNMO5DtRbUbwjoB4ts7EW62EpdRLrxZapbylG46q+XPI5gqS6/cF7udZ7veQdLY7gR917LinSRmI2EbZyNOeIfktNrFDCVSAR8v8Cq5iPPR75H9kXBjJmkHEl0J7fJ+57DkdvLS3ZH4WTgnPUo7sRuYG7lcKBNIdkkgIU9FXoat5pe/r0DED/9Goquf+Oot/n48vn2d6IGTkOqKkRZmI83PQJqbhmDUUzR0CsfFaCx/XTtxSTqsAQ6kxxXBddWJhNp/Nre4RYulXkt1oaGh7Nu3D39/f9zc3MjLy6OgoIBWrVrVWIhw//79DB06FKVSiaOjIydPnsTDw4OJEyeydetWfvzxRwYPHtxkJ9RU1GepTpOxgLm99lK2qxe5abYy8Fo3OVHHKuuLmbu0Y/HgImLlmTha5bx+rhO+Pxzh2gqzxtbdORD4KE7aX8mMs43x8ezZD4+2xTiqf8Jiqf0tVhAUKJWRFBeHEHfZkezshj8IBUGkY0crPr6X0OuPUVUmGwwSDxYqV5Kgr9sT4yqC65E80vIr9WDeDj/O3deJYxY4unFfcBhLv3VCeuYaHSpRLP9IpQhuLlhdnTG6OFLqrKTISYKjXsR7z3nE4mKaE6tCyeV73qlWZdzJRU6ocBnXXWuQ5tddlujv5OqSHYBnQBqeQjERpZ3gmiUZQStDp9aTrU/CVxVWa5FjwVHGWdkx0kpCKMmz1XkL8zMStPHFeil936LlI7i7Ibpp0bl14JjbKIzXxcuptBI6jdbi7xuI2kGBwlzE2awMunTpQvq8AzWM2jwELOl3Q493i5uDZlmqKykpqRDGumpvOTo6IqllKaVPnz6cPXuWFStWcOLEiYq4KKVSyXfffVdvoykrK4tx48bh4uKCh4cHM2fOrFgKrInY2FgcHR3ZtWtXvY5lD/7qIFwd3PAwSqoYTe6eMjrvXYgs8SyCgwMnHoxm0vBLxMrLPTdlEhMzOsTw9fT2CN6VgmOKi0eJ8CzEbO2H9LpaSNl/7iV5ew5JVx5GpeoJlC+xKRQ+qFSRKBUDEBhNfv4k/jx0H79tb8ehgw6NMpoARFHg9Gkpv21vS1nphGrbKK05PMcyHCR1v0rmCyB280CtrDRKZ8d1Ic3/Dpt2LmV5LNIJTBp5hQnPU/l5QWDCixImzBG599F8Jt6VyEMDz/FUtxO80DqGpyOPM3WayPGHohFCalY4F1QqLJ3aQERog5YEJUYDEZtnE1CZqY23j4RoySG6b/0XHt+92eKNJgDfr/9DG59yQzw7xY8cHEhwvoDJXyTVPYndZZvZEv8RR/P2k2wSOJi7k+PSPeBV1WktuMk5Ku4hKbdVFaOpnXceIeufu2U0/QP5464Qnh6fh7LkAj2ufI7auZoFDQFUUiPKvCQEa8uRG6kLQRAQBIELFy5U2ffOO+8gCIJNsd76sGvXLpsM9dpYs2YNISEhDTpObTzyyCPI5XI0Gk1F7dmPP/6YVq1aodFo6NSpEz/+WHc4xvVcvnwZd3f3Kglgu3fvpmfPnmg0GgIDA3n9dfulVxISEhg/fjyenp54eHgwbtw4rly5UrE/MTGxwkZwd3dn8uTJlJSUkJWVhUajQS6XV6iHN5R6LdX16tWLV199lf/+978Vf+j333+f6OjoWvuFhIRU+WN/8cUX9ZvpX0ycOBF/f3/S0tLIyMhgzJgxLFu2jOeff77a9mVlZdx///3odPWr+m4vXrIO+PgWUJIWbrvdW0r7bfOQFOZgiWrD60NKOKU4Xu0Y3zhdYO8japYc6oJmd3kb31/eJqnva/i3G0zSaduq0SXpKZRmpUPpYIppT3GxBIkgQyaTIZfKkEllqORKwj0dcJQocUSBo1WBg1mGYBYwChaMMgtGqQWDYMYomJCIEuRIkYtSZFYpclGCVRA5UnqB/MJ8m+MfOyZn6LBI9PqqJS88dHuYoe3GkqK+dX53V6RWut3my9k9KRUOt/vSJrDL4SgSXaUHMzrhCPM6DuOoQoYBKwbRik40YxAt5JiKydRV7+0slOh5PeA4wn0wobAjo2IEVGm5FLbyIc5fwp/uBexzSMYolHuyPKxODCkOpGumIwHxxcjPX0HU1V3UVDDqifhmDs5jXsTlwg5Uu6oW5LwZ8N8wF/H+N7iYriErOQgC47mS8gMq53CszoOwGjXkZly9wQdg9ihmV85WApyCiJB1Qcw3YfWVcDh/Jzm50TaZpIIAUc5xuH3d8qRHbtF4jNEdWe5Zfj/416gMlm+T0u3oG8T2fpG8nHIDydlFhtJSirQop8XFLdqDh4cHa9asqfKQX716dYvUIqwv16pp/+9//+PVV19l69atREdHs2HDBu6++26uXLmCn59f7QP9xdatW3n88cfJy7PNIj1//jx33nkny5cv5+GHH+b06dMMGjSIiIgI7rnnnjrHHTduHN27dychIQFRFJkxYwZjxozh9OlyQd5hw4YxdOhQ0tLSKC0tZdy4cfz73//mww8/pKSkpNFGE9TTcFq2bBlDhgxhzZo1FBcX0759e4qLi5utGN/1XL58mV27dpGamoqjoyNhYWG8/PLLvPDCCzUaTtOmTeOuu+4iNrZ50tqNJSG09jlP5qkOFdt8fSW0+eFFpCY9sQ/0YGFQDDVlaF8lS1LKo71P81+fHrT++jCSwhzaCqc5ldEWjVsMJXnZNu1Fi4XsPdsBkAsCAuVvRBZBilUAg2glrwYFYq3WG1+vVrg7B+Ct8kBF+RKNVbBgwYxFNGO26pFIZIwr6kZsUBbHUmKxWiuX4M6d7UJY+FlEseoxOhUuY7xLe74trFsZ/phKpF83X44cLQ+OTtKpWO/7JA/qbIPoJ8Rup3o/FxwL6sb3Hj5sL46jzFxWZb8owNcu5/l60NUt1XuAciSlbNCeZ4MWaA1Ow5S8d40xWxuCQYfPpgV1tmvpBHz1IuJfxV2zksOAMIr+ium9/hIuynEChiKRF5BctBl/p1ByCsvIzuzJtRe8VC6hq/UgTlsa9rJ0i5aN4KDijf6VD8d8iY4n7kjm452hRG5/iQsj/4ujUIb/vncRe8wAQcDkoqZYLYGbR8qKSZMm8eWXX/Laa69VrLIcPnwYo9FIly5dKtpZrVbefPNNVq5cSU5ODm3atGHRokUMHz4cKE+KevLJJ9m1axceHh7cd999FX0TEhIIDQ3lypUrFc6GBQsWsGvXrmpXTGJiYpg9e3bFas60adOYOXMmgiCQlpbGY489xp9//omjoyM9evTgo48+wte3qgjz9SxdupRFixbRo0cPAO6//37atGljt4H46quvsnHjRhYvXszUqVNt9n300UeMGzeuQsIoMjKSAwcO2DV2fn4+Pj4+LFq0CLW6XDx3xowZREVFkZ+fz86dO9Hr9bz33ntIpVIcHR3ZvHkzJSVNG0tZL7M/PDycM2fO8M4777B48WJefvllzp49S5s2bZp0UjVx5swZ3NzcbCze9u3bk5SUREFBQZX2X3zxBZcvX2b+/Pl1jm0wGCgqKrL52ENGhh/hshSKssuLswb6ibT9dhYSXzeWTfPj1eC6jaZr+W/oKQRfbwBcfv4YVzclLn7Da+8kioiiFavVgsVixGw2YqmlbENhYSbnL+1n/7Gv+Xn/R3y7/02+3f8m3+97mx/2vcfP+z9i+8GVbNv/MfvzviGqwJe71f3w9fCpGCMlxYpEMqTGY4wrnEHHuksYArDXXUKXNpVZhP+J70C+Tx/7OgPdko6xKOYn/khMZpFDa7ppI2ovZ2InxRIDj/Y+zaUJPf5fRbIGbHiRcL+6PW1Xyc90oajwTtL0AWSndbMxmhw0Mnrkf4/TjltG0z+V82M7cVph+zJSLDEwdfBlDJ0CaLthGsHrZyMx6rGqFGS6y0hWlWEW/j7tuYYwcuRIjEajjaNg1apVPPbYYzbtFi5cyEcffcSmTZvIzc1lzpw5jB07liNHypN6Jk6ciEwmIzU1ld27d/PLL780aD5paWkMGjSIe+65h6ysLLZs2cLy5ctZsaK8TNPcuXMJCAggMzOTc+fOUVJSwpIlS+oct6ysjDNnziCVSunfvz/u7u707t2b0tJSNBpNnf0Bpk6dSmxsbLWhOIcPHyYkJIT7778fDw8P2rVrx65du/Dx8almJFtcXV3Ztm2bjfG3efNmQkJCcHV15fDhw3Tu3JmXX36ZoKAggoKCeOuttwgIqDlcoyHUy3B65plnuHTpEhMmTOD555/n/vvvx8mpeVPkr6W4uLjCyrzK1QLD11uU58+fZ968eaxfv94ujZDXX38drVZb8QkMDKyzT4A6BH8XDdKi8j9iqJ+JVptmkzqiEw/fnc4BVbK9p1aBXjBzeFj5sQWrhdZx35CT5oVv6271HqspSM+4xKYjS7BKi7gzowP9A7qjUJQrPh866Ilc7lltP6lYxnTzfFxk9l1ix4OVhPtU/iifLnwQUVa/siWOxlLGnf2dNSd2sNrigY9D9XOrL/PCY/j5yUiE6669fyqCKBL01RzC/AxI5RI8vGSE++mJcrnCbWU/cXvsYjp4ZiKR2hqThTm29wIPLxnRx9/C4ajtUnOLQiqlcHBX9jzWtdZYuFvUQKsQFoVUXbKH8nvZ4/3OUzywCyW3d+GzhzzJVRgxCjdPbNO1yOVym+UsnU7H5s2befjhh23arVq1irlz59K1a1dkMhkTJkxgzJgxfP755yQmJrJ3717eeOMNnJycCAwMbHBs1Nq1a2nXrh3Tp09HLpfTvn17nn/+eT788EMAHBwc2LdvHxs2bKC4uJht27bx3nvv1Tlufn4+oiiydOlSPv74Y9LT03nggQcYMWKE3WLV/v7+NcZt5eXl8f777/Pggw+SkZHBp59+ypw5c9i8uf7FzD/55BOWLl3KypUrK8b++eefcXBw4OLFi+zatYs//vijxhWphlIvwykrK4tevXrRrVs3PvnkEwoLG6bLUVMGXl2o1WrKymyXYq7++1oDTq/XM3HiRN59912CgmpXtL7K3LlzKSwsrPgkJ9dt9HjK2tPBK4XcuHAcNTJC97zJuqfCmNUuBn0jbg7v+Z5G8Cu3vlXHthPqa6Iovy9eoVWLsd4IrFYL2w+u5Kj5d9rkeTDYtTsAej0U5NfsdXI2xDJH9a1dF5legNxOLrhpyo2y/fla9vk+0uA5d0s6xuaEeAa5Ns13tsb1DO8+4VXxd/mnI4giwV/Npv/OZ4jc+CTB62fj/v1SHA//jDQnFe9NC+mV9RVuHtWv9of5Gem0ZSay1Ms3eOZ2IgiU9Y1i6YwAHu9xig+9TjHpvmxiHopGcHP9u2d3cyCRsOpOJUahZmFeo2Bhas9TPNr7NGfk2TW2u1mYMmUK33//PUVFRWzevJk+ffpU8ZRkZmYSFhZmsy00NJSEhARSU8sLnl/7XAoPt42PtZeEhASOHTuGi4tLxWfOnDmkpJTrbL3//vtMnDixwuPSrVs39u6tO/5SqSzXjZg1axYdOnRAoVDw9NNPExwczM8//9yguV4//tixYxk5ciQymYz+/fvz0EMP1ShpVB1Go5Hp06czb948fvrpJ4YMGVIxto+PDy+//DIqlYqwsDBeeumleo1tD/UynL7++mvS09OZOnUqa9aswc/Pj8mTJ7Nnz546+9Yknpmebr/wX8eOHcnNzSUzs1JP6OzZswQEBKDVaiu2HTlyhIsXL/LYY49VXFAAo0aNYtq0adWOrVQqcXZ2tvnUhaE4hFZOl8iM98DDzcC0SaVs1Vyqs19dGAULB4dVimcG7nofiVROaelQPINbN3r8hhJ/5Rjfnnobb5MDoT7lP/yYGBkqVVSNfUKLv2Su0y7kdix1ZUhEXHt4I/0rK++J+D4YXBt+vtqyfN6L2cY8dVuUUmXdHepgvyqZmQ8asUS1bfRYNwOCKCLUsuSrPL2XyK3P0t4rB8lffzOJRCBKe4WQ9c8hGJonIaOxGHp05OMZ4TzS7wyHlakV242ChSUBx3nqcQuJ43sgODSuUPM/nezhXdmmjqu74T+IyMhI2rZty8aNG1m9enWVZTooT4aKi7P9XuLi4vD19a1YMrq2tutVQweoWB0xGiuzTmtyNAQEBDBo0CAKCgoqPleuXOH48fKYzJiYGJ588klOnTpFZmYmffv2Zfz48XWeo4eHB15eXhgMtsK0FouFBhYasaF9+/aNGjsnJ4fbb7+dgwcPcvToUQYOHGgzttFotInHbap5X0u9Uxu0Wi3/+te/OHToEFu3bmXPnj02E6+Ja8UzFQpFhXjmjBkz7D52REQEffv2ZebMmRQXF3PlyhUWLVpU5eLt168fOp3O5oIC+PHHH1m+fHm9zrcmBATKCv3xF3VYTFKsjsnkSJqudMyHPrEIf+W4y9LiiZScwGKWotOPwD2wYW8oTYHRpGP76VX01IdX/MjPnolCEGrOM2hf9AHz1d/gaIdMwRm5lW5R5TFeOouUhTyB2Mh4pftit7OuREaYpvFLManSIqbdkQph9nky/+lIjAZ8Ns7ntrxNePtI6VH2C+5blv7d06oemYyfnoriocHn+cMhocZmuZIynm8Tw0tPaxHbtbpx87uJEDw9mB/Z+JfEm5EpU6awbNkyLly4wJ133lll/9SpU1myZAkxMTFYLBY2bdrE1q1beeSRRwgKCmLYsGHMmjWL/Px8MjIybJbqvL29cXV1ZcOGDYiiSExMDJs2bap2HpMmTeLgwYOsW7cOs9lMeno6o0aNYtasWQC89tprPP300xQVFeHq6oparbarTBrAU089xcKFCzlx4gRms5n333+f1NRUxo0bV+/vq7qxv//+e9auXYsoiuzZs4d169bx0EMP1dnXZDIxfPhwtFot+/fvJzQ01Gb/hAkTsFgszJw5E4PBQEJCAosXL7Zr7PpQb8OppKSE1atXM3DgQEaPHk10dDTbtm2rs9+6devYvHkzw4YNQxAE1Go1q1evZufOnfU6/ubNmzGbzYSGhtKzZ0/uuOMOXn75ZQA0Gg3r1q2r