diff --git a/examples/epiabm_rt_inference/northern_ireland/coloured_regions/3_colours_map.png b/examples/epiabm_rt_inference/northern_ireland/coloured_regions/3_colours_map.png new file mode 100644 index 0000000..6ce7064 Binary files /dev/null and b/examples/epiabm_rt_inference/northern_ireland/coloured_regions/3_colours_map.png differ diff --git a/examples/epiabm_rt_inference/northern_ireland/coloured_regions/3_colours_prevalence.png b/examples/epiabm_rt_inference/northern_ireland/coloured_regions/3_colours_prevalence.png new file mode 100644 index 0000000..de29ca9 Binary files /dev/null and b/examples/epiabm_rt_inference/northern_ireland/coloured_regions/3_colours_prevalence.png differ diff --git a/examples/epiabm_rt_inference/northern_ireland/coloured_regions/coloured_regions.ipynb b/examples/epiabm_rt_inference/northern_ireland/coloured_regions/coloured_regions.ipynb new file mode 100644 index 0000000..70f5bbf --- /dev/null +++ b/examples/epiabm_rt_inference/northern_ireland/coloured_regions/coloured_regions.ipynb @@ -0,0 +1,221 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "16c85f0d-b781-413e-817f-4dcbb0594d55", + "metadata": {}, + "source": [ + "# Coloured regions" + ] + }, + { + "cell_type": "markdown", + "id": "29d75b51-d0cf-4979-8f2c-70191b16450e", + "metadata": {}, + "source": [ + "This notebook is used to create a 9-region map of Northern Ireland." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "c7e891fe-cb69-4701-b890-f0d527fa67c2", + "metadata": {}, + "outputs": [], + "source": [ + "import math\n", + "import glob\n", + "import os\n", + "from PIL import Image\n", + "\n", + "import pandas as pd\n", + "import matplotlib.animation\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.cm as cm\n", + "import matplotlib as mpl\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "id": "64bcfaab-6757-44da-ad0c-bac78322cfbd", + "metadata": {}, + "source": [ + "Firstly, we read in the demographics file from one of the simulations (contains the necessary geospatial data)." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "0210c1d1-6876-4f1d-92a0-6c884c5ab1d3", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "dem_file = 'demographics_r_0_2.csv'\n", + "\n", + "df = pd.read_csv('demographics_r_0_2.csv', low_memory=True, dtype={'id': str, 'age': 'int8', 'location_x': float, 'location_y': float, 'kw_or_chr': str})" + ] + }, + { + "cell_type": "markdown", + "id": "69df0460-566b-4c93-896f-c4a1ac78b8ac", + "metadata": {}, + "source": [ + "Next, we extract the $x$ and $y$ coordinates of the points on the Northern Ireland map, and cut the map into 9 regions based on these coordinates. We also choose colourmaps for the nine regions." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "eea9ce48-149c-4009-8c2c-2ec96739b629", + "metadata": {}, + "outputs": [], + "source": [ + "x_locs = sorted(list(set(df['location_x'])))\n", + "y_locs = sorted(list(set(df['location_y'])))\n", + "\n", + "# Splitting into 9 regions\n", + "min_x = min(x_locs)\n", + "max_x = max(x_locs)\n", + "min_y = min(y_locs)\n", + "max_y = max(y_locs)\n", + "x_divisions = np.linspace(min_x, max_x, num=4)\n", + "y_divisions = np.linspace(max_y, min_y, num=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "6fbc330d-fcce-439c-908a-9a092f18371a", + "metadata": {}, + "outputs": [], + "source": [ + "# cmap = mpl.colormaps['Set3']\n", + "# cmap2 = mpl.colormaps['Paired']\n", + "# cmap3 = mpl.colormaps['Set1']\n", + "# cmap4 = mpl.colormaps['Accent']\n", + "# colours = [\"lightgrey\", # Background, grey\n", + "# cmap2(11), # Region 1, brown\n", + "# cmap(5), # Region 2, orange\n", + "# cmap3(8), # Region 3, dark grey\n", + "# cmap(4), # Region 4, blue\n", + "# cmap(9), # Region 5, purple\n", + "# cmap(11), # Region 6, yellow\n", + "# cmap(3), # Region 7, red\n", + "# cmap4(0), # Region 8, green\n", + "# cmap3(7), # Region 9, pink\n", + "# ]\n", + "\n", + "cmap5 = mpl.colormaps['tab20b']\n", + "cmap6 = mpl.colormaps['tab20c']\n", + "colours2 = [\"lightgrey\", # Background, grey\n", + " cmap6(2), # Region 1, light blue\n", + " cmap6(1), # Region 2, blue\n", + " cmap6(0), # Region 3, dark blue\n", + " cmap5(6), # Region 4, light green\n", + " cmap5(5), # Region 5, green\n", + " cmap5(4), # Region 6, dark green\n", + " cmap5(19), # Region 7, light purple\n", + " cmap5(18), # Region 8, purple\n", + " cmap5(16), # Region 9, dark purple\n", + " ]" + ] + }, + { + "cell_type": "markdown", + "id": "57207ac4-5cb7-4bda-8242-bf37a0a52d14", + "metadata": {}, + "source": [ + "And here we convert the $(x, y)$ pairs into coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "bd43f813-6728-4900-b366-82863da5bb0c", + "metadata": {}, + "outputs": [], + "source": [ + "coord_map = {}\n", + "\n", + "for i in range(len(x_locs)):\n", + " x = x_locs[i]\n", + " for j in range(len(y_locs)):\n", + " y = y_locs[j]\n", + " coord_map[f'{y}-{x}'] = (len(y_locs) - j - 1, i)" + ] + }, + { + "cell_type": "markdown", + "id": "1aa03d34-9068-427c-87f5-a4e8a1e12185", + "metadata": {}, + "source": [ + "Finally, we create the map by colouring each pixel according to its region." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "636a852d-bc7f-47e9-afcd-c4d0e9e59b0d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def create_map(ax, df, filename):\n", + " img_grid = [[0] * len(x_locs)] * len(y_locs)\n", + " img_grid = np.array(img_grid)\n", + " rows = zip(\n", + " df['location_x'],\n", + " df['location_y']\n", + " )\n", + " for row in rows:\n", + " coords = f'{row[1]}-{row[0]}'\n", + " idx = coord_map[coords]\n", + " xval = 0 if x_divisions[0] <= row[0] < x_divisions[1] else 1 if x_divisions[1] <= row[0] < x_divisions[2] else 2\n", + " yval = 0 if y_divisions[1] < row[1] <= y_divisions[0] else 1 if y_divisions[2] < row[1] <= y_divisions[1] else 2\n", + " img_grid[idx] = 3 * yval + xval + 1\n", + " im = ax.imshow(img_grid, cmap=mpl.colors.ListedColormap(colours2), interpolation_stage='rgba')\n", + "\n", + " fig.savefig(filename, bbox_inches='tight', dpi=im.axes.figure.dpi*4)\n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(7.5, 4))\n", + "plt.axis('off')\n", + "fig.tight_layout()\n", + "create_map(ax, df, '3_colours_map.png')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/epiabm_rt_inference/northern_ireland/northern_ireland_further_analysis.ipynb b/examples/epiabm_rt_inference/northern_ireland/northern_ireland_further_analysis.ipynb new file mode 100644 index 0000000..cc52325 --- /dev/null +++ b/examples/epiabm_rt_inference/northern_ireland/northern_ireland_further_analysis.ipynb @@ -0,0 +1,579 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2892f04b-5693-4c5a-85c2-aae4ca6854ac", + "metadata": {}, + "source": [ + "# Northern Ireland Further Analysis" + ] + }, + { + "cell_type": "markdown", + "id": "9e60f094-1ae3-4c3e-81b2-f2f3f0ccbfc0", + "metadata": {}, + "source": [ + "## Introduction" + ] + }, + { + "cell_type": "markdown", + "id": "bef36271-bfa9-4815-9139-8726830f9a8d", + "metadata": {}, + "source": [ + "This notebook is for making further plots from the inference and optimisation performed in the `northern_ireland_rt_inference.ipynb` notebook within this directory. Here we will compare the inference of varying levels of parameters." + ] + }, + { + "cell_type": "markdown", + "id": "faacc637-224b-4789-89b2-0e6496424d3b", + "metadata": {}, + "source": [ + "## Multi-panel figures - main paper" + ] + }, + { + "cell_type": "markdown", + "id": "0b351c01-3ae3-4170-804a-5fb0e7b0b546", + "metadata": {}, + "source": [ + "We now wish to capture all of the above information into two separate figures. The first will include all information regarding the EpiABM simulation; that is, the SEIR curves, the $R_{t}$ and secondary infections plot, and some Northern Ireland data. The second captures the inference results, which involves the inferred SEIR curves, the crude estimates and the inferred $R_{t}$ plots." + ] + }, + { + "cell_type": "markdown", + "id": "23b33bd7-dc9f-494e-aa15-45316cf81562", + "metadata": {}, + "source": [ + "### EpiABM figure" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "8edf9cb6-41f3-4a0d-a717-a47985eae9bd", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib import image\n", + "import numpy as np\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "c4b51e6b-d1d0-4d2f-b2a8-88d3df9c27cc", + "metadata": {}, + "outputs": [], + "source": [ + "radius = \"r_1\"\n", + "seir_path = f\"NI_outputs/{radius}/SEIR.png\"\n", + "spatial_NI_path = f\"NI_outputs/{radius}/output_NI_grid.png\"\n", + "Rt_path = f\"NI_outputs/{radius}/secondary_infections_mesh.png\"\n", + "paths_epiabm = [seir_path, spatial_NI_path, Rt_path]" + ] + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(24, 16))\n", + "fig.add_subplot(2, 2, 1)\n", + "fig.add_subplot(2, 2, (2, 4))\n", + "fig.add_subplot(2, 2, 3)\n", + "axs = fig.get_axes()\n", + "labels = [\"A\", \"B\", \"C\"]\n", + "for i, ax in enumerate(axs):\n", + " ax.set_axis_off()\n", + " ax.set_title(labels[i], fontweight=\"bold\", fontsize=\"xx-large\")\n", + " img = image.imread(paths_epiabm[i])\n", + " ax.imshow(img)\n", + "fig.subplots_adjust(wspace=0.0, hspace=0.1)\n", + "fig.savefig(\"panels/r_1/epiabm_panel.png\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "markdown", + "id": "ccfea56c-3f55-4124-80aa-1f1d553ac5e5", + "metadata": {}, + "source": [ + "### Inference figure" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "d468c140-1eaa-4dda-8d9f-01ab6f436c19", + "metadata": {}, + "outputs": [], + "source": [ + "inferred_seir_case1_path = f\"inference_outputs/{radius}/bgk_AR1_prev/inferred_SEIR_CI.png\"\n", + "time_varying_estimates_path = f\"NI_outputs/{radius}/crude_estimates.png\"\n", + "inferred_Rt_case1_path = f\"inference_outputs/{radius}/bgk_AR1_prev/inferred_case_R_t_CI.png\"\n", + "inferred_Rt_case2_path = f\"inference_outputs/{radius}/b_epiabm_AR1_prev/inferred_case_R_t_CI.png\"\n", + "paths_inference = [inferred_seir_case1_path, time_varying_estimates_path, inferred_Rt_case1_path, inferred_Rt_case2_path]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "56e8dda7-0c9e-4c97-8183-920ca0e8447c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(16, 24))\n", + "fig.add_subplot(3, 2, (1, 3))\n", + "fig.add_subplot(3, 2, (2, 4))\n", + "fig.add_subplot(3, 2, 5)\n", + "fig.add_subplot(3, 2, 6)\n", + "axs = fig.get_axes()\n", + "labels = [\"A\", \"B\", \"C\", \"D\"]\n", + "for i, ax in enumerate(axs):\n", + " ax.set_axis_off()\n", + " ax.set_title(labels[i], fontweight=\"bold\", fontsize=\"xx-large\")\n", + " img = image.imread(paths_inference[i])\n", + " ax.imshow(img)\n", + "fig.subplots_adjust(wspace=0.0, hspace=-0.55)\n", + "fig.savefig(\"panels/r_1/inference_panel.png\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "markdown", + "id": "3f2252ba-034a-4439-809b-cafec700db88", + "metadata": {}, + "source": [ + "### r = 0.2 figure" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d2c83dd8-202c-4c04-b74c-e7f15eb0a5a5", + "metadata": {}, + "outputs": [], + "source": [ + "seir_path = \"NI_outputs/r_0_2/seir.png\"\n", + "inferred_seir_path = \"inference_outputs/r_0_2/bgk_AR1_prev/inferred_SEIR_CI.png\"\n", + "inferred_Rt_path = \"inference_outputs/r_0_2/bgk_AR1_prev/inferred_case_R_t_CI.png\"\n", + "branching_Rt_path = \"inference_outputs/r_0_2/branching_inferred_Rt.png\"\n", + "paths_inference = [seir_path, inferred_seir_path, inferred_Rt_path, branching_Rt_path]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "00cb5d4f-7f39-4e59-9733-76589d1f4305", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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u2Evwgb1YCgsYnnATIYWBtEv5mMlrnsBXWcaqUh9f5+Xx446d/Pvd+exyV9G8eXMGDRrEoEGDaN++PS1btiQ+Pl6z7oo0MNM08Xq9/oBEIYk0FLvdjs1mw+PxNHQpJxUFdiIiIiIip5GfhsQjJARCQgyIbwHDWwA1YZ7XC+WlXsYWGZyZZSEgOwT3mggq12+jy/pVDM/dQqXF4IvYPrzbbRSVVZtYu/Z73nnnHWJiYmjfvj19+/blvPPOo2fPnrhcrgY+YpHTm4I6aQz0OvztFNiJiIiIiAjgn4SW0HAroeEQnwCmmUT1uTfjKS7Hm3eA/T/sJX/+N5QUt8bhvIRIVw538gf2Xzqc74J9fPrNVzy9ciWvv/46Xbp0YeLEiZx33nmaxELkNOd2u/H+NFTAoSwWC3a7vc7YmMfTCy+8AMDNN9/8i49jmibV1dVYrVa1EJZGQYGdiIiIiIgckWHULM4AK86AEMymIYR0jCfusv7E5UHiVgv5n6bTtqSQM+a+zpC4Nky95la+C7Mzd/nXbPhhHZMmTSI2NpbJkydz/vnnk5iYqA/DIqehRx99lAULFlBdXU1GRgZNmzYlKCiI9u3b88ADD9C6dWv/tsc72M/JyfnVbfbv38+dd97JxIkTGTZs2HF9fJHfQ4GdiIiIiIgck5rP0AaG1aBJDAxtCiU9e5Pb71VKPvwQx5IviHn4TgZ2GUyPW/9M+i13suK7L/j880U88MADzJ07l6uuuopRo0aRkJBwQlvUiEjjctddd/GXv/yFrKws7r77bm655RZ69erFihUr2Lt3L6tWrcLr9dK2bVuys7MZPXo0VquVTZs2sXv3bsaOHQvApk2bWL58OT6fjx49etC7d+86M49WV1fz3XffsW7dOmJjYykoKCAysmaE0KysLJYtW0ZmZiZRUVEMGjSI+Ph4fvzxRzZt2sScOXPYtGkTI0eOJCgoiG+//Zbs7GyioqI466yziI2NVUthqRf6CykiIiIiIr+LYUBomIXEcd2JfvI+vDNmsukPj+PdtYdvXktn7boejBlzJzNmvMI///lPSktLueeee5g4cSKvvfYalZWVmKbZ0IchclowTRO3201FRcUJWdxu91F/nwMCAggJCSEoKAibzUZgYCBOp5Ovv/6a++67j3379hESEsKmTZt4++23/RMUrFu3jrfeeguAH374genTp1NeXo7H42H69OmsWbOm1uOapsl3333H9OnTqaysZPv27SxdutTfHTczM5OsrCxCQ0NZt24dTz31FAcOHCAgIICAgACioqJo1qwZLpeL1NRUcnNzCQkJ4fvvv+fRRx+lqqrqBD5LIj9TCzsREREREfmfWCwGodEOQs5uS/MBiaw5/2I2LgwmfYVByYrNnHdmPuOunMD48Rczc+arvPLKK9x+++18+umnPPbYYyQlJWGz2dRqReQE8ng8TJw4kUWLFvlvM03T/3t36OVD/dLth7vooot44YUX6rR2OxZ9+/blhhtuIDg4mPnz5x9xG6/Xy9y5c+ncuTNjx47FYrGQn5/PrFmz6NOnj3+7yspKPvvsMwYPHswf//hHysvL2bJlCz6fD4DOnTsTFxeH2+0mOTmZRx99lNzcXBISEmjVqhXDhw9n2LBhGIZBkyZNSEpKwu120759e6ZMmUJ+fj6xsbG/+RhFfisFdiIiIiIi8j/zj3cXZKfPhc0JbQcff+jjrJmP0+GzL9i56W4i77mB22+/k/Hjx/P8888zZ84cLrzwQm6//XbGjx9PRESEQjuRE8QwDLp16+ZvuXa8de7c+Xf//rZr147g4GCsVmudfRwM2srKyti3bx9Lly5l7dq1QE2I16lTp1rbV1ZWsn//fnr37o3L5SIgIIC4uDgsFgter5fly5fz5ptvUlFRQXl5ORs2bKCkpITIyEgMw8AwDCwWCz6fjyVLljBr1iyqq6uprKwkLS2N7OxsBXZSLxTYiYiIiIjIcWWzQadO0CQK0pw3kPVcDsnzH2NrUTklf72LTt2TeeSRR+jXrx9PPvkk99xzD8uWLePuu++mQ4cODV2+yCnJarVy++23n7Bu6BaL5XePS3loC1uXy0VFRYV/XW5uLh6PB7vdTmBgIOPGjeO6667zP9bhLfrsdjvBwcHs378fn89HdXU1RUVFREVFUVZWxnvvvUfXrl258sorycrK4o9//CNer9cf1h08P2VlZbz11lv079+fiy66iKysLCZOnHjEmW5FTgQFdiIiIiIictxZLNCshYXQWwaRkvAvch+8k66fP8nqci/fT7ubXgMCueiii+jWrRtPPfUU8+bNY+PGjTzyyCOMGDHiiC1tROT3Mwzjd3VXrW+tW7cmJyeHTz/9lJCQEBYtWuRvKTdixAieeeYZkpOTSU5OZufOnbhcLs477zz//QMDA+nbty9vvPEGycnJ5OTksHz5cn83WqfTSUZGhv8xduzYAYDT6SQkJIQffviB9u3b+8fYS01NJScnh/fff5+MjIyGOi1yGtKkEyIiIiIicsIEBFpoO64jxY++QEbyEDqufpMfnvmGzz4zqKy00rZtW5577jmef/55iouLueGGG/jPf/5DaWlpQ5cuIieA0+mkQ4cOhIaGYrVaSUpKolmzZv71HTp04P777+ett97ivffe44ILLqBnz54AjB07lvvuu4958+Zx55138vnnnxMdHV1r/xaLhbFjxzJ+/HiefPJJNmzYwEUXXUTr1q0JDg7mhhtuwO1288ADDxAQEMCECRMIDQ0lNDSUa665ho0bNzJ58mQ2b97MX/7yFwoLC3nwwQdp1qwZY8eOJSQkpF7Pl5y+DFPTMomIiIjIacjn8zFjxgyqq6uZPHkyVqu1oUs6pVVWwvqP0tk14yu+j7uYSmsQo0fDqFHgcOAfL+qvf/0rGzdu5JZbbuGPf/wjMTExDV26yEnJ6/WSnZ1NcHAwoaGharEqDcbr9ZKTk0NgYCBhYWH+12JKSgpTpkxh/vz5OJ3OBq6y8VELOxEREREROeFcLugxJo7gW66myhZIs/IUCmbMZ9UqE68XDMPC4MGDee655xg2bBjPPPMMd955J7t378Y0zRM27paIiEhjpMBORERERETqhdNpMGKEwQXDyhi34UHGfXUb25/7gi2bfJhmzaD4nTp1YubMmVx//fV89NFHXHvttWzcuLGhSxcREalXCuxERERERKReGAYEBcHQ84OpuPpmvA4XAxf/je9e/5G9aSamWTMwfnBwMP/4xz946KGHSElJYdKkSaxcuVKzM4qIyGlDgZ2IiIiIiNSr0FBoe21/1o+4h/jCjSR99hwL5xZSXFyz3jAMAgICuOGGG/j73/9OVlYWf/zjH/niiy/weDwNW7yIiEg9UGAnIiIiIo3azp07mTp1Kv379+f++++npKSkzjb5+fnceuutdO/enV69etGrVy8WLFiAz+drgIrlWDRpahB7+xWsaX8VA1JmYXz4AR9+4KO8HA4OVxccHMzll1/OjBkzyMzMZOrUqSxcuFChnYiInPIU2ImIiIhIo9e7d29GjRpFTk7OEbtFer1eMjMzefTRR1m0aBGLFi1i+PDhmhWxETMMg+SeIXj/+Cc2x4+ipS2Tb5fCypVw6FPsdDoZOXIkb7/9Ng6Hg2uvvZb58+dTVVXVcMWLyCnH5/ORmZnJ8uXLWbVqVa11ZWVlbN68mdLS0qPuwzRNcnJyWLFiBStWrKi3yXI2btxITk7Ocd+vx+Nh+/btZGdnH/d9y69TYCciIiIijVqbNm2YMGECHTp0+NVtFy1axNtvv83mzZvx+XwK7Bo5u92g3fnJfHf503ze5Q6CQgyWLoXs7J9b2QFYLBaGDBnCM888Q1JSEn/+85+ZPXs2FRUVDVe8iPxmCxcu5Omnn2bnzp3+2/bu3cu///1vPvjggwadDfrAgQM888wzvPrqqyxdurTWurKyMjZs2EDxwX77v6C0tJSXXnqJF198kcWLF5/Icmt54IEHWLJkyXHfr8fjYfPmzezbt++471t+na2hCxARERER+V85HA5GjRqFz+ejtLSUxx9/nIkTJ3LRRRdhtVr92/l8PqqqqvB4PJimSVVVFRaLvsNuKIYBMc0snDmmBVtmmiSW7MDYkcV3HQYy9iIbdvvP29psNoYMGcILL7zAxIkTeeCBBzBNkyuvvBKHw6FwVuQksGjRIubNm4fVaqV169YAfPvttzz++OOcc845jB071h/aHfx5+O/2oaGeYRgYhoFpmpim6b986P2OdP/D9wGQm5tLWloaf/rTn+jZs2et+0RHR3PppZdis9mO+lglJSVs27aNa6+9lqFDh9Z5vENrOXQfXq/Xv+9Dj9FisRz1eI90fMdyrMd6Hm02G2PGjPH/nTzac3Ok/cn/RoGdiIiIiJz0wsLCuPbaa/0fMmJiYnj33XcZNWoUwcHB/u1ycnJ46KGHWL16NaZpkp+fz913392AlYvVCr16QdquarrcdSvO6hJmh8yga48utGlrcOhnPqvVSs+ePZk7dy4TJ07kjjvuwOfzMWHCBFwuV8MdhIgcE6vVSpcuXdi+fTs5OTm4XC42bNhAx44dcTqdAJSXl/Pmm2/yzjvv4PF4GDJkCFOnTiUqKooPPviAmTNnsn//ftq1a8fUqVPp3r07P/zwA//85z9JTk5m6dKlBAUFcffddzNw4MBawZHX62X58uU8++yzpKWl0b59e6ZOnUqnTp248cYb2bRpEz/88AMTJ07knnvu8d9v165d/OMf/+D2228nKiqKqVOn0qpVKzZs2IDVauWPf/wjI0aM4Prrr2flypWsXbuWyy67jHvuuYd58+YxZ84cKioqGDJkCJMnTyYiIoJ77rkHt9vNgQMH8Hq9jBgxghUrVmC1WiksLOTuu+8mIyODV155haKiIrp06cK9995LQkICKSkp/O1vf2P79u0MHjz4iC3gTNNk3bp1PPPMM2zfvp2wsDD+9Kc/ce6557J7926effZZ1q1bR3R0NBMnTmT06NGkpaVx+eWX+2u5+eabWbVqFf369eOSSy5hz549vPDCC6xYsYKIiAiuvPJKLrroIkpKSpg2bRqbNm3CZrNx0UUXMXXq1BP/gjrF6etEERERETnpGYaB3W7HZrNht9uJioqivLy8zqQTMTEx/Pvf/2bFihUsX75cYV0jYbfDOSNtpAy7nmZFP9J+y3w+/aCaIw0XZRgG7du354UXXqBbt27ccccdvP7660ecjEREDmOa4PFAdXXtxeP5uR+6z1d3/cFtDjp8H79hIpikpCQsFgu7du0iIyOD/Px8Onfu/FN5Jh988AFr1qzh2Wef5dVXX2Xv3r3MnTsXgOTkZB577DHeffdd2rVrx2uvvUZ5eTler5ddu3YREBDAG2+8Qf/+/Zk1axbl5eW1HjsrK4uXXnqJIUOGMG/ePNq3b89LL71EWVkZTz75JGeddRYzZ86sEzb5fD4qKyvx+XyYpsmePXuw2+28/PLLjB07ltmzZ5Ofn8+//vUvhg4dyvPPP8+9997LkiVL+Pbbb3n00Ud54403KCkpYd68ef6gLiMjg7vuuovnnnsOt9vNihUruOSSS3jppZcoKipi1qxZPPjgg/z3v/8lOjqaRx99lMrKSl544QUiIyOZPXs23bp1Y//+/XXOc1VVFfPmzSMhIYH333+fZ555hk6dOlFdXc2zzz5Lq1atmDt3LlOmTOHtt99m48aN+Hw+9u7dS1RUFG+99RaDBg2isrISj8eD2+3m1VdfJTQ0lNmzZ3PXXXf5n6uFCxeSmZnJf//7X2bNmsXAgQOP+fUgv0wt7ERERESkUXO73eTk5JCbm0tpaSkZGRkA/oG9L7/8coqKiti9ezctW7akuLiY9957j7Zt2+JwOGrty2Kx+Ftx+Hw+7HY71dXV9X5MUld4hEHcVUPZtXwoZ6e+wvTVE1i1qi1Dh9a0wjuUxWKhZ8+ePPnkk0ydOpWHHnqIqqoqrrvuulotKkXkCP74Rzh8LLYmTeC22yA5GdasgX//uya4O9SZZ8Kf/lRz+ZFH4JBx6GjaFJ5++pgePjo6mqZNm7JixQoCAgJo3bo1DoeDlJQUqqqq+O6779i9ezfPPPMMhmGQkpJCYWEht9xyCy6Xiw8++IDU1FT27t1Lfn6+fwKaJk2aMG7cOBISEujduzdr166t8/6em5tLRUUFo0aNIjExkdGjR/Pggw9SWFhIUFAQdrud4OBgAgICjnoMTZo0YcSIESQmJtKnTx+WLFlCcXGxfx8Hfy5fvpytW7fy0ksvYRgGu3btIi8vj8svvxybzcY555xDjx49/F1OBwwYwMCBAwkODmbt2rX+FnYWi4WsrCy2b9/Ovn372LNnD/fddx+tWrUiPDycmTNn1qnRarXSokULvvzyS95//30GDRpEixYtKCsr48MPP6RPnz7s2LGDqqoqdu3aRUpKCt26daNFixaMHj2a+Ph4ioqK/Purqqrigw8+IDk5mYyMDNxuN9u2bSM1NZW4uDhyc3OZM2cO/fv3p3///sf0WpCjU2AnIiIiIo1aWloaEydOJDs7m8rKSq644gpuvvlm2rdvz6JFixg/fjzFxcXMnDmTTZs2ERAQwIABA7jhhhv84Zw0foZhEN+rKRtGTCDhje8ZufVJvlj8Am3aWImPh8OHQ7JYLHTv3p3XXnuNq6++mr/97W+YpsnNN9+s7rEiR/PFF5CbW/u2Vq3gqqtqLmdlwYIFdVvNHTre5/LlcOhMqomJx/zwFouFoUOHcs8991BeXs4TTzzBN998A9R8QVNaWspZZ53FkCFD/N1ZQ0NDyc7O5h//+AcxMTGMGTOGnTt3MnfuXH9L6qCgIGw2G4ZhYLPZ8Hq9dSax8Hq9WCwW7D8NkHnoFzi/hcvl8r/PHBwn9fB9+Hw+SkpK6NOnDxdddJH/9sjISIKCgnA6nYSEhNQaRzUqKsq/v+LiYrp06cKECRP829jtdv/jHHx8l8vlP55D2Ww2Jk2aRNeuXfnqq6+YOnWqv7trQEAA48ePJzY2Fqh5/23Xrh2FhYU4nU7CwsLq7O/g+HYXXHABbdq0AWDixIm0a9eOyMhI/v3vf7NkyRL+/ve/07ZtW5566qkj1iXHToGdiIiIiDRqycnJLFu27Ijrhg0bBtR8mJsxY0ad9Rr0+uRhGBAeaSFg3Hns+XYYrQrW4UtNY8mSJC6+GFyuuqGdYRi0bt2aN954g6lTp3L//ffj8Xi48cYbCQ0NbZgDEWnsNm2qe5thwMEWyeefDz+1ZK7l0MDu449rT+X8G99rO3bsSM+ePSkpKaF79+7+wC4oKIj27duTlpZGmzZtCAsL83d3P3DgAEVFRVx//fV06tSJnTt3UnpIv/nDJzo40oyzYWFhGIbB5s2bCQ8PZ8OGDQQGBhIcHExhYeEx138sf1tsNhudO3dm9erVxMfHExMTQ3FxMRaLxR/AHb6fQ6937tyZrVu3kpCQQExMDBUVFZSVlREWFkZYWBgrV64kPj6eLVu2kJmZWefxvV4vZWVldOnShTPPPJNWrVqxcuVKLrjgApKSkqiqqqJbt24YhkFxcTGBgYFHPQd2u52uXbtSWVlJly5dsNlsFBUVERwczIEDB2jZsiW33HILgwcP5sYbbyQvL4/mzZsf4xmVI1FgJyIiIiKNmkK304fVCsk9Q1l47p0U7C3BExPL2rXQrx/8NKFkHYZhkJyczPTp07n//vv5+9//jtvt9g/sLiKHMAz4le6e2Gw1y9H8j61YLRYL06ZN818+yGq1cvHFF/P000/z0EMPERgYiGmaDB8+nMGDB9OuXTuee+45mjdvTn5+/m9uwRUXF8eIESN48803+fjjjykoKODCCy8kOjr6NwV2x8JqtTJq1Ch27NjBI488QkhICD6fj7PPPts/g+zRnHvuuWzZsoWHH37Y/wVE27ZtufXWW7n88st54YUXWL9+PUFBQVRUVNS5f1VVFQsWLGDt2rXY7XYKCgo455xziIyM5NZbb2XevHmsWrUKh8NBeHg4EyZMOGo9TqeT66+/nlmzZrF582acTieBgYH84Q9/4Mcff+TLL7/E4XBw4MABxo4dS1RU1O86b/IzwzxS7CwiIiIicorz+XzMmDGD6upqJk+e7O+GJA3L54PFi+Htt03iY01ysk0GD7Vw5QSjVgOfw5mmSWpqKjfddBNr1qzhz3/+M3/5y18IDAxU6CunJa/XS3Z2NsHBwYSGhjaK34OUlBSsVistW7asdXtGRgYVFRUkJycDkJeXR2pqKm63m8DAQP9Ybbm5uaSmpgL4Jxdq3749lZWVZGRk0KpVKwICAigsLCQzM5O2bdvWCfVKS0vZs2cPxcXFRERE0KpVKwIDAykvLyctLY2EhASCgoJq3efguvj4eOx2O7t37yYuLo7Q0FBKS0tJT0+nZcuWWK1WUlJSaNGiBWFhYf7ZyNPS0qisrCQwMJCEhATCwsLYs2cPISEhNGvWDIB9+/ZRWVnp3w9AUVERKSkplJeX43Q6iY2NpXnz5rjdblJSUigoKKBJkyaUlZURGxtLkyZN/DV7vV5ycnLIzMzE7XYTHh5Oq1atCAoKwu12s3fvXnJzczEMg6ioKOLj4/H5fGzfvp1OnTrhcDjweDzs2bOHsLAwmjZtSnV1NRkZGWRnZwM13XsTEhIoLy8nNTWVyspK/7iEh3arPVhLYGCgv5XjwdfDlClTmD9/voawOAIFdiIiIiJSbzweD8XFxTgcDoKCgqiqqsJutzdIWKbArvEqKYEnH62izdJXSSjaxMdn/o0/PRJNixZHDxxM0yQzM5PbbruNL7/8kqlTp3LXXXc1mrBCpD41xsBOTk8K7H6fo3xHJSIiIiJy/JSUlPDmm29yxx13MG/ePNxuN5999hmbN29u6NKkkQkOhhFn+wguzuKMHf8lNG0zy76tOwb+4QzDIDY2lieeeIILL7yQZ555hoceeoiMjIwjjmclIiLSWCmwE5HTyi233OIfkPbQZdu2bQ1dmojIKe/jjz9myZIlJCQksHv3bnw+H/v37+fzzz9v6NKkEerQ3UXloLMptkUxfN+brFlj8lMvrKM6OBHFP/7xD6688kpeeeUVHnzwQYV2IiJyUlFgJyKnjerqaubNm3fEdbNmzarnakRETj9Llizh6quvpm/fvv5BxuPj4/1j4YgcZBgQGmYQP7obe+P60TXlA6zpqaxf/+ut7Grub5CQkMBjjz3GDTfcwPz587npppvIzs5WaCciIicFBXYictr47LPPyM/PP+K6//73v/oPvIjICRYWFkZmZqb//baqqor169f7B9wWOZTFAq17hlE4aAxew87gHa+wdrWP3Fw41j/ZERER/N///R933HEH33//PVdccQU//PADnmNJ/URERBqQAjsROW289dZbv7guLS2Nb7/9th6rERE5/VxyySUsXLiQt956i5UrV/Lggw+yZs0aRo0a1dClSSNkGBAZaeAZMoy9zXpjc9nIy/awbVvNTLLHtg+DsLAwpk6dygMPPMDmzZu59dZb+eqrrxTaiYhIo6bATkROC8XFxXz88ce1bjv//PNrXT9aoCciIv+7nj17Mm3aNHr37k2PHj1o1aoV06dPp0OHDg1dmjRSNhsknhnN3MHP8X3fP4HdzvLlUFX12/YTFhbGTTfdxL/+9S9SU1O5+eab+eCDD/D5fGphLyLHzOv1+t83funyoQ6u+y3vM4furzFprHWdyhTYichp4d1336WystJ/vVevXjzwwAN1tqn6rZ8ARETkqEzTJD8/n7y8PA4cOEDTpk25/PLLuf3225kwYQKRkZGUl5c3dJnSSBkGJCUZRHRvyb7iIJrbctm7s4offjj2brEHuVwuLr/8cmbOnElkZCTXXXcd//rXvyguLlZoJ6cVrxeqq4//ciw5jsfjYe/evWzZsoUdO3bUev/PzMxk48aN/iUjIwOo+TuSkZHB1q1bycrKwuv1AlBRUVHren0YM2YMn376KRUVFdx3330sX76cwsJCbrrpJhYtWlRn+6ysLK6++mpWrVp1zI9RVlbGgw8+yNKlS4+6nc/nY/v27bU+45xI1dXV/PWvf+Vf//pXvTyegK2hCxARqQ+Ht5674oor6NOnD0lJSaSkpABw4MABPv30U8aPH98QJYqInJJM0+T+++/H7Xb/4jbDhw9nwoQJ9ViVnEwcDujfz6Rk0RouSp3O+63vYOmSQXTvbhAQcOz7MQwDm83GOeecQ0REBA899BB/+9vfyMjI4M9//jNxcXEYhnHiDkSkEaiuhuXLoaDg+O7XYoHWraFjR7Baf3m7zz//nDfeeIOgoCAqKyvp1asXt912G06nk+nTp7Ns2TK6d+8OwJAhQ7jmmmtITU3l3nvvxWazERAQwAMPPEBsbCxffvklO3fuZPLkyQT8ljeDQxwM64/1d9/tduPz+QgICOChhx7C4XBQUlJCdXX1EYND0zT99zlWQUFBTJs2DZvt6HGN2+1m/PjxzJ07l86dOx/z/k3TxDRN/+RPv0V1dbWGE6hHCuxE5JSXkZHBkiVL/NcNw+Cyyy4D4LLLLuPRRx/1r3vrrbcU2ImIHEeGYXDhhRcetQVEq1at6q8gOSl16GiwqZmPZktWMSDkA2bv6ENqqpPf05vaMAzOPPNMnnnmGR5++GFeffVVdu7cyRNPPEG7du2Of/EijUh5OXz0Uc3PX8mDfhO3G3r0gORkfjFI93g8PPnkk1x99dWMGTOG3NxcbrrpJvr27cuAAQOw2WyMHj2ae++9F8AfWK1cuZLo6GimTZvGtGnTSElJwWazsWrVKi699FJcLtcRH880TRYvXsx7771HRUUFZ555JjfffDOffPIJ+/fv97f8vuGGGygrK+P111+nuLiYPn36cPXVV+NyuSgqKuKVV15h8+bNDB06lNLSUgAqKyv5z3/+w5AhQ/x/w/bu3cudd95JSUkJl1xyCUOHDq1T0/79+5k3bx6rV6+mVatWXH755bRv375WYFhRUcErr7xCv3796NmzJ0888QTNmjVj69atlJWVceWVV9K/f3+eeOIJMjIyuP3220lISOCpp56iurqad999lxUrVtCiRQsuu+wyunbtSl5eHk899RTJycmsWrWKHj16UFFRwR/+8Aeio6MpLS3lpZdeYtSoUTRt2pQ5c+awfv16QkJCGDt2LIMHD/6drwz5X6hLrIic8v773//W+lZr0KBBxMXFATUt7Q61YMECCgsL67M8EZFTmmEYnHfeeZx//vmcf/75DBs2jD59+nDGGWfQt29fhg8fTqdOnRq6TGnkgoMNYoe3Z3PTYfTc9jaBFXmsXw//S0OP5ORknnzySaZOncr333/P+PHjWbBgAVVVVeoiK6esg91hQ0MhMvL4LYGBNaHd0X51PB4P+fn5JCcnExYWRkJCAqZp+ruLWiwW3nvvPS644ALuuOMO9u3bh2maNGvWjMLCQvLy8jBNk+DgYD766CPi4uJo3rw5xcXFR2zBtnDhQu6//3769u3LxIkTCQwMBODHH3/k4YcfJioqiiuuuIL8/HzuvvtuzjzzTCZMmMBXX33Fiy++iNfr5fnnn2fFihVMmDCBtLQ0du3a5T+WlStXsm/fPv/jvfrqq/Tv358ePXrw8MMPk5qaWquesrIyXnrpJdLS0rj++usJCQlh+vTptfZxcN/ff/89mZmZ+Hw+Pv30U9555x0GDx5M27Ztefjhh9m7dy+XXHIJ0dHR3HTTTfzpT3/CYrHw2muvsWnTJq699lpiY2N5/PHH2b17N+Xl5bz44ots2rSJP/zhD3To0IE1a9awe/duTNNk+/btfPfddwQGBuJ2u4mKiuK6666jZ8+ePP3006xdu/b3vNzkf6TATkROeUfqDntQly5d6Nixo/96VVUV8+bNq7faREROJ/v27eOvf/0rl1xyCePHj+eSSy5h+vTp5OTkNHRp0shZLNCmbzSZnc+F6mqG7p3F1q2wf//v36dhGERHR/PAAw/w9NNPY5om1113Hc888wwFBQUK7eSUZhg1v1fHYzGMmuXXOJ1OLrjgAp5//nnmzZvHc889R0ZGBgcOHADg0ksv5a233uLpp58mODiYyZMnU1JSwpAhQxg+fDjPP/88I0aMoLKyktWrVxMYGMjdd9/Nn//8Z3744Ydaj+XxeJg1axZXXHEFf/jDHxg8eDDXXHONvxvowIEDmTBhAt26deObb74hOjqa0NBQKioq6Nq1K7NnzyY9PZ0VK1Zw7733Mnz4cK677jqSkpJ+8fiuvPJKxowZw3XXXUe7du1YsGBBrfU5OTksX76cpKQkiouLadKkCXv27CEjI+Oo7zcBAQGMGTOGUaNGMWHCBOx2O6mpqbRs2RKXy0Xbtm3p2LEjZWVlfPbZZyQnJ1NaWkpERAS5ubn+kDE+Pp6rrrqKAQMG0KdPH1q2bMmqVatwu92sX7+exMREoqOjiY6OpkePHpSXlxMYGIjVamX79u16T2wACuxE5JS2ceNGNm3a5L9us9m4+OKLa21zeCs7zRYrInJizJw5k/z8fB5//HHefPNN/v73v5OSkqIvSuRXGQY0jTGoHjCE7JA2dN8xl4rsItLSjm2g+1/er4HdbufKK6/kxRdfpFu3bjz66KPcc8897Ny5Ux9QRY4jwzD485//zIgRI9i1axfh4eH06tWL4OBgAHr37k337t3p0qUL9957L5mZmezcuROr1cq1117Liy++yPDhw/nvf//LlVdeycaNG5k0aRLnnXces2bNqvVYHo+HoqIikpOTMQzDvxyUkJCA1WrFMAyys7PZv38/q1atYtWqVVRWVnLxxRdTWlqKYRhERERgGAZRUVH+VnpHEh8fj8ViwW6307RpU3+LwIOqqqrYu3cv27ZtY9WqVezevZuBAwfSpEmTo543p9NJVFQUhmFgsVhwOp11JsozDIPq6mrS0tLYsWMHq1at4scff6R3797Ex8cDNbNlHzwWl8tFnz59WL58Ofn5+axbt44zzjiDgIAA1q1bx9/+9jcWLFjA2rVryc7OpqysTO+HDUBj2InIKe3w8M3j8fzqH8Vly5aRlpZGy5YtT2RpIiKnndTUVC677DLOOOMMDMMgKSmJzMxMVq9e3dClyUkgOBia944nJXEYzct246ouYfPmMLp3B5fr2Fr4/BLDMBg4cCAvvPACjz32GHPmzGHLli1MmzaNs88+G7vdrgkpRI6D8PBwrr76arxeL6Wlpbz22mtcd911mKaJz+fz/55VVlbi9XqxHjKDhdfr5d1336Vnz54kJydTXV1NUFAQzZo1Izc3t9bjOBwOYmJi2LJlC6NGjcIwDHw+n7+F3aH7bdq0KaWlpdx1111YrVZ/MJWfnw/UjDuXmJhIdnY2JSUlv3hsu3fvxuPx4PP5yMrKolevXrXeNxwOB61ateLSSy+lV69eQM04e06n81fP2+ETRBys0WKx4PV6MU0Tm81GYmIiY8eOZdCgQf7tHA4HmZmZWCyWWvvp06cPzzzzDN9//z3p6el07doV0zT59ttviYmJYdq0aVRUVLBz587fNGmGHD8K7ETklOXz+Zg9e/Zvvp9pmrz99tvcd999J6AqEZHTi2ma/nGIunfvzvvvv098fDwul4vy8nK++OILhg0b1tBlyknAYoF2Haw8N/RhDMOk2mdj69aa2S5btPjf92+1WklMTOS5556jT58+PPLII/zhD3/gtttu46abbqJ58+YK7eSU4fPVjGd3PPd3LJYuXUp6ejoOh4P33nuPfv36MWzYMKqqqvjnP/9J+/btMU2T+fPnM2jQIP8Yp6ZpsmHDBjIzM5k8eTLBwcGEhITwySefsHfvXvr161frcSwWCzfeeCN33nknLpeL+Ph4cnJyuOmmm+rUdMkll3Drrbfy9NNP07lzZ/Lz86mqqmLy5MmcffbZ/OMf/2DChAls3ryZ9PT0Xzy2Dz/8kGbNmpGTk0N6ejoPPvhgrfXNmjVj4MCBvPTSS4wePRqomRzviiuuIDY29thO4GHHGB8fz2effUZxcTE9evTg/PPP55VXXmH//v04HA7S09MZO3Ysdru9zv1jYmIYMGAA06ZNY9iwYbRp0waLxUJCQgJLlixh4cKF7N27l/Xr1+vvdANRYCcip6xvvvmGjIyM33VfBXYiIseHaZo8+OCD/oH8N2zYwKZNm2jatKm/tcLhH7REjsQwICYGOnSxsfxbH4mhuWTkB7BpU8hxCexqHsPA4XAwceJEOnTowFNPPcWTTz7Jhg0b+NOf/kT//v2PqTWMSGNltYLDAUVFUFZ2/PZbXV3T0tXyK4NuRURE8PXXX+N2uzn//PO56KKL/LPBtmzZknXr1mGxWBg1ahTjxo3zB02maeLxeDj33HNp1qwZhmFw9dVX895779G1a1euuuqqOo/Vp08fHn30Ub788kuys7Pp2rUrAGeccQaVlZX+VnbJyck8//zzvP/++3z33XdEREQwbNgwLBYLkyZNIiQkhA0bNtC7d2/uvPNOkpKScDgcjBo1isTERFwuFyNGjOCqq65i3bp1lJeX83//93/ExsZSVlbGqFGjaN68OUFBQdxyyy18/vnnbNiwAYfDQdeuXQkNDa1Vt8Ph4LzzzqN169ZYLBbGjBlD69atgZrusaNGjaJly5bYbDbuu+8+Fi5cyOeff07Pnj2ZNGkSLVu2ZPXq1VitVjp37kxUVBQAF198ca3HMgyDyy+/HNM0GTVqlP95GDFiBOXl5WzcuJG2bdvyj3/8g9jYWKxWKwMGDCDgl6YBluPOMNURWUROUZMmTWLmzJn+6xdeeCFPP/30EbctKSmhe/futZp7r127lp49e57wOkVETmWmabJixQq8v9CUwzAMWrRo4f8wUp98Ph8zZsygurqayZMn1+oiJY3Xpk0mH937HZf++Fc+SZpK6aDzuPtuA4fj+D6Oz+dj3759zJ49m0cffZTo6GiuvfZabrvtNoKDg9XaTho9r9dLdnY2wcHBhIaGYhgGHg9s2AA/zfNw3FgskJAArVv/emgnpx+v10tOTg6BgYGEhYX53z9TUlKYMmUK8+fP15chR6AWdiJySqqsrGT+/Pm1bhs3bhytWrX6xfucccYZ/mnloWb8OwV2IiL/uy5duhASEkJZWRlut7vOepfL1QBVycmqbVsISYyi+RerODN8EW/tGMSuXcEcMun7cWGxWIiLi2PKlCn06dOH++67j8cee4wvvviCxx9/nC5duuBwOBTcyUnFZoOePeFENNs5OGOsiBwfyr5F5JT00UcfUVxc7L9uGAbnnnvuUe9z3nnn1bo+Z86cX2wRIiIix8bn8/H3v/+dyspKXn31VW6++eY6y5w5cxq6TDmJOBwG7Qc3ZWPTc2iXtoigijxWrzbxeE7M4zmdTgYPHsw777zD1KlT2bNnD2PGjOHpp59m7969mjlRTjoWS03X2OO9KKwTOb7Uwk5ETkmHzw7bs2dPYmJijnqfkSNH8re//c1/PSsri8WLFzNixIgTUqOIyOnAYrH4xyEaNmwYHY/QDCo+Pr4BKpOTWXK3YFYmDaPXik/oVLWerVtasn//8Zl84pc0b96cadOm0a9fP5577jkee+wxvvnmG2677TZGjBiB43j3yRURkdOaAjsROSV99NFHv/k+ffv21bfkIiLHmWEY9O3bF4CVK1cycuRI4uLiMAwD0zTZuXMna9asoX379r+4D5/Ph9frxefzYbFYsNlsR+yG6PP58Hg8mKZ51O3k5NekuRXbGd3Zv74VvXbP5ftmY9m506B58xPbysfhcHDuuefSpUsX3nrrLZ5++mkmT57MRRddxF/+8hfi4uKwaAAvaWT0/1tpDEzT1N/k30h/TURERETkhPL5fJSXl7N48WL27dtHRUUF5eXllJeXs23bNtauXXvU+2/dupUbb7yRXr16cdttt9Ua8uAgr9fLt99+y+WXX85ZZ53Fddddxw8//FBrMiE5NRgGuFwGoX078mPccFxVxQQ5q9m0CUpLT/zjWywWYmNjueuuu/jyyy/p0aMHs2bNYsSIEcydO5e8vDwFJNIoHPzioqysDI/Hg8/n06Kl3hev10tVVRXV1dX+mWjl2OhsiYiIiMgJtX//fv75z3+yceNGnn/+eZo0aQLUBHmpqamMHTv2qPcPDw/nqquuomvXrmzZsuWIYUhWVhYvvvgi5557Lueeey6vvPIKM2bM4IknniAgIOCEHJc0HJsN4juEMHfAvVjCQ7EZDtLSoKAAgoNP/FhahmFgGAadO3fmzTffZO7cubz++uvceOONjB8/nquvvpoBAwbgdDrVokQajGEYhIWFsX//frKzs7Hb7Q1dkpymqqqqcLlcek/8jRTYiYiIiMgJ5XQ66dixI8uXLycxMZGEhAQAbDYbo0aNolevXke9f1xcHHFxcRQWFrJly5YjbpOamorP52PkyJEkJCQwevRo7r77bqqqqmoFdmr5dGowDGjWDJwtm1NYaOKym+QXmKSkWIiPr7/B7w3DIDw8nEmTJjFo0CBmzpzJK6+8wrJly7jwwgu58847/WPo6kOqNASn00lMTAwVFRX4fGpxLA0jKCiIgIAArFZrQ5dyUlFgJyIiIiInVHh4OBMnTuTiiy/GZrNRXl6O1+vFZrMRFhZ2XFp9lJSU4HK5cLlcAERHR1NRUUFFRQXh4eH+7TweD1lZWZSXl+Pz+cjOziYqKup/fnypfxER0LYt5L76EWenzOD9dvewceNABgyA+p7/wW6306FDB/72t78xduxYHnnkEWbOnMlnn33Gvffey6hRo4iMjFRoJ/XOMAwcDocmRZEGp/e/306BnYiIiIicUIZhYLVa8Xg8vP322yxduhS3243L5WL48OGMHz+eiIiI/+kxLBYLpmn6W9B5vV4Mw6gzAUBhYSGvvvoqmzdvxjRNUlNTmTRp0v/02NIwrFbo1Am+cThITP2a9tED+XJbXwoKbDRrVv/1GIZBQEAAAwcOZN68ecyePZtXXnmF2267jWHDhjF58mT69etHSEhI/RcnpzUFJSInJwV2IiIiIlIv5syZwzfffMM111xDREQEeXl5vPHGG9hsNq655pr/ad8RERGUlZVRXl4OwL59+wgNDfW3uDsoOjqaadOmYZomPp+P1157Td3ETmItW0JJx74cWNKcNgWr+DIvj61bmzVIYHeo0NBQbrzxRvr378/cuXN58803ue6667jwwguZNGkSXbt2VdcwERE5KgV2IiIiIlIv1q9fz3XXXce5556LYRiYpklFRQXr1q076v0qKirYvXs3qamp5Ofns3nzZpKTk8nIyOCTTz7hjjvuoE2bNkRERPDyyy8zbtw4Zs2aRb9+/eoEdoZh+Lvg+nw+rFarAruTWFAQdDwziDXzz2dA9vvEtEtnzZoYBg0yaOjx9Q9OSpGUlMT48eN57LHHmDlzJgsXLuTaa6/ltttuIzg4uE4rUBEREQD9dRARERGRetG9e3dWr17N3r172b9/P3v27GHz5s0kJSWRn5/PgQMHjjgpRHZ2Nvfccw8ffPABeXl5TJs2jQULFuDxeCgtLcU0TcLDw3nwwQdxu908+OCDtGrViltvvVXjNp3iDAM697TzY+tRBJTl0bXye1J3e9m7t6Erq2EYBkFBQfTo0YNZs2bx1ltvER8fz/Tp0znnnHP48MMPKSgo0GQoIiJSh1rYiYiIiEi9cLvdPPfcc3z99dc0adKE7Oxsdu7cyaBBg1ixYgVhYWE8++yzde6XmJjIJ598csR99u3b13+5ZcuWPPnkkyesfmmcWrQwCO7Wmi3bRhDkKcLj9rF9OyQmQmNpvGYYBk6nk7Fjx3LGGWcwd+5cXn/9dW688UYuuOACrr/+evr06aNusiIi4qfATkRERETqxfDhw+nYseMvrldrOPk97HaI7RvPe3ufIKR5EEGmnW3bYOBACA1t6OpqMwyDuLg4pk6dyuDBg3nttdeYPXs23333HRMmTOCGG26gSZMm/m1FROT0pcBOREREROpF165dadWqFQcOHCA4OJjIyEiKi4txuVx1xpoTOVYWC7Tt7GTR163x2jyEmuVkZASRnQ0hITXdZhsbm83GGWecQZcuXbj44ou5//77+ec//8mHH37IQw89xODBgwkODlZoJyJyGmskjcRFRERE5FS3d+9e7r//fi677DKefPJJKisreeWVV/j8888bujQ5iRkGREdDQvNqOv4wm7OWP0J1uZvdu8HrbejqfplhGLhcLoYNG8aCBQu4++67qays5LLLLuOuu+7i+++/p7KysqHLFBGRBqLATkRERETqxezZs4mOjuamm27CarViGAbx8fGsXbu2oUuTk1xwMCQlQbuUz+ix5S2aF27jxx+hqqqhK/t1hmEQGRnJ7bffzquvvsqkSZOYPXs21113HdOnTyc7O7uhSxQRkQagwE5ERERE6sXOnTs5++yzadGihb+rn9PppLy8vIErk5Od3Q6JbR3sSh6JzV1Ou31fsyfF5MABOFkmYHU4HJxxxhk88sgjzJ49m/DwcJ566ilGjx7NO++8458RWTPKioicHhTYiYiIiEi96NSpE1999RW5ubmUlpaye/duFixYQOfOnRu6NDnJGQbEx0N6l5F4DBvtc7/Fd6CITZsaurLfxjAMQkJCOO+88/j444/561//SlVVFddddx1XXnklX3/9NaWlpQ1dpoiI1AMFdiIiIiJSLy677DKKi4uZN28eX3/9NdOmTSMsLIxRo0Y1dGlyCoiMhOado/kxZghNC7bTrGQHGzaAx9PQlf02hmH4u8lOnTqVt956ixtvvJFNmzYxYcIEHnroIVasWEHVydDfV0REfjfNEisiIiIi9aJFixbcd9997Nq1i/LycgICAmjbti3h4eENXZqcAqxW6NQZVsRfRLfVn9PSTGPZnjPJyjJISGjo6n4fwzDo2rUr//d//8e4ceN48cUXefHFF/n4448ZNWoUf/nLX0j46eA0o6yIyKlFLexEREREpF5s3LiRXbt2ceaZZzJ06FB69+7Njz/+yI8//tjQpckpom1b2NdjNM9espQ9XcdQ5YbNm0+eceyOxDAMgoOD6d+/PzNmzOCjjz4iMTGRt99+m/79+/PYY4+xZ88e3G63xrcTETmFKLATERERkXrxxhtv1Jrx0jRN9uzZw7vvvtuAVcmpJDjYoE33IHa6uuK1OggLhR9+MCkra+jK/neGYRAQEMA555zDO++8wzPPPEPnzp15/PHHufDCC/nXv/7F5s2bcbvdDV2qiIgcBwrsRERERKReFBUVERQU5L9uGAYul4vi4uIGrEpONV26QHhZBn2WPUnn/G/IyoJ9+xq6quMrLCyMK6+8kldeeYUnnniC6Oho/u///o/rrruORx55hB07dqi1nYjISU6BnYiIiIjUi27duvH666+Tm5tLWVkZWVlZzJkzh/bt2zd0aXIKadUKWgXl0mHDbHpveBl3lcmuXeD1NnRlx5dhGMTFxXHNNdcwZ84cXn/9dXw+H88++ywjRozgoYceUldZEZGTmAI7EREREakXEydOJCgoiPHjx3PFFVdw+eWXk5iYyKWXXtrQpckpJDgYwnsmsS+4Dcl7viDat58ff4TS0oau7PgzDAObzUaTJk245JJL+Oqrr3j22WdJTk7mhRdeoH///txzzz2sXLmSwsJCBXciIicRzRIrIiIiIvUiNDSUp59+mvXr11NcXEyTJk3o1q0bNpv+SyrHh2GA0wlxHUPZl9CP7jlf0DFtIWtDJ1JQAKGhNducag7OEBsaGsrVV1/Neeedx8KFC/n000+ZNWsW7777LqNGjWLEiBEMGTKEyMhIzSorItLIqYWdiIiIiNSLDRs2sGnTJvr160dYWBj/+te/eOSRRygqKmro0uQUYhiQkGCwr/1wKi0BdEpbQEVxNbt2ndyzxf4WTZs25aqrruLf//43c+fO5eyzz+btt9/m1ltvZdy4cfznP/9h//79+Hw+tboTEWmkFNiJiIiISL2YNWsWeXl55OfnM3PmTNq1a0dqaipz585t6NLkFGIY0KQJWDp3JCO6O+EVWUQW72HjRvB4Grq6+mOxWGjatClnnXUWL774IitXruSKK65g//793HvvvfTu3Zt7772XjRs3cuDAAbyn2iB/IiInOfU/EBEREZF6ceDAAcLCwkhPT8dut/OHP/yBzZs3s2TJkoYuTU4xQUHQtr2FhV3uokV4OWZUM3btgrw8aNGioaurX4Zh4HQ66dy5M08++SRTp07lvffe44svvuD1119nxowZjBw5krPPPpvevXvTrl07dVMXEWkE9E4sIiIiIvUiKSmJt99+m6CgICIiIoiKiqKoqIiAgICGLk1OMYYBbdvChy0HUxgGdjuUp8HWradfYHcowzBo2bIlU6dO5bLLLmPDhg188cUXfPDBB3z88ce0b9+eAQMGMHr0aPr06UNQUJDGuhMRaSDqEisiIiIi9eLGG28kPDwcn8/HFVdcQUBAADk5OfTt27ehS5NTUFwcJCaauNNz6LTtXWJ8Waxda+J2N3RlDc9isdCiRQtGjhzJI488wuLFi3nyySexWCy8/vrrXHnllQwdOpTHH3+c3bt3U15ejtfr1Xh3IiL1yDD1risiIiIi9aC0tBT3EdISp9NJUFBQvdfj8/mYMWMG1dXVTJ48GavVWu81yIljmrBsqZf1d89h8prrmTf6DVY0v5i/3GGhdeuGrq5xOfiR0Ov1snTpUt5//31WrVpFSkoKbrebs846izFjxtCzZ09atmxJWFgYFovafojI/yYlJYUpU6Ywf/58nE5nQ5fT6KhLrIiIiIjUizfeeIOVK1f6rx/sanfOOedw9dVXN1RZcooyDGjXwcLypM7kbUug055PWRoxlh07nCQmgvKmnx38XbTZbAwbNowhQ4awd+9evv/+e7799luWL1/OLbfcQlJSEmeccQZ9+vRh8ODBdOjQQePdiYicIHp3FREREZF6MXDgQFr/1LTJ5/ORmprKu+++S3x8fANXJqeq8HCDmF5x7Fx2Bj13fUZU31K2bnXSvz+EhTV0dY2X1WolMTGRVq1acf7557Nv3z62bNnCO++8w2effcZHH31EixYt6Nq1KxdeeCHnnnsuYWFh/uBP496JiPzvFNiJiIiISL3o2rUrXbt29V/3er1ERESwatUqzjrrrAasTE5VNhsknxnJ3vj+nJn9MZ0zFvKdcwKZmRAaWtMKT36ZYRiEhITQrl072rRpw+jRo8nLy+OLL75g9uzZrFy5koULFxIQEMC4ceMYN24c7du3Jzo6WpPJiIj8jxTYiYiIiEi9OHwMu/Lycvbs2UNlZeWv3nfTpk2sW7cOm81G//79adWqVa1WPMXFxXzzzTdkZmYCNYPqjxw5koSEhON/IHLSMAxITDLY0rEPBZta0CHtM5YlXMm2bQZt2tTMHivHxmKx4HA4aNGiBVdffTUTJkxgw4YNfP3113z33Xd89tlnvPHGG3Tu3Jlzzz2Xfv360bVrV5o3b67x7kREfgcFdiIiIiJSL1544QWWLFniH+C+qqqK4OBgpk2bdtT7bd++nbvvvpuePXtSXFzMhx9+yIwZMwg7pE9jfn4+L7zwAn369KF58+Yn9Djk5GEYEB4Otq6d+GLXPZjxCdjtsGkTnHNOTQs8tbL77QzDwGazccYZZ9CrVy/y8vLYtm0ba9asYdGiRfzzn/8kMjKSdu3a0b9/f8aOHUu3bt1wOBwNXbqIyElDgZ2IiIiInFCmaVJdXc348eM566yz8Pl8lJeXExAQQGxsLLGxsUe976xZs2jbti33338/Ho+HSy+9lI8//pirrrqq1rZWq5VzzjmH9u3b43K5CAwMPOL+Dv48eFlObYGB0Lqzi7k/TKBpcxuBHsjaZ7Jnj8EhPbTldzIMgyZNmhAdHU2/fv249tprSU1NZc6cOXz44Ye8+OKLvPLKK7Rr147LLruMMWPGEBkZidPpxGKxaLw7EZFfoLbJIiIiInJCFRUVMXfuXBwOB2eccQZ2u53nnnuOv/zlLzzyyCPs37//F+9bXV3N5s2bGTRoEAEBAQQHB9OvXz9Wr15dazubzUaLFi2YPn06kyZN4oEHHiAlJaVOKFdeXs6SJUt49913eeedd1i7du0JOWZpPAwDkpMNgsJshO3fQdt93+CoKOL770GZ7fFjGAZ2u52IiAi6d+/OY489xurVq3n99dcZOXIkJSUl3HfffXTr1o3Jkyczb948tm7dSnl5eUOXLiLSKCmwExEREZETKj8/n6+//hqLxYLb7eaDDz4gMTGRJ598EsMw+OSTT37xvm63G7fbTUhICFATCgQHB1NSUlJru+joaO6++27+85//MH36dMrLy3n77beprq6utZ3H4yEjI4MdO3awc+dOcnJyjv8BS6NiGNC0KbROglZr32PMJzfStmIDmzeZ5OU1dHWnJsMw/BNWjB49mv/85z+89dZbPPvss4wbN44VK1Zwww03cM0113DPPfcwd+5c9u3bp1avIiKHUJdYERERETmh3G43pmkSHh5OVVUV27dv55ZbbqFfv37k5eWxfPnyX7yv0+nE6XRSVFQE1HRlLSoqqjV+HUBAQADJyckANG/enOHDh/PBBx/gdrtrjZsVGhrKFVdc4e8S+8orr+D1ek/AUUtj4nBAt+6wOHwAFxQ/Qof8ZWxw9WPLFidNmmgcuxPJMAwcDgcdO3akQ4cOjBkzhoyMDFatWsW8efOYMWMGc+fOpVmzZgwfPpxLL72Ubt264XQ6/cGfiMjpSC3sREREROSEstvt+Hw+srKySEtLo6CggDZt2gA1E09YrdZfvK/NZqNXr14sXryYoqIi8vLyWLFiBQMGDKCoqIiMjAy8Xi8VFRUUFBRQWVlJcXExu3btIjQ0tM6+DcPAarVis9mwWq2avfI0YRjQsSO4W7dne7PBdPpxPjG2fFatMikra+jqTh+GYRAeHk6nTp2YOHEiH330EevWreOWW24hICCAuXPncs4559C/f3+mT5/Ohg0byMrK8of+IiKnE7WwExEREZETKjo6mmbNmvHwww9TWFjI8OHDad68OT6fjzVr1vjDuyMxDIMrr7ySu+66iwcffJDy8nLi4uIYMWIEX331FZ9++ilPPfUUqampvP322zidTsrLy0lPT+emm27C6XTW45FKYxYWZpDUK4I1q0cyYdM9dChZxaqMsezdCx06qJVdfTrYcs7hcNChQwceeugh/vSnP7Fs2TK++eYb1q5dyxNPPME///lP+vbty4ABAzjzzDPp0qULMTExCtpF5LSgwE5ERERETqjQ0FBuvfVWVq9ejc1mY+DAgVgsFnw+HyNGjKBdu3ZHvX9SUhKPPfYY27Ztw2az0bVrV0JCQujVqxfNmjXD5XIRHx/PyJEjKSgowOVykZiYSOvWrfXBXvwMA3r2tvPpp33I25PIGRtfY0WTMezYYdCmDdjtDV3h6S0sLIxRo0ZxzjnnkJGRwfbt21m6dCmff/45jzzyCE2bNiU5OZnu3bszfPhwBg4cSGhoaEOXLSJywhim2haLiIiISD049L+dhmH4x5FrqHGqfD4fM2bMoLq6msmTJx+1a66c/EwTiothxr8riPpyHt7EZLaG9ycq2uDmmyEyUq3sGhPTNKmqqqKsrIwdO3Ywb948PvvsM/Ly8jAMg7CwMIYOHcqYMWPo06cPgYGBuFwubDabxr0TOUmkpKQwZcoU5s+frxbxR6AWdiIiIiJSLw7/EK0B5aU+GQYEBUG3Pi7ey7yaqChweAwyMiAtrSawk8bDMAxcLhdOp5O+ffvSt29fHn74YdauXcsXX3zBd999x5IlS3j77bcJDQ1lwIABDBw4kK5du5KQkECzZs0IDg5WK1sROWkpsBMRERERkdOC1Qrt2hmEhUHQ/j0kFaxmraM/y5fH0aWLusU2RoeG+sHBwQwZMoTBgweTn5/P1q1b2bp1K+vWrWPt2rUsXLiQoKAg2rVrR1JSEm3btqVr16506tSJhIQE7HqCReQkosBOREREREROC4YBzZtD587gfmUp5254kOp+f2fpxgmkpBi0batusScDwzCIjo5m8ODBDBw4kJKSEgoKCti3bx/Lli3jyy+/ZMGCBbz33nuEhoYSGhpKTEwMXbt2pVevXnTv3p3k5GScTqe/pe/Blnhq9SsijYUCOxEREREROW3YbNCnD7y6cBi2726nU9aXfBc5ii+/jKRVK9AwSicXi8VCWFgYYWFhtGrVin79+nH77bdTWlrKxo0bWbJkCStXriQ9PZ1PPvmE2bNnU15ejsvlokOHDrRt25a2bdvSvn174uPj/WPhHVycTidOpxOr1aowT0TqlQI7ERERERE5bRgGtGoFLXtFs2rlhfRI/ZL2XXexefOZ7Nxp0KmTWtmdrA5tLRceHs7gwYMZPHgwXq+X3Nxcdu3axa5du9i9ezfp6ens27eP9evX8/nnn5Obm4vVaqVp06Y0adLE/zM6OpqIiAjCwsIIDQ0lJCSE0NBQgoKCCAoKIjg4mKCgIAIDAwkMDMRisSjYE5HjQoGdiIiIiIicVux26DPYydcfj6P3vg/ouWMOW7v2YNUqO0lJEBCg0O5UYrVaadasGc2aNWPgwIH4fD5KS0s5cOAARUVFFBUVUVBQQHp6OpmZmezbt4+MjAxWrVpFVlYWxcXFWK1WAgIC/MuhLfAObYkXGhpKeHg4oaGhREREEBERQXh4uP/ywSU0NPSYJ8RQAChyelJgVw/KyspIT09n//79VFRUkJyc/JsGPTVNE9M0SUlJITMzk8rKSgIDA0lMTCQuLu4EVy8iIiIicupp195gSb8+rEsZRbetc4nrNoVNm1oxYAC0bdvQ1cmJZLFY/GPbHWSaJl6vF6/Xi8fj8V/2er2UlZWRnZ1NTk4O2dnZZGVlkZ+fT15eHrm5ueTm5nLgwAHcbjemafr3d+i+D7/NZrMRGRlJVFRUnRZ9MTExNG3alKZNmxIWFobdbsdisWC1WrHZbP7LBxe16hM5NSmwqwfp6enMnj2bH374gWXLlnHHHXdw8803Ex4efkz3N02TNWvWMHPmTPbv3091dTWRkZGMHj2aiy+++MQWLyIiIiJyCnK5DDoPjWbZlltJdVyKOzqWygJYtQqNZXcaMgwDm82GzWbDediTHx0dTcuWLY96f5/PR1lZmb/FXlFREYWFhRQWFvovHzhwwH+9oqKCiooKKisr2bt3Lz/++COVlZX+2ysqKqiqqsLhcBAZGelfoqOjiYqK8od90dHRhIWFERgYSFBQEAEBAf7uuYcuGoNP5OSjwK4eBAcH079/f4YPH05WVlad9V6vl40bN5KSkkJVVRVhYWH06tWLmJgYAPLz83nooYdo164dDz74IM2aNaO0tLS+D0NERERE5JRhsUD79vBVhz5srIZgm0mgy8v69RbOOssgNlbdYuXYWSwWQkJCCAkJ+dVeUD6fj4qKCsrKyigvL6esrIzS0tJalw8uRUVF/qCvsLCQgoICUlJS/AFgSUkJNpuNoKAg/+MHBwfXuhwcHFynS25UVJQ/8IuKiqoTUopIw1NgVw/i4uL8b9qHNrs+aPny5bz++uv4fD4Mw6Cqqoqvv/6aadOmERoaysqVK9m4cSNTpkxh48aNbN26laSkJHr06FHfhyIiIiIickowDGjaFLp3h8VfmvTePZuYnI3Mj/8zK1c25eKLldbJiWGxWPyTVvySg8MieTwe3G431dXVdRa32015eTl5eXn+7ro5OTns37+f7Oxsdu7cyf79+yktLcVisWCz2bDb7djt9lqXXS4XUVFRxMbGkpCQQMuWLYmLiyMhIYH4+HhcLletCT0OXgaNrydyIimwa2AlJSU8+uijDBw4kEsvvZSIiAi2bt3KpEmT6N+/P2PHjmX58uUYhsF7772H0+nE7Xbz0UcfccUVVzBmzJiGPgQRERERkZOSwwGDBsHmjSbBa7dw5raX2RPclaXfXEbfvlbi4tTKThrGwVDM4XDgcDiOuM3Rxsk79GdZWRk5OTm1ln379pGVlcW+ffsoKCggLy+PzMxMli5dSmVlJVVVVVRWVmIYBrGxsSQmJpKUlORf4uLiCAkJ8XfFPdgd12q1nuAzI3L6UGDXwFJSUli9ejVt2rRh9uzZtb6h+OKLLxg7dix5eXkcOHCAzp07M27cOIqLi3n11Vd56aWXGDx48DGPhSciIiIiIj8zDGjeHM4dafDJlj/QPfV9Bu18lfVNzmHBgmiuuMLgCB1kRBqFQz87Hq2lW3h4OOHh4bRr167OOtM0qayspKCggPz8fHJzc8nLy6s1ocbBCTZWrlzJRx99REFBAQDNmzenWbNmNG/enLi4OGJjY4mJial1W0REhEI8kd9JgV0Dy8rKwufz4XQ68Xg8/tsvu+wyOnfuDEBISAg2m41rrrmG8PBwPB4PF1xwAQsXLiQzM1OBnYiIiIjI72QY0KuXwYaBrViSchXjf3yUfgcWsGT91bRtW9MCz2pVSzs5NRmGQUBAALGxscTGxtZaZ5omVVVVlJaWUlJSQklJCcXFxRQVFZGZmcnu3btJTU1lz549LFmyhKKiIoKDgwkLCyM8PJyIiAhiY2Pp3Lmzf0lISKgT4KlbrciRKbBrYE2aNMFisTBy5Eh69uxZ683KbrdjGAZdunTxj18A+C8fnMlIRERERER+P5cLRo5zMn/rONKyPmH49/9gY/xoPvssipYtITGxoSsUqX+GYeByuXC5XERHR/tvN00Tn8+Hx+PB6/Xi8Xiorq4mJyeH7du3s3XrVjZu3MiWLVvYuXMnixcvxuv14vP5iI6Opnfv3vTu3ZszzzyTli1bEhAQQEBAgH/iCwV4IjWU9tSD6upqCgoK/NN2HzhwgPT0dNxuN8nJyfTt25f//Oc/TJkyheTkZEpLS9m8eTMJCQl0796d4cOHExMTw7PPPsukSZMoLCxkzpw5dO7c+VdnIBIRERERkaMzDIiLM2gzuh3f7ZxI730f0szIZktRFB99BNdfD8HBDV2lSONgGAZWq7VOS7moqCg6duzIuHHjgJrPwRkZGWzdupVt27bx448/kp6ezsaNG/niiy/Iz8+nWbNmdO/enW7dutGpUycSEhL8XW0DAwMV3slpzTAPHalSToj09HT+9a9/sXbtWjZu3Eh4eDgtWrTgrLPO4o477iAlJYWXX36ZjIwMqqurcTqdREVFcfPNN3PmmWfi9Xp57733ePPNN/F6vTidTpo0acJ1111H3759G/rwRERERE5KPp+PGTNmUF1dzeTJkzXO0mnONCE7G2a9WEpJWj7WVglUVUFODlx6mcE559R0jRWR38fr9ZKfn096ejqZmZmkp6ezdetWNm3axNatWykpKSE2Npb4+Hji4+Pp0KEDnTp1omPHjiQlJWG1WhXgnWJSUlKYMmUK8+fP97ewlJ8psKsHZWVl/Pjjj/7BOQ9q2rQpHTp0wGazkZaWxr59+6ioqMDhcBAWFkZSUhIhISGYpklFRQU7duygoKAAh8NBTEwMiYmJ6hIrIiIi8jspsJPD+Xzw3Xfw6qsQG1XBmVtep8AXwfrki7npFhvt22ssO5Hjxev1Ul5e7h8jb/v27SxbtowVK1awefNmTNPE5XIREBBA06ZN6du3L3369KFPnz40b97c38pPQd7JS4Hd0SntqQdBQUH06tXrqNskJiaS+AuDYxiGQWBgIN27dz8B1YmIiIiICIDFAmeeCTt2wKaPc2i15VPOzl5OoRnKJx+eS0iIlRYtarYTkf+N1WolJCSEkJAQmjVrRps2bTj//PMxTZOSkhLWrl3L999/z5o1a0hLS+Ojjz7izTffpLS0lKSkJHr27OnvTtusWTPCwsIICwsjNDRUDVvklKBXsYiIiIiIyE/sdhg3DkxfAgsq7+Sqoj1csupOXreEMtc2gIsuNmjZUi3tRI6ngy3kDv4MDw9n+PDhDB8+HJ/PR3Z2Njt27GDXrl3s3LnT//PLL7/kwIEDxMbG0qpVK1q1akViYiLx8fHExcWRkJBAixYtCAkJwaKkXU4yCuxEREREREQOERoKYy+08AkDmFf+KDetuJrL1t3FfN8jvFEyhCsmWGnTpmZbBXciJ5bFYqFFixa0aNGCoUOH+id1zM/Pp6CggL1797JhwwY2b97MN998w1tvvUVwcDDh4eFEREQQFhZGTEwMycnJtGvXjtatW5OYmEizZs1+McRTF1tpDBTYnSAHm/FWV1fjcDgauhwREZHThmmalJWVERMTo2/TReR3MQyIiIDxl9r42D6K/1Y9xbgfHmJ0yjPMiO3Fyy+Hcdll0L072GwK7UTqk91uJyYmhpiYGKBmPNKLL74Yj8eDx+Nh//79/PDDD/zwww9s2LCBnTt3kpKSwrJly/zb+Hw+goKCSE5OpnXr1iQnJ9OmTRsSExOJiorC6XTicDiw2+3+nxorT+qbArsTpKysjOnTp/Pyyy/rl1pERKQBbNiwgRYtWjR0GSJykjIMCA6GCy+28T5XM+OddhAUSFBMCO68A3z9bDrlV7Why5kuwsMNjWsn0kAsFgsOh8PfUCY0NJTk5GQuuugiTNOkurqarKws9uzZQ0pKCmlpaWRkZJCfn8+BAwdYu3Ytixcv5sCBA5SVlREcHExsbCxxcXE0b96cFi1aEBsbS3R0NKGhoYSGhvrH3gsJCSE4OBiXy6XP/XLcKbA7QWw2G263m2uvvZabbroJu93e0CWJiIicFkpKSujSpQuBgYENXYocR4sXL+aTTz7B6XRy6aWX0qNHjzofjtLS0pgzZw4ZGRn07duXCy64gNDQ0AaqWE4VLheMHmtjWdQAli2DvBwPA9I/ZfDap8nYNojvB59PxHl9aN87lLAwtbYTaUwMw8DhcNCyZUtatmzJ0KFDgZpWeSUlJRQUFHDgwAEOHDjg72abnZ1NRkYGmZmZbNy4kUWLFpGbm4vdbvcHdgdDu0OvR0VF0aRJE6Kjo4mIiCAqKorIyEh/t1ybzaZQT34TBXYniGEYGIZBWFgYcXFx6hYrIiJST4qLiwHUHfYU8v333zNt2jSuv/568vPzmTp1Ku+++66/OxRAfn4+f//73wkODmbQoEH897//xePxMGHCBM0WKP8Tw4CQEDjnHDjjDFix3MrO97pQ6oyk58bXqd46l4q5sezqci7mddfT7txEAl0+LHgxrBaMg+9F+qAu0mhYLBb/rLKJiYlAzZAapmnidrupqqrC7Xb7l5KSEjIyMkhPT2fv3r2kp6eTmZnJjh07yM7OxufzYbVasdlsWK3WOovNZiM8PJzo6GgiIyOJjo4mKiqK8PBwwsPD/cHewfAvODjYH/AdXKD25ByH33b4+sNvO/zyka7/2u1Sv/S/lxPs8F8wERERETl2pmny9ttvM3LkSCZNmoRpmqxZs4Z33nmH2267zb/dli1bKCgoYNq0acTHxwPwzjvvcNFFFxEcHNxQ5cspwjBqZo9t0gTGjIX9/bqy/KuPWfPlKtptnk+LtJUkLn2D58uH8ubSRPqHbGZIwfs06dgUW3IrzJBQTIcDMyISo1UrLHYLRm4uVFSAxfLzcnDwPIcDqquhtBR8vp+LgJpB80JCaq5XVEBlZd2CAwPB6QSvF8rLweOpvd5qrenva7XW3L+iou4+XK6axec78j4O9hm22X6u9XAOBwQE1FyuqAC3u+42QUE123k8UFJSd73NVnM8FktNrUc63oCAn2stLgbTrHu8gYE1P93umuM5nNNZs41p1tTh9dZeb7HUrLfZamo90vHa7TXHYxg1+zjSOQsI+Pm5+ekLpjq1Hnx+y8uhqqruNi5XzX5+6XgNo2bmlIPn7EjPr8NRU6tp1uzj4OvsUKGhNfVUVdXs4/DHOfhaNM2a83H48ULNa8Rur3mNlJfXfRyLpeZxjna8gYE19R58PR/+3BzL8R58PZsmlJUdsVYjNBTDasVlseDy+WqOz2bDDAyEsDC6JCXV1AKYh9RaXV1NXl4e2dnZZJWUkJ2fT25WFrl79pCTk0N+Xh7l5eVUFxWRU1hIqsWC2+Op2UdlJR6vF4/Hg/en8fVKfT7chkGQy0VMcDChQUEEBAYSGBBAQGAgzoAAvC4XNqeTUJeLCKcTp9OJ86duwXaHA9PhwGu347DbCbfbCbDbsdvt2Ox2bFYrhtVKlc2Gz2LBZbMRZrH4w0WLxYJhGFQbBuWGgQEEGAa2oCB69OqlbKMeKbATERERkUbL7XaTmprK8OHD/V+CduvWjW3bttXaLj8/398qwTAMWrZsSV5eHp7DPpQdHM/INE18Pl+d9SJHYxg1X8g3awZjLnGxf8hgsvcNZM/2LBxb1+Pz9KcwC1J+yKL3lk/wFP+I1VeBzxWIGRjEvp6jWT/xGVwhDnoseJGYHd/WhAJ2e81Pi4UNFz5EYXwXIvftoO2Sl3GV5B18YABKmyWzffRf8LhCSFjxIc03fFanzj1nXUtexyEE5O8j8atXCMpNq7W+KrQJ28fcQVV4M5puXEbC0lkc/hF8X68L2HfmWOwVRbT6+nXC9m6qtd7jCmLn6L9Q2iyZsLSttPn0XxiHhTF57QeQPmgCYBL/7Wyif1xWa73Paifl3Js5kHQGgXmZtJ//D6zVtQO5ovjOpA6fhCcghOarF9BizUe11puGQfrAK8jpdi6O0kI6vPNXHGWFtbYpa9KS1OHXUxEVR/TWlbT6emadc5bT7Rz2DpqApbqKDvMfJzAv/bBzFk3qsEkUx3UkJGMn7T+YXmcfha26s+v8qZiGQduP/nOEcxbM3sETyG/bH2dRHp3/ex8Wb+33oLImLfnx4mn4rA5aLnmHJpu/wTB/Pq8+m4N9Z44lq9dobFXldH77AezltYM/d3AkWy/7K9UBoTRbt5jYVR9g8fwclpoWC7kdh5A2dCKGz0vHuY8TmJ9Rax9eu4ttlz5ERUQLIneso+XSt7BV/hxSmoZBcXwndoy5E4A2n8wgPPWHOudk+7i7KY7tSGjGTlotfhVnSV6t9RURzdly+cOYVjsJS+fTdONiDGoHg6lnXUtex8G4CrJI+nIGgYe9nqsDQthy5T9qjnfDN8Qtn1vrnEHN6zmr9xhsFaW0WvwqYemba6332exsvfT/qIiMI3LXBhK/nOE/Zwd/Nw6+nk3DIGHJ20RvXwGAE4gFWhgGO0f/hZhu4whpsp3Wmf/GHh2NLyoKt9tNRXk5mZGt2NBjPAU+C81WvEuLdZ9SWVVFZWUllZWVVHm9fNfxPH5s3pmgoiyGbf6Y0P37a9Wa4wjio5h25NicdC/ax4CC2ucD4CtnMB86AgnyVnN9ZQlJvtqvs3zgVWAb0BG487D7G8Aqw+A1iwWbYTDeMNjboTNfbVhb57HkxFFgJyIiIiKNVnV1NR6Ph4CDrXSAgIAAKg5rQeH1ejEMw98V2m63+4O5Q+Xk5DB9+nTWr1+PaZpkZWUxZcqUE38gcsqx2yE2Flq0sODtEUtFRSyty2oaVvkO9IHsmaTnHsCzbz++nFy8+YWkmQms2uDANMHc4iAxw4HV68bmLcPmdWOYXlaGVpIZCwn7Sgj6ZiuhJZmAiWGagMn+mEq+dnioCoR+S1Nxrl1Rp+XThqqRbMuEyLwyHAvX02T/1lrri8Pi+NZVQVEEdF6fReji2kEawLb9XVhT5COgrArj803Ep9beptIVxgp7MTktICGlgKiPl2E5LLDblRLN8koPmCYDvt6BdUvtfXitdlabF7OnDUTvL6PJJyuwu2u3fktvBUu8VVQGBtNzZSoB39Xeh2kYbCwZwsb9EFxSRdQn3xNUmltrm9ymBSzzllEQbdJ+UzZhn9c93h8zW7O8EuzVXsI+WUdU7vbDzlks31ePJyMBYvcWEvNx3X2ktnbyhQNMA5wLNhO/57BzFhDOuvIR7EiDsMJKWny8HKu3unatMQUsDvXhscHgL3dj27isVhDqsTnZnNeTdQXgqvTQ9JPvCSzLr7WP0pBmfB1RTUUg9FiVgWvFcmyen1uu+SwWdqTFsrQarD4f4Z+sIypvR619VDsC+Ta8nAOR0GZbLoFfrcRVUXTIeYeMliZfBNSEO/ZPt9Aype45+S7wZjLja85ZwMLVhBRn1lp/IDKJxVE+vFYYuHg39vXf1gmP11eN5MdMk8j8MpwL1hG9v/YXNhWBEXwd7aYiELqtySBo6bI64fG23C6sKTIJKK/CWLiJ+LTltdZ7bA6WhZVTEA2tt+cRunAFtsPC410pTVhe4cE0DAYt3o51a93X4ir7texNhOYZRYR+8h0B5QdqbeNrFU5B87ZUBEYTVfIdnQ5ATeTnBEcYOCC445U07XIZ4Xk7OD8vg4jCvbX2kROZBIPuJie8JT22f8ro7/5d57yHt7uAwC5XEFR5gHEr/0Wr/J21z3tgJJXdJrIjqh3J+zczZtWzYJo/RaU1/zaL6UpBp8uweKsZuXsRW848H9NU7/76ZJiH/y9GjouqqioeeOABwsPDueOOOzSGnYiISD0pKioiIiKCwsJCTThwCvB6vVx55ZWMGjWKa665BtM0ufvuu7FarTz66KP+7RYsWMCcOXN44oknaNq0KV9//TXTp09n7ty5hIWF1dpfYWEhbrcbn8/H22+/TWBgIJMnT8ZqtTbEIcop5uCnK9OsadGJz/z5J+AzrGCCxVeNxXewa1/NnQzAY3ViGhYM04fVW/VTUHfI/g0LHpsLDLB63T+10Kq9jdfmxGex1ezDUxME1vLTPkzDgsVbjdVbtxuiz+rAa7WDaWLzVmH46nZDrNmHFcPn+SkQql2Hz2LDa3UCP9Xqqx1OgXFIrV5snso64aNpseKxOsEwsHqrsXgP71Zr4LU68FntYPqweyrhsNZVpmHFa3PUHK/Pg9VzpOO1/1Sria26ok4LLQxLzXNjsWD4fNg8dbtdmhYbHpsTMLB5KjF8dbvEeq0/Pze26oo658w0rHjsLsDA6q06wvNr4LXa8VkdYJrYPeVH6BJrodoWAIaBxev+KRSsvQ+f1fYrx2vgsQX8fM68VUd+bmwBNfvwVNU9XqjZh8WK4fNi81Yd4bmx4LEHHHK8h79GDn09m1g9VUd4PRtU2wJ/Ot5qrF53nfP6q69nDDz2gMNeI0d7PVdhqXO8Bh6bE9Ni++l4f8/r+eDx2n/6/a2s89yYhgWvzfkrr+df+/099PX80+/e4fuw2PBYHYCJ1VuNabVjd1qOa5fYlJQUpkyZwvz583E6ncdtv6cKtbATERERkUbLarUyaNAgFixYwFlnnUVZWRkrVqzgoYceIj09nX379tGzZ09atmxJaWkpa9eupUePHixZsoSOHTvW+QBgtVqJiooCamYJDAsLo7q67gdEkd/r4GfZmp8GWH/pw+2Rv9D/+VYrcOTZrn+Oln9qmXMYS60tA+qsr/049p+Wuvuo+bBoHMM+bBzpo6Wl1q3HUmvQER/n5+N1cKTzZql16dfO2TEcr/PI+6j93Bx5bEz/4zhdR1xfq1bXrx3vr50zg186Zz/f65fP2bEf75Gf359rNX7xeI/v6/mXX4s/36u+Xs/HcryN5PV8TMdb9/Vc+3j1hVZDUGAnIiIiIo3apZdeytatW5kyZQper5ehQ4cyYMAAPvvsMz7++GP+/e9/07p1a8aOHcuMGTMACA4OZsqUKerlICIiIiclBXYiIiIi0qg1bdqURx99lAMHDmAYBlFRUQQEBHDuuecyYMAAgoKCsFgsXH755Zx99tm43W6Cg4OJjIz0j2l3LDRSjIiISP3R392jU2AnIiIiIo1eWFhYrbHooKYVXXDwz914nE4nsbGxx7zPgzPFbty4kQ8//PA3hXsiIiLyv8nOzsbn8+E7bJIQqaHATkREREROS4Zh0KVLF9LT01m/fv1x26/X6+W9997jrLPOIjo6+rjtV46d1+vl448/pm/fvjRr1qyhyzltVVdX88Ybb/CHP/xBA8o3EI/Hw5tvvskVV1xRa7ZtqT8ej4e33nqLSy65hKCgI49rd7oyTZPx48frC7NfoMBORERERE5LhmHQr18/+vTpc1xnvXO73Wzbto3bbruNdu3aHbf9yrGrrq4mNTWVyZMn07Vr14Yu57RVWVnJ559/zr333ktISEhDl3Naqqys5KuvvuLuu+8mIiKiocs5LVVVVbF06VLuvPNOmjRp0tDlNDqmaWKzKZo6Ep0VERERETktGYaB1WrFaj2+s9/5fD4sFot/38czDJRjo+egcTh47q1Wqz6QNxCbzabnoIF5PB49B/K76NVyEvH54MABKCo68nrDqLscvP3wn4cvFsvRL1ssYLXWLAdvExEREZG6DMMgKSkJl8vV0KWctgzDIDExUV0AG5jFYqFDhw7HPRSXY2cYBu3bt1dQ1IAsFgvt2rXTcyC/mV4xJxG3G+bPh3ffrbvuYKhms9Ush4Zrhy9Wa+3tbDZwOOr+tNt/XpxOCAyEoCAICKi5zWar+elw/Ly9y1WzPjCwZr2CPRERETndWK1WbrvtNmJiYhq6lNOWzWbjhhtuUPezBma323nooYcUXjcgu93OtGnTCAwMbOhSTls2m4377ruP0NDQhi5FTjIK7E4ipgmFhZCefuR1hy4+X83PI607fLuD2x68/EuLx1OznWHUhHLBwRAeXrNEREBkJDRpAvHxNUt0dM02oaE/b+dyKcQTERGRU5vFYqFly5YNXcZpzTAMEhISGrqM057FYqFNmzYNXcZpzWKxkJyc3NBlnNYsFgutW7du6DLkJKTA7iTicMD550PHjrVvPzR883prFo/nl4O4g9sc3O7Qpbq6Zjn8utsNlZVQVfXz7Yfelp4OO3dCWRmUlNTcFhICsbGQmAht2kDbtjXXo6OheXNo0aKmVZ4CPBERERERERGRnymwO4lYrdCpU83SEEyzJqirqIDy8ppwrri4Zky9wsKan7m5sG8f7N9fc1thYU2Qt2JFzfqwMEhKgm7doHdvaNeu5nqLFhobT0REREREREQEFNjJb2AYP49XFxb2y9uZZk2odzC8S0uDPXtg717Iyqq57b334K23asLH3r2hR4+aEK9HD7W6ExERERE5WXi9XkzTxDw4Hs9PDMPgiy++YNWqVTzwwANYLJbj+ri5ubk8/vjjfPfdd1x//fVcc801dba57777GDBgAOeff/5xe1y3283ll19OTk4Of/3rXxk+fLhmIRaRE0KBnRx3hlEz6UTLljVLv341t1dW1oR1KSmwcSNs2gRbttQEd2++CX37wnnnwbBh0L17TYtCERERERFpvJ588knmzp2Lx+MhJyeHsLAwgoODad26NXfeeSd//OMfT0ig5Xa72bNnD3feeSdDhw494jbbt2+nbdu2x/Vx7XY7jz32GH/729/Iz8/HNE0FdiJyQiiwk3rjctV0f01KguHDITu7JrDbuBFWr4Yvv4TvvoPFi+Gcc+Dcc2ta4Onvn4iIiIhI4zRlyhRuvvlm8vLyuO+++7jssssYPnw4FouFtLQ0Vq9ezYgRI9i+fTvp6elYLBZSUlJo3bo1vXr1YunSpezfv59evXrRpUsXLBYLpaWlrFixgtTUVCIjIxk4cCAxMTF1gjHDMGjSpIl/9k23280333xDWloaycnJVFZW+rdNTU1l1apVFBUVERMTw6BBgwgLC2PTpk2Ul5dz5plnYrPZyMvLY/HixVx44YXk5OSwcuVKCgsLiYmJoX///jRt2pSYmBiCgoLq9TyLyOlHgZ00CMOomXiiefOaFnW7d9eEeAsXwqJF8P33sGQJXHghXH55TYs9ERERERFpXFwuFy6Xi8rKSux2O4GBgf4Abc2aNSxcuJCzzz6bNWvW8NRTT3HeeefhdDqZN28ePXr0IDo6mpycHN5//33efPNNQkJCeO2119i6dSsdO3bk22+/ZdmyZUyfPh2n03nUWj7++GNefvllzj77bBYuXMj27dv9XXW3bNlCRkYGdrud+fPns3XrVu644w52797NRx99RMeOHQkLC2Pp0qXMnj2bIUOG8NJLL1FeXk6bNm1IS0ujbdu2NG3a9ISfUxERUGAn/8/efYdJUWUNHP5V556c8zAZhpxzDpIki4qCaY0oC7KLsrJi2jVgWANmRTEgKKIkQUBE0pBzTgOTc86d6vujpT9GQVGBgZnzPs88MN1V3beapvvWqXPPuQpoNM4usnFx0K2bc1nskiXOwN2BA3DyJDz4IERE1PVIhRBCCCGEEH+Wm5sbkyZNwsfHh/T0dFJTU3niiSeoqqpi9OjRHDlyBC8vL7Zu3cqkSZOIjo6moKCAe++9l1OnTtGsWbMLPnZxcTHz5s3jvvvuY/jw4WRlZbFmzRrX/b1796ZDhw44HA7i4uJ45plnmDp1Kl26dOGDDz7g9OnTNGnShLVr1zJs2DAsFgtpaWmMHTuWXr16odfrMZlMV+JlEkIIQAJ24iqi0UDTps7gXadO0L07vPoqvPOOs2nF1KnO24UQQgghhBDXnri4OLy8vDCZTPj5+REWFoabmxtubm6YTCby8vKorq7myJEjPPnkkxgMBgC8vb2pqKj4zccuLi6mqKiI9u3bo9fradSokSsbzmq1smLFCr7++muqq6spLS3l2LFjVFZWEhoaSq9evfjiiy+YMGECubm59OrVi6CgIAYMGMDcuXNZvXo17dq1Y9iwYQQHB1/210kIIUACduIqoyjOLrEtW0KjRs56d88/D99+62xYMXEijB0LOnnnCiGEEEIIcU3RaDQoiuKqRaf9ucvc2d9VVcVoNBIWFsasWbMIDw933f97NePMZjNGo5GcnByioqKoqKigvLwccHaU/fDDD3nggQfo3r07+/btY+LEidjtdhRFYfTo0dxxxx0EBgYSGRlJSEgIJpOJCRMm0K9fP/bv38/cuXNRFIU777zzMr06QghR26XtrS3EJaIo4O0NI0fCm2/C8OGQlAT//S+8/TbYbHU9QiGEEELUJ2dP4Pv27cuHH36I7SImG3a7nfnz5zNy5EgGDRrE//73v4vaTwhxYU2bNiU4OJgPPviAzMxM0tLS+Oyzz373/5a/vz+dO3fmtddeY//+/XzyySekpqYCzsCgoijk5uaSk5PD8uXLKSgocO2bkJBAbGwsc+fOpVOnTnh4eFBQUMDixYspKCggMjISwBXgE0KIK6Fe5ClVVlayadMmvv32W5KTk4mPj+fhhx8mISHhvNvPmzePefPmUVxc7CpCChAVFcUnn3yC0Whkzpw5zJkzx3W/oig0adKEjz/++Iock3AG7QwG6NIFnnsOmjSB//3PGcAzm+Huu53LaIUQQggh/iqLxULHjh2pqKggMzPTNQdUVZXs7Gzy8vLQaDSEhobi5+eH3W7n3XffZcOGDUyfPh0/Pz9KS0vlZF40WHq9nujoaFfDCXAG0aKjo1EUBV9fX6KiotD8PIEPCwvDbDa7to2Pj8fb2xtfX19eeOEF3n77bSZPnozJZKJDhw6u/S5Ep9MxdepUZs2axdSpU+nXrx/XXXcd/v7+BAUF8dhjj/HGG2/w3XffMXDgQPr06YPu52U7Wq2WG264gYyMDLp06YJGo0Gj0XDy5Ek+/PBDHA4HAwcOZMyYMZfhlRNCiPOrFwE7q9VKYWEh/v7+WCwWDh8+TGVl5QW379GjB5GRkVitVsB5peTee++lTZs2rm3S09PJzc3lvffec93m6el52Y5BnJ+igFbrbEjx4IPOvz//PLzxBnh5wU03ObcRQgghhPgrOnbsSMeOHUlLS6t1+8GDB3nrrbew2+3YbDbc3Nx4+umnqaysZNWqVYwdO5ajR4/i7e1Nz549fzeoIER95evry3/+859atw0bNoxhw4YBMHToUIYOHeq6b/LkybW2feedd1x/DwoK4qmnnvrd57TZbCxatAi9Xk+HDh3w8fHh+eefP++2ffr0oU+fPq7f//73vwPgcDiorKxk+/bt9O7dm0aNGrmOZ/r06UyfPv1Xzzl//nwOHTpEv379fneMQgjxZ9WLgJ2HhwdDhw5l4MCBrFixguTk5N/cPjIy0lUPAWDTpk1UVlYyfvx49Hq963Z3d3d69+7t+l2umNYdjQZCQuDee6G01Jll98or4OMDgwbV9eiEEEL8EaqqYi0tpXDnTirT0gjp3x+3n5cbCXE1qa6u5oMPPqBz586MHDmSmpoapk2bxvfff098fDxZWVl888039O7dm6SkJH766Sf+97//1ZpPCiEuDx8fH+655x7S09P/UqD8+PHjvPrqq6SlpTF79uyLeixPT0/Gjx9P+/bt5RxRCHHZ1IuAnVardaVeX0yr7bMpzmctWrSI5s2b07x581ofuCkpKXTr1g2j0UjHjh155JFHCA0NPe9jOhwOampqXLUVLBYLFovlrxyW+AWNBsLCYNIkKCmBzz6DF14AT0/o1q2uRyeEEOK3qKqKtbiYvKQkcjdsoHDnTqwlJRh8fTH4+EjATlyV8vPzOXLkCOvWrXNl/xQXFxMbG0t0dDSlpaX897//pV+/fqSlpTFu3DhOnTpFYmJiHY9ciPrPzc2NwYMHo6rqXwrYxcbG8uyzz6LVavHx8fnd7bVaLePGjfvLzyuEEL+nXgTs/oq8vDy+//57Jk+ejJubmytg165dO15++WUSEhLIzs5m9uzZ3HDDDaxZs+a8HYpSUlJ49tlnWbp0KeA8MamoqODxxx+/osdT32k0EBMD06Y5g3ZLlzrr273wArRoUdejE0IIca6zmXQ5P/1E9po1FO3cib2qCntNDagqbpGRBPfvj0fjxnU9VCEuSKPRMGvWLNq2beu6zc3NjbS0NHx8fIiKikKv1xMcHIxOp6O4uLjuBitEA6IoiqvL7F9hMBgICAi44s8rhBC/p8EH7JYtW4bNZmP48OEYDAbX7Wev1mi1WhwOBx06dKBbt24sX76cm2+++VePExERwQsvvMATTzwBODPsXn755St2HA2JRuNsQDFjBhQWwtq18N57zg6y3t51PTohhBDWsjJnkG71avK3bMFeVYVqtaKqKl6NGxPUrx/BffviGR+PxmBAI8sHxVWgpqaGvLw8V+OIrKwsPD09ad++PYsXLyY2NhYvLy+Sk5MJCgoiKiqKli1bMm/ePO6//362bt2KTqcjLi6urg9FCCGEEPVAgw7YqarKwoUL6d+/P35+frXuO7f2iEajISIigujoaE6cOHHex9LpdPj7++Pv7w84J33ndkgSl5ZGA23awKOPOpfILl0KrVs7O8dKGQkhhLjyHFYr+Vu3krFsGTlr12KvqMBht4PDgWeTJoQOHkzooEG4R0WhaLUoWi0oitT+EVeN/fv3c++995Kfnw9AUlISjzzyCA8//DBvvPEG999/P3a7nUaNGjF9+nQ8PDx49NFHef755xk3bhyBgYH861//cs0FhRBCCCH+igYdsNu9ezeHDh1iypQpmM3m3zxpKC8vJzU1lcDAwPPe/8t95QTk8lIUZ9Cue3d44AF4/HH48ktn0K5jx7oenRBCNAyqqlJ27BjpS5eS+d13VGdnozoc4HDgHhND+LBhhAwahGd8PIpGAxqNfD+Kq1b79u3ZsWNHrdu0Wi2KovD000/jcDiA/18OpygKjRs3Zs6cOTgcDlkmJ4QQQohLql4E7Ox2O4WFhWRkZHDmzBnKy8s5duwYRqOR0NBQNm/ezPLly7ntttvo2rWra79vv/2WqKgoWrdujU5X+6WYPn06Q4cOJSoqivT0dJ5++mmMRiNjxoy50ocnLkBRnA0nhg+HXbtg0SJYsABiY0EubgshxOVjKS4me+1a0r76iuL9+3FYraCqGPz8CL3+eiJGjcKnRQtnkE6y6MQ14pdNyc6l1WrPG4w7G6STQJ0QQgghLrV6EbCrqKhg/vz5PPzww6iqCsDNN99MixYtePbZZ6moqCAtLY3y8nLXPuXl5axevZqRI0fi4eHxq5OJtLQ0br31VgoKCggMDKR379689957f6ggqbj8FMVZz278eNizxxmwa93a+bvMnYUQ4q87+72Kw0HxwYOkf/MNmStXYiksBFVFMRgIue46IsaMIbBnT7RGo2tfCdSJq52qqlRXV2OxWGqVQxFCCCHE5edwOHA4HHh6esq88TwU1TUTv7Zd7GGcfROcu/353hgXeryLfRPV1NQwc+ZMfHx8mDZtWq2GFuLSUlWoqIDXXoNnn4VevZx/tm8v9eyEEOLPOPc70FpSQu769aTMn+/MpqupAUXBs3FjwkeNImLECExBQa4P3KthslVSUoKvry/FxcVST1b8JpvNxpw5c3jxxRdxd3e/Kt6/QgghRENhs9lo1qwZc+fOxd3dva6Hc9WpFxl28MdPEH5ve5mwXTsUBTw8YOxYZ5bd4sXQrh1ERzuXxso/pRBCXJyzgTrVbqf89GkyFi8mY/lyqtLTQVHQeXoSOmgQjW66Cd+2bdGaTHU8YiH+mrNLYCdNmsS99957wSWxQgghhLj0Tp8+zaOPPvqrEmXCSV4VUW8kJsItt8CRI/DZZ9C1KwwbJgE7IYT4LecuebVVVlK8fz8pCxaQt3EjtvJyFK0WzyZNCB8+nLDhw3ELC3PWphPiEsvKymL58uUcO3aM1q1bc8MNN+Dm5lZrm+LiYn744Qf27NmDzWajU6dODBw4EE9PTzIzM/nss89ISUkBwM3Njfvvv5+EhITffW69Xo/ZbJZadEIIIcQV9HvNPxs6CdiJemXoUNi2DWbPhhUroG1biIiQoJ0QQvySqqqgqjhsNiyFheSsW0fa119TfOAAiqKg8/AguH9/IseOJaBLF/SennU9ZFHP5eXlkZWVRUVFBT/++CPDhg37VcAuMzOTQ4cO0axZM3Q6HZ999hllZWVMmDCBwsJC1q9fz6233kpERAR6vZ7AwMA6OhohhBBCiL9GAnaiXnFzcwbtNm2Cb76B66+H0FCQDFshhHBSVRXVbsdeXU1VZiYZS5aQsWwZVVlZaA0G3CIiCO7Xj4jRo/Fq0gSNfICKK6Rly5a0aNGCpUuXsmTJkvNu07RpU2bOnOm6Gl9WVsb27du56aabAOcSV7PZjLe3N6GhoXieJ9CsqioOh8P1p8PhuHwHJYQQVwFXyYv6Ub5eXIMURZFMuj9BZuGi3unWDXr2hAMH4NtvoWVLiIqSLDshRMN1doLusFiwVVRQeuQIaV9/TfYPP+CwWNB5eODTqhURo0YRct11mENC6njEoiE6O5n/rQn9ufeXl5dz4sQJoqOj0el0mM1mGjduzI8//sh3332HTqfjH//4B02aNKn1mCUlJSxZsoTTp0+jqiq7d+9m0KBBl/34xLWlpgYqK51/WizOP1UVAgPBx0fmleLaoaoqVVVVlJeXywUKUWf0ej2enp7o9XoJ3P0BErAT9Y7RCKNGQVKSM2A3fDiEhYE06hVCNDRnl73aKyuxlJSQv3UraV9/TeGOHWhNJgy+vni3bEnEmDEEdu+Ozmyu6yELcVHsdjuLFi0iNTWVu+66C71eT0REBNOnT8doNFJSUsLLL7/MN998w7Rp0zCcMwkwGAzExsbi6emJw+EgJyenDo9EXE2c1zZUcnPh+28qyU2pIl8NwG61c/2hF3GoCms7jKdJ/wjatlPw8fn/feX8U1yNVFWlsrKS3NxcTCYTRqOxrockGqCz78Pq6mqCgoLQ6XQStLtIErAT9VKnTtC7Nxw6BPPnQ+vWEBMjkykhRMPhsNuxFhdTnZdHzpo1pC9ZQkVKCnovLzzi4gjs1YvwESPwad5cmkiIa0pNTQ3ffvst8+fP56WXXqJx48YoioLRaCQ4OBgAb29vWrduzY4dO7DZbLUCdmazmR49egDgcDgoKCjAarXWybGIq4eqgsOhknqsmpxn3mXk8pc5GjeUZde/j1EHwWe2EZWygcQdn7Fw0zP81O46WvfwpEtXhZAQkH4l4mqkqiplZWWYzWaCgoIkSCLqjIeHB9nZ2dTU1EhH2D9AXilRL+l0MHYsbNwIK1c6/x4WBiZTXY9MCCEuL3tNDTX5+VSkpJC1ciWZ332HrbISo78/vm3bEjp4MKGDB+MWFlbXQxWiFrvdTllZGeXl5VgsFoqLizGZTJSVlXH69Gnatm2L1Wrlyy+/5KuvvuK///0v8fHxWK1WDAYDxcXFFBUVERAQQEFBAbt27SIiIuJXJwbnnrDKyas4y26HAztryH7pc7qseJGygGgKwluj0zqosWj4puPzxPr9QNeTnzFxy21sz7qZNccmkrSxLTfdqqdNG+cqDyGuJqqqYrfbcXd3lxpiok7pdDp0Oh02m62uh3JNkYCdqLdat4YBA+DIEZg7F9q3h9hYybITQtQ/qqpiq6igOjub0iNHyFyxgpyffkKj02EKCcG/c2fChg4lqG9f9B4edT1cIc4rMzOTmTNncuzYMbKyspgyZQrjxo0jJCSEd955h/fff5/Tp0/z2muvodVqefXVV1EUhWbNmjF16lROnjzJ7NmzXQ0l/Pz8uOmmm9Dr9XV9aOIqV10NW5JUkt/8gWGrnqPCP4qF/d7luLkVtiwFvR7MCU1JSUzg2K7e9Dr9CZ1PfE5NWAwrbK34/HM95eXOOspSWUBcjSRQB0uXLgVg2LBhaGRlQZ2Q9+EfJwE7UW9pNHDTTfDTT86fTZucWXYykRJC1BeqqmIpLKQiLY2i3bvJXrWKwt27Mfj44J2YiE/r1oQOHoxfhw7S7VVc9YKCgpgxYwZ2u911W0BAAGazmYSEBLy8vEhMTGTRokW1rtC7u7tjMBho0aIFTz/9NBaLBZ1Oh5+fH97e3nKCIH6TxQI//ghbPj/Fgz9MRXFzY3nXZzmotKB5gkLTppCQ4Gw24XDo2LChFd8ufood8bdgDvHC089IRamNb76CigotAwcqGI1ygViI83nyySdZvnw5qqpitVrR6XRoNBqaNm3Kk08+SXx8vGvbS/3ZvWvXLsAZsLuQ/Px8Zs2axZgxY+jateslfX4h/gyZvYt6rUkTGDbMWctuzhzo1Quio2USJYS4tql2O9U5OZSdOkXBtm1kr11LRXIypuBgArp2JaBrV4L798czIQGQK5ri2mA0GmncuPF57/P4OTPUzc2NhJ/f179kNpuJiYm5bOMT9Y+qQloarFsH2qBwjre5mbTA9uzw7Ev//grjxjkvAJ9rxAgIC/Ng4cL2lJdDUE01Q/e+SL7NhxWVd1Na6s7w4QpeXjLfFOKXpk2bxqRJk8jOzubxxx/n/vvvp3379qSnp6OqKvv27cNutxMYGEhZWRlNmzZFo9GQnZ1NQUEBzZo1AyA7O5uUlBQcDgfh4eFERESg/UUhSbvdTmpqKhkZGXh7e1NZWYmbmxuAq9RCaWkpbm5uREdH4+PjQ3Z2Nnv27CE0NBS73U6TJk0wGo2cPn2asrIy3NzciIuLw8vLS+ZW4oqQgJ2o1xQFbrgBliyB7dthxw5nlp3UGBFCXIscViuVGRmUHjlC/tat5P70EzX5+bhFRBAyaBCB3boR1Ls3ppAQmUgKIcTvsNlU9m8sRZtXhT4imHW9n6awEBoFabjuOmew7pcfpYoCHTooeHrC0qWQcbiGyNMb6FB0FFVvZN26v2GxGBg1Cnx9JWgnxLk8PT3x9PTEYrFgMBjw9vbGw8ODL774gqNHj9K0aVNCQkJwd3dn3bp1fPbZZxiNRlatWsWyZctYuHAhp0+f5vXXX8dms6EoCmVlZUyfPp2mTZvWmvscPnyYF154AbPZjLe3N9u2baNv374AHDt2jMWLF1NZWUlBQQFNmjThoYceIiMjg4yMDJKSksjPz8fLy4vy8nKWL19OVVUVeXl5NGvW7Ffdx4W4XCRgJ+q9Ro3guuvg4EH47DPo08e5rEEmUEKIa4W9upqKlBSK9+8nf8sW8rdswV5ZiUdsLEG9exPYrRv+nTuj9/GRQJ0QQlwEVYWcDBuOz+cxJncXG/z/S74+FJsKAweCv/+F54oajXMVx+23wxdfePNJ3ovce2AyQ3c8jcXdl83bb8LDQ2H4cGfDM/lYFlcLVVWxWCy1Sg9cSlqtFoPB8KfmIr6+vkyePJnAwEBXvblfUlWVhQsXEhQUxH333eeqZzp//nyeeeYZ13YWi4Xly5cTHh7OtGnTKCkp4dixY65yCo0bN2by5Mm4ublx+PBhnn/+eXJzc2nVqhVt2rThjjvuoF+/fmi1WsrKykhISMBsNnP48GGmTp3KvffeS2Bg4J97kYT4AyRgJ+o9RYExY2DhQli/Hvbvh969QWpQCyGuZmcbSZSdOEHR7t0UbN9O0e7dqA4HXk2b4teuHf5duuDbujVaNzcJ1AkhxB9gs8Gm5cX02D6byuAYVLudglLo2dPZuOz3atJrNBASArffrvBmSVs+0fyPO3dPYfS6v2PpZ+DH1cPx8tLRv7/MOcXVw2azcfvtt/P9999flse/8cYbeffdd3/VnftidO7cmbCwMFddu3OpqgpAeXk5R48eZfPmzSxZsgRFUaisrKRNmza1tq+srCQ5OZkhQ4YQGBhIYGAgTZs2RavVoqoqqampvPvuuxw8eJCSkhLOnDlDSUkJXl5eaDQa9Ho9BoPBte2bb77JsWPHKC8v58SJE2RkZEjATlwRErATDUKTJs7MulOn4PPPoWNHpLaIEOKqpKoq1tJSSg4epGDHDgp37qT08GE0ej2+bdvi16kT/u3b49mkCVqzWQJ1QgjxB6kqHD8OjsXLCKxOY23cRNKsIYSEwIAB8HOZq9+lKBAQAOMnaJhr68QC7ctM2PZ32mR8x4mIvixe7IOXF3TqBNL3R1wNFEWhc+fOl205Z7t27f70vMRkMrkCdXq9HovF4rqvpKQEh8OBRqNBq9Xy0EMPcfPNN7ue65fHo9FoMBgMlJeXo6oqdrudqqoqDAYDFRUVfPTRR7i7u/P+++9TUlLCP/7xD6xWK1C77m9VVRWvvfYa4eHhPProoxQXF3PPPffUGpsQl5N8dYgGQauFW25x1rJbsQL+/ndo08Z5uxBCXA1Uh4OaggIKd+2icMcOivbupfzUKfSengT27o1/p074tm2LR3Q0GqNRAnVCCPEnVVTAjh/L6LH/A4r84jgYMoDKGh3jh0Fo6B97LEWB2FgYMUJhQWV3FhjfQRfkh9HfG2MxfP01uLtDy5a/n7UnxOWm1WqZMmUKDofjsjy+RqP5VXbcnxEZGUlWVhY7d+7Ew8ODdevWYbVacXNzo2vXrixevJjOnTvTqFEjUlNTURSFTp06ufZ3c3OjVatWrFixgrZt25Kbm8v27dsZMGAADoeD6upq/Pz8MJlM/Pjjj5w+fRpwBv7ONpkoLS3F4XBQU1ODp6cnRqORrVu3kp2d/ZePT4iLJQE70WC0aQPdu8OiRfDll9CsGZjNdT0qIURD57DZqMrIIG/zZgq2b6f0yBGqMjMxBQURPnIk/p064d28OeawMLRS4FgIIf4SVYWTJ1U0P6wiuPQke9rcSbK+Md26OueKf+ZaiE4H7dtDWZnCggWdCXAHD1s1HXN/ZJdPf776yoSHhzOwJ9daRF1SFAWtVvurjqpXmkajwc3NDa1Wi6IomEymWllyLVu25NZbb+XRRx8lLCyMRo0aUVhYiKIojBs3Drvdzr///W/Ky8sJDw/nwQcfrPX4Op2OMWPGkJKSwt13302zZs2Ii4vDw8MDDw8Pxo0bx0svvcSKFSvo0qULzZo1Q6fT4eXlxYgRI5g9ezaffvopTzzxBHfffTezZs1i6dKl9OnTh6ioqDp//UTDoahnF4SLS6qmpoaZM2fi4+MjXWSuIt9/D7fd5iwAvH49xMTIxEkIceWpqopqs1Fy+DC569dTuGsXFcnJ1BQV4RkXR2Dv3vh16IBXQgLGwEA0spbqDykpKcHX15fi4mK8vLzqejjiKuZwOPjggw+wWq1MnDhRTsLqOVWF8nL4+GMVr2/m0ivlcxb2eYsc30QmT4aoqD8/L1RVsNth8WJYuVJlQNbnjFj/T7a2m8iSxo8SHOvOffc5G58JcaXY7Xays7Px8PDAy8vrqsnO/60QxNkxqqqKqqq1xqwoimvfs3+evf+Xx3budhc67gvd98vHPvf3s/tcLa/ltcJut5OTk4Obmxve3t6u1y85OZnJkyezaNEijEZjHY/y6iNnAKJB6dED2rWDH3+Eb76BKVOkELAQ4spRVRV7VRX5W7aQs24dJQcPUpmejqO6Gt/27Ynt1w/f1q1xi4zE4OuLIuunhBDikjp1Co4eVfDsdCcFbQaQYY8gMd5Zi+6vnH8rijPTbuBAyM1V2LOxNy1Du9F597vke8Wy1nELS5cauPlm8PC4dMcjxLXoYoJdFwqKXShA92e2u9B9v7z9l0FDIa4UCdiJBsXDAyZMgC1b4MMP4W9/A19fybITQlxeqqpSk5dHztq1ZK9bR0VyMtXZ2SgGA8F9+hDcrx9eTZpgCg1F5+4uk0EhhLhMdm61YiwvwezvQ7ExgppchRYtLr7RxO/x9IQhQ+Dj7EYsUl7gwdWj6Lt9FgUD40ja3J2QEIXrrnNeMJaPeiGEEL9FLt2LBmfYMIiLg+RkWL4cLlPNVSGEQFVVivbv5/CsWWy7916OvfEGeevXY7dYiJowgY7vvEPTadMIue46PBMS0Ht4SLBOCCEuk6IilazNyfxzRT+6bnsVW4UFPz9ISLh0wTNFcS6tHTUKcn0a81WftzFYyhm24VEi3Ar47jvYudO5fFYKEwkhhPgtkmEnGhwfH2eW3eOPwzvvwM03O7t2yTmyEOJSsVVUkP3jj2R+9x1lx45hKSzEVlGBb9u2JDzwAAHdumEMCEDv5YUiNbOEEOKKOHwYGh/8Bv+KNEq8osgr1tNvAAQFXdp5oEYDrVrBsOEavl3QjaAOM2iWtRZvbTnF2gCWLgV/f2jc+NI9pxBCiPpHAnaiwVEUuPVWeOkl2L3b+dOlS12PSghRH5QlJ5O5fDnZq1dTnZuLtbQURacjdOBAwkeMwCsxEb2XF1qzWTLphBDiCrJY4MT2Ioac+ois0HacDuoMFg3t2sHluG6i00GvXpCaamLD5ls43uoGrF7+eDkgL89ZS/n++8HP79I/txBCiPpBAnaiQQoOhuuvh08+gU8/hc6dJcNOCPHn2Kuryd+yhfQlSyjcuRNraSn2ykrcGzUiesIEQgcPxhQUhM7dHY10uRFCiDqRnQ1eSd/jZclnf9y9nLFHEBPjLJNyubi5wfDhkJPjTVauSpC1mjaHFlBsDmFD1UC++UbLLbc4t5N5qBBCiF+SgJ1okDQauOMOmDcPFiyA555zLpWVyZIQ4mJVpKaStXIlGd99R1VaGraqKlRVJahHDyLHjsWvUyf0bm5ojEbp9irERSgvL+fEiRMUFBQQHBxMYmIi+vMEuSsqKjh69CiFhYUEBQXRuHFjzGYzAIWFhRw9epSqqioiIyOJiYk572OIhsXhgNMnrMQdXobF6MnxqIFYbFq6d3dmwl1OISEwejR89BE4cvLolvQSdq2R8qHBbN3aFn9/hcGDwWSSeagQdc3hcJCRkcHJkyfR6/X06NHDdV95eTknT54kNjYWLy+v33yMnJwcjh07BkDv3r2vyKqK3bt3ExoaSmho6CV9XJvNxrFjx/D19SUsLOySPrb4fRKwEw1W167QtCns2wdffw333FPXIxJCXO3s1dUU7txJ2jffkL9lC9biYhxWK8agIGJuvJHIMWNwi4x0Bul+XmMlS1+FuDjJycnMnTuXY8eOERoayv/+9z98fX1rbWOxWPjyyy9ZtWoVISEhZGdnM27cOIYPH055eTlvvvkmp06dwtPTk6KiIh5++GE6dOgg/w8buKoqOHHUjl9AJ6o9g0hxb4qfwTkPvJwUxfmTmAjXX6/w1RehrOkwgxGbHmXApifJGTCXn37yJyjIWZ5FSpqKhmD58uUcPHiQ0aNH06RJEwDOnDnDokWLaNSoEWPHjq2zz+zCwkJef/11SktLadGiRa2AXVVVFUePHiU4OPg3A3YVFRW88847pKWlkZiYSO/eva/E0Hn66acZP348N9100yV9XJvNxsmTJ4mOjpaAXR2QgJ1osHQ6Z5bdtGnwwQcSsBNCnJ+qqlSmp5O1ahUZS5dSnpyMWlMDGg1+HTsSecMNBPXqhd7TE0WnA0WR4IAQf0JsbCzTpk1j/fr1rF279rzbpKSksHz5ch588EE6derEwoUL+eqrr+jfvz+HDh1i3759PP7440RHR/P666/z9ddf06pVK4xG4xU+GnG1UFUoLoaTaUaUdg/gra+kstJI+9bg7X1lstr0eujRA1JS9Gz6aSShLQ7Tbc9bDNrzPF+3eZbFiw1ERCg0aiRZdqL+W7t2LV999RVms5mEhAQANm3axGuvvcZ1113H2LFjUVXV9QPOi59n51bn3g6g0WhQFAVVVXE4HK6/n73v7P7nOrvtuY8BkJeXR2pqKlOnTqVdu3a19vH392fMmDHodLrffK6SkhKOHTvGXXfdRZ8+fQBn1t2FjuXsnzabzZURfvYYFUVBo9G4xnp237PPe+52F3KhY/3la3mh11Gr1TJkyBDXfr/8t7nQ450du/hrJGAnGqyzzScefxx27oQ9e6BtW5koCSGcbJWVFO3ZQ9rXX5O3eTPW4mJUux1TcDAhgwYRMWYMnvHxaA0G5zp7JJtOiL/Cw8MDDw8PPD09L7hNRkYGJpOJxMREvLy86Ny5M3PmzKGqqoozZ84QFBTkWq7UsWNH5syZg8ViqRWwO/dk49yTKFE/qSqcOWnFllmEV6CBUr2zy0ObNnAl47hGI4wZA7m5HizTTyew6ARtDnxGVmhbVttu5dNP4YEHICBA5qLiCjgngFPL2bRQVXX+nM/ZIMz5HuMiAjRarZZWrVpx/PhxsrOzMZvN7N27l+bNm7s+qysqKvj4449ZvHgxVquVHj16MHXqVAICAli8eDFz584lPz+fuLg4pkyZQrt27di7dy+zZs0iISGBzZs3YzKZePTRR3+1JNVms7FhwwbefPNN0tPTiY+PZ8qUKbRq1YoHHniA/fv3c+DAAe68806mT5/u2u/EiRM8++yzPPLII/j7+zNp0iRiYmI4cOAAiqLw0EMPMWTIEO6//36SkpLYs2cPN998M48++ijz58/n66+/prq6mu7du/Pggw/i7+/Po48+Sk1NDaWlpTgcDvr378+mTZswGAyUlZXxyCOPcObMGebOnUtpaSlNmzblscceIyYmhhMnTvDMM89w6tQpunfvTnp6+q9ea1VV2bFjB2+88QYnT57Ey8uLhx9+mEGDBnH8+HFmz57Nvn378Pf357bbbmPEiBGkpqYyduxYBg8ezLZt27j//vvZunUr3bp146abbuLUqVO89dZbbN++HR8fH26++WZuvPFGysrKmDFjBkeOHEGn0zF69Ggefvjh330/iN8mATvRoAUGwsiRMH8+zJkDb75Z1yMSQtQl1W6nMjOTjGXLyFy+nLITJ8DhQGMw4NuuHZFjxxLUpw9GPz/XGZUE6YS4cmpqatBoNOh+Ljzm5uaG3W6nqqqK8vJy3N3d0el0KIqCm5sbVVVVtTILAMrKyli9ejVpaWmoqsrWrVvp1atXXRyOuALsdsjcmsoNG2dSGt+OH1pMITRUT2TklQ2MKYozo2/UKIW5c735usvLDD30IkV+8YSGqKSkKCxeDDfeeOUy/0QDparOE5/Kytq3e3vD4MHOwosnT8L33/86KBcf7+zcB7BwobOby7n733nnRQ0hNjYWjUbDyZMn8fHxobCwkObNm1NZWYmqqnz77bfs37+f2bNnYzAYePbZZ1mwYAGTJk2iSZMmzJo1Cy8vLz7//HM+/vhjEhMTcTgcnD59mvbt2/PJJ58wb9485s2bR8eOHfHw8HA9d1ZWFh988AH9+/dn2LBhfPHFF7z//vvMmjWLV155heeee45HHnmENm3a/OJlU7FYLK4LPampqTRr1oz333+fVatW8dVXX9GxY0deffVVpk+fzsSJE+nevTvr1q1j27ZtzJo1Cx8fH9544w2++uor7r77bkpKSigtLeWpp54iLCyMhQsXsmPHDt58803atm3L7t27+fLLL3n66acJDg5mzpw5zJo1i1dffZV3332XkJAQ/vvf/7Jlyxa+/vrrX73ONTU1LFq0iNjYWF566SVKSkpwc3PDarUye/ZsEhISmDFjBsePH+ftt98mOjoaLy8vsrKyCA4O5vPPPwdgw4YN2O12LBYLH330EQEBAcyfP5+UlBRmz55NTEwMp0+fJicnhy+++AJFUSgoKLio94L4bRKwEw2aosDddzsbT8ybBy++CO7udT0qIcSVcG5Wja2qivzNm0n7+mvyN2/GXlUFgDE4mNCBA4kYMwavpk3RnFOdXAJ1Qlx5er2+1vKeswE8o9GI2Wymurq61n1Go/FX/1c1Gg3u7u54e3ujqqqrYYWon0pLVPJ3nOb69OVsSOhAaalClx7wi/KIV4RG44x3DB4MCxY0YnnPWWg93dEAod4V7N7tTlCQ835ZxS0uq8cfh9zc2rfFxDgLO4aEOIt8/+MfYLPV3mbMmP8P2L3+OmzZ8v/3xcZedMDO39+fkJAQkpKSMJlMxMfHo9frSU5Oprq6mm3btnHkyBFmzZqFoigcP36cgoICJk2ahE6nY9GiRZw+fZq0tDSKi4upqakBICgoiBEjRhAZGUmHDh3YsWMHVqu11nPn5eVRXV3NkCFDiIqK4vrrr2fmzJkUFxfj5uaGXq/Hw8Pjd78bgoKCGDBgANHR0XTs2JF169ZRVlaGu7s7er3e9efmzZvZt28fr732GoqikJycTE5ODrfeeit6vZ5+/frRunVr1/LRbt260bVrVzw8PNi1axenT59m9uzZaDQacnJyOHnyJJmZmZw5c4YZM2YQFRWFj48Pc+bM+dUYtVotERERrFy5kq+++oo+ffoQFxdHeXk5S5YsoUOHDuzbtw+LxcLRo0c5ffo0rVu3JjQ0lOuvv56IiAhKSkpcj1dTU8PixYuJjo7mxIkTWCwWDhw4wJkzZ2jUqBHZ2dl8+umn9OzZk+7du1/Ue0H8NgnYiQavTx/n98vJk87mE3fcUdcjEkJcLucG6VS7nfLkZNIWLSJz+XKqf75KrDWb8e/alUY33uisTefj49pHgnRCXD6qqmK3213ZCzabDYfDgd1up7q6Gnd3d4KCgqioqCA3N5fAwECOHTtGUFAQZrOZ8PBw8vLyyM/Px2g0cuzYMcLDw3/VJdbd3Z1BgwYBzrpCVqsV2y9PSkW9ceyQleBD63AYzaREdEPVamnatO4aPOj10L07ZGcrrFrlQSODhR67Xicscwfz+77PqlXeBAYqdOlyUasLhfhzkpKc6afn0uudwTqAQYPg8OFfL4s9J1ONBQugurr2/hdJo9HQp08fHnnkESoqKnjttdf48ccfAbBarVRUVDB48GD69evnmnt5enqSlZXFs88+S2RkJLfccgvHjx9n3rx5rgs1bm5urixrnU6H3W7/VdkDh8NRK1P77HfEL7Oxf4/RaMRkMgHOwNj5HsPhcFBeXk7Pnj1rNYPw8fHB3d0dg8GAl5dXrVpv/v7+rscrLy+nXbt23HXXXa5tztbQOzuGs3+eryO6Tqfjb3/7G23btmXt2rVMmTKFm266iSFDhuDh4cGECROIiIgAnHPcuLg4CgsLMRqN522scbZe3k033eRqGKKqKnFxcfj6+vLBBx+wbt06nn/+eWJiYpg9e7Z0av+LJGAnGjyNxpll99hjzuzw22+XZQhC1DeuyZrDgbW0lMwVK0hfvJii3budTSK0WswREYQPH07YsGF4NW6MImdKQlxRhYWFLFq0iB07dnD06FE++ugjevXqhcViYc6cObzxxhvEx8fTtWtXXn75ZTp06EBSUhKjRo3C3d2dVq1aERwczKuvvkpERARJSUlMmTLlVw0nzi34ffZ3UT9ZrbB/WzVDspaREdaRNCIJDlau+HLYX9LrYcQI52rCE/vt6CqKiT/5PUO8n2Vxi8eZP98bb29nspN8FYlLTlGc2Qq/xcPDmQ76WyIj/9IwEhMT6dy5M+Xl5bRq1coVsPPw8KBZs2acOnWKyMhIfHx8KC0tBaC4uJjy8nKGDBlC8+bNOXjwIOXl5eccWu3P9/PVKPXx8UFRFPbv34+Xlxd79uzB3d3d1V38Yl3Md4dOp6NVq1Zs3bqVwMBAQkJCKCkpQavVXrAhw7mP27JlSw4ePEhgYCChoaFUVVVRVlaGv78/Pj4+bN68mYiICA4dOnTeGnZ2u52SkhIaN25MmzZtCA8PZ+vWrYwePZq4uDhKSkro378/Go2GkpKS323QpNfrad26NaWlpSQkJKDX6ykqKsJkMpGfn09wcDD33nsvXbt25f777yc/P5/Q0NDffZ3EhUnATgicQbonnoBNm+DIEWjWrK5HJIS4FFSHA9XhwGG1kr91KxmLF5P9ww84ampQtFp0Hh4E9uxJxOjRBHTvju7nK6VCiCtPVVWsViuNGzemcePGKIqC3W4nKiqKkSNHurIZ7rvvPn788UfS09O544476NmzJ3q9nsDAQB555BHWrVtHSUkJ//znP+nYsaN0qWvAsrOhcs9RQitOsDl0DNm2QPo3q50kVBcUBdzcYNQo+KTEzPeaqQQVHaPNvk8p8EtgbfgdfPmlkTvvdK5SlJiyuOR+7011MW+6v/jG1Gg0PPbYY6iqWutzWqPRcOONN/Laa68xc+ZMTCYTiqIwaNAgevfuTbNmzXjjjTcIDg6mrKzsD3cBj4iIYMiQIXz66ad8++23lJeXc8MNNxAQEPCHAnYXQ6vVMnToUE6ePMl//vMf3NzcUBSFwYMH07t379/df+DAgRw5csS1r1arpVmzZjz00EPceuutvPnmm+zcuRMfHx/XsuBz1dTUsHLlSrZv345Wq6WsrIwhQ4bg6+vL3//+d+bPn8/WrVtd36ETJkz4zfGYTCbuvfdePvnkE/bt24fBYMDb25vbb7+dY8eOsXLlSnQ6HaWlpYwdOxZ/f/8//doJJ0WtB62xzi6bOFsEUqvVYjQaXamkv3S2OPEvU1bd3d1d7YwBLBYLFovF9SFiMpku+Ji/VFNTw8yZM/Hx8WHatGkYDIa/dpDisrvhBvjmG5g6FV55RSZHQlyrVFVFtdlw2GyUnz5N5tKlpC9bRk12NopOh0avxyM+nvBRowgbMgRzcHBdD1lcYiUlJfj6+lJcXHzeJR1CnOVwOPjggw+wWq1MnDjxoud54uqnqvDTT7D/he8YffhZfuryGD95DGPqPxRatqzr0TnZ7bBnD3z6qUpY6VEmrLkDj/JsFo38lJ3uvUlIULj9dvD3l3mp+HPsdjvZ2dl4eHjg5eV1VWQUp6amotFoXEsxz8rKyqK6upro6GjAmXWdnp6OxWLBbDYTERGBt7c3BQUFrmwyX19fqqqqiIuLw2KxkJmZSWRkJCaTidLSUrKysoiLi3Mtfz2roqKC1NRUysvL8fb2JjIyErPZTFVVFenp6YSHh+Pm5lZrn7P3hYWFodfrOXPmDGFhYXh4eFBRUUFmZiYRERFotVpSUlIICQnB09MTVVUpKioiPT2dmpoaVwkHLy8vUlNT8fDwIDAwEIDs7GwsFgsRERGuIGZZWRkpKSlUVVVhNBoJCQkhKCgIq9VKSkoKxcXF+Pv7U1lZSUhISK0gmcPhIDc3l+zsbKxWK15eXkRGRroaT2RkZJCfn4+iKPj5+REWFobD4eDUqVM0btwYg8GAzWYjLS0NT09PAgICsFqtZGVlkZeXBzgzFsPDw6mqqiItLY2amhpMJhPR0dG1ur7b7XZycnJwc3PD29vb9V5MTk5m8uTJLFq06A8HXxuCehGwKysrY9myZXz00UccOnSIxMREXnvtNVq3bn3e7fft28f48eNJTU2t9Z9327ZtxMfHoygKNTU1vP7663z88ccUFRXRuHFjnn76aXr37n1RV2olYHftWbEChg2D4GA4dcp55VMIcW1QVRXVbsdhsWApKiLnhx9IX7aM4r17UbRaNEYjBl9fQgcPJmzYMHxatLgqJq3i8pCAnbhYErCrv6qqYO5cOHLQTqCvjcISLXqzjiefvHoajKmqswnnunUq879Q6VC5kdHr/k6pVzif3rCMnAIdXbrAuHFXz5jFteVqDNiJhkkCdn9OvVgSq6oq7u7ujB49ms6dO5OUlHRR+33++ed06tTJFYDz8/Nz3Tdv3jyef/553nnnHdq0acP777/PbbfdRlJSEo0aNbosxyHq1nXXQUQEZGQ4u5iPGVPXIxJC/B7V4cBRU4OtqorigwfJXLaMrDVrcFRWojWZMAQEENilC2HDhhHYsydamQgIIUSDUFQEBadL8TQbsGmNVFkVWrW7urqvKoqz+UXPngpZWQob13XH0PtFqgMi0Bm1+Po6m3D6+zs7x0rVBiGEaFjqRcDOy8uLkSNHAvD1119fdMDOYrG4Ukt9fHzQarUoioKqqrz55pvcfffd3HzzzQA8++yzrFixggULFvDoo4/+6rFUVa1V1PJshzNx7dDp4Lbb4Pnn4dNPYeTIuusgJoS4sLNLXm0VFVTn5JC7YQMZy5ZRdvw4Gr0enbs7Hi1bEjZ4MCEDB2IMCJArykII0YCoKuTmqDTb9SkxOdv4vt8sIIzExKuziYPBAEOGQG6ujh0nBhHoDwZbDbHFhzAZo1m50h9PT+jV6w814hRCCHGNqxcBuz9Kq9USGBjIiy++iKIo+Pj4cOONN3LTTTfh6elJVVUVBw8e5OmnnwZwtYXu2rUru3fvPu9j1tTUkJaWRmFhIeBsR52dnY2vr+8VOy7x1916q7N+3Q8/ODPtJJlSiKuH6nBgr67GUlxM2YkTZK9aRfbatdhKS9F5euIRF0dQjx6EDhmCd4sWKD9fhBFCCNGw2GxQcCSHuGMraVR+iFKNLz4+znnd1fi1oCjOLLpRo+CjjxRKih10LPiREcvvY1f7+1jV6hG+/daMuzt06OC8oHw1HocQQohLq0EG7AIDA/nXv/5FUFAQWq2WVatW8eSTT+Lt7c3o0aMpLi7G4XD8qquJr68vGRkZ533MvLw8PvzwQ9asWQM4M+yysrJo2rTpZT8ecekkJkKXLrB5M3z5JTzySF2PSAjhsNuxlZVRnZ1N0Z49ZK5cSdHevSiKgsHPD7/27Qnu35/gPn0w+PqiXI3pE0IIIa6Y6mqo2nuM4KKjHGs+gkrVRJNG4O199Qa6FAViY+Gmm5xBu+Pm1qRGdqd70kuUuYewPuoOvvrKiLs7tGhR16MVQghxJTTIgF1wcDCDBg1y/d6qVSv27dvHggULGD58OPqfc80tFkut/axWq+u+XwoPD+fpp5/miSeeAJwZd//5z38u0xGIy0FRnMsk7rwTNm6EhQth0iQwm+t6ZEI0PKqqolqt1BQWUpGSQsHWrWStWkVFSgr6n7Pp/Dt0IGTgQHxatkQrhX2EEELgXA5bXmKnZv8x/KozWBU/lOpqiIu7+ud0igLNm8OYMQrzPg9jRdt/41GeTd8NT1Pd35NNITeyYIGOe+6B6OirN/gohBDi0miQAbvzCQ0NZdeuXaiqio+PD76+vpw8eZLevXujqioOh4PTp0+72kz/kkajwXTOCaNOp7tgcE9c3a6/HgIC4OBB2LkTevas6xEJ0XCoqoqjpoaqzExKjx0jd8MG8jZuxFpUhCkkhMAePQjo1o3gPn0wh4ej0cnXmBBCiNoyjlfge2I7FV5h5Po3Ra86A1zXQm1inc652iM/X+H7lS1Y0vd1bl96A/02PUPF4GC2O/qyYIHC7bdDWJgE7YS40qxWq6v2vc1mO+/fzy3Joqqq6z7NRa4C+TP7XAmqqmK321EURbqqXyFXz7/+X6CqKjU1NRQXF1NRUYHNZqOsrIzS0lKsVitZWVns3r2bgoICADIyMkhLS6OkpISSkhIOHjzItm3baNWqFVqtFr1ez5AhQ1i8eDEpKSmUlpaya9cuDhw4QP/+/ev4aMXlpCjg5+dsOGG1wrx5ziu1QojLS1VVbBUVlBw6RPqSJRx56SX2P/44Wd9/jzEggPBRo2j6yCO0fu45Ym6/HfeoKAnWCSGE+BVVheP7q/GpyeVE/BDyrT6EhyuEhdX1yC6ewQDXXQedu2g4amzNwuGfUugbBzodQUEqycnO0i3Z2TJPFX+OzQYWy6X9sVrB4biY57Zx6tQp9uzZw8GDB6moqHDdl5KSwo4dO1w/Z86cAZzzxDNnzrBnzx7S0tKw2+0AVFRU1Pr9ShgxYgTLly+nqqqKJ554gqSkJIqLi7n//vv5/vvvf7V9ZmYmt912G9u3b7/o56isrOSZZ55h48aNv7mdw+HgwIEDVFZW/uHj+DOsVitPPfUUr7322hV5PlFPMuwsFgv79u1j9erVHDp0iPT0dObPn8+hQ4fo27cvhw8f5ptvvuGee+6hV69ebNmyhUOHDuHm5oZGo+HIkSN4eHgwYcIEdD+fAD700EP885//5PXXXyckJISdO3fSs2dPBgwYUMdHKy43jcbZfOKTT2DNGsjJgZCQuh6VEPWTqqrYysspPXaM4n37yP3pJ4r27kVrNuPdrBk+bdoQ1LMn3s2bo3N3r+vhCiGEuMqVl8OuM/4kX/cqnp4qeaUedEkED4+6HtnFUxTw9HSu+igqUth7ojP5Iz/H6uaNRlVp5FHA0aP+fPMN3HKL82KzEBfLaoUNG+DnXJZLRqOB+Hho2fK3s1lXrlzJ559/jo+PDxUVFbRq1YrJkydjMpn43//+R1JSEu3btwegR48eREdHk5yczIwZMzCbzeh0OmbOnElERARr164lOTmZ+++/H/OfXPOu/hz1vthGZTabDVVVMZvNPPHEE+j1esrKyrDb7TguELG02+2u57kYbm5uzJgx43dX7FksFsaNG8eXX35Jiz9Q3FJVVVRV/VPZe3a7/YoGSBu6ehGwU1WViooKMjMz8fX1ZciQIaiqSm5uLtXV1URERNClSxcCAwMBiImJ4cyZM2RkZKDRaEhMTGTKlCk0a9bM9abt3Lkz//3vf1mzZg0ZGRl07tyZG2+8ES8vr7o8VHGFdOzorCFy/Dh8/72zrp0Q4tI5G6grOXCAgp07yduwgZLDhzH4+xPYvTt+HToQ0L07nvHxaKS8gBDXhIs5GZHOzeJyS01VKSzR4BYRS7UKSoVCs2bX3tJRRXFeML75ZnjvPR1pBT4EmVTaHviUmDM/sarrk+zaFY3ZrHDjjc6A5LV2jKJuVFTA8uVQVQWXcopVUwO5udCkyYXrRdpsNl599VXuvvtuhg0bRn5+Pvfeey/dunWjR48eaLVahgwZwowZMwBcyy63bt1KcHAwjz/+OP/+9785ffo0Op2O7du3c8stt9QqTXUuVVVZvXo1CxcupLKyki5dujBp0iQWL15Mbm4ueXl5FBUV8cADD1BRUcGHH35ISUkJXbt25W9/+xsmk4mSkhLeffdd9u/fT79+/SgrKwOgurqa2bNn07dvX+Li4gBnhuCUKVMoKytj3Lhxv1qddzZG8cUXX7Bt2zZiYmKYMGECzZo1q/X9WFVVxTvvvEOPHj3o0KEDzz//PKGhoRw8eJDy8nJuv/12evTowfPPP09aWhp///vfiYyM5K233sJisfDll1+yadMmwsLCGD9+PG3atCE/P58XXniBxo0bs3XrVtq1a0dVVRV33XUXgYGBlJWVMXv2bEaMGEFwcDCff/45u3btwtPTkxtuuIE+ffr8lbeH+JPqRcDOZDLRt29f+vbte8FtOnTo4Pp7+/btXVH739KnTx95YzZAigJGozPL7rHHnM0nxo+/tF9oQjRUqqpiKyujaPdu8rdvJz8pidKjRzGHhhI2bBh+HTvi36ED7lFR0u1ViGuIw+Hg6aefdjXsslqtgPNk6+yV+B49ejBq1Ki6GqJoAFQVjh60cdOux8m39mOnd3+CgnRcoAT1VU9RIDIS7roL3n8fCovAXJZH0yOL0Ngt0HsWGzdEoNcrjBzpzMqToJ34PQ6Hc0mslxdcyp5dpaXO7L3funZjs9koKiqiUaNGeHp6otfrsdvtbN++3RWw+/bbb9m8eTPx8fFMnz6dmJgYwsPDKSwsJDMzE4fDgaenJ4sXLyYqKoqAgAAKCwvx9fX9VcbYd999x3/+8x+mTJlCVFQUycnJAJw8eZK33nqLJ598ktGjR1NYWMgTTzzBPffcQ0hICO+++y6VlZVMnTqV2bNns3//fiZNmsTGjRs5deqU61h27txJs2bNXAG7jz76iCeffJLc3FyeffZZYmJicD9nhUhFRQVvv/021dXVTJkyha1btzJr1iyee+45IiIiar1Ou3fvJi4uDofDwerVq/H29mbSpEmcOnWK//73v7z//vvcdtttzJs3j6lTp5KYmIhGo2HOnDmkp6czadIkDhw4wIsvvsgzzzyDwWDgww8/5O677+b+++/HZrPxzjvvcOrUKQICAjh27Bi7d+9m/PjxWK1WwsPD6d69OydPnuSNN97Aw8ODdu3aXaq3i7hI9SJgJ8SlptXCsGHw3HOwezccOgRt2tT1qIS4ttkqKijYto3czZsp3L6d0mPHcI+MpNHYsfh37oxfhw6YQkIkA0eIa5TJZEKj0ZCVlUVSUhLt2rUjODiY3Nxc9u/fT7Nmzep6iKKeKyuDim2HuP7ou+w1VbGhRX+69nTWhLtWKQrExDgvJH/+ucLqxMl4VOXSfvcH2LVGrD1fYMOGYAwG5xJad3cJ2omLoyjOZayXgqpe3PvOZDIxatQo3nrrLZKTk8nKyiIrK4vi4mIAxo0bx2233YZWq2X+/Pk89NBDLFiwgJ49e5KWlsbcuXMZMmQI5eXl7N27lx49evDEE09gs9mYOHFirSQdm83GvHnzGD9+PLfeeisA3bt3d93fs2dPxo0bh5ubGy+88AJ+fn5oNBry8vJo3LgxX331FWPHjmXbtm089dRTtG/fnoSEBJYtW3bB4xs/fjxDhw5FVVV27NjBypUrGTt2rOv+3NxcNm/ezPDhw8nMzMTDw4PTp0+TkZFBeHj4BefAZrOZESNGMGjQIAoKCvj+++85c+YMnTt3xmg0EhsbS+PGjcnJyWHlypUMHTqUrKwsjEYjubm5nDp1iqZNmxIVFcX48eNp37491dXVREdHs23bNtq2bcuePXuIjY3F398fg8FAs2bNSE1NdY3hxIkTtG3b9vf/kcUlJQE7IS6gUSPo29e5JPbbbyVgJ8SfZauqomDbNvI2bKDgbKAuKoqYCRPw79wZnzZtMAUFSaBOiGuYRqPhscceA+CVV16hdevW3H333RgMBmpqanjvvfeuWFFs0XDl5EDYkbXYdUbOBHdB0elITKzrUf11Wi00awajRsGC+QZWtngEnb2GNvs+waJ3Z3nnZ/jxRz/XBedLmTUlxKU2efJkVqxYQXp6OiEhIbRt2xaPn4tMnrsK7pFHHqF3796cOHGCDh06cNttt3HbbbeRl5fHE088wS233MLKlSu5/fbbyczMZN68eb8K2JWWlhIbG3vecURGRrqW3Obk5FBSUsKRI0cA53faLbfcQkVFBYqi4Ovri6Io+Pn54ebmdsFji4iIQKPRoNFoCAwMpKCgoFa5iJqaGjIzM12NLQH69+9PUFDQb75mRqMRv5+LVWo0GoxGoyuj/Vw2m4309HTS09Oprq4GnIHJRo0aAeDl5YWPjw/gDJ527tyZefPmMXbsWHbv3k3fvn0xm81s376d119/ncjISEwmEwUFBVRUVPyhOnzi0pCAnRDnoSjOq7ETJsCSJbBiBUydCj9/vgkhLoLDZqNg61ayVq+maM8eyo4dwxQaSuyddxLQvTveLVpgCgio62EKIS6xkydP0r9/f7RaLaqqotVq8fX1Ze/evXU9NFGPORyQftpC2Mn12Axmjgd0xc/PuaS0PjAYoHNnqK5WWDA/kBVtH8dYU0pc8hpC291DjbcfK1Y4g3uDBzuDdnIdTFyNvL29GTduHA6Hg9LSUt577z3uueceVFXFbre7lrVWVFRgs9lqNV6w2WwsXLiQTp06ER8fj9Vqxd3dnaCgIAp+0UXDYDAQGhrKgQMHGDJkCIqi4HA4XEE67TmdMUJCQigrK2Pq1KnodDpX84jCwkIURSE7O5uYmBiysrJcNezO58SJE9hsNux2O5mZmXTq1KnWBWmj0UhUVBSjR492BRcdDscFa/Cd65fLfc8GzzQajauphV6vJyYmhqFDh9KrVy/X4xuNRlf9/nMfp3Pnzrz++uts3bqV9PR0WrVqhaqqbNq0ifDwcGbMmEFlZSWHDx++YEMNcXlJwE6IC9BqnROjuDhISYGNG2H48LoelRBXP1VVKTl8mIwlSyjYupWy48cx+PkRc8cdBPbsiVfTpph+bgIkhKh/BgwYwNtvv01OTg6NGjXi9OnTLF26lClTpvzuvna7nbS0NPLz8zEYDMTFxdWq/wOQnZ1NampqrZMHf39/EhISyMvL48yZM666ee7u7jRr1qzWiZmon6qqoHrPUbzzk8kJbEm+ezQtY8HNrf4ErvR66NMHKisVVq4MZGGvN4mwnCI3uBXuDit6PwfLlxuw2xUGDZJGFOK32e3On0vlYuM569ev58yZM+j1epYuXUqvXr3o27cvNTU1zJo1i4SEBFRVZcmSJfTt25fmzZsDzvnlnj17yM7OZuLEibi7u+Pt7c2SJUtIS0urtdwVnIGs+++/n2nTpqHX64mMjCQ/P5+JEyf+akw33ngjkyZN4qWXXqJ58+YUFhZit9t58MEHGThwIM8//zw333wzR48eJS0t7YLH9t133xEUFEROTg6ZmZlcf/31te4PCQmhd+/evPvuuwwePBiArKwsxo8fT3h4+MW9gL84xujoaJYtW0ZBQQGdOnVi+PDhzJkzh8zMTAwGA5mZmYwePfq8HWeDgoLo0aMHjz/+ONdddx3x8fGux1y/fj1Lly4lPT2d/fv3/6qBhrgyJGAnxAUoijOjbtQoeOMN57LYYcNk4iPEb6nKzCRt8WJyf/qJ0qNH0eh0NBo3jpABA/Bs3BhjYKAsfRWinhs5ciQmk4k1a9awa9cuvL29eeSRRy5qsn/gwAGeffZZPDw8KC0tpWvXrkyePBnDOUXIjh49yrJly6ipqcFms7Fy5UpuueUWXnjhBVauXMkrr7xC9+7d0Wg0REZGkpCQIAG7BqC8HCzHTmOuKWJX3IPYHQrx8dd2/brz0Wqhf3+wWBTWrvXA5tUaD4eVhBPf4Vt4ig1N7+eHHzxQVee89ULdOkXDpdM5G+yVlsKlrFRgtTozO3+vLl5AQABJSUlYLBZGjRrFqFGj0OmcYYmEhASOHz+OoiiMHDmSESNGuO47m1E2ZMgQgoODURSF2267jaVLl9KxY0duueWWXz1Xhw4deOGFF1i3bh1HjhxxBf86d+5MdXW167shNjaW2bNns2zZMg4cOICvry+9evVCURTuuOMOvL29OXHiBJ06dSIoKIj4+HgMBgMjRowgLi4Ok8nE0KFDCQwMdGWTP/XUU4SGhlJRUcHIkSMJCwvDzc2NBx54gLVr17J//34MBgPNmzfH29u71rgNBgPDhg0jISEBjUbDmDFjSEhIAJxLWUeOHEl0dDQ6nY4ZM2awZs0aNm/eTJcuXbjzzjuJiopi9+7daLVamjVrRkBAAKqqcsstt9R6LkVRGDduHFqtlkGDBrle6+uuu46amhqOHz9OfHw8L7zwAmFhYWi1Wnr16vWby4LFpaWoshD5sqipqWHmzJn4+Pgwbdq0WhNNce2w22HHDmctu7g4WLoULlAGQYgGzVZZSdbKlaQvWULpkSNYy8oIue46IseMcWbUBQWBokiwTlwRJSUl+Pr6UlxcjJeXV10Pp8FRVRWHw8HJkydxOBzExMRgNBoBfvMzQFVVHnzwQfz9/Xn44YfJzs7mnnvu4c033/xVXaKzy3+OHz/O/fffz1tvvUW7du349NNPWb58OXPnznUt/dHr9bWe99ypr6qqfPDBB1itViZOnCiBvWuUqjobhM1/NYvGJTvJCGlHnj6cBx+E+Pj6d7FVVZ0Byu++g9WrIcynguGb/kXLA/PY3vEhVreZTm6lO9dfrzBkiDM4U99eA3Fx7HY72dnZeHh44OXlhaIo2Gxw4AD83OfhktFoICLC2STlUjWzEPWH3W4nJycHNzc3vL29Xd/LycnJTJ48mUWLFrnmCuL/SYadEL9Bo3EG6rp2dX6xrVoF58miFqLBUlWVon37OPPZZxRu3051Tg6+7doRNX48fm3aYAoNRdFqJVAnRAOSl5fH9OnT2bRpE+PGjeOxxx5j5syZtG3blhtuuOGC+1mtVjZv3sy7775LQEAAPj4+NG7cmH379tUK2Ol0OleNoR07dhAdHe3KPNDr9SQnJzNkyBBCQ0O566676N+/vytrAJwBv8zMTCoqKnA4HGRlZREg9TSvaQ4HHDumUqAPIbnZMMrLITgIAgLqZ6BKUZzLXUePBpsNfvrJjVUd/41XSSqdt89GUe2sa/cIy5b6UFPjDNp5edXP10L8cTodtG59eR5bUeR9JsSlJAE7IX7D2QnR2LGwaZPzSubdd9e/5RVC/BnVeXmkLVxI5nffUX7mDAZfXxIffZSQfv0wh4ejMRgkUCdEA/Txxx8TEhLCrFmz2LlzJ4qi0KZNG3bv3v2bAbvy8nKsVqurEx44i5Of7aT3S0VFRWzevJmBAwe6lud07tyZd999F19fX3766SeeeOIJYmNjXQE9gOLiYj7++GMOHTqEqqqcPn2au+666xIdvagLNptKzu4M2qVsp9izB1llgXTtBr9YZVavnG2QNno02O0KW7aEsHDgB9yw9kE67XgHjepgTYfHWLvWm5oaZx1mX18JpggnyYAT4togATshfofRCP36OevZnTgBO3dCt251PSoh6o7DZiM/KYnkuXMp3rMHe00NoYMHE33bbXgmJKBzd5dAnRAN2OnTpxk3bhw2m811m8lkoqqq6jf3M5lMaDQaKs8pqlRdXX3e7nmqqpKamkpOTg7t27evVYco9ufaFRERESxdupSdO3fWCtgFBATw73//27V096OPPpLud9e4onwHPpuWM3zX0ywI+RqHNpCEhPoflFAUZ1ON4cOdWYZJmwNZ3vNFhmr/TfNDC9nZ/n6qfb3ZtAksFucFaF/fuh61EEKIiyUBOyF+h6JAYCAMGuTMsPv+ewnYiYarOi+P1C+/JO2bb6jKyMCzcWNi77mHwG7dMPj5oWg0EqwTooGLiYkhKSmJNm3aYLfbqaioYPny5bT+nTVYZrOZuLg49uzZQ+vWramurubYsWOMHTsWq9WKqqqumsAOh4M1a9YQExNDXFwc4Azine0OezbwV1VV9auaOIqiuLrlORwOtFqtBOyuccnHrcSdWk2ZVzj5Dn/8AhUaNarrUV0ZiuIMwo0d63xvr18fg63HiwRasyjzCsdNcaD3d5CUpMVqVbjxxvq7VFhcmJStF1cDVVXlPOEPkoCdEL/j3Doh8+bBTz9BUZFcoRQNi2q3U7RvHyfffZf8LVtAUYi69Vaix4/HvVEjlF8UdRdCNFx33nknjz76KOvXr6ekpIRdu3YRFRXFuHHjfnM/RVGYOHEi//vf/6ipqeHQoUPExsbSo0cPZs+eTUlJCU8//TQAFRUVrFy5kilTpriWw9rtdhYsWEBJSQl+fn5s3boVs9lMnz59Lvchizpkt8Px7cWMzVvHseZjSbOF0iHRuTKioTg7Vx03DrRahc2bIyjxi8BdcRCVuoHItCT2NruVXbuiqKpSGDsWGjWSoF1DcLbxTkVFBe7u7mjkwqqoA6qqUl1djdVqdV0wExdHAnZCXASDAVq1gqZNISMD1q+HUaPqelRCXBnW0lLSly4l+aOPqEpPxyMujvgHHiC4b190Hh4o9X3NkRDiDwkODubtt99m06ZN5OXl4evrS8+ePS+qY++AAQNwOBzs2bOHpk2bMmbMGNzd3WnVqlWtJbUWi4XRo0fTo0cP18mnRqMhJiaGzZs3k5+fT8uWLZk6dSq+coWtXissBOP2jeixkRHYmiq9Fy1aNLxglKI4y7iMHAkajcLGjaC12wnKPUT3pJcIzdoDvZ7n+PF4PvsMbr65fnbQFbUpioKXlxe5ublkZ2ej0+kkYCeuOFVVsVgsmM1mjEajvAf/AAnYCXERFAX8/OD66+Htt2H1aueESD5rRH2mqioVKSmcfPddMpYtAyBs2DDi77sPj4QEWf4qhDiv5ORkqqurGThwIEePHuXzzz8nLS2NO++887z16M6l1+u5/vrruf7662vdPmDAgFq/BwQEMHny5Fq3aTQaunfvTvfu3S/NgYirnqpCWppK4+PfUeEezGnvNrh7KPy8SrrBURTw9HTWtNNqYfVqPdujb8KjQyZdtr/BcHsNK3s/z7GMZnz0Edxyi0Lz5s5af/J1Xn8ZjUZCQkKoqqpylQ0Q4kpSFAVPT09XrVpx8SRgJ8RF8vKCwYPhtddg3z44cwZiYup6VEJcHg6rlYIdOzjy4ouUHDqEOTSU2L/9jcgxY9B5ekqgTghxQR999BHt2rUjPDycd955B4fDwbFjxzCbzdxxxx11PTxRjzgccOwolISNoDggntNerWnc2Bm0aqjOBu3GjAGDQWHVqgCWt32CKpMvvTc9yw0r7mHp9e9ytLwVH30EN90EHTqAXi9Bu/rqbN1OWYoo6pqcP/xxErAT4iJptRAVBd27w+nTzlp2ErAT9ZG1tJTURYs4Pns2trIyfNu2JfEf/8C/UydQFPmyFUL8ptzcXIKCgkhPT8dms/GPf/yD48ePs3bt2roemqhnSkrgTIpCfosxZLiNoToPmjRxztkaMkVxBuCGDgU3N4UVK4ysajIFq8Gddns/Ijj/ELnNWlJUojBvHpSXQ48ezo6zon6SuZsQ1yYJ2AlxkRQF/P1hyBB4/HFnwG7CBOeESIhr3dnuYVVZWRx58UUyly1D6+5O5NixNJk8GVNICCATPiHE7wsLC+O7777D29sbd3d3goKC2L9/v2R3iEuuMN+O4fgRAj18KdKFYTQqxMQ4l3g2dIoCJhP07u0MxH39tZ61EXeS0qgnpT5RKBoIMRVRXGVk0SI3iopg4EBnsw75qhdCiKuDfJ0J8Qd4e0PPns4/jx6FnTvrekRC/HWqqqI6HBQfPMiO++4jc9kyTMHBNH3kEVo+8wymkBAUyawTQlykO+64g9zcXPbt28fo0aNxd3fn8OHDtG7duq6HJuoRux1Kj+fQZ8Mz3Lj8duxWB8HBzour8nX1/8xm6NoV7rwTVJOZw0oLqnQeeBenMvbb8Qw4MpsgtzLWrFGZNw9yc521AYUQQtQ9ybAT4g9QFAgLg0GDnI0nfvoJunSRiaG4Np3NqnNYLOSsXcv+mTOxlZXh1bw5LZ94Ar8OHep4hEKIa1F0dDTvvfceubm51NTUkJeXx2OPPSaFpsUlZbGoVOw5TpPsHZxoOZrKKoVO8Q27ft2F6PXQpo2zi+yCBZCfD94aB6qioc/6Z/AuSWVdp+ns2xtJXp7ChAnOsi86OVMUQog6JR/DQvxBwcHO5hPz58O2bZCTAz+vFhTimnE2WGerqODku+9y8r330BgMBPfrR4snn8QcGlrHIxRCXKsqKir44osv2LBhA6qqotFo6N+/PzfeeCPu7u51PTxRD6gqWCrtVO85jE9NNsdjB+NQFeLjpVTJhWg0kJgId9wBixYpHD8Zw5I+r9HX6xXa7PsUr/JM1nV5jIPZ7ZkzR8vIkdC2rXNZrRBCiLohATsh/iCTCZo1c05ijh+HzZudnbgky05cK1RVBVWlOjeXfTNmkLd+PXovL6JuvZWEv/8dnczOhRB/weLFi1m+fDkPPfQQfn5+5Ofn8/bbb+Pm5sZNN91U18MT9UR+agUe+7dQ6tOIDI8m+PlBZKTMx36LVguxsc7lsV99pbBnTxyVXf5DkU80vTY+i6mqiOrhH3OmMpp58xSys50XqU0meV2FEKIuSMBOiD8hIgKuuw5ee80ZsBs+HAyGuh6VEL9PVVVUm43SEyfYM3Uq5cnJmMPDafroo4Rdf73UqRNC/GUbN27k/vvvZ+DAgSiKgsPhoLy8nC1btkjATlwiKin7S2mRuYGUxIFkVvrSuYmCv39dj+vqp9FAUJAz087fX2HdugDWtnyYQt94PCpzqPIMwk+nUlVmZdlSPenpCjfeCIGB0n1XCCGuNCkmIsSfEBAA3bqBhwfs3w8HD9b1iIS4OI7qanLWr2frbbdRkZKCV9OmdHznHcKHDZNgnRDikggICGDv3r2UlJSgqirFxcUcPHgQPz+/uh6aqCesVjhwANIiu3Ek9nqqtO60bi3dYS+WooCXF4wcCaNHQ4XVSFLoGLa1nYhV70ZA/hH6HHmbpqZk9u918P77zvmuxSINKYQQ4kqSDDsh/gSNBuLjoXdvSEqCLVugdWu58iiuXqqqYi0pIfXrrzn68sto9HqCevWi5X//izkoqK6HJ4SoR8aNG8eTTz7JXXfdha+vL0VFRRgMBp566qm6HpqoJzIzFQ6VRlA47AMqazT4GrTExtb1qK497u7Qv7/zQvTXXyvk5kFggIOIjO30+ekpEk6s4Ieez3AgpzOff67Qvz/06yd17YQQ4kqRgJ0Qf1JUlDNgt2wZ7NgBN9wgzSfE1UlVVapzcjg+ezapCxZg8PMjfMQIEqdNQ2c21/XwhBD1TPPmzXn77bfZvXs3OTk5hIWF0bZtWwICAup6aKIeUFU4esgGFdVogo0Ul+rp1t656kH8cUYjtG8Pfn7w9ddw/LjCwbgRmHvm0W3ra9y8+BYC+vyHHVFj+XqhkbQ0hREjnE3YFEVq2wkhxOUkieNC/ElubtCqFbRoAfv2we7dskxAXH1Uh4Py5GQOPPkkqV9+iTk8nCYPP0zzf/9bgnVCiMtCo9HgcDjw8PAgPDwcNzc37HY7GlmvKC6BigqwrvqRf/14HVFHvkejca5ykMDRn6fRQFwc3Hsv9OqlcKbUjzUt/8m3w+dQ4R7I9av+znUH/0ejwCq2bYO334adO6Gmpq5HLoQQ9Ztk2AnxFyQkQI8e8NFHsGsX9OnjDOQJcTVw2GyUHD7M4eeeo3D3bjwTEmj66KME9ekj9eqEEJfNoUOHeOmll6isrMRsNlNVVYWXlxfTpk0jMTGxrocnrnGZmSrBB9YQWJpMhdWAnx80alTXo7q2nZ0S+PvDjTc6m1H8+KOWrT5DKLk+gq4738Cu0aPXqYSFQVERfPop9O3rnPv6+UnAVAghLgcJ2AnxFwQHQ6dO8NVXzmWxJ044r/IKUdfsNTUU7tjB4RdfpOz4cXzbtqXZv/6Fb5s2EqwTQlxW8+bNIzIykvvuuw83NzfKy8t55513WLhwITNnzvzNfVVVdf2AM1vvl59ZqqricDhq3XZ2u/PtD8jnXj1ht0Pe4XxCTu2g2ujN6aAuNI5x1mKTf+JLw80NBg6E8HBYsgR2p7aguO+L6PQKVr0bQYUnaJ+6iV3RY1i50otTp5xLZBMSnJl68u8ghBCXjqxNEOIv0GqhZUtn0G73bueP1VrXoxINna2ykpy1aznw9NOUnzpFUK9etPrPfyRYJ4S4IqqqqujSpQsRERH4+/vTqFEjOnbsSFVV1e/um5uby5QpU+jevTuDBw9mzZo12O32Wtvs3LmTVq1a0b59ezp06ECXLl0oLi4GoKKigueff56ePXvSv39/PvroI6zyxVxvVFSo2LfuwCf/FEfihlGh86JpU2cdNnFpKAoYDNCmDUyaBF26KKSU+JJv9UG1O2i7+0OGrH6YW9f8jZa6o6ScsjJ7NqxYAWVl8ItYuhBCiL9AMuyE+Ivi4qBrV/jxR9i6FQYMgMjIuh6VaKis5eVkrVrF8dmzsRYVETpkCIlTpmCOiJBgnRDiimjbti0ff/wxVqsVX19fCgoKmD9/Pj169CApKQm9Xk+HDh3O+5n03nvvUVxczNy5czl8+DBPPfUUcXFxxMXFubZxOBwYDAZ++OEHdDodiqLg4eGBqqp8/fXXJCUl8d5775Gbm8vMmTNp27Yt7dq1u5IvgbgMVBXK8i3odm7F01LA/iY34emp0KiRM7NLXDpnm0kEBsJtt0FEBKxbB3mFGpLaTULjsNPqwOfcsmgsm7tOY2foMJYuCeDkSYVBgyA+HvR6ybYTQoi/SgJ2QvxF7u7ODLvmzWHjRti/37mMQCaP4kqzlJSQuXw5J997D1t5ORFjxhD/wAOYgoIkWCeEuGIKCws5c+YMr776Kl5eXpSUlFBVVYXdbmfDhg14eXnx8ccf/2o/u93OypUreeKJJ0hMTCQuLo7PPvuM7du31wrYgTOL78knn8Tb25sRI0bQoUMHLBYLSUlJjBo1iubNm9OsWTNatmzJjz/+KAG7ekBVIe2UhexiE6ej+3DGvRmNIkCaD19eZrPzYnSjRrB8ucLxkxGUtp9JemQXem14lkE/TCOw7VHWdvoXJ074kpHhrO/crx94edX16IUQ4tomATshLoFWraBLF/jwQ2eWXZcuzsK9QlwpNYWFpH/zDclz5+KwWIi69VZi77wTg7+/BOuEEFfUnXfeybhx4351u8PhQKPRXLBbbFlZGSUlJURFRQHOunNhYWHk5OTU2i4oKIjp06cTHh7Onj17mDx5MnPmzCE0NJTCwkJiYmJQFAWNRkOjRo1ISUmptb/NZqOwsJDq6mocDgeFhYV4enpeoqMXl4vdDruOunOi9d857n8/hXkeDGoqzb4uN0VxLjlu3twZtFu5UmHdOm+SgkaTdmMHemz/H6Ve4Wjc3Qj0cFBdZmXpEgOHDyuMGuWsbafTSbadEEL8GRKwE+IS8Pd3Lov9/nvn0tihQ51BO5mciCuhOi+PtIULOTNvHqqqEnPHHUTdcgsGX18J1gkhrrgTJ04QEhJCxM9L8VVV5dChQxQWFtKrV68L7nc2kHduzbqzQb5zRUdHc+eddwIwYMAAMjMzWbBgAf/4xz9QFKXW/na7Ha1WW2v/goICXnnlFfbt24eqqmRkZDBx4sS/etjiMispdpC+Nw+jpzclWg9MZoUmTWSudaVoNM6MuRtucAbhli/XcjIzitxer2E2OwPs4Zk7aHp4EUcTRrA7uSNvvWWgZ0/o2RNCQ2X1iRBC/FH1ImBXU1PDoUOH2LJlC1lZWYSFhTFq1CjCwsLOu31ycjJbtmwhOTmZqqoqAgMD6d+/P82bN3dN6lavXs2qVatq7RceHs4//vGPy3484tqjKNC5M7RrB99952w+0aqVc7msEJdTdW4uKfPnk/rllyg6HTG33UajsWPR+/hIsE4IUSe2bt3Kjh07uO+++2jXrh3ff/898+bNY+TIkb8ZsPPw8CAwMJCTJ0/SsmVLHA4HKSkpDBgwoNZ2v/xsM5lMVFVV4eHhQVBQEMeOHeO6667DbreTnJxM+/bta20fFBTEs88+i8PhwOFw8NFHH7m6yoqr16n9lYz66WHSmw9mbeDNxDc3ERJS16NqWBTFWZuubVsICYEfflDYtk2hsgp8fRz4FJ2hzf5PSTy2hOhWt5MUfwfr1oVz7Bj07w+tW4OHhwRZhRDiYtWLgF11dTXHjh3jyJEjpKamsnnzZrp3737BgN327dvZs2cP7u7ueHl5cfjwYdatW8eLL75I48aN0Wg0bNmyhQULFjB16lTAOTkMDAy8koclrjEREdCtG6xfDz/84JyYJCbW9ahEfVadm8uZL74g9csv0ZpMxP7tb4QPH47e21uCdUKIOjNhwgR8fX2ZOXMmZrMZVVWZNm0aXbp0+c39NBoNN9xwAx9//DHh4eHs2rWL8vJyunXrxldffUVFRQV33XUXW7dupbq6mqioKHbv3s0PP/zAs88+i16vp2/fvsyePZt27dqRmZnJ0aNH+fe//13reRRFQa/XA84MPp1OJ51kr3J2OxSt2EK/1KWURDSn2ldHp07ObqbiytNoICwMxo51znVXrICUFAUlcjCWEXPoufF5em5+gbjTa1nf6REOGvvz6ac6WrZUGDIEYmKcjyFTFSGE+G31ImBnNpvp1q0brVu3ZuPGjSxYsOA3t2/fvj0tWrQgMDAQs9lMWloat9xyCz/88ANxcXGupRcBAQE89NBDrv0uVHNFCHDW5+jVC5YudTafOHQIYmNlMikuj+q8PGdm3VdfoTWZiLv3XsKGDpVgnRCizrm5uZGQkIBer+fEiRMMHjyY+Ph4zGbz7+579913U1FRwb/+9S8CAwN56623CAkJIS8vj9LSUgAqKip4//33yczMJDw8nCeffJJ+/fqhKAqjR4+moqKCp59+Gjc3N5566iliY2Mv9yGLyywrw0HkxnlUeARz0LcX/kFaWrWq61E1bIrirB/YsaOzK+yaNQo//eRFoc9gTt3ci6573qLjzncYtGEGxTd9Q35gFAcOqBw6BAMGKPTqBX5+oNVK4E4IIS6kXgTsDAaDq0Dx4cOHf3f7hISEWr83bdoUk8lEWVlZrduzsrKYOHEiBoOBZs2aMWHCBIxG46UbuKh3Gjd2Lo3dsQPWrnX+PSKirkcl6pvq/HxSFiwg5csv0RoMEqwTQlxVvvnmG7788kvGjx9Px44dmTdvHtOnT2fixIn07t37N/d1d3fnscce47HHHqt1+7kXUPv370///v3Pu79Wq+WOO+7gjjvu+OsHIq4Kqgp5u1OJPrOZfJ84Uvza0qWdIs0mrgKK4vzx94cbb3TWtvvhBw1nzniwstk0TjfqjVtNEeWeIbg5Kuli2UWGEs6q72M4cEBDjx7O5bX+/hK0E0KI86nzgJ3dbufo0aOkpqbStWtXvL29KSwsxGw2Yzabr8jJ53fffUd+fj69e/d21bBLTEzkwQcfJDo6mqKiIpYtW8bOnTv54IMPznuF2OFwYLVasdlsAFgsFlle0QCZTNC3L6xc6VweMG6cc8mAJGeKS6WmoIDUL78kdcECNHo9sXffLcE6IcRVxWw2M2PGDDp06IBGo+Hf//4333//PWfOnPndgJ0Qv1RVBbrN69GXFXMkcRAOd09atHBmZomrh1brDL41agS7dsGaNVp2aDrjHwEmLYTk72PoyknUGL3Y1uZ+thlvZNEiEzt3wnXXQYsWznm0EEKI/1enAbuCggKee+45Nm/eTGFhIQsXLqRly5Z88skn1NTUMH369Mt+Arpp0yaee+45Jk6cSKtWrVzPN3DgQAYMGIDJZMJisdCuXTtuueUW1q1bx9ChQ3/1OBkZGbzzzjv88MMPAKiqSnp6On//+98v6/jF1adjR2jTBubPd9aza9HCmfIvxF9lKS4mbdEiznz+uStYJzXrhBBXi4yMDL799lv+9re/oSgKCxYsYMyYMZjNZmJiYvjuu+/qeojiGqOqkJ9jo+boaax6M3vixxIZCeHhdT0ycT4aDQQEwIABzuZrK1YobNsGRqOKziuOne3uo+u21xn2w8O0Dl/A+i7TOZLakXfeMdGmjcLgwc6An8EgGXdCCAFQp3k/H3/8Menp6fznP//BZrNRU1ODqqo0btyYRYsWXfaOXZs3b+Zf//oXI0eO5I477sDd3d110uvr64u/vz/u7u74+PjQsWNHQkJCOHDgwHkfKyAggNtvv51XX32VV199lZdeeol+/fpd1vGLq5OHh7PhRFgYfPMNZGY6J5xC/BXW8nIyli3j9CefoGi1xNx1FxEjR0qwTghx1SgrK2P79u0oikJNTQ2ffvopVVVVAJSXl5OZmVnHIxTXGocDjp7QMidsJh9O+IlMXRQtW4K3twR0rlaK4qzrHBoKt98OEydCZKRCWrEHPzR5iI/HreJAi1sILDjKbQtH0DVvGcFBsH8//O9/zgveJ044Mytl/iyEaOjqNMNu06ZN3HTTTXTv3h3TOTnQiYmJnD59+rIG7DZv3sz06dMZOnQod911FwEBAb950ltdXU1eXh6enp7nvd9kMtG4cWPXmC0Wi1xJbqAUxXllcd48Z7fYjRshOtoZyBPiz7BVVpK1ahWn3n8f1WYj5s47iRw9Gr2XlwTrhBBXlXPnbpf7wquo31QVqqpU9u6yozNoKfSIxVwFTZrIcthrgaI4M+XatoWoKNi9W2HzZjieGUNW51domTiGuOTV5Aa3xGCApu6pWIvK2b61CQcOaGndGrp2hbg4KS0jhGi46jRgV1VVhZubm6tu3FkFBQV/qLmD3W6nuLiY7Oxs0tPTqaio4NSpU3h4eBAUFMSOHTtYu3YtY8aMoX379iQlJfHoo4/SsWNHhg8fDkB+fj4mkwlPT08UReG5556jX79+hIeHk52dzSuvvIJGo2HYsGHnHYOiKLVOnDUajZxIN2D+/jB4MOzdC198AYMGScBO/Dn2mhpy16/nxOzZ2CoribrlFhrdfLNk1gkhrlp2ux2bzYaqqq6/2+32uh6WuOao5CWX0Xrh87Tw8mFl9IM06eApzbyuMYriLA3Tty+0bAnbtyusWWNkg7YvJzt1QedhRGuvofX+T2m9/zOOxl3PhpaTSNoUxa5dGrp2VejZE0JCnIE7mfoIIRqSOg3YtW3bltWrV9OtWzfAGfSqrKzk5Zdfpk+fPhd9MlpZWcmiRYt47LHHsFgsVFdX87e//Y3mzZvz+OOPU1JSwsGDB+nbty8Ay5cv5/Dhw+zdu5fPP//c9TxjxozhjTfewGg0cvjwYT777DNKSkrw9fWlVatWfPPNN0TILEFcBI0GRo2CL7+Ebdtg+3bnElkppiv+CIfVSsG2bRx95RUsRUVEjBlD7J13YvD1lWCdEOKqo9Vq2bt3L3fffTcOh4OUlBQmTpyITqejuLiYFi1a1PUQxTVEVeHE8uP0PPAWO9vdR7VFQ9euoNfX9cjEH3V2mWxwMAwbBh06wJo1Cjt2uGHPA18PO+khHYlK2UDbg5/T6vCX7Gl9BzsSxrNmRWM2b9bTuTP06gVBQWA0SuBOCNEwKGodrldIS0tj0qRJZGVlcejQIdq1a0dWVhZ6vZ5ly5YRFxd3USelqqpisViorKysdbtWq8VsNrvuNxqN6PV6qqqqXPXyzmUwGHBzc0NRFCoqKlxXhxVFQafTYTKZfpUNeCE1NTXMnDkTHx8fpk2bhsFguPgXRtQLDge88AK8+qpzYvLRR856HkJcDNVup2jfPvb9+99UpqURNmQIiY88gikwUIJ1QvyOsxfbiouL8fLyquvhNBilpaUsX778gvcnJCTQsWPHKzii3+dwOPjggw+wWq1MnDjxoud54vLLylTJGHYvCadWMbf7B+S0GcSMGYqsWKgnLBY4fRqSkmDPHrBawU9fStu0pbQ4vJCo1I0U+UTzyYQ15Nn9KS93rlZp3965zDYmxnkhXKZEQlzbkpOTmTx5MosWLfpDqywbijrNsIuIiOCLL75gxYoV7Nixg9LSUm666SZuvvlmAgICLvpxFEXBaDT+5j/wuQEzs9mM2Wz+zcd0d3e/6OcX4nw0Grj5ZvjqK1izBg4ccHbOkivD4veoDgdlp05x+NlnqTxzhqC+fWkydaoE64QQVzUvLy9uvfXWuh6GqAdUFVLWnqDZiRWkhXbilF8nerZVkOl5/WEwOOsRRkY6L2xv3gz793uxyu9Wjg7oR0JeEv4Fx7GYvPDSqHRIW0x2aThJVR3Yvl1D06bOjLu4OGfGnRBC1Ed1GrBTFAU3NzfGjBnD6NGjXbdpfq4sKiem4loXG+tsQHH6tDPDrn17Z307IS5EVVWqsrM5/PzzFB84gG/HjjR95BHMoaHymSiEEKJBKCpw4LX4U7Q2C7tib0T19aVDh7oelbgczGZo0QISEiA1FX74QcO+fWGk+4whIMqKRtHhXZpOl51vEpR3kORGfdnc5kGOFLdi905PmjbX0ru3M/hnMkmdOyFE/XLFA3a7d+8mPT39orYdNmyYK3gnxLVIUeC222DJEvj2W5g2DXx8pLuZOD9VVbEUF3P0lVfI27gRz8REmj/2GO7R0RKsE0II0SA4HHDmcCXVmVVoQjuyN2I4LVooBAdLIKY+OvtvajI5g3axsXD8OGzerOHAASO2Cqg2BPNTtxl02DeHyIyt3H1yOaej+7Cl5X1sPzCQQ4dMxMVBx47OwF1wsHNFi7xfhBDXuisesHv11Vf54osvXLXhztaRO3syeu7vNTU1ErAT17xWraB7d0hPhw8/hJdectbgkEmEOJeqqtgrKzn5/vtkLF6MW2Qkzf/1L7ybN5dgnRBCiAajuhr2nPDgaIuZhLTMxmLwomNHadzVEJxtTtG0qbNG3ZkzsHMnHDhgYItbPw716ELz8q3Ep6ylybGldDo8l4zR/SlXVUpO5PJNSgA+flpatHCuaomKkgYVQohr2xUP2H366ad8+umnF7WtnKSK+kBR4K67nHXs5s2Df/7TWW9D3t7iLFVVcVgspCxYQPL772MMDCTxn/8koHt3+RwUQgjRYKiqSlG+gxMHraheXpyq8qZJgjPzSq7hNxyK4lwqm5joDNz16QN79yr89JM7G6r6cbB5VyJa340OG1a9G+62am79cRwF7o3Y1vxvbM7pRNImIwmNFTp3UWjV6v8bVMi0SghxLbniAbtfnnyqqorD4aiVWXf2R4j6omdPZ0er1ath7lx4/HHpbCWcVFVFtdvJ+eEHDr/wAnovL+Luu4/w4cPremhCCCHEFaU6oGLpD9y34Cm+7/8yu43d6N0b6QzbQCmKc74cEQHh4c4mE9u3K2zf7sbRlFgMenCrUgioKcBqcCchfR2tjy8kK7Q921rcze6C3ry/O5LgcB1dukDLlhAYCO7uEgAWQlwb6vSjym63s3nzZu644w5at25Ns2bNGDZsGMuWLcNqtbqCeEJc6zQauOce8PaG996DvLy6HpG4GqiqCg4HRXv2sPdf/0JrNBJ5883E3nVXXQ9NCCGEuOLKi61oPvoQL0sBecV6mrdwZlnJBc6GTVGcc2lvb2czt0mT4L77FFq2UnA44LQlnPf6L2Th0I/Z1unvaO0WRq15iJEprxMTUkVFmZ3VS6p4c7aDTz6BTZucpWqsVmdHYiGEuFrVaZfYr7/+mscff5zWrVtz3333YTAY2LNnD3feeSczZszgn//8p2TaiXrj+uud9ezWr3cG7Z58UgriNmSqqoKqUn76NLunTEG12QgZNIjEf/xDPveEEA3W+S7Wnm91xvmcWxv59x5DXH1UVeX4kqM0P7yGXXE3keubyKh+yiWvXXcpEgLk/VR3FMUZuGvf3lnrLjsbDh5U2LXLzFZLf3Y17k58YjIxRXso8wzDYXIj0pFPt23PUaJ6sy9zNF8caI2Pr0KTJtCxo0JMDLi5/f/jCyHE1aJOA3ZffPEFEyZMYMqUKfj4+Lhu79KlC08++SRTp06VphOi3tDrYcoU2LsX3noL7r3XWQxXNDxnTxaqc3PZNXkyNfn5+HXqRKtnnkFrMNTx6K5tkpndsMhJc/1TVFTE888/z8aNG/H19WXGjBl079691nxw69atfPDBBxw9ehQPDw9uvPFGJkyYgNlsZuHChTzzzDNoNBoURaFp06bMmTMHd3f3Ojwq8XtUFbJSLHh98DIWvQc7Q0eQ0N6TJk0u1eOrWK1WKisrKSsrIzMzk+PHj3Ps2DGOHj1Keno6NTU12O127HY7DocDvV5PZGSk6yc6OprY2FjCwsIwm80YDAbXj1arlc+jK0xRnEtbY2Od8+l+/eDECdiyxcShQ0054p2Ij7eKyabBu7qM2PSNeJWm0fvw22QGtGJX4gR2nBnIxo3hhIcrtG4N7do5O8wajaDVSvBOCFH36jRgZ7FYaNWqFWazudbtnTt3xmq11tGohLh8hg6FDh1g7Vp4/XWYNUuy7Boqa3Exe6dPp+z4cbwSE2kzaxZ6L6+6HtY162w9VJvNhs1mk8BdPafT6dDpdGi1WkACd/XJe++9R2pqKh9++CH79+/nX//6F/PmzSM6Otq1jdVqZfTo0bRs2ZKUlBSmT59OYmIiPXv2pLq6msTERN577z20Wi1arRa3s6kz4qplsagUzl9N1ME1HAnrT2p8P27tofBXr2FZLBYyMjI4ceIE+/btY/369WzatIny8nK8vLzw8fHB19cXT09PPDw8atXSttvtFBQUcObMGcrLyyktLaW8vByj0egK3sXExBAXF0d0dDSBgYGuHy8vL/lcukLOdpb19HQG3Fq3hvR0hb17FQ4ehMxMKCaO2SPXkJiznhanlxOas4fR6x+mecJQFo74nOJChc1fZrJxpS/hTTxo3tzZIC44GLy8nME7IYSoC3UasOvevTtJSUkkJiYSHByMoijU1NSwcOFCBg4cSFlZmeuKqre3d10OVYhLQqdzdondsQM++AAeeAAaN67rUYkrzVZezqHnnyd/0ybcIiNpM2sWbuHhdT2sa5rdbic/P5+ysrK6Hoq4AlRVxWw2ExQUhEGyUusNu93O8uXLmTFjBi1atKBJkyYsWLCAbdu21QrY9erVy/X38PBwwsLCyMjIcN2WmprKiy++SHh4OMOGDcPjFx0LVFXFYrHgcDhwOBxykbiOqSqkp0HSiQCqI69jdatHiGjsRnz8n28MYLVa2bFjB99++y27du3i8OHDlJeX06JFC+6++27i4+MJCAhw/fj4+KDX61EUxZWdabPZKCkpcf0UFxdTUFBAZmYmKSkppKSksHz5ctLS0jAajYSGhhISEkJYWBiRkZHExMQQGxtLfHw8ERERmC712l5xXlqtM+MuIsLZ9C0tDQ4dUjhyxJ/N6hi2+A0jpuYocaV7KPeJQKPXEGXMonfyf7CVV3P0aA+27+rJ2uAEgsN1NGninKtHRTkz+oQQ4kqq04Cdt7c3n3zyCVu2bKFt27YYDAYOHjzI7t27GT9+PK+++qrrKtdTTz1Vl0MV4pIZMMA5gVi+HF5+2bk8VrLsGg5bRQWn5swhfdEijIGBtHzmGbybN6/rYV3TVFWloKCA8vJy/Pz8cHNzk3IK9ZiqqtTU1JCfn09ubi6hoaGyHK2eKC8vp6ioyBWcUxSFyMhIsrOzz7u9qqps2bKFwsJCOnXqBEBCQgL33HMP/v7+rF+/nilTpvDpp5/i6+vr2i87O5unn36aHTt2AJCfn88jjzxyeQ9OXJDForJli8peQ2dyBjYmrdyXO7s4M5v+CFVVsdlsnD59mldeeYUVK1ZQVFREYmIikyZNom/fvjRq1Ag/Pz/MZvNFfU+EhITU+t3hcGCxWKiqqnL9lJSUcOjQIfbu3cu+fftYu3YtVVVVGI1GTCYTZrMZLy8vEhISaNu2LW3atKF58+YEBAS4goNn/zz7A5I5/FdpteDnB76+zsYlpaVw5gzs3Wtg//5WHNa2wGxS8bUqKDYLisNOmzNLaJX2HZUHvcnyacqeJuP44dgYVurdCQ1RadkKmjdXiIoCg+H/A8ryTyWEuFzqNGCXnp5O06ZNAUhJSQHAaDTStWtXkpOTXdvJiZeoTzQaeOQRZ4eqzz+HBx+ENm3qelTiSrBXV5O2eDEn3noLg68vidOmEXROpoj4c+x2OxUVFXh7e+Pj4+NaJinqr7OZKtnZ2dhsNvk3r2fOXdKuqup5AxeqqrJr1y7efvttHnroIRo1agQ46yB37twZRVG47rrrGDt2LBs3bmTEiBGufYODg3nllVdctco++eSTy39Q4rxUVaXwQAaWeUn4xAwgpcyPjp0U2rT5Y9l1NTU17N+/n3nz5vH5559jMBjo3LkzDz74IL169XJlz8FfC4RpNBpMJhMmk8kVBFZVlbZt2zJ+/HhX0PDUqVMcOnSIQ4cOsX//ftLS0ti/fz+bNm2irKyM6upqQkNDiY6OJiwsjNDQUCIiIggNDcXPzw9PT08MBgN6vR6DweAK/J19bqPRKAG9i6Qozpp0AQHOn/btobgYDh/WsHs3JCfD0epoznR/n4DOz9AieSmJZ1YRUnScrsnzSO0whhqtiueBJHYn6UnyCcE9JpDENiaaNFEIDXUGl81mWTorhLj06jRgN2vWLNffz52cyReQqO+6d4dBg+DLL+HFF2HuXOdkQtRfDquVnHXrOPLCC+jc3Ii54w4ib7ihrodVL9jtdlRVlROYBubsv7fNZsMoH6D1goeHB/7+/iQnJ9OiRQtUVSU1NZW+ffv+atu9e/fy0ksvMWTIEIYNG4ZO55zSnpuhZDQaMZvNv1oqr9FoXE0oHA4HJpNJlsXWkf9j777Doyi3B45/Z3vL7qYXUkghIXRCkd6kiSCCoCDqFUV+ohcVy8Xe9dpQVOxdLFxAFEGpAnrpvdcUEtJ7377z+2PJXiKoqEAo7+d59kmyO7vzbsnOzJnznuOye3A//W+u3rSEz9Qf4kzpz5VX/q9j5x+RZZljx47x9ddf88EHH1BdXc3AgQO57rrruPzyyzGfg9qwvw4EKpVKWrVqRatWrRg7dixer5fq6mqOHTtGVlYWR48eJScnh/z8fMrKysjMzGTHjh1UVFRQWVmJ0+lEpVJhMpkwmUyYzWaCg4MJDg4mKCjIP403PDycsLAwIiMjCQ8PJzg4GJVKJbaDv6HhZZEkX+Zdr17Qtauvxl1WlsSRI0qys5uxQprCqua3El5zhCBlNS61EaXs5ZptDxFasp+8kPYc2ZdG1vo0fohsjTs+mYjmOpKSICbGV/fOav3r07kFQRBO1KQBO4Di4mIyMzOprq7G6/ViNBqJj4+nWbNmYoMjXLQkyVfLbuVK+OYbX5Zdr14ipf5iJXu9lG7axL5nn0X2eokZM4bE228X33Fn2IkH6sLFT7zfFx+lUsnIkSP57LPPiI2N9QcxunXrxnfffUd9fT3XX389O3bsYPr06QwfPpxBgwZhs9kA0Gg0rFu3DqPRSGhoKCtWrCAnJ4cuXbo08TMTTkWWZcq++ZmQn+ezL6Qv2db2jLxSIirq9O7rdrv56aefeO2111i/fj1dunRh2rRpdOvWjZCQkPPm+0GhUGC1WrFarbRt29Y/9urqaurq6qivr8dms1FfX++/VFZWUl5e3qhuXn5+Ptu3b6ewsBCPx0NAQAABAQFYLBbMZjNBQUEkJSXRqlUrWrZsSUpKyilfh/PldTkfaDTQvDnExsJll/ky73Jz4dAhDQcPtmZHEbizwWiQWNHrKZJyfyYhayVDDr+JQ2PiWGga3xte45CjFQd2ONCovASE60lI8E3DjYuTCA1tvH8vXn5BEP6MJg3YHTt2zF/Drq6uDlmW0Wg0tGrViilTppCSkiI2KsJFKy0NrrkG3nsP/v1vmDsXflUXW7gIyLJM5e7d7H/+eRxlZUQNG0bLe+9FoWry8yWCcEZt374du91Ot27dUCgU/Pzzz1itVtq3b3/K5WtqatiyZQvJyclER0ef49EK56vJkydTXV3NnXfeSUhICDNnziQ6Opr58+dTVVUFwPr168nJyeGDDz7g448/BuCOO+7g1ltvJTMzky+//JKamhqSkpJ47bXXSExMbMqnJJyCLMtUHynG8O4rOD0qVrS9j9ReQXTu/McBDbfbTVFREa+88gqffvopRqORRx99lClTpmAymc77UjqSJKFWq/1ZcydqmHHk9Xr93c8bLg1TuF0uF7m5uRw+fJhDhw5x4MABDh8+zK5du9i6dSsej8e/bHR0NGlpaXTs2JFOnTrRvHnzRtNrRf1PH4XCl9Wp10NEBHTsCC6XL3i3fz/s3Qvb5X5sat4TU4v7iZAKaXl0KQZnJYpgK0FGN2mHPqL7+lc4GtGdHeFDmW/tghwcTHiyheQ2WhISICrKtw612jd9Vrz0giD8EUk+cS7qOfbiiy+yZs0arr76ajp27IhKpSIjI4MPPviAuLg43n333Qu2Lo3D4eCxxx7DarVy//33iy52wikdOACDB/vS8efMgbFjm3pEwplWk5HB3qeeomzjRkL79KHdM8+gi4gQO8hnkMPhIDc3l7CwMEwm0wXx2sqyTG1tLbt27aKgoACn04ler6dZs2a0bNnyvO6MbrPZWLVqFa1atSI2Nta/nf7www+pqKhg2rRpqFQq+vXrR8eOHXnttddO+TiHDx/mhhtu4P777+faa6/90+NwOBzk5OQQGRmJ0Whs9L5XVVURGBhIZWXlOZkSJ1y4vF4vH3zwAS6XiylTplyw+50XElkGZ1U9pU/MIui951nVair/Hfw0t90mkZDw20EMWZapr69n2bJlvPTSSxw6dIgrrriCqVOn0rVr10v6vfN6vZSVlZGRkcHhw4dJT08nKyuLgoICiouLKS4upqysDIvFQmpqKq1bt6Zt27bExcX5u9uGhoaK45Xf4HQ2TJ2F9HRf59nycvB6QaUCDU7SMuaRdugrAmtysFTmIMle8oPbMK/LSxwK7Y1OthGjKyEoJYTIeD3Non3ZdxaLr/usQiECeMKlKTMzk7vuuotvvvlGlDg5hSZN8fjvf//LqFGjmDBhgr+WSFpaGlarlZtvvpkmjCUKwjmRmgq33QZPPgkvvAB9+vhqXwgXB3tREenvvkvZpk1YO3Qg9YEHRLBOAMDpdDJnzhxWrFiBwWDwfyaioqIwGAy0bdu2iUf426qqqnj88cd54IEH/B1aAX/B9Uv5oFkQhD8my7BzsxPbqhzCInvwU/LtXDnI13nz9zaPpaWlvPzyy3z99dfo9XpeeuklRo4cSWho6CW/XVUoFISGhhIaGkq3bt0AcLlcFBcXU1hYSGFhIbm5uRw5coRDhw6xcuVKPvroI8xmM1FRUTRr1ozo6GgSEhJISUmhVatWxMfH+xv8XOoaps7GxUGPHr6ps8XFvsBdTg7k5Gj4JXo8G61DCK45Sqwjndi6AzQr2Yk50kR0BIRn7aTbDy9S/aOF0pCWbItsTXV8e6TYaKKilTRv7svACwnxZeFd4h9pQRCOa9KAXUOx6F8H5pxO53mfzi4IZ8ptt/nq2G3fDp98AtOni430xcBVXU3W7NnkL1mCKT6elGnTCGjR4pI/qBB8WSIVFRW89tprXH/99dxwww2YTCbKy8spKSnBZDKxZcsW8vPzGTBgAAEBAbhcLlasWIHJZKJz586oVCo2bdrEvn37qKurw2g00qVLFzp06IBSqaSmpoY1a9aQmZmJx+MhJCSEQYMGERkZicfj4eDBg2zcuJGqqiqCg4Pp2LEjbdq0QaFQsHfvXnbv3k1ERAQZGRnY7XbatGlDp06dMJvNLF68mKKiIr7//nsyMjKIjY31d+Ksra1l5MiR/qCdx+Nh+fLl7N+/H5VKRadOnejWrdsp/w88Hg/Hjh1j48aNFBUVYTAY6NixI61bt0av15/rt0kQhLNA9socy/bynx/NaDs/Sn29TFKPcHr08GUqnbS8LOPxeNi+fTsPPvgg27Zto0+fPjz++ON06NABtVp97p/EBUKtVtOsWTOaNWsG+LLwGmrl1dXVUVRUxPbt29m6dStbt25l3bp1qFQqtFqtvwtuu3bt6NatG926dSMhIQGtVotSqUShUKBQKC65fZqGjrPh4RAW5jvx7nSCzQbFxQoyMkJITw9hR2YnNlQ6UEXVoJCsGO2gljwEKOtJzVsNhQqc+3XYFAb2JIzk+85Ps1IyYlbUEBiiIi5BSUKyiug4BaGhEhqNLwOv4fD4EnvZBeGS1qQBuwEDBvDDDz/g8XhITU1FpVJx7NgxvvjiC0aNGiWCdsIlITIS/vUvuPlmePddGDnStwMgXLg8TifHFiwgZ+5cNGYzSXfcQXCXLmIP6xyRZV/tmXNNpfK9xafzNrvdbkpKSoiPjycmJgalUklISAjJycnU1dXx7bffsnHjRrp06UJAQABut5u5c+cSHR1Nq1at2L9/P++//z5msxmTyYTb7cZkMtG2bVs8Hg+vv/46GzZsID4+Hr1ez7Fjx0hJSSE8PJxDhw7x0ksvERAQgE6n48iRI2zcuJHJkyfTsWNHtm/fzlNPPUXfvn0JDAykrKyMNWvWcMsttzBw4EDq6upwu93U1tZSXl6OxWJBlmW+++478vPzGTFihD9gt23bNsDXrbOgoIBly5bx7LPPnrKuXXZ2NrNnzyYnJ4fAwEBqa2vZunUr48ePp1evXv4uoIIgXJhkWca28yBHZmzEKV9FvTmcsBgYM1biVIlcsixTUlLC119/zSuvvIJCoWD69OnceeedYqr7X9DQHdloNBISEkJcXBxdu3ZFlmVfA5CyMnbv3s2uXbvYtm0bmZmZbNy4kSVLllBVVYXFYqFVq1Z06NCBtm3bkpiYSFBQECaTCaPRiMlkQq/XXzLHb5Lk2+6rVL6MuKAgX6MJWYa6OoncXB1Hj+o4dAiKimCnsSdbL1+K1VtOXNk2Ygq3EFu0BW9IGMHRBlRuG+O+HoWpIo8MSxpHAruwIaw1qqgw1O1aERmnJibGN43WZAKdzndp2PcQBOHi1KR7v2PGjMFms7F27Vr++9//Ar4z7G3atOG222675M7aCJeuq66Cyy+H5cvh9dfhrbd8xWiFC48syxSuXMnRL77A63SSeNttRAwahCQKO58zLhc89pjvjPe59PDDpz+l3Ww2M3z4cD7++GP27t1LfHw8KSkptGnT5rSmIK1bt46amhruuusukpOTqampwel0olQq2bBhA++88w5PP/00Q4YMwWg0UlxcjNlsxuVyMXv2bGRZZurUqYSGhnL48GHee+895s+fT8eOHQFffbjExERuuOEG6uvrefnll1m+fDmtW7fm6quv5tNPP+Waa65hxIgR/uLlp3Ls2DGeffZZ2rVrR05ODg899BAffPABs2bNarRcfX09a9eu5cCBA0ydOpXk5GRKS0t57bXXWLVqFampqYSLegGCcOGSZdxH8/A88Qzd3UGUKwABAABJREFUVi5n49B2OBKDGT/e9735682jx+Nhx44dvP766yxatIhOnTpxzz33MGzYMDHt/gw4cX+k4fewsDAGDhzIwIED8Xq9VFRUkJWVxZEjR0hPT+fo0aPk5OTwww8/8P777wPQrFkzIiMjCQ8PJzw8nIiICEJCQrBYLP7OuA1dbAMCAjAajRdlo4tfd4ENCPCdfG/ZEgYOhIoKKCuTyM+XyM0NobBwCOsqBrO00ovC48RdokArKTkQ3p847U6aVx8m7dAS1HvqKbS25E15KXsPRxBdvpskx17UMZF4o2NQx0UR3ExPaJiExQJms695xkX28grCJa1JA3YxMTFMmTKF/fv3U1JSgtfrxWq10qZNG1GPQrikmEzw0EOwbp1veuy4cdCvX1OPSvgryrdsIeuTT7Dl5xN/003EXHMNSp1OfJ+dQ243vP++r8bMuTRlim+KzB+91ZIkYTQamT59OqtXr/ZnuC1btoz4+Hiuv/76P1xXixYtWLFiBXPmzKFz58507NiRFi1aoFQqWbVqFUFBQYwfPx69Xo8kSQQGBgJQW1vLd999R1hYGG+++SYAdrudAwcOUFpaiut4amJsbCw9e/YkLi4OgB49erB06VKKi4uJjY1FoVCg1WoxGAy/G2Bs3749/fr1Q5IkAgICGDp0KO+//z5er7fRclVVVezatYs9e/bw5Zdf+jM09uzZQ0VFBSUlJSJgJwgXKlnGW2ej/qU3MaxYxJKkf1IXl8q4MdCixf+m+fkWlbHb7cydO5eZM2eSnp7OlClTmDx5MvHx8SJYd44oFAp/F9vOnTvj8Xiora2lsrKSiooKysrKyMzM5ODBg/5GF8uWLaO+vt5/EufEbrRardY/1dZsNhMcHIzFYvFn5wUEBJz0e8PFarU26v77e/tT59u+liT5OsKGhfkuLVuCw+E7oVhfL1FeriQvT09eHhw7pmFZ+38hVVagqa3A6i4h2p1NsFSGJdKITgNdDy2m28aZ2BQm6jUW7PpAKsOS+W/S1RxJGIrVKhMVIRMbJxEeDqGhEBjUMN1cOmlsgiCc/5p8fonX66W8vJz8/HyuueYawsLC2LNnDw6Hg+jo6PPui1cQzpbu3eH66+HDD+Hll+Gyy3wp9sKFozYzk4yPP6Zq3z4ihw4l7vrr0Vit4nvsHFOrYdYsX12Zcyky8vR3gJVKJSkpKSQkJPg7+O3YsYM5c+ag1+v9AbaGGq9er7dRvdf+/fsjSRJ79uzhl19+Yc6cOVx11VXceOON1NTUEBwcjFarPemzJ8syxcXFdO/enZSUFP91bdu2bbTN1ev1BAQE+O9nNpvxer3+gN7pCgsL8z+mJEkEBwdTU1NzUu1au91OdXU14eHhpJ5QE6BFixbExMQQFhb2p9YrCML5QZZlvOWVVDzwbyxfvsXGmGvZ1H0a42/R06ZN42Cdy+UiPz+fZ555hnnz5tGsWTO+/vprBg8ejFqtFtvSJqRUKrFYLFgsFuLi4pBlmX79+uHxeBpd8vPzycnJoaCggPz8fAoKCvydaktLS7Hb7Xg8Hrxer3+7JsvyH/6uVqsxm80EBQURHBxMeHg4kZGRREVFERkZ6b9otVrUajUajQa1Wu3/W5Kk8+LzI0n/m8pqtfqaTLRq5es26/VK1NRoKCwMJz8/nMzMFDKP9WRHhRdbqRKPF9ZEjie/bwKxJVuJLNpJUHU2oXVHKQ9tSZZqKOUFDm54tQeV+giOWVqxLaw1dbGtCGjZDGNiOKGRKiLDPFgtoNYrUakkVCrfrB7RpVYQzk9NGrDLzMzk+eefp7Kykt27d9O9e3dCQkLYuHEjOTk5PP300+fFl6sgnG0NZ+CmTYNFi2DtWvj2W18AT7gwOCsqyPr8c8o2bMDavj0JEyeij4pCukRquZxPVCq47rpzv94/m/ghSRIajYbo6Giio6MJDg5m/fr1ZGdn06xZM+x2O7bj83rLysqorq723zc4OJirrrqKHj16UFRUxJw5c3jnnXcYO3YsCQkJzJs3j5qaGiwWy0lTn2JiYoiKimLixIm/Gr/Sn71SWVlJSUmJ/7aioiJUKhV6vd4/nenXWXKncvjwYf/vXq+XrKwswsPDT6pxpNfrCQoKoqamhjFjxjQKFiqVSjQazem8pIIgnEdkGWqqZQqenE3sVx+wMWYsa/s+wvBbwmjb9n/BgYYTCT/88ANvvvkmOTk5XHfdddx7772kpKSIY4HzkCRJjbYZDSwWS6OTLifyer3U19dTVVVFRUUFtbW11NfX+5tg2Gw26urq/H83/KytrcVut+NwOLDZbNhsNvbv38/mzZupra2ltraWuro6FAoFYWFh/qm5UVFRREdHExUVRUhIiD/YFxYWRnBwcJNnazZ8rJXK/+0/aLW+LrFt2oAsSzgcEuXlCsrKfHXwCgriKS2NJ6N8HPX1MlRXE1iVjV0fSG0tGJw2SkzNCXIU0Cn/e0wZH6NZU016eC8+6vsZFcYYkks2kFq3BX1CFNrIIFRhgWgjglA1C0cbbMJo9CUM6PW+8ZxubV5BEM6OJg3YffHFF6hUKu644w5uu+02/5n7+Ph4Zs2axVNPPdWUwxOEcy4pCaZOhUcegdde89W9EIkl5z+v00n23LkULFuGJjiYpMmTMaekoBBF8ptEQyHo85UsyxQVFTFr1iwGDRpEbGwskiSxZs0aDh8+zLBhwwgPD6eqqopVq1bh8Xj48ccf2bNnD61btwZg+fLlKJVKEhISCAwM9GctAAwfPpxXX32VRx99lNtvv52goCAyMjIICQkhMTGRG2+8kY8//pj27dvTpUsXXC4XGRkZKBQKBg8eDEBWVhaLFy8mLCyMqqoqli5dSlpaGtHR0QQEBGAwGNi/fz+9evUiKCgIg8Fwyud66NAh3nvvPa644gr27dvHN998w/jx4086AA8KCuKyyy5j48aNfPnll4wYMQK1Ws2hQ4cwGo106NBBFJkXhAuILMvU1sCixQrSywYT10rmWLex9B0XRadOjZfbsGEDM2fOZOXKlcTFxfH6668zdOhQgoODRbDuIqJQKPzTXBs61/6Rhiw7h8OB3W7Hbrf7g3y1tbXU1NRQV1dHdXU1JSUlFBYWUlxcTEFBAWvXriUvL4+6ujrMZjOBgYH+7LyoqCgSEhJISkqiZcuWxMfHYzAYzqvPW0M2XlSU79KmjS8Tz2aDujqorZWoqrJQVtaO4mIoL4fKcgvfDPkAVUUJ6uoy9HUlmOuLUAQYUIdYCde76HBkDQPWPY17jZpaTRB12kBs+mD+2+Gf7Gs5BrPGzqCyOUjBQXjCo1DERGFoHkaAVUVAgK9Onl4vgniCcK406SHNpk2b+Mc//kGPHj3QarX+6+Pj48nNzT1pyowgXMwkyXeG7eabYe5c2L8f3n4bnnyyqUcm/B5ZlilYtozcb7/F63CQcvfdBHftiqRWN/XQhPOYUqmkrKyMF198kaqqKn+duaFDh3LDDTcAvk7qn3zyCXPnzuWyyy5rdIBTXFzMwoULyc/PR6FQYLVaeeKJJzAYDAQEBDBr1izeeecdbr31VpRKJeHh4Tz88MOo1WomTJiA2+3mo48+YsaMGWi1WuLj4xk9erT/8Zs3b47X6+Whhx6ioqKC9u3bM2rUKIKDg1EoFEyYMIH//Oc//kYUM2fOPOXz7NevH7t27eLzzz/H6XTSu3dvbrnllpOWU6vV9OvXz98hd8GCBf5xjxs37rw6iBIE4XfIMrLThWf1L6S/819+Mj2MzZuCakQC116vISEBVCoZj8dDaWkpH374Ie+99x4Oh4Obb76ZO++8k+bNmzd59pNwfmjI5DMYDL95Ygh8+2JutxuXy4XL5cLpdOJ0OnE4HBQXF3PkyBEOHz7M/v372bVrF//9739RKpX+6bMmk4mUlBS6dOlC586dadOmDRaLBbVa7c8kbOrtUMNxgsnku4SH+7JYvV5f7V6PB9xuBQ5HMBUVwZSUQGmpTHGhTEG+h7pKFfWVMgsi72TZkGuIsmUQU3+IiLoMQmqzUBvUaDSgr8wned6zaF21yEoVCrUSr87Awcj+fNHxYVwhUTTnKAn6AnQtYjBFW7EEKjAHKjBYNSjUKiRJRiGBpOD4dOT/PQdBEP6cJg3YKRSKk+rygO/MvtVqbZpBCUITCwuDxx+HsWPh88/h6quhQ4emHpXwWyp27CD7P/+hLjubpEmTCL/8cpTn2Vla4fwTGBjIo48+Sm1tLc7jxfZ0Oh3BwcFYrVZkWebOO+/k2muvRZZlAgMDufXWW9Hr9VitVq688kq6devmnzJrMBiIiopCpVIhSRL9+/cnJSXFXy9Op9P5a9SFh4fzf//3f4waNQq73Y5CocBoNBIcHOwfX2hoKOPGjSM0NBSPx0NgYCChoaH+g+hx48bRv39/bDYbBoMBo9HIww8/jMvlQnU8vfHDDz9Ep9MhyzKVlZVIkkRoaCihoaEAxMXF8cUXX/jr3AUGBjJq1Ch69uxJXV0d4JsqGxISgtFoPGfvjSAIf43sciHv3Yfrs69QffIBBlVL4vpfQ8ywdowapcFqBZfLyZEjR1myZAnvv/8+ubm5dO3alYceeog+ffqcF4ER4cIjSRJqtRr1r06WyrJMfHw8l112mf86r9dLfn4++/fvZ9++fezatYusrCwyMjLYunUrFRUVyLJMixYt/E2dUlJS/FNpAwMDz5tsvIYg3onxbVn2Tatt0QJ8jSYkZFmBzQYVFRKVlUFUVARSVJRKUdFw0quhptqXueesBac7hG+7vURIdQbW6hwsldkYHRXY7SCjoK7SReiO/9B3+9MoPU7qVWYqDM0oMDVjXdpU8jsOJyKgjs72dZhDNegC9eisetQWPV5jAN7AEJQ6FWoVqNT46+iJCjKCcGpNGrDr1asX33zzDW3atPEH7nbt2sUzzzzDyJEjT6pxIwgXO0nybbAGDIBrroHvvoMXX4TZs8/vKX6XqvrcXI5++SUV27YROWQIza6+Gq2YwiP8AUmSUKlUfzglKCQkhJCQkFPeFhgY6G9McSoajYbmzZv/5vqtVuvvnhhTKBQEBQX9Zi2ihuLjJ4qOjm70d1JSkv/3mJiYkx5Dq9WSnJzcaFwN06UEQbiAyDLysVw8c+bC7Nk4D+WwNWww+wb8k543tqFbd9DrPezff5Dvv/+e77//nl27dtGtWzcmT57MddddR0RERFM/C+EidKr9MaVSSUxMDDExMQwZMgRZlqmurubYsWMcPXqUrKws/2XTpk3MnTsXj8dDbGwsCQkJNG/enPj4eBITE4mNjSUmJobQ0NDz5rj1VLugkgRGo+/i21RLyLIvuGe3Q3091Nb6ptrW1JipqhpNVRVkVUNNjYxcVY2zxkm9JxCPHQ5G9qe2vR5dXRlmZykmZzlmVzkOm5fcXPBUHuO6pZMw2Uuo11ixaa1UGwIpiunMuu4P4AiNpk39JrrUrkY2W8BqxWsyIwdYcMYkQrMotBoZnUZGZ1Sg1UoolSDLXn99w4Yahy6XC4/Hg9vtxu12N6qv29BspKGzfUP34oYOxgaD4ZQNugThfNKkIYDbbruNqqoqrr32WrKyshgzZgwej4fu3bvz4IMPin8e4ZIkSRAQAA8+CMuWwc8/+xpRjBrV1CMTTuSqrSVn3jyKVq3CnJpK3PXXY4yLE00mBEEQhIufLNMwP8Zuh5pPFmGd8W+yFAn83PttTCMGMODKECKj3Ozbt5PZs2ezatUqsrOzadmyJe+99x69e/emWbNmJ2VFCcK5JEmS/yRUmzZtkGUZu91OVVUV5eXllJaWkp6ezrZt29i2bRtr167F5XJhtVoxm82YzWaioqJo06YNqamppKam0qJFC//Jp1Mdz54Px7gNzSQMBt+l4fxgw8Q3jwdcLnC5JFwuC04nOJ2+TLyqqm5UVXWjtspDeaWN/AobtSU28m2BaDxQYYphVrfZBFZnY3UUYbUXEuzMp7pWTX6RApvNTetdPxG8+SncSi1ulQ6vWgsaDd8l38APzbpjdWRxf+kyQqQ6itUKyiWZYq+LQy4Xy1wuClwutC4XAR4PZV4v9cfrHXqPPwEZ31RcieNTq1UqVEolKpXK97tKhVqt9s9csFgsmM1m/89f/97wt8ViQafTnTJA+1vv6/nwfgsXriYN2AUGBvLwww8zfvx4Dhw4QHV1NS1btqR169ZiSqxwSZMkSE6Gu++G556DmTOhf39fC3ih6ckeDwVLlpD73XcoDQbib76ZwPbtkUTNHeEiMHbsWEaMGNGoU6sgCAIAHg9yZSUcO4a8+Ad2Rl7B4ryOFG0fQbc0LY4Ro0jrLWG2VrF23Ww++eRjdu3ahU6nIykpienTpzNixAjMZrOoUyeclyRJQq/Xo9friYiIQJZlevbsyQ033IDH46G+vp4DBw6wefNmdu3axb59+9i9ezdbt271186TJInY2Fh/AC8uLo6YmBgiIyPR6/Wo1Wp/wEh1PHikUqka1ctrqiBPw2pVKt9Fr//fbSdWsfJl6CmRZSMejx6324PL5aG2tpbKSg+VFW2pKG9JVaWTo2UONhc6KCispbBsN1XH8thWVcmb4YMx1x/Das8nsLaYMNnNsi2vsm67jkQUjEfGiIROlohBJg4Zq6TiG30UxboIxjrLeK58GyBTj5IqlZYalZYVkR1YGtsJIw56Fe/E6KqiwuulwuWi2FVPnsNBtmyixiuhctdjspUjKxXIkoSsUOCVwK1U4lAo8MpeFF4PXq8Xt9eLl/+VMAkODiYoKIiQkBD/dOmGbsQNTU5MJlOj9/jE97rhM3Bix2UR3BN+rUkDdg3TX1q3bk1KSgqyLKNSqVAoFOLDKlzSGs543Xor/Oc/sG8ffPgh3H9/U49MACjfto2c+fNxlpaSdMcdhPfti0KjEd9bwkWh4UBFEAQB8B2Zl5Qg79kDh4/AypXIa9ZQXatkV1ooBR3aE9xWSXloIrI8h7fe2cK6devIzc2lTZs2TJgwgSuvvJK+ffuKepTCBaeh8UVDQEWv19OrVy969eoFgNvtJi8vjyNHjpCZmUl2djY5OTmUlpaSkZHB5s2bqaqq8teUDQ0NJSQkBKvV6i9v0ZCtZzKZMBqNGAwGdDodGo0GjUbjb45xYoCvYUwNx84NfysUCv+lYTpow89TaShL1XBpmF7q8Xj8vzc08Gj4eeLFbrdjs9moq6vzd+5t+FldXU1ZWRllZWWUlpZSV1eHWq0mICAAs9mMLSwAW4AZmzmaOrOZqgAzbY0hdNKEoVQEscZrZKtbi8GpwOiS0TtduLx6+gZcRkeFheZ569h2ZA4qRx0qZz0qlw21y4Y58DpCgm/BYi+ib/VdpJQeQeO1o/Y4UHvtVBhj+Ljf+2TF9iC5cBnXr70Hh1qFXanErpSwSbAruBUrovvhsleRmvEDhuJ9lNjt1Lq9eBwenDYPx1xGMisrObovm5jSXJyyF7vXg83jpt7tosrrpVKjIcBiIcxsJtBiwWCxYLRYMB/P1mvI7gsICMBkMmEwGNDr9f7PQcOl4W+NRnPeTL8Wzo0mr4q1aNEi3njjDXbu3Inb7SY+Pp4pU6Zwyy23iDNvwiUvPBwefRRuvNFXx27kyIYiskJTqcvJIWf+fCq2bSP66qtpNnw4KrNZBOsEQRDOAKfTydy5c1m7di3BwcFMnjyZuLi4k5Zr6D7scDgYNmwYgwcPRqVSIcsyy5cv5/vvv0en0zF+/HjS0tLEAc6f4fFAfj4UFeFtkUypPQD7/I1EvvoAypyjFOnj2BVzFZmxYezT55KdfTd79hwmPz+DgoJ8IiMj6dGjB4888gidOnUiKSlJ1IkSLloqlYq4uDj/95QsyzgcDsrLyykrK6O8vJyamhqqqqooLS2loKCA0tJSKisrKS8vJycnh4qKCqqrq6mtrcXtdqNUKtFqtWg0GlQqlT9Yd2I21q8vDUG7XwfsTgzanUpDoK4hcOf1ehsF7Dwejz9z0OVy+QN3JwbxZFlGrVZjNpsJCAjwXywWC6mpqYSEhBAaGupvrGUymfwBqhN/NxgMx7+rJdxuX/dbl4uTfu/mAocDnM5eOBw9cdnc2GrteOpseOrshHhMDJQlZHsg+WkPU1ZVgqvOgbvOgafORr1dRa4hhaoqNQX1sewxD0TjqkXrqkNnr8HirsOkbYPsmYSRWobV7aRn1QZARpYUeJCpUhh4P2oq28J70qxqN9NLJuGSZRzI2JGxAXsCW/N14rXYvDYG5CwlLWM7LsAFOCQFdRJ8q1Dzi8eFQYK7dTo0BgOSXo9Sr0eh11Oj17NHrweDgQSDgRZ6PRqTCa3ZjM5iQW+xoA0LwxAW5gsAms1YAgMxGo2iic9FokkDdh9//DH//ve/GTBgABMnTkSr1bJt2zYefvhhjh07xpNPPil2sIRLliSBRgMDB8LQobB2Lbz+Orzxhuik1FRcNTXk//AD+YsXE5iWRsyYMRhiY8XGUBAE4QxZsGABn3zyCVOmTGH79u3cddddfP75542anGRmZnL33Xdz9dVXY7Vaee655wgKCuKyyy5j9erVPPvss0yZMoWCggIeeOABvvrqKyIjI5vwWZ1DDXPWZPl/Rao8Ht9Rrtfru97rRfZ6kRUKPFo9HrcX9eqfUG7bgrx3H/K+fVBRjkNW8tkVH7OFGHSHc0iyx3IgJpJt9nxysn/AUyChUHjweNxERERw1VUjGD58OC1btvQfgIuT78KlRpIkdDodUVFRREVF+a9vyF5zuVz+gNiJPxsCZXV1dVRVVVFZWUlNTQ11dXWNLg1ZbSdmublcLv/F6XT6s+JOXEdDYK5hLA1j/XV2nkajwWg0otVq/ZeGoFpDEO7Eum5Wq5WAgAB0Ot1JwcOGDMATL6c73Vet9l1+L+Hf9zQkZFmNLKvxegP8zTR8X3U6ZLljw9ee7yvQK+PxyAxxSNgd4LK1xls/A6fdg8vupdbhpcLhwezWcbVbg8NmJXPgLDJqXsBTVYtcXYNUVwtOF7XmjoRom6HTGdjb8g40zrrjgb9ajK5ags1pREROxeWR6VTrYqgtF6XsPj4+GYekwdb8QQgbgcV2hLt3TkBdWY9cUYeM7/3apQ7gB0M02a5sWtiLGeOxIykkFEpfUBalkvfUGmaqNagVCrYqQKtSYlcocEoKnAolBXojXyS0ojI0ko6OeoZlH0Kp0SIZDKj0BtQmI8627XGMvBq9Xkvw8h9Q11QhaTS+N0GjwWs0YW/XAW9YOEajOAFzLjVpwO6bb75h0qRJ/N///R/m4xkqo0aNol27dkybNo3HH39cBOyES5ok+YrAPvAArFkDK1bAypUweHBTj+zS43W7KVm7lqOzZ6MJCiJ27FiCunQRGyxBEIQzxOv18vHHH3PrrbdyzTXXcNVVVzF06FB++eUXRowY4V9u2bJlxMXF8c9//hOlUklOTg6fffYZnTt3ZtGiRQwfPpxx48bhdrvZvHkzixcv5rbbbjunz6W+vp66vDyUNhvSiUE0wKnT4TAYwOPBWFmJwu323y4BMlAZFIRXktDV12OqrUXyeJAAvF4kWaZep6PMbAavl6iyMvQOBwpZRuH1onA6kevr2RUZR51KTVBuDok7tqApKoSKCt+lrIw8ayhfD7+JrKwqRn33Ni2Lj1AFVAJFKMlUavjssxEc9DoxGAyYTEZMygAsURa6dmxBy5YtSUtLo0OHDiQmJqLVav3PX2wbBaGxhg7xKtVvH343BNIuVOf6/75hdQ0/T+f8gCxL+FpRNFABv9edXgmEAaEnPMb/Mv58l2a4XM/5MgFd4Dp+W4ILprkbMgRfZqPzJdz1Ljx1Nqi34bXZiVMGcr3CgmyPYUff+aicdSgcdpQuO0qXDYcqmHHhg6mXDKQUrKY4bzEKVx0qtw2V24HC68asjqK1KhDZUUZtbSaSy4HH5cTjtOOx2amormdz8Xb2ezzUOm0Mdtbilj1IXjcO2YMke1goe7n/3jtQKDQs9bppjRcF+C8VSg3PRXaipF03Fi2accpuxMLZ0aQBO5fLRevWrU9If/X9o3fq1Al3w87LaaipqWHRokW899577Nmzh/bt2zNz5kzat29/yuVlWWbHjh088cQT/PzzzwQHB3Pfffdx2223oTleh0qWZd5++21efvllioqK6NSpEzNnzqRTp05iJ0Q4p5RKaNcOJk+Gt9+Gd96B7t19nWSFc0OWZar27SPzk09wVlUR/49/EDVsmOgIKwiCcAbZbDby8vJo1aqVP/OjRYsW5OTkNFouOzubFi1a+DM12rRpw5o1a6itrSU/P59BgwYhSRIajYaWLVty8ODBRveXZRmXy+XrKHg8q+VM27RpE/nPPEPPkhJUXm/DivEAPwYE8J3Vit7t5tG8PCKcTl+w7vhyduCe2FiqFQqGVFRwfWkpercbyev1X34OCOCliAhUHg8zsrLoWFfnC+Ydz6LzAtNCY9mHkj62Gu6tK0cje6kBaoFqYCvw7qZ1aA1GikxGopOTqTObqTWbcZnNmAICGBgYyPVhYYSFhfmntTVkDolproJwZon/p7Pvr7/E/7tjwywojebk2/74MbTHL9ZGt8iyDq/3cjye/2UDNvze3f/7oOMXGl2GeWGoF7xeGdlup8rpxFlfi6u+BpetBpXTyX2Sinq3C019Jfm2ciS3A8nrRPK4wO0i2u3iIbuD+no7xTYblfU2XHY7bocTt91OjcNBtcOBRlP2V19A4S9q0oDd0KFDWblyJV26dCE09H9R648//phrr70W8J1tBX43087r9aJUKhk+fDiXXXYZW7Zs+d31FhYWMnXqVFq0aMHy5cvZu3cvDzzwABEREVx99dWoVCrmzp3Lfffdx7vvvkvnzp2ZOXMmV199NTt27Gg0VkE42yQJgoPhlltg8WLYsgW++AJuv/3vbHSE0yXLMvaiInK/+YaK7duJGDyYuHHjUBoMYsdKEE7QsL1uyu52woXN4XAgyzI6nc5/nUajwel0NlrO6XT6T7ACaLVa7HY7brcbt9vd6P46nY7S0tJG9y8qKuL5559n+/btgG+/8J577jmjz8XtdlNaUEHhsSIUEshIeAGXpCDLoOBIiRETMhlVbmq8HmRJgRclHknCLikpKAqgTqkm3SGxUQaVUsKjUuBWqPEolOzXWvB4wlGqFCxvHs8upRevRgM6NVKAEbXZQOcALV1MasINaooNOnTH6yIZdTosBgPxFgtjdXpUx2tjaTRqf5H7hotOp0Ov14sZL4IgCGeRJPmSNP5eFQEJ0B+/WP5gWR9fUqeM1wtXuz3+7ajv0tB4xFf64EqPB7VaJY4/z7EmbzqxcOFCli5dSufOnf017LKzsxk3bhwPPPAA4Nv5f/XVV3/zMSwWC9dddx0A8+fP/8OA3eLFi1EoFEyfPp3U1FS6devG1q1b+fDDDxk+fDhKpZLXXnuNSZMm8Y9//AOAN998k1atWvHll1+e8Z06QfgjkgQJCXDfffDPf8LcuXD55b4GFOJL8+yRZRmPzUbxmjXkzJuHpVUr4saNwxgb29RDEy5wDYWdG4JcDRqCXRdi3aerrrqK+Ph4Xnvttd+d8iMIv8VsNqPT6SgqKqJly5YAlJaW0rlz50bLBQUFUVpa6p8+VlRUREREBAaDAbPZTEFBAeALIjfcdqLQ0FCefvppf5bd7Nmzz/hzGTBgAP22b0DxqyluMtBNkngKCQlQyd6T7yzBEBQgSUiyjIKTp8nJSDx5fAdA8av7NuwY+L5P8P/uX+SE2399myAIgnDp8H39S8eDhSq0WrH/dr5p0nfk2LFjJCcnA1BSUgJAeHg44eHhZGZm+pc702f19u/fT0pKCgEnzCns168f99xzj78Tzo4dO3jwwQeB/9Uc6N27928GAy/0mgPC+S8gAAYN8jWgWL8ePv4YnnnGVwtUODtkr5fKPXs4MmsWaouFqKuuIrRXr6YelnARqK2t5dZbb2XBggWNglvBwcFMnTrVv/0RhEuJSqWiX79+fPfddyQlJZGdnc3Ro0fp2LEje/bswel00qlTJ7p06cLLL7/MgQMHMBqNLFu2jIEDB6LX60lLS+PHH3+kV69eVFRUsHPnTp5++ulG61EqlVitVsAX1AsICMDlcp3R56JUKlHq/3rgXRwyCYIgCILQpPsDr732WpOst6KiAqvV2uggKSQkhLq6Omw2m7+rTlhYWKP7hYSEsHfv3lM+psfjobq6GpvNBvima9TW1vp3CAXhTGje3DcVdsMGWL4c+vf3NaAQJ8fPPFmWqT92jPR338VRXk6zq64ibtw4UbdOOGO0Wi3XX389L7/8sv86hUKBXq/H4XDg8XjQ6XQoFAp/xzeVSoVarfZPHZQkCbfbjSzLqNVqf9H3hlqsDdMEwRdAaHi8hgy/hvU03K7ValEqlf4aX06nE1mWUSgU/tsaHtvpdPqnKmr+V8hFEP6W22+/naeffprbb78dj8fDpEmTSE1N5cUXX6SyspJOnTrRs2dPtm/fzvTp05EkidjYWEaPHo0kSYwZM4YjR47wz3/+E6/Xy4ABA07K0BMEQRAEQbgQXJIn8BoONk50YnvrhqkBv56q1HBwdCo5OTk8++yzLFy40L+szWbjscceO9PDFy5hajV06gQ33gjvvQdz5kBaGoiyimeWLMs4Kys5Nn8+JWvXEtSpE4m33ora9HtdpITzRVNnPJ/u9DJJktDpdISHhze6vrS0lBkzZrB7926effZZkpOTWbFiBTNnzuSGG27g2muv5ZFHHqGoqAiz2ewvtn/VVVfx9NNPExgYCEBubi7Tp09n7dq1uFwuOnfuzNNPP02HDh1wu91s3LiRp556isOHD6NUKunWrRsPPPAAHTt2pLCwkK+//povv/ySsrIyWrRowZ133smgQYMwGo1UVlby3HPPsWDBApRKJddffz11dXVn/LUULj1JSUm8+eab1NfXo1QqCQoKQq1WM3XqVP9+mclk4p577uHmm29GlmUCAgIwHf9+joiI4LnnnqO6uhqFQoHFYkGv15/WuhsC2YIgCIIgnBtNvd9+vrskA3ahoaEUFxc3mv6Qn5+P1WpFr9cTEBCATqcjNzcX8H2IZFmmoKCAqKioUz5m8+bNeeutt3j99dcBX+HkZ5999uw/GeGSExUFY8bAmjWwejUsXAg33wyiZNSZIcsyXqeT0vXryfz0U4yxscT/4x8EtGjR1EMTTpMsy+RW557zHYDIgEjUytOfo95wYqeh3hb4pgSaTCZGjRrFoUOH+Pzzz7n22mv5+uuvadeuHZdffrk/i27VqlWMHDmSL774gry8PO655x6aNWvG/fffjyRJTJ48mcrKSubNm4fBYOCZZ57hpptuYsOGDTgcDp5//nni4uJ46623/Ns4k8mEzWZj7ty5rFq1iieeeIIWLVqwcOFCZs2aRWBgIL179+att97il19+4eWXX6Zly5a8+eab7Nq1i1atWp3x11W4tCgUCgIDA/2B5wYWS+MC2nq9/pSBOEmSCAgIaFT25PfIsozH42H79u3Mnz9fNFcQBEEQhHOoqKjolHWdBZ+L4hC/4YxoQ0cTr9frn6qjUqmw2+3U1dX5A3EdOnTgnXfeIS8vj9DQUJxOJytXrqR79+4oFAo0Gg29evViyZIlXHnllWi1WoqKiti4ceNvZsw1TGNq0NBdSxDONEmCDh18QbrHHoMFC6BLF2jXTkyNPSO8XmqOHOHgjBkodTqihg8ncsiQph6V8CfY3XZGzh5JtaP6nK532c3LSAxOPO3lnU4ny5YtY/Pmzf7r4uLimDZtGkOGDOHaa6/lvffe4+eff6ZZs2aMGTOm0UmjqKgo7r77blJSUkhLS+PgwYN8+umn3H333Rw9epQVK1awceNGOnXqBMAbb7xB+/btWbp0Kf369cPpdBIfH4/ZbMZgMJCYmIharWbnzp3s3r2bXr160bZtW8DX1X316tXs2bOHlJQUlixZwoQJExgyZAgmk4kXX3yRH3/88Qy9koJw7kiSRMeOHSkpKSE9Pf2MPa7H42Hu3LkMHDiQUJEG3yQ8Hg8LFiygV69eREZGNvVwLlkul4sPPviAW2+91X/CSTi33G43H330ETfddNNpZxwLZ5bb7eaTTz5h/Pjx/oxwwUeWZa677jpxwuw3nPOAXVFREQaDAZPJRGVlJUajEbVa/bc6VLndbrKzs9m1axdbt26lrKyMX375hcrKSlq3bs22bdtYuHAhN998M7169WLQoEEsWLCAt99+myuvvJKsrCw2b97MG2+8gfp4Bf977rmH22+/nXfffZeUlBTmzZtHZGQko0aNOlMvhSD8ZWazr3bdunWwcqUvaNe8OVhOr4O38BtkWcZeUsKRt9/GXlBA+OWXkzBxoqhbd4FRSAriA+Opddae0/X+mew68J3YGTZsGC+88IL/OpVKhcViQaFQ0KNHD9asWcPnn3/O9ddfT8eOHRvdPzk5Gb1e799+tm3blry8PNxuN5mZmSiVStq3bw/4ghKBgYHExsaSlZXFlVdeybhx45g1axY7duygY8eO9O7dm7S0NCorK9m3bx8rV67kq6++8q+vob5rbm4udXV1JCcn+w++LBYLzZs3FztbwgVHkiS6du1K586dz2i3VJfLxa5du5g8eTIpKSln7HGF0+dyuTh8+DC33nor7dq1a+rhXLLsdjuLFi3i3nvvPe3MV+HMcjgcLFmyhHvuueek7GXh3HA4HKxYsYK7775bnMQ5BVmWG/UXEP7nnL8qr7zyCj179mTYsGF88MEHjBw5khYtWvytnSSn08nWrVuZMWMG4JsmMWfOHDZv3swdd9yBRqMhICDAH4wLDQ3l2Wef5d133+Wtt97CYrHwzDPP0L9/f5RKX0evoUOH8tJLL/H555/z7bffkpqaykcffURQUNDffxEE4Qxo2RLGjYMdO3zTYtPSYNgw0TX2r5JlGU99PbnffkvhihVYWrWixR13oBGNYy44WpWWr6776o8XPMM0yj+XVS1JEiaTidjY2JNu83g8pKenk5ubS0BAAMeOHaO0tJTIyEj/9tJmszWaPlBXV4dGo/HXxpNlmbq6OiwWC7Is43a7cTgc6HQ69Ho9t9xyC5dffjn//e9/Wb16NYsXL+aee+4hIiKC8PBwxo0b5y/k38BsNlNRUYFCoWi0/obHFoQLjSRJvo6uyr/e0fVUvF5vo8c+k8FA4fSI9+D80PDaK5VKcUDeRNxut3gPmph4D4S/6px/Wmpqajh8+DAtW7Zk3rx5xMTEoNFoTnlWPjY29rQ2rkajkXHjxjFu3LjfXGbIr6a0tWzZkpkzZ/7u41577bVce+21f7h+QWgKKhX07g3XXAPvvOPLsmvTBhISxNTYP0uWZWSvl7LNm0l/7z10oaE0v+kmLKIe1wVJkiR0al1TD+O0NJRwOJFCoaCwsJCFCxdisVi49957WbVqFUuWLGHcuHEYjUYADh06xJEjRwgJCcHhcLBq1So6dOiAWq2mZcuWWK1WvvvuO0aNGoVSqWTr1q2UlJT4m04cO3aMoKAgrr32WtLS0njhhRfYtWsXHTp0ICwsjNzcXH89MY/H4w/URUZGEhMTw4YNG0hLSyMkJISDBw+SnZ0tunEKwnGSJNGiRQt0ugvju+hiJEkSiYmJGAyGph7KJU2hUNCmTZszHhQXTp8kSbRq1UoEipqQQqGgVatW/gQiQThd5/y/tkuXLvz4448cPHiQvLw85syZwy+//HJSYE6SJN58801xNkwQfkdEBFx9NWzdCkuX+mrZ3XwziNIIf15tVhYHZ8xAdruJvOIKoq+6qqmHJFzkPB4PWVlZzJ8/33+dSqUiLCyMI0eOcOjQIe644w569eqF2+1m2bJlJCYm0rNnT8CXtfD111+TmZlJYWEhGzdu5KGHHkKlUhEdHc2UKVN47733qKysRKvV8v333zN06FC6d+9OXV0ds2bNIjY2FovFQm5uLg6Hg7S0NOLj4xk8eDBffvklr7/+OikpKTidTjIzM5kwYQIdOnRgwoQJvPfee3z00UfExcWxadMmdDqd2GYLwnEqlYo777yTsLCwph7KJUulUjF58mSCg4ObeiiXNLVazRNPPCGC101IrVbz2GOP+U/4CeeeSqXioYceEtPChT/tnAfsRo8ejclkYu/evSiVSnQ6HQaD4ZQBO0EQ/linTr4su8OH4T//gfbtoUcPECcyT48syzgrKkh/911qDh8mpEcPEidPRiHOgAlnkUqlolOnTqxfv54FCxb4r9fpdCQnJ2OxWBg5ciR9+/ZFq9UyZswY7HY7lZWV/g7nXbp0oX379uzYsQO73c7UqVMZMWKEP4vhgQceICQkhC1btuDxeOjTpw8TJ05EpVKhVqtJTExkz549VFdXExwczPXXX88VV1yBVqtl2LBhBAYGsnTpUtasWYPRaCQlJcV/4Dty5EhcLherVq0iPz+fIUOGEBMTQ7NmzcT2WxDw7cfGxMQ09TAuaZIk0axZs6YexiVPoVCQkJDQ1MO4pCkUCuLj45t6GJc08R4If5Uky7LcVCt/5plnuOaaa0hJSbno0qQdDgePPfYYVquV+++/X3SMFc6qzEx45hn45huYNAnuvx9OaCYp/AZZlpHdbrJmz+bAiy9ijIuj3XPPEdylS1MPTfgTHA4Hubm5hIWFYTKZLomA0X333Ud1dTVPPPEE0dHRTT2cJuFwOMjJySEyMhKj0djofa+qqiIwMJDKykrMZnMTjlIQBEEQBEEQ/pomncj+2GOPUVtby7Zt2yguLsbr9WK1Wmnbti1Wq/WSOOgShDMhPh7GjIFdu3xBu27dYMQIEJ3b/1jZpk2kv/ceSoOB5v/4B0GiBpcgCIIgCIIgCILQxJo0YJefn89XX33Ftm3bkGUZSZJwuVwkJSVx2223kZCQIIJ2gnAaJMnXgGLECHj7bfjiC18DitRU0YDit8iyTH1uLodmzsRZXk7c+PHE/KojpiCcr/r374/D4RC1UARBEIQm53a78Xg8J10vSRIrVqxg06ZNPPnkk6dsMvh3FBcX8+9//5uNGzcyefJkJk6ceNIyDzzwAH369GHEiBFnbL0Oh4OxY8dSUFDAc889x6BBg8T+oyAIZ0WTBuy++eYbVq1axaBBg2jZsiVKpZK8vDy++uorXC4XL7/8svjyE4TTZDb7suy2bIFffoElS3zTYq3Wph7Z+cljt5Px3ntU7NhBYKdOJE6ahEqkJAoXiOHDhzf1EARBEAQBgJkzZzJ37lzcbjd5eXkEBQUREBBAQkICDzzwAPfee+9ZOaZzuVwcO3aMRx55hH79+p1ymczMTFq3bn1G16vRaHjttdd48sknqaio8CeeCIIgnGlNGrBbsWIFQ4cOZeLEiY2yBIKCgpg6dSovvvjiGT8TIwgXs9RUXwOKAwfg0099U2MvuwxEF/eT5X3/PbkLF6IJCSH5n//EGBvb1EMSBEEQBEG44Pzzn/9k8uTJlJaW8sgjj3Dttddy+eWXo1QqyczMZN26dQwbNowDBw6QnZ2NQqEgPT2dFi1a0LVrV1avXk1hYSFdu3alQ4cOKBQKampq+OWXX8jKyiI4OJh+/foRERFxykaFwcHBmEwmwJf99tNPP5GZmUlKSgo2m82/bGZmJhs2bKCyspKIiAj69++P1Wpl586d1NXV0b17d1QqFSUlJSxdupSxY8dSWFjI2rVrqaioICIigj59+hAeHk5ISAgGg+Gcvs6CIFx6mjQa5na7MRqNJzWcMJvN/i54giCcPpUKhg+Hfv0gOxtmz4bSUmi61jLnp4pdu0h/9108djuJt95KSI8eTT0kQRAEQRCEC5JOp8NsNmMymVCpVBgMBsxmM0ajke3bt/PFF1/g9XrZvn07Dz30EL/88gtVVVW89NJLPPXUU2RkZHD06FEeffRRqqqqcLlcfPjhhyxevBiVSsXmzZt57rnncDqdvzsOWZZZuHAhr7/+Om63m5UrV3Lo0CEaeiweOHCAsrIyVCoVixYt4u2338br9ZKdnc2HH35IXV0dsizz888/s2DBAioqKnjnnXfYsWMHOp2O4uJiysrKzsVLKgiCADRxhl337t1ZsGABarWajh07olarSU9P55133hG1AAThLwoLg3/8A7ZvhwUL4PLLfbXtdLqmHtn5wVlRwaHXXqM+J4fIYcOIHTsWhUhBFARBEARBOOsCAgKYOnUqVquV7OxsCgsLee6557DZbFx99dXs378fs9nM5s2bufPOO4mNjaVbt25MnjyZI0eO0KZNm9987KqqKr7++mumTJnClVdeSWFhIStXrvTf3rdvX9LS0nC73TRr1oynn36a+++/n27duvHBBx+QkZFBy5YtWbVqFSNGjMDtdpOfn8/o0aPp06cPOp0OrVZ7Ll4mQRAEoIkDdjfddBNOp5PPPvuMDz74wH99q1atuPvuu8V0WEH4CyTJNw121CiYNQvefBM6d4bmzUUDCtnrJf2DDyjduBFj8+Yk33UXmsDAph6WIAiCIAjCJSEhIQGTyYRWq8VqtRIREYFOp/MHw0pLS3E4HBw6dIjnn3/eHyALDw/H4XD87mNXVlZSWVlJhw4dUKlUxMTEEBoaCvjq3S1atIjvvvsOj8dDVVUV6enp2Gw2IiMj6du3L1999RU33ngjpaWl9O7dm7CwMIYMGcJXX33FypUradu2LSNHjiQyMvKsv06CIAjQxAG72NhY7rjjDoYNG0ZZWRlerxeLxUJcXByxop6UIPxler0vy+7nn2HzZpgzB6ZOhePlPS5ZRWvWcGz+fABaPvAAAYmJTTwiQRAEQRCES4dCoWg0i6qhNFLDdbIso9PpiIiI4KWXXiI6Otq/rNFo/N3H1uv1aLVaCgsLiYuLo7a2ltraWgBKSkr4+OOPufPOO+nRowc7d+5kypQp/u62o0aN4sYbbyQ0NJSYmBjCw8PRarWMHz+efv36sXfvXj755BPUavUpu9EKgiCcDU2awiZJEpGRkXTv3p0rrriCK6+8kj59+tC8efOTvswFQfhz4uJg8mRfl9i33vI1oji+T3JJshUWcui113CWlRF/002E9+uHJLJ4hQtEXV0dn332GaNGjWLgwIFs27atqYfk93//93989tlnf1hbSBAEQRBOR2pqKlFRUbz77rtkZ2eTmZnJp59+itvt/t37hYSE0L17d1599VW2b9/Oxx9/THZ2NgAqlQqlUkleXh55eXksXLiwUT26xMREkpKS+Oyzz+jatSsBAQGUlpbyzTffUFRURHh4OB6PR3SEFQThnDpvjlaVSiVKpVJ8AQrCGaJQ+BpQDBgA5eXwyitQU3NpNqCQPR4OzZxJzeHDWNq2JXHSJBSiBonQhOrr63n00Ud55plnTmv5zZs3s3jxYjp37sxDDz1EQkLC31p/WVkZY8eOZfHixX/rcQD27t1Lbm4uXq/3bz+WIAiCcOFSq9UkJSVhsVj814WGhpKUlIQkSYSEhJCYmOgvexQbG0uzZs38y6amphIYGIjVauXf//43ERER/Otf/+Kpp56ipqbmD8slKZVKpk2bRkpKCg899BB1dXVceeWVhIWFERoayiOPPMLPP//M008/TevWrRk8eDCq43WMlUolo0aNIjQ0lG7duiFJEkqlkpycHJ588kkeffRRevXqxejRo8/CKycIgnBqotK6IFzETCa47z5Ytw4WLYJrrvHVtlOrm3pk51beokUULl+OQqOh9aOPoj1ez0QQmorH4yEnJwfdaXaDyc3NRalU0rNnT3r16nVSd/U/y+12c+jQIcrLy//W4wiCIAhCg8DAQJ544olG1w0bNoxhw4YBMGTIEIYMGeK/7Y477mi07BtvvOH/PTQ0lEcfffQP1+l2u5kzZw4KhYLLLrsMs9n8myfDevfuTe/evU9av8fjob6+no0bN9K3b19iYmL8z+f+++/n/vvvP2mdn3/+Obt372bAgAF/OEZBEIS/6rzJsBME4cyTJGjTBiZOBJUKnn7al213KWXZ1eXkcOTtt3FVV9NiyhSs7doBiGxe4bxx7Ngx/vGPf/DUU09x11130aFDB8aOHctPP/0EwAcffMBjjz3GokWLGD9+PDfeeCNHjhyhrq6OV199lV69etGmTRvGjBnD9u3bG2W6rVy5khEjRpCcnExaWhp33XUXNTU1TJ48mYMHD3LvvffSvHlzxo4dC0B5eTmffPIJ/fv3p3379tx44438/PPP/mlI1dXV/Pvf/6Zz585069aNjz/+mPr6+nP/ogmCIAiXPKvVyu2330779u3/VvfWw4cPc88993DgwAEmTpz4h5l8kiQRFhbGrbfeSpcuXcQ+pSAIZ02TZdi53W4ef/xxrrjiCi677DI0Gk1TDUUQLmoqFdx5py/DbudOX+fYxx6DS+Ffzut2c/CVV6jLySGoa1fiJkxAoVaLHauLnCzLyB47cI4j0wodkiT96c+X2+3m4MGD7Nq1i0mTJjFs2DDmzZvH+++/T/PmzRk1ahTFxcWsW7eO66+/np49exIZGckzzzzDvn37uPvuu4mOjua7775jwoQJrFq1ioiICH766SfGjRvHpEmTmD59Ok6nk82bN2MwGHj00Uc5cOAAN998MyNGjMBoNGKz2Vi4cCFffvklEydOJDY2lh9++IFZs2ahUqno2bMn7733Hj/88AOTJk0iKSmJ999/n+zsbDEdVhAEQTjnDAYDgwYN+tt15ZKSkpgxYwYKhYKAgIA/XF6hUDBmzBj/74IgCGdLkwXslEolu3fvpmfPnk01BEG4ZAQGwqOPwk03wWuvwdix0LatLwPvYnZs/nxK1q1DqdPR+pFHUJ/GTphw4ZM9drIXD8Trqjmn640Z8h3qgPi/dF+tVkuHDh247bbbUCqV2O12PvvsM44cOcKQIUOIiIjAYrEQHx9PXFwcBw8eZM2aNbz44ot07doVpVJJhw4dWL58OYsWLeLWW2/lhRdeYMCAATzxxBNoNBpkWaZHjx4oFApiYmLQ6XQ0a9aM1q1bA3Dw4EE2bdrEmDFjGDduHEqlkqioKB5//HH27NlDfHw8K1euZPTo0Vx77bWYzWYiIyNZu3Yt8qWUtisIgiCcF/7KSbJTUavVWK3WP7Xev1uaQhAE4XQ0WcBOkiQGDBjA2rVrueyyywgJCWmqoQjCRU+SYNgwGDoUvvkGpk+HhQt9tewu1qBd7dGjZHz0Ea6qKlo/8ggBSUlwhnbshPOdjNdVe9YCdg2hKanhj+MfKVn+61lmBoOB5ORk/5Qes9mMWq2mpqam0QGJQqFAoVCQkZFBcXExV111lb9gNkBFRQWHDh1ClmW2bNnCK6+8gk6n89+/YdmGvyVJ8mcHVFVVsWbNGr7++msef/xxALxeL3V1daSmpnL48GFqampo3bo1gYGBSJJEamoqwcHBIsNAEARBEARBEM6wJm86MXfuXJYvX05aWhoWi6XRwfSLL74oDgIE4QxRKuHZZ+Gnn2D5cvj2W1+m3cUYv/K63Rx+4w1seXmE9OhBs6uvRqHRiGDdJUJS6mg+8pdzXqxRUpv++n0lCfUJ3WAaPqu/NdW0vr4ei8XCjBkzSEpKanRbUFAQSqUSjUbzpzIA3G43YWFh3HHHHQwcOLDRbaGhoWRlZZ007UihUIj/K0EQBEEQBEE4C5o0YJeVleXvwpOent7oNkmSxBQbQTiDJAkSE2HaNHjySV/32MGDwWq9+IJ2BT/+SNnGjShUKlrefz8as7mphyScUxIK9cX9niclJeFwOFCpVCQlJTUK9jVo164dq1atYuLEiSfd1hAgPDEgaDabCQ0NxWazkZqaetJ9XC4XBoOBI0eO0KNHD0wmE1lZWZSVlYkadgKFhYWkp6f7Pwsmk4mOHTsiyzJ5eXnk5uaiVquJj48nKCgISZJwu90cPXqU4uJijEYjiYmJGI1GJEnCZrORmZlJZWUlwcHBNG/e3N9VuaqqiszMTOx2OxEREcTExKBSqZBlmZKSEo4ePYosy8TGxhIeHi5O/gqCIAiCcEFq0oDdia27BUE4+yTJF7D76ivYvx8eeQTeequpR3XmyLKMvaiIzM8+w15cTMp99xGQmAgiC+iScim812lpafTq1YvHHnuMiooKunbtSllZGUuXLmXo0KF07dqVxx57jIEDB5KUlMS1116L0+lk9erVTJs2DaVSSUhICBs3bmTw4MEYDAYSEhLo3bs3H3/8MSaTib59+1JVVcX69evp3r07PXv2pHfv3syePZvAwECSk5P597//TV1d3SXxmgu/78cff+Sll15i6NChADRr1oyOHTty6NAhXnzxRVQqFfX19cTFxfHwww9jMplYu3Yt77zzDlarlcrKSvr06cOkSZNQKBQsWLCAhQsXYrVaqaqqYsKECQwbNoz6+nree+89du3ahV6vx+FwcM8995CWlkZBQQEzZsygtLQUhUKBwWDgX//6F3FxcU386giCIAiCIPx5TT4lVpZlsrOzSU9Pp0uXLlgsFrxe7xkrIioIQmM6na9T7ODB8O67MGEC9OhxkWTZyTKZH31EbXo61vbtiR45EqXBIL5LhPNSw3auoY7crz+nJ24HT7VNnDFjBm+88QbPPvss2dnZBAcH06tXL2688UYkSaJv377MnTuXZ599lhdffBGLxcKgQYMACAgIYOrUqfzrX/8iISGByy67jDVr1nDTTTdhMBh4++23eeihhwgMDKR///4MHDgQSZK4++67qa+v57777kOpVHLfffeRmZkpim8L/pqGL7zwAuCbLu3xePj2228xm808+uijlJSUcO+997Jz507atm3Ll19+Sd++fRk/fjybNm3ilVdeYdSoUdjtdr777jtuuukmevfuzbx585gzZw59+/bl4MGDbNy4kenTp5OUlMTrr7/O/PnzadWqFRs2bKCwsJAnn3wSrVbLU089xcqVK7n55psbfUZ/PYPDbrfjcDhOmakqCIIgCMLZ4/V68Xq9mM1mccx2Ck0asKusrOS+++5j/vz51NXVsX79ejp37szUqVPRarXMmDFDvGmCcIZJEvTrBxMnwgcfwOTJsG2bL5B3IZNlmeJffqF4zRq8bjfJU6eiCw0V3yHCeSkgIIDPPvvM//cPP/zQ6Pb+/fvTv39//98TJ05sNLVVkiQMBgMPPvggDz744G+uZ/To0YwePfqk6zUaDcOHD2f48OGNrg8KCmLy5MlMnjz5lI8XGBjISy+9xEsvveS/btq0ab+5fuHSoVarOXLkCMOGDSMkJIQpU6bQtm1b9u3bx4QJEwgNDSUkJITk5GQ2btxIWFgYFRUV9OzZE6vVSvfu3dFqtRw4cACtVotKpaJdu3b+2z7//HNsNhtHjx4lODiYlJQULBYL3bp146OPPqKmpoZdu3bRoUMH4uPjUSqVpKWlsXv3blwuV6OAncvlIjc3l9raWjweDwsWLODLL78kICBAbDMEQRAE4RxyuVykpKQwe/ZsjEZjUw/nvNPkU2LLyspYs2YN48eP9+8kXXPNNdxzzz2ihp0gnEX//jf8+KNvauy//w1PPAEXapkfWZZxlpeT/eWX1OXkEH/TTVjbtUMhsiUEQRDOiYagmtlsZs2aNdx3333MmjULm83mbyomSRIWi4WKigocDgeSJKE53hDIYDCg0+koKyvzdx5uyHgzGo14PB7q6+uprq7GZDKhVquRJAmj0YjNZsPlclFdXU1UVJS/G7LJZKKuru6kGotVVVV8+eWX7N+/H1mWycjIYOrUqUyePFnUuxMEQRCEcygzM5N//etf/m230FiTvipbtmzhlltuoXXr1o3OfMbHx5ObmysCdoJwFgUFwWuvwfjx8OKLMGoUtG9/YU6Nlb1ecubNo2LXLkxJSUSPHo0mMLCphyUIgnDJSExM9P/evHlz5s2bx7Zt21Cr1djtdn+HYZvNRmBgoL9JhMfjAcDpdOJyuTCZTP7bGgJtTqcThUKBVqtFr9djt9v993M4HP6OyA017bxeLwqFwn/br7PmQkJCePDBB/3r+Pjjj/F6veh0OjG9WxAEQRDOIb1eL7Lbf0eTnkZ0u92nvL6goECkQwrCOXDNNb5AndMJ//wn2GxNPaI/T5ZlKnfsoHDFCtx1dSTeeium5s3FF78gCMI55HQ6cbvd/ky42tpawsPDiYmJYevWrTidTsrKysjIyKBt27YEBQWhUqnIycnB7XaTlZVFTU0NycnJBAcHY7PZKC0txePxkJmZSWBgIHq9nsjISMrLy6moqMDtdpORkUF4eDhGo5EWLVpw6NAhqqqqqK2tJT09nYSEhJPO2jd0SdZoNP5gnyAIgiAIwvmmSTPsunbtyurVq2nbti0ej4e6ujqKi4t5/fXXGTRokDjgFoSzTJLg1Vfhl19gwwZ47z246y64kI5dXNXVHPv2W2oOHqTZlVcS3LUrSr2+qYclCIJwSXn33XdRq9WYTCbWrVtHREQEV1xxBZGRkTz//PNotVry8/PR6/X07t2bwMBArrrqKt59911ycnLYvn07Xbp0ITIyEqVSSZcuXZgxYwY9e/Zk9erVXHnllQQEBNC2bVtCQkKYOXMm8fHx/PTTT9xxxx0YjUZ69uzJ8uXLefPNN1Gr1aSnp3PjjTeKaTaCIFzyZFn2XwThXPt1IzXh9DXpHsykSZOYNm0a06ZNo7q6mldffZWioiI8Hg//+c9/RB0RQTgHmjWD556DO++EZ5/1NaTo0OHCmBrrdbspXL6c0nXr0EVFET16NPqoqKYeliAIwiWnXbt2bN26lcrKSrp168bgwYMxmUz06NGDRx99lLVr1xITE8Ott96K1WpFkiRGjRqF2Wxm9+7ddOvWjSuuuALD8c7et99+O0uXLuXo0aOMHTuWgQMHolarCQsL41//+hdLly6loqKCqVOn0rNnTxQKBS1atODhhx9m1apVuN1uHnroIVJTU8XBgXDBkmWw26GuzvfTZoP6et9PnQ4MBt9FrwejEbTaC2P/TTi3vF4vtbW11NfXi4Cd0GRUKhUmkwmdTie2y39CkwbsYmNj+fzzz/n+++9p3bo11dXVDBgwgHHjxhERESHeSEE4R/7xD18DioUL4d57Yf58CA5u6lH9PlmWqTlyhIIlS3CUlJB8991YWrVCEoF+QRCEc65fv37069fvpOuVSiU9e/akZ8+eJ92m1+tP2a0YfB2Lr7/++lOuKy4ujv/7v/876XqFQkG7du1o167dn38CgtDEToyj1NXB0aNw5Aikp0NFhS9g53aDywVer69RmErluxgMYDZDYiIkJ0NsrO/vhkMpcUh16ZJlmcrKSiorK/0NewThXJNlGbvdTmFhIZGRkWi1WhHrOU1NPkdAp9MxcOBAunfvjizL6HQ6QkJCmnpYgnDJkCTfFNhXXoE9e2D9enjjDXjoId/Z2/OVu6aG/B9/pHz7dkJ79yasb1/UZnNTD0sQBEEQBOFP8XqhthYOHoTt2+HwYV+QDiAgwBeQ+63y3rLsC+Ll5/vuv3ixL1jXvDm0bQutWkFgoG+fTpJE8O5S4/V6sdlsWK1WAkVDNqEJeTweCgsLcTgcaLXaph7OBaNJA3a1tbXs3LmTpUuXkpeXh8fjITg4mIEDB9KjRw//lAlBEM4uSYK4ON+U2MmT4a23oEcPGDz4/Nyx87rdlG7cSNFPP6G2WIgaMQLTCR0KBUEQBEEQzney7MumO3IEVq2CQ4d815lMEB19+jWFlUrftFir1Rf8q6/3Pdb+/WCx+LLu2reH+HgICgKRZHXpaWiuI46thaYiSRIKhUJMy/6TmjRgt2LFCl599VUiIiJITU1FrVaTkZHBAw88wB133MEdd9whvlQE4RyRJLj6avjvf+H99+HJJ6FFC0hIaOqRNSbLMvXHjlGwdCn1ubk0nzCB4K5dUYii4oJwwXE6nRw9epTa2lrS0tKaejiCIAjnjNfrC6r98otvhgP4gml/pQ7diVNflUpfVp7J9L/g3Z49sHMnhIdD69aQluYL3okqIsKlZMGCBQBcffXVola+cMFo0iPcL7/8kh49evDAAw8QHByMJEl4vV7efPNNZs6cyZQpU5pyeIJwSZEk3xnX6dN90zG2b4fXXvM1pDifZpq66+ooXrOGkrVrsbZvT8TAgWjFNHrhAuN2u9m6dSu5ubmA78y32WwmPj6e5s2bXzI7ktXV1cyePZv9+/fzzTffNPVwBEEQzjpZ9jWNWLECli0Dj8c3ZfVMN4z4dfDO7fZNu12+HFav9mXc9e7tC9w1rFvkSQhn22OPPcbixYv9Nc00Gg1KpZLU1FSeeuopkpKS/Mue6cSdXbt2Ab6A3W8pLS3lueeeY+zYsfTo0eOMrl8Q/oomDdi5XC46duyI0Wj0/0MqFAp69uzJjBkz/nS6ZF1dHfv27ePo0aMoFAoSEhJo2bIlBoPhpGU3bdpERkYGbre70fVRUVEMGDAAhULBunXryMjI8N8mSRKxsbH07dv3LzxbQTj/SRJERMBjj8GkSfCf/8Bll8H48ac/LeNskj0eqvbtI3/JEhRqNVFXXIGldWuRiStccGw2G6+//jqbN28mLS3Nf8IqJiaGKVOmkJyc3NRD/FNO3F6L/0dBEIRT83qhsNBXZ27jRggJ8U1lhd8OlpmrctDbKpBkr//iVaiossRgM5zeCUtJ+l+DCqMRHA7YvBm2bPHNpujTx1fr7sRGFYJwNkyfPp177rmHwsJCHn74YW6//XY6depEdna2/2Smx+MhPDyc6upq2rZti0KhID8/n5KSEn9Tofz8fDIyMvz7Ts2bN/dP+23g8XjIysoiJycHq9VKXV0dxuPFIKuqqsjIyKCyshKj0UhSUhKBgYHk5eWxa9cuIiIisNvttG7dGq1WS3p6OtXV1RiNRpKTk0XpLuGcOecBu5qaGpxOJwCXXXYZmzZtIioqioSEBJRKJcXFxcyfP58rrrjiT/0T2Gw2fvnlFz777DNkWcbr9WIymbj++uvp16/fSR1xDh8+zNq1a3E4HAA4HA4WLFjALbfcQr9+/VAoFHzwwQesXr2a/v37A75gYqdOnUTATrioKZXQty/cfju88ALMnOnbmbvssqYeGdhLSihcsYLqgweJGjaMsD59UJ7PnTEE4Xeo1Wr69OnDzJkzsdls/Pzzz7z22mvExcXRokULSkpK2LlzJ7m5uahUKpKTk2ndujUBAQGALztt+/btZGVl4Xa7CQoKol+/fgQFBQGwbds29u/fj81mIygoiG7duhETE4PD4WDJkiXExsb6p6E27NTu27ePPn36YLFYyMvLY+fOnRQXF6PT6WjTpg3Jycno9Xqys7PZsGEDbdu25dChQxQVFTFmzBgCAwPZsmULhw8fxuFwEBwcTPfu3YmKigJ8mYUHDhxg+/bteL1egoKC/PsEgiAIFzNZ9nV8/fZbyMyEsLBfZdXJXgz1pYSUHkLtqiMjcQhIEl03v0Xy4cUovS4krxuF7MGuNvJ92+vZE9UVdX0JgysyKZcU7NWYyNeYUKo0KBQatNoA9PpgDIZg9PoQdDozkqRAp/PVyHM4IDsbPv/cN1W2Vy9ITQWNRgTuLlayLON2u89aHTGFQoFSqfzN43iTyYTJZPJn15nNZoxGI3PmzGH//v20a9eOqKgotFotq1atYvbs2Wi1WlasWMGiRYuYN28eGRkZvP766ygUCiRJoqysjAcffJBWrVo1Wu/evXt54YUXsFgsBAQEsH79ei6//HIAjhw5wvfff4/D4aCkpIT4+HimTp1KcXExRUVF7NixA5vNRlhYGNXV1SxZsgSn00lBQQEtWrRg+vTpaDSas/IaCsKJznnAbuHChWzbtg2AiooKVq9eze7du0lMTESpVJKbm8vGjRsZOHDgn3rcgoIC5s2bh8Vi4e6778bpdPLOO+/w7bffkpycTFxcXKPlx44d2ygddsOGDaxYsYJrr7220VSkdu3a8eabb/r/Vok6WcJFTpJ8ncRuuQX27oXvv/dNjX3xRV9jiqbisdsp27yZwmXLMDVvTuTQoeibNWu6AQnnLVmWkX+VPX0uSMe3D3/mZJNarcZisWAwGAgPD0eWZQoKCigpKeHbb79lw4YN6PV6vF4vq1ev5pprruHyyy9HlmW++OILfv75Z4xGI3q9HlmWSU5OJjAwkG3btvHMM89gsVgwGo0UFRWxatUqnn/+edRqNd9//z1KpZL3338fSZKora1l8eLFrF27lu7du5OTk8PcuXM5cOAABoMBh8PBzz//zM0330yXLl3Yu3cvTzzxBAMGDMBgMFBXV8ewYcPYsmULX375JQEBAahUKqqrq1m9erV/LFlZWTzzzDN4PB4iIiLwer0cPnwYq9V6lt4VQRCEpiXLvsy6XbtgzhyorvZl1qlUICGDDDpbBZ22v0/qgQUY6ktxaoxkxg/AIynJscRSZo2jvCaPsuo8qm3lKCSJdZteZ7NKT5zbxgx7JW6gn0LNHqWGZQolqyQllUotKrUOlUqPSqVDp7MSEtKSyMhOREdfRmBgPCEhapxOiQMH4MABiS5d4IorfAFFEIG7i43H4+GRRx5h3bp1Z+XxBw0axKOPPvqXjpnDwsKYOnUqISEhLFy48JTLyLLMvHnziIqKYtKkSSiVSmbOnMlXX33Fs88+61/O4XCwePFi4uLiuO+++6ipqeHgwYP+2XUpKSlMnToVvV7PgQMHeO655ygpKaFNmza0a9eOm2++mf79+6NSqaipqSE5ORmtVsuhQ4e46667+L//+z/CGv5JBOEsOufRJ0mS/OmqISEhjB07ttHtKSkppKSk+Jc9HbIsU1RUxOHDh5k+fTqtWrVClmX69u3LggULSE9PPylgp9Pp0J2QmfP999+TmppKp06dGq03JyeHt956C4PBQFJSkj/b7te8Xi8ejwePxwP4Cmk3/C4IFxpJ8u2o3XsvZGT46qy0aAH/+pevFsq5JssydTk55C1ciMduJ/zyywn61f+qIDTwulykv/MOnuMZ1OdKwi23oA0OPu3l3W4327dv5+mnn8bhcHDgwAFqampITU1lx44d/PLLLwwfPpy+fftit9t5++23WbZsGS1btqSwsJCvvvqKUaNGcfXVV2OxWCgoKCAiIgJJkpgxYwYej4fp06cTERHB9u3buf322+nduzdjx45lxIgRPPbYY+Tn59OsWTOKi4vZvn07nTp1wmq1snTpUvbt28cNN9xAu3btKC8v54UXXmDFihUkHO9E43Q6MRgM3HbbbYSEhCDLMs899xxjxoxh9OjRBAQEcPDgQX/m+lVXXcU333xDdnY2s2bNIjo6mrVr1/Lf//5XBOwEQbgoyTK4XLBuHcyb5wvShYf7bpMkULlstNk7h15rX8BQX0KZIYQd4e3YG9qatWtf4FDGckqLdiMBapUOlcaI2hhGUFASRnMzOhojCDaG8ZbHRZvyI3TI28TQmjyG2yvZE9SCJ1NHU16TR13pYSrqS6mwlVNaeoA9e77C43Gg0wURFdWZFi2GERvbB6UymDVrzOzerWTIEImuXX2dZ8Xu1sVDlmVqamooKys7K49fW1v7l+/bpUsXIiIiUKlUJ9XybcgIrK2t5fDhw6xfv94f1LPb7XTo0KHR8jabjaNHj3LFFVcQEhJCSEgILVu2RKlU4vV6yczM5N133+XgwYNUV1eTmZlJVVUVZrMZhUKBSqVCo9EgyzKZmZnMmjWLjIwM//rz8vJEwE44J855wG706NGMGDHitJY93YNxj8dDRUUFTqfTH5iTJInQ0FAUCsUffiHl5eWxYsUKf5S9Yb0tW7ZEr9dTX19PUVERS5Ys4fDhw9x1110nfYmUlZWxaNEitm/f7h/Tpk2bGDNmzGk9B0E436hU0K6dL2j3wAPw9deQktI09excVVUUrVpF+bZtBHXuTOQVV6BuisihcEGQ3W4yP/0Ud3X1OV1vzOjRfypgB74dUJfLRXl5Obm5ufTs2ZM+ffqwePFiduzYgdVqZffu3QAcOnSIqqoqSkpKWL9+PWazmREjRpCQkIAkSYQcb75it9tZvnw5b7zxBq2P13i8/PLL6dy5M0uWLGH8+PF06tQJk8nEqlWrGD9+PEePHiU3N5fbb7+dqqoq9u3bx969e1m6dCmrVq0CIDs7m+rqasrLy/3jHzNmDC1atECpVLJ161Z27NhB+/bteffdd/3Pz+l0snr1aoYNG8aqVavo378/Xbp0AaB79+6kpaVRV1f3t19/QRCE840sw44dsHChb5qpxdKQVecFFKhdNiILtlOmDeCLwHh+NISyvzydooxlaLVmgoKSSU4dTUhIS4KDkwkKakFQUCIqlb7RcZIH2AXs8TiJLNhBzLF1VFgT6JEyAkN9CR12fEKtPoiDoa3IkL0Ulx+huHgvVVXZVFZmsXTp3Wi1ZuLi+hAT04uamk589VVr9u0LYPBgieRk3/iFC59KpeKNN97A6/WelcdvmBL7V2i1Wv8xtkajaVQyo7KyEo/H4w+mTZkyhXHjxvmX/3X5K6VSiVarpaamxp9YY7PZ0Gg01NfX8+mnnxIYGMj7779PZWUl9957Ly6XC2gcg7DZbLzxxhvExcXxyCOPUFFRwa233upfVhDOtnMesNPr9egbqqviq2mXmZlJRUXFSRlpAwYMOK3H9Hq9OBwOFAoFWq3Wf71arfbP0/89S5YsQZZlhg4d2ih9d+zYsahUKkwmE1VVVXz//ffMmjWLYcOGnVQQXK1WExkZ6b/e7XZz5MiR0xq/IJyvtFoYMgQOH4ZXXoEPPvB1E+vZ89yNwetyUXXgAMe++QZtUBBRV16J6XiGjyCcikKtptX06XjPcW20P9utWKlU0q5dO+6//35qamr46aefWLduHUVFRVRWVqLT6QgNDfVvM3v27InZbKZZs2bU1tYSGBiIVqs96eSW0+mkrq7OXzeuQWRkJOnp6UiSRGBgIP369WPRokUMHTqUrVu3EhISQrt27SgrK6OyshKTyURoaKj/8YcMGUKzZs0ICQkhKysLrVZLSEiIf2e5oKAA8DVvOnHH+bbbbvNnvldVVTU6I61WqwkJCREBO0EQLkqHD/sy6xo6wUrIBJWnk3LwO/a0m0C5JoCPrPEczN/GrqLdON0OYmJ60Lfvk0REdCAwMB6zOQaVSndaiQxepYa86MvIa9YVkAEJQ10pLdKXEFm4g05h7UhPGsLODhOp7DARu72C6uo8ysoOkZW1hqyslRw6tBCLpTnBwWkcOzacjIzhDBxook8fiaAgkW13oZMk6aTg1vkoJiaGgoICNm/e7D/B6PF4MBgM9OjRg/nz59O1a1fi4uL8DSe7devmv7/BYKB9+/b88MMPdOzYkaKiIjZt2sSgQYPwer04nU4CAwPRaDRs2bKFzMxMwBco1Ol0ZGZm0rlzZ/+JR51Oh0qlYu3atf79HUE4F5q0INuOHTt4//33ycjIOCljTZIk+vXrd1oReqVSicFgwOPxUF9f77/e4XAgSVKjIN6vORwO5s6dy4ABA4iKimq0MUxMTPT/HhQUxLhx43jxxRfZu3fvSQE7i8XCoEGD/LX3HA4H+fn5fzh2QTifSZJvKsT118ORI/Ddd76gXXT0ualnJ8syjtJSjs2bh6O4mGZXXUVY374oRC1J4XdIKhUxTZDdLP3JM8oNO80WiwWz2Uzfvn3ZunUrixYtIiIigoiICEaMGNFoeyNJEjqdjsjISNavX099fT2yLDfadun1egIDAzl8+HCjMg7p6en+IJ5er2fIkCHcfffdrF+/ns2bNzNgwABMJhM2mw2LxUJcXBzXXXedP3MP/nfGuuH3hjGBLyAI0L9/f9q2bdtoTCqVClmWCQsL4+jRo/7r7XY7ubm5f+p1EwRBON/JMhw9Cl98AfX1vpp1SjyEFe5m+A9TsBbvY3dVNl8W7qKk9AAArVtfR6dOk7FYYtFojCgU6r9e+kOSAN99y0KSmX/N1yQf/oEuW9+i+4ZXabf7C/7b+xF2tb8JgyGE8PC2tGgxDIejmoKCneza9RlZWcvJyVnGzp0vsGPHZDZtuorx48Np1UqNSiWJwJ3wtygUCkwmEyqVCkmSMBgMjY7Z27Zty4033siDDz5Is2bNSExMpLy8HEmSuO666/B6vTz++ONUV1cTExPDnXfe2ejxlUolo0ePJicnh0mTJtG6dWtSUlIICAjAZDIxfvx4Xn75ZZYuXUqPHj1o3749KpUKi8XCyJEjefPNN/n888954oknmDx5Mi+88AKLFy9mwIABJCUlibr2wjnTpJ+0Tz/9lMrKSiZOnEhwcPBJG6VfB/F+i0KhIDAwEKPRSHp6Oh07dkSWZfLz8/F6vYSGhv7mfbds2cKhQ4d48MEH/7DTi91ux+VynfIfVJKkRtd7vd7THr8gnM8UCl9wbvJk35niJUsgIQGmTTv79ew8djsla9dStHo1xvh4Yq65Bk1g4NldqXDBkyTJ3wDiQiFJEhEREfTu3ZtPP/2Uyy+/HJVKxfz587n++usxm80cO3aM+vp6OnbsyIABA5g7dy7vv/8+N910E2FhYWRmZhIXF0d0dDTjxo3jww8/pHXr1sTHx7NixQq2b9/OtGnTAN+ObIsWLYiIiODdd9+lqqrK3znNarXSqVMnPvnkE7799luuvPJKtFot6enpaDQa2rdvf8rnkJqaSu/evZkxYwb33XcfiYmJVFdXs3v3buLj42nXrh1XXXUVM2bM4Mcff6Rly5YsX76cLVu2+LvVCoIgXOhkGXJzfQ0mioshMhI0zhqSMpYxZNk0aurLeVZn4Z0dH6MPSqRduxtJS5tEaGgqIPmPh2TZl5nndvt+bzhMkiTfRan83++/x6vUUBsQxfZOt7Gv9Vja7JtD2z1z0DqqAFB4XOjsldQbQlCrjbRoEUlS0hBKSw+xZ8+XZGWtZPv2R9i58yXWrJnEbbddwxVXJBEerjnnJVKEi0dERAQff/yx/++nn3660e1qtZo777zzpECcJEno9XpuueUWbrnllpNuO1FQUBBPP/30SY8NvlkLPU8xZUiSJIYPH87w4cMbXd+nTx//70899dQfPDtBOHOa9IgmPT2dcePGMXLkyEa14/4sSZKIjIykbdu2/Oc//yE2NhabzcaSJUuIi4ujZcuWLFu2jIyMDK688spGDSjmz59PcnIyrVu3bpTNZ7PZmD17Nr179yYwMJBjx47x5ptvEh4eTteuXf/2cxeEC4lGA506wT//CQ89BF995QviTZjgq3V3NsheL7a8PLJmz0ahVhM1bBiWX7VrF4SLiVarpXXr1lgsFo4dO8YNN9zAokWL/EG2hkzuDh06kJiYyL333svXX3/NtGnTUKlUBAcH8+ijjxIdHc20adOora3liSeewO12o9FouPfee+nRowfg225aLBb69evHq6++yrBhw0hKSgJ8O8mXX3459fX1/Pjjj/zwww8oFAqCg4MZPXr0bwbsjEYjL7/8Mm+//ba/kYZerycyMpI77rgDlUrF8OHD2bNnD8899xwmk4no6Gg6d+581mrpCIIgnGtVVb4ZCUePQmgoaJ3VdNr2Pt03vMoxZx2PS7DK7SC5/T9IS5tEeHg7lEo1suwLztlsYLf7Oss2+PWujyz/L4in1YJe79tX+81cgeMP4NAHsq3T7aQnDsWuDwRJIi77F9rv+px9rcaSlTAAt9qAJCkJC2vFgAHPUlExkaysVRw+vJjt21/g4YcXsWrVKP7xj7H065eARiMSFIQ/73T2539rmdM9Fvg7sQVBOF80acCue/fulJaW+jvN/R0RERHcdNNNvPPOO9xzzz1IkkRaWhoTJkwgODiYgwcPsmnTJnr06OEP2BUUFLBq1SomTZqE2Wxu9M8pyzJLly5l9uzZOBwOAgICiI6O5p133hEdYYRLksEAV1zh2wF95RX46CPf1NjjSTlnnLuujpz586nNyCCkWzeir74ahah4LFwkDAYDjz32WKNMbEmSSExM5JlnnkGSJMLDw0lLS6OiogJZltHpdISFhREYGIhKpWLQoEGkpqZSUVGB1+vFYDCQmJiIJEnExsbyxBNPUFxcjMvlwmAwEBsb22hbazAYuOWWW7j88ssJCwtrlGUeHBzMNddcQ/fu3ak+3rzDYDAQGRmJyWSiR48efPnll0RHRzd6Xm3atOGRRx6hpKQEp9OJSqUiICCAmJgY/3N66KGHyMvLQ5ZlrFYrKpWqUWFpQRCEC5XXC6tW+RpNREQcP6npkDFWZrPZWct0j5OjAc3o0+dRWra8Gp3OCkh4PFBa6gvWmc2+k6IxMb7HiIjwBeU8Hl/HWY/Ht1xhIeTlQVYWlJeDwwE6HQQHw4klyk6KPUgSVYHxvoCfLGOsKyYpfQkJWT9xKHkEa3v+iyprHA3ZfkFBSVit8SQnjyAnZy3r1r3IvHnPs3bt14wefRsPPTSR0FDj8YcWgQ5BEIQzSZIbeiQ3geLiYp577jmqq6tJSEhAp2tcUPXee+/9U9NKnU4nxcXFVFZWHt/ABBESEoJaraa4uJj6+nrCwsL8ByxOp5P09HQiIyOxWCyN1uX1esnKysJms+HxeFCr1ZjNZn+r6T/icDh47LHHsFqt3H///X843VYQLgReL2RkwAsv+LLsRo2Cxx6D1NQzvB63m/KtW9l6552ojEbaPPUU4f36iR1B4ZQcDge5ubmEhYVhMpnE5+QS4XA4yMnJITIyEqPR2Oh9r6qqIjAwkMrKSsxmcxOOUjjfeb1ePvjgA1wuF1OmTPnL3Q0FweuF/fvhrbfAZIIAnQvJ6yK/PJ3/LrufY7nrCYvrw+DBrxAcnIIkKXA4JOrqfBl1CQm+k6Cpqb6MuYbprr+1SZNl3zrdbigr8wXutmyB9HRwOn1j0Ol8wbvfPJySZSTZS3DpIQasfpS47F9wq/Ws7vcU+1pfi0tj+tXiXuz2Kvbtm8v27R9QXn6EFi3a8NBDDzJkSC+CgqxiG3ye8Xg8FBYWYjKZTkpQEYRzyePxUFRUhMFgwGKx+D+LmZmZ3HXXXXzzzTe/23vgUtWkGXZr165lyZIlSJJETk5Oo441kiT5pwGdLo1GQ3R09Eln/IFTZsVpNBpatWp1ysdSKBSNmk4IguDb4YuPh1tugexsWLTIdxb43nt90z7OBFmWcdXUcOTtt/E6nYSPGEFojx5iB0MQBOECUFpayk8//URERAR9+vRBlmV27tzJjh070Ol09OzZk9jYWBQKBQ6Hg40bN3Lo0CFCQkLo3bs3ISEhSJJEVVUVa9euJS8vj+bNm9O9e3cCjhdOzc/PZ+3atVRXV9O6dWvS0tLQarV4vV7S09PZuHEjXq+Xzp07k5qaKoJwwlkny74stx9/9P1t0ruJz/iJyOyfeSj7F7Irs+jY7R66d78PvT4Qj8e3PECLFtC1K7RrB0bj6a9Tknz7ZSoVNGvmu1x2GeTkwMGDvuBhdrYvqGc0+mZKnCrbTpaUlIam8t3IT2h5aCHtd31O182zyInpSXlIyq8WV6DXB9Kp02RatLiCnTs/Zd++uUyefDNXXz2SSZMm0q1bF3Q63V9/MQVBEAS/Jg3YffHFF4waNYqJEyditVpPul00bRCE849KBV26+JpQHDsGn30GzZvDP/7hO5P7d3ldLvJ//JHyLVswNG9O/M03oxRnWwRBEM57TqeTxYsX88orr3D55ZfTp08ftm7dynPPPUenTp0oKSlh1apVzJgxA4vFwg8//MBnn31G9+7dWb9+Pbt27WL69OkolUo++eQTNm3aRPv27Vm5ciX5+flMmDCB6upqXn31Verq6oiKimLJkiVMnTqVPn36kJWVxfPPP094eDgqlYply5bx+OOPk3qm08AF4VdcLti40ZflFhwkE164i35rnoCCbdTpA+nb/2natr0BjcaEy+Wb/hoUBGPHQmKir4nXmTjsUat9j9e8OfTs6Stjsn497N0LFRXHa+qdapdKknDqLOxudwPHYnoQUJNHRVASyDJJR37kWGwvHDrLCYtLmM0x9Or1IImJg9m9+yvmzfucjRvXM3bsNdxxxxSio5uJk62CIAh/U5MG7JxOJz169CA+Pl6kPwrCBUSthmHDfGduX3gBZs3y1VoZOvTv7XDKsoytsJAjb72FQqej+Q03YIyNPXMDFwRBEM4KWZbZt28fW7ZsoVevXiiVSlwuF99++y1paWncd999VFdXc9ttt7FhwwY6d+7MggULuOmmm/zNSB544AEmTpyIzWbj559/5sEHH6Rjx44sXryYzz//nJEjR7J3716ys7N57rnniI2N5d1332X+/Pl07tyZ9evXo1aruffee9FoNDz11FMsX76cFi1aNCpn0lANRpZl0fBE+Ntk2bc/9NNPvqms1vo8Bi+bhr5gK9O0Vtpd+Q5JySNQKrW4XFBS4pv+OmGCrxbw2chPUCrBYoH27SEl5X/j27nTd1tQkG9f7qRmFiioCEykIjARJInonPUMW3oXFdYE1vR7krxmXfAqfHeUJAmlUkOzZpcRFtaO1q3HsXz5I7zxxlssWrSIF154ngEDBvytxoKCIAiXuiZNYRs1ahTr16/3F7QWBOHCIEm+6RU33ADXXgtHjsDLL/tqp/ydqphep5OMd97BWVaGtW1bYkaPRhKZtoIgCOe9kpIS3nzzTa677jpiY2P901qzsrLo0aMHBoOBiIgIkpOT2b59O6WlpdjtdpKTk9FqtbRs2ZKAgAAOHDhASUkJer2eqKgof/mS0tJSbDYbubm5hISEEBERgVarJTU1ldzcXGprazlw4ACtW7cmNDQUq9VKq1atOHz4MC6Xq9FY6+vrWb16Nf/5z3+YO3cuW7ZsaaJXTbgY1NXBwoVQXw9BqkoGLb0ba85/mRWYiOrqT0hJHY1SqcVm8wXrunSBW2/1neg8m7s4DfXvdDpf0O7//g/uugtat/ZNx62s9NW6O3G/TZJoVDivNDSV3W0nEFSRzth5Y+m2cSam2sJGd5IkCY3GQGxsd264YSHduz9NYaGSsWOv495772Xbtm04nU6asGy6IJw2r9fL0aNHWbZsGatXr250W01NDVu3bqWqquoPHyMvL48VK1awfPnyc/bZ37RpE3l5eWf8cV0uF7t27SI3N/eMP7bwx5o0wy4jI4M5c+bw3Xff0bJly5POwHzxxRei7oggnKckyde5bOpUKCiAxYth5kx4+mlfPZY/S/Z6qdixg2PffIMqIICUu+9GKWqgCH+C1+tFlmVxJv8S0fB+C03PZrPx5ptv0rVrV3r27MnatWsB306+0+nEYDD4/y8NBgN1dXW4XC4kSfJnvmm1WtRqNTU1NWg0muPZO0r/bV6vF7vdTn19PTqdDqVSiSRJ6HQ6nE4nHo/Hf1tDSRWtVovD4Tjpc+J2uykoKCA7OxtZliktLT1XL5VwkfF4fFNO9+2DiAiZyF2ziU9fwqKQVEoGvUx04iBAQU0N1NbCoEEweDCcohLQWdOwSVSpoE0bX+3hvXt9GXfHjvlq25nNpw4e2vWB/NLnMY5Fd+eyLbPo+8szhBftZm2vBykJa/Or9Ujo9Wa6d7+D6OiebNnyEZ999h82bNjAjTfeyMSJEwkODj4Hz1g433333Xfs3r2bsWPH+ksWZGVlMWfOHJo3b864ceOabF+urKyMN954A7vdTps2bejfv///s3ff0VFV68PHv2f6TCa990oCJCH03nsTRQQsYLvoVUQUREURXysW/KkoYkG5qNhFQEFAUAQRpQcSaiAJJb336ef945iBCCrXi4SyP2vNImRmzpxMkpmdZz/FfZ3VaiU3N5eIiAi8vb3/8Bi1tbW8+eabFBYWkpyczKBBgy7EqTNnzhxuuukmxo0bd16P63Q6OXnyJCqV6qyzAoR/VrMG7EwmE3379gXEGHBBuBRJErRsCTNmKP1YPv9caXr8wAMQGnrux5FlGZfVyv7nnkNSq4kYNQrfdu3E64JwTrRaLSqVipKSEpxOZ5M/2IXLjyzL2O12ysrKkGVZTGG/COTn57N27VocDgdLlizhxIkTOBwOSktL0ev11NbWuoNmNTU1hIaGotPp3N9LWZaxWCxYrVZ8fHzQ6XS4XC4cDgegBARVKhVGoxGz2Ux9fT0Oh0Npo9DQgMFgQKPRuK9zOp2oVCoaGhrOWo7n5eXF9ddfDyiB3/fee8/9WIJwrmRZGfCwdi34+clUVe3nzb0fkaM1YR00F7/4wahUWiwWJVh31VXKFFiTqfnOWZKU4FzXrpCQAL/8Ahs2QF6esgnbWDl++q+MS60lO34wxcFt6LDzHRIPf4NL9dsNZRfQdJStWq0hOro9/v7x7N8/kK1b5/DUU8+wbt06HnnkEXr06IFGoxFrvCvYxo0b+eKLL/Dy8iIxMRFJkti8eTMLFixg0KBBXH/99e6WBY2bc2q12r22k2UZp9OJLMuoVCr3Bk7j7Rs/BtzX/f7nzeVynXEMgOLiYk6ePMn9999P+/btm9zHz8+Pq666Cq1W6z6HxvM5/bEqKys5fPgwt99+O3369Dnj8U7/Wk4/hsPhcL83Nt6n8Zhn+3obz8HlcqFSqf5wE/P02zVuhjU+H7//fONxHA6H+3lUqVQMHDjQ/Rydy/Eanw+RfPW/a9aA3aOPPvqn14sXckG4+KlUSmPj++9XSizmzVOCdrffrvRPOSeyzPEvv6Rq3z4MoaG0uOceUQornDNJkggPD6e4uJji4mKRdXWFMBgMREZGNpkwLzSPiIgIPv30UywWCwDvvPMOlZWVPP7443zwwQf88MMPdO7cmYqKCg4fPszVV19NUFAQnp6e7N69m7i4OHbv3k1DQwOtWrXCYrFgs9k4cuQI/v7+7N69m7CwMIxGI1FRUZSVlZGbm0tsbCy7d+8mNjYWT09PUlNTWb16NXl5eeh0Ovbs2UNaWtoZPyOnZ++d7Q85QTgXFgv89BPU1Mj4euSTvukZMksPED30NVJaDEOSVFitUFYGQ4YowTqjsbnPWqFSKQMorroK2rdXqiR27VKCiZ6eSp+7038tZJWaGs8wNvaZza9dpmIx+qFy2mh5YDkFYR2o9IlGVp36s1KSJMxmbzp1uobw8F5s3/4amze/z7XXXsctt0xk8uTJxMTEiNfv5uRyndnHprEcWpKU687W47NxPPHZjnH6dX9CrVbTpk0bsrKyKCwsxGg0kp6eTkpKiruvfU1NDYsWLWLlypU4HA66dOnC9OnTCQwMZPny5bz//vuUlpYSExPD1KlT6dSpE+np6cyZM4cWLVqwbds2tFotM2bMoF+/fk0CRw6Hgw0bNrBgwQLy8/OJi4vj3nvvpW3btkyZMoU9e/awb98+br31Vh588EH3/bKysnj66ad56KGH8Pf3Z/LkycTGxnLgwAFkWebuu+9m5MiR3HPPPfz888/s3buX8ePH88ADD/DRRx+xfPlyLBYLXbp0YfLkyQQFBTFjxgwsFgt1dXXIsky/fv3YuHEjJpOJ2tpaHnjgAY4ePcqSJUuora2lRYsWzJw5k4SEBA4dOsRTTz1Fbm4u3bp1O2vJqsvlYuvWrbz++uvk5ubi6enJfffdx5AhQzh48CCvv/46mZmZ+Pn5ccMNNzB69GiOHz/Otddey7Bhw9ixYwd33nknW7ZsoUePHowfP56srCzeeOMNdu3ahbe3N9deey3XX3891dXVPPLII2RlZaHRaLj66quZNm3aX/48CH+uWQN2f7VAEgsoQbg0SBJcey2cPAkvvgiPP64E7UaNUqaR/dmvsizLWMvLOfjqq6i0WlrcfTc6UTIh/BckSUKr1RIeHo7D4XDvQgqXL7Va3SRDQ6wXmpderycuLs79/6CgINRqNbGxsYwePZrnn3+ep556iurqahITE+nQoQNeXl6MHz+ed999l3379pGXl8ewYcMICAhArVYzdOhQFi5cyJo1azh27BjXXXcdZrOZ5ORkUlNTmTdvHj4+PhQUFHDvvfdiMBjo1q0bmzZt4vnnn0elUmGz2Rg4cGCTgROCcD40DprYswe8zDb8Nj/H2ANLieg0hRbJ45AkFTab0rOua1elFLY5M+vOpjEuExkJt96qVExs2ADFxUrQzmT63fpNkpAlDRaTskbzrjrOoPUPUeMZxpbuMziSMAyHxuC+U2MwPCIiEG/vJwgP78/Bg+/y1luL2bRpE3fffTejRo0iMDBQvIZfaLIMCxYojRdP5+2tRHHDwuDwYfj66zODeomJcM01yscffwz5+aeu8/GBO+88p1OIi4tDpVJx5MgRfHx8qKioIDk52R24WrZsGQcPHmT+/PnodDrmzJnDp59+ytSpU2nVqhUvvvginp6efPTRR7z//vu0bt0al8vF8ePH6d69O4sXL+bjjz/m008/pWvXrpjNZvdjFxQUsGjRIoYMGcLw4cP59NNPeffdd3nhhReYO3cuzz33HA8++CBt27b93dMmu7O7Qckub9u2LQsXLuS7775j6dKldO3alZdffpmHHnqIyZMn0717d77//nt27drFiy++iI+PD6+99hpffvklkyZNoqamhtraWp544glCQ0P5/PPP2bNnD/Pnz6dt27Zs376dZcuW8fTTTxMcHMyiRYt44YUXmDdvHm+99RZRUVE899xzbN26lWXLlp3xPFutVpYtW0aLFi14+eWXqa6uxmg0YrfbmT9/Pq1bt2b27NnuIFxcXBw+Pj6UlJQQERHBtGnTkGWZTZs24XK5sFqtLFq0iNDQUD755BOOHTvGa6+9RkJCAjk5OZSVlfHxxx+jUqkoLy8/p58F4c816wpm7Nix7Nq164zPN/YgysrKEmmUgnCJkCSYPFkJ2r37Ltx3HwQFKdl3Gs2fBO1kmcOvvoqjqgqftDSixo0TCzfhv9ZYGqDRaMQf51cQ8VpxcRozZgw2mw2A1NRUnnzySQ4fPoxOpyM1NRUvLy8kSaJ///6EhIRw/PhxvL29SUtLw2AwIEkSN9xwAykpKZSUlHDdddeRkpKCRqPBx8eHe+65h71791JXV0dsbCyJiYmoVCoiIyOZOXMm+/btw+Vy0bJlS6Kjo5v52RAuR3a7Uk5aVyfjzH2Xu3e/hyuwNa60iVRrDDgcSquQxEQYPfrC9qz7O4xG6NUL4uNh0yYlc7CuDvz9lWy7s6nzCOLHvk/Qd+NTDFtzP+lpu9nccyZ2nccZtzWb1aSl9SUgoDW5uSPIyXmehx56iLVr1/LQQw/RsWNH8Xp+oT39tBKdPV1sLLRtqwTsMjLg0Ufh9+0Crr32VMBuwQLlF6FRXNw5B+z8/PwIDQ1ly5Yt6PV69zTv7OxsLBYL27dvJz09nSeffBJQet8XFRUxdepUJEnis88+4+jRo+6hQ43vOUFBQQwfPpyIiAjat2/P1q1bzxg8VFJSgtVqZfDgwURFRTF06FB+/vlnqqqqMJlMaDQaPDw8MPxFL+3AwED69+9PVFQU7du3Z/369dTU1ODh4YFWq3Ufa8uWLWzfvp3nn38egGPHjhEdHc1NN92EVqulX79+pKamustku3XrRpcuXTCbzezevZvDhw8zd+5cJEmipKSE3NxcCgoKOH78OLNmzSIqKgofHx8WLlx4xjlqNBqioqL45ptv8PT0ZMCAAcTGxlJbW8uKFSs4duwYv/zyC3a7nf3793Ps2DF8fHwICQlh2LBhhIWFNRmyYbPZWL58OVFRUezZswe73c7evXs5duwYsbGx5Ofn8+6779KnTx969+59Tj8Lwp9r1r9qxo8f3+Qb6XA42Lt3L2vWrGHKlCnihVsQLiGSBDodzJ6tDKH46iu44w744gtITVUy5H//Ky3LMpUZGRz79FNUWi2tZ85EJYItwt8k3jME4eKQlJTk/liSJBITE0lMTDzjdjqdjrZt256RxQBgNpvp1q3bWY8fEBBA//79z/i8JElERkYSGRn5909eEM5BTg5s3eqisvA7xv06l0C1nrUd7qAmuA2yLFFRoVQa3Hgj+Pk199meG41GybYbNw5at4Zly5T1XGCgsr77/VusTe/F3jYTKA5Kof8Ps+my7TWCi/awZug8Kn1jm9xWWSNKxMQE4+09nsDA3hQVvcT69Z+wadMmpk+f7h5KoVKpxPv5hbB9uzI15XQajfINBxg2DLKyzsywOz1V9MsvwWo99f//osRZpVLRr18/pk+fTl1dHa+//jrr168HlIFF9fX1jBo1ikGDBrl/HsxmMwUFBTzzzDPExcUxadIkDh48yIcffujum9YYJGscanS2qovG3muNG7yNpdmus5UA/wm9Xu8u4W1MMvr9MWRZpr6+ngEDBjQZpuHl5YXZbEan0+Hp6dmk97Kfn5/7eLW1tXTu3Jk77rjDfZvTN6Yb+/hqtdqzblhrNBr+9a9/0bFjR9avX8+0adMYM2YMI0eOxMvLi0mTJhEVFQUo76ExMTHu/rOenp5nHK9xc/zmm2+mZcuW7s/FxMTg4+PD4sWL+eGHH3jppZf45JNPWLBggeg1/D9q9gy7s1m4cCGbN28WJU2CcAny9oaXXoKKCmUC2aRJ8Mknyq4t/K4nitNJ5lNPARA2ahT+nTo1wxkLgiAIgiCcG4sF1qyRKSvOImn3c/SqOk5W6k0cansbqNRUV4KHB4wfryQqXUqxp8bN13btlIDjunXw88/K58zmMysmZJWGgrCOLBv9AV22vkpY/i501po/PLYkgZ+fGoMhAi+vF4mOHsq+ffN49tlnWbt2Lffccw/9+/fH19f3An3FVyhJgt+CNH/Iw0O5/JmwsP/pNBITE+nVqxc1NTWkpKS4A3Zms5nWrVtz+PBhAgMD8fPzc2d5VVVVUV9fz8CBA2ndujU7duygurr6tC+taV/Ss8UTfH19kSSJ3bt34+npyY4dOzCbzXh6elJRUXHO538ugWWNRkNaWhqbN2/Gy8uLsLAwKisrmwxq+LPjpqWlsWTJEvd96+vrqa6uJiAgAF9fXzZt2kR4eDgZGRmcOHHijGM5nU7KysqIiYnhvvvuIygoiO3bt3PdddeRkJBASUkJffr0QaVSUVFR8ZdVKlqtlrZt21JSUsKQIUPQarWUlZWh1WopKirCx8eH2267jY4dO3L33XdTXl5OSEjIXz5Pwh+7KFNZ+vbtyyOPPCICdoJwiQoNhddfh5tvhq1b4a674P33lcWfLDf2spU5vnQplenp6Pz8aDl9enOftiAIgiAIwh+SZdi/H9LTrahOLqb/yV9QeUfzc+/ZOLQmbDaoqVHWPwkJ59R//6IkSRAcDGPGKBuuq1cr2XZ+fmAw/C5oJ0O9RyAbe/8/fCuzKfNPQnI6SN7/Gbkx/aj1DDvj2CYTBAfrqKwcSteuKbRuvYTt2//D3XffzYgRI7jtttvo2rWryMy5zKlUKmbMmOGefnr658eOHctrr73G7Nmz0el0aDQahg8fTp8+fUhJSWHevHkEBgZitVr/snT198LDwxk5ciRLlixh6dKlWK1Wxo0bR0BAwH8VsDsXarWaYcOGcfToUZ5++mn0ej0ajYYRI0a4J8j+mUGDBnHo0KEm923Tpg333HMPEyZMYN68eWzbto2AgICzTju3Wq2sXbuWLVu2IEkSFouFq666Cj8/P6ZOncqSJUvYsmULOp2O4OBgbrnllj89H4PBwB133MH777/PjBkz0Ol0+Pr6ctttt3Hw4EFWrlyJJEnU19czfvx4/EVf8v+ZJDdjVKympsY9yriRy+ViwYIFfPLJJ+zdu/eS7WFntVqZPXs2Pj4+7h9mQbjSpKfDLbdAZqbSw2XBAiXTXpLAUlLCxpEjsVdUkDxrFrF/8QYhCIJwrqqqqvD19aWyshIvL6/mPh3hIuZyuVi4cCF2u5277777kl13Cv88WYbqali0SGbDho3s+G4004x+xPZ6lMy2t+JCTX4+tGmjtAS5WCbC/q+cTiVYt3atkm3n7Q2NL6t/lGAUn7WGq1beSXFQKj/0f5rC4LanUux+I8vKsWtqZOrqrMTHH+TgwbdYuvQjAgMDGD16NDNmzCAkJERMc/4fOJ1OCgsLMZvN7v6hzS0vLw+VSkVoaGiTzxcXF2O1WomIiACgsrKSgoIC7HY7BoOB0NBQdxZcQUEBAN7e3lgsFmJiYrDZbBQVFREWFoZer6empoaSkhKioqLOyByrr68nPz+furo6PD09CQsLw2AwYLFYKCgoICQkBOPvfoktFguFhYUEBwejVqs5efIkwcHBeHh40NDQQFFRESEhIahUKvLy8ggMDMRsNiPLMlVVVRQWFroDjCEhIZjNZvLz8zGZTO7AVklJCTabjdDQUHcQs7a2lry8PCwWCzqdjsDAQAICArDb7eTl5VFdXY2vry8NDQ0EBgY2yVB1uVyUlZVRUlKC3W7HbDa7p67b7XaKioooLy9HkiR8fHwIDg7G5XJx7Ngx4uLi0Gq1OJ1O8vPz8fDwwM/PD4fDQXFxMWVlZYBS3hsSEoLFYiE/Px+bzYZeryciIqLJsA+n00lRUREmkwlvb2/3z2J2djZTp05l6dKl7hJj4ZRmDdjdeeedZGRkNPlcWVkZNTU1PPfcc9x8881Nou2XEhGwEwTFpk1KWeyRI8oCds4c8PV2kPnUUxz76CO8U1Pp8dlnqMULtCAI54kI2AnnSgTshHPldCr99d95p4A1q0cAVkZd9TYRkd2RkaiqklCpYNo0iIi4tEph/4osK4M2fv0VVqxQBlL4+Skty872daodFnr8/CKddryJXWNkQ7+nOdjyauw681mPXVcH5eUy7dq5CAnZwqJFz7F9+zZMJhOPPvooI0aMIDQ0VAyV+hsuxoCdcGUSAbu/p1lf9QYNGkRycrL7/yqVCl9fX7p06UJCQoJ4QRGEy0Dv3vB//wdTp8LChaBSycy6MZ3jn3+O2mik9cyZIlgnCIIgCMJFS5ahthZ++qmO9PR59Kw8RGjqDQSGtENGhd2u9LYbOVJpC3K5/QnT2NuuZ0+lVHb1ajh4UClt9fQ88+t1agxs7jmTksDWdN/yEsNXT8G/7DDbO91NnTnkjGN7eIBaLZGRoaaioiczZ37IwYMr+OKLj5kxYwZffvklN910E1dffTV+l8oUD0EQhPPgohw6IQjC5eWqq6C+HmbOhA/eqaXb9pfwsTuIuPZa/Lt0ae7TEwRBEARB+FPZ2TI//bQJR/YnzHFaaLBUsdrlxIpSKhsbC507w+WcpKlSQYsWEBAAmzcrZbINDafanZweuHOpdRxseQ1l/on0+mkOsTnr2dHhTuXKxobGv5EkpYRYq4XiYomvv/Zn2LBbef31Pnz77XLeeustHnzwQVasWMG9995L79693ZNABUEQLmfNErA7cuQIlZWVf3m7Dh06iBdiQbhMjB8PKsnF51OX41W+izI5lJbXTGnu0xIEQRAEQfhTTqfMmjUn2LPzVabU5xGhMbI+YRg2vRmrVSmXHTz4VODqcqZSKeWwI0YoAyk+/hgKC8HfX8nC+/0U2eKgVL4e9S7G+jJqPUNRO6wElB6gzD8Rh8bY5A5qtXLsmhr49FMVvXvHceutU7nmmtG8+eYClixZws8//8zAgQN58MEHSUpKwmQyib8XBUG4bDVLwO7VV1/lxx9/POt1NTU15OfnI8syFotF9CoQhMvIsM7H0UcsRK5W83nhv1k/L5Snn5aIjb38F7iCIAiCIFyacnJkli37gPCS77lKdlEa0o59KeNxulQUFSnBupSUK2ctI0mg0UByMtxzD3zzjTJozMNDuTRpQS5J2HVmd/+62JwfuGbFrexsdwe7OtxBlXckSCr3cSVJGWyh08HGjRIlJVquuiqO556by7XXXsvbb7/Njz/+yIABA5g4cSJjxoyhQ4cOeHh4iMCdIAiXnWaJhk2ZMoWbbrqpyefq6+s5cuQImzZtYuvWrcTExIgXXUG4jDgtFo6++y6q6kJMbTpTpLuWNR+D1QpPPgmtW185C11BEARBEC4NDgesXHmQ7Mw3mY5EvEbPsu4PYtOaqCxXeroNHKiUc15pJAnCwuD66yE6Gr79VimR9fNTAnpnU+UdRXbsALpse43gkgw29p5NQWiHMxaBRiOEhChDyxYvhqFDJbp160ZycjJbt27liy++YMmSJaxcuZJBgwZx880306VLF5HsIQjCZaVZRrC2bNmSbt260a1bN9q3b4/ZbObo0aOsX7+esrIypkyZwpIlSy7ZCbGCIJypbOtW8letQuvlRZsH72XOS0Y6dJBYuhQeegh27gSXq7nPUhAEQRAEQSHLcOyYnS+//D98bOWMNviQGz+U49G9sNuVTccBA5Ry0CuVJIGPj/I8TJqk9LcrKFCmysqycjldSWBr1g55mV+6TSfyxBau+/IGWh5cjuRynnFsjUY5Xl0dfPQRLF8uoVZ7M2jQIObOnctXX31Fu3bt+Oyzz7jpppuYPHkymZmZ2O125N8/sNBE4/fmn7hc7qxWK06nE1mWm3xss9ncH5/u9Nudq79znwtBlmXsdjt2u725T+WK0WxbEHa7nSNHjvDrr7+yYcMGysvL6dmzJ+PGjSMmJkYE6wThMmItLeXou+/irKsj8uab8evQgSFqMBhg9mxYs0YZSvHkk9Cjx+XdsFkQBEEQhEuD3e5i+fK1ZGSsJSpxBOt7zEQ2eNGg96auSiIqCtq3FxUCoGQYtmmjZMWtXAm//KKUtppMv1vXSRJ1HsH81GsWRcFt6L3pWTrsfJuTEV2o9QxrckxJUsprfXyUKbyrVkFeHlx1lURMjDd9+vShR48ebN68mZdffplvvvmGpUuXMmHCBG677TYSEhJEqexZOJ1w6JAyLOV8asy4DA//XVn079jtdrKzs6msrESn09GiRQvMZqVk+ujRoxQUFPx2PIng4GASEhJwuVxkZ2dTVlZGcHAwERERaDQaamtrKS0tdf//Qhg1ahT33HMPAwcOZM6cOQwbNozWrVszffp0rrvuOoYPH97k9vn5+UyfPp1p06bRtWvXc3qM+vp6XnzxRQYMGEDv3r3/8HYul4v09HSSkpLw8PD4n76uc2G323nyySfx9fVlxowZ//jjCc0UsMvOzmbLli1s3LiRkpIS2rdvzzXXXEPr1q1FGrMgXGZkl4uTK1ZQkZ6OOT6e2JtvRlKrkSSJPn3gpZfgiSdg3Tp4+GH4f/8PBg0SQTtBEARBEJqPkl1XyjfffIzK3kD3Hg9TFt4RAKdDya7r1k0JSol40KnnIDhYKZGNiIDvvoOyMqVEVq0+7XmSJFxqLQdbjqbcLwGdrY5azzA09gZ8K7IpCVT6pJw+TNZgUIJBBw5ASQkMHy7RsSPo9Vr69u1Lp06dWLt2LcuXL+ejjz5i5cqVXHfddYwZM4aOHTuKZJDT1NXBf/4DlZXnd73tdEKnTnDzzcr364+sXLmSTz/9lMDAQGpqakhKSmL69OkYDAZee+01tm7dSufOnQHo3r07CQkJHD16lFmzZuHt7Y3T6eTxxx8nMjKS9evXc+zYMe68886/HUdozIg718Cuy+VClmWMRiOzZs1Cq9VSU1Pj/vyf3edcmUwmZs6cifYvau1tNhsTJ07ks88+IyUl5ZyPL8sysiz/rd8Ll8uFS5RFXTDNEh1bsmQJ7733Hn5+fgwaNIjExESOHj3K0aNHm9zu6quvFi+ugnCJqz50iONffAGyTNy//oUxLMz9hihJ0LkzvPACmM2wYgU8+ijU1sLVV1+Z/WAEQRAEQWh+TqeLjRu3sG3bGmYavOl5aAU7fGKoMwVSUwOhoZCa+se92q5kJhP07688RytXQlaW8rFW+7vgpiRRHNxG+ViWaZu+mLS9H/Brl/s50Go0LpUWOLVm1GqVSbw1NfDhh5Cfr2zyentLeHiYufbaa+nduzc33XQTb7zxBgsWLOCbb75hzJgx3HnnnURERPx2rCs7wupwKBmL3t5/Hlj7b1VXKz0M/yyWY7fbmTdvHnfddRfDhw+nvLyc22+/nZ49e9K7d2/UajWDBw/m0UcfBUD9W0Rx69athIaG8thjjzFr1ixycnLQaDTs2LGDG2+8EcMffCGyLLNmzRo++eQTGhoa6NatG/fffz9Lly6lqKiI4uJiKioqmDJlCrW1tbz99ttUVVXRo0cP7rjjDgwGA5WVlbzxxhukp6czaNAgampqALBYLLzyyisMHDiQhIQEAHJycrjnnnuoqqpiwoQJDBw48IzzKSoq4sMPP+TXX38lNjaWW265hZSUlCY/lw0NDbz++uv07t2bzp078/TTTxMaGkpGRga1tbXcdttt9O7dm6effprjx49z1113ERERwTvvvIPNZuPjjz9m06ZNhIeHc/PNN9O+fXtKSkp45plnSEpKYsuWLXTq1In6+nomTZpEUFAQNTU1vPLKK1xzzTWEhoayePFitm/fjpeXF2PHjmXAgAF/+2dD+PuaJRpWUVFBUFAQ0dHRnDhxghUrVvD555+fcRG9BwTh0uZsaCB3yRLqT5wgsFcvQgYORPrdVp4kKQvep5+Gm26C/fuV0thPPwWbrZlOXBAE4QoiyzLV1dV/erFarc19moJwQZWXV/Lqq6+SqDYyvr6MhJzvcap1OJ1QVaUEpAIDm/ssL06NU2RTUuDf/4Y+faCoSAm0uVx/3OeswjcOU10pw1dPoffGp/GoK25y48bj+vgol2+/hXfegexsJbtLkiQCAwMZPHgwH330ER999BF+fn688cYbDBw4kNdff52CgoKLri9Yc1GrlefzfFzU6nPL1nO5XFRXVxMWFobZbCYwMBCHw8H27dsB0Gg0LF++nOHDhzNlyhRycnKQZZmoqCjKysrIzc3F5XLh7e3NV199RUxMDD4+PpSUlJz1+/r111/zxBNPMHLkSB588EFCQkIAJbD24osvEh8fz+TJkykvL+eRRx5h6NCh3H///Wzbto158+bhdDqZN28eGRkZTJs2jfLycneSkcPhID09neLiYvfjLV68mJEjRzJo0CDmzJlzRkJSbW0tb7zxBhUVFTzyyCNER0fzwgsvcPLkySa3czgc7N27l6KiIlwuF99//z2rVq3immuuoXv37jz77LMcO3aMSZMmERISwiOPPMKcOXNQq9UsXLiQnJwcHnroIVJTU5k7dy6HDx+moaGB999/n5ycHKZNm0bnzp3Zv38/R44cQZZlDhw4wN69e/H29sbhcBAXF8cjjzzC4MGDmT9/vvt7JFxYzbInNHHiRIYMGfKXtxPZdYJwaSv5+WeKN25E6+VF7C23oPX0POuupiRBUhI89piyK7t4MTz3nLL7N3Hi+d39EwRBEJqy2Ww88sgj7hIXq9WKy+VCo9Fgt9vRarVcc801jBw58g+PceLECfbu3UttbS0mk4k2bdoQFRWFLMscPHiQ/fv3o9frad++PWG/ZVrbbDbS09PJycnB19eXjh074uvriyRJ1NTUsHPnToqKiggPD6ddu3bu/jzFxcXs3LmT2tpaWrRoQevWrdHpdMiyTG5uLnv27MHlcpGamkpcXJw7Q0MQzpUsy3zwwZccObSVWV6RRNmqWZd2Kxa9N2XFkJAgetf9FUlSLv7+cOONSobd+vVKiayv71kyEyWJo/GD+Wz8V/Tb8Dhdt84jqGQ/P/V6lMKQNGSVpsmx9XqlRPboUXjjDaUyo317pWJDpVLh5eXFqFGj6NevH0uWLOGTTz7hkUce4bPPPuOuu+6if//+hIaGir83LzC9Xs+1117L/PnzOXz4MEVFRRQVFVFVVQXA9ddfz8SJE9FoNHz66adMnTqVTz/9lB49enDy5Ek+++wzRowYQVVVFfv27aNbt248/fTT2O127rzzTncpLShBr08//ZQJEyYwbtw4gCbX9+nTh7Fjx2IymXjuuefw8fHBarVy7NgxYmNj+fLLLxk/fjw7d+7kiSeeoH379sTGxrJ8+fI//PomTJjA4MGDkWWZX3/9lTVr1jB27Fj39cXFxWzZsoXhw4dz5MgRNBoNOTk55OXlERER8YfZnyaTiauuuoqBAwdSVlbGypUrOXbsGF26dEGn0xEdHU1cXBxFRUWsXbuWIUOGkJ2d7c7oy8nJoVWrVkRHR3PDDTfQoUMHLBYLMTExbNu2jfbt25Oenk58fDz+/v5otVpatGhBTk4ODQ0NuFwusrKyaN++/f/y7Rf+hmYJ2IlvtCBc/izFxRz75BOspaXET5qET2rqn3aglSSIjVX62JnNsGABzJ2rBO1uvx0uQB9VQRCEK5JaraZXr17IssyhQ4dYu3YtY8eOxd/fnxMnTrBmzZq/DHodPnyYXbt2odPpyM/P56OPPmL+/PkcP36cOXPmkJCQQEVFBatXr+a5557Dy8uL7777jkWLFpGcnExubi47duxg2rRpqFQqlixZwsaNG2nRogVfffUVo0aNYvz48VRXVzNv3jyKiooIDAzkiy++YOrUqXTv3p3jx4/z3HPPYTQaUavVrFixglmzZpGYmHiBnknhcpGbe5yFC18nwRjIMJWGeo9gDrYajdWqTD8dNEjZYBTOjVYL/fopAbZvvlEy4vz9wWj83Q0lieKgFL4d9hrtdi+iy7bXqTcFsHrYPJwqze9vilYLQUFK5t6nn0JODgwZogy+aIx7eHp6cueddzJ48GC+/fZb3nvvPaZMmUKvXr2YMGECo0ePRq/XX5gnQgBgypQprFu3jry8PGJjY2nXrh2enp5A0zjBAw88QO/evTly5AgdO3bkxhtv5MYbb6S4uJjHH3+cG264gVWrVjFx4kQKCgr46KOPzgjYVVdXExsbe9bziIiIcL+3FRcXU19fz/HjxwHw8PDg1ltvpa6uDgAfHx8kScLPzw/Tn/zyh4eHo1KpUKlUBAQEUF5e3qRq0GazUVhYSElJCQ6HA4ARI0YQGhr6p8+ZXq/Hz88PUALSer3+rJnvDoeD/Px8ysrK3MHowYMHExMTA4CXlxc+Pj4AGAwGunbtygcffMDYsWPZtWsXAwYMwGg08uuvvzJv3jwSEhIwGo3U1NRQX18vKiCbgei6IAjCeSfLMnnffEPlnj14JiURcfXVqI3Gv+wZolIpTYqnTlUWca++qlwsFrjrLvjtvVwQBEE4jzQaDddffz0AU6dO5fHHH2fQoEFoNBoaGhrw8/Nz/xHzR7p160bXrl3dzbeHDh1Keno6mzZtIjExkZkzZ1JRUcHdd9/Ntm3baNeuHV988QVjxoxh9OjR7N69m9mzZzNhwgQsFgvr1q3j/vvvp2PHjnz99dd8+eWXjBgxgn379nHo0CGefPJJYmJieOONN/jyyy9p164dv/zyC3a7nccffxy9Xs8TTzzBunXriIuLE0PNhHPmdDp5993/kHfiBHeG9iDl5CY293yEeoM/NeVKRUBycnOf5aVFkkCnU5630FBYvlyZIuvlpVwab9P4QY1XBL90n8GJqB5Y9N441Xokpx21y45DY2yS2qhWK73YLBbYskUJ2o0bBy1bKutKSVI2JeLj4/n3v//NyJEj+c9//sOiRYvYunUry5YtY/bs2bRs2RL1b0PRriSnD/a4UDw9PRk9ejQul4vKykpee+017rjjDmRZxm63u4NoVVVVOBwOdDqd+74Oh4PPP/+cbt26ERcXh91ux2g04ufnR0VFRZPH0ev1hIeHs2fPHoYOHYokSe7scaDJRlRoaChVVVVMnjwZrVbrHhJRWVmJSqUiPz+fmJgY8vLyqP6T8bqHDh3CbrfjdDrJy8uja9euTX6m9Ho90dHRDB8+nE6dOgFKmfAf9eA73R9lg6rVahwOB7Iso9VqiY2NZeDAgfTp08d9fL1eT15enjuY2Khz58688sor/Pzzz5w8eZK0tDRkWebnn38mMjKShx56iNraWnbv3i0GTTQTsXoRBOG8q96/n/xvv8XR0EDczTdjioxEOseSA5VKWcz9+99KucPcuUqpg80G9957amEnCIIgnH+lpaVUVFTgcDjQaDTYbDbKysownpEK05TRaKS8vJwdO3Zw8OBB/P39CQkJISsri9tuuw1PT088PT1JTExk+/btREREUFdXR5s2bTAajaSlpeHh4cGBAwcwGo0YDAZiY2MxmUykpaUxf/586uvrOXHiBAEBAURERLiv++WXX6itrSUzM5M2bdq4y9zatGlDRkYGdru9ScBOlmX3H2Ni2p1wOlmW2bNnDytXLsfbI5ZB0d0odNRyoOW1WB3KOqZvXyW77gqL65wXKpWSWTdxIsTEKD3oysqUgJtG0zRoZ9d5kBPb2OReptOOt0g4spof+z5BUXAaTs2prDhJUtqnBAdDcTHMnw8jRkD37kqvu8YlqE6nIyYmhieeeIIbbriBV155hZUrVzJs2DCmTp3KuHHjiIqKumKCdk6ncjlfzvWl9Mcff+TIkSNotVpWr17NwIED6du3L1arleeee47Y2FhkWWbVqlUMHjyY1q1bA8rv586dOykpKeG6667Dw8MDPz8/vvrqK/Ly8ujdu3eTx5EkibvuuosHHngAlUpFREQEFRUV3HPPPWec09ixY7nvvvt4/vnnadWqFRUVFUiSxD333MOwYcN44YUXGD16NEePHiUvL+8Pv7a1a9cSEBBAYWEhRUVFjBgxosn1ISEh9OvXj7fffpusrCwkSaK4uJiJEycSHh5+bk/gaVQqlbtMt7CwkJ49e3L11VezaNEijh8/jk6no6ioiDFjxpx14mxgYCB9+vRh9uzZDBs2jPj4eCRJIiEhgU2bNvHFF19QWFjIvn37zhigIVwYImAnCMJ55bRaOb50KbVHjhDUty8B3bqh+i9LDVQqZdF1++3KjuwLLyhNhSUJ7rlHWdgJgiAI59+ECRN4/fXX2bVrF35+fuTn51NUVMTDDz/8l/ctLCzkyy+/5MSJE8THx6NWq7FarXh4eLj/ADabzdTW1mK325EkCY1GgyRJ6PV6dDodVVVV7s81Zj8YDAZcLhcWi4W6ujqMRqP7NgaDAavVisPhoK6ujsjIyCb3s1gsZ5TwVFVVsXTpUncz8927dzN8+PDz/EwKlyKr1cqqVd9y6NBRhg59j92thpGVPI4qr0jqayXi4pT+daLt2d/X2H+uTx9lg3bVKjhyRNmQ9fBQrndnff32uiE5nchASGE6V6+4na1dppKReiN2rcep20hKtl1jiezKlUrp7ZAh0KLFqe+ZJElIkkSrVq14/fXXGTRoEO+99x5PP/00GzZs4M4772TgwIGYzebmeYIuAI1G+R5UV8NvFZ/nhcOhBE7/6vcjJCSEXbt2YbPZGDt2LCNHjnS/bicnJ3PkyBEkSWLcuHEMHz7cveHSmEE2YsQIgoKCkCSJCRMmsGrVKmJjY5v0imvUrl07XnjhBTZu3MiJEydo3bo1kiTRvXt3LBaL+3FjY2OZN28eq1evJicnBx8fH3r06OF+DG9vb7Kzs+nRoweRkZEkJiai0+kYM2YMLVq0wGg0MmrUKAICAsjIyMDDw4Mnn3ySkJAQ6uvrGTNmjHuj6c477+THH38kMzMTrVZLSkoK3r/740an03HNNdeQlJSESqVi/PjxJCUlAcp725gxY9zZ47NmzeKHH35gz5499O7dm4kTJxITE0N6ejpqtZqWLVsSGBiILMvcfPPN7pJYUH4fxo8fj06nY8CAAe7nY8CAAdhsNo4cOUJCQgIvvvgioaGhqNVq+vfv/5ebeML5IwJ2giCcVyWbN1O6ZQsqvZ7o669HHxj4t3YqVSpl+trNNys9Sp55Bt56S9m9u/deEbQTBEH4JwwaNIigoCC2bdtGeXk5HTp0oHv37iQkJPzlfVu2bMlzzz1HZWUl9957L+vWrUOn0zXpe1NXV0dgYCBarRZZlt1lPFarFZvNhpeXl/u6xol/VqsVlUqFwWDAw8ODhoYG9/0sFgt6vR6NRoPJZKKhoQGn04lKpcJisWAwGM54D9LpdLRq1YrAwEBcLtcZZVTClUmWZfLy8vj444/x8+1MYkwPbDoz5f6JuFxKYKNjR7H+OF+0WmjdWgmwrVkDmzYp/QFPiyW4yWoNu9tPosonhn4bZjPg+1mE5e/kh/7PUG8KaJLuKElKCxW9Hvbvh+PHYdQo6NpVeczTXw4aByB06dKFr776iueff57Jkydz7bXXMnPmTMLDwy/LbDsPD2V9/duch/NGpYLwcGWz/c8kJyeTfJa6crVa7R4Ocfbjq87ohR8XF8e99977h/eRJInOnTs36W0H0LNnzzNuGxsby+TJk8/4vNls5oYbbjjr8cePH+/+eMyYMQDuUtRGXl5e7rYTAN7e3lx99dVcffXVf3jeBoOhSQDypptucn9sNBqbHO9sX9/w4cPPuhE1adKkMz6XlJTEzJkzm3zO29u7yWOcbtCgQX943sL5JwJ2giCcN9byck6uWEHdsWPE3Xor3snJSP9D36DG0okbb1QWWI1BO0mCKVPEolkQBOF8U6vVREREIMsyvr6+REdHU1VVhc1m+9Md9erqanQ6HTqdDk9PT1QqFbIsu8tqunbtSmVlJYcPH2bYsGEEBgZiMpnYv38/CQkJZGZmUldXR6tWrbBYLFgsFo4fP05gYCAZGRkEBwdjMpmIiIigrKyM/Px8tFotGRkZREVFYTabSUlJ4fvvv6eoqAi9Xk9mZiYtW7Y8owzIaDTSrVs3QOntU1RUhN1u/0efV+Hip0yG/YDs7HxuazOSez4fzS89H+Zg6zFUViqBiDZtRHbd+SRJEBAAY8cqg8eWLYOiImXt16REFnBoDBxOHEFpQEt6b3yK1vu/BGS+HT4fl1p3xnF1ulPZdosXK1l8Q4eeGkjReGy1Wk1kZCRTpkxh2LBhPPbYY3z88cesW7eOuXPn0q9fP8xm82UVuFOrITVVyWQ8305/bgVB+N+JgJ0gCOeFLMvkf/stFbt2YY6LI2zYMHS/TVT6X5wetJNlePZZZYKsSgWTJ4ugnSAIwvm0b98+nn32WbKyshg3bhz33HMPr7/+Oh06dGDUqFF/eL8PP/yQqqoq9Ho9BQUFSJLE1VdfTVlZGXPmzOH555+nvLycyMhIOnfujLe3N9dddx2LFy/m4MGDZGdn079/f4KCglCpVAwYMIA33niDpKQk9u/fz+jRo/Hw8CAlJYUWLVrwyiuvEBQUxKFDh7j33nvdQbgNGzbw0ksvoVarqaysdA/POJ3UJBtH/GUpKHJzc1m4cCFhAd0YVnmCoIosnGo9DodSOjhqFPj6NvdZXn4a+891735qIMWhQ01LZN03RKLcvwWrRr7JyT0fkhfWEZdah85ajcrlwGL0a3JcSVKOo9crAymOHYORI5Vg1ek9/hvL85OSknj33Xf57LPPWLhwIRMmTGDixIlMmjSJNm3a/OW07EuJCKwJwqVBBOwEQTgvao8epej777GVlpJw552Y4+PPedDEX5Ek8PODCROUktjnnoPXX1d2X++8UwTtBEEQzpfFixfTu3dv+vbtS01NDRqNhtjYWA4fPvyn9+vTpw8HDx7EarWSmJhIWloaUVFRREVF8cQTT5CRkYHBYKBTp054eXkhSRJDhgwhMDCQo0eP0qlTJ7p06eIuYZ04cSJJSUkUFhbSt29fOnTogFarxc/Pj6lTp7J9+3aqq6sZPXo0KSkpqFQqoqOjmTlzJrt27cLlcpGWlnZOpbyC4HK5eOutt6iosDEqMY22xT9Q5teCnNh+VFcrmVodOjT3WV7eVCqIi1NKNb//Hn76CaxWZf33+8CSXWdmR8e7AJBcDjptf5OAkgP82m0aRcFtziiR1euV3sjl5Uq2XZ8+0L+/siH8+2N7e3vzr3/9i06dOrFgwQI+/vhjfv31V+6//35uuOEGMXFaEIQL6rJ6xTl58iRvvvkmy5cvR6PRMH78eG677TZCQ0PPuO369et5+OGHOXnypPtzOp2OQ4cOYTKZAOXN+8UXX+Sjjz6ipqaGHj168OyzzxITE3OhviRBuCS4HA7yV62iIj2dgF69COjeHfVvv0fniyQpO9u33KJk2j3/PLz0krLAmzRJBO0EQRDOh9zcXG666SYOHTpETU0NoKyH/qpkNDU1ldTU1DM+L0nSH16n1+vp1q2buzz1dF5eXn84kS4kJISrrrrqjM+rVCri4+OJj4//03MVhNPJssyuXbv45ptv8PVuSX9DCCFlB1g75P+wqkxYrTBggFhnXAiNJbLXXAPR0fDll5CXp5SxqtW/C6799h+V04nOVkurQ8sIK9zFxt6zOJw4CofG0GQghVarBP8sFvjuOzh8GMaMUQZS/P7YarWatm3b8tJLL9G/f3+efPJJHnjgAfbs2cOMGTPcAw8upQzd3w/fEYTmIMvyJfV7czG4bAJ2paWlLFq0iI0bN/L4449TV1fHkiVLALj//vvdQbhGVquV+vp6PvzwQ6KjowHc08Yavfbaa7z66qu88sorhIWFMXfuXCZOnMj69evR/5dTLwXhcla+YwclP/2EBESOHo1HdPQ/8mIsSUoz4ttvVyZRzZ2rBO7UauVzXl7n/SEFQRCuKN27d+err77C19eX8vJydu3axfr167nxxhub+9QE4R/R0NDAZ599Rm7uSQa2fZieZcupNYdwOHEk9Q3KuqNjR1E+eKE0ZsR17ar0Dfz8c8jKUgZJNCmR/Y1TrWND3ycoCkql1+Y5jPp6Ejvb38m2LvdS5R0FkqrJsQ0GJQB48iS89hoMH66U4/r6Nu1PKEmSe1hAx44dmTlzJgsXLiQ9PZ3Zs2fTvXv3M/pjXoxUKhVarZa6ujpMJtNlVdYrXFosFgt2u/2S+L25mFw2Abu8vDy2bNnChAkTGDNmDLIsU1tby6ZNm9i/fz8dO3Y84z4qlYrY2Fj3TuzpAQZZlnn55Ze57777GDt2LJIkERkZSZcuXfjuu+/OurMrCFcie00Nhd99R2VmJpFjxuCTlvY/DZr4K439SP79b2Wa2CuvwNNPKzunN9+sLOgEQRCEv2fixInMmzePDRs2UF5ezsGDB+nZs+cZU+8E4XIgyzIHDhxg5cqVBAR0Jya6Hw22LeyM7k693peGSomePc9eOin8cxqf68hIuO02+PFH2LgRGhqULLnGmJMs//b3m6TmQOsxlPsn0HnbfDrsfherwZufes1Cls48tkajlMhWV8OqVUpAcNAgaNWqabZd49+GCQkJvPPOO7z11lssXLiQO+64g+nTp3P99dfjc7axtheRxsBjSUkJhYWFIlgiNAtZlrHb7ZhMJvR6vciy+y9cFgE7l8tFeXk5paWltGvXDo1GgyzLxMfHs3nzZvLy8s4asKuvr2fQoEGo1WpSUlJ4/PHHadeuHZIkkZuby8mTJxkyZIj7eMHBwaSkpLB9+3YRsBOE35Rs3kzJ5s0YQkIIGTwYY1jYP/4iLElKYO7ee5VMu9deg8ceU4J2N9wggnaCIAh/V0BAADNnzuT48eM0NDRgMpmIiYlpUoEgCJcLu93O119/zfHj+bRr9zyeMeH8EPkMLpUWi2xAo4F27ZSML+HCa+xhPHy4MkX2s8+goEDpKfj7uJOsUlMY0o71A18gN6YfRcGpyJIKtcMCgFOtP6O3nZcXGI3KBNljx5SgXf/+yucab6P8K+Hn58e0adPo2LEjjz76KLNmzSIjI4NHH32UsAuw9v1f6PV6goODsVqtOByO5j4d4QokSRJarRaDwYBKjNr+r1wWATuHw0FlZSUajca9yyFJEh4eHsiyTF1d3Rn3iYqKYs6cOURHR2Oz2XjzzTcZOnQoW7ZsISEhgcLCQkDpk9J4PJVKRUBAAMXFxWccz+VyYbFY3C+CVqsVq9X6D33FgnBxaCgooOiHH6g9epSEyZPxTUu7YI8tSWA2wwMPKJl2CxbAgw8qC7hx45SyCUEQBOG/c9111/F///d/JCcnA8qu+OrVq0lPT+fRRx9t5rMThPOroKCAd95ZSGjoIBJDk/G2l2Ex+eFUaSktUAZNxMaK7LrmJElKAK1tW6VEdulS2L37LFNkf7txvUcgGak3IksqQKbHzy8SdfwnNvR7msKQtk0Cd4297QIDob4evvhCmVB71VUQE6Ncd3rQzmQyMWjQINq1a8f06dP56KOPSE9P57XXXqNNmzYXbfZaY7DkYj0/4cpxMQe2L1aXRcDu70hJSSElJcX9/+7du9O1a1cWLVrE008/7W7M+fsfKkmSztq0Mzs7m1mzZvHFF1+4PyfLMs8+++w/9BUIQvOSXS5KNm+meNMmfNq2JahXL7Te3hf0hViSwGSCmTOVoN3bb8P994NOB9deq/QpEe8LgiAIf62uro6cnBxKSko4dOiQe7PT6XSyZ88eMRlRuOzIsszChQupqbGSlHg1w/JWkLp3E98PmMNJ72RcLujVS1lLCM1PpVIy6yZOVAZFrF0LpaXKMBCdrul6T1YpNbMqpx2HxkhAWRZjlt7I9k6T2dtmAnUewU2CdqAE/yIilIBdfj7063eqt93px1apVAQGBjJ//nzatm3LG2+8wbhx43j88ce5+uqrL9oSWREoEYRL02Wx+mrMrGvMtAPcmXWNuyG/9/sXLa1WS5s2bcjJyUGWZXdmXWFhIaGhociyjMvlorS0lKSkpDOOFxcXx3/+8x8WLlwIKBl2zzzzzHn+SgXh4iDLMjVHjlD0ww84amoIHTwYnzZtmmUx0Bi0mz1bmfy1eDHcfbeyKzpqlFLGItYogiAIfy43N5cHH3yQQ4cO8fzzz2P8rSZMrVbj4+PDlClTmvkMBeH8ysnJ4fPPP8ffP5XWgW1I+/lefBxlWAzeVFRAYiKIgcMXl8aWKH37QlQUrFwJBw4oQTuz+cz1nkut49eu91ES2Jpuv/wfvTc9Q9Txn9nc42HyIjo3GUgBytoxOBjq6uDrr5VS2aFDISFB6Xt36jwkfHx8mDx5MsnJycyaNYuHHnqIzMxMHn74Yfz9/UWATBCE8+KyCNipVCp8fX3x8/Nj7969dOrUCVmWycnJwel0Eh4ejsvlQpZlVCoVkiThcrmAU4E7u93Ovn376NGjB5IkERsbS2hoKOvXryfttzK/8vJy9u7dy3333XfWczg9MGi1WsUkWeGy5bLZKP3lF4p/+omA7t0J7NkTdTNuQUuSsjP67LNKpt2HH8Iddyg7rkOHiqCdIAjCX0lISGDhwoW8/PLLTJgwgaCgIPd1BoPhos0aEYS/w+l0smTJEgoLSxg44EFaFx8gtPoQu9tPotwQhqNaya7T6Zr7TIWz0WqVgOrtt8NPP8GaNUpJa0CAkol3+prPpdaRlTCMwpA0Om1/k/a7FtJ2z/tKeazmt7/VTruDWq0EBY1GOHwYsrNh8GAl485kanpsk8nEkCFDaNGiBY888ghvv/02e/fu5a233iIqKkpMZBUE4X92WQTsAMLDw+nWrRuLFy8mICCAuro6li5dSr9+/UhOTmbx4sWkp6dz11130bp1axYvXoynpyeJiYlYLBbefvttcnJyePvtt91BvenTp/P8888TFxdHeHg4zz77LPHx8QwdOrS5v1xBaDayLFO9fz8Fq1ejMRoJ7tcPr5Ytm/u0ACVo9+KLyiCKTz6BW2+FDz6AIUPOLJcQBEEQTtHr9URERDB58mS0Wi0RERGA0qP36NGj2O12QkNDm/ksBeH8OHToEKtWrSIgIJoo7+GkZT6GxmllV9vbqalVEREBv7VxFC5SkgQ+PjBihFIiu2wZ5OYqwbbG3nbudZ9KRY1nOD/0f4asFsOpN/rj1Ogx1pfiXXWCkqDWODWGJsfWaJTedjU18NVXsH+/0tsuNrbpRrBKpSI+Pp633nqL1157jbfffpurr76a5557jv79+2MwGES2nSAIf9tlM6IjMDCQSZMm0b17dx544AGeeuop+vbty6RJkzCZTNTV1VFRUYHdbgeUDLiXX36ZwYMHc8MNN1BeXs6qVato27ate3LJtGnTuO+++3jooYcYNWoUBoOBTz75RGTOCVcsWZaxV1dTvHkzFbt2EdCjB0F9+iBdRDuIHh7w8sswdiw4nUqvkzVrwGaDs7SfFARBEE7zyiuvsGfPHvf/XS4Xq1evZsWKFc14VoJw/tjtdr7//nv2799P//5T8SgooFXpT2S1GEGFZyR2uzJs4vfZVMLFR5KUjLiWLZXKiiFDlLVecbGyBjzjxpLEiagelAUqG82ddrzJmGU30eXXeZhr8pssFBsDfl5eEBICOTmwcKFShlta2nRNKUkS/v7+PPzww7z44otYLBamTp3Km2++SUNDwwV4JgRBuFxdNhl2AJGRkcydO5e5c+eecd29997b5P933303d999958eT6VS8dhjj/HYY4+d1/MUhEuWLFOZkUHe119jiooiZMAATL9lYVxMPDxg3jxlsbZ0KUyYoPS2GzFClMcKgiD8mby8PHd2HSh/iPr5+ZGbm9t8JyUI54ksy5SWlvLFF18QH5+EVjMYvVc5pUGtSW97CxaHBrMZWrdWAkHCpUGSlHLYESOUUtnly+HoUeVzHh6nbvN72bEDaJG1mt6b5xCfvZ4f+j2t9LZDanKH0yfJfved0jfvmmuUn5PTS3BNJhM33ngjkZGRzJ49m2eeeYacnByeeuopfHx8RKadIAj/tcsmw04QhH+WLMtYiospWreOhhMnCOjalaDevZv7tP6Q2QwLFsD48cpCauJEpVzCYhGZdoIgCH8kJSWFr776isLCQioqKjhx4gQbN24kKiqquU9NEM6LdevWsX37drp2vZUGSzCOlil8MfYLsmMHUFUtkZwM4eFic+9SI0nKRN+UFLj/fiV4Z7FAWZnSKuWMtZ8kcTKyOx/f+A1buk7HrzyLCR8Po/uWl9A4Gs44tkqlBP+Cg6GgAF5/HT7+WJkoe3o2n1qtpk+fPixZsoSRI0fywQcfMHHiRPbu3YvzjLQ/QRCEP3dZZdgJgnDuZNmF7HKAy44sO5SPZSfILmTZBbILcP12awnZKVO+axd5q1ZibhFNYN+OSHoHTmsFSGoklRZJpVU+vkhWuSaTsqDS6ZRF1W23KYu3sWNP9TcRBEEQTrn99tt5+OGHue+++/D29qaiooKIiAgGDx7c3KcmCP+zmpoaXnvtNVq1SsPTsz8BFTl415mo8QzD7lAhy0o5bDPO0RL+R42TZK++Wsm2W7NGybZr7G2nUjW9cYMpgM29HuV4dC86b38D34ocNA4rDo0RSXYhq9RNjq1Wn8q227QJDh6EQYOgXTulfFaSJCRJIiYmhvnz5xMZGcl7773Hv//9bx5//HGGDBkihlEIgnDORMBOEK4AsuxCdlqQnRZcjt/+tdVgr8/HXpeHoz4fR30+LksFTnsNLvelTjmApMFerqJ4jQOnxYE+Auz2DyneugqVzge1IQCtRzhacxQaYxCSxohKrf/tXyOotM0WxDMa4ZVXlFLY99+Hu+5SFlk33aQ0KxYEQRBOiY2N5f/+7//IzMykoaEBX19f2rVrh6+vb3OfmiD8z1auXElWVhZjxtwPjhhG77wV6bAn3w94lqO1ISQkQHx8c5+lcD7odNCmDYSFKZNkf/wRioqUYJta/ftJslpyY/tTEpiMxmHBYvTFWFdCjy1z2dPmZkqCWoN0KtInScqmsF4PtbXKoLOMDCVw16LFqXJqT09PHn30UeLi4pgzZw5Tp07l4YcfZuLEiRhEVFgQhHMgAnaCcJmSnTac9mpc1ioc1jLs1UexVh7CVnUYa+VhXNYyJRtOrUdS6ZDUulMZciodGmMQmJQVh7PBRlVOIbWHnZhb+ODbwQunrRinJV/JznPakF02ZKcVSW1AYwpF6xWL3qcVBr9UNB7hqHSeqDVmVDqvC56Fp9fDCy8oO+bvvgv33QcVFUqD4uDgC3YagiAIFz2Xy0VDQwNHjhyhbdu2dO3alQMHDiDLMn5+fs19eoLwt5WVlbFw4UL8/ALo2PFGGtbuICF/E9mJQ6nR+mOxQK9eykafcHlo7G03cqQymOKbb5T+c4GByvdZatqqjjrzqUVhiyOrab/rPVoeWsEvXaeRmXI9Vr2XO3DXOEnW21sJ3u3fD4cOQd++MHCgktGnUkmYTCYmTpxIUlISU6ZM4dFHH+XYsWPcd999BAQEXDRVKYIgXJxEwE4QLiOyy4HTVoXTUoa9Jpf64q00FP6MrfookqRC0nig0nqgMQaiMkeh1vuhNoWgMYagMQWj1vuh0ppPXTQmcEHVgf0cX/QcOt9KwkeNJ+Lq3rhs1cpj/fZ4SpZegZKZ52jAVrEfS/FWKux1qA3+6HxaYvBLxRDQAa1HGCq9D2qdLyrNhdlh1Ong6aeVcoi33oLZs5UpX/ffD9HRojxWEAQBYNOmTTz11FOoVCoaGhro0KEDy5cvJz4+ngkTJjT36QnC3+Jyufj222/JzMxk/PhJWGtiSDn0BlrZxp60W6io1RAZqWRkifXA5UWSlKERrVpBVJSSaffDD8oa0Mvrj4eRZaTeiEulpfP2+QxZO53EQ9/wa7dp5IV3wab3POP4QUFKtt2qVbB3r5Jtl5oK3t4SOp2OHj16sGLFCqZOncrrr79OTk4Ojz/+OImJiSJoJwjCHxIBO0G4DMguO46GEqyVB2ko2U5D4RZsVYeRVDrUxiCMgR3QmMLQesWh84xD5xWHxhyJSmP600WCLMvYKysp+mErddnHCBowgMjREzEEBPzxeVjKcNTlY6vJxlZ5CFv1UZyWchy1J6gsS0fe/zY67wQM/u0wBLRF55WAxhSC2hiESq37p54iQNkJffRRZbf1lVeUSbLFxcrnGid9CYIgXMmWLFnC1KlTsVgsnDx5ErVaTXx8PCdOnPjT++3atYtNmzZRVlZGcHAwo0aNIjIyEkmSsNvtfPXVV2RmZhIcHMz48ePdmSVVVVV8+umnnDhxgsTERK677jqMRiOSJHH8+HG++OILqqur6dKlC4MGDUKr1bof79tvvwVg8ODBdOjQAbVajdPp5Pvvv2fz5s14e3szatQoEhISxB/EV7jS0lJWrVqFWq1m2LDbSV+SRWLpL5QEtiYntBvWcomuXUXvustV46+/2QzDhillzxs2KGWsGo3SIuX3beVklYbMlPHkh3UgJfMz2u9+l4HrZ/LNVQspDG131uN7eirZduXl8OmnsHs3DBig9NLTaiWioqJ44403ePXVV3nvvfcoLi7mscceo2fPnqKvnSAIZyUCdoJwCZNdDhyWEqzl+6jL30Bd3ve47HVoTCEYg7qg903GENgRg38b1HpfJOm/i0jJDgeV+/ZxctkyjBERRI4e/YfBOgBJpUVrCkFrCsEY2B4Al8OCvfYYtqrDWMozsVVl4agvpC5vPdXZn6MxhWEM7oYxqAs673i0HuGoDQH/9bmeK5UK/v1vZSf02WeVBVV5OTz+OHTurCzcBEEQrlS1tbWEhYWRnZ0NKBs3NTU1aP7ixXHlypV4eHiQmprKli1bmDZtGh999BF6vZ6PP/6Yjz76iOuvv54tW7aQmZnJm2++icvl4rnnnuP48eMMGjSIpUuXUllZyb333ktlZSUPPfQQ4eHhJCQk8NJLL6HX6xkwYAAHDx7k4YcfZvDgwTidTh599FHeffddoqOjWbduHXPnzuX6668nKyuLWbNm8d577+Hp6fmn5y9cvmRZJiMjg/Xr1zNhwgTKSyLxP/IRYVX7+bbnG9Q59Pj4KNlQIq57+VOrISlJmQScng5ffw15eUqZrMHwu58BSUW5fyJbus/gSMIQgov2UuEbB7ILr6oTWIx+2HTm324ruY/v7w82mzKQ4vBh6NkT+vWDwECJ8PBwHnvsMVq0aMHMmTO55557eOqppxg5ciRabfP1fBYE4eIk/jQVhEuQLLtwWsuxlO2hvuAn6vJ+wGWrROsZhzGqA4agThj926I2BCKp/t6OnSzL2MrLOf7JJzjr6ggdMoTAHj3+6+OoNAb0PknofZLwjL4Kh6UcW8U+LBX7sFYcxF6bS13eempyl6H3TcEY1Pm3zLsWaM2R/0jJrCTB6NHg6wtPPQXffw9VVUqm3cCBon+NIAhXrmHDhvHuu+8SFxdHeXk569ev59tvv+XBBx/80/s9+uij7umIAwYMoHfv3mRnZ7snJD722GMMHDiQYcOGMWTIEPbu3YtarWbdunV8/fXXhIaGEhsby/Tp05k0aRIbNmygoqKC//znP+h0OpxOJ2+//Tb9+/dnxYoVJCUlcd9996FSqcjJyeHjjz9m2rRpLF26lLFjx3L77bdTWVnpDhIOGTLEfa6yLLsvLpcLWZb/6adVaEYNDQ28++67mM1mhg+fwOpvVCQH+XKo5Siy4oZSXw89eigbeSJWcmVQqZRsuJ49lVLZtWthyxaoq1PKZLXapj8LDq2R/LBO5Id1BCS0tlqu/+xabDoPfu7xMMcje2A1eLvvJElKK5bAQLBYlOPv2KGUyXbuLOHl5cOkSZOIjY1l2rRpTJo0idmzZ3Prrbfi4+MjgnaCILiJgJ0gXGJcTiu2ysPUnlxD7Ym1OOoL0XnFY44cikd4fwx+qai0Hv/749hsFG/eTPGmTXgmJBA1dizq81ArojH4oQnthSm0Fy5HA5byvVhKdmGtyMRWdZSqrA+pzlmKMbAzxqDO6P2S0Xkl/JYheP4WMJKkNAb28VEy7b79FmbMgAcegDFjlN1RQRCEK80NN9xAbW0tP/74I7W1teTm5nLzzTfTvXv3P71fYwaeLMtkZmbi6elJcHAweXl5VFVV0bFjR1QqFaGhoYSFhXHgwAHMZjNBQUEEBASgUqlo27YtFouF3NxccnJySEpKQqvVolaradu2LQsXLsRqtXLs2DHS0tLQaDSoVCrS0tL4+eefqaiooKCggA4dOqBSqfD39ycuLo7MzMwmAbvq6mpWr17N8ePHkWWZbdu20a9fv3/0eRWaT2ZmJt9++y0TJkyguroFFTU6jne4lvz2V2FxaFDbJdq2VXqZCVeOxoETgYEwdqySYbl+vZIRZzAoAb0m02QlCVD+o5JdZLUYTqsDS7l22QT2tR7H3jYTyAvriFNrPHVzlE3giAhlY3jpUiWrr3dvSE5WM2DAAN577z2eeeYZZs+eTXZ2Nvfeey8JCQmoRJ8WQRAQATtBuGQoWXUV1OdvpObYN1hKd6IxheKdcAOm0D5K2avO6/w8lstF/YkT5Lz/PiqdjrCrrsKrVavzcuzTqTRGTEFdMAZ2xtlQrATvSvdgrcjEUrqT+oIf0fu2whDQAUNAewx+bdB4hJ63cllJgrZtlQmyYWHw8cdKaWxeHtx2G8TEnJeHEQRBuKhZrVbmzp3LjBkzWLduHTfddBNjxoyhpqYGLy8vgoODz3nD5ODBg8yfP5/Jkyfj5+fn7n2nPy0aYjKZaGhoQKvVNvm88bf05oaGBqxW6xnX2Ww2rFYrNpvNfdvG6+rr67Hb7TidTgwGg/t8G687nVqtxs/PD5vNhizLeHmdn/dO4eLjcrmYP38+Xl5e9Ow5gqzDXiRZ9uB0JuLQGikvUTKsYmJEdt2VTK9XBo5ERMDOncpgirw8peexyXTmz4ZV78Wm3rM4nDiCNns/om36YmJyf2Rzz5lkpN6IU6O8dsmycl+1Gvz8lDLZEydgyRKlr92gQWo6dOjMvHnzeOWVV3jvvffIysrimWeeoX379iJoJwiCCNgJwqVAdtmxVh6iJvdr6vLW4bRWYArphTl6JMagrqj15y99XpZlnBYLJ774gprDhwns0YPwkSOR/sFFgyRJaEzBeBgH4hHaB2tVFpayPVjKdmMp3UNV1hLq8tZjCOiIMbAjhsCO6DyjkFTa8/DYEBenTI0ND4e334ZXX4XCQrjzTmjfXiziBUG4vDUOapgwYQJvv/02MTExREVFYTKZACUjTa/XY/iTLGtZlsnNzeWZZ56hX79+jB07FgAvLy9UKhWVlZV4eHjgdDqpqKjA398fo9FITU0NLpcLgPLycgB8fX3x9vYmJyfHffzy8nI8PT3x8PDAbDZTVlbmftzy8nICAgIwGo0YDAYqKircJa8VFRUkJiY2OVcPDw8GDhwIKAGdhoYGHA7HeXo2hYuFLMts3bqVH374gc6dOxMZ2Ze93+YxY9UoDqWMYW2fOVitBnr2VIIywpVNkpSgWv/+kJamBO02blQy4/z9lRLX07PtnBoDeeFdKApuw77ksXT99VUsBm+cai0qpw2tvQGbzoyMyn1HrVY5lt0OBw7A/v3QpYuKAQPiePLJOcTFxfHiiy9y3XXXsWDBAgYMGIBOpxMlsoJwBRMBO0G4yLmcVuoLN1N1+EMspbtQG4PwSbodc8RgdN4JSKrz/GvsclGxezcnly9H5+dH9E03YQgKOr+P8QckSQK1DoNfMnrflniE9cVasQ9LaToNxb9Se2I19UU/Y/BrgzGwI8bgrui8Ev7nPneSpOyiTp4MwcHwxhvw4YdK0O5f/4IhQ0SpjCAIly+NRkNqair3338/u3fv5rHHHjtjSMPo0aMZM2bMHx6jccBDhw4duOGGG5AkCZfLRUREBImJiXz22WfccsstZGRkUF1dTfv2ymAiq9XK5s2bad++PV9//TVRUVFERUXRtm1bPv30Uw4dOkRgYCDffvstffv2RaPRuG/beD6bNm1i7Nix+Pn5kZyczIoVK2jZsiUnTpwgJyeHadOmNTnXxl57p/9fuPw0NDSwZMkS6urquO22yRw+aKDrvncxOOsoCm5DSbWB+HhIThYbc4JCkpThY0FBSplsu3ZKn+PMTKXvndl8ZuDOoTVxPKoXJyJ7AEo/zJYHltFx5zukp91CdvxAas2hIEnu+2m1ynrTaoWff4Y9eyR69PDi6qunEB4ey9y5zzJhwgQeeOABbrnlFsLCwkS2nSBcoUTAThAuUrIsIzut1B5fRcWh/2CvycEU0hOvuOswBnZErff9Rx7TXl3NkXfewV5TQ9S4cQR263beH+dcSJIarUfYbxNvO2MK64uldDcNhT/TUPwrlpId1OX9gCGgHabQHuh9U1FpzX/7Dy9JUhZi118PoaGwYAGsWwcnT0JODtx4o9LnRBAE4XKj1Wp57LHH2Lt3L8888wyjRo0i8HcveL/PUvu9559/nh9//BG9Xs/MmTPR6XTcfffdtG7dmmnTpvHCCy+wZ88eqqqquPPOOwkPDwdgypQpzJ8/H19fXyorK3nggQdQq9W0a9eOkSNH8v/+3//DaDTicDh4/PHHARg6dCg7d+5k5syZuFwuwsPDGTp0KBqNhhtvvJHnn3+eGTNmUF9fz8CBA2nZsuU/88QJFy1Zltm7dy8bNmygc+fOtGzZi4Orj9Hn2LdUeUdxIHoYtjro1UtsyAlnauxv16KF0jLlwAEl2+7wYSVg5+urBPBOD9zJkjLkTXI5cam1GBvKGbZmKjmx/clMuZ6j8YOx6r2bBO4MBqW6o7YWNmyA3bt1dOhwNbNmhbN48Rzmzp3Lzp07efjhh+ncubPYXBCEK5Aki9FY/wir1crs2bPx8fFhxowZ6HS65j4l4RKiBOsaqDryCVVZS3A0lOIVOxqvhBvR/xNZdY2P63SSu2QJ+194AY/oaDrMn49nfPw/8lj/LVmWkR312GpysZRn0FC4mYaircguK1rPGPS+KZhCe2EK7opK97+VCNvtkJGhZNl9+KFSKjNmDEyaBK1bi514QbjYVVVVuQNAoj/Zfyc3N5eQkBD3EIlGkiShVv/x1PFDhw5RW1vr/r9KpSI+Ph4vLy9cLhfHjx+nsrISg8FATEwMer0eSZKw2Wzk5uZSX1+Pp6cn0dHRqNVqJEmirq6OY8eOYbfbCQgIIDQ01J1lUlZWRl5eHgBhYWH4+/sjSRKyLFNQUEBxcTFarZbIyEg8PT3/8D3B5XKxcOFC7HY7d999959+jcKlQZZlLBYLc+bM4eWXX+aLL5aikgZT+NRCxu16mJ/6zGZ1q+l4mCWmT1fKIMX7uvBnXC6lNDYjQxlMceyYUpnh4XEquOcmy6hcdnwrckjO/JQu215HltScjOjKyhFvUusZetYfOKcT6uuhpga8vWWSkvLIzHyHJUvexM/Pl1mzZjF+/Hj3a6cgXC6ys7OZOnUqS5cubdK7VlCIDDtBuMjIsozLUUfF/reozl6Ky1GHT9KteMePR+MR/o+9ScuyTO2xYxxdtAhJpSLm5psxx8b+I4/1d0iShKT1QO/bGp1XHKagLlgrD1Jf9DP1+T9Sc2wFDcVbqfFJwiOsDx5h/VEb/P/WgAqtVulfEhio9Ld74w1YvBhyc5W+dv37ix15QRAuT2azmf/85z9kZGRgsVho3NcdNWoUo0eP/sP7JSUl/eF1KpWKmD+Y4qPT6f4we8/Dw4PWrVuf9Tp/f3/8zzLOW5IkwsLCCAsL+8PzES5/2dnZvP/++4wYMYI2bTrz+fwSup1cj83gzc7UW7A1SPTrDF5eIlgn/DWVCnx8lIzMtDTYskUplS0sVH6GjEZlsAQAkoRLraPMP5Gfej/G3jYT6P7Ly+itVbjUWkDGVFeCU6XFavBx/wA2ltx6eEBtrcSmTeGEhs7mttu6sHTpbO677z5+/fVXpk6dSlJSkiiRFYQrhAjYCcJFRJZlXPYaStNfoPb4apBd+KdMxTPmajTGf64eU5ZlZJeLI2+9RUNBAUG9exM2fPg/Omji75IkCUljROcVi9YjHENAWzwjh1Nf9IvS4y5/A9ayPdTkfoMpvC/miKFoPcL+68CdWq1MC5s4EaKj4fXX4bvvlPLY8eNhwgSIjPyHvkhBEIRmsmDBAvbu3Uu/fv0wGo3uTaLo6OhmPjNBOHeLFi3CYrEwbtw4iot9yD5RRXzrvhTrh1Cj8sbDA1JSlH5lgnAuGgO73t5Kb+PkZNi6FXbsgJISpRrDbFYCb413kCU1lX7xrB3yMhp7PTa9Fx51xfTZ+BQah5X9ra/jeFRPbHpP9/ElCTw9wcNDorJSi9U6gv7949m27XmWLPmcPXv2MH36dIYOHYrZbG6W50IQhAtHvE0JwkWisWdd6e7nqDn2DSq1kYD2j+IRMRi17p8v6Sr+8UcK1qxB6+lJi3vuQeft/Y8/5v9KUuvQmkLRGILQ+7bCHDmU+qJfqT22AkvJDmyVB6nJWYYxqCvmiCEYAtsjSepzzlKUJGVhNniw0mPk/ffhk0/g5Zdh50646y7R/0YQhMtLZmYm06dPp3v37s19KoLwX5NlmcOHD/PJJ5/QrVs3unfvxbJlElaTD+md/40kO6ko0dC5i9KbTGTXCX+HSqVs2gYHQ6dOSsbdL79AXp5SKts4ULvx58up0ePUKItFWVJj05lJzfiEuOx1HI/uza52/+J4VM/fMvCU+6nVSrm2wwH19Umkpb2Eh0d39u9/kXvvvZfx48czffp0IiMjRYmsIFzGRMBOEC4CsiyD7KRsz4vUHPsaSaUjsPMzeIT2QqUx/eOP7air49Arr+CyWIidOBGflJR/9DHPN0mlRq33RaXzQesZhTliAA3FO6jJXU5DyXbsNceoO/kdOq94zJHD8IgcjPoc+9xJkrLwSkuDRx9VFmavvw7ffgv79imZdrfeKhb+giBcHvr27cvPP/9MUlKSu5ccgF6vx2D43yZyC8I/zeFwMH/+fBwOBzfddBP19UEUbjtOmlRChZxCvdOApIJu3U4FVQTh75AkZcM2OlpZA3bvrpTJ7tgBFRVKsK1xouzp68N6UwA/9n2CjNSb6L5lLglH1tIi61v2pE5gzbB5v3sMCa0WvLwkzGZ//P1vIzi4P7t3z+DttxezceNGXnzxRXr06NEkI1oQhMuHCNgJwkWiPOM1qo5+BrJMYMcn8Ajri0p9YVK3jr77LjWHD2OKjibutttQabUX5HHPN0mSUGs9UWnMaIwheIT2wlaVRc3xVUq5bOHPWMr3UnFgIaawvnhGj8Tgn3ZOCxyNRtlJHTNGKaN55x34/HN46SVYuxbuuAOuukrpcSIIgnCpqqurY9GiRWzYsIGgoCD36+Nf9bAThOYmyzLbt29nzZo1tGvXjiFDRrJ2tYsBW+eQWvIDX416n19V3enSBRISxCabcH5IkhKYi4lRNnB79VImymZmQnW1UiprMjUtlXVoTRSFpLHi6v8QfnIrbfcspjC0LQA6Ww1BRZlU+sZSaw5xT5VVqyV8fLSkpcUTEbGE9PT32b//bUaPHsMdd0xiwoSJpKYmi0GHgnCZEQE7QbgIVB5cRMWhRcgOK4GdnsIcOfSCBeuqDx0i+z//QZZlWj3wALqzNPG+1Ch97gyoNAbUBn/0/qn4trqT2rzvqclZhq3yANVH8qk9tgKtdxJeMddgjvzr0mNJUhZdbdrAM89Ajx7w6quwbZuyMPvkE7jvPujdW2lALAiCcKnp3r078WeZDv5nQyUE4WJQX1/PihUrKCgo4PXXX6ey0kTJT/vpe/I7ykJbcdyjFVoH9OunDJcShPNNrYYWLZRy2aNHlWy7nTuVwJ2X16mpso1cai0nontSGNoO12+9liNPbGHQuoeo8I3nUOJIslqMoM4c7L6jJEn4+5vp3fsO4uI6sGvXO7z55nts2LCR6667iX//+3YCA32a4asXBOGfIAJ2gtDMqo5+SVnGy8iOevzbPoJX3JgLFqyTnU72P/ssztpaQocNI3jAgMsunV5SaVDrvFFpvfBJnIB33HVYyjOozvmK2hNrcRb/irUsnfKMV/EI64c5egTGwI5Iqj9+eWzsKzJ2rBKc++wzePNNWL9e6WMycKAyTbZ3b6Vc4jJ7SgVBuAxlZ2czf/78P7zeZDL94cRWQWhusiyTlZXFsmXL6Nu3L1279mTLZheRW7/A017BppQbKXH40LatUsIoCP8USVI2bZOTIT4eevZUMu527YKyMqVao7H3ceP60K7zcN+/OCiVA63G0Gn7AqKPb6Lz9jfY22Yi6W1vxWL0dd9Pp9MRG9uF4OBEcnKG8dNPz/H880+zatVqpkx5jKuu6obZrFU2scU6VBAuWSJgJwjNqK5wCyU7n0B21OPT+m58k25FUl+4VPYTy5ZRtnUrGrOZVg8/fMmWwp4LSZKQ1AZQGzAFd8cY2BH/tBnUHl9F9dEvsVdnUZX9GdW5y9GaI/GMHoU5aig6z5g/OJ6y4IqMhKlTYfRopUx20SJYsQLWrFEWa7ffDtdfr+ysigWTIAgXK41Gg6+v7x9eL/rXCRczu93OkiVLKCkpYd68edhsJnK/O8SAnDVU+USxK2YMepdEnz4iu064MBp7IMfHQ2wsDBqkBO62b1d63Hl6Kter1U3XhzWeYWzsM5td7SfRbvcikg6toNfm59DYG9jc+1EklxOtvQ6bzhNJkjCZfElOvo6YmN5s2zafvXs/ZNKka+nSZRx33XUXPXsmERhocPfTEwTh0iICdoLQTOx1BRT9+iCyow7P2DH4p95/QYN11rIyDr70ErLTSeLUqZgiIi7YYzc3SaUGyYDWFIZv0u34tJiItTyD6pxl1J5Yg63yIGVVWVQceAtDQHu8Yq7BFNoHtf7MybmNgbv4eKVM9uabYfFi+OADpRQiPR2efBLGj4drr1UaXf9+cSYIgtDcoqKimD17dnOfhiD8Lfv372fJkiUMGTKE9u3bk7lXhl27iag/zPoBz1NlM5CWpmyyifdf4UJp/FlTqyEqCm68Ebp2VbLt9u6F0lKl/52np9IrWZIa7yRR4xXOpt6PsSftZmJzfuBYdC8Agov20jZ9MbkxfTge2YN6jyCQJMzmYPr1e5LY2P6kpy9m+/YvSU//gV69bmbkyDH06NGCuDg1pn92lp0gCOeZCNgJQjOQnTYKf52Bs74AnW8KgR2fQFJd2C3fg//3f1hLS/Fs1YrYiRMvu1LYv+L+eiUNSGoMgR0xBLQnoO1D1Ob9QE3OMhqKt1Kf/yP1BT+hMQbhET4Az5hr0PulolJrf3c8ZdGVnAzPPw8PPaQMpViwAA4dgtdegzfegKAgZTjF6NHQt69yH0EQBEEQ/h673c6LL76ISqVi/PjxmEyBbNwEzphufOf/EgfiRiJblSnvIlghNCe1Whl4EhWl9EHeuxd++QVOnlTKaP39Tw2naAzeVflEk972VvcxAkr2k7bnfZL3fUZxYDIHW13LvtZjqfcIREIiJqYvwcGptG59HVu3zuPbb59l27YVtGs3gUGDbqN7dzPJyeDpKZ16HEEQLloiYCcIzaA04xUsxduQtJ6E9ngNlcbjggbMyrZv58RXX4Es0+app5Cu8PoQ6bfdTBkJlc4Hr9hr8YoZhb32JDW5X1NzfJVSMpu1hOqjn6P3S8Yrbiym8P5oDIFNvneSpOySBgbC5MlKL7sfflD63K1YAXl58PbbSvms2axME+vbV2mCnZam3FcQBEEQhL/mcrlYsWIF33//PcOGDWPYsGFs3y6Rn20hNDaGvdLN5BeqSG0j0bLlaZM6BaGZNFZmhIdDaKgSuMvIgA0bIDdXuc7bW1kPqlSnZ90pDrS+joKwDrTf9R5Jh1bQb8PjdP31Fb4bNJdDLa9BAkxGPxITRxAd3Yv9+5eydes8Nmz4f2zb9i6tW99Pu3ZDGTAgiI4dNfj7n+q3LIJ3gnDxEX8aCsIFJMsydSfXU3X4A5AdBHd9Aa1n9AUN1rlsNjKfeQbZ4SDq+uvxbdfuisuu+yOnPw8yGrSeMfilTsW39R00lKZTnf0l9fkbsJTuwlK6C7UxCI/wQXjHj0Pv0xJOy5JsbPKr1cKQIcrFblf6lyxbplwKC2HVKuUiSeDrqzQn7toVunSBtm2Vz539XP/hJ0MQBEEQLnL5+fksWrQInU7HQw89REODgcy1J7nmwDsc8xzLce8UnC6Jfv3E9Hbh4iJJSsadt7ey9uvQATIzlR53hw+Dzab0uDMaTyuXBZwaPWUBLVk36EW2dplKqwNfEVy0h1rPUAC8q44ReWILRcFtKPNLpF2724mLG0hGxsccPLic7dvv4+DB1mzZ8i9SU/vSqVMMbdvqiI9XBqpptWKNKQgXExGwE4QLRJZl7LXHKN75JLKjAZ+Wd2IOH4gkXbjtXlmWyfngA2oOHkTn60vLBx64YI99qWkSxFQbMQV3wxTcDUd9AbUn1lCTvRRr1SGqj3xE9dFPMQR0xCt+HB7h/VHrvJDlM4+j1SoTZAcOhNdfVxZmGzYoGXibNytNiL/5Br7+Wrm9Xg+JiUoZT7t2yqVVK2Vxd7adULHAEgRBEK4Udrud1atX8/PPPzNjxgySklqybauL+B8W0uPAAlZHJpLuTCE1FVq0aO6zFYQ/ZzRCx47QurVSIpuerpTMlpQogT0fn1PTZQGQJKq9I9naZSpaex0ulRaQSTz0DQO/f4TSwFacCO9KVosRnIjsRs+eD9Oy5dUcPfodmZmfsnfvNE6caMfOnX1ITBxFcnInWrVSkZKi9GUW5eOCcHEQATtBuEBkRwPF2x7D2VCIIbAjfqlTQVJfuMeXZeqOHePIW28hO520fuQRdD4+IrvuHDQJunmE4dvydrwTbqShdBc12Z9TV7AJS8k2LCVbURtD8Iy+Cu8WN6L1CEf+7WW2MeOukVqtlMCmpcF99ynZd3v2wJYtsHWrMrAiJwf27VMu//kPyLKy2xoXpyzqOnWCzp0hKQk8PE4F8dzt+cS3VhAEQbgMybJMcXExb775JklJSUycOJHaWomi9Xtpf2A5Fb7xpIePQIvE0KFiMqxwaZAkZT2XmAgxMUq7lEOHlE3dI0eU608vYVXuI2HXmZX/yDIHWo/BrvOgbfpi2u75gOQDX1LhE8d3g+ciRXTDzzee1q2uI+vIt+zY8RaHD79OTs4HpKd3JynpToKDOxMba6RrVzVt2kj4+58alna5rivl33bZXS4Xsiw3uZx+feO/Z6Os88+8qH6rwxd/bwl/lwjYCcIFIMsuyve/iaVsN2p9AMFdXkClMV3QF2/Z6eTACy9gr64msFcvwkaOvHzfeS8AlcaAR0h3TMHdsNedpPb4t9TkLMNek0vlwXepzPoQc+QwfBJvRe+bCCodIJ31e944sKJTJ+UC4HRCUZESuNu9W9lpzciA/HzIylLKJZYsAZdLmS6WnHwqiNepk9LQuLGsQaX6XRNjQRAEQbiEybLMW2+9xdGjR3n11VcJD4/gwG4L5m8/J6j2KEsHfECZy4devZTAhyBcShr73AUGKpeuXZV137ZtyiZuQYES2NPrf9d/TpKoNYeS3vY29qTdTGj+TtL2fkhw0V6sei8AAitzSarIJia6N+2TriYrbzvpexZTULCN9etX4e/fksjI8Wze3I/w8EjatQugUycV0dESPj5KJuClvJZ0uVzU19dTU1NDfX099fX11NXVUV5eTlFREWVlZZSXl1NRUUF5eTm1tbVYLBb3xWaz4XQ63cdrDMx5eXnh6+uLj48P/v7++Pn5ERISQnh4OP7+/hiNRoxGIx4eHpjNZjw8PNBqtSKQJ/wlEbAThH+YLMs0FP5CdfbnyE4bgV3/H1pz5IUN1sky+atWUbplCyqjkdazZqESbxLnhSRJ6MyR+LX+Nz5Jt1Jf+DNVWR9jKdlO7bGvqc1djjGkFz5Jt2IK6gxqPUjqv3zu1WoIC4NRo5QLgMMBxcVKicSuXUowLz1dKZdIT4edO5WptC6XMo22fXslA69zZ+VjLy/luI0X0XxbEITzpaioiA0bNnDy5EnatGlDv3790Gq1yLJMeno6mzZtQq1W07dvX1q1aoVarcZut7N582Z27dqFj48PgwYNIjJSeX+sqanh+++/Jysri6ioKAYOHIi/vz8AhYWFrFu3jqKiIlJSUujVqxceHh7IssyRI0f44YcfqK+vp2vXrnTo0AGdGMd92cnIyGDRokX06dOHwYMHY7WqyViaSe/9y8iL7EpG6GB8zBLduikbYmK5I1yKGn9utVplYzYxUdnMbay+OHYMqqqUn3GzuXGjVrmTLGnIj+hCQVhHjPVlWA3eSLKLuJzvGfj9I5T7JnAsujcp4Z3p2O8p9tYWkZ3zPSdO/MKePU+j071CQEB30tO788MPXUlIaE3Llt60aiURG6sEEk/vrXexslqt5Ofnc+LECU6ePMnJkyc5duwY+fn5FBcXU1RURHFxMXV1dRgMBjw9PfHw8HAH1gwGA1qtFl9fX7Ra7VmDbC6XC4vFQl1dHaWlpaSnp1NbW0tlZSU1NTUYDAb8/Pzw9/cnNDSU0NBQQkJCCAkJITQ0lPDwcCIiIggNDRXvV8IZRMBOEP5BsizjaCimLOMVnNYKvBNuwCO0N5Lqwv7qWQoLyXrzTZwWC0nTpmGOvrCDLq4UKrUec3h/PML6YS3fS2XWJ9TnrcdSvJWCwk3o/dLwaXk7ptA+qDVGUP13QVONRgnihYXB0KHK5+x2ZarY7t1KEG/XLmURV1cHmzYp/fEcDuW2yclK9l3XrsolIkI5plar/NtY8iAIgvDfOnbsGLt27SIrK4uTJ0/So0cPNBoNGRkZzJ49m+7du1NbW8vjjz/OG2+8QUhICOvWrWP+/PkMGTKEXbt2sXPnTp5//nlMJhNLlixh/fr19O/fn2+++YZjx45x3333YbVamTdvHqWlpaSkpPD2229TW1vL6NGjycvLY86cOQQFBeHr68sLL7zAo48+SqdOncR73mVClmXq6+t59dVXsVqt3HbbbYSGhvHTRpmTO4rQa51sbn8XJbUmrhmsvM+Jb71wudBqT02X7dJFGV62d6+yaVtYeKpktsmAFZWaenOQ8rHsIqvFcBwaA633f0mHXQtpk7GESp9YQns+yr7es6mpyaes7BBZWas5fPhr8vJWk5MTztatMYSGdiM2djjx8e1ITNSSmqq0ZfH2PvVLdiF/335foirLMuXl5Rw8eJCMjAz27dvH0aNHKS0tpaKigsrKSqqqqjCZTLRo0YLo6Gi6du1KdHQ0ERER+Pr6otfr0ev16HQ69Ho9Wq0WlUqFWq12X5oMqfvtHOx2O1arFZvNhtVqxWq10tDQQHV1NQUFBeTn53Py5EmOHj3K999/T2FhISqVCm9vb7y9vfHx8SEgIIAWLVqQnJxMhw4daN26NQaDocnXKN7LrjwiYCcI/yDZaaVi/1tYKw+h907Cp9WdSJoL28XVZbdz5O23aThxAu+UFKKvvx5JI371/0mSJGHwTyPEPw1bzTGqj35OzbGvsVVnUbTlfnTeCXgn3oJH+CDUei8klf5vvwFrtUoz7RYtYNw45XP19XDw4KksvO3bIS8PTpyA7Gz48EMl0BcRoSz4unZVsvBatFB65Ol0yuVS2DkVBOHi0L59e9q0acPixYs5ePAgoPwhs3LlSlq2bMn999+Py+XirrvuYuXKlYwfP55ly5YxduxYbrrpJvLy8vjXv/7F4cOH8ff357vvvuOBBx6ga9eupKam8uSTT3LrrbeSk5PD4