7yk1iABNCMEuEkrTI0CAXOlJFqta8bymPVO1nbjbtRODXdrTVdsKXwfPegcrGwUL+4dWBsBpf/mUKG0CZqMUk3kkbv6htfRuXoqLsikyp9DFr3wZLDVVRCoZWmuf0OJ1LFR9hqsdMU8HPaWEeZfHO61L9yMusO63pLpok3GODRdO8IE0iGXyYN5ShLFY1YqFDq152bENI1w7IpfI7RorX6Lj9btEhBsY39fSUZ34gw4bnsLx0A9/91SqRxDYMzmS/7mesbvLJVkui0bqbv2dr0cq5Ze7Apr0RfFm4oEHHuDy5cs8+OCDyGRVXxhnzZrF9OnTmThxIlqtlsWLF7NhwwZuv/12AL766quKlZfu3bszdGjlvVOhULBy5Uq+/vprnJ2dmT17Nk888US18wgODmbbtm18+umneHl5ERUVRbt27SpisFasWIHVaiU0NBRXV1f+/PPPGo2w65k/fz4vvPACEydOxMXFhS+//JKff/4Zf//ylZCnnnqKESNG1Odrq2DQoEFs3bqV9957D61Wy5QpU1i6dCljxowBym2FmoLQf/jhB2JiYti9ezeenp5oNJqKT1JSEh4eHuzfv5/Lly8TEBBAdHQ0gwcPrpdOlD3USzl80qRJbNmyhcDAQKZOncrkyZPttmA9PT1JS0tDLpfj6upKfn4+RqORgICACsGtlkRdyuFdtHfSQ+GD094IFFJnMjt9xsxzW2oczyBTkeweTKKzF4kOGmJl8Ft+7TdxmSjhq/WeiEmVywmZ987nTLYXcgcTMnEL+elJDT/JxiAIjO/1It+a/qS4pBiVCnr32YbJVHscQ66qN0vE50kz1q4uHmYWyNmdhtFsJUBlYI/jC0jKmjdGIk/twXfh0Wyy5JBaVnN5mas8UNiOcZ+cAWvTF8W9RdNy/r4evBIa06C+T+R0ZMjKE007oZsUISSQlWMc2K6Or7vxdfgqfHmx1Yt4BXghkUvQyDRkX86+VeS3BXBV2+iq0VUXpaWlPPDAA2zZUvMzrzEMGTKk2WSOajvXZlEOl8lkbNu2jXPnzjF79uwKo8meYO+r4plAvcQzWyqmklBaOyZRku+I2rWQNtbaA+WVZj2tMi8w+NJeHj31C+/E/EIfl9pjZcyClT1DvW22eW96lTa+xZh0cqySsfi37Yl7QBgqpxsswCaKHE/7ld7OHYHyQPHcnNq9TgDu+gO8Ir5EuKr2Sy9eJhLZtTzoMkWv5AXFS/wZ+Dip/iPQuXdAlNupdVAP3EpzeOzUL/x89hjLJf70c2lXa/v12nNcuLd7k8/jFk1L5qjoBhtNACs8Yskd/v/87yyRkDa2B5Mn5jTIaLrFP4svvviCmTNnNsvYBw8eZOTIkc0ydlNRL4/T9Vy8eJG3336btWvXUlpau9s2Pj6ewYMHYzKZyMzMJCIiokI880bpQNWH2jxOAgKR5kU84X2a0z/2xjXyJHdYNzEy53m8FEY85UY8FAbcZQbcZHrayDKJsMThXnwOWXGl9yhL68t4H3cKjTVrRkkR2PCVN2JCZQChKAgk3v828Wm2Ac9SuQUHjR6FSodMXoxoycdYlkNpYSalebmIYtN7Rkb3ncE+WSJJmeXzGzrsEnr9oTr76WRBLFMu40xVvcoKJKJI5NlSzqdUNUoFQaSLcyl3uKYxUdyGNrPuYzaEzR2Gslgfj8lqqrHN6v0dUe850SzHv0XjKO3fhUd7n65VS22Ua0dejt1NqUpDlsaDHEcXspSOZMvkbDFlkabLQiMqWLXJs0pR7v8PCIH+rBnnxE+axmVI3vI4tVweeeQR1q1bh1KpJD4+vqK02j+JrKwswsLCMBgMNrIS12Kvx6lBhtPevXtZunQpP/30Ex07duSJJ56oMVvtWsrKyvjxxx9JTEwkICCAUaNG3VAdqPpQm+EUpAmnqziRLimQHeeLQ5cNdBZljLlU95pvuKOO4W6ZDHM4T+fkL/ilzQBeMNb+BjctO5IBn9m+MYtSGXETl5GUZp/TUCK14qjV46jORFd0jpzEi01iSDk6arm96+Nszt+D1WrFzU0gMupbLJa6lVqNUi/ed1jO8dKan2r+FgHdnnTKjDWnPAOM8szhee3vBKX9glCLkdMQTgZGMUsjJUtfvWdVa1Wx8hsPuJzQpMe9ReMwd2nHo8Ov1CgNIhWkzNS04ZFTNcdo7gnvzXRr+UtBT4M/cz7OtKsMzz+F3OHdeaHzOYolhrob18Etw+kWLZ0mN5ysViubN2/m7bffJjY2FrPZzNatWytk5O3BbDaTkZFhkyoI2K21dCOpzXDqqh3JELWa4u974e0rw9r6I46nD2N9un01fK5yIPwL/FK38XzXEWyrJd5JisBXX/tCvG08k6hQkTX2eQrlPuSXyCgtsl87Sqk2oXVLxVBygezE81gttRsmtXFbl/HkejoTk1xe1ua223TIFfaJmZkkrnys/pQ/S2q+cfYuhpgDqTXuv5YOTqW86nuQbpmbEQz2qb/bQ47Gi9mtOhJTWP1bdyejF698VoJYWPMxBTdXjKG+ZPtriPO0kKM04mqQozVIcDZIUOtEHHQWNDmlyBLSax/L04OyCD+yfFVoSq1oM0uRp+UiZmVDE6fe3oyIbcKYPi63xgBmJ7mGt8zO9Imv21P5TNfh7Mo/B8Ds9M70XHO0SefaUike0IXHep1usvFuGU63aOk0qeH03nvv8d5772GxWJg2bRqPP/44bdq04eTJk3YX/Fu1ahXTp0+30acQRbG8vlojHtrNRW2GUxfF0zzufZlTG0fg1TGb3rIP6Zv4ImJ9aqtQ7n36TfkCxYKV8cEhZOlza2w7ojScKcvjwFyzcWTx8MfQpgel3m0pUvmSU6K0y5hSqMyo1DrkSgMSiR5B0CNaSzEb8ki/fMKuB/G4Pi/yneEQJaWlCAIMGRqDXm9fBpNZ0PCZ02fsLa45q+22K3rOxOVhsthnFAx2z2OFsBhpSZpd7e3BJJGztPNw1udXr5TsZVXjY1bjZFWischRW2WozVKMEpEj6kziZfnV9quJViY3upd50TbfAb8cK0VOUs54GtjnlMElefXXipNVSZTRi2HpnrT9+sj/PyNKJiNhbFdeiThVo6cpVO3PBxmZBOfYF6uT4hbEODclBku512XVgU521S+8mbF2iODRUSmUSZrOe3vLcLpFS6dJDSeJRMK0adN4++23K1RFPT0962U4+fn5MXfuXEaNGlVRIPEqwcHBdo1xI6nJcHKUOdLVMpe7ZOlc2tMGz+776CwkMezSXQ06zvzQc0xJX8Te8F5Ms9buVVkc15VWGw/Xa3xTYBt07fpS5NaaXIsLudn1UzR38SrEWLKTvNQrtbYL9O9AUNvBbEs7AIC/v0B4q68QRftuvBbBgf85fcaO4lovVlxEATergJMZHEwishIzJ85kVWtQdXYuYaP6LRT5Tas3s6XdYF41JtQa99QSmJXRmdv+F/P/JutPbBvOhyNE9qpqzjTt49KWpecOodHXzxu5vPNIPi4s9754WNV8vEaJmNnysoGbAsHXmzkPWkiUFTTpuLcMp1u0dJo0q+6DDz7gjz/+IDAwkP/85z+kpaXVWIemtglNnz6d0NBQgoODbT43E200fQh3ySD1VBCOTjIUjhf5Tt+l7o418OqVdmT6DaFf3EHuce1Ua9uXw49j7lx7ptf1yJMv4Lz9cwI2vEjUpifpk7uBID9r1VL3NVCQpaWsbBxBkeNRqmsu8JicegZnvYkIv3J9qdRUEbB/GVcq6nikeAojnGtOMhAFgXwJxMlETqhEDjrBXl8Z7gP96RDsUqX9iSINQwrmUuLZ8L9PdYw9t4NPza44K1pmfN5V3vE5wYHJXUBSb7m2mwpBqeT8fT2YNC65VqMpwNGHt88erLfRBPBY7A78HcszXHMkpWwf619Hj5sTQa3mvfscm9xousUt/knYdUedPn06Z86c4auvvuLMmTOEh4eTn5/Pjh077F5me/DBB/nkk08aNdmWQH5GZ9o7XaGswAEnbwNty9JYk1Z3QeDamJx1H1aVC8/H7iLQseZaaBZEXh2Sj6BtuPSA8vReWq1/hr7pawjxMyPYdQUIZCWHoHKZQkD7PlCD0fzbn5/TQx9W4ZU8sN8VpdJ+w1giGrm/6Ena11NpIEEqcqytmsh+AXg622YaJulU9Mt4jlzf2+s3aB1EJx7ly3wDAbX8vWqjtSaIMa6dGOfaifGunbjHtRMTXDsx0bUTEZqmi/l71+ck+x/5ZxpPEg93igd24Y3p3rwSGoNZqNmzJhNkvFFoQG0obtCxlGY9Lxorr62V7qcxRnds0FgtFomEHx5qxb4GFCe/xS3+P9GgrLrExESWL1/OqlWrkEgkPPjgg7z99tu19vnjjz8YNmwYTk5OFbXjrnJt3Z6WQnVLdcGacDwKnuJRvyOc3tIH725XiBZ2cfvl+xp9vMVhp3kg7XV+b92P50y1pzw/mtuRO1acaPQxAUzhnUnr+RCFZg06PehKLVjriCPyCkwk6dQ31e6LCOuBNrwbf6QcAaB1a/D2WQvYf5nlqW7jedML6K31j89xFKFbppnjp7MwX9NfKbHyW9jXBKU0rbJ1ntqDZ1p14lRR7TW7BAQ6OYcyRFQxJPU8gbkJtbY/EtyNr9y9+KPgAmax8dXkn8mKot/q4y122U5w0WIM8yPHX0Oxo4BLiYhTgRFlfinS3ELE3HwkLs4UdQjmfLCUPzyyOKK0P35thnNHpp5sfIHSaV2Gs7egPFC8i9GXlz7IRLwmbvNm5swD0bwa3HyxW7eW6m7R0mlWOYKrGAwG1q1bx/Llyzl6tPZMk9atW1fIn1//I5k8eXJDp9BsVGc4dXF8mIHOuTid6UrmJQ9a9fieeH0YbyRGNMkxj4V+ikvGPoa3iyJTV7uo6MfHO+O+remze0RBwOrqjdkrCGNAO8469q4SYC4i4uT0IzlJ1ccOjeg9nYPyFJKzymO2et6mR6HYTH2MpyMuL/NuYeeGngad9RISDqSiN1UaCoIgMsIjF0+5ATeZARepHheJHmeJjp66PTjmNCyDyCBTMTdyoI0SvKPMkXBHH8KkjnQymhmYfBqvQvsLWl8lw8WfjSGd+UafTJ6hoEHzu8rTWZH0X3MSWkAyhrVdKxI6unHWXc8hTSYXawh2v4oUAUs9rp9r6aFtzcqTO5E0gfxGsnsI41xkGK3lxtKbF7sS8k394g5bIoVDuvF49MlmPUZthtOiRYua9djXc219OHu4Gppy/vz5KrqD77zzDrNnz2b+/Pn1Hhdg165dDBw40K5CtGvWrGHBggUkJCTU+zi1cb2OU1hYmM1+q9WKTqdj/fr13H///XaPe/nyZXr27MmxY8cICQkBYMSIEezdu9emXWlpKU888QSffvppnWMmJCQwa9Ys9u7diyiK9O3bl2XLlhEaGsrixYtZvHixTXu9Xk94eDh79+5tMh2nmiuz2oFSqeTRRx/l0UcfrbNtenr6Dasj1xwopUqKs9rRxm8Vxy8Ow9VbjrtwkX+nDW6yY0zJncQWRQz3yn34sA7D6YWoc3x+MaiKREFjEUQRaV4G0rwMlOcP091tGwl3zCMxrdLYFRCQKAYhkcZXK2Ow48gqhvR6ms3SDCwWC38eUtHztnvqZTxFFyyin/OGWjPtauOEykrHvn6k7a/UgBJFgZ+zqy8RJAi9+U/IeR4uW4u8sPZA+OtRmvW8HbONH9sNxMWoIzwvBd/8Cwicb9Dcr8WnIJVnT6QyTSIj3dWfdCcv0h2cSVcoyZAKpIgGjhclVDzIa+NDr1MUP96RUV9cQiyrRXm0ORAErB0iOBupZbNfCmflCUCC3d0bajS5KLS8fuVMkxhNAIG5CTwSOJIVfwWKL4yIZXWAH2JK02Vv3mgEdzfmda3dY3oL8PDwYM2aNVXqnq1evRpn5xtcuaEZuNaYKCmx1eF7+OGHycrK4t5777V7vK1bt/L444+Tl5dns/2XX36x+feqVatYsGCB3UbnuHHj6N69OwkJCYiiyIwZMxgzZgynT5/mpZde4qWXXqpoe+rUKQYMGMAnn3yCl5cXJSUlFSVXGsMNC3wYMGAABw8evFGHa3LaOvWiV0AKurQBACg8C/A1OZFvapTtacOpIg2/eU7h7rijyCS1j1ssMfD+WCmCUllru8YizcskfP2zdHU8g1xZebkU5aoJaD+g2j5Gk464tP309Ius2PbnIRVGwz3YHZUOPKybi7u84ZdorELEp68vTqq6/0aiKLDoSjsicxbyQ8BsrI6e9TqWgMjoczvpF3cQv/xkhAY+6GtCZjUTmJtIj4QjjD23g6dO/syCmJ/47Pjv7EnJ5C1FKMNdO+Aoqz1A7H+uZ3jvSW8EX+9a2zUVEg83zjzQg3mzvbhvdDwLg49zVt68NQevZaFV2yBPX208fmYnXqpyA7xEMPL9aPcmHf9Gs3dsKFnSugVr/78zadIkvvzySxsdwsOHD2M0GunSpTIBxWq1smTJEsLDw9FqtfTo0YNff/21Yn96ejpjxozB2dmZsLAwtm/fXrEvISEBQRBsPEoLFixgwIAB1c4pJiaGgQMH4urqSkREBMuWLavwXKWlpTFixAjc3NwICAhg/PjxpKfX/7ewZs0afvvtN9atW1dtUePqePXVV5k7d24V78/1XLhwgaeffpp169bh6+tba1uA/Px8fHx8WLRoEWq1Go1Gw4wZM4iNjSU/31buxWAwMGHCBGbPns3AgQPtmre93DDDKSQkhKFDhzJmzBimTJlS4amyx1vVEjAVdKWL9jsuHyh307o4XmCX2PT1q+andMXdUMJQbe117AD2qZJ5doYjvz/embxh3RD8GhaobA8uPy+n5+WP8fCq/OHkZXZE7Vr9Q+PC5QMElinxcqs0QP78s37Gk6PpCs8qtzZq3mflIq59fNA62Oe50lmkPHO5G9ElSzkY+ARiHQZsS0BtKOaOC7tZGvMLe64k8IE0sNY6iPtUycx+yIKlU+