cOHefbZZ0lISMDPz4+vvvqKwYMHs2vXLpxOJ/fffz++vr7MnTuX5cuXk5aWhr5Jt3bhUuV0Ovn0009ZuXIlI0eOZOTIkRQWSqxaDY7W/flPu5/Iq/YkKlyiVy/lfUwQLieN02V9fJQhZAkJMGwYHD16qmS2tFQpmTWbT1VVKCWzKqq8o9mTdgv7ksfjWX2SpENf0/LQCqq9I9Fo9CTa60g5vpnDiSMp6HAnWUUZ7M1axYmTv3Lo0B727XsNkymE4OA+BAT0JDGxI+3a+dC+vZEWLQx4eurQ6SRUqvO/hnQ6ne5gmM1mo6GhgZMnT7Jnzx527NjBrl27OHHiBAAajQatVotGoyE2NpYePXrQpk0b0tLSiIuLQ6vVolarmwTjlOf3/J60LMu4XC5cLhdOp9N9qa2tJTs7m8zMTDIyMti7dy/79+8nPT2dTz75BLvdjtFoJC0tjS5dutCzZ08SEhIwm82YTCYMBoO7P55weRNvY4JwHsmyjN1px+KwYHM0QOEm6k5+R53DCnETKLLb0dQWolPr0Kl16DV6tCqlE/I/sWMiyzIlW7ZQsGYNqNW0nDEDraen2J25gHSe0QS0fRCfpNuozv6C6pxlOBqKKdn+OBX738G35b/wiBiEWu+LpP77gbvTmUxKCWz79jBpkjKsorBQycLbuVMJ4O3bpwT2vv8eVq0Cmw0CApTAXZcuSiZeYqKy4DMYlEtjTzxBEITf02g0aDQa9x89APX19eTm5tK3b1/3HxfJyclkZGQwaNAgysrKaNOmDTqdjujoaMLCwtizZw9t2rRBq9USGhqKRqOhRYsWOJ1OioqKKCkpwWw2ExAQgEajITExkcWLF9PQ0MDRo0eJiYnB19cXg8FAYmIiK1euxOFwNAnYybKM0+l0Nxg/vR+RcPGSZZnMzEwWLFhAcHAwTzzxBE6nll3flWI6dBypTSrltiDqXXDzCCWgIQiXM0lSgtKentC2rTLIrKAA9u+HAweUktnKSuU2Op2SeafRSMiSGrvOg/KAJH4JeJBfu96P/NsgvIDSQyTv+5zuv7xMaUAS2bEDON5yNNmdp5BZW0BO7gaKi/dRWrqRnJyP+fVXB8uWtcTPL4X4+EQ6doymZcsAwsICCA31w9/fjKenGaPReE4Bpsby0traWqqqqtxZcVVVVRQVFZGTk8OxY8fIzc0lOzubqqoqfH19CQ4OJiQkhNTUVGJjY2nVqhUtWrQgISEBn2YcsidJkjsgqD1t+o2XlxdhYWH07NkTOJUdmJWVxcGDB8nMzOTIkSMUFBSwaNEinnvuOby9vUlNTaVdu3akpKQQHR3tzg4UpbSXr8sqYGez2SgrK6O6uhoAHx8f/Pz8mvxyNKqurqayspKGhgZcLhcGg4GgoCBMplODAPLy8qisrGxyPy8vLyIjI//xr0W4dMiyjMVhodpaTbWlmqNlR9mVv5Piom0MdRwmHAvfWPSs+u5Zal0yAaYAEgMTaRXYipaBLYn1jcWsM+Oh88CkM6FTn78XXEtJCUffeQd7dTUxEybgm5aGpL5wk2mFUzTGAPyS78a7xU3U5H5Ndc5S7LXHKdn1FFVHP8En6TaMwd3RGAJQaQx/fcD/giQp5ROhoTB8uBLAq69XptLu2KEE8fbuVRZ1W7cqZbQ2G/j5nZpE27EjxMYqffA8PJSgoAjgCYLwZ+x2OxaLBQ8PD/fnTCYTdXV12O129x8yACqVCoPB4L6uMesBQKfTodVqqa2tPet1jU3A6+vrMRqN7uv0ej1Wq/WMsqmysjIWLlzIgQMHkGWZrKwsJkyYcCGeEuF/YLPZePXVVzlx4gSvvPIKERGRZB+yY/jiA27b8Qnf+b7KTkMP2rZVWkAIwpVGkpS2KaGh0K2b0vc4O1upujh6VOl/p1IpAT6T6VQvY1l96m/l3Jg+rBz5FqEFu4g+9hPtdi+ibfpiNvb5f9g730NSwlCkgt3kuexU1BZRWnqQ4uJMSkvT+fHHr1i/3orB4Ie/fwChoQEEBnri6WnG29sbf39/PD093Rs8ja/lNpuN6upqqqurqaqqor6+3t0DrrGUtfHv9uDgYKKjo4mNjWXAgAHExMQQFhbm7g0XEBCATqe75JITJEnC398ff39/unbtiizLVFdXk5+fT15eHrm5uRw4cIDMzEw++ugjysrKCA0NJSYmhoSEBNLS0mjXrh3t27dv8p4rXPoum4Cd3W4nIyODBQsWkJmZiSRJdO7cmdtvv53U1NQmO74Aq1atYuXKleTm5uJyufD29mbcuHFcf/31GI1GJEli1qxZLFu2jNjYWADUajX9+/dn7ty5zfElChcZWZaxOW0U1hay/eR2vj/6PekF6VTUV+CtVjHRw0aY0UWxLpTDTjM+ahU+SFidVvYU7OGX47/QYG9Aq9LSKqgVHcM70iG8AzG+MXjqPfHSe2HS/v1Jsk6LhWMff0z1gQOYExKImTABdZOmFkJzUOu88G5xE16xo6nO/Zqa7C+x1x6jeNss9P5p+LSYgDGoExpDINJ5DN6eTpKUoFv37spFlsFqVXZkd+5ULpmZSknFrl2wcaNyfeMgi06doF07ZRKtj4+y8PP0FD3wBEFoSq/X4+HhQUVFBaC8bzZmQzRmvNlsNnfJUG1trfs6l8uF3W539yyz2Wz4+vpSUVGB0+nEbrcDuIN0Go0Gb29vCgsLcTgcaDQa6urqmmzENvLy8uK6666jpqYGl8vFsmXLLuwTI/zXXC4Xn3/+OUuXLmXixImMGDECm03FyRXbabnlP6j0Gk54tMSghYEDlaxwQbhSNa7zYmKUtVrXrlBTowTu9u6FrCxlYJnBoKzjdLpTwbsGUwC5Mf04HtWL9La34lFXQljedkoDkgAJr7piJnw9iXpTAEfiB3EgYShFbW/D4rJjddqoqj5BSckBSkr2U1h4iKysIzQ0FOFyOX7LNFOhUkm/DT+TkKRTZaONmc8ajYbg4GBiYmJITU0lJibGHZhqzKDW6/UYjUb0ev1lWRoqSZK7v13Lli2VIYYNDdTV1VFTU8ORI0fYuHEjP/zwA1988QXLly/HYDDg6+vrHsbTrVs3vLy83Nnvl1oQU1BcNgG7oqIi3n//fcrKynj55ZdpaGjgzTff5KOPPuKhhx4iMDCwye0tFgsjRoygTZs2mM1mvvrqKx555BHatGlD+/bt3T/QPXv25IMPPgB+mwYp0k0FwOFyUFZfxp6CPXy17yt+Of4LOrVOyZ7zjaW7po5O9qOYjX54Jk/nab82qNU6VJKKgpoCjpQd4XDpYY6WHaW8oZzSulI+2/sZ7+14jzCvMNqHtadzRGeSg5MJ9AjE1+iLQWM45xda2eWibNs28r75BoAWd9+NIThYvFBfJCRJQtJ64J1wPZ6RQ6nOXUbtsZXYa3Io3jYTY2gfvOPGovdLVgJ3//CQEklSFm2nl9E2NMChQ6eGWRw4oOzU7t4NGzYoAbzwcOX2HTooZRhhYeDrq2Tmmc3KccWPnCBcGZxOJw0NDVgsFmw2G3V1dfj4+JCSksLGjRsZOnQoNpuNnTt3cvPNNxMQEEB0dDTr16+nRYsWHD58mOLiYjp27Ii3tzcqlYo9e/YQFBTE1q1b8fT0JCgoyH3sQ4cOodPp2Lp1K/Hx8Xh4eNCqVSs2b95MdnY2gYGB7Nixg1atWp2xdtNqtSQkJADKH4o7d+50BwCFi48sy+zZs4cnnniClJQUpk6dire3Nwe2VGBePB9faz6fDPucIrsfQwYoQQpBEE71u2usjAgOht69oaJCWePt2aMMLispUQJ2je1PdDoJWaWlwRRAg9Gf0oCW7mOqnTaKglMJKD1El+1v0GfTs1T4xbGz/R1s7zQZf/8WJEV0xaHW41IpCTMOh5Pi4lJKS4uw2arQau0EBTkJDHTi7+8gOFhHZKQvwcG++Pv74e3t/Yc95a7Ev2UkSUKSJPf02sDAQOLi4hg8eDCyLJOXl8fPP//MTz/9xO7du1m9ejXvv/8+Go2G3r17M3DgQNq3b09kZCTBwcHo9eenBY9wYVwWATtZlikoKGDv3r3cfffd9OjRA1mWOX78OKtWreLgwYNnBOxuu+22Jv+fMmUKL7/8MpmZmbRr1879+ZqaGtLT09FqtQQEBLgXeMKVSZZlam21ZBZlsvbwWtZmrcXqtJIclEzv2N70jO5BmFxLXear2CrV+CbegldUf9Q6L/cxwrzC6BDeAQCny0lBTQEZhRnsLdzLgZIDlNaVsvXEVlYfXo2/yZ9ukd3oEtmFFgEtCDYH/3/27jtOqvre//jrnDO9z2yvLMsWelWkioiKYIuaGE0sMSqJNxpjikk0JtF4r0nUqIkl+WlibCTGFg3YCyoooIJIW5ZdYHudndmd3s75/XHYAQQ1McBSvs/H4zxmd+bMzJnZ3dlz3ufz+X7JseVgNnz24Nmx9na2P/ooie5uyr7yFXKnT0cRA24fciRJQrF48dReiqN8IaHt/yTc+grx7lXEu1fjKJuPo/w0zJ6RKJYcJOngnEGUJH3HbtIkfbn0UgiH9TOyH32k7+Bt3aq3VnzwAbz8sj6JRWWlvv4xx8DYsfqOYX6+PjaemMBCEI5sbW1t3H777axbt45AIMDPf/5zzj33XE477TTWrl3LjTfeSDKZpLS0lBNOOAGr1cpXv/pV7rrrLm644QaCwSDz5s1j2LBhmM1mvvrVr/K3v/2NN998k97eXs477zycTidVVVXMnTuX+++/H4/HQyAQYNGiRVitViZOnEh1dTW33XYbRqORTCbDokWLMHxi5oF9zfAnHLp6enq466676Ovr47bbbqO2tpb+fuj40/NM37GENZMv5yPzcdTUShx/vKiuE4R9GfzYG5xJdvp0vWOit1efmGzrVj286+yEgQF9PbMZ7HZpjw6KgK+KZ89+FFd/M4Vd6yjq+JDCro8xpOMAWOL9TFr7Z0zJMF0F4+nJHU3QO5yS4kKKi4vIZCASgXgc/H59/zIeh0xG7/gwGPTnHTzxK+xt9/9hkiRRVlbG+eefz1e/+lX8fj/r16/PTmbx0UcfccMNN2CxWJg4cSKTJ09m4sSJTJo0ierq6r26EIVDzxER2KmqSiAQIBKJUFNTA+i/vCUlJSiKQnd39+c+xrp165AkicrKyuwfQWFhIW1tbdx///1omobJZOKiiy5iwYIFe6XSg4MW7z61s6qq+/mVCkNJ0zT6Yn28VP8Sj619jJb+FkbkjGD2sNmcPvJ0qnOr0RJ99G34A8ngZmxFc7CXzkM2Oj/1MRVZodRdSqm7lFNrTiWWirG5ZzMfd3zM2o61tPS3sLxpOUu3LKXcU84xJccwsXgild5KipxF5Npz9wrv0tEoLU8/TfCjj3CNHMmw88/H6HJ9yhYIhwJJkjDaCvGOugJ76UmEtj9LtPMdws1LiXauwDHsdBwl8zC5a5CNB3/SEEnSW14HK/A0Dfr7ob5eb634+GPYvl3fyXvnHXjqKf1s7vjx+vqTJukVDyUlehWe6MwWhCOP1+vlnHPO4Utf+hKgj0lXWVlJWVkZN998M9u2bcte5/V6kSSJY445hltuuYW2tjasVivV1dXZYUkWLlxITU0Nvb29eDweqqurMRqNGI1GLrnkEmbMmEE4HKagoIDhw4cjyzK5ublce+21NDQ0kEqlKC8vp7S0VFQSHMZSqRTPPfcczz33HBdffPHOVliJZS9EmfzSPfTl1/LmsG9gcNs591w9iBAE4fNJkl5NV1QEhYX6PlsopI9nvG2bXoG3bZse5oEeoLlceqCWkY0EvCMIeiuprzkDW7SHjGJClY1Y4gGGb3+Dyu1vELN6idryGHCWsK1yHh9NvJSYLQe3S8Ptgoyqj5ns90t0dMCKFXpYV1Cgj5tcXa3vP/p8u1p2B7dd2JskSeTm5jJ37lxOOOEEQqEQnZ2dNDU18d577/HCCy/w+9//HofDQVFREaNHj+bkk0/m5JNPpqSkJNtaLP5nHlok7Qg4tZhMJlm6dCm/+c1vePjhh6mtrQVg2bJl3HvvvZx99tl87Wtf+9T7b9myhRtvvBG73c4f/vAH7HY7kiSxcuVKTCYTeXl52RlaVq1axYsvvkhhYeEej9Hf38/q1avZtm0bAOl0mueff545c+bwwx/+ULTSHuZUTcUf8fPMxmd4eM3DaGjMrZzLaSNPY0rxFCxGC2omQWjHcwQ23oekmMid/DNsBdOR5L0nPfk8gxNZbOrexJq2NXzc+THN/c20DbQRTUUZ7hnOxOKJjCsYR6WvklJ3Kbn2XIySge6332bTb35DKhBg9PXXU3TyyWLsusOMmkmQ8K8j1LSUWPcqUpFWTK4qnMNOx1o4C5OrAlk5dEoINE1vp6irg/Xr9QBvxw59J6+1Vd8BHDVKr7ybMgWqqmDYMH0nzGYb6q0XjkSD46QFg0Fc4oSF8BlUVeWBBx4glUpx5ZVXimqDQ4iqqrz++utcdNFF1NTU8Oijj1JSUs6770o8/phGtdyAua+DTb5ZXHSxzLRpex7UC4Lwn9M0fclk9AnKmpr0MY63bNE7KxKJwco7PbxTFH2BnUGapmJMxfD566lqeJnhO97E19dAxJ7H419bStyWQ3X9Enx9jbSWHkfIWULC5CBltJOWjKiaRCSiV/ml03pQWFwMNTUwYgSUluonfk0mPXAUf/OfT9M00uk0yWSS5uZmXnrpJZ5//nkaGhqIRqNkMhmOO+44zjzzTGbPnk1hYSEul+ugtc5u27aN7373uzz99NN7zOgu6I6ICjtZljGZTKiqSjKZzF6fTqeRJGmvVojdbd68md/97ndYLBZuuOGGPQYnnjZtWna90tJS8vPzOfbYY1mzZg0LFy7c43ESiQSNjY188MEHgD6WS0dHx/58mcIQUTWV7nA3f1/3dx5f9zg2o43zx5/PV8Z9hVx7LqB/ECYCmwk1/YtMsh/v6G9h8Y3/QmEd6Gc2rEYrU0qmMKl4EgPxATZ2bWR913q29GxhR3AHL9W/xPObn2e4dzjjC8czOn801SkvySeeIdbeTvlgK6wI6w47smLGkncsJs8oYl3vEW55iVjP+/RtvAdL9yocZfOx5R+HwVaMJA/9waUk6a2v+fn62CiplF5xt3GjPnnF4FnaF1+Ehx/e1To7dareOltbqwd4n/FRLQiCIBxFBscWvOqqq8jNzeWmm26itLSM1row6xY34TZVEnBX46eaWbP0/yniwF0Q/nuD4w/LMrjdeuXduHF6UNfVpQd4DQ36Sdm+Pr2ddTC0M5vBbJbRjHa6iibRVTSJFbOuwxlqxx1sJm71AVDW8i5T1jyAOREi6BlGe9EUugrGs2n0lwl4R2Qr8DRkYjH9ubZv17fJbterAktK9H3H/PxdE6BZLKL6bl8kScpWqI8aNYpRo0bx3e9+l40bN7J8+XJWr17Npk2buPHGG1FVlcmTJ3P88cczceJEqqqqGDFiBFZxPDlkjojDI0VR8Pl8mEwmmpubGTduHJqm0dPTg6Zp+Hy+fd5v/fr13HXXXQBcf/31VFZWfuYsMyaTCVmWicVie92Wm5vLZZddxje+8Q1Ar/q76aab/uvXJgwtVVNpH2jn4TUP89SGp/BZfVw86WLOHnM2Lsuuqo1MrIdw0xIS/vXYimZjLzkJ2eTeL9sgSzIeq4eZFTOZVj6NYCxIXW8dm7s3U99bz1b/VpZuWcpr65dwWr2Lce8HaM9R8dfKdAfXkZ8pxGfz4ba4sRqtSEii1PkwIEkSismJvfQkzL5xRDveItL2BvHeNSQDG4kXzsZeehLWvGOQTZ5D6mdqNOpnQmtq4Oyz9fFRBsO7jRv1cVJWroRnn9XDuilT9IOtCRP0ncK8PLHDJQiCcDSrq6vjZz/7GYFAgHvvvZdZs2YRDWu0/u4fnP78H1l+0i95L72AYcNk5s0T49YJwoE0ODnZsGG7Zp0dGNAnr2hr00O8lhbo6NBDPNDXdzj0AC/kKiXkKs0+3kcTL6WlbCa+vgYKuz6iqGMNFTvepCdvDAHvCHL8W5m85kFCziK6CibQnTeaSG4BqYxMIqE/Z0sLLF+uP4/LpbfRlpXpS0GBPn6y8YvVTRwVFEVh/PjxjB8/nm984xts376d+vp61q5dyzvvvMPtt9+O2WymsrKS2tpapk2bxsyZMxk7diwGg+GQOu440h0RgZ0kSeTn51NdXc3SpUupqqoikUjw9ttvZyeKWLNmDZ2dnRxzzDHk5+ezbt067rjjDlRV5eqrr6aoqIhIJILJZMJkMpFMJlm2bBmjR4/G4XDQ29vL3//+dxwOB+PGjdtrG2RZRpZljDs/GSRJEm0Vh7nBsO7+Vffzr7p/UeQo4rJjL+O02tOwm+y71sskiHYuJ9L2GgZ7Ec6KszA5hx2QDzJFVsix5zDTPpNpZdPwR/1s9W+lrnMTra+9TOG6jwllVN6uhua2Z/BElpPvyCfHloPH4sFtceO2uPFYPOTYcihwFFDoLMRhcogP3kOUJMkY7UW4hp+DJXcSkfZlRFpfI9TyIvG+j7EVnYCj7BTMnlHIhkPziCU3F+bM0avvQiG94m7DBn0Ci7VrYckSPbwbO1Yf8+6YY/SBkGtq9LO1giAIwtFB0zS6urr4v//7P5YvX87tt9/OWWedBarChnuXMeFvP6E3dyTN8nAMRomzztIPzsUujCAcHJKkt6Pm5upjRo4YoY9Dl0zqIV5Tk14NV18P3d0Qi+2aqdbh0Lsper3V+H1VyGoGYzqKKRnBmIoQseuTRHqC25n40UNIaGQUE2nFTL+7nE2jv8zqqVejAYZUjIwqkcZAIq6webPEmjUSmqYPt5KXp4+DN2yYHuLl5+9qoZXlXZWEAthsNsaMGcPo0aNZsGABoVCI9vZ2li1bxtKlS1m6dCkvvvgiFouFMWPGsHTp0mzmIRx4R0RgB1BUVMS5557LI488wi233EImk8FoNHL++edTUlLC0qVLef/997OtrYsXL2bJkiVMnDiRBx98MBuunXrqqZxxxhmk02keffRRrFYrsiyjqip+v5/rrruOESNGDPGrFQ40TdPoj/Xzp9V/4rlNzzHMM4xvH/dtTq4+GctuoYimaSSD9XorbCqEZ/i5WPOmfOFW2P+EIivkO/LJd+QzMuxic9NK+mMW7KfP46Tjy2ikh45QBx0DHWzo3EB/vB9ZlnGYHDjNTrxWL7n2XPLseRTYCyhyFlHuKafSV0mePU8EeIcYSTFh9tRisJdgyZlApO0NIm2vMdCwmETfOuwl87CXnozRVnJItMnuiyTpZ0GPPVYP5QKBXZV3a9bAqlXw0EN6gDdhgl55N2OGfunziR0rQRCEI104HOY3v/kNzz33HNdccw2XXnopkqaw44lVjLrr24TthTw7+Vd0eEfxtQskRo0S/xsEYagMhl4Wi744nXqr6owZ+hh43d161d2OHXqI19OjV+Cl02AySRiNBmTZhcHoxGDVgz0J2FZ5Ev9v0YcUdqylpH01BV3rcYQ7sEe6ADBkEpz9/DeR1RRd+ePpyRvNgLOEqF2f4CKi2eju1p83k9EDRpdL37aiol0BntOpj4dntYrx8EAvOLJYLJjNZnJzcxk/fjzf/e53aWtr47XXXuONN97A6/V+5nBjwv53xLzbNpuNE044AZ/PR2NjI7IsU1NTw+jRozEajcyePZva2lqKi4sBOOmkk6ipqdlrJteSkhIkScJsNvP1r3+d3t5ekskkdrudsrIyJk+eLCrnjnCappFIJ3jwgwd5btNz5DvyuWbmNZxQeQImZc/JQzLxXsKtLxPvXYOtcBaOsvnIJs9B3d5Eby/dL7xE+IO15B47ldoLLmNqdQXBxAB9sT76on0MJAYYiA8QjAfpi/bhj/ppD7WzuWszb4bfxGww47P6yLPnUeQsYphnGDW5NdTk1VDprcRiPDQrt45GitGBNf84TK5KrHlTCLe8TKR9Gcn+RmI9H+AoW4C9eC6y8dCumpQkPYSbNUvfsWtvh82b9aq7d96B1avhrbf08G7SJL06b84cfbDho32HShAE4UgUDAa55557+Mtf/sI555zDVVddhcFgpvX1LbhuvxEl0s/zs++jedjxnHOWxNSpIqwThEPJ7n+PBoM+WURxsd49kUjoJ2r7+qCzU9/v6+4Gvx+CQQlV3T0ANBC3DiM4chhbRp6FkkniCLWjyXp0YUjH6XeVUt68grLmd7HFeolZfLSWTeeNuTeTzh9HvqGZ4vD79DvL6LYMoy+dR2Ojwtat+vYZjXqI5/HsGoc5P1/fN3W79TBPUY7Oz5hPHj+UlpbyjW98g4suuohoNDpEW3X0OmICOwCHw8GMGTOYMWPGXreNHz9+j+9PPvnkz3wsWZZZsGDBft0+4dCnaRqqprJ43WKe+PgJzAYzV02/ap9hnZpJEut5n1DTEgy2IhzDTsfkGn5QQ5JMMkn3O+/Q/uKLmPPyKDvnHJzV1ShmMzazg2JX8a511QzxdJxIMkIkFdEDvFiQ3mgvrQOtNAWaqO+t5/XG1zHIhmz1XqmrlHGF45hQNIGanBpsJjGt51CTJAmDNR97yTxM7hqs+VMZ2PFPoh1vkwzWE+taubOFdiKSfGh/zEuSvkNUVqaHcTNmwKmn6uHdihXw2muweDG8+SaMGQOzZ8Npp+kzzYpqfEEQhMOfpmn4/X5+/etf8+c//5kZM2Zw4403UlhYpJ/E+VuM0zojLDvm56wrP5Ozz5CZOXPXzJSCIBzaBqvwior0ZfRovYU2HtdbZoPBXSFeWxu0turVeKnUzon4rGZstuHYbCADCZOTd2ZdjzUewBwP4gx3kt+9AWMqSsLkAjQqt7/Gia/fQNLsJGF2EbHl0eerZvPIs2kom0s6A8m4RlcHNDdBMqkfv5kt4HRK+Hy79k1zc/XF5dp3K+3REuopioLT6RzqzTjqHNpHcoIwBF7Y8gIPfvAgsVSMH8z+AadWn7pXWKdpGsmBbQxsexo12Y+z+nRsBdMPSivs7tvQv2EDrc88Q2pggMpLLtFnhf2UQb8UWcFusu8x/h7oQV4oEaI/0U9ftI+uUBd1vXVs6NzAxu6NrG1fy7vN75Jvz6fMU8bEwolMLZ1KdW61qLwbYpJswOQajsFWgNk3jkj7Gwxse5JQ03Mk+tZjK5mLq/I8jPaSQ7rabpAk6eObjB8Po0bp1XfnnAPvvQdLl8Ibb+iVdy+8AAsWwFe+ou9MiYM2QRCEw5OmabS2tvKzn/2MZ599llNPPZU//vGPuKwO6t/q4K9P5pOxjifwpafpzvj48vkGjj/+6K18EYQjgSQNzii7a8KImhrQNFBVvRqvt1cP8Vpb9dbW3l69Gi+VAk1TMJl8WK0+jDYNyQdK+XwUWQODgoREc+lM3pl9A/nd6yno+picvgbyezbSkzeaHcNPIDfcxCmv/ABDOkZPzmh6c0fSk1NLv7GM3lgxjY0mNq7LoKZVJJMRi1XC69UDvMJCvRovL0+vxjOb9ZPIBoO+DDxBNKcAAQAASURBVI6RJwj7gwjsBGEnTdNY3bKa3y3/HT2RHi6fcjnnjj13nxVlaiJApPVVYt2rseYdg7P89P02K+y/K9bRQduSJQTWraPgxBMpWrgQo8fzHz+OIit4rB48Vg/l7nLUQpWpZVMJxAL4o3629G5hdctq1ravZXPPZt5veZ/nNj/HiJwRTCubxvSy6ZS4S1AO0XHTjgaywYbZOxqjvQhr3jEMbH+WcPMLpOrbiHWtxDnsTJzDv4RssB8WwR3oOz4lJfpO0YQJekD34Yfw9NPw7rt6Bd5LL+mB3rnn6jtOolVWEATh8KFpGps2beJnP/sZy5Yt47LLLuP666/HZbTif/BZnHffS8WoX7Jj+In4DcWcsVAfGkGcpBGEI8fgbungpaLo+4AOB1RU6NepKoTDejttIKC30nZ361V4/f0S0SiEYgZUdVdY1qeMZPuokRjHa5gMKq54N55gEwPuMvSR8jRCzmIKOz+idusSJq37K5ZEkI7CyTz15b9hzh1BeeRdhrW/xYC1kICSg781l/ZNPjbZS0hYPciKhMWit9F6vXp7bU7OrrZau10fH89m0ysMRZAnfBEisBOEnbYHtnPTGzfR0t/CGSPP4LJjL8Nt2TuE09Q08b71DGz7BwZrHs6KMzG5RxzUICQdidC9bBntS5bgGDGC0rPPxj7sv5+ZVpIkFEnBZ/Phs/mo9FUypmAMJ1aeSG+0l7qeOpbvWM77be+z1b+VVS2r+Jv9b4wtGMu8EfOYXDIZl9l12IRCRxJJklDMPqz5UzE6h2MvPpH+rY8Q636fVKiJcOsreGouwl58IkjyYfMzUpRdO0HV1frB2ooV+uQUq1bBpk36DLOXXgpnnaXvHB0mL00QBOGolU6neffdd7n55ptZvXo1P/7xj1m0aBE+lxf/Lffj+n+3E0rbCKctWK2wcCEcd5w4MSMIRyNZ1ivxXC49xNM0fTKJaFRvqY1G9Rlq+/r0Sry+Pn3x+/VAL51WaNeKgCIMEbBkIGYcxuvH34Qj7scW82OJ92GP9CCpKhF7PgBlre9x/PL/Q1bTJMxuYlYvcbObFTOuY0PFuRgH/FRsegk1mabfWUqTvZh1tiKiZi8Go4zFogd2bveuMG+wKs/p1F/P4Fh5gvBpRGAnCEAkGeEXr/2C+t56ppRM4brjryPXnrvPdVORNoINi/VW2OHnYC+Zd1BbYdV0mr4PP2T7I48gKQrFp51GztSpyAdgxh5JkrJttEWuImpya5gzfA6d4U7WtK3htcbX2NC5gYa+BpZtX0aFt4I5w+dwStUplLpLRdXdEJAkBaOtEKVkLmbfGKIdbxPY/ACxrvdIDWwllPtPPDXfwJJ3zGET2oEewtntMGKEPv7JrFnw6qvwwAN6xd1gcHfttTB1qhjfThAE4VCkqirhcJj/9//+H3fffTfRaJQ77riDr1/wNdSmXnq+/Qt8Ly2m2TWOR4/5LbbZU7nwfCgvF22wgiDoJElvPR0M8UAP8QaDvExGn4k2ldIr83p6drXUdnbqSySi0BvLIZPJAUCxgMWlYjVlMGJAycCqSd9m/civ4Aq14Qs0kOvfQk5fA3GrF1mRyE22M3vLg+T11qFKMpokk0Gh11PFU2c/TshQjK95Le6OOnrMpWw2lxNWXEiKjGS1YHaacDohz6dSUCjhzZHweKTsiWqLRf/cG6zMk6Q9q/TE5+HRQQR2wlFP0zRuf+d2VreuJt+ezy0n30Khs3Cf62aSA3orbMfbmH3jcY84H9l48Abf1DSN8LZtNP7lL8Ta2yk580xKzzoLxXLgx5KTJRmr0YrVaCXPnkd1TjULaxeyPbCdZduW8UrDK3zQ9gEbuzbyt3V/Y0rJFOZXz2da+TTsxsOnFfNIIStmjPZSXMPPxlYwg4FtTxGsf4RI62vEetZgzT8Oz8hLseZMGOpN/Y8MBneVlXDRRXDyyfDkk3Dfffo4dytX6m2yP/iBfoAnfu0EQRCGnqZpxONx3n//fX7729/y5ptvMmvWLH70ox8xbdpc6lf24fjJdRRsfIOVRWeybOaNVM+v4qyz9NY48VkuCMJn2T3QGjxpq2l68FVauue6mQyEQtDfr094Mdhm29srMzAgEw7rlXv9STfpjAvNOhzFPgtDBSiGnZ9HYUiZRrBk5q3kBRvwhpvxhltxRdpJmJyodicmE4xufZWZK36DMRnBkEkSN7sIOYtYNuMGPnSdT7y9H3nZq3REk9Sbc0mbd/bR2h1Eiqtw+kzkupK4nSpWjwmXW8bt1j8XB8cBNBr3XAyGfU+OIRyeRGAnHPWe3fQsT214CjS45ZRbGOHbd3urpqZJBDYRqHsQxZyDa/g5mNxVBzWISvT00PzEE/StXk3Osccy/KKLMOfkHPQwbHACC5vRRq49l7EFY/n6xK+zumU1/6r7F2va17C0bilvNr5JgbOAEytPZGHtQmpya0TV3UEkSRKSwYbRWYF3zJU4y08n2PAoA9ueJtLyIrGu97AVH4+n9jIs3pFDvbn/kd2Du6uu0tul7rkHHn8c/vxnfWKK738fLrsMTCax0yIIgjCUtm/fzuLFi3nkkUeIRCL85Cc/4etnn0N+Z4gXnk3z9rs+KhwXYj/mTIKzzmDOqS6OPVY/bhWf34IgfBGf9tlhMOjDrXi9e16fyehB3eASiUAoJBEK7Qr4QiG9BTcahUjESZ1vJhvdM9G0nc+pZjClwqSCDhQDfJi/gM7jS3CkAzhTfTjifqwxP3FXPlaHTG68m4U77qO8ZQUaEnGzm7jJTZ+jjL+e+Qzd3Tk43lvGsPp/kTQ66LO56LJ7yDg89BRPIFBQi9Ws4VOCWOwKBq8Tm9OA3a632zoceqWexaKHe1brrpBPhHqHBxHYCUe1Td2b+M2y3xBNRbl25rXMrpiNvI8BUjRNIx3rpm/DH1BTYZzDzsBZcQaSfPD+hNKRCJ2vv07T3/+OvaKCiksuwVlVhTSEA7pIkoRBMuA0O3GYHBQ6Cjml+hS29W3jlYZXeGHLCzT4G9gR2MHj6x5ndN5ovjTmS8yvno/D5BBVdweJJEkoRgeyt5a8STfgqbqIwJYHCe14ntCO54i2v4m96ETctZdg8Y0Z6s39jwzOLDt2LNxxB1xwAdx8MyxfDtddp1ff3XYbTJkidkoEQRAOFk3TUFWVlpYWHn30UZ5++mm2b9/OpIkTufG66zimO4j5up8hb/iY7VX30pt/KuYJC5g1R+bsGRI5OWJoA0EQDi5F0fcpHY49rx9stU2n91ySSX0Jh/VKPT3YUwiF3ASD+nXt0jh2OMeRTmtkkhmUdAJDOk5KtUGrhF+qoG/6H3FN7cOb6sYb78AV7cKYimD2OfAZYHTdx5zQ9BcMapKMbCQtm0jLJpZN+wnveqoxBnoZ/8b1FHV/TMZgIm71ErPlEHEU8PDYnxK35ZCfaKYs2YDq8JBxeVE9Xmy5dpweGadbxuEAu1XDatWw2SRsOwv9jEYJSQZ9og7RjjsURGAnHLUG4gP85KWf4I/5mVs5l8uPuRzDpwRwWjrCwLYniXWvxuwbg3fUt5AU60HbVjWdJvjxx9T//vcYnU5KzzmH/NmzkQ6hUUolScJkMGEymBhXOI5R+aO44tgreL/1ff5V9y+WNS5jVesq1nas5Xfv/I5Ta07l3LHnMjp/tAjuDhJJksFgw+StJf/YW/DUXErf5vuJNL/EwI5nCbe/hr34BDw1l2L2jT2sfi6yrJ9JPP54eO45+Nvf4MYb4Z134MQT4Vvf0r8fHOtEEARB2L80TSOVShEMBmlvb+evf/0rTzzxBKlUimHlw7j16u/xZQ3c1/4YmpvpV3xsK5hOpmw4Zy+EOXMM5OWJmRQFQTi0DI6Zt6/hwgcr6/Z1qWn6DLeRCITDEqGQgXDYQCRiJxTSW3EDASvh8Gh6ExptMY1EQiOT0lBVSHcpaMAz5dew5MJv40gH8CS6cMe7cMe66C6aAIqCLEukjVY0wJocwJHoQwlsQVMUVsz6CTE7jF33Bie/8VNMqQiylkbSNFKKmTdqvs0T43+OgsrcLfdTOFBPwuohbvORtHpQnW6axy7AmOfFZ41SUG7mlFMPnePPo4EI7ISjkqZp/OrNX7GldwvFzmL+75T/w2wwf2orbNy/nsDm/4fBkoe39jKMzvKDFmZomka0tZXNv/0t6VCIotNOo+JrX0M6AJNM7C+KrKDICibFxLwR8zhh+An4o35e2PIC/9jwDxr9jTz20WP8/eO/Myp/FKfVnsaC2gUUOYuGetOPePrvrQSKBbNvNIXT7iA56tsE6h4g3PwioR3PE2l7E1vRbNzVF2LNnXxQK0n/W4qiB3eXXQYLFsANN+htsnfdBc88o1fbnX22OBgUBEHYX9LpNG1tbWzcuJG1a9eyatUqVr33HoWJBPMLiqk58zImnHAJriUvY/jrD2l0j6R5ylfwH3c6lqnj+OqxJoYPFzPACoJw+Pl3Ks7MZvD59n3bYPVeIiERj0vEYpBIQDyuL3prrpFIxEgs5iAeLyMWg9aYXt1nTUPcWMjShfeRTqooiSjGWD+m2ADmVIiOuActCZssk4mO+QnWeABzIoQpFcGcidKTOwpXjhFLJkpRqoXKvg8wZmKYMjGM6RgGNclttvdo9Hspal5PXdUYTjrFIWa2PYgOn6MwQdiPFq9bzIv1LyIhccdpd5Bnz9vnepqmkUn00bP2f0HTsJeciL18gV6pdBBomkYyEGDLHXfQv3Ej3kmTqP3ud1Gs1sOi+kmSJBRJD+8KnYV8Y8o3uGjSRbzf9j5Prn+Sl7e+zLqOdazvXM9t79zG1NKpnDHqDE6sPBGf7VP+swn7xa7gzozZN5aCabfhHbWI4OYHCLW8SLhpCZG2N7DkTsJdfRH2olnIBttQb/a/ZfBMaFkZ/OUv8PWvw9VXQ0MDnH8+nHYa/O53MHz4UG+pIAgHwttvv83ixYuRJInzzjuP448/HkUcXew3qqrS09PD5s2bWbduHevXr6e+vh512zYKurqYYjbz1WSK0UYDw2MJ/r5jAn97Ig9f/ESaz/sredOrKZ4xnCklCh7PrgHSBUEQjja7V+/Z7Z++3mC13ifbcndv1U2lZJJJB6mUg2SyJBv46eHfeOLx8fQnIZnUSMczqLEE0YSMNWUgGbfzxqTvs7z2m0jJBHIqgZxMQCpJm6GcVBK6rMNwKKaD9+YIgAjshKPQuvZ13L3ibmKpGD874WdMLp4MsO/qukycwOYHSQY2Y/aNwTfuGiTp4O30Z6JRGh98kPYXX8RWUcHI667DWlx8WIR1nzQY3smSzIzyGUwvn04gGuClrS/xr7p/8X7r+yxvWs6KphUYFSOj80cze9hsZlTMYFzBOKzGg9eCfDTJ/i7JJszeMRRMuw3PqG/RX/8I4ZYXiHUuJ9a1EpOnFnfVBThKT8Fg3XfAfaiRJH0MpPnz4aOP4Ne/ht/8Rm+ZXbZMb5H9znf0M5+CIBwZPvjgA37605+yaNEikskkN9xwAw899BC1tbVDvWmHBG1nv9bgGHOapulLJqMvqoqWycDO2yKpFM1tbbRs20bP9u00NTTQvnYthrY2CuNx0skUf9Ms5OaV8vuMg1laL8a0gsFoIeCu4MOKhSg1I/jKcVBVXUxJcTE2u5Qd8FwQBEH4fJKkd5Eoyufvt36yLXfvRULTDDsXPQjUNAOqWkEqtavCL5HQq/iOT+z8OlGAwymqoQ82EdgJRw1N0wjEAtz42o0E4gEW1i7kggkXIEvyXgGYpmmgqUS7VhLc8hcUs4eccdeiWHIPSlimaRpqKkXrP/9J45/+hDkvj5HXXotv8uTDMqzb3eD2S0j4bD6+NuFrXDDhAtoH2llSt4QldUvY3LOZjzo+4qOOj7hn5T04zU7G5I9hVP4oRuaNZHT+aIZ5h2E1fHaId7i/VwfT4HulyUbM3lHkH/e/eMf+DwMNTzCw458kAxvpef9nBDbci6N8Ia7Kr2Byj4DdAuxD9f2WJLDZ9MkoLrhAD+mWLdMnpfjHP/Rqu+nTd60rCMLhSdM0lixZwowZM7jwwguRZZmPPvqIJ554gp///OcHdVv6+/sJNTZijkTY/WNFA6JWKxGbDVnT8ASDGDKZwRcAgCpJ9Ho8ZCQJWzyOMxJB3nmkpe1cL2I00muzgaZRODCAJZ0GTdOfS9OQNI06s5kY4EmnqUgmMakqkqaRSaVIxeO0hsO8HokQjkQY29VFbk8P8d5eEr29ZIJBtFCIX4XDfKzCTMXMHZkEl2gZjEgkjXYSRgfN3vH0Hn83joLRaP0v0ZbewkDJKDI1o/FOrmBiqcQJnsEDvD0HLRcEQRD2vy86McRg0PcZj/yFHlf474jATjhqZLQMv3rzV2z1b6XCU8GNc2/c57h1g2efU+EWulZdhyQbcQ77ErbiEw5aWKepKr0rVrDhV7/C4HQy/NJLKV648JANRL6o3cO7ElcJ35r6LRZNXURXuIt3m95ledNy3m95n85wJytbVvJey3vZ+1oNVkpcJQz3DafSW8lw33DKPeUUOArIs+VhMVqQdjtMktj3e3ekvaf/rV3vh4LRXkbOhB/irrmEcMtLDGz7B8lAHcEtf6a/4XGsBdNxVX4Fa8EMFJNz15T2h+B7OrhJo0bBq6/Co4/Cj38Mq1bBKafA5ZfD9ddDXt6e6wuCcPhIpVK0trYyffp0JElCkiTGjBnDihUr9lhvcHIEVVVRVZVUKrXft+W9996j7ac/5cTubgy7HQWlJYl/Op38zeXCoar8X3c3JakUGiDtDOTiwHcKC+mXZRaGQlzc349FL4HIHlG9aTbzG7cbRVX5bW8v45NJpJ23SzuDuWvtdrYC8xIJbo7HKVBVZPSdfzMQkBRuMjnAYONPqTDHpKIkFBNJxUzSaCNtzGfW6HPJLxpPjWIgnGxhu0fBWuLDUJADPh82bzHfLByNw2ciN/dMXC6wWBDjGwmCIBxmxL7voUkEdsJRQdM0Hlv7GG9tfwujbOQ3p/6GHFvOpwYLajpM53vfR00EsOZNJWfCDw5aWIemEaqrY+0Pf4gkyxSffjpVl19+SIYg+9Pu4V2Rs4hzx57LuWPPJZlOsr1vOxu6N7C5ZzN13XVs9W8lEAuwLbCNbYFtvKa9xs66gyyn2UmuLZc8e152ybfnk+/QlxJXCYXOQgyyIRvmSZK0x9dHu8H3wGjLx1t7Me7KLxPrWU1/w9+Ida0k2r6MaPubKNYC7KWn4Ko4G7N3FCgm2D0sPYTey8GxQr7xDb1V9uc/h4cfhj/8AV58EX75Szj3XES7liAchjKZDOl0GovFkv3cMZvNJBKJPdbr7Ozklltu4cMPP0TTNLq7u/nBD36wX7fF6XQSdxRS35VC2S2wy2gSXekCkskiEprKNlVjgCQSoEkSSBIJWUGVx6EoRvpNfjZb2jFrKpok71wUeux55PmqMEoyzeZGMskommIAyYCmGNEUE7UFEyixuSnLxPg40YvTYsZod2ByODA5nUg5Hv5QkI/VYaDWnCZsSWO2yTgsChgMaLKB6+0FZCxuFDKYtCQGs4LBZsRokrNjz40Qn5WCIAiCcECIwE444mmaxqqWVTz04UOEEiF+Me8XjCkYgyLvffpXD8zS9K79NQn/WgyOcvKP+zWy8cAPtj9Y2RdtbeWDq68mHQ6TN3s2Y264AekoPlVtMpioza+lNn/X+EOpTIruSDfb+7azI7iDHYEdbO/bTttAGz2RHmLpGIl0gtb+Vlr6W4CdlYtou8bvQUOWZArsBZS4SxjmGUZtXi01uTVU+arw2XzZdmlZkpGQDqngaSjIRhv24hOwFR5PcmAroeYXCDcvJR1uZaDhcQa2PorRVY299EQcJfMwecYgK0Y0ZEAf8OJQeQ8lCYqL4f779YkofvITWLcOrrgCnnoKfvpTmDBh/w2Gru3VZ/C5fQe7b+1u231ovH+CcCgym814PB46Ojqyf3MdHR0UFe05A3l+fj633nor6XQaVVV55JFH9vu2TJ8+nWmvP7/PHqN5ksTNO/+uFU3d5/3n75zcSkJDRtM/MrJ//hLzgWsH19HUfdSQS5y+c3Ihaefj6FcPnhzb+bX+xT4/5yQJnNnvDIjDBkEQBEE4uMR/XuGIpmkarQOt/G757+gMd3LumHM5Y+QZmA17j9Y5OG7dwLanGWhYjGx0kn/srzA5yw/KdqJpRFtbWX3FFURbWnCPHcvE3/wGg1VMtvBJRsVIiauEElcJs5i1x22qphJOhOmN9tIb6c1e9kR66I320hPuoTPcSWeok0QmQSAeoC/Wx7qOdaibVFRNRZIk8u35jCkYw4TCCUwomkBNbg1OszM76+2+xj48WkiyjNlTi9lTi2/0lcR63tdnle14i3SkmeDmBwlu+hOKtRBb0RzsxXOw5h2DbHToY95JChwi75/RCPPmwSuv6OHdH/4Azz8Py5fDJZfAokUwbNinB3d6KKB/duiXejC8+/c710TLJFHTEdR0DE1NgZpGU5NoahpNy3zikSUkxYRssCMb7cgGO5Ji1meoHpzhF70aR9p5CbvfJsI94egjyzLHHXccixcv5owzziCTyfDOO+9w5ZVX7rGeoii4XC5An/HUbrfv97ZYWZbB9MVH5v7PTtPte+2j91SfIAiCIBwZRGAnHLE0TcMf9fPbt37Lxu6NjC0Yy3emfQeX2fVp9yDWu4buD25CUix4x3wHe9HxB2tjiba0sPpb3yK8bRuu2lqm3H035pycg/P8RxBZknFZXLgsLip9lZ+6nqqp9EZ66Qh10DbQxo7ADrb6t7LVv5WOgQ7CyTArmlbw9va3SatpLEYL1TnVHFNyDNPKpzEqbxQuswujYsQgG47aAE82WLAXzcZeNJtMIki0610ibcuIda1ATQ4Q3vEsoW3/AMmAJWcclryp2PKPxewdi2SwIskGJMkAsqKHUUNAksDn08e0O+MMuP12PbS78054/nmNq6+Gc8/JkONTURQVtAyapgIqajpOJtZFKtxGKtZOJtZLJt5LJtGrf50MoKYiqKkIaJ8MBKRPXH7SzjBwkGxENrpQzN5di8mHYs3FYC3AYM1HseZjsBUgK9adoageju7+9VC9z4JwMJx66qls3LiR733ve2iaxuTJk5k7d+5Qb5YgCIIgCMJ/TAR2whFJ0zRCiRD3rbyPd5reocBRwPUnXE+xq3ifoYqmqaRCzXS9ey1oKRxlp+MdefnB2VZVJdLUxPv/8z+EGxv1sO6++7CXH/jKvqOZLMnZ8ewmFE3IXj/4u7PVv5VN3ZtY37mezT2b6Qx1sj2wnS29W/jrmr/iMrsYWzCW6eXTmVE+g1J3KVajVZ/I5Chtn1XMHpzlC3GWL0RNx4j1fki0/R1iXe+RjraT7N9Kom8jwc1/QlLMmDyjseSMx+Ibj9k3eucszAqSrI/DpF/qNSIH6v3c1aqqokgqY0dnuO+eDOedm+H3d2f4aG2aO28N8fHydr725TZqK9og0UIq0kYq0kYm1g1a5lPDMb3qTUYxubLVb5JsQpJNoBiQZCOSZNDX3327UHdW5MXQMjH9OTQNDVUPBGPdgKoHh5qqV+hpepgIIJtzMNqKMdiKMdiLMNhLMDmHYXRWoJg82fd298AUjs7QWTiyeL1ebrjhBsLhMAAOhwOLxfK599M0fcgEVd13i6ogCIIgCPuf+L/72URgJxyRYqkYi9ct5oX6F7AZbPxkzk8YWzD2U8etS4Wa6Vz+HdLRDsy5E8k79iakfay7v2mZDKFt21hz9dV6WDdqFMf8/vcirBtCkiThsriYUjKFKSVTAH3MvM5wJ+s717OmbQ0fdXxER6iD9V3rWd26mj+89wfGF47nxMoTmV4+nQJnAQ6TA4vBkn3Mo41ssGIvnIW9cJb+NxZpJdG7lljPh8R715CJ95IK7yDZv4X+rY8BGgZrEUbXcEzO4RhdwzE6h2O0FSEbbLuFeHpLrbQzGENSdmsJhT2q1TR1V3uqpqKhgjpYIZfJXqqZJGqij3Ssi3S0i3S0g8m+Vv70gzbi/W1IahAJjXTYQOc6A5mMAcVowGYz6FVtRgeKtQCDrRCDJQ/FkoNi9u1cvEhGO7LBimxwIBssSLLxP3ovNTWNmonrlXrJAdRkkEwySCYRJJPoIx3vRY33kI71kI73oKWjaGqadLSdVKQZrSsNWhpNTYOWQTZ5MTrLMTqG7XqvHeUollxkxayHiLIJSTHp7/lR+PsrHN6sVivWf3M4CU3TyGQyfPDBByxevFj8vguCIAjCQdTd3Z2dtV3YmwjshCNOPB3npfqXeGrDU6Qzaa6ddS0zymd86rh1qXAzne/9kESwDpN3FIXT7kAxuQ/4dmaSSQbq6lj3k58Q3rYN99ixTL7zTuwVFQf8uYX/jFExUuYuo8xdxsLahSTSCZqDzaxpX8PK5pVs7tlMo7+Rjzo+wrjSyJSSKZw04iSOKTmGHFsOTrMTk2I6ag8EJUnC5CjD5CjDMewM0FRS4VYSwU0kAvqSCjWhZeIkg3Uk/Ot2ju2WBCQUk1tv9bQWoFjyUMxeZJNLbw81OZENjp0ttYNVbRKgoaVjqOlodtFSIdKJAGoiQCYRIJPo05e4H7R0tqpPD6yMIJuw2G1Isodo0sOOtiLW1RWzraWI3OIipp9QxJjaYvJKPdjtCrJ8YH6+kmxAkR0oRgfYCj5zXU3TUJMDpGOdpKOdpGOdpCKdpKPtpCOtpGNdaGqSdLSTVLiZSNvr+vusZZCNLozO4ZjcIzC5qjC5RmCwl6AYHUiKBUkxIysWkI1H7e+ycOSRJIkpU6bQ399PZ2fnfnvcTCbD4sWLmT9/Pvn5+fvtcYV/XyaT4cknn+T444+nuLh4qDfnqJVKpbj//vtZtGjRv1XtKux/6XSaP/7xj3zzm9/EZjvwE+kJe0un0zzwwANcdNFFOByOod6cQ4qmaXz9619HOYonWfwskrb31HXCfpBIJLjxxhvxeDz88Ic/xGQyDfUmHRUS6QQrmlbw+3d/z47ADi6dcilfn/h1cu25e607GNZ1r76BWNe7mDyjKJxxJ2ZPzQHfznQ4TM/KlWy8+Wbi3d14xo9n4m234Rg27IA/t7B/qZpKa38rK5tX8s6Od2joa8Af9dMf78dr8TKrYhZzK+dSk1tDji0Ht8V91I5392k0TSWTCpEe2E4q3Lzb0komGdw5QUMSTU2hZVJo2mDF2K5KOQZnUdx9zLd9tanubAHVA7nBgM6EJJv1yjhLHgZbPkZbkd5OaivCYCtENjho3Cbz+OOwdCk0NEA0CscdBxdcADNmQEkJeDwgy7sV/B1CNE1Dy8RIR9pJhVtIhVtJRZpIhVtIRzv1UDMT2xl0xtHUOJJixegox+SuxuSuxuyuxmArQjY69cpHow1ZsR0yk4gM6u/vx+v1EgwGs5MLCMK+DLbBapq2X3+Hk8kkX//61/nVr37FyJEj99vjCv++VCrFZZddxg9+8AMmTJjw+XcQDoh4PM7s2bN5/fXXxefxEInH45x44oksXboUr9c71JtzVEokEpxyyik8+eST4iTOJwzGUYqiHFL7kocKUWEnHDFiqRjvt77Pn9//M9sD2zlj5BmcM/aczwjrWuhZ8ytiXe9h8tRSMO03mNzVB3w7E34/HS+9RN0dd6Cl0+TPmcOYn/0MW2npAX9uYf+TJZlyTznlnnLOHXsu2/u2s6J5BSt2rKCpv4k3t73JPzf9kxG+EcwdMZdZw2ZR4i4hz56H3WgX/5gASZIxmNwYcidiyZ2YvV7TMqipMJl4L+lYL5l4D+m4HzXZj5oKo6ZC+mU6snMcN3Xn7KwqICErViSDBdlgA8WCYrAhmz3IJo9etWfyoFi8KOZcFPPOcd0+Q1UV/Pzn8OUvw5NPwuuv68Hd1VdDTQ2cc44+42x5ORQWgtV6aAV3kiQhGWyY3FWY3FXZ6weDvFSknVRoB6nQDpKh7aTDrWQSfajpCLGulXo1XjqGbHJidA7H7K7B5KnB5KpCseQgGx1626/RgaSYs88pCIcySZIOyFn9wQMPRVGQ5UMr0D5aZDIZ8TM4BAy+94qiiAqaITL4eSTLsvgZDBFZ1if8En8Hwn9KBHbCESGcDLNixwoeeP8BGvwNzK2cy4WTLqTUtXcIpmkqyYFG/OvvJtq+DJOnlvxjb8bsHXNAd+a0nTPBNv/jH2z7618x2u0UnXUWtddcg9HtFjuSRwBFVqjKraIqt4rzx5/Phq4NrGhawZr2NbT1t/HY2sd4ZM0jHFd2HMcPP56xBWMpchaR78jHpIgq3E+SJGVnsObG5Box1JsD6AHcmDEwejR84xvw0kvw4otQVwd33AH33ANz58L8+TB+PJSV6eGdohxa4d3uBoM8s7sK8+5BXiZJOtZDKrSd5M4lHW7W24mTA0Q6lhFqeg4tk8ZgL8bkGqGHga4qvZXW7N7ZtuxCNjo/NxAVhCOJJEnU1tb+22PpCfufJElUV1eLFsAhJssy48ePFyHFEJIkiXHjxmEwiP/DQ0WWZcaOHYvR+J+NYywIoiX2ABEtsQeHpmkMJAZYtm0ZD334EC39LcwbMY9Lp1xKbV4tsiTvub6aIt67jsDmPxJpfwuTu4a8yTdgLZh+QAOzTDxO/6ZNND3+OO0vvIC1pITy885j+MUXI5vNIqw7wg3EB3i/9X2WNy2nrqeO1v5WOsOdFDoKmVE+g6llUxmRM4JSVyk+m2+v31vh0BYIwJtvwiuvwMaNsG0bdHToVXcnngizZunVecOGQX7+oRvc/TvUTIJ0tEOvwhvYRnJgG+lohz4uYDJIJhFATQ7olXyuCozOSkzOCgzOCgwWvZJRMXmRTW5ko12fPOQAEC2xwlDTNI329nZyc3MxmY7eMUyHkqZpdHZ24vV6MYt9rSGjqirNzc2UlZWJ0G6IqKpKS0sLpaWl4mcwRFRVpbW1leLiYhGcCv8REdgdICKwO/A0TSMQC/DK1ld4ZO0j9EZ7WVCzgAsnXkhVTtVeO2ZqOkq0cwV9G+8nEdiIJXcSvjHfwVY484AdNALEu7vpWb6cHY89xkBdHa6RIxn+jW9QvGABkkHMwHg00TSNbX3bWNW6ig/bPmR733aagk2Ek2HGFoxlaulUxheOp9xTTomrBLdFVF4eSJqmkdEyRFNRosko0VSUWCpGIp0go2VIq2nSapqMmsneR5IkJCRkScaoGLEYLJgNZiwGCwbJTGOdjQ/es/H+KgP19RKNjRCPwzHHwMyZ+mVVFQwfro93d7j/ePVJLvr1MQdDO0iGdpAKN5OJ9+6c0KOPTCKAlolhsBVidAzD6BiGwVmO0V6CYsnBYM7FYCtCMe+/yX5EYCcIgiAIgiAc7kRgd4CIwO7AyqgZOkIdLKlbwlMbniKSjHDW6LO4YPwFlHvK9wo5MvEAodaXCdY9QDraha3oBHyjF2H2jT1gYZ2aTjNQV0f70qW0/vOfqKkUeTNnMuxrX8M3ZQqyOLty1NI0jXg6zvrO9XzY/iEbuzbS4G+gOdiMzWhjXOE4xhWOoza3luHe4ZS6S3GanSK8+y/EU3GC8SADiQH64/0MxAfoT/TTH+8nGA8SjAUJxoP0x/qJpCKkMimSmSTJTJKUmsoOSC+zcyweScFqtGI32XGanNjN+qXb4sZj9aDFXWxYa+fjD+10t9kY8Nvo7bRhM9o4ZoKNYyfaGDtGoaYGRoyAIylTUtU06Ug76cjgxBatpKPt+liE8d6dYV4ASTJgsJdg9o7GNeI87IUz99s2iMBOEARBEARBONyJxEA47CTSCTZ0beDpjU/zesPrWI1Wvjbha5wz9hxKXCV7rDs4Xl246QX6tz2BlkniqvwKntpvYHSUHZCwTtM0Ej099K5cSdtzz+FfvRr7sGEULVhA6Ze+hLWoCEkWLY9HM0mSsBqtTC2byrGlx9IV7uLjzo9Z37me+t56GvwNrGpZhdviZnT+aGrzahnhG8Fw73DKPeV4rV4UWbQ0fJpYKkZvpJfeaC89kR56Ij10h7vpifTQF+vDH/Xjj/rpi/YRSoYwykacZicOswOnyYnVaMVhdmCUjRhkAwZZr4TVNA0NLVuZl0gniKaitA60Zqv0QskQyUwSi8GCy+LCPcdNadJJoMuJusNJot/J6riT1e86yd/kYPwoB+Nq7ZTmOyn0uqgoclOS68Zush+2P2NZNmBylmNylgM7q/BSYdLRdlLR9p1hXjvpWBfpWBdqKgRqaoi3WhAEQRAEQRAOLSKwEw4bmqYRSoR4teFVnt30LB93fkxNTg1fHvdl5o2YR549b4/1M8l+op0rCDe/SLTjHRSzG1f1hbgqv4JiyT0g1UqpgQECH31E15tv0v3WWyQDAfJmzaL07LPJmzkTxWYTVVLCHiRJotBZSIGjgBMqT6Ap0ER9bz1berdQ11NHfW897zW/h8viotJXSaW3kkpfJeWecoqdxRS5inCZXYdtuPPf0DSNaDJKT1QP5LrCXXRHuukO71wi3dnvw8kwbrMbn82Hz+qjJrcGn82H1+LFZXbhsrhwmp04zU5sRhtG2YhR2RXYyZKMigoaaGhk1AzxdDzbShtNRYkkI4QSIQYSA9klFA8RToZRLF2YCxsIJ8OEE2HSaoZE0sqquJOV6x3YjU6KfG4qi9yU5nlwmT24zR68Njceqxu3RV88Fg8uswujYjxsPkskSUIxOVFMtZg9tWiaBlqGTKKPdLQTNR3D5D40JhURBEEQ/nPJZJJ0Or3X9bIs8+qrr7Jq1Spuvvnm7EyZ+0tXVxe/+tWvWLVqFd/+9re57LLL9lrn2muvZc6cOXzpS1/ab8+bSCQ455xzaGtr49e//jXz588/bP4nC4JweBGBnXBYyKgZGvwN/Gvzv3hp60v0RnqZN2Ie5445lyklU7Aad83CpqkZEsE6wi0vEm59hXSkHWveFBzDzsRRerI+W+F+/qeaicfp37yZrtdfp2f5csLbtmEfNoySM8+k+NRTcYwYgSxmBRI+gyRJmBQT1bnVVOVUceKIE2kKNtHob2Rb3zbq/fXU99TzccfHmAwmCh16yJfvyKfIWZSdbTbXlkuuLRefzYdJOTIGOlc1lVgqlm1f7Qn30BnupCvcla2k64320hvpxR/1E0lG8Fg8FDoLqfBUMK1sGoWOQvLseXisHjwWDx6rB7fFjcvswmKw7Nf3KZlOEk6GCSVDRBIRIqkIkaS+RFNRwokw4WR4Z3vuAF3Bfra399Mx0M62gY1ITQMYDCo2owO3xYnL4syGiS6zC7fFjdfqxWv14rP6siGk1+rFY/WgSMoh/XOXJAkkAwZrPgZr/lBvjiAIgvBfuueee3jyySdJp9M0NzeTm5uLy+WisrKSH/7wh8yZM+eA/F9Kp9N0dnZy0003MWfOnH2u09zcTDAY3K/PazKZuOeee/jFL35Bf39/dtgMQRCE/U0EdsIhTdVU2gfaeXnry7y9/W0+7vwYl9nFFcdewfya+VT6KrMzamqaSjraQbTjHcKtrxDv/RDF7MNTewmO0lMweUYiyfs3wEhHIvRv2kTPihX4V65koK4Ok9dL+Ve+Qv6cOXjGj8focokWWOE/MtgyOzJvJLW5tcRSMTrDnbT2t7IjsIPGvkZ2BHawI7CDlS0rUSQlG0S5LC69YszsygY4HosnW6HlMruwm+z6YrRjNVqHrDpvsMU0lowxkBwglAjtNb5cf7yfYCxIKBEikooQTobpj/cTiAUIxoIkM0m8Vi/FrmJG5Y2ixF1CsbOYXHtuNsQarKQ7WFVpJoMJn0EP0vb1mgESmYRenZeMEYxE6OyLEIyG6R0IsakhxEd1AbZ3+umQ+lAcfcj2PgyOVv1rYxKr0ZJt4R0M8xwmBy6zC5/NR44tRw9v7XqAm2PLwWPx7PfqBkEQBEH4n//5H6644gp6e3u5/vrr+epXv8q8efOQZZmtW7fy5ptvcuaZZ7Jx40a2b9+OLMvU19dTW1vL9OnTefXVV+no6GD69OlMnjwZRVEIhUK88cYbNDY2kpuby7x58yguLt7r/7gkSXi9Xux2O6BXv7300ks0NjYyatQoYrFYdt2GhgaWL19OX18fxcXFnHTSSfh8Pj788EMikQizZs3CYDDQ3d3NkiVL+NrXvkZ7ezvLli3L3mfu3LkUFRXh8/mwWq0IgiAcSCKwEw5JmqYRiAd4ccuLvNbwGpt7NhNKhJhdMZsvjf4Sx5Udh9fq3bmuHtRF2pcR7VhOIrABNdmPtWA6zoovYc2fimL27rfx6jRNIxUM4l+9mp4VK+jfsIHIjh1IRiOF8+ZRePLJeCZNwpKbiySmThf+S5IkYTPZqPRVMtw7nOPKjiMQC+CP+gnEAnRHumnpb6Gtv43OkF51trFrI5FkBJPBhNVgxWrctVgUfVZTk2LSl53rWAyW7IynZoMZs2LGqBgxKSaMyp7toYqkoMgKsiRnA3MJCaSd45VpKhktg6qqpDV9ptVEOpFd4ul4tmIulAgRS8eIp+P6korr3++8jKX021RNxWFy4LP6KHAU6OGcq4QiV1E2jBoMJd0WN0b50GwZHdymwffbZ4NSD4wtAU3TZ5TtqFJpnRCntTtC/fYoH2+OsGFtlM6+CKoSQbYFUBy9mL09eEt6sOX2oFm3EaGHjJrKTobhMDn2uHSaneTZ8sh35JNnzyPfnk++M588Wx52k/2QfL8EQRCEQ5/FYsFisRCLxTAYDFitVpxOJwDr1q3jpZde4vTTT+ejjz7it7/9LWeeeSZut5s77riD0aNHU1lZSW9vLzfeeCOLFy/G6XTypz/9iW3btjFlyhTWrVvHe++9x5133onFYvnU7dA0jWeeeYaHHnqIs846i7feeou6urrsybItW7YQjUbxeDy8/PLLbNmyhRtuuIG2tjaeeeYZJk2ahMvl4q233mLp0qUsWLCA+++/H0mSGD16NAMDAwQCAYqKig7K+yoIgiACO+GQomka9b31LG9azrtN77Kldws9kR6mlEzhS6O/xOTiyZR7yjEpJjQ1RSrcSqTjLaIdb5MMbiGTDGL2jMRRewm2wtkYnRXIinm/bFcmGqV/0yb61qwhuHYtocZG4l1dGF0uCufPJ3/WLNzjxmEtLEQWswILB4AkSZgNZgqdhRQ6CwFIq2nCibBegZbU2y/DiTCBWIDeaC99sT76on0EYgH6Yn0E40F9HLVkmEgyAoAiKbvCOFkP4wbHbVMkPZgbDOgkSdIvkZAkSQ/q2DOwG5yYQdM0VFQ9wFMzZNQMaTWdXRLpBMlMEgC7yZ5tVS2wF+CxerJtnzm2HLxWLw6TY9fMrGanPjuryZ6dFOJwJ0lgtULlcJnK4TZSKRv9/dDVpS+NjbBxo8aGzUk2bokRCEeJ2qMYrVE0Q4yUFMGZ24e3pgtnSTcmTxfxdDc94R34Y72omorVYMVm0mertRlt2WpLn9VHoaMwO57iYLu1z+rDZBCfZ4IgCML+4fV6+e53v4vb7aaxsRG/389vf/tb4vE4Z555Jps2bcLlcvH+++/zne98h9LSUiZNmsS3vvUttm7dyrhx4z71sYPBIE888QRXX301CxYsoLu7m1dffTV7+wknnEAgECCVSpGTk8Mtt9zCj3/8Y6ZNm8YDDzzA1q1bGTVqFK+//jpnnHEG6XSarq4uzjzzTObMmYPNZvvMwFAQBGF/E4GdcEjoi/axvGk5b29/m63+rXSFu+iL9lGdW82iYxdxXPlxlLvLsSgm0tF2BrpXE+t5n0SgjnSsEzUVwuQZhWfk5Vjzj8XoKEc2Ov6rqjpN00gGAgxs2kTfhx8SWLeOeGcnid5e0pEItrIyKi+5hJxp07BXVGDOzUUx//fhoCD8JwyyQW97tXqy12maRlpNE0/H9aq2TIJkOqlfZpKkMilSaio71lokGclWsu2+JDNJUulU9n6DQdtg8KZqehgH+kQMg2RJxiDtGf5Zjbuq+CwGCzaTDa/Fm62Isxqt2aq/wQpAs2LGZDBhMVgwKaZsYHi0MBohN1dfRo+GadMgGJQIBMz09ZnZvt3Dhg1QVwf19bBtm0aiIUlscxyTLYZsjqHJMdJSnJzCCAXDenAXdWLydaJJnUTVDjpD2wjGA9mfUXbZWZnpMDvIteWSb8+nwFFAnkOvzBscJ9FusmerLAVBEATh81RUVGCz2TCZTLjdbgoKCjCbzdnF7/eTTCZpaGjg9ttvzwZkpaWlpFKfPaN4f38//f39jBs3DkVRKC4uJi9Pn5QulUrx7LPPsmTJEjRNY2BggMbGRmKxGIWFhcyZM4fFixdz8cUX09fXx8yZM8nPz2fBggU8/fTTvPHGG4wePZpzzjmH4uLiA/4+CYIgwBEW2HV2dvK3v/2N1157DUVRWLhwIeeee272g/qTVq9ezZ///Ge2bt1KQUEBixYt4vjjj0fZ2caoaRoPPPAAzz//PJFIhClTpnDttddSUlJyMF/WESmUCFHXU8eGrg1s6NpAg78Bf9SPP+pHkRRmVsxkXuU8JhZNoMBsxRhpId7wDv2BjSSCW1ATATLJIEgKltxJOMrmY82bisFejGywfaGgTstkiHV1EaqrY2DzZvo3byba0kIqFCIVDJKORDDn5ZE3ezY5xx2HZ+xYrIWFGN1u0foqHFIkScq2sTrNzn2uM9geMhjAZbRMthJusKV1sL11cBmsnlM1VQ/otD2Duuzz71Z9J0n6MlipN1itp0iKvo2yEYNiEKHP55AksNn0pbhYb5895hhYsABCIYhEIBCQaGgws2WLmcZGN42NelVeKKQRaYSutUkMljiyMQFKgowUJy3Fsbr78ZV3YCpuR/a2EbO3EzR0EGEHaeIYFWO2TXrw0mTQW6XtRjs51hx8dn3iixxbjj52oE2fEGMwlBVVesLhoKGhgX/+8580NTUxf/58FixYkN0n/DSapvHmm2/y0ksvkUgkmDZtGuedd97n3k8QjlayvOfJt8G/lcHrNE3DYrFQUFDArbfeSmlpaXZdm832mY9ttVoxm810dHQwbNgwQqEQoVAIgO7ubh5++GGuueYapk2bxpo1a7jyyivJZDIAnH322Xz9618nLy+P8vJyCgsLMZvNnHfeecyZM4fNmzfz4IMPYrFY+OY3v7lf3xNBEIRPc8QEdoFAgMWLF7NkyRK+/OUvE4vFeP7550kmk1xxxRV7DQq6detWrr/+empra/nWt77F+++/z1VXXcUTTzzBmDFjkCSJv/71r9x2221873vfIzc3l0cffZSrr76av//975hEy+Pn0jSNaCpKV7iL1v5W2gbaaO1vpTnYzPbA9uwg8tFklEQmwaS8Wi6uPp4JniJcJLDHNyKvf4FgtA01HUPNRNFSUZAkzL4JuIsuxJJ3LEZHCYrJg2SwfW71jaZppAYGiHd3k+jqItraSqS5mWhzM9HWVjKRCOlYjEw0SjoaRctkcAwfTtGCBeRMm4Z75EiMbjcGpxPFsn9nlhSEg2nwd3cw2BMOL4Pts1YrDJ6TUlU9xItG9bHw4nGIxaCrS6KxEVpazDQ3m2lpgeZmaG+DeFwjYlDp35JEMSWRDAk0OYkmJcnIMWS7H8XTgcGtLyZfJyZvJ5KjA8kUQpK1PcY33ONr2Zhts7YoThyKF4fBi8Powmly4TC5cJnd5Dt8jCutpiK/YGjfVOGo19HRQSwWo6mpiTVr1jB//nwURdH3HVKpbHWPyWTCYNB3oZ955hkefvhhLrjgArxeb/bgXxCEL2706NGUlpZyzz33cMUVV5DJZHjrrbf4zne+g9H46fssubm5zJo1i9tvv50f//jHvPvuuzQ3NwNgNBoxGo00NjZSWFjIP//5T/x+f/a+I0aMoLa2locffphf/epXOBwOent7efXVV6msrMTlcpFKpfYKHAVBEA6kIyawa2tr48033+S0007j4osvRlVVUqkU7733HscffzwTJ07cY/1nn30Wg8HAlVdeSVVVFSeddBIrV67k4Ycf5tZbb0VRFG677Ta+8pWvcMkll2AwGKiqquK0007jrbfe4uSTTx6aFzpEBlvsBgeMHxwcPpwME0qGCCX0JRDtozfcSV+kk2Ckm3hyAFlNYlBTGLUURi2JUU0xWktSZLZR5LDhUVxY1CgWbRtOfweWoAHUNEk1hZZJgKZhdFViyzsWS844LLmTUCwFoJnQ0jLpcIpEtJt0NEpmMGwLhUgODJAKBkn195MMBkn09hLv6iIdiaClUqjpNGoqhZpM6t8nk0gmE86aGrxz5uAePx7X6NGYfT4MNhuKzYZs2r+zzAqCIOwvsryrCm+QpsGoUTB9OqRS+pJM6peJhN5i29Wl0NFhpbPTSk8P+P2Di0ZfIENwW4pILE1GSyEZ0khKCklOgzGK4vCjOHtRnD0ozl4Mjl5khx+DU79UbAFkYwoJGRkFeXBMREn/WpFlHBRxVvm3+MGXThu6N08QgFmzZjFz5kxuvvnmPa5va2vjrrvuYt26dciyzMyZM7n22muJRCI88sgjXHLJJZSUlGCxWBgxYoSYjVk4aplMJkaNGoXX681eV1hYyKhRo5Akifz8fGpra7N/I5WVlXuMCTd+/Hhyc3Nxu93ceuutPPjgg/z85z/HYrEwZcqUz61cVRSFa665hjvvvJObb76ZOXPmcPbZZ1NYWEheXh4/+9nPuO+++1ixYgUnnXQSoVAoGwDKssxZZ51FS0sL06ZNQ5IkDAYDXV1dPPnkk6iqysknn8zZZ599AN45QRCEfTsiAjtVVfH7/XR1dXHcccfhcDjQNI3Ro0ezZs0aWlpa9grsPvjgA8aOHUtRUVF2ZqN58+bx8ssvo6oq7e3tbN26lTPPPDP7eDU1NVRVVbFy5cq9AjtVVUkkEqTTaQCSySTJZHK/vs5UPMLqR35OfM26vW/Uu9MGv9SP0na7Udt1w5532ut6TR9Cfuf9s9HU4ONp2s4n0weTR9VAU1E0FY+m4tJUyjJ6i526s7VO0vTHkUH/WgNZ0lCIYSCOhISmqkRVlRgZwAiSEQkzaHY0VQYtipb5ALS1aOlH0NJ6ux47F03TQFWz12mqiqaqkMlkv9YyGbRMBjQNU04OloIC7GVl2CoqcFRUYKuowFZUhGyxoJhMyGazHtCJHW9BEA5TkgQGg7580s6PTTIZSKf1y90XVZXIZAyoqoFUCsJhCAahv19vww2FVUJhlXAkQyiSIZ7YuSQzJPwqsfYMiVSahBomjp+E3EdS7iNp6Ec19qMagqjmftIOC3Kh+6C/N4LwSYMt/LufmEsmk9x///3k5OTw0EMPEQ6H+dGPfsSbb75JYWEhPT09PP300+Tl5dHb28u4ceP44Q9/mK3AE4Sjicfj4frrr9/juvnz5zN//nwATj755D2OoRYtWrTHunfccUf265ycHH784x/z4x//+DOfM51O89hjj6FpGjNmzMDpdPLzn/98n+vOmDGDGTNm7PX8mUyGSCTCihUrOOGEE7LDH3k8Hr73ve/xve99b6/n/POf/8xHH33EiSee+JnbJwiC8N84IvYmMpkMgUAASZLIzc0F9J0up9OJpmmEw+G97tPd3c2kSZP2KKsuLS2lvb0dTdNob28nk8lQVlaWfTxFUSgsLKS9vX2vx2tqauJ///d/ef755wG9Ii0SifCzn/1sv71OLZMmsOZ9tDfbPnu9L3zj3qT/8A6Du7jyzmVfT6kBGSQyaCT3CBYlQAUSQHK36wbvqO15ObiG0ahXwNntGO12DDYbBqcTk9uNyePB6PVi9Hiw5OVhKSrCWlCAYrUiKcquxWBAVhQQZe6CIBwlJAkURV8+b5SHwfMjqrr71zKaJqNphuz1u6+rzxQM+kkjfdxDTVLRP+c1kFQ0SUWWJKxGMeuecGjy+/2sWbOGcDjMu+++C8DmzZtZvnw5Z5xxBr29vVx++eWcffbZ1NXVcc0113D++edTUVExtBsuCEcBr9fL1VdfTXt7O07nvsfs/Xds2bKFX//61/T19XHfffd9bpWsJEkMHz6cq666iuOOO04cOwiCcMAcEYGdtrPC6pNnRXcfvHRf9/nkh6ssy6iqPuPh4OXuH9iSJO2xzu5KS0v59a9/nT2jk0wmuf322//LV7YnyWDEO3suAevKvW9DQ5JkZEmC7EDvMkgSO6/ZmX3p1+8aEF6P1iRZRkbO3k+WlV2XyEiygkExYlCMyLIRSVJAlpAkA8gKkmxAknZeKiYk2bgz/Nq5DZKkHx3uXKSdwZi0MyRDkpAHwzNZ3nVpNCIbDHtcKmYzstmsX5pMSAZDtgpur+fZ/XIwjNt9XUEQBOFzDX6s/mcFx9Jul6JSWTg8JZNJUqkU3//+96mpqQH0fUifz0dXVxcOh4NZs2bh8XiYOHEiBoOBtrY2EdgJwkFgtVo54YQT0DTtv2pFr6mp4d5770WW5c+d2AJ2tc/+t88rCILweY6IwM5gMOB2u0mn0/T392evj0ajSJK0zw9er9fLwMDAHoMD9/T0kJeXhyRJFBTog193d3dTVFQE7Gq9Hdxh++Q25OTkkJOTA0AikcDlcu3f12myMu2rN6B9Ze/AcHf/eQz1GfeQdv9yX+vt4zrpi23FYLj4abd91vcifBMEQRAE4b+RSqUYGBggGo0iyzKBQACXy8WoUaNYs2YNU6dOxWaz0dXVhSRJDBs2jJqaGl555RVycnL4+OOPAURYJwgHySeLNb4og8HwH1Xo7a/nFQRB+DxHRGAnSRJerxev18uGDRuYOnUqmqbR1NREJpPJBm67Gzt2LBs2bCAajWYHRl22bBlTpkzJljkXFBTwxhtvMGHCBDRNo7+/n48//pirrrpqn9vwWd/vr9epGMTstIIgCIIgCPtbXV0dN954I3V1dQBs27aNyy+/nP/5n//h7rvv5tprr8VgMGCz2fj2t7/NlClT+M53vsM999zD8uXLUVWVSy65hMLCwiF+JYIgCIIgHAmOmMCupKSEqVOn8uc//5mCggLC4TBPPPEExx9/PGPHjuWvf/0r69atY9GiRYwaNYrzzjuPZ555hnvuuYfzzjuPV155hXfffZfXXnsNRVGQJIlrrrmGW265haqqKkpLS/nlL39JaWkpp5566lC/ZEEQBEEQBGE/qqqq2mM4E1mWyc3Nxel0cuuttxIMBtE0DbPZTG5uLpIkMWPGDGpqaohEIphMJnJzc0WLnCAIgiAI+8UREdgB5OXlsWjRIgYGBvjmN7+JwWDg4osvZtGiRdhsNvx+Py0tLcTjcQDGjRvHXXfdxU033cTvf/97ysvL+ctf/sLkyZOzZc7XXXcdkUiEK664goGBAU488USefPLJPaYfFwRBEARBEA5/VquVqqqqfd422MnxSYqiZIdREQRBEARB2J8kbV8zMhymPu2lSJK0x22fNRnF7q2sn/V4nyeRSHDjjTfi8Xj44Q9/iOnzpuATBEEQBGG/6O/vx+v1EgwG9/t4soIgCIIgCIJwMBwxFXbw2UHavm77vOBNDCYqCIIgCIJw5NI0jVgsRjwex2g0DvXmCIIgCMJRRVVVVFXF4/GI/GUfjqjAThAEQRAEQRD+XZlMhocffpjf/va3eDyeod4cQRAEQTiqpFIpqqqqePzxx7Hb7UO9OYccEdgJgiAIgiAIRyVZlpFlme9+97ssWrRITBghCIIgCAfR9u3b+dGPfoTBIKKpfRHviiAIgiAIgnBUMxqNWCwWFEUZ6k0RBEEQhKOGxWIRrbCfQZxGFARBEARBEARBEARBEIRDiKiwEwRBEARBEIRP0DQtezn4tSAcTJIkZStPRAWKIAgHnKaBquqXgxXnsRgkEvrXLteu64WDQgR2giAIgiAIgrAbTdNIpVIMDAyQSqVEYCcMCUmSMJlMuN1uMb6TIAh70jRIpyGRQIvrixpLkDFaSOcVkUmpyJvWI/l7IJHUl2QCKZmkd9rpJO0ezK2N5H74MoZwADmdQk6nkNIp+t1lbJh1JSnNQO07j1O09W1iZjebzruJySfnIM4fHDzik18QBEEQBEEQdqNpGh0dHUiShN1uF2PbCUMik8kQDoeJxWIUFxeLSVEE4RCz61zO4BeS/rW223W7ne/RJAmQkDQVVJVMJE4qECIdCJHpD5Ow5xDNG0Y6msDxxvMYutqQIhGkaBg5FkZKpVh59m8Iy27KP3qOicvvxRgbgEwGKa0vW0tP5pnpt6Ol0nz1ldupbHsHMpmdiwpqhkdPGc8Ot4cxzfV8fdWdeCOtoKpomoqGRnvOTO59/zLisoGLP65jWsc7+K3lvO5MMukkRGB3EInA7gBTVZVMJkM6nR7qTREEQRCEo0ImkwEQVVHCF5ZOp0mn05SWlmIymYZ6c4SjmM1mo729nUwmIwI7QTiABncZ9K5QDTUDWjqNlkqjqRppoxVVlTCEgxjiYaRMGimTRk2lScYy9JCHX84nHQxTuOJpDN3tEOyH/iByqJ9URuG5s/5COGXmuLfvYPbK32JKRZA1MCKTkYy8XXMV/xj7K0zxON9f8UdK+zehSQoqMmlkVEnhiYGb6TdrTG9Pk9vYj0WNkTRYSBncJI121vcWsnGDikGRWWWbS3P5cFIGG2mTjbTJSsZkJZFXgtcOYdc0nq16CsUog8UKVguyzYritLLAZsNkBuMlt7LRcAuSonGCz4AkaejBpHAwiMDuAFFVFVVV2bRpE88//7woYxcEQRCEgyQajQKIk2XCFzYY9sqyLMYOE4bUYHWnOAEhCF/M4LBsqdTOJamRicRRwxG0cAQtFqffUkBI9iAPBCjb/jZKKIgWCpMJhlCDIYIZOy9N+AnxhMRxyx9k5IanMEb7McZDmBIhTGqa94+5hVfGXItroJ+rlv0RW6yDpGwhKVuIyxZCJh+rV2tkDGCOVKHknIGkyGQMZj1MM9tpKpqJ2w22HCtrT/kJW4mQMVtRzTYyJitYLEzO8aJYwGo4k5WG01CsZoxmGbMZzGYoNcMPzGA0gtH4TQwGsovRqF/Oy17n27mALIOmqYTDYQKBXoLBIP39/QSDQdoD/QQCAWw2G8dOvWyof6RHFZEiHUA1NTVs2bKFxYsX77edPU3TGBgY4IMPPmDOnDkiCBwCqqrS2dlJS0sLxxxzjGiTGQKqqrJ161ZUVaW2tlaccR4CmUyGNWvWUFRUJNp0hkg6neadd95h0qRJuN1uESrsRtM0Fi5cKA5wBeG/dPfddzN+/Hjmzp071JsiCIKwF03TQ7hoVJ8bIRrVSAwkyHT1ovX0ovX6iSQNbPTNIR6HmR/fR3n7eyiRMFIkBtEYyZTEW6OvY13xQop6W7n8lZ/gCe/AmImjSQoJk4OodwybjT8hmYa8gBeDUkvE5SDqcxEzuYkYPWzPmYGmQcKZy9OzfofVkMLoMGNymDE5TSg2C7NzTJjMYDcsJGyej9FuxGQz4LRImM1QZoSTjGA0mjAaT0ZR9GBNUfZeZNmU/fo/3QXMZDJ0d3fT2tpKW1sbLS0ttLa20tHRQSAQYGBggIGBAcLhMAMDA4RCIeLxOOPHj+eyy0RgdzCJtOcAsVgsXHjhhZx//vkYDIb9diA1WLV34YUX8tBDD+FwOPbL4wr/vnQ6zdKlS3n88cd5+OGHsVqtQ71JR51kMskdd9xBIpHgpz/9KWazeag36agTi8W44oorOOusszj77LPFyYMhEIlEmDt3Lv/3f//HhAkTRGi6G03TiMfjeDyeod4UQfivnXfeeWzZsoVMJkMkEsHpdCJJErNnz+amm27C5/Nl193fwf2KFStwOByfGdg1NDTw05/+lD/84Q8UFhbu1+cXBOHItnsb6q4JSjVUFUhnyKgQjhkIhSDZFybWnyQWiJFq6SK9vYVMb4CPc+fSYRxGafsqLlj9PYrDrZDOoKkaqqrR7B3PhwvnYDDA5HfXYmp4EVVSSFg8ROwF9NuLCOMglYIuYymLJ99GSjYTsuQRM3uQTCYUixG7U8Jrgt6Kr6M6z8PpkbE7FZx2GatdYbJNxmoDu92CzTYDk0mvWtt9kaTBxZz9evB6+O/GhtM0jUwmkx2OK51Ok0ql8Pv9NDY2Ul9fT319PY2NjWzbto1IJIKqqtmZ0Ae/tlgsVFRUMGrUKMrLy6moqGDYsGGUlpaSm5v7X//Mhf+MOMI6QCRJwmaz7ffHVVUVs9mMLMtYrVYRFg2BdDqNyWRCURTxMxgiiqJgNBpRVRWr1SoCuyGiKAomkwmr1SoCuyGgqiqSJGE2m7FarSKw+4QD8T9YEIbCgw8+SCaTYfPmzVx77bUsXrwYu93O5s2bCQaDrF+/HqfTic1mI5VKMX78eAC2bt1KMplkzJgxaJpGfX09TU1NKIpCdXU1ZWVlewV8qVSKDRs20NXVRVFREclkMntbV1cX9fX1RCIRPB4PY8aMwWq10tjYSF1dHS+//DLl5eVMmDCBVCpFXV0dsVgMj8fDuHHjsNvtB/V9EwTh0DAYyqXTkEzqSyoFiYRGPA7RqETSH0LpbCXdFyIVCJHqHSDZ0kVH3MN75eeTTsMly65mXMtSnKk+AFJGGxFrHg3zyqF8GJrRRAfFdCtuojYvEXseEVsefZ4RSJL+/P+aegtLp/8vSZsHyWTEbAGbDaxWONYObrcHt/s0HA6w2wdvk7Ba9a8tFpBlC2D5t177gWh+GAzXIpFItmV1YGCAYDBIS0sL27ZtY/v27Wzfvp1t27bR39+P1WrF5XLhcrlwOp2UlZXh8/koKyujvLycYcOGUVZWRmlpKXl5eZ/ZQSY6Og4ucYQlCIIgCIIgCJ9B0zRSqdQBeWxFUT5zrDyXy5W9NBgMuN1uMpkMd911F3a7ncrKSsaMGcPWrVtpa2vjT3/6EwBPPPEEvb293HXXXaxZs4a7776boqIiUqkUPT09/PrXv6akpGSP53rzzTe5++67GTVqFAD19fXZ1vIPP/yQVatWkclk2L59O9OnT+eyyy6ju7ubUCjEunXr6O/vZ8SIEaxbt47Vq1ejqioNDQ3MmTOHK6+8UhzoCcIRTlUhHodwWF8iERjo1wh3R6GzE7m3C6O/C3OgA3UgzOt5F9BhKKOqfQ0LVt2EL7QDZ7IPazpExmBiS8WpbBr7VWRFIlA+no+sdoJKDgOyl4jJS9ziodU6hlgMmuxjeHrBgxhdVswuM1arhN0OTiec5tQDOLu9AIdDD95MJv1ycOw3oxFAOuRmQE2n03R1ddHa2kp7e3u2fbW7u5uuri46Ozvp7u6mt7cXSZIoKiqiqKiIiooKZs6cSWFhIXl5eeTn55Ofn09ubi65ubm4XC5xsvcwIAK7w5DD4eC4444TY6cNEUmSyMvLY+zYseJDbohIkkRFRQXJZFL8DIaILMuMGTOG/Px8cQA2RGRZZurUqTidzqHeFEE44vn9/gM2LuJVV13FRRdd9IU+S6urq/n+97+P1Wrl7rvv3uc6mUyGu+++m1NOOYXTTjuNdDrNDTfcwLPPPstVV12VXS8cDvPoo49y1lln8bWvfY0dO3bw6quvZm+fPn0606ZNw2Aw8N5773Hrrbdy+eWXM3nyZIYNG8Y111xDcXExiqLgcDiYOXMmBoOBDz/8kB/96EdcdtlloiJeEA5Du3/s7d7CGo9DXx8E+jQCfSrdnRq97Ulob8PZ2UAkaWRtzjzUjMaly7/DsM7VGNJxjOk4pkwMWcuw/rzpxMtLsSSdBMvH0WWcTo+tgi5TKX1SDkHJR1+XXqn2ctkVmEdomN1mvPlGcnIk8tww1g0eD3g8JiwWEybTrskVBhd9zLcDU/H2RQ3+PxlsSR08MdTe3s7mzZvZtGkTW7ZsYevWrQQCAaLRKLFYjEgkQjwex+VyMWLECCZOnEh1dTXV1dWUl5fjcDiw2WzY7XZsNlu2C0Psrx+eRGB3mJEkiYKCAq655hpMJtNQb85RSZZlRo8eTV5eHkb9VIxwkCmKwty5c1FVVQTXQ8RoNHL++eeTk5MjQtMhYjKZuPrqqykuLhY7YYJwECSTyQMS2GUymS983zlz5uByuZAkaa/P4sFt9fv9NDQ0sH79eu677z5Afy3l5eV7rO/3++no6GDu3LnY7XbGjBlDaWlpdhs//PBD/vznP9PR0UF/fz+NjY1Eo1EURUGSJIxGY3a4ig8++ID/9//+Hz09PUQiEdra2uju7qasrOwLv1ZBEA68T86omkzqwVx/UCXQmSDUGaW/I0JvS5yGVDmhpJnSzg+YW/dHjg2sIT+8HUMmSdpgZtvweXR8eS4qMklPAX3xSvzuSvrcw+nzjKDXWUG7vZqYH3qkiWyYOB6jUcLukHA4JfJzYHyhRE7OYCDnwOPR21d3jQWnb/fuu0GH6i5RJpMhGo1ml0gkQnt7O3V1dWzatIkNGzZQX19POBzODndisViwWq3k5+dTW1tLTU0No0aNYtSoUeTn52MwGLJh3O6LcOQQgd1hRpIk7HY7kyZNGupNOWpJkkROTg45OTlDvSlHLVmWswcRwtCQZZna2tqh3oyjmqIoTJgwYag3QxCOCjk5OaxateqAPPZg4PVFWCy7xlEym83EYrHs936/H03TMBgMGAwGfvnLXzJjxox93nfw/kajkWAwCEA8Hs8+nt/v58477+Tss8/mlFNOYcuWLfzP//wP6XQ6u+2DAeHAwAA333wzl112GfPmzWPHjh1cdtllpNPpL/QaBUE4MDQNMhl9htVwGEIhCAbB36vR263SF5TpD2rk1r2Dp3UD9kAbOaEdVESb8CXaeexLT9FbPpnyVJRCuYtkTjFbSicQNOXjt5TQ6hlLX5+GKsE/Jt6KJskYjfpYcHY7uFwwxQM+H/h8Eh6PjMOht7A6HHpl3OGaPWUyGfr7++ns7KSjo4Ouri46OjpoamqiqamJ5uZmmpqaGBgYwOfzUVBQQGFhIaeccgqFhYV7jCtXXl5OTk6OCOKOUiKwEwRBEARBEITPMDjBy6Fs1KhR/OUvf2HNmjWEQiFWrFjBjBkzcLvdnHTSSTz22GPZA7+tW7eSk5PDxIkTs/fPyclhwoQJ/OlPf8Lj8bBq1Sq2b98O6JPcDE66lUqlWLZsGX6/H9AneJFlmfr6etxuN+l0mmQyidFoJJlMsnTp0j2CREEQhoamQSwGfj/09kJ7O3R0gL9XhY4OfN11eLq24Ouuw2Ev4uOp14KiMH/z4xyz8a9kFBMB7wj6Cqqo98xA9nkA2GKfzNYJdxLFRsLiIWO2YjLL5ORAVS54vZCXp1fKuVx6WGex7Bo/7nAO5kA/WREMBmlsbKShoYH6+noaGhro6urC7/fj9/sJBAKEQiHy8vKoqqpi/PjxnHvuuYwYMYK8vDx8Ph8+nw+v14vD4RAdREKWCOwEQRAEQRAE4RBnMBjwer3IsoymaXg8nj2G5pg9ezannXYaV111FaNHj2bWrFnY7XYUReEHP/gB9957L9/73vdIJpPU1tbygx/8YI/HNxqNXHPNNfzyl7/kwgsvZPbs2YwdOxabzUZ+fj7f+c53uPvuu/nrX//KnDlzqKmpQZZliouLueCCC/jFL36B1+vll7/8Jddffz2/+93veOihhzjjjDMoKSkRB6CCcIBp2q6qucG21mAQOto1OtsyNDUk6W5NEemLE5JcpBQrtf2rOHvldRT0bUGWVCQJZDSay2fRaAoQthXw4dRvs27iJQRc5QykbIQTRmJpI5kBM6YkOJ1O8iqdTKmA/Hx9yc3VAzlF2bUMdu0fLuHc4LhymUyGVCpFKpUinU4TDAapq6tj48aNbNq0iY0bN9La2oqqqtn7ALjdbkaNGsWpp57K2LFjGT16NAUFBZhMJoxGIyaTKdvSKgifRtIOxGAcgiAIgiAIgnCIU1WVBx54gFQqxZVXXpkNlRKJBK2trZSXlx8y49UO7rJ/sgV19zapfe3WS5L0qWPvfbLF6rPW+yK3fd7zCZ8vmUzS0tJCWVmZGL9a2Esmo1fNRSJ6S2t3N7S1QWcntLep0NSEq30Lvv5tjIh8TEV4A8WBjfzrzAfYNOrL5PVuZs5bNwMaPb5aOt0jafeMosdVRdxgJ52WUFUNkwmsVr1KLj8fiouhoEAP5nw+vVLukw63P/fBNtZgMEh/fz+BQICenh527NhBQ0MDW7dupbGxkY6ODiwWCx6PB4/Hg9frJTc3l2HDhlFdXc3IkSOprq6mqKgIg2HP+ijxGbi3bdu28d3vfpenn376kK9kHwqiwu4wkkgk+Mc//sFTTz1FNBpl6tSpXHHFFVRUVAz1ph1xMpkMDz/8MG+//Tatra04HA6mT5/OxRdfTFFRUXadDRs28NBDD7Fx40aKioq48MILOf744/caF0b477W1tfHAAw+wZcsWrrjiCk488UTS6TRvvfUWixcvpqmpiaqqKhYtWsS4ceMOmQOsw10ikWD16tUsXryYrVu3YrPZOOecczjrrLPwer1omsaLL77I3//+d1pbW6murubqq69m1KhRoppiP1FVlZUrV/LEE0+wefNmLBYLs2bN4pJLLsnO0qtpGo8//jhPP/00gUCAsWPH8qMf/Yjy8nKxcygIR4hP/i3v62/70/7e/93Pgc9a74veJgjC/qNpejjX2wtdXdDaqre2BnrTSB0duNs2IqVT7CibDVYbc7qe4+SVv8CYiRP0VOD3VfPxsIvpd5ejadBmHcFj0+6hX/KgSgqyrI8xl5MDlbl6OFdYKOHz6e2sTqd+++FcFKZpGvF4nM7OTlpaWmhtbaW9vZ22tjY6Ozvp7u6mu7ubzs5OAoEADoeD0tJShg0bxsKFCyktLaWkpISCgoI9FhGoCweCCOwOE+l0miVLlvDrX/+aSy+9lLy8PP71r3/xi1/8gnvuuQen0znUm3hEyWQyvPTSS0ybNo2zzjqLgYEBnnjiCRobG/nDH/6A2Wymvr6e3//+98TjcS6++GLWrl3LPffcg6IozJs3b6hfwhElEonw9ttv8+yzz+Lz+bLj5ixfvpz77ruPsrIyLr30Ul5++WX+93//l1tvvZWampoh3urDXzqdZtmyZdx7771MmDCBU045hXQ6TW5ubvbg7PXXX+fOO+9k6tSpLFy4kH/9619ce+21PProoxQUFIiDuP1gzZo13HvvvXg8Hr71rW/R39/PI488gqqqLFq0CJ/Px5NPPsltt93GxRdfTHl5OY899hiXXXYZS5YswWw2i5+DIAiCIBwmBgtWB1tc02l9rLnmZo2GrdDUBP4+iUw0QW3nMmq73qa04328kVbsmQGCOVW8UDmcHt9oOkbM4lXbbXTljyVizSOEE3/SQTBpQ2sCi8WELy+HY0ZASYm+5ObqM7GazWAy6e2sh/puxGCV72BL6uCiqio9PT3Z6rj6+nrq6+tpbW0lHA4Ti8WyE+wkk0lycnKora1l1qxZjBw5ktraWoqKirDb7djtdmw2GzabDYPBIPathINCBHaHiWQyyYMPPsgJJ5zAokWLMBgMlJaWcv311/PWW29x+umnD/UmHlGMRiN33nknTqcTs9lMKpXC7XZz44030tjYSE1NDevXr6epqYnrr7+e6dOnM23aNH75y1/yzjvvMHnyZLxe71C/jCNCJpNh48aNLFmyhHPPPZc1a9YA+t/EW2+9hdVq5ZJLLmHkyJGMHTuWK6+8klWrVlFaWorNZhvirT+8NTc388ILLzBmzBiuvfZa7HZ7dofIaDSiaRrPPvss5eXlXHTRRVRUVHDssccyf/58XnvtNc477zxxtnE/aGhoIJVKsXDhQubNm0cmk8mOnRIOh/F6vfzpT39i3rx5XHzxxTidTsaPH8+xxx7Lq6++Kv4/CIIgCMIhTtP0ceficb3Fta8PduyAHTs0dtQliLX3IfcHKEw0keNzkBl5PFZHgguW/BBLPEDS7GIgp4iG0nNpKp1Fr62cWFxiq2sK642TSaQkjBo4nRJl+TC3CoYN01tbvV49lINdwdyhnEVpmkYymSQWixGNRonFYsRiMYLBIM3NzdlgrrGxkcbGRoLBIGazGYvFgtVqxWq1Yrfbqaqqora2ltraWqqrq6mpqSEvLw9ZlpEkKbuAqCIWho4I7A4Dg2W7H374Id/61rdwuVxomkZFRQXDhg1j3bp14oBsP5MkiZKSkuz3sixjsVhQVRWTyUQoFKK+vh6fz8eUKVOwWq1UVlZSVVVFa2srPT09IrDbT9ra2njsscc49thjGTNmDGvXrgWgu7ub7du3Z//ZWq1WxowZQ1lZGZs2beLUU08Vgd1/qbOzk02bNlFdXc3ll19OT09PthVz5MiR9Pb20tDQwOmnn05JSQkWi4Xhw4czduxYPvjgA8455xwR2O0HeXl5xONxduzYQTqdJhAIsGXLFiZOnIjdbqejo4OtW7fy/e9/H6/Xi8FgoLq6mrFjx/L222+L/w/CEcHv97NixQpaWlqorq5mzpw5e411E41GefXVV2lsbMxet2DBAkaOHCkOtgRBOORo2q6JIbq7oaVFX9rb9e9tgVYqmt5iengjVaGPKOrbgCPSxUcTLmHJ2ONJGVy8NedGEiYXHe6RdBtLiKUNaJoEMXA4IL9Ab2ktLdXDudxc8HgOn6q5RCJBb28vfr+fnp4eenp68Pv9dHd3097eTkdHBx0dHbS3t9Pb24vJZCInJ4f8/Hzy8vI4+eSTycvLo7i4mOLiYkpKSigpKclWzYn/DcKhTgR2hwm/308ymaS4uBjQAyWTyYTb7aanp2eIt+7Ipmkafr+fBx54gGOOOYbhw4fT3d1NIBDAbrfjcrkAUBQFj8fDtm3biEQiQ7zVR4aBgQGWLFlCIBDg0ksvzYZ1AKFQiEgkgtvtxmq1AvoMejk5OQSDQVKp1FBt9hEjEomwcuVK+vv7ufjii8nLy+Pvf/87d955J9dddx2aphGNRsnNzc0Gc7IsU1hYSGdnJ6qqDvErODLMmjULv9/PnXfeyS233EImk2HhwoVceOGFeL1ePv74Y1KpFMXFxdmZxmRZprS0lNbW1iHeekHYP1paWli+fDlNTU2sXbuWqVOn7hXYhcNhHnroIcaOHUtVVRWSJIkBrAVBOCTsPi9LKqVPCtHYqLFliz4OXTAI1oEuhvV9RKZ0Mi5PPiODGzlz8404Q+10Fk5i86hzaS+eQnf+OFRVr8R73XceiQQYkuCywMgqKC+H0lLIy9PHnLPbwWg8NAK6T5ugJplM0tHRwY4dO9ixYwfNzc00NTXR0dHBwMAAoVCIgYEB+vv7CYfDANlx5caPH8+ZZ55JRUUF+fn5uN1u3G43LpcLl8uF0+kU4yoLhy0R2B0mBvvwPznt838yM5fwxQwMDPDLX/6Svr4+fve736EoSnZMhN1LpUH8PPandDrNunXreOqpp/j973+Py+XaayY8TdP2+hnIskw6nRY/h/1A0zSsVivz58/niiuuQJZljEYjjz76KBs3bmTkyJEA2daBQbIsi7BuP2poaOCFF15gypQp/PznPycQCHDffffx5JNPcuWVV6Kq6j7/P4ifg3AkGTNmDL/4xS/417/+xWuvvfaZ606dOpVjjjkGm822zzF+B/9/ANm/H0EQhP1tsM01lYJEQq+e27gRNm2Czk4NbSBMcWoHk/1vMmrHi5R0fogiaTz7pYdpKFiAv3AsSxfeS6+vlrA5h5RsJpQwMRCW0Fr1CrqaGhg9GioqoKhIH3tOUfZucR2a16+RyWRIpVIkk0lSqRSpVIru7m62bNlCfX09DQ0N1NXV0dLSQjKZ3LnNu9pRjUYjRUVFjBkzJtu2OmLECMrKyrBarRgMBhRFwWAwYDAY9tonFYTDnQjsDhM+nw9Jkujt7c1el06niUQi2VlLhf0vEonw05/+lLVr17J48WLKy8sBMJvNuFwuOjs7icVi2QqvcDiM0WgUs8TuB4n/z959h0dVpm8c/57JTHrvlQQILfSOSEdpiqBIsbsidkHWhm3X3stP1wIKwqqsFSyAiIogTUAQ6S2EFlp6TyaZmfP7YzazsqCiG8gA9+e6ckHOnDnzzEwmk3PP876v3c769etZsmQJ55xzDoZh4HQ6sdvtfPXVV4wcORJ/f3/Ky8ux2+2eLoqioiLi4+O1Smwd8PX1pUGDBqSmpnoe36SkJAzDoKSkhLCwMPz8/DwdjbVddvn5+URFRR0TIMmfs2DBAkzT5Prrr6d169aeuVumT5/OxRdfTHR0ND4+PuTl5eFyuTyPe05ODi1btqzn6kXqhs1m83z9Gh8fHxo2bMg///lPZsyYQUxMDDfffDNt2rQ56gSuvLyc5cuXc+jQIUzTZOXKlXTq1OlU3I0zksPhYOvWrWRmZpKQkEC3bt08lx0+fJisrCw6der0m1MkOJ1Odu7cyfbt2wkLC6NPnz6noHL379eOHTsSHR1dp8ctLy9n3bp1tGrVivDw8Do9tni32pCutBTy890LROzcCbt3m5QfLMG3NA9HfDJRUb70zppM38V/p8YWSHFYKvsb9eZgfAcKIhvjcMJhnyT2xyRRUwNmhTugS0qBno2gcWN3F11EhDuUq++MyjRNysvLKSws9Hzl5eVx6NAhdu/eza5du9izZw979+6lpKSE4OBgwsLCCA8PJzw8nA4dOhAbG0tKSgqpqamkpKSQkpJCgwYNPOdZImcjBXaniYCAAFq0aMHy5csZNGgQpmlSXFzMzp07GTp0aH2Xd8apnTfwrrvuYsWKFXzyySc0atTI8wd/aGgojRs3ZtmyZZ65pPLy8sjKyiI2NrbO//A7GwUEBDB69Gi6d+/u2bZ27Vr+9a9/MXjwYEaMGMGbb75JVlYWBw8epGHDhhw4cIA9e/bQs2dPgoKC6rH6M0NERARJSUkcOXLEs62goACA4OBgz5wgmzdvpri4mKCgIMrKyvjpp5/461//itWqt5i6UFVVhdPpxGazeYZ0+Pn54XQ6MU2T5ORkEhISWLFiBeeeey5Wq5WSkhJWr17N2LFj67l6kVMnJCSE8ePH4+fnR2VlJVOmTGH69Ok8/fTTR53wOZ1OioqKyM3NxTRNSktL67Hq3+d0Opk6dSqFhYVcddVVnjl2165dy6xZs+jVqxeDBg2qt/qysrJ45plnSE1NpXPnzkddVlFRcUJTJBw4cIAXXniB8PBw2rdvfzLLPcqdd97JlClT6vzvNofDwcGDB7Vi/VnENN0hXXY2bN8OWVlw8KBJdUkVSbk/0+7IStKLfiLAqGJxwsPk2jLITu7Giu53kxPbirzo5uSGNqaoOpCKCjBzIDDQ3TWXmgoNG0J8PERFuYe41nfnXHl5Ofv37ycrK4u9e/eyb98+Dh48SE5ODrm5uZ5/TdMkPj6eBg0a0KJFC84//3wSExOJi4sjKiqK6OhooqOjiYqKIjAwUB/2ivwXnU2dBmrnq7vuuut46KGHaNWqFUlJSZ5hggMGDKjvEs84DoeDO+64g/nz5zNz5kyCg4M5cuQIPj4+hIaG4uvrS8uWLQkMDOSVV17h+uuvZ+HChWzbto2hQ4cqsKsDhmF43sRrlZSUEB4eTsOGDWnUqBHnnnsuL774IjNmzGDw4MHMmDEDl8vFOeecowUn6kBqairdu3fnk08+oUmTJiQkJDBjxgxCQkLIyMjAMAwuuuginnzyST744AN69+7N5MmTsVgsXHjhhepyrCPNmjVj7ty5vPvuu1x22WXk5+czefJk0tPTCQsLwzAMrrvuOp566imaNGlCRkYGjz32GLGxsVx88cX1Xb7IKePr60vDhg093/fv359//OMf1NTUHBXYhYaGMnLkSM/0FtOmTcPhcNRHySfE5XLx9ddfs3r1atq0aUNiYiJOp5NPPvmEmTNnEhgY6Pkw1+Fw4HQ6ATxDxcAd+tXex9rhY7Wd606n0/P/2qkP4NhVEWuPYZqm5ximabJz506qqqoYN27cMaM+GjRoQEJCAn5+frhcLhwOh+e2aoe7GYbBnj17KCwsZMKECaSnp3uG0tXW/Mv7UlNT4zlGbS2GYeByuTyLg9U+Fv99f2s7lE3T/M0PlVwuFzU1NZ6pN2rrrD1ubTdz7XFdLpfncXe5XPj7+zN06FBPV2Htfa+dTqX2eLX3pzbQrB3WJ96tdhS9ywUOhzuc27ABNm82yTls4sIgwq+S7pun02Hre0RUHMTPXgyGhW3NLsJl+GAC+5O6sT++M8VVfhQVGZiVEBkJ7dpBy5bukC401D3M9VTOQVc7bUDta6qmpobs7Gw2btzIunXr2LBhA/v27aOsrIyqqirPl81m8/wdcskll5CRkUGDBg0IDQ31rM4aEBCAv7//MVPaiMjx6R3hNGG1WrnyyivJz8/nzjvvpKysjPPPP5+XX35Zq5GeBE6nkzfffBOA3r17e7anpaXx2muvMXjwYNq1a8c999zDY489xuDBg0lLS+Puu+9m4MCBegOqA8d7DP97vsDBgwdTWVnJCy+8wEsvvUSbNm144okntCJgHQkLC+Oqq67Cbrdz1113UV1dzQUXXMCECRNo0qQJhmFwySWXUFZWxksvvcTf/vY32rZty4wZMzRUvw5deOGFOJ1OXnvtNaZMmUJgYCCDBw9m0qRJJCQkYBgGN910E6Wlpdx7773k5ORwzjnnMG/ePAICAvRakDOCy+WiqqoKu92Ow+GgoqKCwMBAqqqqyMvLIzU1lerqasrKyggKCqKmpoZt27YRGhp6zGTjvzxR/EMnjbVj3f5b7Xg0w3Bffrw58SwW9+X/fQzDcF/2O4KDg2nVqhVLly6lb9++7N+/n5ycHNq2bevZJy8vj+eee441a9bg4+ND7969ueOOOwgMDOT111/nq6++ory8nPT0dO677z4aN27M3Llzeeutt2jdujUrV64kODiYp5566pjh9FVVVXz00Ue89957lJeX07x5c+6++278/f155JFHyMrK4vLLL2fChAmMHj3ac71FixYxbdo03njjDTZt2sSLL75Io0aN+OmnnwgJCWHSpEk0bdqU++67j+3bt3Pttddy0003ccEFFzBlyhSWLl2KxWKhd+/e3HLLLZSVlXHPPfcQHx9PZmYmHTp04MiRI1gsFoqKiggPD+eOO+7g888/59tvv8XhcNC6dWvuu+8+4uLi+OGHH3j44YepqamhT58+nsnrf8npdDJnzhymTZtGUVERERERPPHEE7Ro0YIlS5bw9ttvs2/fPhITE/nLX/5Cv379+Prrr3nuuefIyMhg9+7djB07lvfee4/HHnuMjIwMVq5cydSpU8nMzCQuLo6rrrqKQYMGsWXLFp5++mkOHjxISEgI11xzzVGPn3iX2lVdS0vdK7lu2QIbN5ocya4hsDSHBsZ+mljyyGx+IRbTl9Ti9fiblexJ68OOJkPY3ag/pdYIqh0WqosNKipsWK02YmKgWzd3SJeaenQH3al4CzdNk8rKSoqLiykpKaGwsJAdO3awfv16fv75ZzZu3OgZSREcHExwcDAhISG0aNGCVq1a0aJFC5o3b06jRo08YfR//54VkT9Hgd1pwjAMAgICuPfee7n33nuPuUzqlr+//+8O37BYLPTo0YMFCxacoqqkV69e9OrVy/O91Wpl1KhRjBo16qj99JqoG4ZhkJCQwEMPPcRDDz10zGW1/15zzTVcc801x71c/ne+vr6MHDmSkSNHHnPZL5+He+65h3vuuee4l4uc7o4cOcIrr7zCxo0b2bNnD48//ring2nq1KlMnjyZw4cP884773gmOT906BBXXnll3c0ru3s3zJx57PamTaH2fehf/4I9e44O7QICYPBg99l4bi5Mnw7/nlyd5s3hOK/t4+natSsbN24kJyeHDRs2eIbGgjvQ/Mc//oGvry9vv/02drude+65h/nz5zNixAi6d+/OxRdfjGmavPTSS/zzn//k0UcfxeVykZWVxdixY7nlllt4+umnmTlzJk8++eRRt71+/Xo+/PBDJk6cSPPmzXnllVeYNm0ajz/+OJMmTeKDDz7ghRdeIC4u7qjr1XbK1f5/9+7dXHTRRUycOJEpU6Ywe/ZsHn30UR555BEmT57MY489RnJyMm+99RY1NTVMnToVu93Oo48+ynfffUfnzp0pKCggJiaGV199lfDwcO666y62bt3Ka6+9RlJSEvPmzWPjxo384x//ICAggOeff5433niDCRMm8OSTT3LxxRdz4YUXMm/ePM8k979UVlbG22+/zejRoxk0aBA5OTme1c9nzpzJsGHD6NWrF4sWLWLmzJk0b94c0zQ5cOAAt956K48++ii5ubmeDsAjR44wc+ZM+vfvz9NPP80PP/zAzJkzadWqFV988QVJSUm8/PLLVFVVeXWn59nMNKGwEPbtgx073F8HD7jwL82lQcHP9CxeSfrh5SQe/JGSkGT2NjkPhy2A5d3vwWHzpzAwiYoKg6oy97GCg92LRKSnu78SE92ruZ7KDrry8nL27t3L3r172bNnD5mZmWRmZpKVlcXu3bsxTZOkpCSSk5MZPHiwZ0XWhg0bkpaWRlJSkj4UFDkFFNidZvRL8dT5vcdaz8Wp99+PuZ6Dk0+vg/p3Io+xngc50wUHB9O3b1/OPfdcwP0z37hxY8LDw5k4cSKBgYEkJSUxfPhw8vPzsdlsJCcn07Bhw2M67P60Xbvgb387dvvQof8J7KZPh+++O/ryqCj37PAtW8KRI/DYY1Be7r5s+PATDuxSUlIoLy9n7ty5HDx4kPbt21NUVAS4p4xYtmwZpmmybds2wL3C9PLly7n00ktxOBy88MILnkUgwsLCPKvjNmjQgAEDBhAUFESnTp2O+0Hkzp07SU5O5txzzyU0NJQhQ4bw9NNPY5om/v7+WK1WgoKCfnNhCXCPVOjbty/Jycm0a9eOzz//HKfTib+/PzabjaCgIKqqqlizZg179+5l27ZtGIbB5s2bSUhIoFOnTgQEBDBs2DBSU1M9v/sGDBhAq1atMAyDr7/+mi1btvDAAw8AkJ2dTXh4OJmZmRQVFTF69GgiIyMZMWIE//d//3dMjf7+/qSnp/Phhx9SXFxM//79CQsLY/fu3XzzzTccOnSIDz/8kLKyMrKysjzPQcuWLenZsyfR0dFHde7l5uby3XffkZWVxWeffUZFRQXr16+nsLCQxo0bM2XKFN566y0GDBhA586dPcNwpf7U5u0Oh3tl159/hk2bTA4fdm/394cky2EGbXqQxnsWElx2mCOxbVjZ9Q72NeiBy2LFNCHbP53CQnAVQVgYtG79ny66iAh3cHcyp2z75QrYLpeLzMxM1q5dy9q1a9m0aRM5OTnk5eWRl5eHj48PLVu2pFu3btx4442kp6d75paLiooiODi47n6XisgJU2AnIiIiIl4tJCTkV+fsjY2NBdwryf73ogd1qmdP99n7f/tlB98HH4DdfvTlFgvUrhTavLl7RvraE+k/sPqhj48Po0eP5oYbbqBp06bccMMNLF26FHAPWa2urua2226jefPmnutERUWxZcsWJk2axGWXXcbll1/Od999d1QoFxIS4pno3WazHbfrzOl0euZrA3fnb23n3B8RGBjoOem3Wq2eLrRfqp2H78orr+Scc8456r64XC4CAwMJDAw8KtT65Xy3paWlDBs2jIsuusizLTg4mLy8PM+8c+BevOd4E9z7+vry+OOPs3r1ahYsWMBf/vIXJk2aRHh4OI0bN+bOO+8kKioKcI+2SE9PZ//+/QQFBR23m9PhcBAfH8+ECROOmi6iSZMmtGrVioyMDBYtWsS9995L3759eeCBBzSPXT0xTffLt6QEtm6FH36A3btcGJUVJPjmcf7BBbj8/NnaaiQWWwClYclsazaMja2vICe6BdWGP9XYKCkwqKx0d8116gQdOrhXdQ0JAav15K3qWjv3XFVVFRUVFRQVFbFy5UoWL17M8uXLPfNx+/j44O/vT+vWrRkxYgRdunShbdu2BAQEeFbjrp0bUkTql94NRERERER+j7+/u1Put8TE/PblNhv8YijrH9WhQwf69OlD8+bNadCggWd7dHQ0rVq1YsOGDfTq1YvAwEDy8/OxWq0cOXIEm83GeeedR0BAAIcOHTpuKPdbUlNTmT17Nlu3bqVhw4YsWbKEFi1anJSOm7CwMJo0acK+ffsYOnQoISEh5Obm4uvrS1VV1XGv88tgoXfv3qxevZorr7ySqKgoiouLcTgcpKWlYbPZWLRoET169GDx4sXHncPObrdz6NAhWrZsSdu2bbHb7axbt44rrriC0NBQiouL6dChAzU1NRQVFf1uqBEZGUlsbCxFRUV07doVl8tFXl4ehmFw8OBB4uPjueGGG0hMTOSDDz6grKyM8NqAV04JhwOKimDvXli3DrZtg6ICJ3ElO+ll/5nmBxbSdOdcbNXlbMm4lMxmF1AZEMXiPg/jdBlUVhrYy93HCQ6GVq3cnXTNmrl/JZzsLjqHw8Hhw4fZt28fmZmZrFu3jjVr1rBu3Tp8fHxISkoiKSmJnj170rZtW9q0aUPbtm0JDQ09eYWJSJ1QYCciIiIichowDIOnn34ai8VyVFBktVqZOHEizz//PHfddRdWq5XAwECuvvpqMjIyaNiwIffeey9RUVGUlZX94Q6uDh06cO655/LMM89gs9mwWCxMmDDhpHSCBQQEcMUVV/D6669z7733YrVa8fX1ZezYsSe0oNEVV1xBdnY2DzzwADabDX9/fwYMGMCIESO45ZZbeOONN/jkk09ISko6prsP3HPYffzxx2zdutUzB9+IESNITk5mzJgxfPrpp8yePduzIua4ceN+s57ExEQuu+wyPv30U+bNm+cZrn3rrbfy7bffsnz5cgzDwG63c+mllxIcHPynHzv5YxwO99SUmzbB5s3uhSQMA/z8ICXGzhWLx5N8cBVV/uHsaHIBe9L6cCihA3a/MKrsBiUlBjU17pAuIwNatHCv7Bob6873T2aDWnV1NZmZmaxatYq1a9eyc+dOdu3axf79+4mJiaFt27b89a9/JSMjg7S0NNLS0oiLiztuV6mIeC/DPN47lYiIiIjIGc7lcnkWOLj55ps9HWN2u53s7GwaNGiAzWar1xpN0+TgwYMEBQUd03l1+PBhfHx8iImJwTRNCgoKyM/Px+VyERAQQFxcHH5+fuTn53vm9qudJ65BgwaUlpZSUlJCYmIiFovFs0pkcnLyMZ1jZWVl5OTkUF1dTVhYGDExMVitVsrKyiguLiY+Pv6YjruysjKKiopISEjAbrdTWFhIbGwsNpvNc9vx8fHY7XYKCgqIi4vDZrNhmiaFhYXk5+fjdDoJCAggNjbW0zEYGRlJYGAgAAcPHiQgIIDw8HAMw8A0TUpLS8nJycHhcODn50d0dDQhISHU1NRw4MAB7HY7kZGRFBcXk5iY6DkWuIf/5ufnU1RUhGmahISEeG7bbreTm5tLWVkZPj4+hIWFERUVRUVFhee++Pj4UF1dzeHDh4mNjcXf35/q6mry8vIoKSnBYrEQGhpKdHQ0JSUlFBQU4HA4PM/Xfw+rra6uZv/+/aSkpPzuHIHy20zT/VVRATt3wrJlJlu3gtPuIMa3hDZ7PieQCtZ0uQWLy0nv7x+lNCSR3Wl9KA1JpMoWQnmFhYIC99DWRo3cw11bt3aPevfz+8+C0HVbt7uLrrq6mp07dzJv3jy++eYb9uzZQ3l5OXa7ndTUVPr168eAAQNo3rw5ISEhhIaG4ufnp6Gt4tWysrIYP348s2bNws/Pr77L8ToK7ERERETkrHQ6BHZydlNg978zTaiqgrw82LgRVq6E7H0uQqvzaG7ZTqusObTa/AH+9mJ2NLmQBQNfpDwoFjBxOAzs1VBVZVBd7V5Dpk0b6NwZGjRwB3dQ9yGdy+WitLTUs1DMggULWLBgAXv27CE8PJyYmBiaNm1Kv3796N+/P40aNTpq3jmFdHK6UGD32zQkVkS8Vk1NjWfunbi4uFNymy6Xi4KCAo4cOYLVavWskHU8ubm5VFdXEx0dfdLfYEpKSjh48CBOp5Po6GhiYmI0rEFERETkV5ime0HmzEz3Sq9btkBxMfj6QqOwPAYs/zstt87CNAz2J59DVsP+ZDU+n4rAKOzVBqWlBg6He7GI1q3dX40bQ3T0yZuXrqKigm3btrFq1Sp++ukn1q5dy5YtW4iLi6NNmzZcfPHFdOzYkXbt2ukDBZGzgAI7Eak3a9asOe78MeCej8dms/Gvf/2L+Ph4xo8ff0pqqqqqYvr06Tz88MN07dqV66+/nssvv/y4+06ZMoXdu3dz9913H7Uq38mwevVq/va3v7Fjxw5uvPFGHnrooeOuRiciIiJytqr9s7K8HDZsgFWrTHbuAMMwSarMpGnNAbLj+2DUBGFzVLGu3bVkpg8mL7o5ZUFxVNot5B90Hyctzb3Ka/Pm7nnpAgPrtpPul38DHzhwgC+++IJvv/2W7du3s2/fPvz8/OjVqxc33XQT7dq1IykpyTM8Wx10ImcHBXYiUm9uu+02wP0HS25uLgcOHKB9+/YABAcHc8MNN3D//fef8k4yi8VCixYtmDVrFgEBAaf0tn9Nr169mDp1Ks8++2x9lyIiIiLiVUzTvYhEcbF7pddFi+DQARcR1hJaO7fTZd1kmu6aT0loCm+nLqXGFsi8C17HZfhgN21UVRkUZkNQEHTpAt26QZMm7m68up6XzuVyUVFRQUFBAStXruT9999n6dKlAAQGBtKuXTseeugh+vTpQ1hYGL6+vscsNCMiZwcFdiJSb7788kvAHdi99957PPPMM55thmFgsVjYtWsX/v7+NGvWjIKCAvbs2YO/vz9lZWWUlJQQGxtLWloahYWF7N27F6fTSaNGjUhKSvKsXldWVsaOHTvIz8/HYrEQHR1NixYtsNlsv/rHj9VqJSIiwvO90+kkLy+PzMxMKisriYuLo6ys7KjrHD58mH379nkmlY6OjqZp06b4+fnhdDpZvHgxLVu2JD4+3jMx9uHDh9myZQu9e/fG5XKxbds2cnNzcTqdBAcH07BhQxISEvD19SUsLExddSJy2nG5XMyePRuHw/Gr+zRp0oSOHTuewqpE5Exht0N2trujbs0aOHwYQq0V9LEvpt1PM2m24wuqAiLZ16AHW5tfDAa4TIPi6gAqK8HlcnfQ9ezpXkQiMfE/c9PVpZqaGjIzM9m4cSPLli3jyy+/5ODBgzRq1Ij+/fvTr18/+vXr55mPTkREgZ2I1JvIyEjAfTIXGBiIxWLxbAP38IDnnnuOlJQUnnrqKTZu3Mjjjz9OQkIC/v7+7Nmzh9DQUAYOHEhJSQk//fSTp0vvrrvuIjExEYfDwUcffcSiRYsoKSnBarVisVi4+uqrufDCC0+41pycHN577z2+/vprAgMDSU1NZfv27SQkJHj2Wb58Od988w25ubm4XC58fHy46aab6NOnDw6Hg7vuuovLL7+cu+++G3AHlTNnzmTmzJksXbqUTZs28eyzz+JyuQCIiopi6NChDB8+vA4ebRGR+rN06VKqq6ux2+18++23tGjRgoSEBLKzs9m1axePPvqoAjsR+UNqamDPHvciEuvXQ3mZSYDNQUK8lWCHnbYrPyR1/zLWdryRzPRBHEroSKV/OKWlBqWlYLNBq1bQrt3Rc9PV9bDXkpISli9fzldffcXq1avZtm0b/v7+nHfeefTp04e2bdvSokULgoKC1EUnIkdRYCcip5WCggJiY2O5/vrrMQyDp556ismTJzNu3DgeeeQR1q9fz9///ncuuOACYmNj2bRpE5MnT+a2226jX79+OJ1OZsyYwb333kvv3r0JDQ393dt0OBz8+OOPLFiwgEsvvZQBAwawevVqVq1adVQXXmpqKjfddBNxcXGUlJTw4osv8tJLL9G1a1dCQkK46qqrmDlzJrfeeiuBgYFUVFTw0UcfMWbMGCwWC5999hlFRUW8+eabBAcHezoCRUROZ4Zh8Nhjj2GaJlOnTiU9PZ2xY8fi6+tLZWUlkydPpqampr7L/F2m+Z/5seqSYdT9CpPepry8HH9/fywWCxUVFfj7+2MYBlVVVZ7tv+R0OrHb7QQEBJxwgOFyubDb7fj6+npVd1JtXTabzdP5L39O7evP6YQDB+Dbb+Gnn0yc1U4S/fLpl/ke8Xmb+GbA81QGRLC05/0s6fUAJSFJVPsEUl5hkLcHwsLg3HPdX4mJEBBQd4tImKaJaZrU1NRw6NAh3n//fWbPns3+/fuprKwkIyODJ598kr59+xIfH09oaKhX/byKiHfRu4aInDZM0yQyMpKePXvSpUsXTNMkIyMDu91Op06dSE9PJyEhgWeffZasrCy6d+/OnDlzcDgcFBcXM3/+fMA9P8jWrVvZvn07nTt3/t3bLSsrY/PmzYSFhTFy5EiioqKIiYlh2bJl5Ofne/ZLTU1lw4YNbNq0iaqqKvz8/Fi1ahVVVVUEBwdz6aWX8txzz7F69Wr69OnD2rVr2bt3LyNGjMAwDKKionA4HPz000+kpaWRmpp6ylbHFRE5WQzD8Hw4snXrVi655BJiY2MxDIPw8HBatGjBunXr6rnK32aa7rmxduyA6uq6O67VCg0buofj/VouZZomFRUVZGZmUlxcTGhoKM2aNSMgIACXy8XGjRs970UWi4WGDRuSmpqKw+Fg8+bNlJaWkpaWRmJiIhaLhfz8fIqKimjUqNEp6+bp0qULb7/9Ni1atGDixIk8+OCDWK1WLr/8cmbMmEHjxo2P2n/Lli3cdNNNzJkz56jO+9+yf/9+pk+fzpVXXkl6evqv7ldeXs7OnTtp3rz5KZlmIj8/n7vuuosxY8YwePDgk357ZyrThIoK2LsXfvgB1q41cZTZaeaTSevs+XT+8XUCqgrJi26Gf1URlQGR5EU1pboaKisMKivdHXSXXOKeny4m5j+vubp6Gdjtdg4cOMD69ev55JNPmDdvHjabjYYNG3LZZZcxevRoOnfu7Amo1U0nIr9HgZ2InDYMwyAoKMjT1WYYBn5+fsTGxhIUFAS4wzir1Up5eTkul4t9+/ZRU1PD5s2bj/pke9y4cSe8oITdbqe4uJiQkBDPbYeEhBAWFkZxcTHgPgF45513WLduHUFBQdhsNg4cOEBZWRlVVVWAO9AbOHAgU6dOpXfv3kyfPp3evXvTuHFjXC4Xw4YNIy8vj6+//hpfX18iIiK44IIL6N69e509hiIi9aljx45MnTqVqqoqoqOjOXLkCB9++CEjRoyo79J+k2nC9u3w9tt12xHndMKFF8Lgwe7hecfjcrl4++23Wb16NdHR0RQWFnLuuedyzTXXAPDYY49RUVFBRkYGVquVgQMHkpqaytq1a3nqqaeIiYkB4OWXX8bHx4eZM2cSHR1No0aN/nTdLpcLwzD+UPcbuN87//GPf+Dv78+BAwc824/n11aR/zUpKSlMmjQJ2689kP+2f/9+7rnnHqZNm0ZKSsoJH7+2c+rPdL7/0fsiR7PbYfduWL4cNm6EykoIC3LS+fBseq54hojCLPY26MmOpkPZ2WQwxaENqKxyD3utXe21Y0f38NfY2LrrpgP3c1tZWcmqVatYvHgxixcvZs2aNSQmJnLJJZfQv39/evToQUpKikZNiMgfpsBORE4rtYtR/Pf3tScNtf/W/mEdERFBVFQUkyZNOmb4a3Bw8Andpq+vLyEhIezatYvi4mIiIiIoLy+ntLTUM4n6vn37mDVrFqNGjeLCCy8kPDycTz/9lIULF+J0Oj3HGjt2LKNHj2blypV8/fXXTJs2DcMw8PHxoUmTJjz00EPs3LmTzZs3M2fOHKZOnUrHjh3x8/P7nx43ERFvMGbMGKxWKzNnzqS8vJzQ0FBGjBjBRRddVN+l/S673R3URURAXYxgM00oKnIf97fynIqKCt577z2eeOIJunXrxrZt23jsscc455xzaNq0KQEBAQwZMoTLL78cwzA8H059//33dO3alb/85S+MGTOGgoICDhw4QGFhIZdffvmv3l51dTUzZ85k3rx5ng+TrrnmGp544gkSExNZt24dgYGBTJw4kTVr1jBz5kxqamq48MILufLKK7FYLBw+fJjHH3+cw4cPM2rUKM+Q59LSUu666y7uv/9+zzDAH3/8kb/97W8YhsH48eOP6Xw3TZNdu3YxZcoUtm3bRrt27Rg3bhwpKSlHBYbZ2dn885//5PLLLyc0NJRXXnmFhIQEli1bRmhoKDfddBNt2rThwQcfZO3atVx22WU0a9aMqVOnsnfvXqZNm8bPP/9My5Ytuf7662ncuDGrVq3iyy+/xN/fny1btpCenk5UVBTjxo3D39+f3NxcHnjgAR577DGKi4uZMWMGmzZtIjk5mWuvvZZOnTr9yZ8OqR2Cvm8fLF7876GvNSaRvmVERloxbX5g8aE0OIGlPe5nf0p3SkMSsTt8yDnoDuWaNYMePdyrvYaF1c3r1l2b+wVbUlLC119/zbvvvsvGjRs5fPgwbdq04dlnn+Xcc88lLS2NsLAwddKJyJ+mmF9EzmhDhgwhLy+P+fPnU1xcjMvlIjc3l6+//vqE55IJDg6mefPmFBUVMWfOHPbt28fChQtZt26d5482p9OJw+HA19fX0zmwaNEi7Hb7Ucfq0qULDRo04O9//zuRkZH06NEDcK8ctnTpUrKyskhKSqJjx47ExMQcNeRWROR0FxERwZVXXsmLL77IjBkzmDFjBsOHD/d0SXs7w3Cf9Fut//uXj8+Jdfo4HA7sdjtRUVEEBgYSGRnJ4cOHyczM9Ozz+uuvc+GFF3Lfffdx4MABTNOkSZMmZGdns3nzZsLDw3E6nXzzzTd07tyZ8vJyzwJJ/23KlCnMnDmTcePGcd999xEWFgbA5s2beemllxg0aBDXX389GzZs4KWXXuK6665j4sSJfPzxx7z33ntUV1dz5513YrPZuPvuu1m9erVnVfXaOWHLy8s9t/fuu+9y00030alTJ8aPH09RUdFR9Rw8eJAnnniCtLQ0HnvsMQCeeOIJT/d6rYqKCjZv3kxZWRl2u525c+eybt06JkyYQHx8PK+++iqFhYXcfvvtZGRk8Oyzz/LII4+Qm5vLc889R2hoKI8//jhhYWE8+eSTFBcXk5eXx5QpU/D39+fBBx+kS5cufPvttxQVFWGaJkuWLCEvL4+IiAgcDgc9evTgySefpGXLljz77LNkZ2ef0M+V/IdpuoedHzwIH34Izzxj8sNiOwk1+xix5VFue787TXZ/g2lY2JIxgg9Hf8qmFiPJ8UvmcK4PeXnQujXccQfceit07lx3IbvL5aK0tJTMzExPgD5u3Dg2bNhA9+7dmT9/Pt9++y033ngjbdu2JTw8XGGdiPxP1GEnIme0rl27csstt7B48WKWLl2Kj48PVquVgIAARo0adULHsNlsdOnShS1btvD++++zYMECoqOj8fX19XS+paamMnjwYL788kuWLl1KeHg4UVFRx4SC/v7+XHvttdx+++08+uijhISEAHjmrlu3bh0ulwvTNDEMg8suuwxfX9+6fVBEROpJUVER7777LitWrKBnz55cd911fP755zRu3JguXbrUd3leKTg4mF69evHqq6/SpUsXduzYQUFBARUVFVitVsaPH09oaCg1NTW88cYbPPHEE7z44osMGTKEnJwcFi1axJ133snq1auprq5m48aNLFiwAIvFwrhx48jIyPDcVnV1Ne+99x4PPPAAAwcOBPB0vBmGwbBhwxg8eDCGYfD444+TmprKwYMHAUhKSmL+/Pm0adOGnTt38sorrxAdHU1sbCxffPHFr96/W265xTM37bx581i0aBFNmjTxXL5x40YOHjyIYRhs2LCBgIAAlixZQkVFxW9ObREdHc3o0aPp2rUrPj4+PP/88xQWFhIXF0dAQAApKSkkJyezYsUKduzYQZMmTVi/fj1Wq5W1a9d6prxo3749o0ePJikpiaSkJGbMmMGPP/7Ieeedx7Jlyzj//POxWq00aNCAoqIiNm/ejMPhYN++feTl5f2hYbdnO6fTHdStXeuepy4/10UTx1baHfqSduv/SVhJNnsb9KDaNxjDdOHESlm1lfJydwjetq17frqMDPcQ87rKykzTJCcnh5UrV/LNN9/w2WefUVFRQfv27RkzZgyXXHIJLVu21JBXEalzCuxEpN4ZhkHfvn098+zUioiI4JZbbvF0XjRv3pyJEyeSlpbm2Wf48OGUl5eTmJjo2fbwww+TkpKCv78/NpuNq6++mnbt2nHo0CEcDgdBQUEkJCT8oU89ExMTPcNbysvLSU5OxuVy4ePjQ2JiIiEhIVx//fWcc845lJSUEBkZSWpqKr169SI6OvqoY8XExBAYGMiYMWM823x9fRk0aBBNmjShvLwcm81GYmIiGRkZ+nRWRM4Yn376KRs2bKB169YcPHgQ0zQpLy/nu+++U2D3K6xWK5MmTWL58uXk5OTQuXNnMjMzCQwMxGKxeAI10zS57bbbuP322zl06BDp6enceOONAOzdu5fp06czatQo5s6dy1133cXnn3/OokWLjgrsampqKC8vp0GDBsfUYZrmUe+/2dnZpKSkeDrBmzZtSlpaGsXFxfj7+3s+kIqLi/vNVTCTk5MB8PPzIzo6mvz8/KMCu9LSUkpLSykqKsJut+Pv78/YsWN/d6qI4OBgz9QXtfPa1U5j8UsVFRUUFRVRUlKCaZr4+Phw1VVXeeqPiYnxLE4REhJCv379mD17Ns2aNePQoUNcc801OJ1OPv/8c+bOnUvLli1xOp1UVFRQUVHxmzWKm2lCYSGsXg3LlkFennvl1rbWzVy8YCwxeds4mNCBZT0msSetD6UhiVRWWcjPh8BA6NABuneHBg0gKKhug7oDBw4wZ84c5s2bx5o1a3C5XAwaNIjhw4fTsWNHkpKStPqviJw0+u0iIvXOMAzS09OPWdUtMDDwqAUX4uLijlk1tVWrVscc7/zzzz/q++Dg4D+0cIPL5WLnzp2MGzeOSy65hMGDB+Pj40NKSspvflJ+vMt/edJht9spKCjgvffe46KLLjrqxMfHx4fmzZvTvHnz4x571apVvPzyy6xateqooE9E5HSyYsUKLr/8cux2O8uXLwcgISGBrVu31nNl3i0mJoaLL74Yp9PJ1q1bqaiooHHjxpimid1ux2azYZqmJzz75cILdrudl19+mSuvvJLg4GB8fHyw2WwEBAQcM/w0ICCAxMREz1xuFosFp9OJr6+vZ77VWrXzud1www34+PjgdDqxWCzs3buXyspKDh06RHJyMtu3b/fMYXc8GzdupGXLlpSVlZGdnX1MWBgeHk58fDwjR44kJSUF0zRxOBwEBgb+5mP2a4ti1G53OBy4XC5CQkJISkpi2LBhNGvWDNM0cTqdnuP/cp5cgAsuuIDJkyfz9ddfExISQnJyMhUVFSxdupTzzjuP0aNHs3PnTubPn/+bi2qIO6iz2+Hnn2HBAti3x0VMSCVJIQ4cgaGU2xIpC07gx043syt9EGWBsdgdPuQfcl+/Sxfo0wdSUsDfv26COtM0qa6u5siRI7z11lt88sknHDlyxDNCYvTo0TRq1IjQ0FB9oCoiJ50COxGRX/D19WXw4MGelWcbNmxYZ8f+8MMPefvtt3E4HDz22GN/aOhEQkICw4cPZ9CgQbRq1ep3V8ETEfFGsbGx7Ny5k4SEBEzTpLS0lFWrVnm6rLydabqH7dXVsU4kz3G5XMyZM4ecnBycTidffvklo0ePpmXLlpSUlPD444/TvHlzqqurmTNnDsOHD/c8nk6nk3nz5hEXF8e5555LYWGhZ9jrli1bjll8wmKxcPfdd/PMM8+Qm5tLZGQk4F4w6b/dfvvt3HHHHbzwwgukpKSQl5dHamoqI0eOZNCgQdx9992cd955bNq06Tc7zWbNmkVpaSmbNm0iLi6OPn36sGPHDs/lHTp0oGHDhjz33HN07dqVqqoqiouLmThx4gmv9v5LQUFBBAQEMGvWLFq3bk23bt1o3bo1//d//8e5555LTU0NhYWF3Hrrrce9fnJyMu3bt+ell17i3nvvJTIykpqaGpo2bcq3336LaZps2bJF89f9BtN0r/SalQULF8KG9SYRZgG9qn7knGWvUBEYzZdDXqUqIJIPxnyKaRpU2aG80B2QtW8PfftC06b/Cen+1+zMNE1yc3NZv349n332GR988AEWi4WWLVsyduxYrrrqKmJjY/99WwrqROTUUGAnIvILtZ1ujRs3Pmq1vbrQr18/mjZtSkhIyK920v2apKQkLrroIkzTxGq1ap4UETktjRo1ipdeeonS0lJyc3M5dOgQFRUVPProo/Vd2u/y8/vP0L266eRxB3Z+fr99PMMwSExMZM+ePZimycSJE+nduzcWiwV/f39atWrFkSNHsNls3HHHHfTq1cvTCed0OomKiqJ9+/b4+voSFxfHzTffzOLFixkxYgS9evU65vb69u2Lj48PP//8M8XFxZ6VTi+99FIaNWrk2S8jI4MXX3yRpUuXkpubS2xsLJ06dcIwDO68804+/fRTCgsLPauxJicnExAQwK233kpsbCx+fn6MGzeOVq1a8cMPP9CiRQsmTpzoqfOGG24gICCAgIAAJk2axHfffceePXsICgri3HPPPeaDq+joaEaNGkV8fDwBAQFcdtllnuAyPj6eUaNGER0dTWhoKBMmTGDNmjXs2bOHAQMGcMcdd/D999+TmZlJQEAA3bp1IyAggGbNmjFixIijgkHDMLjlllto3749/fv3x2Kx4Ofnx+WXX050dDQ5OTn079+fTp06kZaWRlBQECNGjDiq4/5s5nLBnj2wdCmsWwfVlQ66li2m046ZNNsxl6qAcLIanofF5cDEwG43KC52v0Zat3YPfW3SxD1ktq466o4cOcLChQuZO3cu3333HT4+PgwePJgLLriA3r17/+FpVERE6oph1i5xKCIiIiJykpimSWFhIdnZ2axfv57s7GwSEhLo1asXDRs2rJcTYpfLxVtvvUVNTQ0333yzJ+iy2+2e4Znu4aZQUgI7d7pXsKwrViukpUFMTN3NuyVnlurqavbv309KSsppuwhV7dlmaSmsWAHffuv+f0SIg8Er/07bTTPxtZewueUo1nS8kfzoZlT7BJKX5x4ym5EB/fpBejoEB9dNNx1ASUkJ77zzDh999BHbtm3DNE2uvfZaLr74Ypo3b05kZKSCOpGTLCsri/HjxzNr1qzfnZv0bKQOOxERERE5JSZNmsQ111zDFVdcgcvlwjCMY+YI80aGAaGh0LHjf8KHujruL/8VOdPUDn/dtg2+/BIyd7pICS4iODYULD7U+AWRE9OSpT0mcTCpC3Z8KS83KC2F1FQYMsQd2P173Y//+bVSVVXFvn37mDt3Lq+//jr5+fkkJiZyww03cNNNNxEfH4/VavX630kicnZQYCciIiIiJ51hGHTs2JE1a9bQpk0bzyqcpwuFayJ/TE0N7NsH338Pq1ebBFQX06/8e9qu+4QfO99Mdkp3VnUdz8quE7D7BFFW5g734uNh8GDo2tUdlNfFa66iooINGzYwf/58PvzwQw4fPkyHDh249dZbGT58OGlpaQrpRMTrKLATERERkVOiqKiIN998k++//56IiAh8fHwwTZN+/fpx2WWX1Xd5IlIHTBPKy2HJEndYV1pikl6xgT6bXqPZzrnUWP3Z2Nr9eq+2BVNZCQU5EB7u7qjr1AliY91Dxv9XLpeLlStX8u677/L999+TlZXF+eefzwMPPECPHj0U1ImIV1NgJyIiIiKnRIcOHfjrX/+KaZoYhuE5Uf69VWJ37NjByy+/zI8//kjfvn154IEHCA0NPWof0zTZunUrzz33HFu3bqVbt27ccccdpKam/uET8tr9NdWz1DfXv5cSPh1CJdMEh8O9+uunn8KOHRATVMGQXW/RY9Xz+FWXsTN9MN/3eojCiEbU1EB+vvt6PXtC//4QF+cO6v6Xu2uaJpWVlWzevJlXX32VBQsWUF1dTZcuXfi///s/OnfuTGhoqGfOShERb6XATkREREROifPOO49zzjmHffv2ERYWRkJCAgUFBQQHB//m9SwWC7169SIpKYmsrCxPiPFLubm5PPnkk2RkZHD33Xfz+uuv8+qrr/L444/jXzsB1gmqXY27rKyM0NDQ0yIskTOPy+WirKwMHx8frw+XXC44dAiWLYOlS02q7ZCUZJB8ZAud108jP6oZP3a+hZ1NhlBl+lFaYlBdDU2burvq0tOh9i7+2ZebaZoUFBSwbt06ZsyYwbx58wgJCaF3796MGzeOnj174uvrq9eziJw2FNiJiIiIyCmRm5vLiy++yLZt2+jduzc333wzX3zxBQ0bNqRv376/er309HTS09OZNWsWWVlZx91n165dVFZWcvnll5OWlsbo0aP5+9//TlVV1VGBnWma1NTU4HK5cLlcOByOY45lGAaRkZEUFhZSUVGBxWL53++8yB/kdDpxOp1ER0d79c9gVRVs2ABffQUHsk3SqrbSuGIjWxJHcji+Pd+c9zQ5sa0oCkmhtNSgogJSUtxdde3bQ0jI/95RV1FRwddff83nn3/O/PnzsdlsjBkzhgsvvJC+ffsSGBhYd3dYROQUUWAnIiIiIqfE+++/j8vlYsiQIezbtw/TNLFarSxbtuw3A7sTUVxcTGBgIAEBAQDExcVRVlZGVVXVUfsdOXKEJ554grVr13q+nzhx4jHHCwkJwc/Pj+rq6uN29ImcbBaLBV9fX/z8/Oq7lOMyTcjNhQULYPlyk2Cjgv4HPubcda/iby8hLyaDnLjW7EwfQk0N5B4CPz93R1337hAR8efnqasdru5wOFi6dCkvvvgia9eupaqqijFjxjB27FiaNGmiDlkROa0psBMRERGRU2LDhg1ce+21lJeXs3//fgAiIiLYsGFDnd/Wr52kx8TE8Pjjj3u67N59993jXtcwDPz8/Lw2LJGzh7cFTqbp7qrbuBFmz4aCQ3aa++xk4Iq/kb77G4pDG7Coz8PkxrTA4YCyMvciFO3bu1d/bdAALJb/behrUVER69at45VXXmHx4sWEh4dz4YUXcvvtt9O8eXNsNpvXPW4iIn+UAjsREREROSXS0tJYuXIlTZs2xTRN8vLyWLhwIc2aNfufjx0aGkplZaWnoy4nJ4egoKBj5q/z8fEhLCwMcM8RFhwcTE1NzXGPqRN+kaM5nXDwICxaBD/8ABaLSfeaxVzw5UT8qopY22EcazveSF5kE8rKLZSXQ0ICjBoFbdtCUNCfv23TNCkuLuaHH37g448/5rPPPiMyMpLLL7+cK6+8ki5dumCti6VlRUS8hH6jiYiIiMgpccUVV/Dkk0/y2WefUVxczOrVq0lOTmbYsGG/eb3q6moOHz5MTk4OpaWlnu68Q4cOsWTJEq6++moaN26Mn58fn3zyCUOHDmXWrFm0b9/+Dy84ISLH53TCjz/C/Plw5IhJaIhJQKCBoyqUQ/Ht2NDmCvY16EmlNZQjh8HfH/r1g3PPhcTE/32euu+//56pU6fy/fffU15ezjXXXMMll1xC+/btCQoKUsAuImccBXYiIiIicko0aNCAZ599lk2bNrFv3z6SkpJo3769p+Pt1+zdu5drr72WnJwcqqurufzyy7npppto0aIFS5cuZcyYMcTExHDPPffw7LPP8uGHH9KpUyf++te/akiryP/ANN1fBQXuRSWWLHYRbhYwbPfb+FhMVpx7NweSujD3wsnYrcGUllsoPAzNm8OwYdCoEdhsfy6sM00Tu93Ojh07ePnll5kzZw6GYTBw4EDuvPNOmjRpQkBAgII6ETljKbATERERkVPiyy+/xGaz0bx5c7p27Yqvr+8JnWynp6ezbNmy415Wu1iFYRi0adOG995776jLdTIv8udVV8OmTfDll7A3s5pOVcvpu+5FUvd+z+6G/bDVVFJtC6LYFUppvnvI68iR0Ls31C7M+mdeglVVVWzZsoUPPviAd999F8Mw6N+/P7fccgvdunXDarXqtS0iZzwFdiIiIiJySrhcLmbNmkV5eTmpqan07NmTHj16/G6H3YmemOsEXqTuFBa656pbvBj8S45wyb536Lp+ClaHnZXdJvJTh+up8gmiqMAd7HXo4B4Cm5bm7qr7M1wuFzt27OD9999n9uzZ7Nu3jyFDhjBy5EgGDBhAcHBwXd5FERGvpsBORERERE6JoUOH0r17d/bt28fy5cuZPHkyTz/9NLfeeitjxoyp7/JEznqmCS4X7NkDn30GW7ZATHgN/fZOo+fK58iNzmBR30fZn9yNCgI5chCiouDSS6FjR3eH3R/NzU3TxDRNysvLeeutt3j77bfZs2cPHTp04Nlnn6VTp05ERUVhsVhOxl0WEfFaCuxERERE5JTw8fEhJiYGm81GYGAggYGBTJs2jZ07d9Z3aSJnPdOEigpYuRLmfGFCYSFpCTac/sFkNR2E0y+Ide3/QoVPCKWlBhUV0KMHDBoEcXHuoO7PhHVHjhzhu+++47nnniMrK4uMjAxeffVVLr30Ui0mISJnNQV2IiIiInJKbN++nRUrVrBmzRry8/OJiYnhrrvuokePHvVdmshZzeWCgwfhm29g1XIHaSXrOW/HG5TuS2FJrwc5nNCBQ/EdqKyE4gJ3QDdyJHTq5F4N9s8oLS1l0aJFvP322yxevJj09HQeeOABxowZQ0pKioI6ETnrKbATERERkVNizpw5ZGdn069fP1q0aEHDhg3x9/fXiblIPXI63QtLfPEFHMx20TP7ffquf5HIgl380G0iJgYuF+Tng8MB55wDfftCcjL4+PyZ23OyYcMGXnvtNb766iucTicTJkzgkksuoWXLllitOkUVEQEFdiIiIiJyitx00024XC6cTiculwu73Y7NZtMJukg9ME2orITvv3cPgQ2pOMKVm5+gw+b3KAlN5vOLprGzyRCqqi3k5UF0NIwYAW3agK/vHxv+apomTqeT/Px8Xn/9dd566y2qqqoYNGgQf/vb32jYsOEJrxotInK20F9HIiIiInJKOJ1OPv74YxYuXIjdbicgIIDBgwczbNgwQkJC6rs8kbOG0wnZ2fDll7BmDUQGVzNw65u03foh25sOZdm5kzgS2YKSUoOaGujeHYYM+c9cdX+EaZocOnSIr776ildffZVdu3bRq1cvxo0bx8CBA/Hz8zs5d1JE5DSnwE5ERERETonZs2czf/58rr76aiIjI8nJyeG9997Dz8+PkSNH1nd5ImcFlwvWrYN586BwdxFJUTaM4EC2NR9OYWRjdjYZTJERSUGOu6tuyBBo1+7PrQBrt9v55ptvePPNN1m6dCnp6ek8++yzDB06lISEBHXUiYj8BgV2IiIiInJKLFu2jLFjxzJ48GAMw8A0Tex2Oz/++KMCO5GT7D9DYE3mzjGJLtjBNesfoSyyAQvPe5qcuFbkxLaipMygqAg6d4ahQyEh4Y/NVWeaJi6Xi6ysLJ5//nnmzZtHdXU1t912G1deeSWNGzfWMHgRkROg35QiIiIickrExcWxfv16OnXqhL+/P+Xl5WzdupXo6Oj6Lk3kjOZywYEDMHcurFteSdeSrxn6wwMEVeSyIexyDKcDu8tGYSEEBsJVV0G3bu4VYP9IE5zT6eTIkSPMnj2bZ599lqqqKnr16sXDDz9MRkYGhmGoq05E5AQpsBMRERGRU2LMmDE8+eST3HnnnYSGhlJUVITNZmPSpEn1XZrIGcvhgM2b4bPPTEq3ZnPx/hn0+vkVSkIS+ea8Z9jY6jJKKq2UlUHTpnDRRdC4MVgsJ34bpmlSVlbGV199xYwZM1i0aBE9evTg6quvZvjw4QQFBSmoExH5gxTYiYiIiMgp0bp1a5588km2bt1KeXk5ISEhtGrViuTk5PouTeSMY5pQVQUrVsAXX4BZ46R//mf0WfsCe1N7saTXgxyKa8fhfF8sFhgwAHr1cs9bd6LZmmmaAOzYsYMnn3ySb775BovFwqOPPsqIESNo0KABPn9kPK2IiHgosBMRERGRU2Lv3r3U1NQwZMgQTNPEMAy2bdvGgQMHFNqJ1CHThIICmDfPZMXCKsLDTPyiA9jrM5CvgkLZ2mwYpUYYOYcMEhJg9Gho3hys1hMP61wuFzk5OXzwwQe89NJLVFRUMHjwYO69916aNm2KzWY7uXdSROQMp8BORERERE6JN954g06dOtG0aVMsFgsul4tVq1Zx+PBhDYsVqSMOB+zdC5985OLIT9kM2zuNYFsVi/s+SkFUU/IimlJcDDU1cM457oUlYmP/2Fx1JSUlLF68mJdffpk1a9bQrl07JkyYwAUXXICfn9/Ju3MiImcRBXYiIiIickrk5uYSExPj+d4wDMLDw9m0aVM9ViVy5rDbYd06+Pxzk8Bt67h24+M03b+Qrc0vBtNFTQ3k5UFIiHuuui5dIDj4xMM6p9PJ5s2befPNN/nkk08ICQnhvvvuY9SoUTRs2FDz1ImI1CEFdiIiIiJySjRp0oRPP/2ULl26YLVaqa6uZt68ebRp06a+SxM5rZkmVFfDggUmX3/pJGPPPC5dfTdB9kJ+OGciazreTFmNP3n50KgRXHYZpKTAiY5aNU2TqqoqZsyYwSuvvMK+ffsYPnw4kyZNokmTJvj5+SmsExGpYwrsREREROSUuO6667j99tsZNmwYiYmJHDhwgNTUVMaMGVPfpYmctlwuyM2Fzz6DVSuhx+HZXLr8DsqD4ph73lNsSb+I4gor9gqDgQNh4EAIDT2xrjrTNKmoqGDt2rU888wzLF68mDZt2vDII48wbNgwfH19FdSJiJwkCuxERERE5JSIi4tjypQpLF26lOLiYmJjY+nZsyeBgYH1XZrIacnphO3b4YsvTPbsdBAbZ6UsuB3ryv/C1uaXsCeyA0UFBpGRMGYMtGsH/v4nfvxdu3Yxffp0Zs6ciWmaTJw4kauvvpomTZooqBMROckU2ImIiIjIKWGaJtnZ2axfv5527drRt29fVq1aRXp6OgkJCfVdnshpwzTdX6tWmXw+20XC+vmMKl3B0gGPUuDXhKU9H6DYHkB+jkH79nDhhdCgAfj4/N5xTQDsdjtz5szhpZdeYtOmTfTu3Zs77riD7t27ExAQcAruoYiIKLATERERkVNi2bJl3H///SQlJWG32+nfvz9r165l8+bN3HTTTfVdnshpwTShvBwWLjT5blYR3be/zaDNL1DjF8SWDldyJCqD/JJAnE64+GLo3du9yMSJcDgc7Ny5k6effpq5c+cSFhbG888/z6hRowgNDVVXnYjIKaTATkREREROiVmzZjFhwgSCg4NZvnw5hmHQqFEjli9fXt+liZwWTBMOHID5X5pkLdjJyG0v0CnzfQ4kd+W7Po+xP6QFRTmQkADDh0Pr1r/fVec+rsnBgweZM2cOzz33HBUVFQwfPpy77rqLFi1aKKgTEakHCuxERERE5JSw2+2EhIR4ht0B5Ofn4+vrW49ViZweTBMyM+Hjj6Hqx41cvu4Bmh5azLp2f2FVl9vZY2lMRZFB584wYIB7FdgTydkcDgffffcdkydP5ptvvqFjx47ceuutnH/++YSFhSmsExGpJwrsREREROSU6Nu3L9OmTePcc8+lsLCQ+fPnM3PmTO655576Lk3Ea5kmOBzw888mH39oUlJm0LBBFLYtBgvOf4ENGaPJLgnFx8fg0kvhnHMgKOi3wzrTNDFNk4KCAl544QVmzJiBy+Vi4sSJ3HjjjcTHx+NzIq15IiJy0iiwExEREZFT4tJLL8XhcDBt2jRKSkrYsmULgwYNIi0t7Xeve+DAAfbu3YuPjw+NGzcmKirqqM6fyspKduzYQWFhIQCGYdC6dWsiIyNP1t0ROelME0pLYcn3LpZ9dJBmh5ZypNMFVPol8tHITyivtlFUbJCSAiNHQtOm7uv9XlhXVFTEwoULefrpp8nMzKR3797ce++9dOnSBR8fH3XViYh4AQV2IiIiInJS1a4Ou2zZMpxOJ5MnT6akpITly5ezfPlywsPDaVqbNBzH/v37uf/++7HZbNjtdiIiInj66acJDg727HP48GHuuece4uPjPWFebGysAjs5bZkm5OfDl3Od7Pt0LSPWP0vGke/4KCme3al9KSz1pboauneH88+H+PjfHwLrcrlYt24dU6ZM4dNPPyUhIYGHH36YK6+8kujo6FNzx0RE5IQosBMRERGRk6qwsJBnnnmGzZs3c/jwYdLT02nQoAEhISGMHz+e5s2b/+p1TdPkgw8+wMfHh2eeeYaqqiquuuoqvvvuOy666KKj9rVarUyYMIGMjAwMw8Bmsx33eCLerPZHdN8+k9mzwDJ/PlevuZ/oqv380O2vHIpqRU4O2GwwahR07nxiQ2BLSkp49913eeutt8jKymLMmDHcdNNNtGnTBqtVp4UiIt5Gv5lFRERE5KTKz8+nqKiIqVOncujQIa699lpuueUW+vXrh6+v728Ov3M6naxcuZJLL72UmJgYTNOkR48eLFmy5KjAzmKxEBAQwIQJEwgICKBv375cd911xMbGHnX8mpoa9u/fT1lZGS6Xi+zsbOLi4k7q/Rf5IxwO2LwZZv2rmozv3+Cinx+hPCyROf3fZGPDoRwu9KNRI7j0Umjc+LdXgTVNk6qqKjZv3sz999/PqlWrSEtL4/333+e8887Dz89Pw19FRLyUAjsREREROalqamqw2WwkJiYSHh5O48aN6dKlC35+fr973aqqKiorK4mKigLcc9NFRkayadOmo/aLiorigQceICQkhLy8PF588UXeffddJkyYcFSnXUlJCR9++CFbtmzBNE0yMzO56qqr6vYOi/xJ5eWwahV8+ikElRbQsvQH9qf1ZHH3B9gW2oXKEoO+fd1DYGNifrurzul0kpWVxQcffMBrr71GYGAgt9xyC7fccgvJyckK6kREvJwCOxERERE5qUzTZOvWrUyePJnq6mqys7OZNm0aAQEBALRp04bevXsf97q+vr7YbDbKyso828rLywkKCjpqv+DgYNq3bw9A48aNGT58OF9++SXV1dVHBXZRUVHcc889uFwuXC4Xb7/9Ni6Xq67vssgfYppQVAQLvjLZ9+ka/GNb4tsgniVBD1NhCWZXdQphfjD8YujSBQIDf/t4DoeDTz75hMmTJ7N27Vr69+/P7bffTrdu3Y557YiIiHdSYCciIiIiJ1VYWBjNmzdn27ZtAHTq1Ildu3Z5OnxiYmJ+9bo2m41mzZqxevVqhg4disvlYs2aNVx00UXU1NTgcDjw9/fH5XLhdDrx8fHB5XJRVFR03NUuDcPwzNflcrk8+4vUF9OEnCMms96tIPjz97h64wts6DyW5d3vITukBYcPQ+vWMGwYpKX9+hBY0zRxuVzs3r2bZ555hs8++4yQkBCeeuopRo0aRUxMjLrqREROIwrsREREROSkSkpKYvr06X/quoZhcPXVVzNhwgRefPFFCgsLcTgcXHzxxXz11VfMnz+fZ599lj179jBv3jzi4+PJz8/n22+/5cYbbzyhYbci9aW6GjIzTb5+cw/p816m3/5/UhDVhD2J3SkshBoHXHghDBwItYsiHy9zM02TnJwcvvjiC55//nkKCgoYOHAg9913HxkZGf++nsI6EZHTiQI7ERERETmp/tegoFWrVjz55JMsW7aMxMRErrnmGiIiImjYsCH9+vXDZrMRHR1NfHw8Bw8eJCgoiAceeICOHTvi81sz8ovUE9OEqipY9YOTHe+uoseCp2lZsITtzYbxXZd72W60IC7CYOBA9yqwvr6/fiy73c4PP/zAW2+9xdy5c2nVqhX33nsvo0aNIrg25RMRkdOOAjsRERER8Xpdu3ala9euR21r1aoVrVq1AiA+Pp5rrrmmPkoT+UNME+x2+OILWP6dg4tXvUdGwTKWnjuJpel/IdseS6fOBhdeCElJYP2VMzbTNCksLOSVV17hvffe48iRI9x+++1ce+21NGrUyDP0W0RETk/6LS4iIiIiInIKOJ1w+LDJ1x8UsPInX8KSgtnY/w52dLqCzcFdcVl8uPQig/79wc/v14e/lpaWsmLFCiZNmsSePXto3749M2bMoGvXrlitVg1/FRE5AyiwExEREREROYlMExwO2LK+hk3v/kSLz18iuUEGPzScxH6zKaU1TUlOdM9X16rVr3fVOZ1OfvzxR9555x3+9a9/kZqayoMPPshVV11FbGysgjoRkTOIAjsREREREZGTqKYGln1np+CNj+ix9EViK3bzXbNuFBQZlNuhRw8YMADi4sBiOf4x8vPzmT59Ov/85z85cOAAI0eO5IYbbqBdu3bYbLZTe4dEROSkU2AnIiIiIiJSx0zT/W9hocmiz4oJf+VRBm2dQUVoPB8PfYdVoefj72fjqlHuhSX8/Y8dAmuaJpWVlaxYsYLHH3+c9evX07hxY2bMmEGfPn0ICQlRV52IyBlKgZ2IiIiIiEgdc7lg50744nOTFh+9xDnbZrAjfRBfdXyAXb4ZtGoNF10EqanuoO6/cze73c6OHTuYMmUK7777LrGxsYwfP5477riD8PBw4H9fgVlERLyXAjsREREREZE6VFkJ61ZUsmBONTn2MGwdRuGKjmVp3EgckbFc0Ad694aIiGOva5omBw8e5P333+e9995jz549jBo1iquvvppu3bpp+KuIyFlCgZ2IiIiIiEgdME2T4iJY/dEeoiY/zrmWWJYPeowjjgw22pvSuJmNCy+E5s3B1/fY6zqdTr766iuefvppNm7c6Bn+2rNnTyIjI9VRJyJyFlFgJyIiIiIi8j+qqYFDmRVsfflrWn70dyIrD/BzizGU51ZQaoRy/mAbQ4ZAaKh7/9rszTRNqqqq2LRpEy+//DJz584lLi6OSZMmMXbsWKKjo7H82koUIiJyxlJgJyIiIiIi8ieZJpSUmOxduIvSf0znnBVvUhGeyOdtnmB5k78Qm+zHiPOhUyf479GsDoeDbdu28fHHH/POO+9QXV3NyJEjufnmm2nXrp2COhGRs5gCOxERERERkT/BNOHgQZg7xyTuvc8YuPpVtjcezLwmEzkY34Fe/W307AlxceDj88vrmeTn5zNjxgw+/vhjNm7cyHnnncf111+v1V9FRARQYCciIiIiIvKHmCY4qp1k/ljEh5/4cKA8jCatLqE0PJkVoYNJaBbCDcMttGjh7qozDHdIZ5om5eXlLFy4kEceeYQ9e/aQlJTEjBkzGDBgACEhIfj8MtkTEZGzlgI7ERERERGRE+RymuRlFnH4/e+IeOtZesT0YOGAZ9lb3pDsRg3p3wv69jWIjDx6nrq8vDyWLVvGtGnTWLRoEU2bNuWee+5h7NixxMTEqKNORESOosBORERERETkBFRWmBz4bDXWaW+S9sNcqgKj2BvSiuIiF81a+tC/PzRrdvRcdaWlpSxevJiZM2eycOFCIiIimDBhAqNGjaJ169bqqBMRkeNSYCciIiIiIvIrTNP9lbu7jJIX3iRm9hR8i3L4ufEI5ja4FbNVK0ZdYKNdOwgLAzDdQ2YdDpYtW8Zrr73GihUrqKio4Prrr+fyyy+nefPmBAQEqKtORER+lQI7ERERERGR43A6XFQeKWXZxlAWL7DSb8l+XMTxVd+XyUrrR6dzbAwe8p/hr6bpIjc3l59++ok33niDhQsXEh0dzcCBA7n33ntJT0/Hx8dHQZ2IiPwuBXYiIiIiIiK/YJomVUeKKf/ye0o++opF4fdSFJbGwvZ34fILJL1zODf0MGjSxD381eVysm/ffpYsWcLs2bNZvHgx8fHxXH/99Vx66aV07twZf3//+r5bIiJyGlFgJyIiIiIi8m9Oh4v8z5bhO+11Alctxc/uILrXpeQHpxHdJol+/aBpUwgOBjDZtWsX77//PgsXLmT9+vWEhYVx++23M2TIENq2bUtgYGB93yURETkNKbATEREREZGzmmlCtd2k6IctGE89Rdjqb6iyw9rkIXzVYiIhHZtx/UDIyICAAAcVFeWsWbOD6dOnM3v2bKqrq4mLi+P+++9n9OjRxMbG4ufnp6GvIiLypymwExERERGRs5JZ46Bm7wH2FYez6KdQqr88RP+f95IZ3o/VHW+hpvM5DO7hQ4cOYLcXsn17JqtWrWLWrFn8+OOPRERE0K1bNy655BIuvPBCIiIiABTUiYjI/0yBnYiIiIiInFXMKjtVK36Cb7/FWL6MtbZLWRxzHf7WLpQOeJ3wDo3o1j2Qhg2rOXx4C9OnL+WHH35gzZo17Nmzh/bt2zN+/Hh69OhB9+7dCQ8Pr++7JCIiZxgFdiIiIiIicuYyTcx//9dVWEL1B7OwzP4E6/atuHLyyPNLIreFH/GtTDp2CaJdu+bU1Oxn4cLPefjhBWRmZpKfn4/NZuO8887jxRdfpGXLlsTGxuLv769uOhEROSkU2ImIiIiIyJnFNMFuxywoxJVfQKFPNNsLYjk4P4t+L/2NGmsg++LOYe3AkRxOb0NS02q6RHzD2rXf8/LLi9m4cQNBQUFERUXRtm1bhg8fTv/+/YmNjcXHx0chnYiInHQK7ERERERE5IxgHjmCuWUbrqzd+OzOxLV2HTXrNvFd6ng+TbsDoyKBve1v5VBIAAdCArH6raF453u8P3cje/bsISEhgSZNmnDdddfRtWtXunbtSqNGjbBaddokIiKnlt55RERERMSrmabJvHnz+Pjjj/Hz8/OEKb/scjJNk6ysLKZOncrevXvp06cPo0ePJjQ0VN1QpyvTPHbTLy4zcnNh1y5ce/dTev7F5BTa8Hn3S1Lffxrj0CFqKu1kBqSxKqQh3xT/zIaNN1FSms0yIxeHI4/i4lycTifNmjWjT58+9OjRg/T0dBISEkhISNAqryIiUq8U2ImIiIiIV1uyZAmPPvoo99xzD7m5uYwfP57Zs2eTnJzs2Sc3N5dHHnmElJQUrrnmGqZMmYLL5eL6669Xd1R9+e/AzeVyf5kmuFyYpumeX87Pzx3E2e0YFRXufZwuDJcTo6yMSpsf5SHhUFhIyIf/wvbDD5iZmRgFeThqaigzLdzVcR+bK2pIO7CCbnmFrHa6+NHloLh6H2ZZLlRvwcdq4OfnR4sWLejUaSBdu3alXbt2hISE4Ofnh5+fHz4+PvXwQImIiBxLf72IiIiIiNcyTZMPP/yQ4cOHc+mll2KaJkuXLuWTTz7hjjvu8Oy3ZcsWKisruemmm0hJSaGsrIx//etfXHHFFYSEhBx1PKfTiWmauFwunE5nndecl5dHyaZNhJSV8cv+LBMoDAggPzAQH9MkubgY3/+6fZdhsCciAqdhEF5VRVRFBZb/Cr5KfX05HBKCASQVFxPgcABg/GK/PeHhVFutBNvtxJaXY3W5flGISaXNxv7QUEwgsayM0Kqqo2o1gL0hIZT6+hJYU0NyaSl+TifGv2/HAKp8fNgWGkoNBikV5SRXVmKYJhbAYppYTJOtvv7sttkIrK6mXV4OEaWlUFXl/qqspKK6mi8zMii0WGi4aRPnLFmCUVSEpaQEW2kZPo4aZiU15+XwRriKCrk5dwutq4spBnKBfYbBfn9/lm18BntQEGVhwexLaUxISAhtgoNJSkoiPT2dRo0a0ahRIxo2bEhgYOD/+AyLiIicfArsRERERMRr2e129u/fz6BBgwAwDIPWrVuzY8eOo/YrLCwkJCSEoKAgAJKTk8nPzz8mkCsoKOCf//wn27dvxzRNtm3bxqhRo+q05hUrVnBw4kQuyM3F+osQzWEYfBoUxLSQEEJcLl7Pz6fBv8O2WhWGwW2xsRRZLFxSXs640lIC/yuwWxIQwONhYdiAFwsKaFtdDRwd2N0XHc1um41eVVXcWVxM5L8Du9pQbpPNxsTISGqAvxUVMaiy0nPd2uO8FBHBEj8/2lRX87eiItKcTvdl/w7ssn18uCUykgLDYHxpKbeVlWH594qs5r//fc8/gDesvqQ5Hbxir6Sdy4UdqAbswAHgbmAvBucbPtxkWKi0+lHl6091RCKukGC2BgcRElpFeMNodgcPpjAoCEdYGGZ4OEGhoXQKCaVfaAihoaGEhYURERFBREQEoaGh+Pr6aliriIiclhTYiYiIiIjXcjgcOJ1O/Pz8PNt8fX2x2+1H7ed0OjEMwxPO2Gw2HA6He9jlLwQHBzNw4EC6deuGy+Vizpw5dV5zgwYNyOvYj1WbsjFc/7l9l2FQGBRPUkgCfi4HG/13kO2oOuq6NYYP0bEtCbLYqKzI4cfSQ9hM11H7HPCPIDk8DR9MdgTuorS67D8X/vv+h0Y3I8UaAFXF/BieTaDLgYnhmQPukG8IKRENcRoW9hbvZ2FVMaZh/Pv6Bi7DwCesAel+oQS7qvih7DCbXDVgsYCPD1h8KPP1o01kEk6bLxU1Zcx2VGBYfTBsViz+/vgE+JIQEsydwQGE+vtQGmBja5AN/yArvv42/PxtNAj05zM/P7DZCDQsBBsGTsOC0+KDy8cHrFYusPpgtVqx2axY//1/9/c2rFbrUc+7iIjImUKBnYiIiIh4rYCAAMLDw8nOzgbcnVsHDhwgMTHxqP2Cg4Oprq6m+t/dZgUFBYSGhh4zJ5mvry8ZGRkAuFwuNm/eTE1NTZ3W3LZtW9q8P/kXKyT8xyWA+e8+N8Pzv6Nd+juXm8A9v7NP7e381jFu+51jXOY5Ru01jnXjL4Ky40ZmxrGX/ne2luLZrtBNRESklgI7EREREfFaPj4+9O3bl7lz59K7d29KSkpYuXIlTz31FLt27WLPnj307NmTtLQ0KioqWLFiBZ06deLbb7+ldevW+Pr6HnW8X4ZCJysgMgwD439YvMBSh7WIiIjI6UmBnYiIiIh4tREjRrB161ZuvvlmTNNk6NChdO3alblz5/LFF1/QpUsXGjVqxOjRo5k+fTqvvfYaKSkpTJw48aihtCIiIiKnCwV2IiIiIuLVIiMjeeKJJ6isrMQwDIKCgrDZbAwdOpSBAwcSHByMYRhccsklDBw40DPnXUBAwAl10Zmm6Vk1VkRERE4Nve/+NgV2IiIiIuL1AgICCAgIOGqbn5/fUR10VquVsLCwEz6maZo4nU5Wrlx5wuGeiIiI1I3c3FxcLpeCu1+hwE5EREREzkqGYdClSxcqKyspKyv7/SucIKfTyTvvvMOQIUOIi4urs+PKiXM6nbz//vv07duXpKSk+i7nrFVTU8Mrr7zCrbfeir+/f32Xc1ZyOBz84x//4MYbbyQwMLC+yzkrORwOXn/9da677jqCg4Pruxyv4ufnxzXXXHPMAlHiZpj/vda9iIiIiMhZ4JdDYeuyu666uporrriCxx9/nGbNmtXZceXE1dTUMHbsWO666y7atGlT3+WctaqqqujZsyffffcdISEh9V3OWamqqop+/foxb948IiIi6rucs5LdbmfAgAF88sknxMTE1Hc5Xsc0TXx8fNTlfhzqsBMRERGRs5JhGBiGgcVSt+uy1p54WCwWLBaLTkLqgdPp1HPgBWofe4vFog6aevLL30d6DupH7XuMngP5o7RqvIiIiIhIHTIMgxYtWhwz556cOoZh0KxZM4KCguq7lLOaxWKhffv2CinqkcVioW3btlit6tWpL7XPgc1mq+9S5DSjIbEiIiIiInXINE0OHz5MVFQUNptN3V31wDRNcnJyCA8Px9fXV89BPXG5XBw4cICkpKQ672SVE+NyuTh48CAJCQkKTuuJngP5sxTYiYiIiIiIiIiIeBF9zCEiIiIiIiIiIuJFFNiJiIiIiIiIiIh4EQV2IiIiIiJ1xDRNNm/ezLhx4+jRowf33XcfBw8eRLPQnDzV1dU89dRTDBkyhL59+3Lvvfdy4MABTNPENE02btzIVVddRY8ePXjwwQcpKCio75LPaC6Xi5dffpnBgwezdu1aTNNky5YtXHvttfTo0YN7772X/Pz8+i7zjGOaJna7nS+++IKLL77Y8/Oel5eHaZrs37+f2267jXPPPZebb76Z7Oxs/V6qY6ZpcujQISZOnEjv3r0ZOnQos2bNwuFweC4bP348PXr04Prrr2f//v16DuQ3KbATEREREakjeXl5PPfcc6SmpjJ58mQKCwt57bXXqKioqO/SzlimaWIYBo888ghvvfUW5eXlPProo1RWVlJaWsr9999Pq1atmDJlCvv37+f555+nurq6vss+I7lcLhYuXMi3336LaZpUVlZSWVnJfffdR3p6OlOmTCEvL4+nnnpKz8FJsGDBAqZPn85tt93Gv/71L0aPHo2/vz9Op5NHHnkEm83GlClTCAsLY9KkSZSVldV3yWcU0zR57rnnKC8vZ+rUqYwfP56XXnqJlStXYpomjzzyCC6Xi8mTJ5OQkMBdd91FaWlpfZctXkyBnYiIiIhIHTBNk9zcXHJzcxk5ciQtW7bkyiuvZOfOneTm5tZ3eWcsPz8/Jk2aROfOnWncuDFjxozh4MGDlJeXs3v3bvLz87n66qvJyMjg1ltvZePGjRw6dKi+yz4j7dixg08++YQ777wTf39/APbs2cPBgwf5y1/+QkZGBuPHj2fTpk1kZ2fXc7VnFpfLxcyZM2nRogXbtm3j66+/JjAwkODgYIqLi/npp5+49tpradmyJbfeeitHjhxh586d9V32GaeqqooGDRrQoEED0tPTCQ0NxeVyUVxczKpVqxg7diytWrXitttuIzc3l23bttV3yeLFFNiJiIiIiNSR/Px8bDYbERERGIZBREQELpdLHXaniMvl4qOPPqJVq1aEh4eza9cuQkJCiI2NxTAMYmJiMAyDwsLC+i71jGKaJsXFxXz44Yf06dOHZs2aeS7LysoiODiY+Ph4DMMgOjoaHx8fDU2uYy6Xi2XLlrF69WpqamrYvXs3Dz74IHv27OHAgQMApKSkYBgGQUFBhIWFkZeXV89Vn1kMw2Ds2LGsXbuWwYMHc/XVV9OvXz86dOjAwYMHcTqdNGjQAIDAwEAiIyPJycmp56rFmymwExERERGpIy6XC8MwMAzjqO2ap+jkKy8v57nnnuPIkSP89a9/xWazHfN81P5fz0fdMk2TJUuWkJmZSZMmTdi7dy9lZWVkZ2dTWVmp5+AUMU2TwYMHc+utt3LnnXdis9lYuXKl53Vgsfzn9N8wDFwuVz1We2ZavHgxERERPPzww9x444188803bNu2zfNY//dzoNeB/BYFdiIiIiIidSQqKorq6mqKi4sxTZOSkhIsFgsBAQH1XdoZq7a767XXXmPr1q383//9HzExMQCkpaVRVlZGfn4+pmlSWFiI0+kkPDy8fos+AzmdTsrLy3nqqad4/PHH2bJlC5MnT8bf35/y8nLP4gdFRUU4HA49B3XMMAyaNWtGeHg4NpsNPz8/goODqaqqIjExEZfL5VkAp7KykpKSEqKiouq77DOKaZp89NFHXHXVVfTq1YsRI0aQnp7Ojz/+SEJCAhaLxdPtWFVVRWFhoZ4D+U0K7ERERERE6kDtkMvIyEjmzp3Lrl27mD17NqmpqZ4ASeqew+Hgtdde4+eff+aWW24hICCAsrIynE4n6enphISE8PHHH7Nr1y7efvttmjVrRkJCQn2XfUYxDINBgwYxbdo0pk6dyksvvUT79u2ZNGkSvXr1Iioqivfff5+srCymTp1Keno6ycnJ9V32GcVisTB48GAWLlzI1q1bWblyJVlZWTRt2pTIyEhatWrleQ7eeecdwsPDSU9Pr++yzzixsbEsWrSIvXv38vPPP7Nz507i4+OJiIigXbt2zJw5k8zMTN555x1CQkJo3rx5fZcsXsww1YMpIiIiIlInnE4nq1ev5v/+7//IysqiU6dO/PWvfyU9Pf2YYbJSN8rKymjRogWGYRAeHo5hGLRv355HH32U5ORkVqxYwfPPP8+BAwfo3Lkz999/v8Kikyw3N5c77riD22+/nS5durB69WqeffZZ9u/fT7t27XjooYc8c3lJ3TBNkyNHjvDKK6+waNEiIiMjue666xg6dCg2m41t27bxxBNPsH37dtLT03nooYc8rxupG6Zpsn79ep577jmysrIICgri4osv5pprriEoKIjMzEwee+wxtm7dSlpaGn//+99p2bKlngP5VQrsRERERETq0PH+vNYJ2cnzZ05n9HycXCfynOg5qHu/9rvn154PPQd1S7+LpK4psBMREREREREREfEimsNORERERERERETEiyiwExERERERERER8SIK7ERERERERERERLyIAjsREREREREREREvosBORERERERE/pTy8nLy8/OP+SouLubTTz9l0qRJuFyuOr/dw4cPM3bsWFq3bs2bb7553H1uuukmPv744zq9XbvdzoABA2jatClz5849KfdNRATAWt8FiIiIiIiIyOlp+vTpfPbZZ1RXV7Nz507i4+OJiooiLS2N8ePHc/7552MYRp3frtPppLi4mBdeeIGePXsed5/c3FzKy8vr9HZ9fX2ZNm0aDz30UJ0fW0TklxTYiYiIiIiIyJ8ybtw4rr32WvLy8rjvvvsYM2YM/fv3x2KxsHnzZubMmcPo0aP5+eefyczMxDAMNm/eTOvWrenTpw9ffPEF2dnZ9OnTh3POOQcfHx+Ki4v58ssv2bZtG3FxcVx44YWkpKQcE/wZhkFISAgBAQEAVFVV8emnn7J9+3batGlzVKC2detWvv32W/Lz80lJSWHo0KFER0ezYsUKysrK6N+/PzabjUOHDvHRRx9xww03sH//fr766ivy8vJITk5myJAhJCcnExoaip+f3yl9nEXk7KMhsSIiIiIiIvKn+Pn5ERwcTGBgIFarFX9/f8/3W7Zs4YsvvsA0TbZs2cIjjzzCpk2biI2N5dVXX2XSpElUVFRgGAZ/+9vfKCoqorq6mn/84x+sWLGCjIwM9u/fz9///neqqqp+sw7TNPnggw+YPn06aWlprF27lm3btmGaJgC7d+8mODiYjIwMVq5cyUsvvYTL5aKoqIh3332X8vJyTNNk8eLFLF++nMLCQl577TVycnJo27Ytvr6+lJWVnYqHVEQEUIediIiIiIiInAJxcXFMmDCBkJAQNm3aRGlpKePGjaOqqoqvv/6aTZs2ERoays8//8wNN9xAfHw8ycnJ3H777ezYsYO2bdv+6rELCwuZNWsWd911F+eddx55eXl88803nst79+7N4cOHqaysBOCpp57i73//O127dmXy5Mls3bqVVq1asWjRIoYNG4bL5aK4uJguXbrQtWtXIiIiPJ18IiKnggI7EREREREROelSUlLw9fXFarUSEhJCTEwMVquV4OBgfH19KSoqwul0sm/fPmbMmOEJyFq3bv278+CVlJRQVlZG06ZNMQyD2NhYIiMjAaiurub999/nu+++IyAggOLiYvbv309lZSUxMTH079+f999/n2uvvZbi4mK6du1KbGwsw4YNY+7cuSxbtoy0tDTGjBlDamrqSX+cRERAgZ2IiIiIiIicAhaL5ajgzcfHB8CzzTRNAgICiI6O5sEHHyQlJcWz7+91twUGBuLv7092djapqamUlJRQUlICQE5ODh988AH33nsvnTp14scff2TdunU4nU4Ahg8fzsiRI4mKiiI1NZX4+Hh8fX256KKLOPfcc9m5cydTpkzhq6++4vrrr6/Tx0RE5NdoDjsRERERERHxCi1btqRx48Y8//zz/Pzzz/z000+8/PLLVFdX/+b1oqOj6d+/P88++yyLFy/mjTfeYP/+/QD4+/sTFBTE2rVr2bhxI5988gn5+fme66amptK2bVtmzpzJOeecQ1BQELm5ubz77rts3rwZp9NJeXk5AQEBWCw6hRaRU0MddiIiIiIiIvI/8fPzo0OHDsTGxnq2paSk0LFjRwzDIDk5mfbt23u66jIyMo5aafWcc84hPj6ekJAQHnvsMd555x1ef/11/Pz8aN++PVbrb5+6WiwWbr75ZgCmTJlCjx49uOqqq2jQoAFRUVE8+OCDTJs2jR07dtC3b1+sViu+vr6e6w4ePJg9e/bQpUsXDMPA19eXqqoqpk+fjsvl4oILLmDYsGF1/bCJiPwqw6xdNkdERERERETkNHDgwAFuvfVWQkNDufbaa+nXr9+fOo7T6aSsrIwHHniAhIQE7rvvvt/soqupqeHJJ5/ks88+Y9KkSYwcOVJddyJyUiiwExERERERkdNKZWUlP//8Mzk5ObRo0YKmTZv+qeNs2rSJxx57jKqqKt544w0SExN/c3+n08nChQupqKigU6dOJCUl/e6CGCIif4YCOxERERERETmt/Pdp7J8NzVwuFw6HA8MwsFqtv3uc450+K7ATkZNBgZ2IiIiIiIiIiIgX0WB7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iAI7ERERERERERERL6LATkRERERERERExIsosBMREREREREREfEiCuxERERERERERES8iLW+CxAROZWWLFnC7NmzWbZsGdnZ2RQUFGCz2UhISKBt27YMHDiQUaNGER4eXt+lioiIiIiIyFnKME3TrO8iREROtq1bt3LdddexcuXK3903KCiIzMxM4uPjT0FlIiIiIiIiIkdTh52InPG+/vprLrnkEsrLy09o//Lycqqqqk5yVSIiIiIiIiLHp8BORM5oW7duZeTIkceEdb179+aGG26gdevW2Gw2srOzWbJkCf/85z/Zt29fPVUrIiIiIiIioiGxInKGGzx4MF999dVR2/72t7/xyCOPHHd/p9PJG2+8waWXXqohsSIiIiIiIlIvFNiJyBlry5YttGzZ8qhtAwYMYMGCBfVUkYiIiIiIiMjvs9R3ASIiJ8v8+fOP2Xb33XfXQyUiIiIiIiIiJ06BnYicsTZs2HDU91arlR49etRTNSIiIiIiIiInRoGdiJyxcnNzj/o+KioKf3//eqpGRERERERE5MQosBMREREREREREfEiCuxE5IwVExNz1Pf5+flUVVXVUzUiIiIiIiIiJ0aBnYicsdq0aXPU9w6Hg2XLltVTNSIiIiIiIiInRoGdiJyxBg8efMy2F154oR4qERERERERETlxCuxE5IyVkZHBoEGDjtr21Vdf8dhjj/3qdVwuF6+//jqHDx8+2eWJiIiIiIiIHJdhmqZZ30WIiJwsW7dupVu3bpSUlBy1vW/fvtxwww20atUKm83GgQMHWLZsGTNmzGD37t3s3r2btLS0+ilaREREREREzmoK7ETkjPf1119zySWXUF5efsLXUWAnIiIiIiIi9UVDYkXkjDdgwAB+/PFHunXrdkL7BwUF4e/vf5KrEhERERERETk+ddiJyFnl+++/Z/bs2Sxbtoz9+/dTVFSE1WolISGBtm3bMmjQIEaNGkV4eHh9lyoiIiIiIiJnKQV2IiIiIiIiIiIiXkRDYkVERERERERERLyIAjsREREREREREREvosBORERERERERETEiyiwExERERERERER8SIK7ERERERERERERLyIAjsREREREREREREvosBORERERERERETEiyiwExERERERERER8SIK7ERERERERERERLyItb4LEBERERERkbNTnz59+P7774/aZrFY8PX1JTg4mOjoaBo2bEjHjh0ZNWoUrVu3rqdKRUROLcM0TbO+ixAREREREZGzz/ECu99y3nnn8eabb9KwYcOTWJWISP3TkFgRERERERE5LXz77bd06tSJJUuW1HcpIiInlQI7ERERERER8Qpdu3Zl9+7dZGZmsmrVKl577TXat29/1D4FBQVcfPHFZGVl1VOVIiInnwI7ERERERER8Qr+/v6kpaXRuHFjunTpwi233MLatWuZNGnSUfsVFBQwceLEeqpSROTkU2AnIiIiIiIiXsswDJ566ikGDx581PYvvviC7du311NVIiInlwI7ERERERER8Xp33333Mdvmz59fD5WIiJx81vou4ExXuwivy+UC3J8OiYiIiPwe0zQxTRMfHx9Af0OIiHTv3h2r1YrD4fBsW7duXT1WJCJy8iiwOwVM0yQvLw9wz8mgP7hFRETkt5imidPppKKigri4OKxW/ckmIuLn50dUVBRHjhzxbKs9zxIROdPor7+TzOVykZeXx+23386uXbuwWDQKWURERH5fbYfdP//5Txo2bEhQUFB9lyQiUu9qRzCJiJzpFNidZLVvKNu2baOyspKOHTtis9nquSoRERHxZk6nk9zcXBYuXEh1dXV9lyMi4hWqqqooKCg4alt0dHQ9VSMicnIpsDvJLBYL/v7+WCwWunfvzpNPPklISEh9lyUiIiJerKqqilWrVrFw4UL8/Pw889iJiJzNli1bdtT8dQDt27evp2pERP6fvfuOj+uq8///uvdOb5qRNOpdli33XuKS4pKeQEIKEBIILCWE8mVZyu6yC79dwsIuncAuSyewAdKb49iJndiO7dhO4t5lS1bvZTTS1Ht/f1xrYlly7/Ln+XgosWbu3Hvu0Yw09z3nnM/5JYHdBWS1WvF6vRLYCSGEEOKErFYrLpcLMItNyPq3QggB//Vf/zXkthtvvPEitEQIIc4/CewugKPfZA/8W954CyGEEEIIIcTJGYbB1772NZYvXz7o9ltvvZXKysqL1CohhDi/JLATQgghhBBCCHFJiEQiVFdXk0wmaW9vZ/PmzfzqV79iy5Ytg7YLBAL86Ec/ujiNFEKIC0ACOyGEEEIIIYQQl4S33nqL0tLSE24TCAR4+umnGTVq1AVqlRBCXHjqxW6AEEIIIYQQQghxKhYtWsTbb7/Ntddee7GbIoQQ55WMsBNCiKPouo5hGOi6frGbIoQYYRRFQVVVKSIhhBAnoShKqmBfZmYmJSUlTJ8+nXvvvZdJkyZd7OYJIcQFIYGdEOKKZxgGAIlEgkQiQTKZJJlMXuRWCSFGGkVR0DQNq9WKxWKR4E4IIYDXX3/9YjdBCCEuSRLYjQBHsoZB5P2/EKfHMAza29sJh8PEYrGL3RwhxAilKAo+n4+MjAxsNtvFbo4QQgghhLhESWA3QiQS0N8PHo+EdUKcrng8TmdnJz09PTgcDnw+Hw6H42I3SwgxwsTjcWKxGN3d3QB4PB58Pt9FbpUQQgghhLgUSWA3AvT1QXMzbN0KwSBkZkIgABkZoGkS4AlxIrquk0gkCIfD2O12PB4PTqczNV1NCCHOBcMwsNls2Gw2YrEY0WgUi8WCx+ORqbFCCCGEEGIICexGgL4+qK2FVasgOxtKS6GoCHQdvF6w2cBiMYM7uR4QYjDDMEgkEkSjUYLBIC6XS0bXCSHOG6vVSiwWo6Ojg3g8jq7raJp2sZslhBBCCCEuMRLYjQCJBITD0NoK9fWwZQs4HJCXB3PmwOjRUFwMbvfFbqkQl56jC0w4HA4sFvm1KIQ4v5xOJ4qipEb4SmAnhBBCCCGOJVemI4iiQGGh+f9k0gzwli6FjRshPx9mzIAxY8x17qzWi91aIS49MiVNCHG+Dfyekd83QgghhBDiRCSwG2EGpr/quvkVjUJHhzltNh6Hri7IzTWnzmZlyTRZIYQQ4kKTsE4IIYQQQpyMBHYjkKaZwZ3dbo606+mB7m7YsAFqaqC8HCZMMKfIOhzm9qp6sVsthBBCCCGEEEIIIUACuxFP08yKsX6/OcKuqQnWrzenyW7dCtdea65vFwhc7JYKIYQQQgghhBBCCJDAbkQ7dsaN1WpOg43FzKmy27aZI+9KS2HSJBg3zpxOK6PthBBCCCGEEEIIIS4eCeyuIKoKTqcZ3Fks5rp2dXXQ32+GeBaLub6dzydFKYQY6fr7+1m6dCmGYZx0W6fTSWlpKaNGjcJms12A1p2ezZs309bWRm9vLwCqqmKxWHA6nVRUVBAMBnFLmWwhhBBCCCHEZUQCuyvE0aPtLBZzqmxRkVlJtqEBqquhvR2uuQZGjzan0EpBCiFGrs7OTh544AF0XU/dlkwmSSQSKIoyKJjLzc3l4x//OA8//PCQwO7owO9CL6Q/cOyf//znvPnmm1RXV6NpGpqm4Xa7yc3N5bOf/SyLFi2irKxMFvoXQgghhBBCXDYksLuCKQoEg+b6dZEIbN5shndjxsANN5hr21nkGSLEiJSVlcXWrVtT38fjcV566SX++te/kpGRwaOPPpq6T9M00tLS8Pl8Q/aj6zrJZBLrRRyWe+DAAfLz8/n0pz/NbbfdRiKRYP/+/SxbtoyvfvWrfOc73+HOO+8kJyfnorVRCCGEEEIIIU6HxDFXqIGBJopihnJOJ+TkmNNkd+82C1Rcey0UFpqBngxMEWJk0TSN/Pz81PfxeJxAIIDdbsfhcAy6T1EUNE3jF7/4BYZh4PP50DSNLVu2YBgGeXl5fOlLX+KXv/wl3d3dTJ8+nYULF2I5kvjrus53v/td/H4/FRUVLF68GMMwqKqq4t1332XdunX09vZitVrJzMzk5ptvprKyksBJquEkk0laW1vp6emhvLyc6dOnU1BQgGEY2O12IpEIf/jDH2htbaWtrU0COyGEEEIIIcRlQwI7gaqagZzfD21tEArBzp1mUJdImNsMXDdLcCeuFAPTLQ3DOKV13i4W9UiVmNOd7qkoCk6nM/W9pmnYbDZUVUXTtEH3gdkPb775Jj09Pfh8PnJzc9m/fz9WqzXVP+vWraOpqQmv18u111476PGvvfYaubm5GIbB4sWLaWxsZOvWrbzxxhvs37+fSCSCpml4PB6sVisOhwObzXbCtecSiQQNDQ3E43F8Ph+lpaU4nU7i8TgWiwVN01JtP3rqrxBCCCGEEEJc6iSwE4AZxGmaWUW2vx+am2HZMrMoxdSpsGSJeb9hSGgnrizxeJxoNHqxmzEsRVFwu90XdG22AwcOEA6H+chHPsI//dM/kZGRgaZpqeDwVD3//POsWbOGQ4cO8c1vfpPCwkJ6enrYunUrX/nKV7BarWiaxqRJk467j3g8zt69e9E0jczMTPLz89F1nc7OTt59911+97vfoaoqubm55OXlpR53bAAra9sJIYQQQgghLjUS2IkhnE5zKmxnJ1RVmevaRSKwcCF4vRLYiStHJBLh0Ucf5Yc//OHFbsqw0tLSeOutt/B4PKnRZOdbIBCgrKyMf/7nf8bhcJx2UGcYBrFYjMcee4wxY8bwyCOPMHfuXDRNwzAMRo8ezfr169m3bx9Op/OEgV00GmXHjh20t7fzm9/8hmeeeQZd14lEIiSODA/+5je/ydVXX016enrqcZ2dnbS1tXHo0CHmz58vFWSFEEIIIYQQlxwJ7MQgA2GcpoHHY/47FoNNm8xpsaNGQV6eVJAVVwbDMOjt7aWpqeliN2VY0Wj0gk/Z9fv9FBYW4vV6z2hkWjKZpK2tjY6ODt555x1UVWXFihWpfcXjcbZv347X6x00Km44iUSCQ4cOUVlZSVZWFhUVFfT397N27Vr6+/spKipi0aJF5ObmDgoWGxsbOXDgAM3NzcyePfu0z0EIIYQQQgghzjcJ7MSwFMUcaWcYEA7DwYPwzjvmfW63ud6dTI8VI52iKGRmZlJZWXmxmzIsn8+HqqoXdEqnx+MhKyvrhNscGyAeHSomk0k6OjqIRqO0tram1ps7ettEIkFmZuaQdfSOFY/HqampYdq0acyZM4f58+enilfU1dXh9/sZPXo0Lpcrte/+/n6qqqp4++23iUajHDx4kOLiYgKBAIqiyPRYIYQQQgghxCVBArsrwNkEa04n2Gzm4zduNItStLfD7beb1WWFGMkcDgef/vSnefDBBy92U4Y1UDjiQoZMAwUhjtee47UlmUyi6zq6rhMOhzEMg+uvv57Pfvazw1ZvtVqtJ52qGo/H2b17N3fccQdjx46luLgYgM985jM8/fTT/Mu//AsPPfQQRUVFeI4MGd6yZQtPPPEEy5Ytw+/3s2zZMj760Y/ymc985qQBoRBCCCGEEEJcKBK5XAHO5lp+oBiF329+39oKr70GVivMm2dOkz3NJayEuKxYrdZBI8AuNZfSiDCv10t7ezutra2DRtSFw2EaGhrw+XzYbDZGjRqFy+UiEonQ3t7OrFmzhj2PE62P193dTX19PT09PRQUFBAMBlP7yM3NpbS0lNzcXF555RVuueUWRo8eDcCUKVOYOHEioVCIL33pS+Tk5JCZmXncEFIIIYQQQgghLoZL9yr0LEWjUXbv3s3evXvp7u6mv78fMKeQ5eTkUFlZSXFxMaqqpqZgrV+/nrq6Otrb20kmk+Tn5zNq1CjGjBlzwUexnC4FA8UwAOXI1znc95HQzu02R+tFIvDuu5CTA6WlEAye08MJcUk4+vV+Kb/2LyW5ubk0NTWxbds2amtr8Xg8hEIhNm3alBpVp6oqHo+HKVOmEAqFeO211ygvLycrKwuLxUIsFqOxsRGLxUJaWlpq1Nyxuru7aWxsBCAjIwOfz5e6z2azEQgEKC0tZcuWLVx11VWA+XN0uVwoioKmaUycOJG0tLQLVrBDCCGEEEIIIU7ViA3sYrEYGzdu5MUXX6S2tpbu7m4AgsEglZWV3HjjjWRnZ+NwOEgkEnR0dPD000+zdetWDh8+TCKRYOzYsSxZsgSPx8OoUaMu8hmdgGFgSUbw93fgijhRVTtgRVet5v3nIGwYWNNu4N979kBBgTm6zu83p8dKpiHEla28vJyamhpef/113n77bQKBAO3t7Tz//PMkk8nUent2u53rrruO1157jddff53Ro0dTWVmJ3W6nr6+PHTt24Pf7KSsrO25g19nZSX19PTabjYyMjNSU1wE+n4/KykrWrl2b+hBGVVV0Xae/v59IJDKocqwQQgghhBBCXEpGbGCnaRo5OTl86lOfIi0tjaysLAzD4NVXX2X16tV8+tOfpry8nNGjR9Pe3s73v/99XnvtNW6//Xb+5V/+Ba/Xy3e+8x2eeuop1qxZw9NPP33pjrJJJBjVvJZ/ffXTNBbNobZkAY1502jImwGKelZr2B37WIfDnA4bicCbb0JHhxnWTZokgZ0QV7r3ve995OTk0NXVxcMPP5ya/vrggw9y+PDhQaPgPvGJTzB58mRWrFjBL37xCxoaGtB1Ha/Xy8SJE7n77rsJnmD4bktLC4cOHaK0tBSXyzVklFwwGGTOnDn8+te/prq6mo6ODjIzM2lubkZVVTIyMs5bPwghhBBCCCHE2RqxgZ3dbmfevHmpqU82mw3DMLjzzjtxuVysXLmSPXv2kJaWRnNzMy+99BIPPvggCxcuZPLkyWiaxsMPP8yTTz7JihUr2LlzJ2VlZSddBP1isB6uQju4A39/A+7qFRQ2bSTiCNCdVsjBssU05E6nNTiOuM1z2qnasZsPTI8NBqG5Gaqr4ZVXICPDvE2WgRLi8mSxWLj++uuZNGkSVqt12G2+9a1vAaSqrh7L4XAwbdo0/v3f/52uri5UVcXhcJCTk8O0adNwOBx4vd7Uhx9jx44lJyeHG264gVgshmEYWCwWXC4XwWAQr9d73PbOmDGDsrIyPvrRj1JcXDzkA5VgMMjixYtZsWIFpaWl+I8sxNna2oqiKKnvhRBCCCGEEOJSNGIDO03TBo2gMAwjtX7SwPc2m41wOExzczONjY1MnTqV8vLy1IXcpEmTWL9+PdFolEOHDpGXl3fCwG6gAqKu64OOO3Aher4YNjshTx6NWdeSE6vB29eCL1RPoOsglmSUtO7DZLbvpTU4js5AOTGbG12znfHxFAXsdnNNu2gUDh2CHTvMUXbBoFlVVghxeVFVlezsbLKzs4e9X1EUKisrT7gPTdPw+/3DhmHH7ldRFLxeL16vl6KiotNubyAQIBAIHPd+u91OVlYWWVlZqdsMw8ButwPQ3t7OCy+8wIwZMwgEAlJ0QgghhBBCCHFJGbGB3QBd14nH48RiMZLJJO+88w47duxA0zQqKiqIRCKpqViVlZWDpmBlZWWRk5NDWloa+/btY9q0aSc8ViwWIxKJEA6HU7cZhkFvby+JROK8nWOioITacQFenVjCoq6nKWlaT2bHPhzRbkYdeIWyg6/S70hn17gP8O7Uj9MZKCN6VGB3simzx7s/PR26usyRdqtWgc9nrnM3cA0tU2SFEJea/Px8bDYbNTU1fPvb3+a73/0uEyZMkMBOCCGEEEIIcUkZ8YHdoUOH+Nvf/sYPfvADotEoNpuNadOm8etf/5qJEyeyefNmurq6sFqt+Hw+bMcMD3M6nfj9flpbW4nH4yc81sqVK3nppZf47W9/O+S+aDSaqlR4zinQb0ujOmMGyydNxaXF8EZaKal+nanv/oaMjv14wk3M2PxLaooWEHZlEXX433v4SYK1E90/ENLt3w8rVkB7O9x8szltVgghLjUej4f/9//+H5///OcBsFqtqZHXQgghhBBCCHGpGPGBXWZmJosXL8bv99Pb28u+fftob2/n17/+NWPHjqWvrw8gtf7RcIUlFEU5pSmtkyZNIj09nTlz5qRuMwyDSCTCI488co7OaDgKBqArGklVI2610GvJ4WDZIjoDpWS07ye9Yz/p7ftpC46l3/VeZURvTz2GohB2Z2Mo6mkNi1MUs0qs1QpZWdDUZE6NLSqCCRPMYhRCCHGpGPj9brVaj7tOnxBCCCGEEEJcCkZ8pOJ2uxkzZgx5eXn09fWxY8cONmzYwDPPPMOOHTtQFAWLxYKu6yQSCZLJ5KBqgwNTam0220lHYeTk5BAMBpk4ceKgx/f29vLoo4+et3M8lqGoJCxOenyF9PgK6Ugfhb9rHBltewl580lYXWAYWBIR8uvfwhrvo8tfQmtwLDGb97TWtxsI7Xw+aGkxQ7udO6GsDFwuCe2EEEIIIYQQQgghTteIj1MsFgs+nw+fzwdARUUFwWCQd955h6VLl3LVVVfh9XpJJBL09vYSj8dTgZ1hGPT39xMKhcjIyMBykvTJYrFgsVhSi5qDGdgdXezigjoymiTkKyDkK6C2aN57dxk67t5mZm18lOzmbXSnFfHq4u/RnD2JsDsIKIP2cbLDOJ1mQNfXB2++CdOmQX4+eL2ylp0QQgghhBBCCCHE6bhiF+7RdZ1oNEp+fj4VFRVYLBY2btxIXV1dapvDhw9TU1NDW1sb06ZNw+PxXMQWn1uKkSTQWYWiJ7Eko2Q3b+OuJ+9h8atfY8KOv6AYydPeZ3o6eDzQ1gbPPw9VVXCSZf+EEEIIIYQQQgghxDFG7Ai7vr4+VqxYQVlZGWlpabhcLqLRKPv27WPNmjVUVVVxyy23kJ+fTywW46qrruLll1/GMAwMw8But/PEE0+wd+9eSkpKGD16NE6n82Kf1jljKBodGaPZPPMh8ho2U1L9BjlN71J8eA3ucCveUAM7JnyQfmcGCeupnbeqgsNhBneHDsHu3ebIu8rK83wyQgghhBBCCCGEECPIiA3sIpEIa9eupampiUAggNvtJhqNsm3bNnbv3o3b7Wbq1KlkZ2cTiURYtGgRL7zwAps2bQLA4XCwZs0aEokEs2bNIjs7+7KqJGgYw09FHbjdUDV60grZ57yNzkAZumrFEenEE27GFW7F09tAd1oxzdkTCXnzidm9Jz2mooDNBn4/VFebI+y8XigpAbtdpsYKIYQQQgghhBBCnIoRG9jpuk5HRwePPvoozc3N9PT04PP5KC0tZdq0afz0pz9lwYIFqYITX/7yl+nr6+ONN97g8ccfJxaLMW/ePN73vvdx9913D1s9diSI29w05M+iMXcajblTmf72Lymo20Bu0xZuf/7jbJt0P7vG3UV16cJT2p+qmuHcQGgXiUBFBZSXmwUoRmg3CiGEEEIIIYQQQpwzIzawCwQC/Md//AeRSIRkMomu66iqitVqxW6343a7U8UlFEXB4XDwD//wDzz88MPE43EMw8DhcOB2uy/LteuOF4wd73ZD0dhfcTOtmWPJr9/IrE0/J6t1Jxnt+8lu2nbKgd2AjAxobjarxq5YATk5ZiVZCeyEEEIIIYQQQgghTmzEBnaappGVlXVK2yqKgqIoZGRknOdWXcIUhbjNQ1egFF2zoelxyquW05A3g8bcqcedYns8FotZNTYaNafG1tVBYSGkpZ2/UxBCCCGEEEIIIYQYCUZsYCeGd7LgLW7z0J4xms5AGWFXkNbgONozRqNggAFaMoqWjBGzeQBl2J0N3OTxmP9ubIQDB8wAz+s1b5ORdkIIIYQQQgghhBDDu3yqKIhz4lSDMl21sGfsnbRnVoJiPk1UPU5+/SYmb30MSyIKGCfch9VqVo21WGDtWti/31zTTgghhBBCCCGEEEIcn4ywG6FOViX2hI7zwOlv/4rSQ6+R3bKDQOcBNs76PF3+klSgN9xubDZz/bqmJti9G9LTYcaM0z4dIYQQQgghhBBCiCuGBHYj1OkWnTgVumrBGu/D11NL6aGVtGRNpK5gDm2ZY4+7c1UFp9P8d3OzOcpu4kQzyFNlfKcQ4hITiUSor69n9+7dtLa2oigKhYWFLFq0aNjtDx48SE1NDfF4nKuuugqv13vaxzQMg0gkQnV1NQcOHKC1tRVVVRk9ejRz584921O64Do7O3niiSeYO3cueXl5pKenX+wmDXL48OHU17333psqQCWEEEIIIcSlRAI7ccoac6cSbN1Jfv1Gcpq3MWHH41jjfXSnFRO3uoYdvqcooGngdkN7O+zcCddeC8GgBHZCXEy6rtPf3088HkdRFKxWK06nE+WY13A0GiUejxOLxbDZbKmvkaqzs5N169bxm9/8hn379qFpGosXLz5uYLd9+3aWLl1KKBSisrLyjAI7gPb2dl577TX+9re/sX//fiwWCx/60Icuy8CusbGRT3/60/z0pz/luuuuu+QCuz179vDKK6+wbNkyPvCBD0hgJ4QQQgghLkkS2I1wJ5sCe8rVXxWFhrwZRO0+mrMmcutLD1F2aCXe3mY8oUZev/ZbGOrxn05ZWeYIu8OHYeVKuOUWCARO/3yEEOdGT08PX/nKV1i2bBk+n48bb7yR7373u1it1kHbPfvsszz77LM8/fTTvP/97+e+++7j9ttvv0itPv+eeeYZ1q1bR39/Py+//DJpaWl4PJ7jbr9kyRLmz5+PYRj4/f4zPu5f/vIXNmzYgKZpvPrqq3g8Hnw+3xnvTxzfggULmDFjBl/+8pdHdPgshBBCCCEubxLYjXAnC+NOJawbCPUMVHp8hVSXXseGOV9i0vY/4+86xLg9T9OWWUl16UJCvvxh96GqZpVYw4AtW2DKFHPknVyPCnFxGIZBIpHA5XLR3d3NG2+8QX9/P6qqomkahmEQj8fZuXMn77zzDmlpaRiGga7rF7vp51VrayuJRILy8nKKi4txOBwnHIFlt9tTIefZjNRqbm5G07TUcS0WCxbLufkTnUgkUBTluO1LJpPA2bX/cmAYBslkEpvNhsViwe12X+wmCSGEEEIIcVwS2I1AhjH892e6ft3A4xQF4jY3Pb4C9o2+hcy23eQ2bSG9o4rR+5cS9mST1Gz0uYPDPt5uh2TSHGlXWwterwR24jJhGOaT92QUxfw6er73+Xqsqp6TeeXp6enouk5nZyf19fUUFRWlgozGxkZaW1vp7+8nOzt7SKBjGAbd3d00NTVRV1eXml7rcrkoKysjPT0dl8uFceSXUENDA01NTXR2dhKLxdA0DYfDQWFhIXl5eTgcjtS+Dx48SFdXF8lkEr/fT1tbGz09PRiGQXZ2Nnl5eQSDQRRFGTKN91itra20tbVRX19PNBpNhTXFxcXk5ORgtVqJRCKsXbuWnTt30tjYiMfjYdWqVWRnZ5OdnU15efmw+25ubqapqYlEIsGECRNwuVzEYjE2b96My+VKhW719fUAOBwOcnJyKC8vx2KxEAqFeOutt9izZw/d3d1Eo1FWrlxJdnY2ubm5FBYWkkgkOHz4MG1tbXR2dqLrOi6XC7/fT2lpKV6vF1VViUajVFdX09bWhsvlIi0tjYMHD9LX10dubi5Tp07llVdeoaCgAKfTSWdnJx0dHQQCAYLBIGVlZbS1tdHS0kJLSwvhcBi73Y7X6yUzM5OysrJUfxuGQV9fHzU1NbS2thIKhXC5XOTm5tLR0XHKz79IJEJ7eztVVVX09/eTSCTQNA2v10thYSH5+fmoqoqiKIRCIVpbW6mpqSESiaAoCna7neLiYrKysvB4PKn1APfu3Utrayvjxo2jvr6eUChEIpFg9OjRaJpGV1cXzc3NLFy4MPW8NgyDlpYWGhsb6ejooK+vD7vdjt/vJyMjg5KSktRzLZlMUlVVRUtLC319fcTjcWw2G36/P9VXQgghhBBCnA0J7EaIgWt9XTev8XV9cEB39L+PngZ7JlNmkxYHNSXX4uprI7LnOSbueJwJO/9CyJODrmhUly0a9rEOh/l9fb1ZMTYtDYqKhrZPiEuOrkN398m3s1jMr6NH7ug69PQMTdKPpWlgtQ5+bDJ5/Mc6HIO3PUN5eXm43W66u7tZv349LpcLt9uNYRi89dZbqbAnNzd3yIivRCLB3r17eeGFF3jiiSfo6OjAarVSUFDAww8/zNVXX01xcTGKoqDrOqtXr+b5559n8+bNtLe343Q6ycvL49577+Xee+9NhTMAL7zwAm+99RbhcJjZs2ezZs0aduzYQTwe5/rrr+cDH/gAN9544wmnNA6MCHz77bdZtWoVzzzzDE1NTaSlpVFaWsrHPvYx7rjjDvx+P52dnTz88MPU1tYSjUYBWLlyJddddx0333wzX/jCF4Y9xrp163juuecIhUL8+Mc/pqSkhHA4zDe+8Q2KiopIS0tD0zT++te/YhgGeXl53HzzzXzlK1/B4/FQX1/PQw89RG1tbSrwfPnll7npppu44447uP/+++nq6uKpp55i9erVvPPOO8RiMQoLC5k6dSoPPfQQkyZNwmazEQqFePzxx3nttdcoLS1lypQp/PKXv6SpqYk77riDn/3sZ9x999186EMfoqioiHfeeYf169ezYMECbrjhBkpLS9m8eTPLly9n1apVHDx4kIyMDCorK1mwYAFf/OIXcTgcqKqKYRjU1tbyu9/9jtdee40DBw5QWFjIbbfdRmlp6Sk99wzDoKOjg1WrVvHoo49SV1eXCgkrKyt54IEH+OAHP4jT6SSZTFJdXc2rr77K7373O5qamlAUhZycHO6//35uueUWRo8ejaqqtLW18eijj7Js2TK+973v8eSTT7J3715CoRDf/va3MQyDjRs38sILL7B///7UiNJkMsmGDRtSz72amhqCwSBTpkxh/vz5PPTQQ6nnWzgc5s9//jOvvvoqNTU1hEIh/H4/M2fO5LrrruNzn/vcKfWBEEIIIYQQxyOB3Qhgt5uj1TIyzJFrYF73+3zg95v5wfHCu7OZMrt3zO2EvHn0OwNM3vpHYnYPSYvjhI+1WMz17PbuNdtWXm5+L8Qlrb4eJk06eeg2fjwsXAjf/vZ7tx06BPPnQzRqhnfHU1kJixfDI4+8d9vevXDbbdDZOfSxDz4IP/7xaZ/KcEpKSigtLeWpp55izJgxFBcXo+s6Tz31FLm5udxwww1s27ZtyOMef/xx1qxZw/bt2/nOd75Dfn4+/f397Ny5k6997Wt8/vOf5/bbb2fChAnouo7P52Py5Ml85jOfwefz0dLSws6dO3nkkUcwDIOFCxcyffr01P47OzvZtGkTWVlZ3H///RQXF1NXV8c//dM/kUgkSCaT3HHHHcc9r2QyyYoVK/jJT35CY2MjDz30EHPmzOHQoUNs3ryZL37xizidTubMmUNhYSHLli3jP/7jP6itrSUQCPCNb3wDn893xlMnV61alQronn32Waqrq3nrrbf44Q9/yNSpU5k5cyalpaW88sorfOMb36C7u5vs7Gy+9rWv4fF48Hg8hMNhPvOZz6RGh33lK1/B6/Wybt06Nm7cyN13382yZcsoKSlJHbeuro729nbi8Ti//vWvUVWVYPC9kc/PPfcc48eP5yMf+Qj/+q//isvlQlEUNmzYwNe//nXGjh3Ll770JaZMmUJjYyNvvPEGjz/+OAAf/OAHKS0tJRqN8tBDD6HrOpMnT+ZnP/sZ4XCY5cuX89///d+n1D/d3d28+eabfP7zn+eLX/wiM2fOTD2Htm7dSkVFRWp05sqVK1m6dCnLly/n61//OuXl5SSTSQ4ePMi3vvUtmpqauPHGGwcVB2ltbeXb3/42n/3sZ/nsZz9Lbm4uPp+Pt99+e0hburq62L59O1/+8pdZuHAhX//615kwYQJ1dXW89NJL/PnPfyYajfLggw8SDod58803+eUvf8kXvvAFZs2aRW5uLm1tbTQ0NJxwzUMhhBBCCCFOlQR2I4DbDWVl8P73m9lAWxt0dZnX+M3N5qw5i8UM9ex28/vTHdE23Eg7XbPRnjGa7RPvoz1jNPV5M+kKlB73MQOz/dLSoKHB/DpwQAI7cRkwjFMbYdfbC5HI4NuSSQiFoL//xIHf8R7b02N+HRvY9fefWttPQU5ODnPnzuV3v/sd9fX1tLW1kUgk2L17NxMnTmTChAmDAruB9e9ee+01EokEH/7wh5k1axYej4dEIkF2djYvvfQS9fX1bN68mQkTJqBpGpMnT05NQ7XZbOTl5ZGZmcny5cs5dOgQ+/fvHxTYqaqK0+nkrrvuYvTo0aSlpVFYWMj48eNT7TtZYLd06VJsNhtz5szhpptuSk2nTU9PZ+3ataxbt45AIEBJSQm5ubl4PB5cLhcej4eCggLsdvsZr+0WCAQYN24ct99+e+q8FUXhmWeeYe/evZSWlpKXl0dubi5ut5tYLJaaCqppGr29vdTU1LBjxw4++clPMn/+fEaNGoXVasXtdpOWlsbrr7/Oli1bUlNXwRz5OGbMGD784Q8zduxYVFXFZrOlwq/S0lJmzpzJtddeS1ZWFpqm0djYyNNPP82kSZNYsGABCxYsIBgMkp2djWEYhMNhVqxYweLFi8nMzGT//v1UVVVx1113cf311zN27Fji8TiRSIR4PM7WrVtP2j+9vb10dXURDoeZPn0648aNIyMjg0QiQUZGBmlpadjtdgBWrFhBZ2cn73vf+5g3bx5+vx/DMMjNzeWaa66hpaWFTZs2DQrs3G43CxYsYO7cuRQUFOByudA0bdi1AZuamnjuueeYPXs2CxcuZM6cOWRkZJCVlUU4HEZRFF555RXuuusuIpEIra2tOBwOKisrmTBhAl6vl+zs7NT6g0IIIYQQQpwteVc5AtjtZujl8UB2NjQ2QksLVFeb/+/vh1gM+vrM63+L5b3Zd3Bq4d3xtul3ZtCQF6DTX0rUkUbSYgfDQNGTZjpnKIMerCjmTD4wA8WqKpg502zTOViOS4jzw2aDWbNOvt2oUVBYOPg2pxNmzDBH2J0osCstfW+O+ACXC6ZNMwO/YwO7U5x2eCp8Ph8VFRXE43Gampo4dOgQiUSCSCRCVlbWoNFbALqu09fXx+7du/H7/fh8Purr61PreyUSCTweD42NjVRVVaXWPRuoetrQ0EAsFkPXdUKhUOrxjY2Ng45jtVoJBALMmjULv9+PoigEAgFKS0tpamqioaHhhOel6zrvvPMOpaWlTJ48mcrKSsAM0jRNY+LEiezdu5fJkyejKAoOhwOLxYKmaWiahtPpHFI193QEg0HKy8uZPHkyAH6/n5aWFnJzc2loaCAUCqGq6qDjWiwWnE4niqLQ2trKoUOHaG5uRlVVdF2nqqoqtX/DMDAMg6qqKioqKlKBnaZplJSUcPXVV+Pz+VI/l1AoBEBxcTETJkygoqJiUF+9+eabjB8/HsMwaG1tpbW1FTCnf7rdbnbu3ElPTw+hUCi1Nt6YMWOYM2dOqkLuxIkT6enpOaX+URQFq9WK1+slFArR0tKCrut4PB6Ki4uxWq2p6dTbtm3DMAzGjh1LS0tLqm3JZBKv18uePXuGTI92Op3MmjWL8vLyQRV81WH+2HR1dbF+/XomTpxIIpGgubmZ5uZmAGKxGHa7ne3bt9PX14fFYsHhcGC32+nu7qa5uZn+/n7S0tLIy8thJlyBAAEAAElEQVSTyrNCCCGEEOKckMBuhLBYzCmw48ebX8mkOWBnzx5zFNuBA2Y41tdnZg9eLwSDZnB3dIZw2mvJKQqGotHnOTJM7sjOHNFuYlYXSc0+JLAD8/i9vbBtG9x8sznqTgI7ccnKzoaVK0++naKYL6qjFRTA0qVn9tjSUnjmmeG3P4ejeGw2G+np6cydO5fq6mo6OjrQdZ2pU6dSUlIyZIpfMpmkrq6O3t5e3n33XdatWzeo8MNAhdni4uLUCC2ArVu38vrrr/Pss8/S2NhIf38/8XicWCxGRUUF06ZNG3Qcp9NJaWkpFotl0P4DgQBNTU10n2TUo2EY1NTUMGPGjCFFIxwOBxMnTuTdd9+ls7PzjPrtZPLz88nJyRl0m9VqJSMjg56entRaecfT09OTCsa+8Y1vDBnpp+s60Wg0VVRhQGZmJsFgkLS0tOO2q/CYYDkajbJ//362bdvG448/PijU0nU9daxwOEx3dzeHDx8mIyODYDA4KAzLyckZFASeSE5ODmPHjmXKlCl8/vOfp6KigvHjxzN79mxuuukmMjIycDgc9Pf309zczI4dO1i7du2gtg2sPed0OodMXbbb7YwdO/aUArRwOMy+ffvYsmULf/rTn457/n19fYwePZr58+fz/e9/n29961tkZ2czffp0Fi5cyKxZsygoKEj9rE5WEEUIIYQQQojjkcBuhFJVMxSbMgUmTDBH2dXUmAHe4cPm6Lv9+83BPx6PGZidi+t/R6STnKatLH7161QXX0N16XUcqLhpyHaBAHR0QFMTbN5sDl5KTz/74wtxXiiK+WI51W3P1WNV9fiPPcdBgNVq5QMf+AB/+ctf2L17N5qm8eUvf5ny8vJU4DZA13XC4TC6rrNo0SI+9alPpSq2DjAMA4fDkQpzli9fzmOPPcaWLVt44IEHqKysxOPxEI/Heeyxxzh48CCJROKY01eHnV44cJxj23WpGRipd6yBUWMna38ikaC/v59gMMjXvva1IYEmmH2Qk5NDMBhM9Z/D4TjhyEC73Z6aajpgYNTkxz/+caZPnz4kdBto69ixY89ZwKmqKlOmTOHPf/4zmzdvZv/+/Rw8eJDf//73/OIXv+BDH/oQH/7wh7Hb7ei6zpw5c/jwhz/MhAkThjzXNE0bElAqioLT6Rx2RN2xkslkal2+GTNmDAk0B85/3LhxuFwuKisrefXVV9m+fTuHDh1i3759/Pu//zvBYJCrrrqKb33rWzI1VgghhBBCnBV5NzlCDVSNtdvNEXUOx3shXkmJOXNv/35zymwkAq2t5rZut7n9mY52s8b7SOuuIb2zClWPY0n005QzhbA7C0N978J1YEquqpoVY0ePNtt2FrPPhDh/FOXMA7KL9djTpGkaU6ZM4emnnyYUCmGxWJgwYQKZmZmp6YdHbxsMBrHb7anpgePGjRsymmhgiqdhGOzfv5++vj6ys7NZtGgR2dnZ2O12QqEQ0WgU/TgFOQam054JRVEIBoOEQiGampoG3ReLxTh8+DA+n++SLRLgdDrJzs5OTbcsLi4etgCG3W7HZrOlRhyeSp8de7/VaiU3Nxdd10lPT2fcuHHDPs7j8dDf309mZiahUIienp7UlFkwp5Ye29cnaoPNZiMrK4upU6dSUFDA+PHjmThxIj/60Y84ePAg+/btY/bs2Xi9XhwOB5qmDftcG5hee6xTCevA7MOcnJzUGozHO/+BdfA0TaOwsBCr1UpxcTGVlZVkZWWxcuVKtm/fTlNTE3l5eWe8/qEQQgghhBAS2F0BBmbapaebX8XF5pJYmZmwY4dZ/KGlxbxt4BpoIEw73etkxTDQkjEMRSHYugstGWff6Ns4XLyAhOJI7VBVzWDQbjen67a3m+2RwE6Ii0NRFEpLSykqKqKgoACr1UpZWRler/e4gV0wGCSZTHLo0CHmzp2Lw+FIrbUWOaaARmtrK4qikJ2dTWVlJRaLhXg8TmdnJ01NTcRisfNyTuXl5XR3d1NVVUVXVxdOp5N4PE5rayt79uwhLy+PjIyMc37sc8Hr9aYq9nZ0dNDd3U16ejpWqxVd10kmk/T396Oq6llPvRwIXVtaWlIj6AZCOF3XU1OXwQytCgoKiMViNDY2UldXR0lJCbquU1tby969e0/pmLFYjHg8TjQaJT09nWAwyNixY5k1axb/+7//S1dXF/X19bjdbvLz8+np6aGmpgYww0xN0zAMIxX4ns2IS4/HQ2VlZWp6saIouFwuwBx9l0gkUucfj8fpP1L0JTMzk+zsbMaOHUswGGTDhg00NzfT1dVFTk6OBHZCCCGEEOKMSWB3BbLZICMDrr0W5swxw7o9e2DFCnOKakuLWcTC7z+9wM4woMdXwJbJH6OkehVFh98k0HWIhau+wV/ufZZebw7w3g6dTjNIPHDAHGXndJrTd4UQF56iKKiqyr/+678Sj8dRFAWPxzNsEKQoCm63mzvvvJPly5fzve99D6fTyaRJk/B4PIRCITZt2oTNZqOgoIDrr7+ewsJCNm7cyJ49e1i7di35+fns27ePNWvWsG3bNnJzc8/5OVksFj760Y/ywx/+kCeffJLc3FwWLFjA/v37WbduHcuXL+d3v/sdM2bMOOfHPheys7O56qqrmDp1Kn/605/YtGkTDz74IGVlZfT09FBfX8/69eu58cYbU9Vjz1QwGOThhx/mk5/8JB0dHbS2tnLTTTehqiodHR1UV1ezZ88eHnjgASoqKrjqqqsoKyvjpZde4tChQ3z2s5+lt7eX5557jqWnsmYjUF1dzYEDB9i6dSvXXHMNGRkZJJNJduzYQVNTExMmTKDoSCGWD37wgzz77LP88pe/JDMzk9mzZxMIBIjFYmzZsoVQKEQwGOSee+45o/MvLi7m05/+NPfffz/xeJyamhoWLVqEoig0NTVRW1vL/v37efjhh+nq6mLDhg3ouk5lZSXp6elomsaLL75IS0sLgUBARtcJIYQQQoizJoHdFejo62+7HXJzzTXlSkrg3XfNqbIHDkB3txnaeb2ntr6dogAG6JqFN+d+FVX/Dyr2LyWrZSdj9zxNdcl1tGaNT22vquZ+HQ4zMHS7zamxVusFmwUohDjKQKXUgfXNjje1cuC2e+65h1GjRrFixQp+//vf09PTk1q7rqCggMWLF5OZmYmiKNx2221EIhGWLVvGV77yFaxWKwUFBRQWFnLvvfeya9euc34+mqZxzTXX0NPTw7p161Jro9lsNjIzM/m3f/s3rrvuOrKyss75sc8Vt9vNT3/6U5599lm2bdvGN77xDfr6+nA6nfh8PoqKivD5fDidziFrAJ7ucebNm8d3v/tdNm3axCuvvMJjjz2Gpmm43W4yMzNZvHgxjiNlvu12O9/97nd5+umneeedd7jvvvsIBoPMmjWL++67j3/+538+6TEdDgexWIxNmzbx3HPPpYpweL1e7r33XhYvXpwKUxcuXEgwGKSiooIXX3yRxx57jGQyic1mIzc3l3nz5h13GuupCAQCLFiwgB/+8Ids2LCBZ599ll//+tdYLBa8Xi9ZWVlce+21WK1WbDYbVquVxx9/nPb2dqLRKIqikJ6ezq233srs2bNJS0uTghNCCCGEEOKsSGB3hRuYmmq1muGZrpshnctlhnaRCCQSZgVam+0UgjRFAQM608tpyJuBr6eOwrr1lB9cQdidRae/lITVCYqCopjH9/mgs9OcmtvaagaIcp0jxPllt9tZsmQJkUiEsrKy1O3DrfmVlpbGrbfeisPhGFRtNSMjg/Hjx6OqKoFAgO7ubnRdx263k5eXx8SJE1Mj5zIyMpgzZw4ul4u9e/empscWFBSkKrYe3Y4pU6YQCARIJBJDRo7Nnj2b4uLik65PpigKPp+PGTNm4PP5yM7Opru7G6fTSTAYZO7cuWRmZg6qIjpv3jzGjh2L2+0+pfXPRo0axfXXX080GsXn86X69s477yQjI2NIddrMzMxUXw6MHgO47rrr6OvrG1RxVVEUNE2joqKCa6+9lvz8fA4dOkQ4HMbhcOD1eikoKCArKwuHw0EikUiNPJs4ceKQttpsNj772c8yf/78ISMaNU3D4/EwZ84c0tLSKCgooKmpCVVVcblcpKenM3XqVLxeb2o05sSJE+nt7aWoqIimpiYCgQCTJk0iGAzyhS98gcmTJ59wurHP56O0tJQlS5bQ0NCQCuzS0tKYOXMmY8aMSa0vmJaWxujRo9E0DbvdTkdHB/F4HKvVSk5ODuPGjaO4uBgwp7cuWrSI4uJiMjMzh4x0Kykp4brrriMYDKYKQ1gsFnw+H/PmzcPr9VJeXk5LSwuqquLxeMjMzGTKlCk4jxSBqaysZPHixXR0dKTanZ2dzbRp0xg1apQUnBBCCCGEEGdNMS71MnuXOV3X6e3t5eqrr2bGjBn86Ec/Ou40s0uBYUBvLxw6BMuWmdVku7vN9eU8HnMK69FNP9FpFB5eS3nVchas/Q+Smp2NMx9m8/RP0xUoTT3QMCAWM8O6ggK45RaYPfvM1s8T4kzEYjHC4TBNTU0UFRWlCikIIcT5MLDuXkNDA1arNVXA5dj3Bf39/axbt44lS5awY8cOysvLh1T3FUIIIYQQI9cZ1gIVI5nHAxMnwmc+A3fdBVOmQGOjub5db+97250sUKsruIrdYz9AY840VD1OxYGlzHnrx0O2Gxi519lpTslNJs/p6QghhBBCCCGEEEJcViSwE4MoyntBnMtlhnW33ALXX2+uNdfVZY6GMwzz60QMRaXHl8/6q/6eiD2NpGpBVy2oeiL14IHjeb3mTVVV5rTYIzOMhBBCCCGEEEIIIa44Mu9LDEtRzDXt/H6zMEUkAuEw1NZCR4c5TXZgiqyqmmHbkBF3ikLM5qWuYDYHRt1InytIU86UYY/ndJr77+gwR/K53WZAKIQQQgghhBBCCHGlkcBOnJCqmuHZ1KnmiLt33oFNm8zgrrDQvO1EU2OTFjvdacWsXPgIUbuXqMM/7HZOpzmqLhw2i11kZUFamqxjJ4QQQgghhBBCiCuPBHbilCgKjB4N2dkwaRI8/rhZkMJmg5wc8//DMQxQgB5fPua/jrnvqJtsNnPU3qZNUF5uHut4+xVCCCGEEEIIIYQYqWQNO3HKVNUM1AoL4eabobLSHBnX2GhWetX1oY9RlCP/Ucyyr4qewN3bzPgdf6Gk5g2ssTAYBooCVqs5qq69HerroaXlgp+iEEIIIYQQQgghxEUngZ04LVarWSBi/HizkmxBgXl7KGSGdies8GoYWBIR8uvfomL/UooOr8XfdSh1t8ViBoD9/dDcbH6dSnELIYQQQgghhBBCiJFEpsSK06aqZjGKxYshL8/8ftMmc905n++9YhHDrT/n7Gvnmjf+nazWnbQEx4Gh0xocBwaoqoLVagZ0hw9Derq5dp6sYyeEEEIIIYQQQogriYywE2fM5TJH2d1/P8ybB/G4WeE1Fjv+YyLOAOuv+hJ9rkyyWncyafuf8PQ2o+pxwAznMjOhtRX27zdH2Q031VYIIYQQQgghhBBipJLATpwxVQW7HTIyYP58qKgw17hraTGnxg6ZyqooJCwO6vNn0xEoJ2Z14+5ro7xqOc7+jtRmHg8kEtDRYY60k8BOCCGEEEIIIYQQVxKZEivOykBoN2GCORouHoedO8116BwOc126o6e06qqVzkAZzdkTcPW1kt5xgPKq5TTmTqXPlYmhWHA4zLCvtxcOHTKr0h67HyEuJMMwg+NLaU1FRTG/VFVeG0IIIYQQQggx0khgJ86aopjTYxcsMKez9vRAdTXk5EAgYAYcqUDhyD+2T7wPVdfJat3JuF1PsGfM7YQ8ufS7g4AZ9sXj8PbbsGQJ2GygaRfn/MSVbSCk6+2FSOQkhVUuIKvVDMu93mNeY+KiMY5KcxVFGfT9iSgn+eEdu99z6Xzu+3Jy7M/qSu4LIYQQQghxaZDATpwzXi+MGQN33w2PPfZewJGbOzRQaM6eTG3hAfLr3yKv8R3G7nkGVU+wY9J9gFm8oq/PHLV38CCUl5tFKIS40GIxaG+HP/wBurvN6dqXgoHp6J/4BLjd5ihUcXG9733vIzc3l/vuu48FCxbQ1tbGsmXL+P73v88f/vAHysrKMAyDXbt28YUvfIFPfepTfOhDH8Lj8Rx3n7FYjKVLl/L4449TUFDAD37wg3PW3mQyySOPPEJHRwfZ2dn84z/+4znb9+WmubmZNWvW8JOf/IQvf/nL3HHHHRe7SUIIIYQQ4gonl3jinNE0c/25khKzuuuuXWbQEQqZtx8d2CWsTjrSKzhUupC8xnfIadpCt6+Q/RW3EHWkYbUqWCwQjUJ9vVmBVgI7cTEkk2Z4XFdnhncD01AvdpsUxQzEIxFwOk9/H4ZhEIvF2LZtG7W1tTQ2NtLf309aWhr5+flMnTqV7Oxs1CMnaxgGq1atorq6mpaWlkH7UlWV4uJirrnmGnJycjAMg2QyydatW6mqqqKurg6Xy0VlZSUVFRXk5+enHhuLxXj33XcJh8NkZWUxYcKEs+qbi6m6uhpd1wmHwwDY7XaKiopYtGgRaWlpWCwWotEofX19HDhwgM7OTvSTLNJpGAY9PT3U1taineNhxoqiMHbsWEKhEH6//4z3U1dXx5///GduuukmCgoKSL8Mf1knEgm6u7upqqqiu7v7YjdHCCGEEEIICezEuWWzmaN+5swxR9j19kJXlxkoDKy5NaAzUEpV+Q3M3PzfeHsbSes+jCPSRdThQ9MUNM0cmVdba46wk2l/4mJIJs2gLhw2R7XZ7ebz/GKKRMw29fWZU8fPpDBLMpmkubmZ5cuX8+6777J//366u7tToZmiKFx77bXY7fZUaLd06VJWrVrFnj17SEtLS+3LarUyd+5cxo0bR05ODgA9PT2sWrWKlStXsnfvXjweD0uWLGHx4sXk5eUBZhgVDod5+eWXSSQSTJky5YIFdhdiKqjH42HmzJmMGzcOv9+PpmlEo9HzcqwzoSgKN954I4ZhpH7GZ6K6upp//Md/JBgM4nQ6z0tgN/DzkqmqV5adaw/T159g9NyCYe/f/UYNBzc3Mv++iaTluC9w6wZTVQWrphKN68AlstjpGXDYNKJx/ZSn9F+KVEXBalGJxi+RNSzOkM2ikdQNkpdx9bWR8rqwWzXiCR39Mn5dKCjYbRqR2CUyVeQMWS0qhgGJ5OX7urBoKm6HxDDi1MgzRZxzigKVlebUQb8fXnjBHGXndpthx4A+V5CGvBnsrryTXncWzdmTiNk9gHlBZrFAWhrs2WNOtR016sxGEglxrtjt5nqNRz+PLwZFea8Qxpnq6enha1/7GlVVVUyYMIGf/exnZGdns2bNGtauXcv999/PG2+8QUlJCW73exfCpaWljBs3ju9973tHtUfBZrPh8/kAMwx84oknWLNmDU6nk2effZZVq1axbNkyNm7cyA033JBqw4EDB3j88cf59a9/zfTp08/8hM5AIpHAch7nEiuKgtPpxHkJ/+I60XTcS0kymURRlHM+ylBc2g5tbaajJ0re1Jxhw9qd6+tY/YdtjLq2BIvfcRFa+B6LpqBbIRy5vC+GNVWhL5o4q78vF5umKriAcOTyDuywQyyhE09eviGRpik4R8DrQlEU+qNJkvrl+7NQMH8el/vrwmkD3TCOhMCXJ5vVkMBOnDJ5pohzbuA9dWmpGbrV1ZnTY5NJc1prqqqlohCzuVl99TdIalbiVjdRuzlqxzDMx/r90NhoToutq4OKiot2WkKkDDzHT3XU55mMDj2fI0oTiQShUIhVq1bx0Y9+lGuvvZYpU6ZgtVq57bbbyMjIYPPmzbz88svceOONg0a9aZqGw+EgMzNz0D5VVU2N0tJ1nZqaGvLz8ykuLqasrAyv18uOHTtYv349XV1d+Hw+Nm7cyIsvvshnPvMZSktLcThO74I7HA6ngsDa2lq6u7vxer1MnjyZOXPmcOuttwLwzW9+k71793LPPffw9ttvc/DgQaLRKDfffDN33XUXPT097Ny5k7/97W80NDSgKAqBQICFCxeyZMkSCgsLU0FRR0cH+/fv5/e//z0HDhzA6XRSWFjIRz/6Ufr6+ga1r6Ojg1WrVvHzn/+cn/3sZxQXFw+6v76+npUrV/LUU0/R2NiIz+ejrKyMhx56iPz8/JP2R09PD1u2bOGvf/0rdXV19Pb2EggEWLBgAbNnz2bmzJmoqnrcUWm6rvPjH/+Yrq4ugsEgX/jCFwBzJOXy5cspLi7GarVy+PBhtm3bhsViYe7cucyaNYvFixcD8NOf/pSnnnoKwzD4zne+g8/nw+PxkJmZyU9+8hMKCwuJRqNs3LiRl156iQMHDtDe3k56ejrTp09n2rRpLF68GE3TUBSFPXv28IlPfIK/+7u/IxQKUVVVxfbt27nhhhtSAe8999zDggULyMrKSp1LY2Mjmzdv5j//8z/53//9X4qKikgkEixdupQ33niDpqYment78Xg8TJo0iZkzZ7J48WIcDoeM2rvEqerxfz6KqhwpDHT5XkQLIYQQQhyPBHbivHG5IDsbJk+Gw4fNEXehkDlqbiCMMFQLHRlDUzgFM9iz283HdXSYBSgksBOXkhMFd0ffdiZ5wPnMEAzDIB6P09bWRjAYJD8/PzU6zul0kpOTg9vtZteuXcycOXPQY3t7e+nq6uLpp5/GarXi8XhIT09n4sSJ2I7MFVYUJRU26bqO3W7HMAwURcFisaBpGnV1dRw6dIiWlhYeeOAB/H7/aU3LbG1tpaqqiueff57Ozk40TSMrKwur1Uo4HKanpye17b59+1i9enVqHTmHw4HX68XhcNDR0cH27dt5/fXXicViBAIBwAwgV69eTSAQIJFIUF5eDsD27dt588032b17N36/H7fbTTKZ5LXXXkutXTcgHo/T2NjIhg0bCIVCJI6pWLJ//348Hg9Wq5VAIEA4HGbnzp28+OKL3HPPPWRnZx/3/AfWW3v++ecJhUK4XC6cTieaprFp0yZ0XcflcjFx4sQT9uPAz6C3t3dQ327dupV9+/YxevRodF0nIyODrq4u3nrrLaLRKOPHjyc7Oxu/309GRgYA6enpZGZm4vf7CQQCWCwWwuEwTU1NPP/887S1tWGz2cjKykLTNHbt2kVfXx/Z2dlMnDgRi8VCb28v69ato7i4ODXtOjs7G7fbTWdnJy0tLaxfv56JEycOCuxqa2vZuXMnVVVVKIqCqqqp/ldVlbS0NFwuF7qus3PnThKJBIFAgLlz50pgd4lTThrYSVgnhBBCiJFJAjtx3qiqWe31qqtg506z2mt7u1lNdsh1uWEABqqeRNXjJDUbKBqapqAo5uPq649shqxlJy4twz0fL+XnqGEYqXXLDMNA13V0XUdRFJLJZGr64YEDBwYtwG+xWAiFQhw4cICvf/3ruN1u8vLyGDduHF/60pfIzs5OjVgqLS3l4MGD1NTU0NHRwZYtW+jv7yc7OxuPx8Py5cupq6sjEAgwfvx4kskkvb29qKqa2seJgpT9+/fz8ssv89e//pUvfOELzJ49m9GjR9Pb28vu3btTIdKA9vZ2li5dyj//8z8zadIk8vLy0DSNgwcPsmLFCpYvX843v/lNJk2aBMDhw4f52te+htVqpa+vj/LycuLxOK+88grLli0jPz+ff/iHf8DhcFBXV8f3vve9QSHhqdi2bRuKovDlL3+ZzMxM1q1bx8svv8wPf/hDZs+ePeQcjlZXV8eGDRv44x//yLe+9S0mT55MMBikrq6Ob3/723R3dxOJRFLrEZ6uaDTKli1bGD16NPPnz2fy5Mm8++67/Od//ift7e3MnTuXRYsWcccdd5CRkcGzzz7Lhz/8YebMmUNpaSmapuH3+6mvr+ftt9/mj3/8I5/73OeYM2cO5eXl1NTU8Mtf/pI1a9agKApjxowZND155cqV3HTTTdxyyy1Mnz4dTdPYuXMnyWSSN998k7vvvjv1nAXYs2cPBw4cYOzYsam19Pr7+3E4HNxxxx1kZWXh9Xqpra3lRz/6EW+99RahUIjZs2ef1fp94vxTTvDzST23JbMTQgghxAgkgZ04rzTNnNZ6222wahVs2gRNTWbVV6v16C0NvKFGchvfpnLPM7wz9ZPU58/CUC0EAuYIuz17oLvbDPxkGSNxOTjZtNaLVUjFarXi9/uZPn06S5cupbe3l5ycnEGh0dtvv01JScmgaZ5XXXUVU6dOxeFwUFBQQH19PWvXruXll19m8+bN/OAHP2DWrFlomsbdd99NNBrltddeY8GCBfj9fm699VY+85nP0NXVxf/+7/8yc+ZMHn74Yb73ve+xcuVKotEoRUVFfP/73ycrK+uEa7+tW7eOp59+moceeohPfepT5OXlpS7eJ02aNCSkCgaD3Hnnndx7772DCmZ861vfQlEUHn74Ye69995UeFNRUcFXv/pV/vjHP7Jy5Uo+8pGPsG7dOrZt24amaTz66KOp0G/MmDFomsbnP//50/o5LFq0iHvuuYdrrrkGRVEoKytj5syZXH311axevRqr1XrcIhzLli1jw4YNfOELX+BDH/pQ6pzKy8vp6enhpZde4oknnuCrX/3qabVpgNVqZdy4cXzyk5+ksrISRVEYNWoUa9eu5eDBg7z55ptcc801eDye1LG9Xi/p6emDRr5t3ryZP/3pTzz88MPcf//9FBYWoigKxcXF6LrOypUr+dOf/sTf//3f43K5Uo+78cYbufvuu7nhhhtS4a3D4cBms/HTn/6UqqoqysvLycjIwDAMNm3axO7du7nvvvtSozsDgQCf+tSnBoW/xcXFxGIxli5dyvPPP8/3v//9M+ofceGcKE9VVHNBT0MSOyGEEEKMQBLYifNqYHH8ggKYONGsbLlhgxm6gRnaGQZoepLMtt3M2vgzgm17aMsYS8zmoTl7Eh4PdHaaoV1NjVnQQgI7cbGdKGwbuO9Up8xeaIqi4PF4+Pu//3ueeuop1qxZw1tvvYXD4cBqtZJIJJg3bx4tLS2Dgq/Zs2ej6zqapuF0OikoKCAvL49Ro0bxT//0T+zcuZOcnByKi4ux2WwsWbKEKVOm0NnZidVqJTc3F4vFwm9/+1smTpxIXl4ehw4d4s033+T+++/HMAx27NjBb3/7Wz70oQ9RWVk5pO2GYRAKhejo6KC3t5dp06bh8XgGFSMYbsSUy+VizJgxg6reGoZBTU0N9fX1bNmyhXXr1qW213Wduro6Dh48iMfjIRKJUFtbC0BmZibZ2dlYLJZUkDRhwoTTXoMvJyeHUaNGpdrudDrJyMggLy+P9vZ22tvbj/vY5uZmtm7dyv79+3nnnXewHvUJSGNjI/X19SQSCaLRKA6H47RHkVksFgoLC3G5XIP6Ni0tDbvdTmdnZ2qa84CBYOzo2zo7O9m1axc1NTVs2rRpUCjX2tpKc3MzbW1tRCIRksn3FsIuLS0lGAwOOXZ5eTn5+fns3buX/Px8FixYwK5du6ivr0dRFBYsWJCamh2NRtmzZw/Lly+noaGBrq4uIpEIzc3NNDQ00N3dTTQaPa+FR8TZO9GUWPXIGnaS1wkhhBCnLx5P0NbZTfJI1V2nw0YgzTdo/dhEIkk0FsPldBBPJOnqDpGRnoZ2Gu8tDcOgrz+Cw25H0078uPqmNhKJJMUF7y0N09PbR08ojIKCx+3E53VdMUuayLtUcd4pCng8UFQEfX2wYwf095u3H32dpCVjuPra8YYayGneQndaIc3Zk7DbzW37+83CE6NGXfwqnUKc6G/EsfddilNmbTYb8+fPp6Ghge3bt3P48GHC4TCFhYXY7XYcDgfhcDgVZiiKQk5OzqB9DBQYcLlc9PX10djYSGtrKyUlJalRVEcXWgiHwxw8eJANGzZw2223YbfbOXz4MIlEgunTp2Oz2YhEIjz33HMsWbLkuG0fCKKSySSZmZmnFLhYrVYyMjKG/HHv7u6mr68Pu91OV1fXoPs8Hg/jxo1j9OjRGIaRWufN6XQOCudUVSU9Pf20K5i63e7U2oFgFvSw2Wx4PB6i0SiRSOS4jx1Yp8/hcNDT0zPo2Ha7fdAacGdCVVX8fv+Qc7JarWiaRjQaPaX9RCIRurq6cDqd9Pb2EovFUvdZLBZycnLIyclB07RBa5EFAoEhIyztdjuBQIDRo0dTV1fHgQMHmDdvHjt37iQajZKRkUFxcTGaphGLxWhra2PZsmVs2bKFvr4+kskkiUSC/v5+otEosViMeDwua6Bd4k40JRaFMwvrDAYK0p/LTc/dfs7VQU+H9MlZHVP6ZPhNL/AhL4s+kefJGW967vZziffJhXS4oYV/+d5vGFNeCMDYimLef9MCrMp77//qGlt55fVNfOojt9ITCvPG+q3cuuQqHHbbsPtUlKHry8biCf701Apuv34eOVnpJ3zMuzv2E+7rHxTY/e35VWx8dw952RnEEwk+88DtFOZlDdnPSCSBnbhg8vPNQhQ7d8K775pVY91uM7jQNSvdaUXsr7iZ7JYd5NdvJOLws3PCvWiqgqoqRKOwfz/MnWvu52IHHkKcrpONyoML97zWNI3c3Fy++MUvkkgkiEQihEIh/H4/e/bs4Tvf+Q45OTmDRkQNx+VykZ2djc/no7u7m87OziHbDPwBrq+vZ9u2bdTX17NgwQIOHjzIxo0bmTFjBunp6aSlpTFnzhy+853vnHA9OJvNlgrpTjVsUVUVu90+JLCLxWKMGTOGW2+9lZtvvvm452iz2VKPHVgDEN5bQ0vX9VNqx9GO3s/R53LsvoeTSCTw+Xzcd9993HzzzcNOH9Y0bdhzPhWKogwbQA6MoDvVfk8mk2iaxn333ce11147pLrwwD4DgcCQ0HG4INZqtbJw4UJWrFiBz+cjmUyyevVq3G43o0aNSgWgoVCIXbt28c1vfpOPfOQjLFq0iClTppCWlsbWrVtZtmwZTzzxBIlEQgK7S9yJPxxRMHjv9+ep7/S8bHru9nMx3t9In5zVMaVPzmrTc7cf6ZPzd9DzdEzpk5OLRxP0dkXOSQquagpuvwOL9ch7LgMyAj4+ed+tADgcNjo6e/jb86toau2gclQRbpeTF1aso6u7l5sXzSYeT9DZFeL55esIhfto7+hm5pRKdu2rJpDm5SN3XU9zayePP/Mq4b4IV80Yz+iyApa/sZn6xjZuXXIVFovG86+8iT/Nyw3XzqSkMIcXV6znrXd30xMKc928qce03ODWJXNYvGA6P/ifv1Fd2ySBnRDn2kARiptvNtex6+gwvwbWVe/yl7Jt4keYtfFR/N015DW+Q27D2zTnTMHttqKq5jp2LS1gs5lhnxCXk9MZlXchaZqG2+1OjZSrra1l9erVfPnLX6awsPCEjx0YWdfZ2YnH48Hv9w+7XSwW47nnnuONN97gv/7rv8jJyeHgwYMkk8lUcDVQvXbgtuNxu90Eg0H8fj9r1qxh/PjxeAfm2Z+m0aNHE4lEqKurS40MPNbAbeXl5ei6TmNjI83Nzakpm9FolHfeeYf+/v7TOnZtbS27du0iLy8PMKdwdnR0cPDgQe65555Ba8Edq6CggPz8fKqqqsjNzU1Vtz3WhSiooCgKVqsVXdeH/NwyMzOpqKigqqqKO+64g9LS0rNqp91u5/3vfz8vvvgiu3btYsuWLbz00kvccccdXHPNNantGhoa2Lt3L4Zh8LnPfY7KykqsViuKorB+/fpBxVTExWEWvDFQ1cHTqA3DGDQQQT1JldiTz4m9RIc1nLZjz+Nszkv65OT7ulxJnwwlfTKU9MlQl26fVL3TxB/+aSWJ+Ol/OHysQI6b+799HYWV732A2tTSwR+eeAWA0WWFuF12auqb+cIn7qS7J0xS15kwppT7715CJBLjUG0jM/sr2b2/ho98YAk19c2sWL2ZL/7dXTzx4uscrG6gpCiH266fR2NzG8+8vJYxn76H0WUF3H7DPPJzMvnOT//E+26cT08ozAsr1nPNVZNZu2k7n33gfax/Z9eQ9+OGATv2HKKvP0oikaC0KPes++JyIYGduGAGpsDm5sKYMWb41tgIgYAZ5iUsdsKeLOrzZpLbvAVXuIVRVctpC47Dbrei69DcDA0NZvAngZ240BIJOMWZgOdVLGa25WyymHg8zr59+wBwOBz4fD7a2tpYvXo1mzdvJjMzkwULFpCXl4eu68RiMVauXInf7ycvLw+Px0NXVxc7d+7kjTfeID09ndGjR1NUVDTs8V599VW6u7spLy+nsrISm81GIBAgLy+Pl19+merqaqxWK+vWraOkpAT3cV7gA3/AKysrueqqq3j55ZcZNWoUEyZMIDc3l2g0SkNDAx6P57gFG462aNEiVq9enSqeUVlZidvtxjAMGhsbaWtrw+/3M3v2bMaOHUtRURFNTU387ne/484778Rms9Ha2sqTTz552iHQtm3b8Pv95Ofn4/F42Lt3L2vXrsXpdDJu3LhB04mPNXXqVDo6Oli+fDmvvPIK48aNIzs7G0VRaG5uprOzk2g0miracD4NTDceKAQxMMXV6XQyatQorr32Wp555hmWL19Oe3t7Khhtb2+nq6uLjo4ObrzxxtTacyeiqiq5ubkUFRVRXV3NH//4R3p7eykuLh605qHL5SItLY1kMsnWrVvRNI1gMEhNTQ2rV69mz54957NLxEkkkkn2VdXx1+dX8rF7bky98Y7F4jz54hscqm3kaw9/GDjxGnZoBmFPJwk1cYKjjYQLSRh6HmdzXtInJ9/X5Ur6ZCjpk6GkT4a6dPskkOPhqjsr0ZNnP8TO5bXhCQxeczkvJ5PPPHA7CmC1WugO9bFxy15++MsnmDmlkumTxuB2OcjNyqCuofW9dvm9jBtdgt1mZfe+GipHFZETTKerp5fNW/fx6urNjB9TgsNhQ1HA5XIQzPATjcVp6+hh595qDMMgK9NPc2snFaUFjCrNZ391PeG+oR+CJ5M6ew4cxuNxkeH3Dbl/pJLATlxQA6PsKirMQhJ1dRCJgMMBqBZiNg+1hXNJC9Xh6W2m6PBq3p7+KWwOBwmrRixmhny5uTCwnJZMjRXnk6KYz1uLxQzJAM5g9uM5FY2abbDZzLadyWsgmUxSU1NDS0sLmqbh8/loaWnhjTfeoLW1lZkzZzJ27Fh8Ph+GYZBIJFi/fj1ut5uioiK8Xi8dHR3s2LGDzZs3M2PGDEaNGjVkymMymSQSibB69WpsNhvTpk1LbZORkUF5eTmdnZ28++676LrO1q1bmTZt2nFHjA2oqKhg3rx5vPHGG2zYsIGOjg4KCwuJxWK0tLRQXFx8SoHd7NmzqaurY/fu3axatYq2trbUaL36+nrC4TClpaXMnj2bvLw8xo0bR11dHa+99hrBYBCn00lPTw/19fXE4/HT+hmEQiFqa2vZsGEDLpeL7du38/bbbzNhwgRGjRpFMBgkkRg+iKisrKSzs5Nly5bx5ptv0tbWRn5+Pqqq0tTURG9vLxaLheuvv/68B3ZOp5PKykqqq6vZsmULiUQCl8vF1KlTKSwsZN68eTz99NO888479Pb20tDQgKqqtLW10dPTQyQSYfHixacU2CmKgtfrpaysjPr6elasWIHL5SI/P5/c3Pc+bfX5fOTk5JCXl8fGjRsJhUIUFBRQU1NDU1PTaY+GFOeWntSprmvicF0z8SPPcV03WLtxO+/s2D9oaboTBXYhZwfrbvgTH/MupMzIv2IWoBZCCHHlyC71c/vnZ53HIxj095sjEhy6QSKR5EPvX0hbRw+/ffwl5s4YT7gvQmdXiISeHPrwYwqQJXWDbbuqmDdrIpPGlvH2tn0oioLNaqGrO0R2VgZZmX6umzuF/NxMmlu76I9EeeudXRyub6GquoHsoH/IIaZNqmD+zIn85y/+wrLXN3L79fNOWsBiJJDATlwUkyebBShqa81Rc7m5ZminqxZ2jbubwvoNZLbtofTQKryhehIWBxHVi9UKBw6Y6+GNGXOxz0JcCSwWcDrB74euLvN5eylwOMw2ORxnNtJuoIjCY489xq5du+js7MTv93PVVVdx66238rGPfQyv14uqqui6jqqq1NTUsGXLFhoaGujp6SEYDFJWVsb06dP56le/SkZGxpB1xyKRCFVVVaxatYqPf/zj3H333an7iouL8fl8rFq1il/84hfEYjFKS0v5n//5n5NOxR0zZgw5OTlEo1H+9Kc/8fTTT9PR0UF6ejpXX301Ho8nte3ARfyxF/OKojB16lTS0tKYNGkSP/3pT3nsscfo7+/HZrMxatQobrjhBtLT01Nrt91zzz2MHj2aRx55hC996UuptdP+5V/+hR07dpxwSu2xrr76ambMmMEPfvADqqurSU9PZ8KECfzwhz+krKwMTdOOG9iNGjWKjIwMgsEgP/nJT3j55ZdpaWnBYrFQWlrK9OnTue66607Yh0e373Tafaz8/Hy++MUv8m//9m+sWLGCvr4+srKyWLFiBRUVFaSnp/OjH/2I3//+9/zxj3+kpqYGq9VKfn4+Y8eO5eabbx40JfZUjjtz5kyamppYs2YN99xzDwUFBYMCv2AwyLRp0/j7v/97fvOb3/DXv/4VXdeZPXs2119/PQUFBTz++OOn3Bfi3LJaLdx47UzWbdoBgG6Yb+43btnDB9+3kKeWrj5qWxWrZfhfcj32FjqCdXToTcfd5kKxaAqaClZNuayL1qqKgkVT0ZXL9ywG1j62aJf3a9k8BxWDi/wp4VkwfxaX/+tCO/J8upz/PKjKwOv7Mj4JQNMUFJ3L+jwsJxo5foG5XQ4y0/08+rtnQFEYP7qEcaOLeXrpGjRV5YPvX0RRfjaTx5fzn7/4Cx++YzFjyovwuJyMHVWEpqmked2pohUlBTlkBwPcsngOf376VbbtqqKitAC/z8P8mRN5eukaFl89nY9/6GaeXrqaSDTOzCmVLJo/jZLCHP7nj8+THvCRnxMc1M7ighzS/V58Xjef+sitPLV0DV09ITICZ15g7XKhGLLa8nml6zq9vb2pC7Mf/ehHeDyeK/6CQNehutosPvHEE5CdbU5xtVkNVD3Odau+SeXeZ8lo38eqa/+NfaNvoT5zCp2d5iina66B668317+7wrtSnKVYLEY4HKapqYmioqIhi90bBsTj5sjO/v6LP7puwECQmJd3ZqPsdF2nv7+fUChELBZLhXIOhwOHw5H6PTVQYMAwDNrb24nFYiSTSXRdR9M0LBYLNpuNtLQ0NE0b8rtN13USiURq5Jrb7U6FM+YaVjpdXV309/djGAYWiyUV/J1sXTNd1wmHw/T29pJIJFIFDux2O06nMzVSrrW1lVgslqo8emwb4/E4sViMnp6eVNVQRVGwWCypirADRR2SySTRaJTu7m5isVhq/Ta/3097eztWqxWv14vT6Uy1r7Ozk+zsbKxWK2A+51pbW3G5XNjtdnp6ekgkEqiqmpoqPHD+hmEQDocJhUJYLBaCwffewAy05eifofncsKQq/brd7uP+vTEMg46ODpLJJBaLhfR0s2pXb28vvb29WK1W0tLSBr0eurq6iMViqcq4qqqm2tHV1ZUq4qCqKjk5OVitVgzDIBKJpKrEDoSQFosFq9WK0+lMPd+i0SiNjY1kZGTgcDhSfXasvr4++vr66O3txe124/V6B1XuHeifgXMZWBdx4LkRj8cJh8MUFBSkzqG/v5+uri4CgcCgwPdcMwwjNXXbarUSDAaHLQ7S39/PunXrWLJkCTt27KC8vBz7CCuR/i//+Vvuv2sJedmZ/MfP/kxuVgZOh41V67bwj5//MIdWtGHz25l9RyXDTTH6wVM/5pGD/8gPrv8JD07+5LDbXCgDF/TRc7DG0MXksKnE4jr6ZXx1oKpgs6hEYpf3z8JmUUnqBskL9MM4HyuRmWGd+Zy6jJ9S2K0q8cTl/bpQFHBYNfpjw4yQuoxYLQqGAYlzMD30YrFoCm7HpT1uKpFMggEWi1mcwjAMkkkdTVNPKccwDINEMomCktoHQDyRRNNUVEUhmdRJ6jpWi3n9oOvmjB6r1XLFZyVHu7SfKWLEUlUzbBszxgzrIhEzGElPV9A1G22ZY2jsnoo1FiZhcWAoGqpqhnoDBSva2t4rWCHE+aIoYLWaz9NE4gyqEZ4nA9N0z3RKrKqquN3u464Vd7SB4O7osOh0jmOz2VKFFY7dr6ZpZJzhC1lVVbxe70kLTpys3VarFavVekp9oWkaLpdr2Oq5BQUFQ7b1+XypyqUDnE7noLX+TtR+RVHweDzDBkgnasupUBRl2L4/3vGAYYuKnKwdiqLgdDqHrWR7LLvdTklJyUm3GzjecFVnj25XWloaaWnDf/p69GMtFsspPZfEuXF0oRldN7DZLNx16zV09/TS3NaFzWrBbreBArGkQTgy/AVmi9GCgUFDTwu9/YmL+gbfoik4rBrhyInW07v0aaqFvmjygoVE54OmKuDgsv9ZYNeIJQ3iics3eLRoCobV/Flcvs8oUBUL/dEkicv4daEo5mvjcn9dOO0aum5c1h+O2K3qJR/YWTRt0PfmB9nacbYeSlEUrJah52g9ah+apg6a0qqqCjbb8B/UXsku7WeKGNG8XigqgvJy2L4dwmFISzMDiNbMsVhjYbRklC5/CVG71/xkyGGGJt3dZrVYmRYrLoSB554QQoiz1x+J8uv/e4n9h+r47z88x//75F1MnVABQG1DC4cON1JSkMMeGlKjfIdUjMOgS2nDQKcj0oaBgXKRFz+/fC/lBzNGwpmMgFMALp1PCc+Qccz/L1cnq0V9WbjsT+CIEXAeI+AUxAUkgZ24aMxqMbBkCbS2mlMOu7vNqrEN+bNoyJ/F5pmfHfIYRTFH2B06BAsWXKTGCyGEEOKMOB12PvfgHTz8sTsA81P1AQW5Qb762Q++t/bkcdYpSupJumgDoL2v7Ty3WAghhBDiwhv5ZTXEJUtRQNOgpATGjYOsLDO40/WjPnkYSOiO+mTd5zPXEjt0yCwAkLy8l2IQQgghriiKoqCqamo6zNGj5wbuG7hNPc7i3OFYL6FYCMVQ6Iy0X5B2CyGEEEJcSBLYiYvO4YDiYnPxfIBYDHT9SEhnGKiJKN6eOjI69qPpMZxOA103K3a2t5tTZIUQQggx8ijHCexCsW56I704uwK0R9o5b5OMztVuR9IcKOmToaRPhpI+GUr6ZCjpk4tuoAhcX3+UpK5zOjVJo7E4zW2d6LpOPGEW+GpobiN+1AV6LJ6gqbUjVRzteJLJJMnk8NsMrHt7rnSHwnT19A45RjKp0x+JDnsss2hYjFgsPmgt3mO/zjWZEisuqoEP1UtLzWmu775rrmWnqkcW0wfc4RbyGzbj7G+n3/F+3I4A/f0aoZA5jTY9HUZY4TwhhBAj2Pl4QzdSHa+QRE+sh97+XnzN2XQWdZDUdVTt1BfEPvUGXGL7uRRInwwlfTKU9MlQ0idDSZ+cVDKeJNKX4FykkoqqYHdZU8UedF1n9VvbePm1DcQTSWxWCx+563omjCk9pf01trTzzMtruP8D1/Pki6/zsXtv4he/f44vfOJOsjIDALR1dPHnp17lC5+40ywodRwr176Lx+3kqhnjh9z3yhubKM7PZmxF8Rmc9VDrNu0gmdS5dclVgPm+7ODhRn77+FJC4T6mjB/FA3ffkCq+kUgkeem1Dby25m1QFD5w8wJmTqnk0d8+Q3VdM3abhfKSfD770fed8wJYEtiJS0J2NlRUwKRJ8OabZvVLmw0UI8n7nv842c3bSVocGKjsGncXiuIjFoP9+82iFccpaCjEaZGLaCHE+Tbwe0Z+35ya473vDcV66I304u0ooy8eIhTrId0ppeOFEEKMLC21PWxbWY1+DqoU250Wpi4pI5BjXjwfrm/hr8+t5It/dxelhTlU1zVhs1pZ89Y2rFYL9Y1tLJg9iU1b9lDX1Mq8mRMYP7qEppYOXnp1A02t7fT09mG1aGRlpmO1aLR1dLH0tQ309PZz43WzcDpshPv6MQyoqWvm5ZVvkZuVzjVzp5DmdacCrvSAF5fTwcGaBnbsOURjSwejSvOZOmEUr6zaiNvl5Nq5U5g5uZLVG7bS1NrBgtmTGFNeyIo1b+NxOaltaMHv83DNnMlYrRrr395FaVEub6zfQkNTO2Mrilg4fxrRWJxE4r11tXTdYMUbm5k2sYLFV8/g3374B2obWigtzAWgqbWDFas38/XPfZj+/ii/+r8XqSgrJBTu49P330ZxQTY2q+W8VKsfsYFdOBzmhRdeYMuWLTQ3N9PZ2YnNZqOoqIjx48ezZMkS8vLyUFUzXTYMg3g8zoYNG1i/fj2bNm0iHo+TnZ3NmDFjePDBB/H5fFiGKU8szp6iQEYGTJkC77wD8ThEIuCyK9Tnz8EdbiXQVc2oqmUcqLgJm82H1WoGdgsWmIUqzscH62Lk0zQN7ciTJxqNYrVa5XUuhDivIpEIhmEcWcdN/ngdj6IMPyXWMAx6ot2EIyHyOoL0xavpinZIYCeEEGLEifUn6KgPnZPAzuGxEo+9F1TtrTrM2FHFjCkvRFEURpcVAvCbx5eSTOrMnz2RF19dT2tbJ7Onj+N3f3mZrz38If77j89RmJvFpLHlrH9nF9FYgtUbtnLb9VcRjSXQNA2fx8WTL77OPbdfB0BHd4if/uYpFs6fSktrF0+++Dof/+DNqZBr38E60v0+DMPgtbXv8L4b5rH8jU3kZWeQ5vNQXJBNSWEOL766nsP1zcyYPIb//dMLfPtrn+Avz77GqJICpk2qYO3G7WQHA+RmZfDC8nV8+TP3kJuVTmYgjadfXkNu9tD3Cslkks7uELOnjcXncZGfk0ljc0cqsFMAi6YR7osA5oi7vv4IbpeT515Zi8/j5pbFc6goLTjrn9GxRuxVaTQaZdOmTTQ3N9Pf308ymSQej7N//35CoRCKonDvvfdit9tTod3OnTtZv34969evJxqNAlBXV0dnZyfl5eUsWLCAjAx5M3g+DFSMLS6GzEyzmERfHzgdCo2508hr2ERm2x6ym7fhiHTisKUTtdtpbYWeHohGzccLcboURUHTNKxWK5FIBIvFkrpNCCHOJV3XSSQS9Pf3o6oqFotFftec0PE/qW7vb0NLWnH0ejESCt3RrnN8bOOEx7/09nshSJ8MdTm3/XyR58lQ0idDSZ+cKqtNPWenpB4p9jRA141hPxhTVYUPvX8xo0oLeOQnjxGJxHh3+34smkZ1bRNt7d18/uN30tPbx7Y9BwEjtUadz+NiydUzAPjxr54kFosDUN/USmNzO3sP1BKJxHC5HMRiCRwOW6othmGgKAozpozh6qsms3VXFb3hfvw+D+VFeZQU5vCb/3uJeDzJjj2HSCZ12jq68XpcPHD39RTkBrFoGq+v20JxQTaTxpVhs1rZuGUvmqqQSCbp7AqdtJ8URRk0EyIrM8Ci+dP4y3MrsVkttHf24HY6+MgHltDXF2HT1r089uRyvvUPD6LKlNhTMxDOLV68mIqKCoqLi0kkEvzxj39k8+bNrFy5khtuuIHMzMzUD+T//u//2Lx5M/F4nG9/+9t4PB7eeOMNnn32Wb73ve9RXFxMIBBIBXzi3HI6zcITFRWwdasZxKWnKxwunMuoAy+j6kky2/fi76qmJ5hBzJlNUxO0tJghnwR24kwMXDS73W66u7vRdZ1kMondbj8vw5qFEFeueDxOJBKhu7sbr9eLw+GQ9xQnogy/hp1u6NT31pKhZWOLOyGu0BXpPPcHPy8u578r0idDXc5tP1/keTKU9MlQ0ieXgorSAp5f/iYHDtVTlJ9FXVMbVosFhSPV3FWVdL+PwvwsbrhmJt09vTidDux2K63tXYT7IkSjsUH71A2DWDxBR2cP8UQi9T7H43JSkBvk3tuvw+V0EO6PYLUeP44aaINuGLicdsKRCMmkTm5WBgV5QZZcM4OOzhCZ6X4UFLQjx7lq+niefmk123Yf5JGvf4K9VbV09/Ty95++h1/9+cVhVwLUNBWfx0VNbROjSvOpb2olJ2seDU1tRGNxigtzuP6amVwzdwor3tgMgNfroqcnTHFBDi3tXezYewgM4/hreZyhERvYBYNB/vKXv6Smuw284fvqV7/K888/z+c//3m2b9/OlClTSE9PJxQK8dRTTzF//nzuuusu5s+fj6IoFBQUMHHiRG655RY2b95MWloaZWVlF/nsRi6LxZzi2tYGBw9CKAR4gjTlTKWuYBdFtW8yet+LJFUrvYVLiESgthaCQcjNvditF5crm81GVlYWiqLQ19dHS0vLxW6SEGKEUhSFtLQ00tPTsdmOv/iyMC+7lGHyTAODpnAD6WoW1rgdI34+RtgJIYQQF58rzcGo6bnnZg07lxWH25r6vrQol1sWX8XPf/9sauTdA3ffgMftxGLR0DSVG6+bxWNPLuetd3bhcjr4xIduZtbUsfz4V0/idNpJ87pRVRWvx4WCgp7U+dH/PkEimeSGa2bgcTvxuF0U5mUxfdJovv8/f8NiUZk1ZSzvv3F+6rhOhw27zYqiKLgcZkVJt8uBzWJh9rRxPPbkcpqaO1gwZxJ/fX4VG97ehctp5wuf+ABejwv1yEhBp9PO9MljaGxuJzOQhqqohPsi/OfPH6erp5f5syaSSCRJWt6bGqyqKgvnT+NXf36RVeu3MKaskKL8LF55fRNt7d18JD+L19a+zeoN2/B5Xdx/1/XousHv//YK7Z3dxBNJPvz+ReflQ9gRG9ipqorrOEOudF1H13UcDgeaphGNRjl06BDhcJicnBzGjx+fCvkCgQAlJSX4/X4aGhpobGw8bmBnliI2v44+Vn9//0nLGIv3wuj8fCgpge5uaGlRcLsV2jNGU58/i6LaNymo20Bz9iTUwoXYbCoNDQqFhWagffR+hDgdqqqSlpaGy+UikUgMeh0LIcS5oKoqqqpit9uxWq0yivdkFGXYP+qGodMYqiNTy0KJOSGm0NnfcREaKIQQQpxfaUEXM24adW52dsyfVE1TuWXRHK6/Zib9/RGcDjtWq4UJY0pRVQVFURhTXsj/9w8P0heJ4rBbsVos3HP7ddyy+CocdhuaqqKqCv/2lY+jqgo/+fbnU6PunE4HCvClT92Nqircfdt13H7DPJJJHZdz8Gym9984/6gGmlNjP/7Bm1LbPPK1T2AAdpuViZVlR9pjw2rR+NaXP5YK7BTgwXtvxABURSEr08/3vvFp4okETocdVVE5tuKuoihUjiriu//0KSKxOG6nA1VVuHnh7NT9C+dNY8HsSbiO3AfwlYfupbevH6fDjt1m5XwYsYHdsQbmINfW1tLS0oLP5yMQCGCz2YjFYjQ1NZFMJklLSyMnJyf1OLvdTlpaGoFAgK6uLjo7jz/loqOjg5aWFurq6gYdt7+/n3A4fP5OboRJS4OCAmhqgpoaSCSg01dMS9ZEdNVCoPMgad21OKI9OBx+OjqgowNiMbOyrBCna+APgdPpxG63p6bFCiHEuTQQ2KmqKmHdKVKGmd6kY9DY28A0SyWhuMMcYRfpuvCNE0IIIc4zRVHO60xfRVGwWS3YrJ7UbZqmDLrfYjGLSKTuV5RB3x/9GIumYXE5h71PUcB5ZPTcsQaPThvY/r122O3vXegPac8x7T32PZbDbsNhPzooGNqhiqJgs1mxHRW8Hb0fh8OGg8Fhg9VqIZDmHfZ8zpUrJrADcwTcs88+y8aNG5k0aRJlZWW43W5aW1vp6OhA0zScTidut3vQ41RVJRAI0NfXd8Lg7a233uKFF17gV7/61ZD7DMPguuuuO+fnNNIMvCbKyyEchi1bzOITrZ5S7Lm9ROxpOCOd+LuqyW7bSat/Hp2d0NxshnZHZa1CnJGBi2mpFCuEEBeZwrAXKfFkjJa+ZjKtWUTiFtSERne8C93Qj3xyfgUYeeuqnz3pk6GkT4aSPhlK+mQo6RNxibhirkj7+/t55JFHeOONNyguLubrX/86DofjnB7j2muvZcaMGXzpS19K3abrOuFwmAceeOCcHmuky8mBSARGj4YDB0BBJeIIcGDUTYze9zzO/nYyuw7gLZxHezu0tkJ1NWRny5RYIYQQYiQw17Ab+ke9rb8Fm2bDb02n3gjh1L2EYj3E9Th2bfhP7kccea8zlPTJUNInQ0mfDCV9MpT0ibhEXBGB3aFDh9iwYQPr1q1j9uzZzJo1i5KSktSwS03T8Hq96LpONBolEokMqhBpGAa9vb3Y7fYThnwulwuHw0EgEEjdpus6vb29srD0abJYwOeDMWNg/35IJBXCjjT2jr6V1uBYutOKac6aiKaaAV04DPX1761jJ4QQQojL3PBL2NEUbsJt9ZDmSMOgB4/uozcWIp6MnbvA7nyNrricR21Inwx1Obf9fJHnyVDSJ0NJnwhxSkZsYDewZl1HRwfbtm3jpZdeIh6Pc9111zFnzhy83vfmGlssFjIyMgDo6+uju7ubrKwswJxGG4lE6O7uxuPxDHrcsYabSqfrOvF4XNaqOU2KAi4XjBoFdjskkxDGTU3x1RwsW0zC6iRhdaFghnuRCDQ2gq6DqsooOyGEEOLyN3QdGoDm3gbcVjc+ZxoYtXjx0xXuJJqI4rGdo7Vkztf7iMv5/Yn0yVCXc9vPF3meDCV9MpT0yYgWjyeIxRO4Xed2RuOVaMQGdgN+/etfs3r1aqqqqnjmmWcoKioaUj3W5XIxfvx4HA4HtbW1bN26lSVLlgDQ3d1NdXU1DQ0NFBUVUVRUdDFO44rkcsHYse8VoGjrtmLPG7pInccD8TgcPAihEHi9YD0/RVqEEEIIcY4MfLiqKErq3wPMRaMZ9uKrKdyIy+rG50gDwK37aOqrJRaPne8mCyGEECNKfyTKEy+8TlYwwA3XzBz2g7K1G7czeVw53mMKTRzPodpGtuw4wD23v7eG/869h3jqpdWoqsqoknxuv2EuLufQQC8ai7Px3d3Mnjp2UAGIK9WIDey6u7v52c9+xrPPPktZWRn/3//3/+H1egmHw/T39wPgdrux2WypKbG33norVVVV/PznPyctLQ2Xy8WGDRtYunQpkyZNYvLkyRLYXUCqao6umzYN1q+Hw4dBN8w38IoCGDqWRASv2053SKOrC+rqoLRUAjshhBDiUqbrBjv3HqK4IAef10VbRzcbt+whkUgyYUwppUXmB3THXjcYGDSF63FbPfidfgzAY6TRHekimoxe+BMRQgghLmONze2s3rANRVWYP3MiHreTUG8f23cfRDcM8nMy+cPflnHrkrlMHldOPJGgKD8bq0WjqrqBovws6pvaOFTbhMNuY9K4MnrD/dQ3tg45jsNh486br+Yvz77GK69v5I6brh7SnurDjfzm8aUkkzqTx5ef9yqsl7oRG9j19/ezbNkyqqurSSaTrF27lt27d6cSY1VVuemmmygrKyM9PR1N07jxxhtZtWoVe/bs4a9//SuaptHa2kosFuOee+6hoKBA1qK7gBTFDO1KS8117BobIRw2SLP1E+zcR7B1F+5wC9sr76FXySEWU2lpgbw8c5SdEEIIIS49kWiMPz21gldXv82/ffVBfF4XdY2tdPf0omkav/rzi3zpU3cf+YBucGKXSMZp72/D7wjgtLnAMHAbPnrjIeK6jLATQggxstT21PJq1avohn7W+/LYPCwsW0jQFUzdtnVXFVfPmcTBww3s2lfNpLHl/Pr/XiIWi5Me8NHY3EZff5SmlnbysjN4YcU6PvfgHfh9Hv745Ct87sE7OVTbxOG6Zg7VNlLX0EJFWcGwx3c67GRl+MkIpGE7zgib3r5+esP9NLa0M2ZU4Vmf8+VuxAZ2iUSCgwcPYrPZaG5u5sknnxx0v8VioaioiMzMTNLT0wG48cYbUVWVeDzO0qVLicfjFBQUMHXqVD7xiU8MKiYhLpzCQrNq7KFD0NMD6d5+ig6/yZQtvyfQWUVj7nSaXOnouoPGRnMarWHIOnZCCCHEpchmtXLXrdew/2Bd6rbJ40YxedwoItEYG97eRUdXD8NVnQjHw3RFu6hMH496pIKsV/fTl+wlrscxDOOcrhtc21PD4Z5qJmdNO3fr4wkhhBCnqLa7lt+++1ti5+BDqRxPDpOyJ6UCu0g0xuvrtrBg9iR8Hg9vbtqBP81DdW0Tj3z973A57RgGvLlpJzddN5v0gI+/Pr8KXTcwgP7+KGDgctjpj8YwDNhTdfi4gd2mLXvZf6gOi6bxwN3XD7tNWXEeBblBbl44B5/31KbgjmQjNrArKCigrq7uhNuY66O896bOZrNx6623cssttwxaS+XY7cSFlZYGFRXQ0QGrVkFmwI+ajJHWXYMz0klu49u0ZvrpsE9k1y6YMQNycyWwE0IIIS5Fqqrg93kGrU2jqgqJRJLlb2wizeemIC+LWqUDl13D7Xjv7WpXPEI43kNJoBCXYd7uVb3EiRGLhgdte7a6o138aNO3WV//Jj++/hdcV7zouNtqqoJFU8ChnXLF+kvxbYpVU3HZLRj6KZ7EJUhVFawWFbddu9hNOSs2q4qmKdiS5/9nMXCEc/2cVI+8LtwO7b2DXIZsFhUFcyr/ZUvB/FlcRq+L4XrbZlHRDfN37uXKoqmntf3UnKn8+QN/HrLW6xkdW7WQ6coEzHVkd++vIZFI0NUdQlFg38FaruubiqJAPJEgqVvRkzoWi0ZS11EUBYumEYvHiURj6LpBJBrjqaWruXXJVRQXZLNt14HjHn/y+DIWzpvGH59Yzv5D9UwaW5768G3AwBq2hmFI0V9GcGCnKAqaduq/kI4O5CScu3QM/Chyc2H0aNiwAfqjKi3OYuryZzNm/4vkNWym1ZZPbdFE2tuhrc3c3u+/qE0XQgghxHEce+Gh6zpLX9vAxnd38/8+eReeI5XlEkmDeOK9aUBdfSE6I51ku/LQw+Z+FF3DZXg43FTPzJKznzI04Ok9T7Gy5lUAXq9ZyZzcBVjU4d8665qCoqjE4qd+/Evx0t9qVYkndJKXcTChqQqqqhBNnLvnwsWgqor5/E9evudh0RQURSOW0E85yL4UWSwqscv8daEqYLVol9XrYrgrclVV0PXBfxdGOqfVSVHauV9HX9d11r+9k1sWX8VNC2cTjcX57qP/R1dPLyWFuXz/v/9KRnoas6dWMmlsGY89uZzrr5nJhMpSfvXnF/F63HT29KKqKm6Xg3WbdtDRFcLtdHC8mM3jcjJ5XDkfvmMRv3zsBb728IcoLsgetI3dZiXd7+Oxp5Zz25K5lBQOLTp5JRmxgZ0YWdLSzBAuM1OhPwLttjxasicxZv+LZLbtITNzMk5bkq5Olc5OhVBIAjshhBDiUpRIJqmpa6arO0RVdQMFuUHWbtzOX55byV23XktVTYO5oQJxXSd+1Aij7kiI7kgnmc5clLiGqqrEwkmceKhrbySW0M/6g1fDMNjdvoP/fffnfGT8J9CNJMsPvsSnJ38Jv2P45VEMQFMZ1NbLka6bAZF+GV8LG4Z5HokR8LNIJPXL+jwMwKIaxBOX7zkAJI88ny7nwE7B/N12OT+fACxJA90wLuvftYp6abRdUVXuuuUaPG4nYAZln3vwDmxWCzMmj6GmrhkwKC7IYdLYcg7XN5OVGWDi2DKqa5tw2K3YbAvJyUrncw/eQW1DC2k+Dx6XE5/XRVFe1qDjzZk+jqkTR6MoClMnVvCPwXR0XWffwcGzIoMZaXz6/ttoaesimJF2obrjkiWBnbgseL3mOnYlJfDuu9BsK6AhbzoGKpltuwn2VOGxRIhEXbS1mdNnC2WNSiGEEOKSk0wk2b77IFPGj6KhuY2eUB+Z6WksXjCdzq4eOrt6yPD7AAXFvMwEFAzDIBzvpTfWS447D7VfxRVw0NcRw2V4aA21DHO0059Q0xcP8+jb38drS+NjEz/F4Z4a/rTzt+xq387c/KEV7S6MY8/jbCYKjZRJRtInQ0mfDCV9MpT0yVBXXp+oikJW5uAPoTLT3wvIxo8pGXTf+DGlx70vmOEnmOEfdJvTYR/0vcftwuM2/23RNArzguw5cJjquqZB29ltVooLsoe07UolgZ24bHg8MHcu7N0L3Xou1do0ej05uPpaCXQdorh2LbuUJdTXK+TmwuTJF7vFQgghhDiW3W7j/TfOH3RbTlY60yaOHnRbzer2I/9678KnKdyIz56G0+Ikril4Ak7CbSFcupf2SNswRadO76JJN3RerHqaDfVr+cmSX5PhDKIqGpOCU1la9Syzc+ehqRdjDahjz+NsLgYv/QvJUyN9MpT0yVDSJ0NJnwwlfXKhKYrC2IpixlYUX+ymXNJOb8VDIS4SRQGbDUpLIRgERVNp73dxuHAuMZsHT28ThfUb8Lh1OjuhuRmiUS7r9TKEEEKIK94x1z2NvfVku3PRFA1VU3AHHPS1R3HhoTvZSawvfsaHMgyDfR27+dWWR7mz8oPMzL0KRVHwOwLMyZ/Hlua3aQo3nOUJCSGEEEKcGgnsxGVD0yAQMKfGOhwKPVE7jbnTidvcuPrayW7ZiseZJBw26OyE3l4J7IQQQojL1jFr0RkY1IdqyXXnoakaqqrg8ttJRsAWcdGd6CDSGzvjw/Ulwvx08/dwWl18Zur/w24xp/OoisqSkltoDjeyvfXdc1KpTwghhBDiZC5qYGcYRupLiJNRFLBYoLISMjIgFHdwqPhaIvY0XH2t5De+jd8ZIx41R9k1NkpgJ4QQQlyuFGXoxKLGcAPZ7lxURQMUHG4bVs2C0mWlJ9l1VoHd9pYtrKtbw8PTvkyGI/PI+nmmMv8oSv3lrK5dSdJIDHqcvNUYSvpkKOmToaRPhpI+GUr6RFzJLnpgF4lELmYTxGVo9GizoITDa2Ovayq7ym9n8/RPs2bBP2F1qBgG9PRATQ2XdZUzIYQQ4op3VGJnGAZ1ocPkePLQFA1FMd8LWCwW9HaNcCJEX2//GR9qS8tmitNKmRScOqTSrKZauKX8Dl499DLd0e7jNVEcIX0ylPTJUNInQ0mfDCV9Iq5kFzWwa2ho4Mc//jGhUGjIfeFwmNbWVhl9J4YIBCA7GzKD0NFrY2fF+9kx4YPUlFyLrtnQLCqxGBw+bAZ28hQSQgghLj9maPbepVokGaE70kmmM4iqqKCA3W1Ds2roXRaSSYPOvs4zeu9oGAb7O/eS7c4lzeEf2hYUpmXPwm5xsKF+zVmclRDi/2fvvuPjqu78/79umd400qh3W+4NN8CAaaEEUoCE9LrJJtmard/fZnvKZveb7cn3myX5JrubJT2EJEDoBDBgwIAL7rZsS1bXjKTpfebe3x/jUWzLTbZkSfbnmYdiY43uPffMvZo77/mcc4QQQpybix7YmaZJLBZjZGSEzs5OHnjgAWKxGMVi8YTHhUIhdu/efbGbJ+YAlwsCAairU0imFHrqrqS36RpGA4swNAsWq4JhwMAA5HJSZSeEEELMSSeVVYRSw1g0C5WOAIqioCgKuk3D5rKgpaxgmIzFRzGKkw/skvkEA/E+mrwtOHXXxKYoCvP9C1hcuZSnux8jW8ye71EJIYQQQpyTix7YGYbB5s2b+elPf8ojjzxCKpUiGAySTCZPmNPuhRde4Etf+hKGpC3iOIpS+qqthSVLSmFcoQDFolkqpTNNnE4TTTUZGoLR0dJqsUIIIYSYg44L7UKpYayajQpbxQnfc1c5sGRtGIbJWCKMUZj8vWMoNUwkG6ajYtGE4bBlDouTG1tvZU9oJ32xo5gys5IQQgghppF+sXeoKAodHR2k02m6uroYGxvjS1/6Evl8nlwuR1VVFZWVlQwPD6PrF715Yo4IBEpz2VVXQyoFlmySgB6krXsTQ5VL6VObOZxqoKenVJHndM50i4UQQggxGYqinFBkF0wOYVWt+GyVJ3zfU+VEHbFi5E3C8TBG8XwCuyDRbIQO/6ITv2EyHgwqKNzUchv/tOVL7ArtYF7FgnOfXOm47cx5U3Us0ifTt53ZYKry7EutT+Q8OZH0iRBnNCOBXSAQYMmSJei6TiQS4YorrqBYLJLNZlEUBcMwmDdvHh6P57SfcorLm9UKXi+0tMCRI2Ad66Mj+SwLOx/D3hYm7bmSTr2B4WFobZ3p1gohhBBi0k66BQymhrDqNvwOf+nb5Qq7SgdKzEIxbzCWGJv0kFjTNBlODZLKJZhf0XHGNlQ5q7m26QYeO/wQb5t/NxbNel7HMqdN1bFIn0zfdmYD6ZOJpE8mkj4R4oymPbAzTZNisTg+R52u61RUVOD3+2lqaqK2tpbVq1djtVrJ5/MEg0FGRkbweDzU1NRIYCdOSdNKVXMdHdDVBbbwEC0Dm+g49DhF1cJIQwVKzXUMDpYq8Ezz1zf2QgghhJj9jl9zwjRNgslhbJoN/7EKu/ILu81lwW66MAom8WyUXKaAw2s75/0YGHRFDlPrqsdj853xsVbVylvb38HfvfyXbO7fxA3Nt8i9qhBCCCGmxbTPYWcYBv39/bzxxhts3779hJVf3W43V155JRaL5YSfWbp0Ke3t7bhcEyf9FaLMaoXly8Hng4SvkYP1N2GiUDe0nabRHXg80NlZmscun5/p1gohhBBi8kphWN7IMZIOUWUPTKhqU3UVn6MCo2iQVOKkIplJ7cEwDPaP7mZx1bLS6rNnao2i8Ja2O7i59Xa+8srnORw5eF6r0gohhBBCnM20Vtj19fWxdetW/v7v/55UKoWiKPh8Pv74j/+Y9evXU1NTw9jYGJs2bWLv3r10dnbS2dnJD3/4Qzo6Os6+A3FZ07TSkNimJuiL17IzexV3KTqexBDViW4aGKAnVkcopDI6CvX1M91iIYQQQpyr0kqwpb9nChnGMqM0e1qO+