tmm5OgUXN5Qg8ee8zIq8ExNepONScTXTsx8NK+Jh9XZdLxlKTyul/ncg5dn8haerRcLFFteN+7eZfo/imMHDkSo9FoU3x21apVPPbYYzbtFi5cyEcffcSmTZvIzc1lzpw5jB07liNHyuM+J06ciEwmIzU1ld27d1fxwNhLWloagwYN4p577iErK4stW7awfPlyVqxYAcDcuXMJCAggMzOTc+fOUVJSwpIlS+p1jMLCQmbPns27776Lu7v9LwhTp04lNjaWwYNrX5GZNm0akydPpl+/fnaN6+rqyrZt22yMrM2bNxMSEoKrq6tN2zfffBO5XM6///1vu+dtLzfMcCopKeHee++t+PJFUaz4tHT8HAPwlznjaO6CWSdHppDgwgGWpzVNbNO1pOsVXPG5g/tyMuxrLy1mhUcsT3U7yb2Tc1gyK5DjD0Vj6tYemjjgUhF3io7fPkOoX/mykNkkxdX/jhrb7zi6mr7ydjbSFX/+qcJguBd7jadWxau5W5tXd8NauCgT0fT2xk2tsLtPrlHO/ZcG8Kb7QkTlzeOGV5r1DLi8n49O7GCoa4ca2yVJC5gyMonCId2a9PiCUkn66GhmTlPyUngMhZK/pzxJK00gz5/a0Wzj33XuD4LVlRp2r/fKQnBwaLbjNQsyGR8M+mcEtt8I5HK5zXKWTqdj8+bNPPzwwzbtVq1axdy5c+natSsymYwJEyYwZswYPv/8cxITE9m7dy9vvPEGTk5OBAYGNiguCmDt2rW0a9eO6dOnI5fLad++Pc8//zwffvghAA4ODuzbt48NGzZQXFzMtm3beO+99+p1jPfff5+QkBAmTJhQr37+/v51Shbt27ePQ4cOMX/+/HqNfS2ffPIJS5cuZeXKlTbbi4uLWbZsGa+99lqzJB7U63VaIpFU+2XI5XI8PT0ZPXo0b7/9Ng7V3EBWr17d8Fn+zXhL+tPL63tSjo0DwMUffKyQqm+eZbIPivqzrPBbWnfqy8WS+sUwxSjTiQlIhwAIH+TOg6nBtD+ag3CxfnE7NSExGwn+YRFZA1+ntMhMTqo3Pq2iyLhc9a3VoC8lLf0YQwJ78FvqnxXbD/+ppEePe1GqNmFPzNPowjkcV60hXt/wOJU4mUhILy/ani/mYmoh9ibsfZwcwkX3xXyqfBNZUdPGkzUnUtHCmyd+Y3bnIezMP1ttG71g5vHokyzwjKb9xpi6g8alUor7RbK6SwHJsmICzU74GdV46RW462Q4mGBNcBLn5X+vqrab0oUPUpNRmpvPaJNZzUw3q3jhr3+fl+dwbmxX2m64eQLF0+7sygFVTN0Nb1HBlClTuO222ygqKmLLli306dMHHx9bT39mZmaV4OrQ0FBOnjxJamp5wsy1ZcbCw8MbNJeEhASOHTtmk6VutVorDIX333+fxYsX89ZbbzF58mSioqJ4//337fbuiKLIZ599xsKFC+ut22gPn376KRMmTKjy/dmD0WjkueeeY8OGDfz0009VluI2btyIq6sro0ePbqrp2lAvw+mdd97hiy++4LXXXiMsLIyEhATmz5/PgAED6Nu3L0uXLuXFF1/k/fffr+izZMkS/v3vf7Nw4cIax33llVcafgbNjEyQIS9pTYB3LDFXyl2Brq6pHBWbVlTxWr7L9OK1gEjuszpQ87dWN3GyPF4NzoNg6GkIZsIVb4K2n0EsrVlk0h4kxXl0KNrNYfoAYDT1QaY4h7matOwzF3Yz3L0NAwKi2fWXRAHA4cNKoqMnoHLYBNRuEMnFQv5jfAqj3ANBNCIRjUhEExLRiE4eyA+q59hWpK7TBEuQitBBg0c7J1oXW9Gnl3EhuRBLHVbUjlw3hjvO53uvj3HKunnqlMmsZpae3MlzkQPZ/VcKfXUsCDlOyCxXJmSGEHlOh+L4BZvSPoJCQc7ASD7umM4pRWXmYaKsAFRAC3LIKaVK3iuVEJDX/EbuHed383lkXy4Ul8uHvBIawwPTOjF6vxHpyQvNfvzGIHh58Gq7mq+JW1RPZGQkbdu2ZePGjaxfv56ZM2dWaRMSEkJcnG2wfVxcHL6+vgQEBADlEjzt2pWLGaekpFS0u2r0XFuaLCen+kShgIAABg0axLZtlUWqc3NzKS4u1yqLiYnhySefZMGCBWRnZ7Nw4ULGjx9PdrZ9MYZHjhypd0C4vZjNZrZs2cL3339f7745OTmMHj0ag8HA0aNHCQ0NrdLmm2++YdKkSc1i8EE9l+pWrFjBli1bGDFiBG3atGH48OF88803bN26lVGjRrFx40Y2bdpk0+dq2uEff/xR7WfXrl1NdjLNQWvn7nT3OEtxQv+KbV6S/XySWXcMUmP4SXEHIy8dwEles1p3ffhTmcrstjH8519OGG6rXaHcHjS71hPsV+6hKCtS4dd2WI1tfz2wgiCdhj6BXW22HzmiQFc2AXsuQ6UlEyfjGTSmSziaE1FZ0lBYc9AajvNg4cMsdVhJd7V9HqkcicgBrUBMWzWKIX507e1PgFvtQdVxZQ7cljaD5IBRdh2jpSC3GHnn1K5aY54AEmQFvOl/ggeHXODp2Wr2PNaVsr5RZIyK5qVnXflX1xOcUmTeoFk3DAGB/0r96Zx84gYdT+TZUlsv3XrtOe6/M47/PdO2/HfWTDfuxvLb2ADyJbq/exo3JVOmTGHZsmVcuHCBO++8s8r+qVOnsmTJEmJiYrBYLGzatImtW7fyyCOPEBQUxLBhw5g1axb5+flkZGTYLNV5e3vj6urKhg0bEEWRmJiYKs/Uq0yaNImDBw+ybt06zGYz6enpjBo1ilmzZgHw2muv8fTTT1NUVISrqytqtRoPj+qziqtj3759dOvWDUfHeioS28GpU6fQ6XT07t27Xv1MJhPDhw9Hq9Wyf//+ao0mURQ5cOAA/fv3r2aEpqFehlNqaiqenrbZRm5ubiQllb/deXp6otPZ/hivllSpyXDauXNnY+bf7Ch1nengvIO4g+XuVLdAGW5CKudLmv5iupbFyR1xEKSMUYfV3bgeXJDn8NDAc/wxtSuCm2vdHWoh5PelKB3L35CyU1vh4hNQY9sfDr1Hu0JPogNtg2iPHpVTWjIRtPLHkQAAbzdJREFUgcatQ/uUbeO5knuZ7/QLoSr7L+t8AQ44QVJ3V6KjfXFQ1DyPUrOUfpcf4EjgzZHQcBWFxcB7p/dwm0ubuhsDWZJSPvQ6xSP9zvBsp+N/S2B3Q3jauQN3XNh1Q4/ZP+4AXbStqmz/SXOZhwae472ZIRQO7org6tIsxxc8PbB2iEBQ2B+/Z+regRUesc0yn/8PPPDAA1y+fJkHH3yw2iyzWbNmMX36dCZOnIhWq2Xx4sVs2LCB228vr17w1VdfodVqCQ4Opnv37gwdOrSir0KhYOXKlXz99dc4Ozsze/ZsnnjiiWrnERwczLZt2/j000/x8vIiKiqKdu3aVcRgrVixAqvVSmhoKK6urvz55581GmHVER8fj79/9aWFnnrqKUaMGGH3WNWN7ebmVq1W0rp169BoqncY/PDDD/xfe+cdXlWZve177316zUnvlU7ovYNYsSGgjFix128cyyg6Kjqj4uhgQ8fys4yKoiIq9gKiqChVeklCem8n/dS9vz8igZB2EkIJ7vu6zgXZdb3JKc9Z73qftXnzZn744QfCwsKwWCxNjwM6pLy8nKqqqjZj7w46ZYB51llnERsby3PPPYfBYMDlcnHHHXewb98+vvnmG15++WXeeOONZrYDNpuN6urO94Y63hwwwLz3f0s4M7yUbR83qte+ozKAbK5JG3fUY/ii96cYXes53+JD6ebl7QBRfisPb0rCvqrrdQ7OGTexub6xCNkWWkPZ/teR/a07XVttYZydfD0bw3PZkruz2b5hw/xYbe+jdINLtizo+M7+BP+ralvItUWkLJCU3cCWfe2LhdW9PiA576OuhnhccGmN3DJwAr9V7TveoXQ75zsG8a/Nnx+Xe2+KH8GVUsfTH2PcMUwpD6Nvth/b7vwjahIs2GzsntGPJxJ2UiO6MSgaptTHM7rcTlKeF2taEUpJWbMpV2icdl10awSbdN1r0RAIqnP4icsBb6PWTCFbo66ujnnz5vHJJ58clXhOPfXUZqsXu5P2xnpUDDBffPFFzj77bOx2O6GhoZSWljJw4ECWL1/OmjVruO+++1i5svny8Z6waq49hgUtJ/u3vwGgN0lE+j9kYfmVx+Te/6mYwKt17zIm9jR+dXZ/zUShVMO1o7cxq/8AJuRbCC1xYyysRMgrCriNRNAXLxB18X8pLJSpLrMSO/AMcra1/gFWU13K2tIPmeieiSfWx868g2PaskViyJCLsAd9gKJ4j2hcouLhdOdfCbHfyzPVI+iMT3aRqFCUZGBQTBzeHRVklbZeD3Z25izWxRURVNRzvMkM3gZe2L6Wvw+Zxqo2CsaPF0aNEYvGiEUyUuGtocoT+JetUfbePPj7Nx0feJQYkbOJicNO5ydn+4anv+nz+S06H6KBcdDbF0EvdxBRLiPhDVqC6wVsNX4slW70WUUopS1rWwSjgZwzB/N4n72UiJsZYktBK4hsrErja/N+vjYD8cAfMyAm2UiwbCRIMWL3afGJCpt0+d3+O1D5c/Hmm2+2Wt/VHaxbt46zzz77qFy7u+h0yxVZllm3bh15eXkkJCQwZswYBEHA5XKh0+kQD2smajKZ+Prrr9sVUEdzLrKrHMg4ffvlZez9+EoAolJdTNM8x7CsW45ZHNsSnmaDTc9tvvb713UnEgIDPeGMrQ7j1FUVHbqTe5MHsy7lRnxeGQQFi6XtdiwAqf2n0t83hjVxGewvzGq2b+hQP1bbO90xDADSbNewqG5Gl/re6RQYXeBl447WMwMxBjffBz2Czpl+pGEeU/yCxEPDzuSjyq61mOkIjaAh3BBMpM5GtGggQhEI8svYfF5sPjc2jwubuw6bqxazqwqLqxZJOShvPZKeb3uP40ODxIaqtp9HZo2JUZZE/rXnV+wNzqMylkDZHTWAuYa6bs0Mx/uDGFsXyYAKE7FFPlwmicUDstivaTT6uzRoMLdv/RqN7OPNwWfybF1aQA7yxws143TicnjLlfDw8OMdUrdTUlLSbS1XOi2cPB4PJSUlzdxTofnyykM5XEi1CEAQ8J8AvbMO54Bwev/ZFyjZ2VgbMmTMl2R6wrg/s21/nO5mYdJuLit6lDP7D6Wo4dg5Lh9Ao4j8PW8Iwz7di1LVdhagdNYCtlc0To2Z7C5qCl/D6257OfikURcTXh3Hl2E7KC5vLkymT8/H4+2+2rcC8zk86rmaSl/X7AzG18CO9YV4Wjl/nKOKpfwDsaFn1AEdyn+GncMbzm2dPs+qtdDbFEmEaCBcEYjw+Qn3NBBRX01kTQlhVUXNhNCRkBWWwoex/VjZkEu9r4Gh1gTGyDpGVeQzMH8nGvnIp3ZbQxEkqsNHYm4oQFOdG9A5dw4/i68rd3Z84BFi0Zp5SAjj9L0/NtueHtGXBRHh7Kk5dl+yOoMqnFROdI6KcPrggw+47rrrmtUsKYrSrvixWq1NyyN7EgeE0xNXfYJRa8ERo2G642+cXvwAVd3YZqUjzJLMdtttvN57FE/XHP035baI8lu5b2cvwr/e0qJuAkCRNGyb9TzlpY37wuNyyNm2vN1rzhl/D95aP5/oN1JTe/A5YjQJjB//DR5PYCaggVBpGMMi7iHP3TXx1M8rUr+xhJJqd4t9l0Xn83DVPxD8Lfed6PzfkBk8Ux1YobCAwHmOVO7Y+yuOumMrFL1SY/Gz1n/0MiqKxkhJ+Hi+ZzQvFvYmq8HA5dEFPFRxV0AtdAoc8byZOJjN/ir21ebh7ybxeCh9LPEsLiwgoWx/q/u9opb/Dj6d16p3HfH9h9hSGC6a+MFXyf7avI5P6ABVOKmc6BwV4TRgwABmz57NFVdcgVbbvIXFgdVzh9PTi8OfmL8So85M0uhMeinrOD3tgmMey4re39Cr7CNOi42i3neMm7MexjhXLLd9pUHY3XJ6ytN/LOtiLsfva3xKBYWsatUY8wChofGcGnIJTruHT9zrmnmX9O+vEBr2drfGXqdN4XPzffxY5+hS9ilYFojfU8Oe3KoW+/6ZtJPLCh8BQEHAb4ul0tyLHE0CRYqDIKGeIGqwKjWY/dUYfFUYa3MQG47MFb07WD7wNP7VkN7uB20vSxz/qHIxImfTMYzs2KAgsCz6Hh7P7YfT27I1z9e9P6Zv7vudumatwcbW6P5stoXyO24yXKWUuys7PrENNKKGc+39uXf7agzejm0Efo8byuKQYLZUdW4a2aq1cI45mTkF6fQpPliztSdyAF9EJfGVu4jCQzLfEcZQRhuiGOVyM6poH4XWMJY47Gxu5b6qcFI50TkqwslqtVJZWRlwo78D5/TojNP8ldjtNoYP+g/vVp3P8uKj1w+uLUYHVfOe60b+PWwGbzuPTl1KZxjgDeOh/1a3aqRZOvtetpc3LgPVm724nf/DVdu2cJ425grCSyIpinfxeekvzWrhpk8vwOPt/rYZsqAj1zyLzZrp/FAfSqk3cBGlURTGFvrYuL1l3dONcVmUew2sqQyhxN1xbzxBUDgluJJzHVmMYDdRVb+jqTk+hbvVRjubYlLZYA1io7+avbW5yIqMUTJwgymFy3Z8h1Y+sqL9E5W9cXM5I+38NveH6738Yrv3iP829XoLOY54cmyh5BjM5GtEqpGpU/zUyB7qZA+1fheKAr0MIfRBRx9XA30qCkguzejS73994iheDrK3u5JSI2gYbEtkpkfgzPR1GD1tfzlTENgSP4xsSzAjSjKIL2u9I8FPyWNZYtWzs/rgflU4qZzoHBXhNGXKFJ577jkGDw68oeVPP/3ExIkTAz7+ROFQ4ZQwXMMM5SEG5t9/3OLZlPQSblcmZzs0+Lphyf6RsiBvGMPe2tBiuyJK7LjweUqLG7MXoTEl5O1oO3MkCCIXjVoApT7Se1U3cxc3GAQmTPwOj6eg+wfwBzISBeZzWaWZw7fVxoBLeyfmedm4s+vLydtiuL2Gx8K/o0/u8oCmh44W1UY7m2MG0ac8h+jKntNqprP4rDGMr360Q6F7S1wWd5bee4yi6n5+jxvKy6HhrHXuQRRE+lriGCXZGFNdyYi87ZjdR+fL7arek1hikEmvzVWFk8oJz1ERTvfeey+vvPIKF154YYv+Midy25SucKhwGj5lHT6vxHXpY49bPAfeuP8+fAZfVh5/8zpBgXe+SEHa1tImwZsylHUp1+PzNGZywuP2tmlRAJCUMJTRmjNBVtjSp5hNOQfH168fhIW/TSA97Y6UMuNkVmqvZ3WNocO7iYrCmCx3h35PXeWy6Hzul19E58zo+GCVLvN0+L94Oicwk9kfei0jIW9lxweewGSGpRBcV4G9vuvThp1FQeDXpFF8G9abiWFzCIsNU4WTyglJoMKpU87h69atIzU1ld27d/eotilHgj1SQ5/qr3i8YMhxjeP5vAQ8jt5cWXRirJhRBPjPqQ0I+paNjrUZvzPQeLDGoSS3L/GD23aZzcz+ndrIWgCGpIeTGBnXtG/PHtBqT+3GyNsmtOFHrqq+hKcMSzjF2n6htywIbEw0MCj5yNzX2+KtghiGlS1kfdzVKGLH034qnScvdkbAogngsvyZyKawjg88gUkqzTimogkaW9OMy1zP33f9SIRfJlTUo5cCdzpXUTnR6LQdQWdxOp3Nujf3FA5knJY9/wJTNd8xZv/xb7PxVMpmLsh/kquHnsr6E8T9+eHM1jvCK4LAnr+8QGHhwfqh8Nhd5Gz/qsWxAHqDmQv63YZS5cNjkvnYvInqmsbaKL0eJk5ajcdzbOt/Skyn8pZ4A5vr2u43ZlCg3+7aVgvGu4vTQytYbHwNU10OPp0dj9aGW2OjXrLiFvTE1u3EUNG++aJKc2RjMKe5nyCj3tip8+5L3MO1RUfSevvPi8sSR+aE/5AUE4ZBI+DSO9iRWcawYcNY80OfYxrL9FPUTK5KS7o14/Tuu+8CjW6hrT3eeuutNs/t3bs3AFdddfyFR1cIFr7iPd+U4x0GAAtzBiMbg7mipnU36+PBw4m/o/RLabFdUBR6//wMOsPBFHxJ3gDiB5/Z6nXcrjp2exsFmK5e5DRxaFP63u2G37dMp7pqHn7/LLTa0zEYRqHXJyKKLTNe3UV4/XfcXnshf7etI1Tb+kvFJUBafwu9oqydvn6g/V+/KQsmNfdOkiuepU/RP0nNvYsRmdczKX0ep6bNpl/BA5yrfYX3o++mIOZMZENQp2P5s/Gu44ZOiyaAR7L6URR9WscHqnSI9ih5cB0NBEFAEAT27m1ZmrB48WIEQWjWrLczrFmzBiHAN4M33niDxMTELt2nPa688kq0Wi0Wi4WSkhIaGhq44YYbiIyMxOFwMH36dLZt67znW3p6OiEhIWRlZTXb/swzz5CUlITNZmPw4MF8+OGHAV8zKyuLWbNmERYWRmhoKDNnziQz8+AihO+++44RI0Zgs9lISEjg4YcfRlEUSkpKsFgsaLXaprYrXSWg5XGPPPIIF198MQ888ECrf2BBELjssstaPdftdvPxxx/z3nvvMX/+/FYdxE9E5/ADDKncx0211x7vMACo8mrYHDaTSRmv02vQeNJrAzPmO5r4BJklZyncmq5p4e+kydnDwEHb2cKApm0luQOIHww521pmnrbu/JaUicPQ5gs4irVMSRnB6vxGMVVerlBeLgHmPx4RQD8EQSE2TiIysgGrtRxJzMHtyeyWnnfQOM0wpOpJ/i29xZf2f/JhVQiHr8GrEyB/kI3+GhGP149WK6HViEhaEUkjImpFFIOERydSpxFwSgplokKILJBS7iM9rYKK2iPzJ9peY+bvNUOAIWjFy/hrXAY3VS1GdDmP6LonIxVRk7hvf2qXz7+yZC5fan9G8B5faxCVY0toaChvvPEGjz32WLPtr7/+Ojab7ThF1X0c6qZ99913s2/fPnbt2oXFYuGee+7hggsuICMj8EzdypUrufbaa6moaG658uWXX/Loo4/y448/0rdvXz788EMuuugiMjIyAhKFM2fOZOTIkWRlZaEoCn/9618577zz2L59O+Xl5Zx//vksXbqUmTNnsnv3bqZMmUJSUhKXXXYZtbW1RyyaIMCM044djcW6WVlZZGZmtnjs39+6GRvA9ddfz0UXXYTL5WLKlClMnTq12WPatGlHPIijyV7bFLxygKmBY8CDheNA1HC5v+004rFmrSGHrPOHt7rP8fnz9Ipu/gHTKJ7OaPX4VdveQLA26vnkDCuDYvu1e29FEcjNkdmwXs/qVdF8++1Yfl13MS7XRYhi5zMKbaH3FzPTeR1PGl9kkKnl/koBtgywsHOInd8HWNjQx8SvSQZ+jtOxNlLDT0EC600KO3Uy+ZKCW4B8SeHHcInS8WEMmhTLwISggLNQ7eGVBZ7M7sUlwmO4HX2P/IInEYrWzDUVl3Z4nEWvYXCyg5jgls+hPbUm9kd2vTO8Ss/kkksu4a233mrWNWP9+vV4PB6GDRvWtE2WZRYtWkRKSgp2u53Ro0fz9ddfN+0vLCzkvPPOw2azkZyczDffHOyzmJWVhSAIzTI0CxcuZOrUqa3GtHnzZqZNm4bD4aB379489dRTTcmJgoICzjrrLIKDg4mNjWXWrFkUFgbW3Hn37t3IsoyiKCiKgiRJmEytvPG1wUMPPcSCBQt49NFHW722oihN15ckCZ1OF5DNUWVlJZGRkfzzn//EbDZjsVj461//yo4dO6isrCQ7O5v6+vqma0NjYqczsQdCp4rDBw0axDPPPNNCQbbHE088gcfjwWQyIctyi8eJ2G7lUF6oHHG8Q2jGzhozedFncM7etYQZgo93OE080HsbJLdughr37t/pFd3ctK8kdyAx/Ua3OLaquoQt9d+D2KggRmRFExka0alYPB7YsF5PetpF6PVJnTq3IyLqv+Wu+kuYZe8+40qvABtMCpv6mQmdHsvQ3iHdct11lXYmlt+rTi0dwrcRV7O5quW0qkErMjAhiFGjokicFkfl1HDW9zbBsBB0mpZvk085T4zpe5Vjx9lnn43H4+G7775r2vbaa69x9dVXNzvu4Ycf5vnnn+eDDz6gvLycO++8k/PPP58NGxqtVubOnYtGoyE/P58ffviBL7/8skvxFBQUcMoppzBnzhxKSkr45JNPeOGFF3j55ZcBWLBgAbGxsRQXF7N7925qa2tZtGhRQNe+44472LFjB6GhoZjNZt566y3efz9wE9hrrrmGHTt2MH369Bb7Lr74YiIiIhgwYABarZYLL7yQN954g9jY2A6v63A4+Oqrr4iKimratnz5chITE3E4HAwbNowLL7yQ2bNno9VqGTBgAHPnzmX27NkBxx4InRJON910E++++y4xMTHMnTu3mVLuiOzsxtVgJSUlrF+/nry8I7fwPxb8XBF0vENowX9qTkXr9zBPF9XxwccIl+Dj+fM0oG25AkxQFOLevYuU6Oa965wV4wiKaPli2Zv+C2VhxQBofAKn1AzAaOx89ig/X2btjxPR66Z2+tz2kBQXs53Xcpv9dzTdnIzMlRR+TTYwcEos4bYjr98q9WgZl3klv8Rdh8KJkzk9HriC+3Pz/jEttseFmGBqFJv6mVkbLLJHJ+P/43eVoVEYPLKl6e1npaHUhp9YX6pUji5arbbZdFZDQwPLly/n8ssvb3bca6+9xoIFCxg+fDgajYaLLrqI8847j1dffZXs7GzWrl3L448/jtVqJS4ursu1UW+//Tb9+/fn5ptvbhIJd911F0uWLAHAaDTy008/sWzZMmpqavjqq6945plnArq2z+dj9uzZ5OXlUVlZycyZMzn//PNxudruP3ooMTExbdZteTwehg4dyvr166mvr+fll1/m6quvZvv2zps7v/jiizz55JO88sorQGNpUEhICB988AENDQ38/PPPLFu2jFdffbXT126PTgmnG2+8kV9//ZUtW7aQmJjI1VdfTWJiIg8/3PEqE61Wy8yZM4mMjGTs2LEkJCRw+umn43Q6uxr7n5aPi8OpCR/JRft+waTp3hTkkfCDMZs9s4e1uk9QFOLfvbOZePJ7JbTmc9C2snph1a+v449ufOGZqkTO1YxmbNxQEiPj0ekCX8rsdsN338XhapiLKHbv9OYo5z/5p+ldHK1kJI6UTQaF8rGhjBwUfiD51mUURWBe2lSWhD+MorN0T4A9kEe4qsW0u8Oso35YMM52/oQ/2QUGt2I7sUJSp+v+bMyfP5+PP/6Y6upqli9fzoQJE1p4GhYXF5Oc3NzmIikpiaysLPLzG1cGx8fHN+1LSWm5uCYQsrKy2LRpE0FBQU2PO++8sykp8eyzzzJ37lyeeOIJYmNjGTFiBGvXru3wul6vlwsvvJD58+cTExOD1WrlueeeIz8/n2+//bZLsR7KLbfcwsCBAxk1ahQ6nY758+czbty4JkEaCB6Ph5tvvpn77ruPzz//nFNPbbSsef7558nMzGTOnDlotVrGjx/PX//6V1544YUjjvtQuvSO369fPx588EEee+wxBEHg3//+d4fn3HPPPdTW1rJz507q6+vZunUrsizz97//vVP3LikpYebMmQQFBREaGsptt92Gr5Wms9CoRvv27YvVaqVPnz7d/ss7niwVzsHWUMVVpsB9aI4FDyVtwT+k9bqag+LpoEdSTaWJyN6t9//78veXEOyNGSxbqYbUtBBOzerNpbUTudA6hamxo+gf25tge8deShs26MhIn4vB0L1+XPG1y3lEXEhfY8fqJkQrMsosM9tewf+zb+NW+3amW11tCq86AX6K1pI4LZbEMDN6jUioVU98qJl+sTYGpwQzvG8oKZEWtFLH9/9PTgrXaBfhtXf/c8ZrT6Qg5ky2xF3BF7G38ULEQ/zN/jRnSP/HEP+bPBD8JD/G3Uh51GQUfedXIB4p2bHn8VZBTLNteo1I0Jhw8qWDC1bsksgIs8xF9jLusG1g2h9+Xmm9TIRZm2cAH8/ph2wKPfrBq5wwDB48mH79+vH+++/z+uuvt5imA0hMTGxRRJ2RkUFUVFTTdNShdcGHzr4cWEl8aN/OsrKyVmOJjY3llFNOwel0Nj0yMzPZsmUL0Fj/dP3117Nt2zaKi4uZOHEis2bN6nCMtbW1VFZW4nYffJ+WJAlRFDv1pbUtcnJyml0bGhMrgV67rKyMKVOmsG7dOjZu3NisTvpIrx0ogTed+4NVq1bx5ptv8tFHH9G7d2/uuusuLrnkkg7P+/TTT9m4cSPh4eEApKam8vbbbzN48OCmOdlAmDt3LjExMRQUFFBUVMR5553HU089xV133dXsuI8//pgFCxbw5ZdfMmbMGH799VdmzJhBREREt893Hg+eyOnFNWHxzN+xik/7DyO77ui1JekMfhT+dWoNCzPMKLUtbRMOiCfl4ifZX9D4QVSaF0Vc6jRyd3zf7Ni6ukrWV33JKM1p4Dv44SbKAvZSDfZSG72wAfF4DTLOUC9lxnrK5CpyygtocDWvq8rLk8nLG0xs3BD69snH5/8FWe64YWpH2N1bWSBew3f2h/EhYaIBE3UYlRqMShVmfzEh7s0YPTlw2OK5scB8BMqNk8nQT2Wn3Ie1tUY8h6w+3aVVYHgQEETrblF6dIqdBJ9AmEtBrPZSVFBLXkXLVV+ryoOZarifT6NeI7iw42+fraHo7RSHjGav1It1DfF8VhZJXrEeits+582CaN4kGpiEVlSYEVbKZfZtjCh4F8F35H+D9uO1cW1h8150ggB9xkezQatgk0T+n+k7YlzfY/PsgtqDxw0Sg8k1/h/pDQpxI8Io/yEP+Y8/TZ1fZFPIeYyqf+2oxq9yYjF//nyeeuopnE4nM2bMaLH/mmuuYdGiRYwbN44hQ4awYsUKVq5cybfffkt8fDynn346t99+O++88w5ut7vZVF1ERAQOh4Nly5Zx//33s2XLFj744AP69+/f4j6XXHIJjz/+OEuXLmXu3LmUlpYya9YsoqKiWLFiBY888gg6nY7XX38dh8OB2WwmNLRjoe9wOJg4cSJ33303K1euxGazcf/99xMaGtot7dPOO+88lixZwrnnnsvQoUNZsWIF33//fauF5Ifj9Xo544wzCAsL46OPPmpRwnHuuefy/PPP87///Y/LL7+cbdu28eyzz7JgwYIjjvtQOpVxiouLY/bs2RiNRr7//ns2bdrETTfdhN1u7/Dcurq6FkaYQUFBzVYodER6ejpr1qzh3//+NyaTieTkZO6///6mOd1DKSgo4J577mHs2LEIgsC4ceOYNm0aP/74Y8D3O5HxKyKrbDPR+d3ce4Ktit6pK+GnC9teDScoMgnL7iIm+uC2ssIhhMb3bnHs/sxNFAZ1bLugdYmE5enpn+ZgUkYiczzj6BPdemYlL1dh1apoNm64EL9/NjpdTKvHdQatXMFZzls413kj0523M855P0Or/k3f6peIrfsYo6/tfm8CCqENPzDG+RBXVV/CYt1jTLB0zk7BI0CaVuEXK/wUoyVvpIMRA1p3uc536RmVdT2/x13e6v72KIg5k9N9ixm7fz5XpE3ixbwE8lydq8XyygKfFIczZ9+pzJaeIT+mdW+v7uKrsKvYV9f8DXbEqGg2GBXMksD9+lfpX/18o2g6DK1cwW3yY9gkkW16hZFDm0/LPFI8FkVQ24X8mZg3bx7p6elceumlra4Eu/3227n55puZO3cudrudRx99lGXLljFlSuOCgnfffRe73U5CQgIjR47ktNMOLt7Q6XS88sorvPfee9hsNu644w6uu+66VuNISEjgq6++4qWXXiI8PJwhQ4bQv3//pimvl19+GVmWSUpKwuFw8Ntvv/HBBx8ENMbly5fTp08fBg8eTExMDLt27eLrr7/GbDYDcMMNN3DWWV2bqn7wwQe5+eabmT17Ng6Hg0WLFvHxxx8zdOhQAJYuXYrF0npJwaeffsrmzZv54YcfCAsLw2KxND1ycnI49dRTWbp0KYsXL8ZutzNnzhzuuOMObrrppi7F2hadcg5//fXXmTt3bpeW9p199tmkpqayaNEiBEFAURTuvvtutm/fHvCqgk8++YSrrrqK8vKD/cG2b9/O4MGDqaysbNehvKSkhAEDBrB48eIWxXzQWFR2aIqvurqauLg44m57H1F/4tQRHUqk3sM6w60I7hpuH34W31buPN4hNeONtamYfvq9zf2yLYTfT3sMZ3lj13ej1Y2r8i0a/nAMP5TzJ96OIb/zrUeyk+tYW/47LnfbRY2CACkpEBdXhihtO+YO5W2x13Ydr7rPIt8T+JeLw5lQDdvWF+D1t/4yfzhpF5eV/qfDrI/fHM4rlptYlH10HJ6viM7nHuENjOXd+xx2hQxgUOF9zWqbRqaG81OMFqMosND4NrG1Kzq8TrrtKhbWnI2kKPTfUUNawcGmuL8mv05kwZHXfpzsHO4c7tda2ZLtVHvVnQAc8DYKtM6orq6OefPm8cknnxyVeE499dRmqxe7k/bGelR61c2fP5/du3dz0003MWPGDK6++mp++umngM59/PHHefXVV4mNjWX8+PHExsbyzjvvsHjx4oDvX1NT06R4D3BAxNXW1rZ2CgBFRUWcddZZjBgxgnnz5rV6zGOPPYbdbm96xMXFtXrciUSRW8dv4X8B4O/7t51QheIAC8ZnI4S1nRoWq8sZtGUJelPjm2ZDjZ6g2NmIrbyJfvLTYtZ5P6c+xo2gD/xNNmG/mdnKWJIi49s8RlEgPR2+/z6UVd+dQk725QjCOd1uZdBZ+la/zKOey5lvz0HfRYOnn20QNzmWUGvrWaEHMgdwm/kxyqMm47e0vkozK/Y8ptQ9ftREE8D/CmJILVjAipi7uq0GSkHgn3LzgvBBSQ7WxWgwiAL3G98PSDQB9Kp+jfn2bHyCQMUAO4ZDnORf87Rccn2y8GdeTKDSNm+++Sa33XbbUbn2unXrOPvss4/KtbuLTmWcvvnmG84//3zOO+88kpKSyMjI4NNPP+W9997j/PPP7/D8iooKPvnkE4qLi0lMTGTGjBmdclz96KOPuPbaa5sVyx3IODmdzlanDH/99VcuvPBCJk2axOuvv46+laa00DMzTgAhOi/rrXch1ZXw+uCzWFxzYmWd/lLVj1n/3dmoTtqgfvxM1htOR/6jeCQ8LpecbW2nlA0GC6MGnUs0yVAW+JRWRq8a1pVtC3hJLUCvXpCUtB+3+1cUjp/nWI1uINXaXmjlGrRyNTq5Gq3sRJTrqdOl4NT2pUJKolSIolgJZrfbSrb7YKYqVBaI2V3N3ryW2bxDiTG4meIoZ6SpmH5iHl+6U3ku59gKyFvjM7m99H4EpeuZNoCs2POZmj636efYEBPFIxy4RYH7zR+TXPNmp66nIPB/tndYU6NjUqGPDdsOFnXti3wAnTO9nbN7Fh5Hb5Zor+Dj0mg+jniN4KLAviC3h5pxOnG58sorWbp0KXq9nv379zfVIp9MlJSUkJycjNvtbmYrcSiBZpw6JZzGjh3LHXfcwYUXXti07YMPPmDRokVs2rSpc6PoAmlpafTp04eioiIiIhpNEd977z3uvPNOcnNb1sG89tpr3HrrrTz88MPccccdnbrXgSa/J7pwAlicsoVZ+U/gFbVcOHAUGbUnlkfWTaWDmfbWTpTDVjscSvn5d7C16mBNUnjcrlbbshxOStJI+kePw1JjQ6npWET5NQpFsQ2kiUXsL8oOuMYuJERg0KByBPEnfL6j19C3u/ALJlbYn+PjqqCmbVoFxpX52ba9BJf3yETJ0eaN3j8xNbfrq2AVvZ3TfYtJ+6O2yayXsE6MIl8L91q+oE/1/3Xpuh4pnId1L9FQr1C3Or9pCvSFXhuYkfdUl+M9UZCNIXwWcgV37R+OW27MqmlFhfdTvmFY7v+O6NqqcFI50TkqwsnhcFBeXo4oHkxTy7JMUFAQ1dXtf5PtLiZNmkRsbCwvv/wyZWVlnHvuucyZM6eFidiHH37IvHnzWLlyJWec0Xp7j/boScJJKyrsiHgIfeU+NiSM5Cqx5HiH1IIz61K4emkpSnnbjts5854kveBgEW9I5C/k7/41sBsIAn1TxtEnchTmKgtKbcciym1SyImuZq8rl6KydpaEHYJOB8NHNKDXf94tK/KONlvs9/BczWjch7zMI2WBlDw3W/aUNq0QOxH5OeUtYvK75qr8ZtQ/eCCzsUeiIMDASbFsNCossP1IalVgJoBtUWGcwJ3uOxiV52HjjsbXWqTewzr9zQieY9uAOzf2bHKEWMbnvXJEGTpF0rEtei435E6n0NX60u37k/ZwVdl/ELwtx6hoTRSETyHSuQmprvX3H1U4qZzoHBXh1KtXLz788EOGDDnohbNlyxbmzp3Lvn37jiziACkuLuaWW27h+++/RxRFLr/8ch5//HEkScJisfDSSy9xySWXMHjwYHbu3NliueKll17Kiy++2OF9epJwAvhb/H7+WvIPAO4ZPoPPK3cc54haMsAbxsKPdJCR3ep+Wadn96ynKS5q/AAQRBmr7RtKMluudmoPQRAZO2wWCXW9UQIsrK5z+MkJrSajIT8gERUTI9J/wFrc7rb7NLaHRhOMRgrG5d4PLdoGdy9FpjNY7L+hRZF5b5+ILb2GndnOgK8VG2wiOsGGv406M0FWEBTALzcOyy/j98nUVLkpLG+g1h341KpD6+OX8Mc7XTC+O+4vnJV2XtPPo4ZHsjZMYr49h1Odf+vUtdris6AX+LEikqrV+fj+UJ/f9P6IPrmBrVrqDioiJzIh93oa/BLXx+Zwd92TiA2te/60h6KzcIfxX6wo7nh65sywcp4T/4O2KgtFY6A4fBKfK2NZktebSq+G+xL3cG1R64bIqnBSOdE5KsJp0aJF/Pe//+Xee+9tqnFatGgRN998c6eNLE90eppwAtia8Cz24l8ps0YwLy6WwobS4x1SC0JkE0+vSUD/W+v2+nJwJNunP0R5aeMHrFbvR+JDnEWdn36MjurD5NiLUMq8nTqvLkgmN6yK/a4CCkqL2jxOrxeYOCkXj+f7No85FFE0otWOpLAggd27BWQZzGaBpGQ/oaEVaLWZuF1pR6WWqkETz6vGJ1lX2/IDaqhLwFDQQE2Nm7IqN1UNzX9fscEmohJsFAZrSNccWYoq3C8Q5QOrS8ZX7mZ7RgX+dtJew+01LBfvRWwob/OYQ6kNG86ogr/R4G8c56BkB5t6GZlud3FF1WUIdE+KrUETz208zeBMN5t3N77OJjiqeMn6f1hKjn7ZQn3oYKaU3EGp5+BK08G2Wt4JeqlT91ckHYscD/NSXtuLJw4n1uDmmqj9vFiQQpG7ZXZqQ/L/EVawusV2VTipnOgcFeGkKAoPPfQQr7/+elOB9zXXXMPtt9/ebPruZKAnCqeZESU8VfU3BBRqDHYeGzCRTys73//naCMh8PT2oUR8tqHV/YeLJ6PVhbvqXeqrKjt9L41Gx5ljb8BcYKQrn5m1wX72h1SwuzKTmtqaVo8ZOdKL2bISWW5pqCVJFrTavlRW9GLHDh0d1aUbDDB6dBUIX6EonvYP7iQyEr8FLeT9+lRK2qlxssgQ4Rdw+MCp5YjFUnvEygKJhR627ynD7Ws9pqticrm/8j4Euf1slWwK5XzvY2yvaVx5e6AYPMEMd9ZfhVbp3tq01UFP8l1FMqWr8ppNeZ4fUcJt1jUkFn6J4G+7rq+reO3JnFlzHxn1Lfs3GiU/7yd/xaDcpR1eR0Hgjah/8FBmS3PFI2GorZaP+FuLaUtVOKmc6BwV4fRnoicKJ4C1vd4hLu+zpp+/6TuZf1KJ03PiFTQ/nDmcfsvWt7rPHxzBjukPNxNP1qAsqou34SzufPZp2KAz6esfjtLQtWyOIiiUxnhIMxSTVpTZos1PdLTAwNTdyLIFV4MDp9NEUZFIeXnrLy9BENBoNHi9rWfDoqIEUgdtxeXa2qV428MvmNhiu40P3aPIcXdtmlACRAEkQUAAJAFEBLyKgk8BbyffVkIUgQGlPvbsLqPG1VIgdVR8rQgS/wp+lFfzG21EDhSDN5gEHlbuweLZG3AsoqhHq40HJQZByMflTmv1OK8YzB2aV+mzr54t+1pmxJJNLh6M2cAE50o0Nd3jDeY3h3Ox/2HWO9tfjXxv4j6urn0ZqbbtjgJfxf6VG9JbNj3uDv7b6zfOymteS6YKJ5UTnW4VToE08X3ggQc6F+EJTk8VTsPtNXzo+3/NvumW2iK5P2UwPzv3HMfIWuee/GEMf3sTtLK6ze8IZ+dp/6SspPkHqTW4FqMpC2fhVqoDLOoGCAmJY1jv05BEDaKgQURqfAgSBo+h0doggM97j0lmU3QBO/MC/zAGMBgMJIXGEecPIbLIiMYtUBXmo8xaT5FSSb6zmNq6Q/3IFEaN8mKxfnVUVvIpgoadtptY4Z3K3ob2By4BIy1+xknbGVD3DmZvRrvHA/gFA7JgxCsF4dSlUqLpR6EQT74cQo7XSLZbPrSTDtCY7Rqc62bznpa1OhdHFfBX49dEFK5qUQi9Ou5mrkqbADQKuv6TYtlphkf0LxNZ3/7qTEHQIoqn4qx0UFKipbDQj6I0ej+ZzQLjJ2zA5drd6rnrgh7my/JUClbntee4Qaq1lon2coYYikkR8ol0Z2GpTkN0OduN7VAUvZVbdY/wWWlg/fHMGj9PJm7i9Mp3WhRsb467gllpnV80EyiSILM95glMZQeFvyqcVE50ulU4iaKI3W5n2LBhtHa4IAisXt1yTrsn01OFE8DHvb9iaG5Lj5plqafzeEM6vg6mPI41t5QMZvL/tkErzZpleyg7znikhXg6gC2kDoOpBL+ngOrSTGrKu76iMNgRTf+USUTpEtGUix0WlpfGulnr3UlFO1OIdquNPo4EYmqDCC7SIsrtG1nWBcmkhZWxpWAXfn9jdsxuFxk1KhuEbBTFi6J4Gv+V3ciKB0U5sr+ngkClcTwV2r6UigmUEkGBHES+V0+kxsM4cQv9695pt21MV3BpYtliuZ6v3ANJdx18XxEUhQmFPjZub/1vOcFRxQOh39On8FMEXwNF0acxdv/8pv0jx0TzU5DAfdbvGVDdsh3ToWi1YWRnnclhPVmxmM1E2MNw1ldT76lk4sRNuFwti9T9gokFuqXE7qpja0bbK0ZbQxJkLoos4kLLdgbW/oK+svXMlt8SRYWtH8+7zuKNgthO3QPArvXxZMJGple8g1hfRmbsTKalX9TheaFWPTaTlv3FbZsLt8eMsDKer7u9aYq1PeEU8+OxLSkomjb0mN5PpWfQrcJp8eLFvPHGG3g8Hq655houv/zyk9Ig61B6snCKMbhZY38IbVVWi30/9JrA7UoxHrl762eOlPkVA5nx+m4UT8u4ZFsIO896hNLijqfZ9GYvFnsF+NPJ37u+XePN9tBodAzsO5V+llHQhmgD8GkUdieVsyF/e5MnlEFvoE94Isl1YYQUahGUzrt+19tltoTlsTuv9Q/TQ9HpwGwWMZkUjEYFg0HGbq9Ho/261bqrE5E88/ms1VzAd7U2XH8UDE0q9rPh97aL85NNLv4Rs5l7c0Y2FSmPHBTOT9FarrZncYqzfe82g2EAG9aPxOlUSIyMI1IbQojHTFCFDmNNY82mxyjzbchuKmuLmTT5d1yubS2u87v9LlaWjyN79ZH5p01wVHFFyG76kUmmEMt6VxzfVEQ0eVG1xpCUYHRWHVt3lOBpo0bsACE6L3+P3c0DWalNHk2HE2EzEJ9kpyJExy6NHw0Co3JazwAGwke9v27yf+rJwkn4w7l/z5499O3bt9m+xYsXc8cdd/Dggw+2sMUJhDVr1jBt2rRWkxKH88Ybb7Bw4UKysrI6fZ/2ONwA026388ADD7B06VLq6uqYOnUqzz77bKc7aqSnpzNmzBg2bdpEYmJis3EsWrSI/Px8UlNTefzxx5k8eXJA18zKyuL2229n7dq1KIrCxIkTeeqpp0hKajTq/fXXX7njjjvYvn07kZGR3HnnnVx33XXdaoAZUEX37bffzrZt23jrrbfIyMggNTWVCy64gM8//7xTTXpVjg35Lj2nVT9AdcToFvumpP/MEjkYo9T2k+J48HrwTj64tg+CseWHhFhdTuoHNzNa+ZGYKAHa0SHuOi3lBRGUF08govfVrTYODgSfz8PWnd/w3m+PkB2UhmBt2cwTQOMTGJQWyhzjZAbH9eOsyPFcXDee0WkxhBbouiSaAExVIhPS45ljn0JCZPtvVh4PVFbK5OcrpKfDjh0iP/9sYe+eCzEYBnTp/sea2LpPuLjqSl7gRmbZGzM3ayMkRo1svQ0MwP56A1eljW8STamJDtZFazjXXt2haNLpTuH71SOoqRGZHj2GU7P6kJoWQlS2oUk0AegaRE4vHUC4PYYffxiKwTC0xbWGVD+F3wqpSY4ujPwgP1fauS59LJPTL+aKtEk8n5vYrmgamRrOxl4G1kZIWKdGM6RXSLvXL/douXv/4FZF04gBYSROiyNnbDBrIzXs1MoogoBXgF8S9IwaFtnKFTvmyqzpeG0JXTr3RCM0NLTVD9vXX3+9Ux0wTlQuueQSamtrCQ8PZ8GCBXz44Yd8/fXXFBcX07t3b0477TQ8rXyxbYuVK1cyYcIEKioqWmy/4YYbePLJJ3E6ndx1112cddZZ7N0bWOnDzJkzCQ4OJisri6ysLEJCQjjvvEb7kby8PM444wxOO+00ysrKWLFiBQ8//DD/+9//CA8Pp7a2lksuuSTwX0obdGop3KhRo/jvf/9LdnY2s2bNYvHixSQkJHDvvfcecSAq3UtWg4Fxef+PzLiZLfaNy1zPfz1WzCdYb7v3bXt47dp4BEdQi32C7Mfyw3v0ffcmJua8RJ/IanTG9usiqkpt1NacS9ygv2B2tP+h0h6/blnBR/uexhnlBG3rLxlbucTotBhisoxIvq6JpdYIKtZwWlYfzgubyKTYEUyIG87YuKGMjhvMiLhBDI0bQEpUIqGOkBad2ouKZL77djhwPoLQuvA70dD7i5ntvJZb7duRgLUhIiPHRtNRq77EMDN7epsYbZG5sOrGNo8TBC0ez4Ws+i4Go8HK+daJJO1vvx+b1i1wSn4f4kIS+WHNIAyG4c2vqfiYp/2a6mQzkfZj84Vk1MgoforRYtFIROpE8iWF31IM9JoWS3JE4P3lJFFgxNgYfo7TsUfXKJbi9CLz7EX82/Qmz+r/Q5JBZG24xPDxMUhi557bVV4Nj+tuQjYFVpd1InPJJZfw1ltvNUsWrF+/Ho/Hw7Bhw5q2ybLMokWLSElJwW63M3r0aL7++uum/YWFhZx33nnYbDaSk5P55ptvmvZlZWUhCEKzjNLChQuZOnVqqzFt3ryZadOm4XA46N27N0899VRT5qqgoICzzjqL4OBgYmNjmTVrFoWFhQGN9Z133uGBBx5g4MCB6HQ6HnvsMfLy8li1alVA5z/00EMsWLCARx99tNVrz5s3j3POOQdJkpg1axaTJ0/mtdde6/C6lZWVREZG8s9//hOz2YzFYuGvf/0rO3bsoLKyks8++4zQ0FAWLlyITqcjNTWVW2+9lRde6HoXgtbokoeA0WjkggsuYN68edjtdp56que3GjgZqfOLTEu7iNVxt6AIzf/UI3I28X/1Wmy67mmo2l18ac7goavNkNz2t1RdxjZily1g/I9/Z4RhK72j6ggN1yBpWn9TL82LBu2lxA8+i6DIWOzh0VhDI7AEh2F2hGCyBdHRJ7PbVcfXv7zEqoqleKPldrNeR4PwXD1904Pon+YgNS2EwWlhDEsLZ2RaFNMyU5hZOJQr6iZziW4q5wdPYnLsSCxmM4oisPZHG7k589DrAvfqOd6MdS5koeUTrJLIT3aBoeNicJhbd7QOtuhwDnEQYxa4tu4mJKV1zwdJNFFc9Bd++9VAXHgM5zeMJLgoMEGp8QlMzkqiV3hv1nw/EIOhX7P9fatfQm9TyBkTzMDJsaQmBnUo9rqCJAoMHx/D2hCRRIPII9KjPO65jJvtuwnWiOzQKewZYmPYhBjCba335TyAUSfRd1IMP9shQS9ypT2HpwwvsMh1AWc7byam7hNCXL/wgOd6Jlq9/GKFPpNiMeqaf2GJDTExalA4AyfHMjgluMV9/i8vjr7OZ3jFcTs+yYRCzywEP/vss/F4PHz33XdN21577TWuvvrqZsc9/PDDPP/883zwwQeUl5dz5513cv7557NhQ6P9yty5c9FoNOTn5/PDDz/w5Zddc8cvKCjglFNOYc6cOZSUlPDJJ5/wwgsv8PLLLwOwYMECYmNjKS4uZvfu3dTW1rJo0aKAru33+zGbzU0/C4KAIAjs2RPYAqNrrrmGHTt2MH16ywbYh18bGuuoA7m2w+Hgq6++IirqYCZ6+fLlJCYm4nA48Pv9mEzNEwKBXrszdPpr6Hfffcfrr7/OJ598Qr9+/bjhhhuYN29etwal0r1clTaeOxPCubni8WbtElLzt/Na5ACuCwqiwu08fgEexg5tMTdeaOLpHwah/7Xt2gexrhr7Vy9jB+IARWfA028MdQnDKLX0Ib/wYM2A3ytRktsfaMWzRoKgGA+24CI89fsozd6Nvw2bgLKyHFaUPUGvpFEMjzgNIYC6q2OFoAgYqyWM1RJh6EjRjmFfopONJTvJzHRTUDCV0WOq0Ou24PZ0b6H30SC55k3+ZczkCc3trEOGiWFEygIxbjDV+/E43ZRXuNAMDcFphNt9C9DLrdfiSJKN3JyZZGQoDI0bwPD9kYj+zikbURYYlxGHrpeW37eIDEwtwO8/2GrqUt7mMe3lbBJk6GsmvpeFhBIve/aVt2qx0FmMWomk8VH8YlAYY/FzXf0tGPyNGYTxzn8wUgzlJ/s9vF+bwjqLjGFsKCOrFDJ2lFFZ13yKJcSiwzwmnM0ahTNtdVxcfTMaV+s+ZTp/CddXX0JC0DMsJYo+k6IIzXdBsJ5Ms0C6qJAOBGsEhF4m4pwucsub19Z5ZYFlRdH0629GUaKI1ChYJBlwHvHv5Vih1WqbamNOP/10GhoaWL58OTt27OCLL75oOu61115jwYIFDB/emJm86KKLWL58Oa+++irh4eGsXbuWffv2YbVasVqtLFy4kJkzZ3Y6nrfffpv+/ftz8803AzBgwADuuusunnvuOa6//nqMRiM//PADy5YtY/r06Xz11VcB+y3Onj2bRx55hKFDhxITE8M///lPGhoaaGgIrM1UTExMu9e+/vrrmTNnDhMmTODzzz9n1apVAdc4HcqLL77Ik08+ycqVKwE466yzuOuuu1iyZAnXXXcd+/bt48UXXww47kAJSDilpaXxxhtv8NZbb+HxeJg3bx7r1q1j0KBB3RqMytHjyexe7Al7jGelBxFdB1eB9S3axRv+FG4JjyKnPrA07rGgXKznyml7WBw2iqhPWzfKPBzB40K/7Qf0234gGIibcAH7os6koqzjDy1XnQ5XXTwQj9ExDUd4GbIvncK0jcj+luIoPXMD6ZkbGD7oLPpoR6BUtuFOLgkIGhHFfewFluQV6J/mIMU4nl1xZfxeuJu1P9qAKSQkCCQllSFptuDxBPZ3lyQzWm0vfN5oBNGPJFWgyMV4vEUoSufc2QMltGEtCzXZPG9ezJY6gSJRocgIGEUIMUKKEYuk8C/xOSwNrX+r1Ggc7M84l5wcmB4zhqS0wKeyDkdQBEamRdGQ4qGi/FzsQQeNJmPrPuJpYTWb7bexwjWUHLdMTpQGXWQE4bJAkB/MXtC5/SguP546L8XlDRRXte+KGhtiIjzcRHmUkc1amVn2Ci6ouhnxMINUnVzGKc47Ga+JZbX9HlbURPNTEJgmhDGqQmbPjlJqXD7iQ83UDHOQJipcZ09nivPuDsct4meG8xbi7H/jqZpJ7EtozGbZNQIzzU5G+b4jvm45e63X8uaw6Vh/8rQpFhUFijx6rF2b8DiuzJ8/n7Fjx1JdXc0nn3zChAkTiIxsXv9VXFxMcnJys21JSUls3bqV/PxGP6/4+IPZ35SUlC7FkpWVxaZNmwgKCmraJstyk7XDs88+y6OPPsoTTzzBFVdcwZAhQ3j22WeZNGlSh9f+z3/+w913383kyZPRaDRcc801DBo0CIfjyOr4AP7yl79QWlrKtddeS2VlJTNmzODiiy+mvj7whSwej4e//e1vLFu2jM8//5xp06YBkJyczGeffcY999zDAw88wNChQ7n66qt55pkj6095OAEJp379+hEaGsoll1zC2WefjVarpbKykh9//LHpmK6oRZVjy2eloQRH38dD3vua+TwllWbwTl0Fd/QZwW9Vx6bnYCD4Ufhr6hbuCBnJmKVboY0sUFuYfv6IIeJKnDNuZC+DqA+g8S+AzytRmh8BRBAcPxyNZh1Fab+3euzm7V+yVfqWiSPmEuVLwq/3Uy/WUNFQSEFpGnk5jX32UvtNIzloCPpy3TEXUboGkaFp4fS1hbA7rozdZRlkZzeQnR0CTCclRSAisg6N5EcUvYiSD0HwIgoe/H4LVVUOCgv1FBT4aT5HGQH0RxAUQkMlQkJkDAY/Op0fjdaDRuNFI3kRpQYEoQyfL79LflRGXw5/q7ucXPN5lGlSKCaaAtlBrtdAkRfuMX5IWE3rbW+02lD27plBUZHImRFjiMlou9i6M4zNi+fT2nJCQs7E5z/oE6VVqhjjfIjRgoZd1hv4xD+NnfWQJynkSYAOMIs0VkloobeJIBnivAL2ehm5xoO73ocp2ECdVUOmQSFdgHRAQuZW+3bGOhe2G5vBl8cM5y1M1SbxvfVOPqqJYm2IiG1yJCOrZLbaBWQNPGj6kt7O/+vUuAdVPcWj5j38qL2QEf4fSKx9D8l5UPj1r36eGcGx/DqmL/t+zDuhm0h3hcGDB9OvXz/ef/993nnnHW677bYWxyQmJpJxmL9FRkYGUVFRxMY22kns37+f/v0bs995eQdXYx4QPYcWYZeVtZ5FjY2N5ZRTTuGrrw4+/8rLy6mpacwcbt68meuvv56FCxdSWlrKww8/zKxZsygt7bgVV35+Pv/4xz9YsqTRzqOyspJHH32UkSNHdnhuRxQVFXHmmWdy6623Nm0bO3Yss2fPDuj8srIyzj33XNxuNxs3bmxaTQdQW1tLUFAQ69cfNFa+++67uyXuQwlIOCmKQmlpKU8//TRPP/10i/2CIDR5zqic2LxZEE1i0t+ZX/ivZn277PWVvLhtDYuGnsF7J1iblv9E/c60mxO5aE8Qob+lo1Q6Az5XkP04PlvCaEsQxTP+RoEvCp9Pwe8Hn1fG75XbdSyodRqBU4jqPwxX1WoqC1o2KPb7ffywvv0WF1t3fstWvkWrNTC4/3QSrAPRlWuOqYgyVksMr45gqBROYayLdKmQjKJsMjJkMjLMHZwt01Zhl6IIlJbKNL4fS388Dq9HSgBGYLEIhIeDw+HBaqtCo9mF29160+dDkZR6EmuXkdjaztZnmNBpI9m583TKyiTOCh5LZFb7NT+dQesWOFUezMp1tUyaPACXq3kjakHxMbB6CQNZQp75Aoo1/akRHFRjpUox4ZQNVPg1FHoEnMg49QroBXDogQNxKmgFgV56SNbVMcX/JYnOdwKO0eTN5GznzUzTJPKD/c4/MlCNxd93CosJrV7b5rk6XSQCfVEUDR7vag51ho2s+5KLaLsuZ5JzASURr2AdFc2G9W07l/dU5s+fz1NPPYXT6WTGjBkt9l9zzTUsWrSIcePGMWTIEFasWMHKlSv59ttviY+P5/TTT+f222/nnXfewe12N7MwiIiIwOFwsGzZMu6//362bNnCBx980CSyDuWSSy7h8ccfZ+nSpcydO5fS0lJmzZpFVFQUK1as4JFHHkGn0/H666/jcDgwm82EhgZWpP/UU0+RmZnJ8uXL8Xq93HTTTYwYMYJRo0Z1+fd2gB9++IHbb7+dX375hYiICF588UX27t3LFVdc0eG5Xq+XM844g7CwMD766COMh63CdjqdjBs3js8++4zp06ezevVqXnrpJd5///0jjvtQAhJOquXAycXDmf1J6H0L03Ofa7ZdI/v4x+bP6Z16Oovq0/EdobFid/K9MYvvh4FmqMjs6lSmp+lx/JaGUl3d8cmAWOsk6v0HaW1xu6I34uk7iupeEyjTx1FaJuA7rJdbZZEDmEXc4HzKc76j3tk5s8MDeL0uNm37nE18DoJATFRf4iMHEmqKxeS1QKUM7fSR6w5Ev0BMtpEYkhlrSiIntppCpQKv34dX9uH1+/D4vHh9Xgw6PcGmIByiBbvPiK1ej6VSwqdVqLf5qTV4qNG4qaGeak8d9Z4GGtwuGlwNrb5v1NYq1NYCaIFQYDJRUQLJKTWYTPv+cOg+8vHrdLFs/f0Uamp0nGMbTWhu64XlR4KtVMP45GFs2exn0OC2s2mxdR8Ry0dtXsclRVGtG0ClJpkKKY56LETK+4nw/o7DtRGpwQWtlGgIgha/7xyKiy1Ex1Si16Xhcu/jcPt7ky+Ls5y3MFUTz0b7jYyqfR6Dr7nnlE4bCcIAnJVhZGfrKSs7eI2BqZcQHv45Pl/gvSJnVd3IS/FvM7wqlM17u+YBdaIyb9487rzzTm677bYWK1mh0b7H7/czd+5cCgsL6d27N8uWLWPKlCkAvPvuu9x0000kJCRgs9mYP38+v/32GwA6nY5XXnmFBx54gCeeeIKRI0dy3XXXsXZtS5GbkJDAV199xd13382tt96KRqPhnHPOaUpuvPzyy9x0000kJSXh8XgYOXIkH3zwQUBjfPzxx7nhhhtISGhcpHPmmWfyySefNO2/4YYbyM7O7lJh+9y5c9mzZw/jxo2jtraW4cOHs3r16iZvyKVLl3L99ddTW9vSePXTTz9l8+bNGAwGwsLCmu3btWsX8fHxvPvuu/y///f/yM3NJTExkZdeeonTTz+903G2h9qrrg16sgFmoHzZeyX9c5e1um994ihu1zdQ5QlMmBwP9IrEObW9SKo1ElEjElTpw1zRgLakEqWkrFUn8kBQ9EYahp9OVfwosuvDqK9pfh1J4yckKhdn4TqqS7u3LkySNMTFDCQmvB8hhiiMHjNU+mnRm6QH4NUreIwKHr0fl8FPg8ZLveihATf1fheVDdWUVTbv8Wa3iwwe4kQUv0GWu1bQaTCM5pef+yHLBmboRuEo1nbHcNpkXa9cBMdeHI6ldKmTdBfQ6aLJ3H8qpSUWQixB5JUV4vP5sNtFevVy4wjOx+P5LYBG0SKSeCY//RTS9HLR6/VEOsKI0IYgIrCxcAc2m58RI7fgcrWdjTYYBuD3l+L1Nk4FecVgnta/gve3KjKKaomxSiycFk54dCyCRodVL1GevVdtuXICcOWVVwK06lPVGnV1dcybN6+ZmOpOTj311GarF7uT9sYaqAFmzzB3UTkqnJN+DuuSSgkvaOnNMTprAx/ao/lvyjA+du7Cr5x4U7Fuwc+H1r1ghcNTSfH+IK7NSaLf2jyU/M6JG8HdgGndJ5jWfUKETk/t1EvJdoxqci73+yRKchOBBGIGluCuWU9ZThsO34KAKErI/sBEnN/vIytnK1k5B3t8HRBToUGxWAwhmLQ2DBjR+nUI9aDUnDiZwUPRugW0bgHzgXoeWr4R1dtlCkNryZFLySnLp6rKy9ofbYSEXMiw4Rm43T8HfD8BCVk+l2+/sWAxmzlXGomt+Oh/II/OjuWzugpCQ8/E7+/a0vLOoNeP55efexETlMQFdQnoykT8mt5URHgpMlWTl1PCli16goOTGTI0B6/nRxRavn51ujiys6aRkQH9Y3oTLQcTXKXHWiEhVB2clk0MnsjPmjS++1Zm0uQEFOULDmQFtdpw/P5R7NsbQmGhQliYwOAh3+Px5KKVK7jJt4Bnhj/GoNogrDrQGEC0aBH0OgJc4KVyAvLmm2+2Wt/VHaxbt46zzz77qFy7u1AzTm3wZ8g4QWMfq18iF2Mu/b3NYzLDUngurg/fVe5COUbfqLsLQYGLqvtx1lYJ0287u5yFAnANPYXCAeeRXaxD9jf/PQSFO9FqMhAkA2DF5zXjdploqGmsVwkKc6LRFFJftZ+K/P2trtTrKn17jaN/5HgMJTqUozzNdzTxaxTKIt3s0xexN7+xuLZPH4hPWIfbnd7uuVptCPl5M9i7F6LDojjF2Q9DzbH7ZK4J8fGR9xf69HUTFbWlRc1TdyCKelwN57Fpk4VJEcNIyWjbrdqrV8iMq2JL5V6s9noGDkzD5f7lj70CWs2p/PxzFJGOWMbUJWMrbf87tCIoZKTU8HPx7/Tq5SUmJpf8/Fj27BFQlMai5pjQKCrrqhClWkaPXofL3fhlosI4gUzdFCLkKgZqRxMfF4xB60cULezZU65mnE4ADm+5cjK2VOvOliuqcGqDP4twAkg0uvgi5ClMZe0Xhe+MGcTT4RH86jxxVt51hhRfMNOqojH4RQx+EZ1PQO8X0PkgNrcBw+a9rfbKOxx/eDyVEy4mV0ymsrwDISaAVifidR8UNBqdH3toBZJUhuyrxeepxtNQRUN1JQ211V3ur2cy2Rgx8ByihSQoPTGzUIFSEeVlvTadvJICBEFhzBgXVlsailyB11fWbBrPYBjExg3DqayUGfKHR5PUSY+mAwgGCb9DoZpy8ivTkEQtfa0jA/Lryk2qZ1XpBnw+H337QnzCTlyuzV2KoykeQYde3xuvN4G0faF4G0KZ6h6IrTwwoeHXKGQn1rK5ei+OkGpSemWQl5tEcaGDcYaBRGd3zum8LkjmZ3saOcV5hDpCiLdEEe22E1qkR+MRcJtlfghNo6wmnwkTm0/tiWI0QfYHiYsLR6cTVOGkcsKhCqcj5M8knAAi9R6+jViCtWRjh8duih/BstBwvqvai0/u2R/QhxIqm/lLWQqjdvswbdqL4nZ3eI578BRKBp5NTpUNd70fQYSQUA0hYgW24h2Yt65CcJbiGTCO2l7jqDTFU1Klw1XX+u9NEGUMRi9agxeN1osouRFFN+ACvCiyF0XxocheZL8X2eeiPC8N32GCLzw8CbPJgVajR6fVo9UY0Io6gkyRBNeEobRx/xON/IQGfnPtpqKqeWGy2SwQ5ACrRWbfPgFR1DA1fASJHbRPaQ3BKFFoyWV//mZyC3a1KlyTE0cwNHY62kKh3dp1t0khLaaCbWX7qG+oJylJIKVXFoLgQlEMyLIev1+Pz6fF75eQRD+SxoskeRqtIAQXIFJXH05xkYXs7MYkqVarZVBkX4ZkhneppY8sKuQm1rPDk0WKMYbe++1dFpeKoOA2KxhqW8/oyaLCtpRSthVvZ8rUfbhcjYXPzYSTXkQUgtizp0gVTionDKpwOkL+bMIJwKH1sSrmZYKLfgro+DJLOCtSRrLcW0xhQ8feID0Jh2zk4vLeTP6tFnF7xxk2RWfAPWgyun0bEWvaX3GnCALeviNpSByGyxpJgzaIetlEbYNAXY0PpZOzbRqtH0d4CX5vGiWZ2/F52hd8Wq2BcUNnEe1NRqnqJuNKSUAOE0FQEP0iglcAj9Jot3CEhe2ypLA/qYYMTwGVdVXU1jVfbWOz2jhdHEZQcedLNpVIie/2/o+KivyAjg8PT2JMn/MwFRppz6TIr1XITKjh9+o0nNXOTsel0WiIDokkRhdGZK0FR4m2007nx5v8hAbWVG1iwsR0EHKAwZiMs4mMjAG0GPR69mdmqsJJ5YShoaGBrKwsVTh1lT+jcAIwSzKrEv5HZMG3AZ/jFyR+TBnLmxYDG6vaKJLuwcyoS2HuJj3GdTvgKFtzyDo9/qgUfJHJeIJjcZnDcens1CtGPD4Jt0fA45bxuP2tLuCStH4c4aUo/iy8Liee+mpcdVW46mpbZFJEUWLU4HNJ0qSilHdBQImghEsUePezdc+31NSWt3qYwWAhLCSB4KAYgsxhmLUODJjQuXUoFd5OL0Tz6RTq7X5qTF7qtB4SC6zo6jtZzyQJlIeV8t2vr4GiIAhiY99Cexg6UyiiFITfb0MU/XgbdlGSuaNZXdrooTNJqunboXOCLCoUx7nxin60fgmNX0TrE9F4BTReAb8EfklG1oBfVPBLMpIsEFSi7dZm0ceL2mA/q/Q7qKiuJCY8isFDhhAdEUWI3g4age05e1ThpHLCUF5eTklJCX369Gn3OakKpzb4swonAL0o823ye8Tnfdrpc39JGs1zNiM7qjOPQmTHlxGeKK7ZGUHo99sDmsY7miiSBsUeii80lro+Y6mw9aHYqcNV33otjiDK6E1ezLYaFN8uijN+x39IoXxy4ggSI1IJliLROCWUhlauIwoIVgm/SabUl8/v+77F6TwyOwarJYQ+yWOIsvbC7LZChe+or+gX7Fo2VX9D2v71iJJETP+pVJWnojcYsBh9mKnD5C5H78xD1pkoCh5CRbUPqyOXusptlOc2Fq6PHTaLhKrex8qBoMfi0ygIgOQTqO2vwdfPRFhwKAajgbSiTPr3768KJ5XjiqIo1NfXU1JSQlBQULMmwq2hCqc2+DMLJwBBUPi812cMyH23S+ev6j2RJQaF9Nrcbo7sIBpRQ4wxnBpfo9/UsbJMiPRbmFWRzPBMsG/JRKloxxhQo0EwGlFq2rC37kYUUcI9aBLVvSdSqYvCJ4vIsoCsCMgyyLJAQ4OMx+VHb/JiD8mmqngjVcWHuTsLAvExA0mKHoIkaqmsK6KkPJOi4kz8/raL57V6Awjgc3tQOjvf+AcWi4MRA2YQ1ZCIEmCLnIARwB3t45vNr1BfX01ofG80hlOIpp7wLxYj1rXtWeYPjaFqwkUUGPpS76lF8K+mNHsv40dcSFxlsiqeAkQB6vpr8CbrQS+SX1FEXFxcwM1nVVSOJkFBQURGRiII7Wd7VeHUBn924XSAexP3cY3zaUSXs9PnyoLIl32nsNpkoE7xU6/4qPN7qJPd1PtceA9xJj/0aehT/Hj8nhbWB+GGEAYbIxjiExhcWcSAoj0YvA1N93KaHFRYQqg02ikw2thuNLDDX8u+2jy88tFpQisocIorkVPzg4nNbaAmSE9RsECG3cVOUyU7tCX4BJkUXzCj6sLpV2kipsSHLc+JWFIBHm/jSr72+vCJIkhS4zThEdoYKHojNVPmkR88ksJiGRRwhDvRaLOor8rGWZjdLBPV7thFkZCYZEyO3nhc0TjLbKA0vuFIGj+SVkbS+NFo/ej0LiSpDoRa/N5qvG4n9VWl1Ja3Xhun0xqZOHwu4bUxKPVHLqCUCIlNxd+QkbkRvdlCRMqZGHwxJP78Apqc1psDt4U3cSD7x19PnXsNRelbmTjyL8RUJJyc4kngqIxL1oAnRcepD81l48aNWCxdb7ysotIdaLXagDOfqnBqA1U4HWSwrZa3Ha9iK/7tmN7XK2rwavR4NToUBILqu9bmxCPp2RPVlx2OKIo0GrQK6BQFbdNDplKjIVOELF8NWQ0lNPi65lp9JBgUDWalsTWIFz9uwYcH/wEtAoCEgEHWYESHUdZgVXQMqQ9lQLmR2EIvlqwSlNyCgCwNvIkDKR99EdmuSOqqG8WJKMnYQmrQ6UvxufLxeuqQNDpESYcoakHUIog6FCWc6vJQPC4NJquGSGs9Qc59CIqMT2fGrzXhkwz4JD0+dPjQ4JPFxocPvD5wu2REyY01qApJU4qnvoCqkmwaDimmNhgsTB5+McGVYSiuzotGwaElzbeZTdu+QJQkovuORWQkyVnfYVq38uCByQl4HWY8Zj0NZok6k0i1QcHoFUhMq0G7M6OZVYWs0ZF70aM45S3k7/6VyaPmEVUe1zPFkySghIq4JRd1chXV9aWUVeVTUrYfQdQwIXUOQRWObu+r6E3UkXzjWKqqqrDZ2vakUlE50VCFUxuowqk5kiDzRq+fmJj/fwgnkQVBaygIFAdFsz84jl/sIazylJJXX3S8wwoYh2xkVEMkEV4jwS4tdreI1SVgrpexlTeg35berEZLkTS4h0yjLn4I1aYYKt1mqiq8bWovrV4kNBhC3TnY9v6AfucvrR/YAYog4EsciCtpKPUhSdRqw6hyG5AFJwZDOqXZm5pElMXiYPKQeVhLrAGt0hNMEkXmXNZuehdBkojqMw5BSSW6NhvH50sQ/D7QaKiZOIi3h9bwvTGr3etZZT0zapIYm28kek85wt79ABTPvo9SYyk521cxZfQlRPmSGp3cj1WLnDANLl09giIiIiEiICgigiwgekWo9aN4Wk6bCmYNriAXedV72ZX+I/X1f0xTCgJmuwNTUBh6UwgIGkqzNqNBy4TBcwiuCmu9/q0LqMJJpaeiCqc2UIVT61wYWcSjynNoq06+4u/22BvZn9WRyaySq9lbk328wzki7IqBC5wpjNuvIWRzFnJZy9VwsjUY18AJyAYrUl0lUnUZYlUpUkURgsd1VOPzh8dTNeYCSix98Iil+D27KNm/Fb/PR1hYIhP7XoiuQGw1uyM4tBRI+/l168cIWpGIlImYSCJi/y+YfvkIQVEQTCaKThnIi33z2akrASDGFIFWaJmmr/bVU+F2tth+XVkqp72ThlJXR9WZ15EXbiB76+d/BCEQGhJPREgiDms0Nn0wBsxovVqEBho9tI7kXVcS8ET62VH4I2kZHWeBrZYQQkPicdijsOiDKChLIz1rIygK9ohobGF9kKRoNJjR+HUY/C70DWXonQUIso+yuNHUaZzUVW2lpjifCUPmEFYbfcReYKpwUumpqMKpDVTh1DZGyc/jSb9zduVSpLqek4npLgodcWQGRVNoslKg1VMoQoHsotRbiyCARpCQEJEEEY0gIiDgVXx4FD8e2Ydb9uGVvWhFDaFaK2GSkVBBQ6gMYT4vBr8fRRCaPltlGrMzoiIjKSApMhpF+eNnhTqNlhpJS7UkUSMK1AhQi4xL8eNRZNyKv/Heio9yTw1OT1XTWAQFpjckMrk4mJhiL9bscsgpCKw1jSBAUjylfcPYGuvj+6BCBAXC/CZCfAYcXi12jwarR8LoETB4Qe9R0HtktG4/ujoPusIKlKKSNm0e/KExVI+9gPKgZNxiNqWZP1Ff7SQ5aQQjI85odPQWQI4Q2Ve9ka27vsMaEk5o7BiC3DbC1n2AJvuP9ie9k9gzIowlCXspEeswSHpm2PpwcWEm/QrbbpFSZo1gb1gi+yzB7NUI7PVWkVGbx0h3FHd9DOzPoWH02WT1T6WmYiv1zlLq2/Fu0moNhIXGExacQJQ9BZsSjFCuQAftcgSLhkprGb/tWtm0mjE0vjcGa+MKIAGh8W/CHw/Fh9/vRva58Ptc+L1u/D4PFkccWkMcRjkIW00F1r0/ott9mADTaBAiwlD0OsjMQTbbqJl0MWVh8TTIWVQX7mZcn5nYSm1dzq6pwkmlp6IKpzZQhVPH2LU+/pO4gVPK3kFsaN3DR+XEQkFgV/RAfgqL52ca2FaT1WI1oknWMtYVw7CqIBwNYuPHsNL4OECGw8NX9lzyNAdFmENnx6/I1HhrO9XT0KBoGOQOp3+Dg6RqPTGlfoKyyiEzr5mA88X3o3T8X3DqaynP+4XqsmIGDziVyqpCcvN3EpbQF0fwEEJKq7Gv/h9iQy30TiJtWBjL4wrZomsUGzGmCOZKIcxK/w17fTsrItvh16TRLDQp1NZWsfi33ljXbMGTMpja1Ol4dbbGujytG7/gxkcDHn89bnc17roK6qvKcNU2X2UpSTpSEocTFzYAq8aBR3HR4Kul1lVJdV0pzupiSsuykWU/9vBowqIGEuQyYduzAd2+zSgaLWi0IGmb/q8YLMhmO36TDdlgxW+wIGsMGPO2o9++FsHvQzCZ8PZNoDDRSn6QTJa5nr16J3u1ZfiERiGX4gvmgtJ4Bu31YPo9DW9YAmXj5lBpqMFbmcWo2LPQFbaeAWwPVTip9FRU4dQGqnAKnHC9l6fif2F88VIET23HJ6icMFQb7fwaN4QdZislgkKp7KHUV0epx0mtt67dc+06G6PMsYzxyIwuziC5tNHfSBZEqo1BOE1BVBmtVOnMuCUJt6jBI4q4RQmPKFItSmSKMvu9VWTXF7Vo32OV9UxsiGF4hZ2kQn+T9YNstuGcdiUVoSbKSzdhsIThMCQRumcbpt8+RQgJJnNqL95LLGTTH2LJpDExxZrMOVVOJu7/FbGLdgmHUq+3sHjgFN6v3ME9eUMZtuz3dldHKjoDvsgEfKFx+OzB+Kx63CYt9ZJMna+eupoKasoK8bpdIAjojSZ0Jgs6gxmNzoTZ7CDYa8a2exuGbWvbvI9gNCCYTSgaTeOKTFFszESJAookURsXTHqchl9CK/jJkItPkLHrbKQYw0kSjSR7/STXV5FUkY+jvoJdEX3ZFhTONkkhrb6cCaUOpqQbcGwvpnzcXyiz+jD66kg1j4WSwKfvVOGk0lNRhVMbqMKp80wMruJV/VPoK3tmE2CV5tTrzFSbHNTpTNTpjNRp9dRr9NRrtKQ4i+hXtKdbBAiAT9SQE5JAZlA0mSYrWRJk+xvIcZc31RjpFYnLy/szZasP3cZdIMvUjzsPbf5etDl7oXciv0wM4cWInbgEH3pJz2RbL86oq2PK/g1N1hXdzYbEUTxgFuhXZuT0PAf2Gj8mpxt9ZR1CuROl0hnQKke/IxxP4iC8waFILg9SfTVSdTlidRlCVSniIa10xNBgKocksjkJtlkrqZAaKBcbqBAbmjJFbaEVtfSzxDFINDO4oZ7BpZnElWcFPN7CoFg2RvVhg8ZE33Qtqdtd1MZMocyhwSFJJGn6BdQUWRVOKj0VVTi1gSqcukaYzsuncUuJzP/meIeicpJQbbSTHZLAryGxrPRXkFVXQD9vKFdkx9Prl1wa4sP4eISPFdZ9iILIGHtvznX5OWX/Bszuo288Co0i87mB01jjKaHIVdYse6ZTJBL8QSR4rES7zUQ0aAmpE7HVyhjrvOhrPWhqGxCqaqGqpnHFoyAg6HSg04FOCzotvrAg9vez8110BWsMWUSZwhlniCDZ68fq92H2ebB43Zi9LiyeBiTF39gRRhCRBQGlsQqK+LIsdP7ucb73SHrWJwyjSIkmeo8GhSFU2k0YcNPLlIqmkDan8FThpNJTUYVTG6jC6cj4X++1TM57CaGbMhIqKgfYGjeElWGxfFWXRbWnURj1tsRzrmDh7OythFcdWRuYI0UWREpskRTaIsg3B1GoN1IhilQJMlWKH6fsocpfT42vAa/sQ1ZkZBRkRcav+NHIAi5aTvmZNSZGWRIY51UYX5xB4h9ToycSv8eMwV2cgFzTj0pHKCjV9LEMRCfr8QlePLhw+etp8FTjDhKZdsMVqnBS6XGowqkNVOF05Nwcl8UdNf/ukuu4ikpHeCQ9a5NHE1NTTr+itlfF9VT8goQsSvhECVnUoPc2oOkhHmrp4f1x1qbiL0nEGZxIg+BGRkJWGtsAgYApzM65N5ynCieVHofmeAegcvLyfG4iG4MWsSj2K+KdvyHVHt9MgMrJhc7vZnpa20XSPR1J8SP5/WiPTQvGbqVXyW5gN4UxMWgZg1gsoNR6EatdaKobEOq9+PunHu8wVVS6hCqcVI4qvzltTHNeBFzEKSGVXOjYxyh5KyFlGxA87a/aUlFR6dlEVeUTxQowAAbwhmsptUdRZA2lLliBZ493hCoqnafHCaeSkhKuu+461qxZg0aj4dJLL+XJJ59Eo2k5lC+++IK7776b/fv3Ex8fzxNPPME555xzHKJWAVhd7mB1+RhgDEbpahKMbqySD4vkwyz5sWh8mEUf0do6YjRVRAhOQpQKbL5yDJ4KfJIRt8ZGvWSlVrBQjYU6DIjIaPGjxYcGP1rBh15xY5FrMPmrMHir0LorEV2VCL6j63qtotKTUfRWfPpgPLogXNogvKIOm7sYQ10eYkPXekUeilb2El2ZQ3RlDtVycDdErKJy7Olxwmnu3LnExMRQUFBAUVER5513Hk899RR33XVXs+PS0tKYPXs27777Lueccw4rVqzgoosuIi0tjZiYmOMUvcoBGvwSe2qPfe2YVeMjSu8hTOchVOchVOMmROPCKPrQCX60gr/xX/zo8OMQaghWnNj9FZg85ehcpYj1ZQhK6/MnisaArLfh19rwaK14JAse0YBW8aCR3UiyB0n2IMpuRL8HUfYiyB4EvxdkL/g9J20vQEVrQtYH4dXZcWttuCULAI0e6QoCCkJTyeXB0ktBUUAAS0M+Ouf+wO8nakFrQtaa8GuM+CUTXo0ZpzacIiGcbH8I+9zBbK+zk9VgxK7xEaLz4tB4Cda6CZI82CQPZsGDSfJixINJ8GAUPMT5cggv+/WE8S1TdBaqHQPJ0PVnvSeRLyqjKXTp0YsyRknGIMroRRmDJKMo4FXAL4v4EfAp4JYl8lw6Glxtd4eP1HsYZqtmoMnJcF0eg10bMZf9ri4AUfnT0aOKw9PT0+nduzf5+flER0cD8N577/H3v/+d7Ozm/cP+8Y9/sH79er755uCy+LPOOovRo0fz0EMPdXgvtThcpT0EQUFCQRJAEpTGTheKQJ1f7JZrmyU/FknGLPkxSX5Mkoxd48Ou8WCXvFglL1bJjU3wECZVE4oTh1yJxVuOwV2Gxl0JCCBKKIIEgoQiiAiKjNhQjtBNy9FlUxgFwaNYrwzkM2cipR4tjVJIaZRCCvgUkXy3jjpf2x/KgdLb3MDs0Fwm6tJIbtiGsXwXSDrqg/pQaOzFbjmBdfXRfFcRRolbe+QDbAej5OfiyALONe2if916DBW7j+r9ABS9jQZrIuWGOPKEGPb5wvmpJpLV5UH4lSN/7nWWRKOLKyMzmSZtJa7iF8T6soDPrY49Ffu1K9TicJUeR4/KOO3cuZPg4OAm0QQwYMAAcnJycDqdBAUFNTt20KBBzc4fMGAAW7duPVbhqpzEKIqA749v60fj2rU+DbVHMfEUpfeQbKon0VBPnK6WcE0dNtGFlQbM1GOmHqNch6j4kZEaV3gJEn4k/IKWPUo8H1Wm8F15MBz5DE7ApNUZWVTXB+gDnI1D66PWLeGtFY5dEH/Q4Jd4LT+O14gDzmCgtY6hlipCtS4ckhuHWI9dbMBKo/GmDwk/Ij4kfIj4FIkaRU+VbMDp11Pp01Pm1VPt07ZqfVTq0ZFWZYSqVnYeJ7IaDCzM7M9C+iMIc0m11JNgaCDOUEeUpo5wqYYQoYYgqrH6qzD7KtF7KtG4K1GEY/83U1HpDnqUcKqpqcFsNjfbZjI1ZoNqa2ubCae2jq2tbT217na7cbsPfguvqmp8dxoZbUBrNHZH+CoqJxBGfNhJB9L9QFdWbhlhTGw3h9WjMZJOKOkyjZ2ZO4sI6P94tEKwGcY4uh7dscFEKVCqAN4/HoejaXz0N2mAD+lBkx4qKkAPE05ms5n6+vpm2w78bLVaAzr28OMO8Nhjj7U6hffR3887kpBVVFRUVNqhpqYGu91+vMNQUQmYHiWcUlNTKS8vp7i4mIiICAB27dpFbGxsixdeamoqmzdvbrZt165djBw5stVrL1iwgNtvv73pZ6fTSUJCAjk5OSf9i7q6upq4uDhyc3NP6loDdZwnH3+WsZ6M41QUhZqammalFyoqPYEeVRwOMGnSJGJjY3n55ZcpKyvj3HPPZc6cOSxcuLDZcXv27GHYsGH873//Y9asWaxYsYIrrriCrVu30qdPnw7vc6A4/M9QuPhnGas6zpOPP8tY/yzjVFHpCRz7ZRhHyPLly/H5fCQlJTFmzBjOPPNM7r//fgAsFgtLly4FoF+/fnz88cc8+uijOBwOHn74YT788MOARJOKioqKioqKSmv0qKk6gIiICD744INW9x1e+H3GGWdwxhlnHIuwVFRUVFRUVP4E9LiM07FCr9fz4IMPote3scTlJOLPMlZ1nCcff5ax/lnGqaLSE+hxNU4qKioqKioqKscLNeOkoqKioqKiohIgqnBSUVFRUVFRUQkQVTi1QklJCTNnziQoKIjQ0FBuu+02fL6Tq/FqaWkpvXr1Ys2aNU3bfvvtN8aMGYPFYiEpKYlXX331+AV4hGzdupXTTjuN4OBgIiMjufzyyykra+yjdTKNc/Xq1YwZMwabzUZkZCS33norDQ2NLT5OpnEewO/3M3XqVK688sqmbSfbON977z00Gg0Wi6XpcdlllwEn31hVVHokikoLpk6dqlxyySVKXV2dkpGRoQwcOFD597//fbzD6jZ++uknJSUlRQGU77//XlEURamoqFCCg4OVJUuWKF6vV1m1apVitVqV33777fgG2wXq6+uVqKgo5YEHHlDcbrdSVlamzJgxQznnnHNOqnGWlJQoBoNBef311xW/368UFBQoqampygMPPHBSjfNQ7r//fkUUReWKK65QFOXket4e4I477lCuvPLKFttPxrGqqPREVOF0GGlpaQqg5OfnN21btmyZEh8ffxyj6j7eeOMNJT4+Xlm2bFkz4fTKK68ovXv3bnbsDTfcoFx++eXHIcojY8+ePcqZZ56p+Hy+pm2ffPKJYrPZTqpxKoqiVFdXK4qiKLIsK9u3b1d69eqlPPfccyfdOBVFUVatWqUMGDBAufDCC5uE08k4zsmTJytLlixpsf1kHKuKSk9Enao7jJ07dxIcHNysDcCAAQPIycnB6XQev8C6iTPOOIOMjAzmzp3bbPvOnTsZNGhQs20DBgxg69atxzK8bqFv3758+eWXSJLUtG358uWMGDHipBonHOzRGBcXx6BBg4iKimL+/Pkn3ThLSkq4+uqreeedd5oae8PJ9bwFkGWZzZs38/nnn5OQkEBsbCzXXXcdlZWVJ91YVVR6KqpwOoyamhrMZnOzbQfeqA832OyJREZGotG09D1ta9w9fcyKovCPf/yDTz/9lGeeeeakHWdaWhr5+flIksScOXNOqnHKssyll17K7bffzpAhQ5rtO5nGCY21h8OGDWPOnDns3r2bX375hbS0NC699NKTbqwqKj0VVTgdhtlspr6+vtm2Az8f+HZ/MtLWuHvymKurq5kzZw5vv/02P/74I4MGDTopxwlgNBqJjo7m8ccf56uvvjqpxvnYY49hMBi49dZbW+w7mcYJjZ0RfvzxR6666ipMJhPx8fH8+9//5ssvv0RRlJNqrCoqPRVVOB1Gamoq5eXlFBcXN23btWsXsbGx2O324xjZ0SU1NZWdO3c227Zr1y5SU1OPU0RHRkZGBqNGjaK6upqNGzc2TXGcTOP85Zdf6NevHx6Pp2mb2+1Gp9MxYMCAk2acb731FmvWrCEoKIigoCDeeecd3nnnHYKCgk6qvyfAtm3buOeee1AO8SV2u92Iosjo0aNPqrGqqPRYjnON1QnJxIkTlb/85S9KdXW1sn//fmXgwIHKgw8+eLzD6nY4pDi8rKxMCQoKUp566inF4/Eoq1evVqxWq7J69erjG2QXqKioUOLj45Urr7xS8fv9zfadTOOsqalR4uLilL/97W+K2+1WsrKylNGjRys33njjSTXOw7niiiuaisNPtnHm5uYqZrNZefzxxxWv16tkZ2crY8eOVa6++uqTbqwqKj0VVTi1QlFRkTJnzhwlJCRECQsLU+64445mK7ROFg4VToqiKBs2bFDGjx+vWK1WJTk5WXn99dePW2xHwn/+8x8FUEwmk2I2m5s9FOXkGaeiKMrOnTuV0047TQkKClISEhKU++67T3G5XIqinFzjPJRDhZOinHzjXLNmjTJu3DjFarUqYWFhyq233qo0NDQoinLyjVVFpSei9qpTUVFRUVFRUQkQtcZJRUVFRUVFRSVAVOGkoqKioqKiohIgqnBSUVFRUVFRUQkQVTipqKioqKioqASIKpxUVFRUVFRUVAJEFU4qKioqKioqKgGiCicVFRUVFRUVlQBRhZOKioqKioqKSoCowklF5Shyww03YLFYsFgsGAwGRFFs+tlisfDDDz9gsVjIyck5JvF4vV4mTpzI/v37O33uo48+yuLFi49CVCoqKio9B9U5XEXlGPHGG2+wcOFCsrKyjlsM999/P36/n0cffbTT53o8HoYMGcKKFSvo37//UYhORUVF5cRHzTipqBxHsrKyEAShSUwJgsDLL79Mnz59MJlMnHvuuWzatIkJEyZgsVgYNWoU6enpTecvW7aMwYMHY7fbGTFiBN98802b9yotLeWZZ57hlltuAWDNmjUkJibyxBNPEBkZid1u595772XlypX06dMHq9XK7NmzcbvdAOh0Oq688koefPDBo/cLUVFRUTnBUYWTisoJxtKlS/n111/JyMjgp59+4vzzz+fVV1+luLgYvV7flC364osvuOGGG1iyZAkVFRU89NBDzJ49m507d7Z63TfeeINRo0YRHR3dtC07O5vCwkJyc3NZtmwZjz32GEuWLOG3335j27ZtfP/997z33ntNx1988cV8+OGHlJSUHN1fgoqKisoJiiqcVFROMG699VaCg4OJiooiNTWV2bNn069fP8xmM6ecckpTdmrJkiXceOONTJ48GUmSOOecczj33HN58cUXW73u6tWrGT9+fIvt9957L1qtltNPPx2AG2+8EYfDQVJSEqmpqc2mFuPj44mKiuL777/v9nGrqKio9ARU4aSicoIREhLS9H9JknA4HE0/i6KILMtA4zTfM888Q1BQUNNj5cqVbRaa5+TkEBMT0+b9JEkCaPN+B4iNjSU3N7eLo1NRUVHp2WiOdwAqKirNEQQhoONiY2O5/PLLueeee5q25eTkYDQaWz2+NRHUmfsdwOfzNYksFRUVlT8basZJRaWHct111/Hss8+yYcMGADZu3MiIESN49913Wz0+ISGB/Pz8I75vQUEB8fHxR3wdFRUVlZ6ImnFSUemhzJkzh9raWubPn09OTg7BwcH87W9/49Zbb231+NNPP50PP/zwiO65f/9+ysrKmD59+hFdR0VFRaWnovo4qaj8SSguLqZPnz7s2rWr1VqnQHjsscfYunUry5Yt6+boVFRUVHoGqnBSUfkT8Y9//AOv18vjjz/e6XPdbjcDBw7kiy++oE+fPkchOhUVFZUTH1U4qaj8iXC73UydOpW3336blJSUTp37r3/9C71ez1133XWUolNRUVE58VGFk4qKioqKiopKgKir6lRUVFRUVFRUAkQVTioqKioqKioqAaIKJxUVFRUVFRWVAFGFk4qKioqKiopKgKjCSUVFRUVFRUUlQFThpKKioqKioqISIKpwUlFRUVFRUVEJEFU4qaioqKioqKgEiCqcVFRUVFRUVFQC5P8DwEvaQ2+XGpMAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels_df = analyze.get_module_labels(config,0,3600,subgroups=[\"k10\"])\n", "module_usage = analyze.get_module_usage(config,labels_df,binsize=60)\n", "fig = plot.module_usage_sandplot(config, module_usage,convolve=30,long_legend=True)\n", "if save:\n", " fig.savefig(save_path+\"demo2-2-b_visualize-usage_subgroups-network.png\",dpi=300)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-07-20T07:14:35.377656Z", "start_time": "2025-07-20T07:14:28.211923Z" } }, "id": "610054736b4a1ffd", "execution_count": 77 }, { "cell_type": "code", "outputs": [], "source": [], "metadata": { "collapsed": false }, "id": "c53596b6c1e2d82c" } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 5 }