35p2iJVU/C43Kh5nTRJEtH0pPZjmEU6wwe5a8G9xwV2p58QyWlx8jtr/pjffOwD/N+t/8L/vvGrWPRznSx3Lk+0NF1tlz65tMh5MpH0yUTSJ0Kci2mtsBsYGGDTpk1ks1kaGxupqalheHiYRx99lBdffJGXXnqJ733vezz77LPs3buXcDhMRUUFmqZNZ7PEJUJRwOGAhgZwVTkIqbXE3XWYgCs7Sn2yk1zGIBqFaHSmWyuEEEKISTnuPVemkGYsHaLB0/zrb6ulRSdUTcVZYceacpJS4sTDyUntJp6LMZQYYIF/Eb9e5uLMb/iaPC38+YYvsGXgJf575zfIG+dayj+X30hOV9ulTy4tcp5MJH0ykfSJEOdiWivsjh49ytNPP82dd97JrbfeSiKR4Ac/+AEPPPAAoVCIyspKHnroIdra2liwYAHr16/nyiuvpKqqajqbJS4RilL6amuD4WELh/d4GK5ehi2fxJmN0Bp8g+c9VxMO64yOznRrhRBCCDEZx7/tyht5TKDZ8+uVpDSLitVhoVjM4fDasGfdpQq7WBLTNM95brnDkU68Ni8BZ+05/4yiKFzbfCPvW/JR/nPnf3B10waua7luEkcnhBBCCHFm0xrYJRIJhoeH+cQnPkFTUxMAS5Ys4cknn6Szs5MNGzbw3HPPsWDBAiwWy7GhDwqqOu1T64lLyLx5MDwMuyss7G64jYqxLrzJIB1HnsK+9jMEgzZ6euDaa2e6pUIIIYQoM0wTBcZDMsMwyBeKWC166d+OGxJb727kO297AJtmH/95TVPx1rhIJ3I4vTacGS8pJUE6maGYN9Ct5zZi4+DYfvz2KqqdNZNqv0W18PEVn2F3aAdf3vzXfNv/XSosdZimSTKfIJwZAwUa3U2oioweEUIIIcTkTGtgZxgGhUIBu92OpmlYLBZqa2uxWq3ccMMNvOMd72DevHnY7XYJ6cR583igpgbqmnR2D1/NKu0nVOcOUxPaTcASJRW1MjxsJZUCux3kVBNCCCFmjmEYDIXCPPDI89xzx3W0NNYSiyf5xv0PMxQaY8WSebzvnTcdC+tKiZ2qqFTYK0/YjqKp+GpcDB8J4/Bacca9RJUQuXyObDKHbnWctS2maXIk0onfXkmVIzDpY/HZKviTq/6K33nyo/zeE58h4KhhMDFAMp8gXUixwL+Yv7vhXwk4qie9bSGEEEJc3qY1ujBNk2KxyPDwMNFolFwuh91uR9d1WlpaWLRoER6PR8I6cUGs1tJKsXUNKoO2duK2KgxVx54JE2AEI50lEinNYycLuQkhhBAzK58vsOmVHby2fR+ZbA6A51/egcft5PN/8nGOHB1gX+fRY3NfUJpD/BQUBTzVTjRNwe6x4Sx4SJEgV8iTzxTPqS2pQoq+2FEaPc04ddekj0VRFBZXLuPPrv48dt2GRbWyunYd71r0fu6Ydxev9r/IUGJg0ts9K7mfmUj6ZCLpk4mkTyaSPplI+kTMEtNaYacoCsVikeeee47169fT1tZGdXU1iqJgtVqxWq0Ui8XxobDlnxFisrxeaJ+v8qy1hjFvG9F0E67UCPX5XoaKNUSjHgYHoaqqtLqsEEIIIWaG1WrhPe+4kT0HuoHSB7yHjw5wxbIOXC4HzQ01hEajuHCjqQqadrp7QwWP347dZcU0svg0PwkzRjqVJjGaorLBfdb7ylhujGBqiOuab0DXzuUDZJNMMk8mkcNb7UJVFUDhbQvezu0L3kKxoGNRraiKymg6xE/23c/24OusrF113IIWs5eiKGjqXGjp6WmqgqKWjmMuKz8XxhwODjS1NKx9rj8X6iVwDOW5v+f6cagqYMzt61uTvENMwrQGdjU1NSxfvpx/+7d/I5fLoes6breb0dFRnnvuOdLpNMuWLWPBggXU1tbi9/vRNE1COzFpFRWwaBH4/fDiqt9nu+VTaIFKks5qEoM6Wgq6u2HJkpluqRBCCHF5UxQF/aT7vUKhiK5rKICuaRSLBoqqYLdqOGyn/6StqsaF22sjn8pT7aomrSQxKRLrj2NbXYemq4ymR9jS/zJr66+k1lV3ws+no1FG0kFW1C0/437KTMOkc3sv3TuGuOEjK/HVlKryVFVHV+3kCsb4YwNaBde1XM9Lfc/wW+s+MycCO10r9flcHpGgKmDRlHN6Pmczq66iaQr6RUrsTBOm+i2YqiroqsLZB6fPbhZdBRSMOXxhlH63qnP+urBoKibmGT7Imf30Odx2cfFNa2C3atUq/vIv/5JwOMzIyAjRaJSxsTG6urrQdZ3t27ezZcsWrFYrLpcLj8dDIBDgd37nd6itrZ3OpolLjMVSGhbb2AgjhXqimFS57Biqjm5RKBbh6FEoFKbnhkQIIYQQ58Y0zVIgZJqYx8KIpvpqevqDrFuVZzA4yuIFLRhRSOeKJNOF029LU9GcFvIFgwqPH8M0SBST9HaOMi/cjM2t86NdP+Err36e31/3v/itK/4AVSlV0plAT3iQcCZCk6vjjPspy2cLHN0bIpXM071vhPkeW+mNsK5is6gkM4XxoVQmGlfWXc//2fqPHBnpo85Vf4E9N/1UxUIqU8SYw2VdmlYKiM7l+ZzNTLtGvmCSPy4Entb9wZRHytqxAPj462IuUtBJ54oUi3P3IBSlFKDO9evCYdMoGia5/MW5LqaD1aLitE1rDCMuIdN6prS0tNDS0gJAKBQiFArR29vLoUOH6O/vZ2hoiJ6eHgYGBsjlSnOY+P1+Pvaxj01ns8QlSNfB6SwFdoODbrJZqDg2ssWimxgGDA0pZDKlx8mwWCGEEGJmZDI57v/pU+w+0M3/+/4v+ewn383Gq1fyb//vAfYe7MZus7Jofgv7evoxzbO/z/fWuBg8OIrH68KSsRFXImRTeUZ7Y1R2OHnk0IOAwtNdj/HuhR+g2lmLoiilobjhTmpddTh11znlCdFgikQ4QyFXZLQvRsuqWiw2fTyEPLEAR2Fx1TKsmo03hrZw57y75sAoEvPY/+auUhg8p/OhEvNYuH1xdzn125twXcw9xz5fmNvnlHnCH3OWeQkcx1xuu7j4Llq0W11dTXV1NUuXLuX2228f/3fTNOnt7eXo0aN0d3ezb98+nE7nxWqWuISoamlY7L59kE6bGMVSMOe0G2BAMKgxOgoOB7jdM91aIYQQ4vJkt1v58Ltv5YP3vAUAh8OGpqp84U9/g2Qqjc/rxma1HJvj+Ozb8zd4ANA1C7aCk5FcCNMFQ52j9HkO0Bs7yp9e9Vf885YvsXXoNd467x1AKZraN7qLRZVL0FXLWfdjmiaDB0fp2Rmkf28I7b1LycRz6FaN09UmLapaSsBRzZaBzdzW9jYs2tn3I4QQQggBFzGwO5OGhgZqampYs2YN+Xwej8cz000Sc5CmwYIFUFMD5nCQhh1vcOPB/0fU28wh3xoeqvwEfX2lBSoksBNCCCFmhqIouJz2Cf/udjlwuyY/25W70o5u1dAKOg7FTTg7Ci4IB+M8vu2HLKlazh3z3skLPb/iJ/u+y23td6Ippaq4g2P72dh8E7p69lvibDLPaG+UgX0hxvrj9O0NERlK4K46fZsduoP19dfwcv8mItkxqp0y5YsQQgghzs25LIc1rRRFQdd17HY7LpeLiooKNBmvKM6DopTCuNpa8HuKGPEEtcNv0jj4OrUjezFNCAYhmZzplgohhBDibJTSAqxnpVs1PAEnFtWCW/cQNcIAHI0eYUv/Zm5tv5M6VwP3LHof+8f2sCO4FYBELs5QYoD5FQvQlDPfe5qmSXwkxUh3lGgwicWmEeqK0Lc3dNb23dR6G3tHdjGQ6Dv7wQghhBBCHDPjgZ0QU0VRSsNda2uhIqCRLNhxJkeojBzBHz2ChRzBoEkiMffn0hBCCCEueec435tm0fBUO7EoFjwWH0k1hlEocsjcS0qLc0vrHSiKwrVNN1LlqObxIw+TK+boih7CrjuodTWc09xyo70x+veP4PDaaF1dR2QoQfBwmHQ8e8afa/O10+hpZkv/y+d0PEIIIYQQIIGduAS1tIB/XiUHKjeQ16w4UqNUJ7ppU3voOVJkZOTXq8UKIYQQYnZSFM4pSFM1BW/AiUWz4FRcJLUYqWSGLfrTrDCuwqv5AaiyB3hHx7t4/PDDBFODHI504rK4qHc3nHbb5VsFo2DQvzdEqDuCt8ZF09Jq8tkiwa4IY73xM7bPa/VxVf21PNfzFIZZPPuBz8T9yST2OVXNm9R2pE+mb6fTtE/pkwt66NRtR/pk+nY62/cpLgkS2F3mDMMgGAzy0ksvMTo6Or5a71xWVwcNLTrWKg/9VVeQtFfhLMRYEX6RZDhLKAQjIzPdSiGEEEKcybmuqKooCu5KBzarHYfpJqnGOBjfy4g6yOL0eiJ9yfHH3db+dvJGjmePPk1X5DAui5taZ/3pt33sz8hwktDRCMlwhpp5FTh9NgItPvr2BBnpjVIsGKfdhlWzsbbuSoYS/XRHj5zDAZ3TYU+tSexzqpo3qe1In0zfTqdpn9InF/TQqduO9Mn07XS271NcEiSwu8wNDAzw2muv8cMf/pBnn32W4eHhmW7SBXO5wF+pUFWn0+9dTNJSga2Qoimyi0IqTzQKY2Mz3UohhBBCnNH4HHZnL01w+e3YbBYcpou0keSlzJP4zQCt+YUEj0QwjdI2Gj1NvLX9Hfxk3/0cGN1DvbsJl/XMK1GZpkmwK0K4P04+W6B5WQ1tV9RR3eYjGkzSv3eEfKZw+sNQFK6oXYeBwfbhNzDPq8T/5J+5kHKNS6XUQ/pkIumTiaRPJpI+mUj6RMxOEthd5g4cOMCTTz7JN7/5TX70ox/R09Mz0026YDYbVFRAS4tCt28VMUsV1kKSxtCbmNkc0YgpFXZCCCHELKcc+9+5lCY4fHZsLisuPGQqYvQ272J5/mpcppfIYJxUrDTPnFWz8baOexiI97Gp91csC6w467ZzqTyjPVEGO8eoavZR1eylbU0ddR2VaJpK944h4iOpM25jXsUCGtxNbBt6jZxxPqMZTu6DCynXuFRKPaRPJpI+mUj6ZCLpk4mkT8TsJIHdZW7fvn0cOnQIwzDYt28f0Wh0pps0JbxeWLJcZW/NjYRt9VizcZr7XsZjRIiO5OnunukWCiGEEOKMVM75fY+qKvhqXThMN0VHlpwrRWvvSjAV4qNpEqPp8cq21bXrWRxYTjqfYmHVkjNu1zRNktEsoe4IkcEENfMqqGrx4ayw03pFLS6/ndGjUQb2j3J8VYVpmuTSeWLBJMWCgaqoXNd0M68PvkIid+Y574QQQgghQAK7y15fXx+Dg4OYpsng4CCpVArDOP08LHOFwwEtrQqF2iYSvkZStkp0I8fCzC600WH6+yGdhkvgUIUQQohLkjLJKgV/owcXHjR0ag4tJLqtgFEwMAoGwSNj43maRbXwm6t+jxtabmFp1dkr7Ea6IwweHMVi16lq8lI734+mq9TOr6RpeQ0jPVH694+QS5eGxRpFg+HDYV59YC8vfX8Xr/x4N0e2DrLCtp7uyBF6Y92T7QohhBBCXIb0mW6AmBnlT5lDoRAjx8aHJpNJUqkUuVwOu90+k827YBZLaVisu9ZJwt/E0EgHVfkhXNY8RrZAJALRaOlxqsTWQgghxKxTWiX23B/vDTipVAPUG20sMa4lNVwgFkpSUe8m2BWhWDDQrRqKonBD881saLgOu+444zZNEwYPjjLaG8Pps1G3oBKnz46iKFQ2eqlfWMWup48weHCM8GACi89G1/YhurcPEQsmSUWzpGJZRo7GyHmT1Cmt/OrgU6yqXouiXrrDpkxkUNjJpE8mkj6ZSPpkIukTcTmTwO4yVigUGBwcJBQKAZDP54nFYsRisTkf2Ok6uFwKLS0Qrl/KnnicJssQ+UAdWdNOMgZDQ6VQz2KZ6dYKIYQQYgL13OavK7M6LSz0LeUPR/4Rs0nhZWUPwa4IFXVusqk88ZEU/gYPAJqq41DPfhscHogzcjRKZDBB6+pa6hdWoR4L2pwVNuoXVhFo8dG9fZAj2waJRTKM9ccJdkU48GIP8ZEUdo+VqhYfFU1Oaua18+TBR7m79QPMa24755Vw55pL86gujPTJRNInE0mfTCR9Ii5nUlt0mSoWixw+fJhIJEIu9+vJj0OhEENDQzPYsqmjqrB4MRxZdCc/X/E3/PKtX2eg/TqS7lqyWejqgtz5zPsshBBCiGmnjP/fudGtGp5KFzpWLBadxiUBBg+OUsgXMYsmqWh2Uvsv5Ir07goyNhAnE8/SsChQCvyOtUlRFJqXVxNo9REfTXPglT6CXRG6dwyx++kjWJ0W1rxzIc0rakiG0xx6aRD34x30DPbxrde+TjqTmVR7hBBCCHF5kQq7y1SxWOTIkSOkUieuahYOhxkdHZ2hVk29xkbwVuqoQzqxLLhcoOmg5KG7uxTYmebkhtwIIYQQYvop6uRmsdOtGp6AA+VgaQhVzbwK+vaECHVHaVwSIB2bXGA32hujb2+I4UNj+Os9VDV78VQ7T6iK89W6mbe2gUOv9tO3b4RkJMtg5yitq2ppX1eP1a5TO99Px1WNZOI5RvuaCW/r5UH397h69zXctfaeS3porBBCCCHOnwR2lynDMOjt7SVz0qe78XicSCQyM42aYooClZWlYa92u0kqBT5LCpdpgKEwNOQmnYZisTSEVgghhBCzzCSyLEVR8FQ50SwqhbyBu9KBr9bF0MFRaudVkI5nMU3znIah5tJ5Dm3pI5PIMdobo2VlLVVNXmzOE+fRsDp0mlfU4K12cmhLPza3laU3ttG4NEBtu5+F1zaTS+eJDieJDCWoavaSeuV2hvcf4evuf2FB7SKWNi+9ZIfGCiGEEOL8SUxxmSoUChw8eHBChd3Y2Nj4IhSXAr8f6upKwd2RQwaLC134M0mSOZ0DoTWMjir4fODzzXRLhRBCiMtbeUEsKIVvpRBrckGWr86NxaZTyOdQdZWGxQH2Pn+U+FiaTCJHMV9aeOKM7TBM+vaOEB5MMNoTBaCyyUNtR+WEYE1RFWrm+WlZWUsunWfJjW1U1LtpWVHL4o0t2FylgK9uQSUAuXQBi8PC4AN380jD1/g/r/0zX637BjarbVLHOaOmagb4S2kmeemTicyzP+Sct3Mp9YmcJyeSPhHijCSwu0wVi0V27dpFIpHA6/XS0NDAgQMHLqk57MqammBlwyhVTz3NBw78NUW7myNV69i67Fv09ZVCPQnshBBCiJlTKBTp6h0kHIlTX1tFQ20Vijr5KStcFXYalgQ4/PoAKApVLV50q0rwSIT2NfUUcsWzBnbJSIYjbwyQjmXpeXMYT8BJ3fxKKurcEx5bWi3Ww/z1DVQ1eLB6rLSvrafjykYs9om32VaHzqrb5xMe3MDRVw/wnOtxfrj1e3z4yo+ha3Pktnyq3hRfSm+upU8mkj6ZSPpkIukTIc5IFp24DJmmSaFQ4OjRo2QyGfx+P2vWrEHTNKLRKOFweKabOCUUpfTl90NlvZWYtxF7NoY/0kX12AGshRQjIYNYbKZbKoQQQlzetu3q5Ps/e4ZD3f385w8fo3cgxHm9A1OgeVk1Tq8NBdAtGvULqxg8MEIqmqWQK57xxw3DpHv7EMlIhlB3hPBggva19dTM95826NMsKo1LA3iqHCy9qY2FG5pOGdZBKeDz1bhY+/aFbKy8lep9C/nWnq+yZ2j3CRWGQgghhBAS2F2GisUimUyGoaEhcrkcVVVVrFmzBlVVicViRCIRTNO8ZG4cvV7w1dqJVc8nZ3Gi51N4kkP48qOMBQvEYqWFJy6RwxVCCCGmRNEw6O4dJJMtLaluGAZHjg6QSKanfF/DoTF0TWPD2mVomkosnjyvCjtFUfAEnDQtq6Y8oray2YtRNAl1Rc4Y2JmmycjRCP37QmSTObq2DdK4JEBVk5fq1gpU7fSNaVley5V3L6J1ZS2a5cwVfIqq0LA4wPX3ruGG4LsJd6X4l81fJl/IT+5ghRBCCHFJmyO192IqJRIJ+vr6SCaTqKpKQ0MDGzduRNM0RkdHGR4enpb9njw3zcXi80F1gxXHvHpCvg6s+SSOYpJVic0c7rqDoQ4r+TxYLGfflhBCCHE5ME2TTCbHD3/xLB961y001lWTLxR44JebuGXjGtauXDSl+1u5dD4P/PJ5/v3bP0VTVRrrq+kfCeOw6ThtZw7AJtJYvL6B4f0jpGJZ3F4bFptOcjSFWjROu71Crkj/m8MU0gWG9o9SyBSZt6YOf7WTuhYvrtNUzQF4nBYs9S6yeePcmmjTWP2WdiK9V3HwqRvYXvssu/u2ce3ia2d0ZJeuqTis2pz+EFNVQNfV8zhvZheLrqKqChbj4jwZ57ogy2SoKlg0BZdNm7Ip7WaCRVcADeMiPRfTQQF0TbkkrgvTNNHm8Ora+hk+/BHiZBLYXYbGxsY4cOAApmnS3NxMR0cHLS0tqKpKKpUiHo8TDoepqKiY0hfufD5POp1mbGyMxsZGrFbrlG37TBQFXC5YvlzhSPVV2BJj1GW6WDb2AnvHricUqmBoCJqbL0pzhBBCiFmvbzDEI0+9zPZdnaVhnB4X2VyOA4d7eP9dN0/pvkzT5InntnDv22/kuvXL+cf/+BHbdh2klmoKhkmhOPk3yVa3leaVtex/qQeLw4JuUUmE00RDaapafKe8vwn2RBk6EiYZydC1fag0zDXgonqeH0eF/Yzt0MxSUDSZtlqcFtbdtYSbD93OoeAWfrT7B6xsXo3T7pj08U4VwzQpFk3mcC5RCuy08ztvzuZidouumud9/k9aOaGd4hxBMxVUBfJFc8YDuws5NIsBhaKBcY55/GykAIYxud9Rs5GmmhjmRboupoksCi4mQwK7y1A8Hqe3txeA2tpa6urqcDqdeDwestksuVyO0dFRvF4vqnrho6ZN02RsbIxt27bx5ptvEgqFuPfee2lvbycQCFzw9s9GUcBmg8ZGOFS5hKbBN2hK7qdxbBekMyTiJmNjigR2QgghxDEWi06V30ul30uV30uF143VauG2G9ZTV+0nk81hs1qm7IM904T+oRDJdAaP24HdbsXMQL5gkCtM/l2yaZrUdFTSsydELJTE4tBJRXNEQklyBeOU7Q71x8nnDY7uCqJqCo1LAlicOo3La8gXTc4U1+iagqpqk26rq8bFxjvWs+nn63m2+yn2932GZa1LL+pIhOPZDZXcHA8mtGNVaedz3swmVk2hUDCOnXsXy9Tuy9AUdFWZ+8+FRSVfMCnO4SRbAezm3L8uNFXBmOvHocisZOLcSWB3GYrFYvT29mKaJnV1ddTU1KDrOpWVlcTjcXK5HMFgkNbW1gvel2EY5PN59u/fz09/+lN+9rOfMTo6SmVlJbfccgtVVVXA9A+RtVigrh5erV5C3FmDFsxRO7oXPRMnGSsQDMp4WCGEEKKsNuDnPe+4ibveeh0Wi4563Ot0d+8QO/Yc4p23X4s2Ba/fiqLw/rtu4rFnt/CDn/2Kq9YsZd3KRXS+PnzelQiKouCuctC4tJr4iylcfjvRYIrIcOKUjzdNk1io9P2B/SO0ra7D5XfQsqIWl99+AUd3tnbCvLUN3PnGXXwx/gQPvf5zljYvQZEhU0IIIcRlTwK7y9DY2Bj79u0DoK2tbXw4bEtLCyMjI2QyGbq7u1mzZs0F7yuRSLB9+3Z+8zd/k97eXrLZLABf//rXSafTLFu2DJvNdsH7ORubDVpaILNwJakjreR67TgyYVpT+4gMVXLoUAu33CIlykIIIQSUAi9FAbtt4vQV+UKRZCozpcU4FT4PH7j7LRiGgaqq4/u/kIFsiqLQsqKG3p3DOCschLqixIKpUrtP2mwuXSAZTtO7M4hu02hcWo3Lb6d5eTWqNn3VEIqi4PBaueqm1Sz/2QaeCP6CD3V9nNb5jTNWZSeEEEKI2UHqMS8zpmkSDoc5fPjw+Bx2DQ0NKIpCY2MjDoeDbDZLf38/xgWOhzhw4AC/+MUv+OM//mP6+vqorKxkyZIlVFVVMTo6ymuvvcYvfvGLi7IaraKUquzmL9Iwmls46l0JwILkm7hHu+nvh2QSiqdfPE4IIYQQ00hRFDRNGw+qFPVYaHcBtwk2p4W2NfV4q51kkjkyiSzZ1MTVWLOJHKO9MQY7x5i3rgGLTaN5eQ2uyumfT05RFNqWN3Br09sZS4zy6I6HKebPckMyd0fmTR/pk4mkTyaSPplI+mQi6RMxS0hgd5lJpVJEo1EikQiKolBdXU1lZSWKohAIBLDb7eTzeUKh0HkHdqZpcvToUTZt2sRjjz3Gzp078fv9XHXVVdx1111s2LABTdM4fPgwzz77LMlkkuI0J2WKUrohrqtXSde1c6DmOg613UK8dj5J3Uc0CuEwFArT2gwhhBBCTIbCBc0Wr6gKlU0e/PUeCtki2USedDx7wmNM0ySTzDHUOYbDY8Vf78Zb7aJxafVFq3Kz2nVuv/ZWmpR5PHLoZ/T3DZ/5B6T4biLpk4mkTyaSPplI+mQi6RMxS0hgd5kZGxsjHA6TSqWwWq3U1NRQVVVVCrPq6sYr7IaGhs47RDMMg82bN/P973+fBx54AEVRWLduHR/84Af5kz/5Ez784Q9TVVVFV1cXjz32GP39/eNDZadbfT3Em5awte1enr36L9m//F6GqpaRSMDQEORyF6UZQgghhDiLUlh24e+a7G4rDq8Vm9tKbCRFOjbxniMVyTLaG8XhsWF3W2leUYPTOw1TdpymakNRFFoX1/O2mns5oO/gxZdepTjbJlWfroqTuVzJMpfbPl3kPJlI+mQi6RMhzokEdpeZgwcP0t/fj67rLF68GJ/PNz78pKWlBZfLRSaToaur67wDu2KxyNe+9jV27txJZWUlH/zgB7nvvvu4++67qaqq4l3vehfXXXcdTU1NjI6O8sUvfpHu7u6pPdDTaGkBx/xGRtvWsc29kayjAjSNfB6OHIF0+qI0QwghhJhzTNMkHI2jAJV+7/TP+6pMzdyyNqcFu8eGq8JOLJgkHT/x0znThNG+GKloFmeFDV+tm+blNSjqNBzgGTZpseu89drbaFbn8/PuHzLYOXJRpg05Z9P1fM/lSpa53PbpIufJRNInE0mfCHFOJLC7zPT29hIKhdA0jY6ODhwOx7GJnRXq6+txOBzkcjkGBwfPa0hsJpNhYGCAnp4eUqkUdXV1fPKTn6SqqgpdL61xous673nPe7jmmmvI5/O88MILbN++nZ6enqk+3AnsdqiuUahvVIknNQxDQdcVLBbo7i4FdrPp3lgIIYSYCaZpks7kGBmLksvnMU2T4EiYf/qPH2GYJjddc8W0DxdVVGVK3nypmoq70oHTZyM+miITz2Eav36xNw2TkaMR8pkC3moXbavrsDpmZl221uZmbm99O53am7y4eQvF/CyrshNCCCHERSOrxF5mBgcHCYfD46vC2u12gPE57Gw2G/l8nkgkQj6fH1+t7VylUim6urqIx+PYbDbq6+tZs2YNVqv1hBv7NWvWcODAAZ5//nn6+/t5/fXXCQQCNDQ0nDDh9FRSFNA0qKiAuhqDfVvTVIwN4c0VcKZ0gsF5JJMK+TxYJy6KJ4QQQlwWTNOkdyDI3/37d8lkczQ31PDO267hv370OIsXtNJUH8Bhn/4V3hVl6kY3eaudOCvsjPXHSMeyFAsGulUDoJgvMtITJZcu0LA4QHV7xRTtdfKsNgvvXv0+Hhr6IQ/v/Dk3HN1Aw4LAjLVHCCGEEDNHKuwuE6ZpYpomPT09BIPB8Qo7p9MJcMIcdsVikUgkQjKZJJ+fuJLamYTDYbZs2UKhUKC5uZlFixbhcrkmhH5NTU2sX7+e22+/HUVR+MUvfsGjjz5KIpEYb+t0qayEloYClak+Vrz5Pa7ddR8bj36XsVGT0VGTeHzadi2EEELMCTt2H6K5oYYv/OlvUF1VwZe/+j02rFvGZz78DlzO6V85FRgfATAVPAEnDo8Vo2gSCyZPmB8uMZYmFc5iFA0CrT5sDstFW2ziZIqisLC1g+vrb2W3ZzNbnnyTwtlWjBVCCCHEJUkCu8tMZ2cnAwMD6LrOypUrcbvd499zu934/X58Ph9QGj4bi8Umtf1QKMTTTz9NoVBg2bJlXHXVVad97Nq1a/nsZz9LIBBgaGiIH/3oR9xzzz0cPHiQVCp1fgd4DqqqYF5rkXrbGKsP/Jj1u7/Dis6fkY7l6e+DUGjadi2EEELMeqYJkViCZYvaaGuu4+o1S1m7ahEfuucWHPaLWII+hZmZy2/H4bOhqApjfTGM4wK7WDBFZDiB2+/AW+1Et2lTt+PzoKgKH1z3EcyGDE9se4LBA6Ozay47IYQQQlwUl/yQ2J6eHg4fPszu3bvp7+8nmUzS1NTEHXfcwbJly9C00k1Z+UZo79697N69m23btpHJZPB6vTQ1NXH33Xfj9/uxztGxkoZhEI1GiUQipNNpfD4fLS0tOBylT8nLnyRXVFTg9/uJx+MEg8FJBWeZTIbR0VH2799PsViktbWVxYsXn/bxDoeD5uZmfvd3f5cHHniAvr4+9uzZw1e+8hXuvvtuVq9eTUtLy4Ud+CnYbOD2W7AtbMXYYkOLZ3FlRqlNdREdbiEcdk75PoUQQoi5RNM0HnpyM69u20s0liA0GuUvv/JtFOCzn3w3jfXV096GUoXd1GxLt2r46zyoqsJoX2y8as00TWKhJNHhJN46F56Ac8aq68oURWFhzWJuaLuZ1w9tYstjd1C/6AZ0y8wGiUIIIYS4uC75wC4YDLJ37142bdpEX18f+/fvZ/HixSxZsoQlS5aMB3ZQqg7bunUrzz77LHv37iWfz+NwOKitraWpqYmrr76aysrKGb+ROx/FYpFQKEQymcQ0TVwuF4FAAIvFcsLjvF4vFRUVHD16lNHRUdKTWDY1Go0yPDzM0NAQVquVxsbGMwZuuq7j9Xq59957GRgY4NVXX+XQoUM8+OCD2O12stkspmmiKAqGYYx/ORwOvF4vHo/nvPpC18Hu0vDMryXlriEbPoq1kKYx1Uk8WE047MQwSnPnzMGnWgghhLggigLXXbmC2mr/Kb/v8bguWjumiqqpVDZ7UVSFZCRDNpHHUwWFXJHEWJpYKEnj0gDe6hM/tDOZmkK/SW3HBJfNxd0L3sumfb/NU5uf5tq7V1G/sGoKWnLhDZypPrnoqz9Kn1zQPqeqJvRS6xM5T877oVO3nVneJ0Ic75IP7LLZLE6nk2XLlvHBD36QL33pSxMeU54z7Sc/+QmPPPIIvb29/MM//AONjY28/vrrPPLII/z+7/8+3/3ud1m/fv2crLLL5XLs37+fbDaLz+ejra0Nq9U6YW65yspKqqtLn5r39/cTP25Ct1MNxzg+vNy3bx979+7FNE3a2tpoaWmhpqbmjO3SdZ1ly5bx5S9/mWeffZZ/+qd/Ytu2bXzzm9/kkUce4c4770RVVdLpNOl0mng8zpo1a7jlllu48cYbzzs8tVgVFizWGKxZhTYaojF5kJXxl3i5ZzkDA1Vks6UVZYUQQojLjaIotDbV0tpUO+PtmKrUTtUUfDUubC4L6ViO+GiKQKuPXLrAWH8c0zDxVDpwV50Y2E3V+6tJbUcBBYVr22+gtbGVvRVbePnB3bzzj6/FYpumW/dJNHCm+uSikz65oH1Kn1zQQ6duO9In07fT2b5PcUm45AO7tWvXsnLlSvL5PDabjfvuu++EEKrMNE1+/OMfU1dXx6c+9SluueUWdF2nra2NVatWcfvtt7N582acTierV6+egSO5MLqu09DQwLvf/W7S6TRNTU2nXP01EAhQW1u6QT8+sCuHdfF4nGQySW1t7YSw7M0332Tnzp0oisL1119PfX39ObfP7/fz1re+lZUrV/L5z3+el156aXxeu/L+TdPEMAxeffVVotEogUCA5cuXn1doZ7VCezu81nIl9sFuWuO7WTr0HC81vp+REejrg/nzpcJOCCGEmDHjQ2IvpDSh9LOKquCssOOudJAMZ4iPpDBNk1wqT/BIGKvDgr/Rg2WG5687nkN38MGVH+fzPX/By8++wfq3L6F5efWx+54L75O57+TjkD6RPjkV6ZOJpE8mkj4Rs9MlH9jZ7Xbsx5VKHT8EtqxQKBCNRhkcHGTRokUsX74cp7M0h4mmaTQ1NVFbW8vQ0BCDg4OnDeyKxeL4sM0ywzDGh3bOJF3XaWpq4m1vexuFQgG3233KoMvn8+H3+zFNk1AodMIcdlu2bOHNN9/k6NGj3HLLLaxduxafzzcepHV1ddHV1YWiKKxcuZKqqnMfuqFpGm63m7a2Nj7wgQ9QX1/PwYMHGRkZwW63o+s6hmHQ399Pd3c3e/bs4YUXXmD58uXn1R+qWlotNtuykMyhBugxqIwfxZ4YIR9NEgq5mDfvvDYthBBCiCmgjH+ueCFvfEo/qygKTq8NX62bkaNRosHS/U0qlmWsN4bNqVPT7p91n9Rd13Qj85vn8ab7BV796Roal9yApitMRZ/MfScfh/SJ9MmpSJ9MJH0ykfSJmJ0u+cDuXBQKBUZHR4nH43i9XlpbW8e/p+s6TqeT1tZWwuEwIyMjp91OMpkkHo8zNjY2/m+maZJMJslms9N6DGej6zr19fVnrXorB3YAIyMjpNNpDMMgn8/z5JNP8sQTT7B7927i8ThNTU04HA4sFgupVIqenh76+/vHh7lWVlZOqo2qqmKz2XjnO99JY2MjBw4c4PDhw7jdbhwOB7lcjq1btzI0NMThw4d57rnn+OQnP3nKob1n3xd4PEB7G4WaBvKKFXcqiDc5SDwSIRh0YZqllfJm2b27EEIIcVkoLToxdS/Cdo8VX52LdDxLciyFaZhEBuMkwmnsHitVzd5Z9ZqvKApNnhZuar+V7y/4MS8/9wbXfXAF9Qur5uR8ykIIIYSYHAnsgHw+TygUwjAMXC7XeGBVpqoqgUBgPJA7nU2bNvHII4/wrW9965Tfv+6666a03dPh+CGxfX19xGIxMpkMu3bt4jvf+Q5Hjx7FNE2+/vWvs2TJEm6++Wbmz5/P1q1bGRwcpFAoEAgEWLVqFRUVFefdjrVr17J27doT/i2XyzEwMMDLL79MV1cXmzdvZtu2baxYseK8F6BoXe5B2dfG0S0rWRjewsLEVo4M1rJ/fyN33gmnKMgUQgghxDQxDINCoYjFoqOoypQWKji8NrwBJ8W8QSqaJZvME+qOkonnaFgSwFXpmLqdTRFN1Xj34g/yg53f4fC23Wz+wW7u+rNrsTotZ/9hIYQQQsxpEthN0pmGtl5zzTUsWrSID33oQ+P/ZhgG6XSaz372sxejeRfs+EUnRkZGCIfDdHV18YUvfIFQKITFYsFqtZJIJPjmN7/JyMgIn/nMZ3jppZcYGxujsrKSa6+9FqvVel6f/p7pZywWCw0NDdxyyy288MIL9PT08K1vfYu//uu/nnRgV95NQ4PCUHMjh2uvoT7ThW63UCzA4CCEw+D3l+a7E0IIIcT0MQyDbbs6efzZLfi8Lj5y721TXmFndVqwe2zYPTaiwWRpOGxfjEwyR3VrBXaX5bz2N92TnrR427hh3lt4ceXrvP7oVay6fT4LNjTN6io7mcFpIumTiaRPJpI+mUj6RFzOJLCjVEHncDhQFIV8Pk8mkznh+6Zpkk6n8Xg82Gy2026noqICj8dDc3Pz+L8ZhkEikcDpdJ7252YTp9OJx+PBYrGQz+fZv38/DoeDHTt2ALBy5UoWLVrEL3/5S44ePcrrr7/OwoULefPNN4nFYni9XlasWIGu61N+I6mqKlarleuuu46BgQEOHz7Ma6+9Rm9vL4FAAK/XO+lt+v0w1NBIT/uNvGixEmpeT9TdRCIBY2PgcklgJ4QQQky3w0cH+MZ3H+ZTH3o7iztacDnsRJWpnU5EVUsrxTp9NiJDCcZ6Y8TH0mRTeQJtPmyu83vBn+43khbVwrsWvp8XDj7P0Zf389TX62leUYPDc/p70pkmb64nkj6ZSPpkIumTiaRPxOVMAjtK87v5/X40TSOdThOJRGhqagJKYV2xWGRsbIza2lpcLtdpt6Np2oRFLQzDoFgsTnqOtZlis9lwuVy43W4ikQivvPIKBw8eZHBwkKamJu644w7e9a53sW/fPg4cOMCOHTvI5/N0dnYSi8Voampi9erVp1zcY6rceOON7Nmzh6effpq9e/eyd+9eamtrzyuwq6gAWprpXd7AK4F3UFML2axCKgRDQ1BdDW73lB+CEEIIIY6z+bVdaKrKa9v2MRQc45aNa1CUUsg2lZ//VdS5cXhtxIaTjPREiQeTOD02vFXOYxV257dd5diKtqoy9RV3iqKwtv5KljQuYeiKvXQ+N4/tjx5iw3uXompT/VZWQVUUTGVmF0u7EKpSGkkxiwsQz4miKKXz35j7z8V0XBcXU/kYjDl8TqnH2j73rwtQmNrXhYtNncNtFxefBHaUQqqWlhZqamoYHh5m27Zt46uP5nI5IpEI27dv59Zbb6W9vX2GWzv9HA4HbW1t7Nq1i717945Xyv3pn/4pN910E4sWLeK+++7j05/+NLt376a/vx/TNNF1ndraWq6//np0fXpOLUVRaGxsZMOGDXR2dvLggw/y/e9/n3w+z+LFiye9PVWFmjqVRctVDhz59b8ZBhw+DO3tEAhM8UEIIYQQ4gSDwTGuWNbBdVeu4Ps/fwaH3cqyxvlY7Tpu+9TdU9S3+vBU2Bk8NEZsIE50MIG/zk1dsxfPBcwLp6oKuqqgTGFbj+e2V/GupffyzwP/SGFPkue+tZUrbmyhtt1/9h+eBKuuAPoZp4CZ7RRVwaIpU3rezASLrqJpClb94nzoPx3DDsvXBXP8ubDqKioKxhy+LlBK59Rcvy50XcU0TSxT/mHFxaPN4baLi29uX7HnIJvNkkgkiEQiAKRSKTKZDENDQ3R1deFyuXA6nfh8Pu644w52797NAw88wKJFiwgEAuzbt49NmzZRUVHBFVdcwYIFC2b2gKaZoihYrVYaGhrYs2cPUArw1q5dy8aNG2lvb8disbBo0SLuvfdefD4fL7zwAgBtbW10dHScsQpxqtq4fPly7rrrLn7+85+zZ88eduzYwaFDh5g/f/6khuIqCng8Ck1NoOtQyBtY8ynqzBhHu+uIxxWKRVl8QgghhJhO9bVVuJ0OFnU009ZURySWpNhgkskWIFOYsv0odh2bx0qhYBAJpQgPJ2hcUo3V7yBxAfvRNRWbRSWVKUxbJdG1DW/hy/Yv4L0zx9B9YZ781nbu+ovr0KYw0FEUC6lsgeIcrurSVAWnTbug53M2cNl0ckWDfMGY6aacN11TsFs0ktN4XVwMbkUnky1SmMPXhaqAqihz/rpwWDUME7L54kw35bzZLCpO2yUfw4gpcsmfKZFIhAMHDrBt2zYAQqEQqVSK1157jXg8TnNzM21tbaxfv56NGzcSi8XYs2cPTz31FD6fj56eHg4ePMgNN9zA/PnzL2jl07nCarVSXV2NqqpomkZlZSW33XYbra2t44s7+Hw+Nm7cSDQaZe/evYyMjNDW1kZbW9u0Vdcdr6amhuXLl9PS0sLAwACHDh3itddeo7W1ddLz5zmdUFNtUKGnaO3fgTc1hJFIsaPyA8RiOpmMwjRnkEIIIcRl7cYNV/DVb/+Uzq4+giNhfvtjd6EYCiYwlUUtmkWjsskLWwaIBpPk0wXclXY81c5T7+ccy45M08Q04bTv56egfKnSHuCG5rdw0PYab7nx02x5cB/Lb51Hx1WNUzhvsIlx7FjO8JCpKcWappnkTfPXXxfNNPSJaZqYxlmei9nMBEPlzNfFOW5npicxKx/DBT8XM3jtlJ+DWXc+TfJYStf2Ka6LWXCenKs5nPuKGXDJB3b9/f08+uijfPWrXz3h37/3ve8BpZVdb7vtNtavX8+dd96J1WrFZrPx7W9/m3g8Tl1dHatWreJv//ZvaWlpuShh1Eyz2Ww0NTVhsViw2WzMmzePT3/60/h8vhMet3HjRrLZLLt27eL5559nxYoVrFix4qK00e1209LSwlve8hYefvhhOjs7+f73v89b3/pWPB7PpEI7txsa6wzarAO8ddPnaQxtJ29x8Urt3YyG3ITDEtgJIYQQ06m1qZbP/d6HGA1Hqa6qoMrvZaA7OuUTLqkWlapmH6ZpEuqOoFs1/A1ebK7TDIedqt1PwXZsmp23tL2Vrwx9gab3OujdqfD0fW/QsDiAq8J+4Ts4V7OoT2YN6ZOJpE8mkj6ZSPpEiDO65NOnlStXsmTJEv78z//8lN/Xdf2EEO7GG2/kuuuu4wtf+AKmaaIoCpqmYbfb58zCEReqpqaG9773vezevZvVq1dz/fXXEwgEJgRgiqJwww03sHr16vF5/2pqai5aOz0eD3/4h3/Itm3b2LVrF88++yzvfe97+bM/+zOuuuqqc16EQlXB7tJoub4N+xYr+mAWSyFDw+BWYj0rGWqq4tgaJEIIIYSYBoqiUFvtp7baf9y/Tf17ME1XqWr2YpomIz1RLDadmvaKOXGPpygK6+s34La66a3ew5X3rudX39jO7meOcOW7l0xhlZ0QQgghZoNLPrArB3IOh+OcHm+xWLBYLOf8+EtReRGOP/iDPyAQCFBbW3vKG1lFUbBYLPj9fq644gp8Pt9FrUDUdZ2WlhY+/vGP88wzz/CrX/2KnTt38o1vfIN9+/Zx7733UldXd9abcEUpzVHX1KYTCXSg93ZRm+xifmw76YFmhoerxsuu5V5YCCGEuDiUaVhaUtUU3JUOnF4boe4oNfMqCLRVoMyRScDrXA1c03gDz/c9zd+/5x4OvNjH8/+1gwUbmqls9Mx084QQQggxhWb/x4niotN1HZ/Px4033sjy5cuprq4+7WNVVR1fHdZut1/UT3dVVcXr9XLrrbdy2223sWrVKhKJBC+88AK//OUv2bx5M2NjY+RyubNvS1Ooa1CJBeYRdjejmEXa4rvIBqOMjEA+fxEOSAghhBC/pihTfl+hKApOnw1vjQsw8da48FQ6TvGB3HRNMnRh21UUhbd13M3u0JtEXSGu+cAyhjrH2PF4J0ZxuhcnmJ19MrPmctuni5wnE0mfTCR9IsS5kMBOzHlLlizhwx/+MF/72tdobW0llUrx3HPP8du//dts3ryZkZERzLPMsKpp0NwMsdYVjAUWoZpFFodfITc4yuCASSQyCydpFUIIIS5h0/UZoLPCjq/WhYlCdZsPh892imBwuj6AvPDtzq9YyLLqlTxy+EHW372Y+kWVPPefO4gOJ6egfWcye/tk5szltk8XOU8mkj6ZSPpEiHMhgZ24JHi9XlasWMGDDz7IBz/4Qdrb2wmHw3z2s5/l4YcfZnh4+KzbsNvBduUVaCuWYqBSHT2Ma7iLXF+Qw4ehOHdXDxdCCCHmHEVVpiW0c3ht+Orc2NwWAi0+HB7r1O9kGnmtPm5suZUtAy8R1yJc/9FVxIaTvPaz/Rehyk4IIYQQF4sEduKSoKoqVquVtrY27r33Xt797nfT1NTE8PAwv/rVr3jiiScoFounrbRTlNJXRbMHa3MNIVcbqlmkOtmNd7SLnh4w5B5YCCGEuGiU8ovzFLO5LDQsquKWT6+lstmH3WOb8n1MJ1VVuan1NlL5JK8OvMiym9tZsKGRV3+yh+HD4bOOKhBCCCHE3CCBnbhkKIqC0+nk5ptv5p3vfCdr164FYMuWLTzxxBMEg0GMs6RulXVWrA0BhnyLMBWF2nQX/rFD9PWV5rGTe2AhhBDi4piOVWLL3FXO8QUoNH1u3Q4rKCyqXEK7r4Pne55B98E1H1jOWH+c13++H9OQmxUhhBDiUjC37lCEOAe6rrNq1Sq+8pWvUFNTw/DwMC+++CL//u//TjweP+PPNjSAs72W7tYbMRSNefE3aRzayqFDEI3COaxfIYQQQogpoJQTu2nIn7wBJwC+GtfUb/wi0BSduxe+l+eOPkU4M8aym9rouLKBzT/czWhP7PKssrsMD/mspE8mkj6ZSPpkIukTMUtIYCcuOYqiYLfbaWpq4i//8i9ZvXo1wWCQ73znO7z44ov09/ef9mdtNtCb6klvvJVNbR/npbV/wM7F7yMahaNH4Sx5nxBCCCGmiqpMW5mdp9qJ1aHjq52bgR3A6rr1eK1eNvX+CqvTwsaPrqKYK/Li93ZSyF2G83jIXPMTSZ9MJH0ykfTJRNInYpaQwE5cklRVxWazcd1117Fu3TpaW1sJBoM88sgj7Nq1i3Q6fcpPn1UVbBUO3IubeaPpLo7UX8uYfz6FAgwOQnK6F2ATQgghBPDr+WWnfrsKVc1eVr99Id7TVdhNV3XFFG1XURTqXQ1c3/IWHjv8CyLZMAs3NLFgQxNbHzrA0MHRqa+ym+V9MiPmctuni5wnE0mfTCR9IsQ5kcBOXLJUVWXZsmVcf/31XH311ei6zoMPPsjLL7/M0NAQwClvZu1eK4FFVexsehv9/hUkHNUoCvT3lyrsLsdRJkIIIcTFpigK01XmYLHp1M7zn37+uumqrpjC7Vo1Gx9c+ht0Rw7z2OGHsHkt3PDxK0hGsrz4vZ0YxSm+YZkDfXLRzeW2Txc5TyaSPplI+kSIcyKBnbjk3XXXXfzu7/4uixcvJh6P8+Mf/5gvf/nLp/3k2eOB+fPB7y/NWZfJgNcLBw7A0BBksxf5AIQQQojLkKIq01Jhd6lQFIVFVUt5S9tbuX/Xt4jlorSvqWPpja3seOwQfbuDl+dcdkIIIcQlQgI7ccmzWCx0dHTw13/911RVVTEwMMDmzZv54Q9/SDQanfB4XS+Fdu3tUJ/spOPwE7x93z+iD/YQHkhzrDhPCCGEENNImc5lYi8RCgofXPYbFIw8P9n3PXSHxsaPrERVFTb9z5vkUvmZbqIQQgghzpMEduKSp6oqXq+XDRs2cOWVV+Lz+ejv7+fRRx+lp6eHRCJx0uPBYoGmJmjP7mfBwCaW9T5BYPQA2WCUkZEZOhAhhBDiMqKo5WGx4nQURWFexQLeseDdPNT5AEdjXcxbV8/iG1p58/FD9O0JSZWdEEIIMUdJYCcuCzabjaamJj7ykY+wevVqUqkUP/7xj3nttdcYGBjANM0TbmhVtVRhtzK3lZX9jzOvZxMLgpsx+gcZGirNYyf3v0IIIcT0kbDu3OiqzoeWfYJUPsmDB36I7tC4/mOrUBSFZ765lWL+MlwxVgghhLgESGAnLit33XUX733ve7ntttswDIMvfvGLfPe73yUSiZzwOFWFhQshsnA9PU3XoGCwfuQJ8oe6OXAA8jLCRAghhJhyyVSGsXAM0zRRFJnD7lxVOQJ8ZPlv8rMDP6I3fpTGJQFWv30Bh17tZ/9LPVJlJ4QQQsxBEtiJy4qu61xzzTV86EMfoq6ujnA4zIsvvsh3vvOdCVV2LheoSxZRXLQME6iNHcQR6iUzGGZoCIrFmTsOIYQQ4lKTTKX5v//9M/7+/3yfQtEozV83HYndJLKrqYq5JrWd89ipgsKd8++izlXPf+/8BlgNNrx/ORa7zov3v0kmkZuyfc6VPrlg0icXtE/pkwt66NRtR/pk+nY62/cpLgkS2InLRumTeoXm5mauuuoqNmzYgKZpdHZ28tRTT9HT00P22BKwilKax87eWoc+r5mkxY8rF8Ed7ccSGmBoCAqFGT4gIYQQ4hKRzxd46MmXMY3S3LPTahIZ4FTFhZPaznnsVFEU6lwNfGDpx3nyyCPsGXmTlhU1rHrrfPY+f5RDr/ZP2T7nSp9cMOmTC9qn9MkFPXTqtiN9Mn07ne37FJcEfaYbIMTFZrVaaWpq4m/+5m84ePAgBw4cYPPmzTz44IO8733vo7GxcXzenECbm9iiBnoqVrFoZDM10U4i/Vvp6lrG0qWleexkuI4QQghx/gzD4LmXtzMWifGO267hew8+DZjouorDqqGqs/+FVlUVLLqCw6rNaDvuWXIPDxy4n+/u+Rb/5/Z13Pjhlex++gjP/9cOlm9swem1nfHndU3FbtHm9Dy9qlo6jpl+Li6URVdRVAW9OP1Phnns/5UpThVUVUHXFRw2bU5XGFk0BdOqYszh6SAVBTR15n9HXSirRcEwFNQ5/AZM1+Zu28XFJ4GduCzZbDaWLVvGH/3RH/Hzn/+cxx9/nK985SssWLAAp9NJZWUlAA0NoC2sZtvCt9MRfp22+C6K/X4e2vpRrr8e7HbQ5SoSQgghzlsyleGVN/bgdjl59Fev0NnVx/ZdnSxb3IGJiTEH0iPFVDFN5VhbZ669Lt3N7639E/7y+T/h4YM/446Ou1h/z2I2/c9Otj9xiKvfvQTlDAWMpqlimnOjz0/LUI6dN9OUrlyUrimdS4ZhYlyElKh8SMqUH5yCaaoYxgyv1naB+Yhpqhgm03dOXQSKWXp25/IxlM4n5djvqLl7HKYpgxzFuZOoQVyWFEXBYrFw3XXXMTAwwO7du+nv7+fpp59G13XuvPNOoDQs1lrtw1y3HmOrBW82SFXkCJmBUYYGKrDbNfz+GT4YIYQQYg5zOGx84v13kkilGRgepbt3iJbGWkwgmzfmxGqxulZqZ3YWrMi6oeFGbmy5nf/7xldZVX0Va965iDcePsCz/7WDJTe34zhDlZ3NYpItGHO6kkhTQddMsvk5HDpiomsK+YJB/iJU2E0XTSs9H7PhurgQFt0klzcoGnP3uVAwsVnn/nWhKqUwey4fhzmXy03FRSfxrrisLViwgNWrV3PFFVdQLBZ56aWX2LJlC7FYaYU6TQOLz4njikVk7V40I489E4axMIP9BtHoTB+BEEIIMbfpmkZzYw1LFrSyYnE7G9Yto7rKd2x43uwP62Ybq2bjt9b8AZlCmm+/+XVqF1Vw5buW0L1jmB2PH5IVY4UQQog5QgI7cVlTVZWrr76aP/qjP8JisbBjxw6ef/55XnjhBYrFIqZpYvdaaV1bRV/1Ggb9S4i76nBlx+jcX2R4eGYr/IUQQohLSU3Az0fefRuaph2rQpj9L7KzsYX1rkY+dcXv83TXo7w+9DJr3rmQ2g4/m7+/i+hwctpDu9nYJzNN+mQi6ZOJpE8mkj4RlzMJ7MRlz+/3s3TpUj7xiU9QX1/P7t27+cpXvkIsFqNYLOJwQEubxgu3fZn/essP+O9rvkWifQWdR6309EAkIqGdEEIIMdXmwlBYmJ01gJqqcffC97K8+gq+tvUfsTaaXP+RlfTuDbHjsUPTft8yG/tkpkmfTCR9MpH0yUTSJ+JyJoGduOxpmobH4+Htb387LS0tFItFOjs7efHFFxkZGUFVwe4A59I2kjXzGLE1YfU5iCdURkYgGJzpIxBCCCEuTXMltJuNHLqD317zR3RFDvOLwz/hird3UN9RxQv/8ybJsfRMN08IIYQQZyGBnRCUVo29+eabWbp0KX6/n9HRUR566CF6enooFPKoqkLTQicOr4WiAU6HQTGdZSxYoLe3tA2pshNCCCHEbLIssILfWPFbfG/3f9JrHubG37yCsf4Yr/xkD+YcnkBfCCGEuBxIYCfEMXa7nU9/+tPce++9FAoF7r//fl588UWOHj2KosCCBVBbC3arSS6aZnH8dYpdPezcCcXiTLdeCCGEEOJEumrh/Us/RpUjwLd3fp1519XScVUjr/10H8GusCxAIYQQQsxiEtgJQWnIjaIoLFu2jI0bN3L99dcDcP/99/Mf//EfhEJBqqsNWquTrDK384mfv5OPbPk9Fu99kEjXGL29JrncDB+EEEIIIabWVOVZM5iL+WwVfOqK3+dX3U9wML+Lmz65mmB3hK0PHzy/dl0CfTLlpE8mkj6ZSPpkIukTIc5IAjshjuPxeFiwYAF33HEHFRUV9Pb28vLLL/Poo4+SyyXwV0FjbRF/+DANkb3UjOzFPdhJfz/k8zPdeiGEEEJMqamaQm8Gp+JTFIVrGq/nhpa38M0dXyWw2snyt7Sz+fu7GO2LnccGp6phU7Sd2UD6ZCLpk4mkTyaSPhHijCSwE+Ik8+bN48Mf/jALFy4EYPfu3fzzP/8zfX09uAMGdUsqCLraMRWN6tgRWvpe5sgRyGRMmcdOCCGEELOO1+bjN1b+FvtGdrNp6Gk2fmwlxbzB5h/sIp8tyNBYIYQQYhaSwE6Ik1itVurr67n//vu5/fbbsdvt7N+/n0996lO8+eZjVC9ysmPlR8naPLTFdrK2+2dsfa3I2CgyLFYIIYQQs9KqmrXcPu/tfHPHV6lYYeXK9yzhxft3sv+FnplumhBCCCFOQQI7IU6iKAqqqtLQ0MDHP/5xfuM3fgOHw8H+/fv5+c9/xI8ffQDrzdeQdVWiGTl8yX58R7Yz3JVidHSmWy+EEEKICzddFWczV8mmKRrvX/JR8sU8Pz/8I274xCr8DR4e//ctxEOpc6iyu/T65MLN5bZPFzlPJpI+mUj6RIhzIYGdEKegKApOp5M1a9Zw8803c/XVV5PJZHjzze28+OrzDGhBQq46sroLRy5G49BWgt0pQiEwTWRorBBCCDGnTdeESDM30ZKiKCwNrOSehe/lJ/u+y5Clh7v+4jpGeqM8/rUt5DOFs21hulo2Tdu9GOZy26eLnCcTSZ9MJH0ixLmQwE6IM6iuruaaa67hi1/8IoFAgIGBAV597Xke+9U/scOziGFPO9ZiirVDj9K3O0LPUZNicaZbLYQQQggxkaZqvH/pxzHMIj/Zfz8Lrm3gynct5pUf7+Xgy31SmyKEEELMIhLYCXEWHo+HdevWcd9993H77beTzWZ57rknuD++nW3FYazFNCuHnya95whHd0bZv3+mWyyEEEIIcWq1rjo+dcXv88tDP+dAdA+3/c566hdW8tA/vMRo73msGiuEmHKmadIVOUQ0GzntcPVELs4bg6/yy0M/J5VPXuQWCiEuBn2mGyDEbKeqKhaLhTVr1vC+972PQCDAD37wA3aOdrG7kOdq1Uazmacy3k2yr429eytYsgRUFRSpyhZCCCHELKIqKre3v4PHjzzMP2/5O/7u+n/lzj++mu/+4VM88fXXufPPrkW3yVsEIWZCrpjlSOQQ9+/+Fq/2v4Rdt9PiaWdl7WrW111NwFnDwbH9bOp9hjeHtxLNRonnorx3yUf4/bX/C4/ViyJvQIS4ZMirsRDnQFEUGhoa2LhxI06nkzfffJP9+/ezP2/whqKRVDQMJUcqluPwYUgmwekEXa4wIYQQ4sKYyLREJ7vAPql21vDX1/49v/3kR/nyK3/F/77ha2x4/zKe/n/baLu6iRW3zpt7b/rlPJlI+mSiWdgn5Qq6I5FOfrTvfn524EdU2qt4z+IPoSoqB8b28vjhh/nqG1/BMAxsuo1lgZVc3biRZYGVDCcH+Y9t/0amkObPN3wJh+6Y3PU7C/tkxkmfiFlC4gQhJqG1tZVAIEB9fT2f+MQn2NbdTVc2j8U9n0Xz1qA72uGQSVcXzJun4HZLlZ0QQghxNqZpHvsCVVVOfLMpr6MTXWCfKIrCosqlfGnjv/A3L/wpX3n183zmg39Kz45hHvqHl/DWuGhdVTu3Qrs51NSLRvpkolnSJ6ZpkiqkCKdHCWfHeKHnV/x43/0oisonVv429yx8H3XuBhQUMsUMyVycSDbCSCpIvbsRr82Lx+pDV3VyxRwuq5uvvf4VVEXjD9d/jgqb/9yv31nSJ7OK9ImYJSSwE2KSHA4Hq1ev5r777uNH3/sBP/3JAyQSh+nf/Dnq6t9FW9unePllF34/uN0z3VohhBBi9uvqGeRnj79IPl/ghg2ruGr1kplt0HRVV8yiqg1VUdnYfBN/tuHzfO6536fSUcWHvvgp7vvIo/ziyy/yqf/3DpwVtl+/6b8M+mTS5nLbp4ucJxMda7tpmmSKGd4YfIXXB1/hUKSTQ2P76Yl147F6eeeCe/nA0o8zr6IDVfn1VPMO3YFDdxBw1tDhX3jidgGrZuX9Sz6Kqmj8w8t/TdEs8Bcb/m7ylXYXk5wnQpwTCeyEmCRVVbHZbCxbtozb7ryTAhr/8z/3MxY+iM18mmrFwcDeewit9lNRYcXrnekWCyGEELNb0TC4+do16LrGd370OI11AQKBwMw1aLre8M3CN5K3tL2VP9vwBf7t9b+nao2Hu/72dn7yuRd4+CubueevNmJ3W0sPvIz65JzN5bZPFzlPJlIgb+TZG9rJf2z/N3aH3qTdN4/2ig5uXPW7LK5aToO7Ca/Nh0W1nFdlnFWz8d7FH8IwDb72+v8GE35n7R9T72qcnaGdnCdCnBMJ7IQ4D4qiUF1dzcaN1+P3V/Pkk5tJDh/CProFX36UrGcewaNrqKytwuNRjv3MDDdaCCGEmKUWtDcBEE+kKBSLZHP5GW7R5CnHvk69nuPspasW7l38AUKpYf7v61/jc+uquf6TK3numzuoX1zFDR9ZiaKpZ9/QLKGM/9/cVwpa5toZ9Wvl52JuH8Wxa/s8zykTk3B6jO/t+U9+vO9+2n3z+fIN/8o1jddj1WxT2k6rZuP9Sz6Cqij8y5Yv0xk+wMdWfJobW27FZXVM6b5myhy/JIBL5teTuEgksBPiAgQCftatW8ff/u1/c/DLn+SKo3u4J/Q6T7/0EXoX30/RdTNtbZaZbqYQQggx6yVTGf77x4+zdGEbbU11oKp4HHPjVlVVFXRNQVH1OfpmUucPrv4sdqvKv27/O9531YdY2LmUx/75FeYvr2bJxtY58yZTVRR0XZkz587pWHQVi2Fis1ycsHQ6RhKOXxfKXL0uSqwWFVVVMIwzH4RhGsRyMSKZMNFshEhmjN5YL9/ceh8Af3TVn3LvkvfitnpQpqi3i3mDYqGIWR4eq1r52OKPsq5mDd/adR9/9cIfs7Z+LZ9a/VvcPO9GPA7rlOx3plh0FdM0sepz50OEk2naXPltKmaDuf1KJsQMUxQFp9PCO96xhAde/z1cL/4Sy76HuCE/xtee+CpDhYMsW/ZpWluts7McXQhxXkzTZGBggNHRUZLJJNXV1dTW1mK327FYSiF9LpcjkUgQDAbp7e3FbrcTCARYvHgxgPxOEOI46UyO7z34FPlCkY++53YsFp10tkgyU5jppp0TXVOxWVSS2SLj75znGAU7v7f+D7EoTr6x7Wtce+OtOI8u5f7PPcvH/v12mlfUzInQTlNVHGhz5tw5HadNJ180yBeMmW7KeStfF6lscXwl1LlIUSxkckUKxVM/FyYmA4k+vvb6P3IkeohkLkkqnySRT1AwCtwx7518bOWnWVy5BAxIZYqTboNpQjqWpX/fCKO9UeKhFPHRNMlImkw8j3lSmGhzWbjr2t9i4/K38qOe/+L3Hv8t7lzwdj616g9o8sydAP5kDptG0YBcfvJ9OFtYLRrOqS2uFJcwCeyEuECqqhIIOJl/7dXYIkMMdb9GY3qQxqGdHNmq8cADft7//psIBCpxOi+NcnQhLifl1SvD4TDBYJCRkRH6+/s5fPgw4XCYbDaLz+ejoqICl8uFw+FA0zTi8TjxeJxIJEIoFMJqtVJdXc0VV1zBVVddhd/vx+GQ3wlCADz05Es8/OTL3HrDOn7y8HNcv2EVTQ0NnKWgZdYwTBPD5KwVOLOdXbPz8RWfodHdyhdf+nOq7zxCw/0b+danH+XD/3or89c3oM7y4bHKsd/Zc/ypKB2DMbePo3hs5efiXD4IStd38TTPhWmavNT3PP/wyl+DCRubb6bR20y9q5FGTzN1rgZ8tgpURT3v5zKXznNwcy/PfHMrh7b0Y5pgsWroNg2rw4LNZUVVT4zg8rkCbzxykIo6F3fd8VmC8w7yq94H+czAR/n8dV9hTd2VJyxsMVcYBnP++jbmcHgtLj4J7IS4QIoCmgbLblzOyFg/na9eQUPPEGtS/YzsivAfA0eYN8/N6tUraWiox263H/u5ufrZlhCXnvIn//l8nmKxOP5lGAaGYVAoFDh48CDbt29n586dbN68mUOHDlEsFlFVFcMwME0Th8OB1+vFZrMRDAbJZrMAaJpGsVjE6/WybNkyPve5z7F06VLq6upwOEqruMnvBHE5u/7qVSyc1zRenBbw+2a2QZcxTdW4pe0OnBYX//Dy33DoPU+Re+Q6/uuzv+Q9f3MzK2+fj27RZrqZQsy4VD7FQ50PcN+2f2Nh5RL+fMMXmFexYEpez03TpJArMnw4zK++uY3dv+oC0+Tq9y5j0XXNuCrsOCvs2JwWdKuGclJgV8wb9Owa5vWf72fHA12oqpXVy+5h84Jf8Mep3+ZPNvwFb53/TmxTPI+eEGJqSWAnxBRpaoLcxqvoHfk8hf/9LCuKWVK5JM8N7uUjH3gPb7n9dm6//XY++clPYrfb5c25ELNMNpvllVdeYe/evezatYuenh6GhoYYGxsjFAqRy+XGgznTNNE0jdraWrxeL0NDQyQSCdLpNOl0enybFosFj8fD/Pnz6e3tZWxsjFdeeYV3vetdXHPNNdx888389m//NpWVlei6vCSLy1dDbRUNtVUn/Nu0DWmcxGRdUzWv16S2Mx2TiU1yn6qicm3jDXzt1m/zhZc+xzbHj/BvXkTk70Z5X/BtXPuh5VhsF/Y7a671yRQ9dOq2Mwf65CLvctr75PhhveHMKF/f9q/8ZN/3+OiK3+QzV/wBHqv3jPf3p2reyUOFs6k8ibE0kYEE+188ykvf301iNMXSm9q45TNrmbeuAe24eQ3PtL+aeRWsftsC+vaE2P30Ed58/BDzX72Nvdc9zedif0T3+iN8bMVn8Dl9U/u+RK6d2bFPcUmQdwdCTBFFgUCrm0W3t7H7J3fR0beJhekgf6Jo7C0U2PHqq/T09PDaa6/xgQ98gOXLl9PU1CSVNUJcJMdX0ZXnlxseHubIkSPs37+fLVu2MDg4SCwWIx6Pk8lkyGaz44/XdZ358+fT3t7OqlWrWLNmDZWVlTidTrLZLLFYjFgsRjQaJZfLUV1djc/nw+v14nQ6CQaDHDx4kEceeYRXXnmFnTt30t/fz4svvsiqVatYsGABixYtYs2aNbhcLgnwhJguk3jJnapX50ltZyZuCU6xT0VRmFexgK/e+m029TzDfwXu4+XO++n91U6Gix/lzg/cgNvlOu97mLnYJ1Pw0KnbjvTJ9O30OKZpEs1E6I8OM5gYYt/obvaN7Gb/6B4i2TBfvP6fuWPeO7DrZ5/iQjm2vWLBIJ8ukEnkSIbThPsTDHaOMbA/xEhvjMhAnGwqTzFnUN3u456/2siyG9twVU7uA39FUdAtGm1X1NG6oobbPnEFW5/pYvNDzbz8xhN8I/9/2br7TX7n6j9k5fzlOB3OC+ipkw506h86dduZ5deOEMeTdwNCTBFFAadXp3q+j+1XvpVYuoeKwSRrjQw3aW5eiqY5lOwiGAzidrvp6+tjyZIldHR0EAgE0HVdgjshppBpmuTzeYaHhxkZGSEYDI6HcNlslmQySTAYpLu7m87OTrZt24ZpmjidTiorK6mtrcVms2Gz2bDb7bjdbtra2mhra2P58uWsWLECt9s9vshEKpUiHo8Ti8XI5/MEAgHcbjdOZ+kGOB6P097eDoDVaqW7u3t8/4ODgxw8eJADBw7Q09NDc3MztbW11NfX4/f75XeDuMxdSGnCpVLWcPJxXJw+URQFv72Suxe+l43NN/Nw54P8d9t9fOnoH/DsI9dz94p3c/2iG3HqzvHHXzwz0yezm/TJROffJ6ZpsjO0jfu2/yuvD2xhNB2i0d3MPP8C1tZdxds67mZN7ZXndN6bplkaprpzmN2/6qJ/b4jQ0SixYJJ0LIthmHiqnFQ2eZi3roHqNh/VbRUsvKYZf6Pngq8tVVOpbvFx9XuXsuqODm7fejW/2PkgD43cz8effBd3zruLDy7/DVbPW42qqpPYn5wnZ9+WEOdPMefykj1zgGEYJBIJrr/+etatW8e//du/4Xa75c3XJSyfM9n0dI7AP/8Z1VufpC5+kP2eRXxZLfC4kSKeGqZYLFBXV8fSpUv53d/9XTZu3IjX60XTtBNeJOU8EeLcHf9yVp53bmRkhGeeeYbNmzfz9NNPj88rVyz+enUxVVXHv2pra1m4cCHr169n8eLF1NbWUlVVRW1tLXV1dei6jqpe2CTNpmny+uuv8+CDD/LMM8+wZ8+e8bnyDMNAURSuvvpqrrvuOt72trexfv16LBaL/G64zKTTaV5++WVuvfVWdu/ezfz587HZLq+5hpKZAtFkfqabcU50TcFmmfsrk3qdOolMAeM0C5MWjSLDySG++8p/8/ThxwmmB6mvrePdyz7AxqabaPG14dCdMzqZvaYqOG0a8fTcfi5cNo1cwSBfnLtv1TRNwWHRSMzB6yKRS/Bw50/5j23/wsKqhdyz8AMsrlxOhd2PXXdg1xzo6tk/bDcNk8RYmq5tg2z56T4Obu5FURXclQ78DW5qOyppWlbDvHX12N1WLDYNi01Hs2qo2tSNwlEAr8sy/jvVNE2y6RyHDnfxwEsP8EzyIRL2MW5qup2PrP84K+quwDoL57dzWDUM0ySbn7urJ1stKgHv7OtbMTtJYDfNJLC7/JimSTIBT367B+Xpp9j4/Jd4YcP/xwu2q+m2aDgcD/KrX/0n8XiYQqGA1Wodr9ZZt24dN998M83NzeMT0Qshzk355Wx4eJjdu3fz2GOP8aMf/YhYLEYul6NQKIw/RlEULBYLVVVVdHR0sHLlSt72trexcuVKfD4fuq6jadr4kPXjh65f6HVZWvnPIJ/Pk0ql6Orq4plnnmH79u28+eab7N+/H03T0DQNu93Ohg0buPfee7nyyitZsWLFlLRBzH4S2ElgNxPOFtiVmaZJb/cADz31GI+//jhHGrZT2eZmWe0KWivaWVF9BStr19Dobh4P7xSO/S7l9CGEaZqYmBimgWEWSeVTHI110RU5RFfkEEPJQSyqBatmxabZsWo23FY3ta56GtxN1LubqHVX47JbSKSLqKhn3eds5bRpZPMFsoUChmmSN3KMpIIoioLH6sWpu+DYsamKgoKKqkymMmr6zcXAzjRNhpODfG3rP/LE4Uf40PJP8PtX/i4O1X9Oq92W7zOMokliNM3Bl3t55cd76No2iKqprLtrEavumE9dRxWegKO0YMRFeM5ODuyOl88W2LPrIA+98XMeHvoRxfoUb2u7h48s+0066jvQ1IvTxnMhgZ243EhgN80ksLv8mCYUi7B3W5r+Lf30/3Ibna7VjNmqyVpULJZuWlp20N+/nYMHt/Pyyy/jcrmoqKggEAhQX19Pc3MzDQ0NtLa20t7eTkNDA5WVlXi9XkDerIvLV/kla3R0lP7+fl5//XVGRkZIJBIkk0kikQiJRIKxsTH6+vro6uqioqKC5uZmrr76atrb23E6ndjt9vGhrl6vF7/fT3NzM36/H4vFctGusWKxSCKRYGBgYHxxi87OTjZv3syBAwc4dOgQlZWVtLW10djYyPz581m6dOn4f7e1tV3U9oqLRwI7CexmwrkGdvDrIX6Ht/XxyH+8yPaubYy0dRFrGMAyv0DKEqPO1UCHfyF23U7AWUO1s4aAsxa3xYPL4sZlceGyutFVnbH0KMPJQY5EDrE7tIMDY3vpj/fhsrjw2Hy4Le7xfY+HcCgUzSKpfJJkPkEyn0RVFJq8zdQ6G2nyttDobqbJ04Lb6sFr8+G1+vDafHisXnR1dswOZJgGyXyCSCZMJDNGJBsmmgtxOHyYQ+FD9ES7ORrrIlMoLWqkKioW1YLH6sVnq6DF106HfyEL/UuO9XENlfYAFfYKVGXmVvSdbYFd3siTLWTIFjNkCxkyxeyxPzPkizlMIJIZ46tvfAVNUfmj9X/Bdc03Uel2ks4WzxrYGQWDaDBJz64ge57rYu9zR4kFk1TUu7nijgVc8/6lVLX4LlpId7wzBXZwbBqRXIHOfd088OpPeCL9E9JagrtrP8jdy+5l2fylWB2Wi9rmU5HATlxuZserlBCXEEUBXYemDgfp4jx2jLUwcMiCpilY1SLWwjxWz6+kvbGOxsZaDMMgGAySSCTo7Oxk69atBAIBGhsbWbBgAYsXL6a1tZWamhqqq6txuVxYrVasVuv4/FoWiwVN08args42dK4ceuRyOfL5PIVCgXw+P/738tfxP1/epqIo6Lo+vq/yV7kN5Xacbt+zXbn6qdwHxWLxhC8oHVe5P8pDKa1W6wn9L6ZWuSItHA4zPDxMd3c3Bw8eZNOmTQwNDY0vFDE2NkY+n0fXddxuNwsWLGDBggUsWbKEt7zlLSxatAiPxzMe2MHMnqeapuHz+fD5fAAUCgUGBgbw+/00NDTg8/no6+tj165d7Nq1i0AgwJo1a1i4cCHt7e0sWrSI6upqvF4vbrcbn883XhkohLg4LtdPvhVFQbdqLLyqhc90vIs9z63h+f/czsAbQczGNJ4rwXuDQZggY+lRDoztYyRd+rtVs+HQnTgsTpy6E03ViGTChDOjeKw+lgaWc1v72+nwLyTgrKHKHsBvr0RTJ4ZPeSNPLBsjlo0QzUaIZEcJpvvpCvewf2Q3z3Y/SSg1jMPixG3x4La6cVs9eKxeapx1NHqaaXA30extpdZVj9fqQ1M1NEVHUzQ0VUXhwirXDNMgX8yTN3KEUsN0R48wkg4ynBwimUsQz8fpjh4mmo0Qy0aJZ2MYFGn2tNJe0cH1zTfT4m3DYfn1ogCl444SyYQ5HOnk2e6n+O+d38Cpu/DbK/HZ/VQ7aphfsYCOykUsqFxMvasRq2ZFV3V01TKjQ5dh6mf6Ms1SdWamkGY4NcRAoo++2FH64730xXuIZiPkijlyxSw5I0u2/PdiloJRABSKRoEr66/hs+v/Pxb4F5951VfTxCia5FJ5Bg+OsvOpI3S+3MvQoTAmJi0ra7nl02tYeG0ztR2VaPrZ+3umZj9TFAWrzcKyKxawaNnnuOvw23lgzw/46cD/8GTPI9xqfxdXr7qS+gWVxyo7ocLup8ZVj02zoSnTd+8hM8KJy5lU2E0zqbC7vEWjcOgQfPvbkM2YaNkkFaFD1LtjLL2zjfk31OPxjvHMM0+zY8cOtm3bxssvv0w+ny8NCznu8rRarfj9fpYvX05DQwM1NTW0tLTQ1tZGZWXl+Jv+chhRnvPqVEzTpFgsjk/GPzY2RjAYJBQKEYlEiEQijI2NoSjKCSGcxWLBbrfj8Xjw+/14PJ7x6sDKyko8Hg8ej4eKioqzhgbncw2c68+c6dfa2X7lFYtFcrkc4XCYcDhMIpEgkUgQDodJJpMAWCwWbDbbeGjqdDqpqamhsrISt9uN3W4/r2O4FH8vnNzfk33JOX5l12AwyFNPPcX999/PwYMHGR4eBib2m6Io1NTUsHr1an7v936P1atXU1dXN+f6N5FIMDg4yDe+8Q0ee+wxuru7yWazJwzrtdlsbNy4kSuvvJJ169Zx00034XK5Tnvtn6oP5lq/XC6kwk4q7GbCZCrsTmYaJrlMgX2bjvL6z/dx8OU+rE6d+Vc10LAsQFWzB1+9C3+Li7QlyWgmxEgqyEg6SCqfpNnbxpKq5VQ7a9EUFVXRzmuIp6qCw6oSTeUwTAPTNMgWMwwnh+hP9DGQ6GMw3s9AopdoNkokOzYefMVzMey6g3pXAw2epmPDbBuZV7EAXS1VM9uOhY0eqwe/veqUQWLByBPNRknnUxwY28uRSCc7gzvYEXyD0XSISntgPDQs/emh2llLi7edVl8bLd525lU2YRoaBQPUUwx3LQ8f/vUQYoN0PkVPrJuDY/voihyiO3qEYGqYUGqYkVQQVVWZV7GgFOL5F9PkaaHWVUetq55aV905rXQ6GRezwq5oFOmKHuLp7sf5+YEf0x/vwWPz4bdVUmGvwG+vKlVWWrx4bF48Vi9eq2/87x6rd7zy0m3xnDA/nduhn1Bhl88WSI5lGDo0xqEt/ex6+ghDnWO4/Haal9ewaGMzS29sI9DiK4V0ysy/1p6twu5kpmlSMIrsG9rDd3bfx5bDW4iPJikqRRSric2nkVZTtPnaub75LVxRu44lVctp9DRPa+WqVNiJy40EdtNMArvLm2FALgebNsHrz8Yxt27lI9v+CF8uSOeCtzN41V0s/IPbqa/Poij58aBo+/btHD58mIMHD7Jz5066u7uJxWKYpnlCFdfJFXXlP8sVby6XC6fTOT70z263k0gkiMVijIyMkM1mT5jsvlgsjleYGcfu1k+u1CtX2R1fcVeuMjv+7+WKH6/XS1VVFX6/f/y/vV4vTqcTp9OJ2+3G4/GMVws6nU4cDsf4f5f/PpnKtXIgGYlEGBwcJBwOMzo6yuDgIPF4nHQ6TSqVGh9GmUqlCIfDhEIhEokE6XR6vA/KwWn572Unz2lWbp/FYsHj8VBdXT0eogYCAaqqqvB6veP/XQ48y0OhyxWKl5p8Pk8kEmHHjh0MDQ2Nh6DJZJJ0Ok06nR7v82w2SyaTIZFIjFd/5nI5stnsePVnJpMhnS4NCXK73dx2222sXbuWmpoaKioqqK6uxu/3j5/7LpdrwoINc0X5HCwP9R0YGGD37t1s3ryZXbt20dPTw8jIyHiVrc1mw+12c/XVV4+vLnt8NazVaqWpqYnGxkaqq6upr6/HZrPNuX65XEhgJ4HdTLiQwK7MNE2yyTy9e4K8+cRhul4fYLQvTrFQxOa04ql2UNnkpXFxgHnrG6jrqMRq10vDBFWlNNm+evaJ/Av5IoVckWLBwDRMTBMwTFRFwWFTSaSLKAqlaiAFFFVB1RRUTS1N5q8pZI00yUKCZCFJMhcnkU8wnBykP9FLX6yXvnipOqtoFsEEg9K8eJqqH5tLz4bT4qLO3UCTpxlQ6I11M5QcJFNIY5omo+kQACtqVrO+/mqWVK2gyhHAoTtwWFylP3XnhJDjTItOmKaJaYBpGBhFk2LRwCyaFAsGRrHUHwB5M080GyGaixDNjjGYHuBQbD9HEgc5EjtIxsiUKh11B06Li1ZvO0sDK3jrvHdQ52o8p0UVzmS6AzvTNEkXUhyJHOKn+7/PK/0voigK9yx8H6tq1o4HouVQdDKLKJimiVEwyGUK2FWFod4Yg4fG6NkZJNQVZqw/zmhvDKNo0LA4wBV3drDg6iaqWnw4PNZZ99o62cDueOl8it5QL0Ndo7zwvR107x7CMIv4VurEF/azV3uDjDVJwBfAa/OicuL9eoXdz7LqVSwLrGChfyluqwenxYmiqKUq1klU50lgJy43EthNMwnshGFAfz9seS5F/KUdbPjZ/8e88FbGvG2EmleTeMcHaPzADVQ0e/B4S8NUh4aGGBsbY2RkhOHhYUZHR8cDpVAoRCwWI5FIjFfCHR92mKY5HpyVh2ke/1UOQFKpFAB2ux2n0zleLWe323E4HLhcLuDXQ0TLQ0ILhQLZbHZ8n+X9plKp8ZAFmFCBZrfbx/+7XAFosVjG/+34Kr7jh/iePPy23D6r1YrD4cDpdJ4wgX8ymSSTyYwHP+UwKJVKEY/Hx9tYDoPKf2YyGZLJ5PjiBIqijA+bLO+r/Gb55CGzuVyOeDw+vqiBzWbD5XKNH2s5nDxVKHn89+12Oy6XazzY8/v9tLe309TUdMaKydkinU4TjUYZGBigu7t7vIJzaGiIwcHB8efi+Oeg3P/HD8XO5XIThiIbhoGqqng8HtauXUtHRwcdHR3jFaflc9flcuFwOMbPmUtFPp8nmUwSDAbp6elhaGiIUChEb28v+/bto6enh8HBQWKxGE1NTbjdbhwOxwkr4GqaNh6Yl8+zysrK8evt+MeVhxR7PJ7x89Pj8WCxWMavSavVOn4NO51OmUtviklgJ4HdTJiKwK7MNE0woVgwiI2k6Nk5zMD+EQb2jzLSHWGsP04ynEa3ajQuraaq2YfVoVPZ6MHhteHy2yfMmVUsGKRjWZLhDKO9Ucb64sRCSXLpAoVckUK2QCFvgGGiaAqaRUWzaOgWDYtdw+624fTZcFbYcVc6cHitOLw2bE4LFocFm0PH6rJg99iweyw4fTasTgtFLU/GTBHPxUjkEsRzUUbTIwwm+hlODjGSDjKSDoEJAWc1lfYqGtxN1LobmF/RQYd/EVbNhsK5L15UDuzi0SzxkRTx0TTpaIZ0LEcmmSMZzpAMp0mMpUlFsqRjGRJjGdKxLNlkDhQFTVdLfaCXjt/hs+GrdeGrc+GusRPTwgwVewnSx5hlmIRnjCOF/aCYvHvxB3jP4g/T5pt33ufAdAZ2iVyc53ue4fEjv+CV/pe4omYd71jwLm5puwO3xQNMrqrNNE0K2SKxUIrgkTCjfVGCXVH694YY6Y4QGUqQTeVxeGz46tzUzvfTvqaeZTe10bC4CvXYcNfZ+jp4IYFdWTnE7Hy1j60PH2TfpqOEB+M4qiwoi1IM1hxEbc1jdWrYvTY8lQ6sLp1YIUp39DC90aNEsmFaffO4omYNdt2B2+qh0l5Fhd1PwFFLvbtU3eq1+k45ZFsCO3G5kcBumklgJ8pX2O7tOYZePoLlP7/Bis6f4cmMUNCs7Gi/B9f/+h0qV7cRmO/FduxTueNPkVwuRywWo6enh66uLkKh0HjFWH9/P7FYjGQySSKRoFAonFA1d3x1WDn0KL8ht1qt41VgVVVVJwxr9fv9wK+rfMrz3OVyOZLJ5HhomE6nicfjRCIRUqnUeHXa8UHLyX8/vn2na+vJQ4LLFYXlEMHlco1XqJVDxGg0SjgcJh6Pk0qlyOfzJwzpPX7lz+ODjHKfnPzl8/nGwwqv1zu+cm+xWByv+srlcqTTaUZGRshkMuOVYCcHTuXnpfz34/sDGK829Pv9BAIBamtraWpqYs2aNaxYsWJ8/8dXG57c3nKgN52/X45f4fT4r1QqNX5O7tu3j+3bt3Po0CH6+/sZHBwcD3d0XZ/Q9ydXiB5fvXn8l81mo6amhrvuuosrr7ySZcuW4fF4Lsvfp6Zpkk6n6e3tZdOmTeOry3Z1dZFKpcbPr/I1dPLzVq6gra2txWaznXB9lH83BAIBAoEAPp9vvBL0+CC+HJ47HI7xa+Xkc/N0fz85JITZ+yZnpkhgJ4HdTJjKwO5UigWDXDpPNpknE88RH03Rv2+Enp1BosMJEmNp0rEs+UyhVBGnKqVKMtM8VkVnjgdRdo8Vd6UDd5UD3aIdG3qooKqgayq5Y2/ozaJBsWiQzxTIJHJkk3myqVIbjHJFmlnahwKlbRyrxNMsKhabjs1lweayYHdZsXtLoV95354qB5oXDFsBm9OCy+bCYXWgW3Q0XUXRTvzdZhom+XSBYsEoVcQVDEb740QG4kSGEsRHUiTG0mTjOdKxLOlE7teVhMeq7crVgoqqots0nBU2nD47Tq8NzaKV0pljt1DlkKWQK5KOZUlFs6TjWQrZIkax1K+KAmiQVzNEzDF6l+ygf8EualoreeeSd/OO9ntx6S7cDjcOi/OUcwmeylQGdqZpkMwniWYjPHv0SR7u/CmhVJA1det535KPsqhyKT5bxVlfS0zDLPVFPEc2mSMWKoXJfXtCDB8JEx1KkEnkMA0TzaLhrrRT21ZB/ZIATctrqG6twOG14vTZsbutKGepBp0tpiKwO14unSc6nCTYFWHnU4fp2jpIZCCObitViqqagsWuY/da0VxguPOoFQWKgTSjvj5GtAFGCyFGc0GSZgKLXcPqsGC1lu4P/LZK5vsXMt+/kAX+RTS4m3BZ3FS6PFg1B4oxdz8klMBOTIYEdtNMAjsBpdDOMEyCQfjVU0Xs3/h3Vh76OQtHXsYEDtdeQ+y6OzHeeQ/L37sEq7V0w/nrnz+3y7T8Jr5caVYeelgeRphKpfB4PPh8Purr66mtrUXXL2y4w/HKwV658i8WixGJRAiFQoTDYWKxGNFodHwlz1QqNb5YQDqdHq9ySyaTZLNZcrncBbeppqaGqqoqqquraWpqoqKiApfLhcvlwufzjf+9srKSmpoa/H7/eIXbZCu0ysNsQ6EQQ0NDRCIRwuEwwWCQYDA4/t/lwLUcMJarEk/H7XbT0dHB0qVLWbFixXiwWh5eWx5+W1FRccJQ3elQrs7s7u7m6NGj9Pb2cvjwYV544QU6OztJJBKn/LlFixbR1tZGfX39KYdFH1/dWZ4HsLy4Srki02634/P5Tqg0vFx/l57qd0Imk2H//v288MILjI6Okk6nT6haTKfTHDlyhJ6eHsbGxsbnZJwq5WvK6/WeMOzb5/NRWVlJVVXVePDX2Ng4HgbK6tenJoHdLAnsznG287MGdnNk1vRzCuym6lhMME+xZEchWyRyLLwrZIulsKlgUMwbKCr4ql34Gzw4K+yo2sSG6JqK06YRS53+3CnmDQrZAulEjlSkVLWWjmdLQWIyRz5dIJcpkE2UQrP4aJpUtFS9lonnyCRy5FJ5cukC+WwB0wDdqqHbNKx2HavTgt1txe62otv0E7qrkC8SHoiTOba/fLaIpquln/FYcflsuCodVNa5cVc7cXht49tzeK24/A7clXY8ARfOCjsW2+SryY2iSTKcIT6SIhpMkhhNkY5mSUYzhPvjpRA1fJQDDVvoW7wDw5+l0dXKgqYOWipaqbU10Opvp7mihSZPC67jVvAtU1DQ9MkHdie/vsVyUXYGt/NmcCt7Rt5kT2gnuqrztvn38PYF76ajYuEp5zo8fjvFvEHoaJSBfSFGeqKEuiL07xthtDdGYjQNCngCTgItPhoWB6idX0Flk4+6Dj+VTV4C1aVVYgvFE6eLmbQpvHYmu52pDuzGm1KeazhTKA0XPhohE8+RimZJhtPEhpPER9PER1OlsDiWJZcszdVdPuftFRbw58h4Y4S1ECPmEEl3mFx1jKQ3TNQawtSK1LkbaK1oo97dRIO7mUZ3M63edhq9zdS66tGVE4eVz9b7CgnsxGRIYHcK0WiURx99lJ/97GcMDg6SzWaZP38+H/3oR1m5ciXNzc3nvC0J7ESZaUKhYJJIwKEtY0Sefh3thee4buu/Y2o6hsNFwV/N8PKbMX73D/BcMY+6+nLlybls/8RKmnOpsJvq1VyPn+/t+Aqy46vLjv+zPNfcqdpZ/ioP4c3lcuNDT8sVdPF4nHA4jK7r2Gy28WGk5Sq8qqoq7Hb7+LGWh5We6uvkSrVyWHcufXNy35dDkpMr6k71VSgUiEajRKNRYrHYeKB39OhRurq62L59O/F4HE3Txquajq9MOr4qymazUVtbS2Vl5XjoeHwwVg5PyiGl3+/H4XCMt6E8FDsajTI2NkYkEhmf4y8Wi42HsOWhw+VqwlwuNz4k2ul00tzczLp161iwYAEtLS0sXLiQQCAwYSXdk+c9PPnvJ39JNdbpla+9cgVseT7Kk7/Kz1s6nSYcDjMwMEA+nz/hPM3n82SzWUZGRhgZGRkP2UdHR8crS8tD4ctD4/P5/AlzOZ6qqu74r+Mr+mw224RFawKBABUVFVRUVFBTU0MgEMDtdo9f2w6H45Kd97FMArtZEtidI6mwmz00VcFp04inL+y5KP3eBKNYCgvL1XBG0cAoHLtXKZZWCU3HMkSHU8RHU8RHUqTCGZKRDJlEFqNooukqqkUdrwR0eG14a0rBY1WTF2eFHc1SmluvNIxVw+exYqgKRS7Oa155CHMhXySbzJNL5xkdiNJ5+Ahb+7fQnTnEgHmUEXOIrJFGdSroLgXdoVDrqafDv4h5FQvo8C+kzl2Px+qjwu4l4K7AKFg4XcJUNIrEclFi2SipfJJ4LsZwcpBwZoxXB17izeA2NEXFoTuZ71/ITa23srHpZgLOmhPm/Suv2JqOZcmlC8SCCfr3j9L5Sh8D+0JEBpMYRQPdpuHw2qiod1PXUUnjkgDNK2rwBFxYnTo2pwXdop1QOXfyohNz0XQFdqdSPpeMokEhZ1DIFynmi8euodJci9HhBMOHw4z2REuVpaMpkseGdOfSBfKFHDkzR44s2WKGpDVKomqETN0YiaoRkq4ImhN0j4LuVLA77bT55tHhX0iHfzFtvnb89ircVg9eqxeXxXPOlaHTTQI7MRnTt4TLHBUMBjlw4AA/+9nP0HWd+fPno+s6wWCQxx9/nEgkwj333DM+NE6Ic6UooOsKFRXQuLIKGytJVlk5aBnD17kVb7wPe38Xo2qQI6/msWcV5s0zqa8x8GRHsFoMtOoqsFhOmeAdvwDCTM11dnywUg4Dz1c5YCgHCOUQrFyJVw4Mksnk+GIP5UUGygtseDyes65WOxVO7vtzPfbyMZarH9Pp9Phw45GREYLBINdeey09PT2EQqHxwCyTyYwHmeFwmEwmQ7FYRFVVent7x+cvO36uvOPn/CvPpVeeZ69YLJJKpU6ofDy+0rE8Z2EikRgf9lvuX5fLRU1NDY2NjdTW1hIIBGhoaGDevHnU1dURCASor6+X35nTrHztlc/9MzFNk0KhQCqVoq2tbcIw9fLw93I4Xj4vE4nECddiObjL5/Pj81gef76Uz9NydV853Eun0+PhX7FYRNO08XO2PA/h8XPnHb/6dfmrPIy3PNT6+IV4yv9eXrTm+HO+fC2UA3yr1XrGofFCiMtXeXoSVS3NgXex2Y7NYWecYtGJ6aAoCihgselYbDrgoLLRy4L1zdzJDWQSOUJHo4R6xugb6Wd/5wGO7O1mIN5H1DrKpoo3eLziKZL+MHa3tbT6rLuOem8dNY5GWrxttFXMo8nTisvi4lD4AAfG9nFo7AC98aMMJQcZS48QzUbwWD00uJtpr5jPx1d8hiVVy1lU9f+3d9/xUV1n4v8/997pM9JopFHvCETHNFMCxhUIxL3EOHbW2WySTbK/OPtL2Xj3t7vfzTfxbjaJ0zfda8eJHcdJ3DCGOK7YmA42VRQhgVDvml7uvb8/RhqQwTSDNYLn/XrZElfzzJw7Z+7Mvc8855yJ5DnyU5WZJpi6yUB3iNb9PXQc6qWvNUh/e5DuowHCfVE6GnqJhxN4Cz2UTPBz2bJx5Fd58ZVkkV+Vkx5KLc6/odeSpmpoVg071hNuU1Cdw7h5ZcCx+QNj4VSiONgTSVV89kUJDlbnBbojBLvCBDrDBJsi9A7006t3EXb1EfUECLn7OODr4m3ffsK5j5LIDpPrzqPQU0SRp5hCdzElrnIqvWMYk1tDpbcKp8WNgoKiqIPD4TmreSaF+CBIwu5dGhsbeeONN3jppZf4P//n/3DZZZfh8/l4/PHHef755+nv7+eKK66grKxMDmRx1oZeMiUl4POV0DM+jy2WUvJWPUrR4Q3k9h6kXfezYZsVs0+hqcnk8klRanr24LOHUSePh6ws0DRQVVA10FQUNTVvCzZb6m+KMng2Y6ZWvRic8+WkjRkylOQbioVjP890x85jrELq20BV07Aef+Gck3N2jzv0PLzXY59Lm89TbGrxOgW304nb6TzhZkMJvb1797J//34OHDxIc0tLOrEWCATo7uqit6cnnbTTdZ1Afz/9fX2YQxWLQ5WP76piZGiOM0VBVRRUTUN7d6XbULXbYFLUbrdjtVjw+XyUlpZSkJ9PSWkpc+bMYerUqRQVFqaHOKYNH999ds/VpRR7/DF5/DF8NrFDP08RqwBWTcOblYU3K+usYt/NBHTDIBqN0tXVlRriPjBAT3f3sNdpT28vvcdVb7a1t9M/MDBspep4LEYsGqW3u/tYAtE0MYYSisdXC0K6Os/lcqWGT1utOAaTdMdX2fr9/vQw7KzBBTccg3PveTwebINzK1otFqyDw7Btg0Owh+ZcHErgKccdE8dXgx7rBjkvEEJcnBweG+WT8ymb5Ge6WcuHY1eQiOmE+iI07mzj0PYmWhu76dzaQ0ekjU6thT5/Fy3+Q4Rc2zDdCZQsHdOdRLGa2A0nDsONBy9VWTXML7iOSl8Vlb5qvC4vDocdEiqJfoNIW5yOgxF2N+ygeW8nbQd76GsJEuqLAgyb03BoQYgrPj6VmrmlZPtdWGwWrI5U1Zy8T2ceRUnNd2d1HEsUw3FzVxrHql3tmko0nKCnM0y4L0pnQy+dR/oZ6AgRGAgRaA8ROhgmmAjQa2+j19XG4ex2dnkOEbdHMF1J8CRRXAbZRi5VllrG+SaQnZ/6ktDn8eG15+DCg0fLxufMJdedh8fhHjXzFYqLiyTs3mXjxo28+OKL3H333dx5550UFxcDMHXqVA4cOEBLSwt//vOf+cIXvpDxKzaKzOZwQEmVjeu/VEvd8m/QsKuXde90sveQnbZYMYGDsG+PTvtzO7l75/8lv2sthmohXlYDBfkoeblYyorQykvBmw15eTBnDpSXp+7cNCEQgI4OiMfBYklV5w0l91T12H+aBh5PKm7oRCaRgFAIBhdFGOb4kx1VTcXZ7ce2J5Op2NONqVHVVNzxFUG6DsHgmcXabHB8okvXU/t8umSDqqaeC5fr2DbDgIGBDz7WNKGv7z1DFGBSSQmTysowlyyBwdV7hx7X7OtDTyYJRyL09PTQ0txMV3c3A4PDbPv7+wmEwwTCYdpDofSiHMGBAeJdXYQCAaxWKzk5OZSUlODPz8eXk0N+fj65ubm4s7NxZWfjKSxMJz/yfD68DB/ckj4BNoxj+6OqqdedxzOszQQCp+9fRUk9V8fH6vp7vybfzWY7MTYcTr02T8duH/48J5MQiVz4WIdj+Os5mYRoNHUsnkns0HGkKKnYWCx17J+O0zn8+E0kUnFnGKvZbOlh1unYWAwYnPP8JMeFaZokrFYiuk5vfz8dHR0MdHUR6Omhr72djo4Oenp66O3tpa2tjfb2dgKBQKryMxwmDCQGK0PD4TAWwAqcrLbw3RdnYSAJ6WFmJ4u12WwUFxUxZswYSkpKKC4upqKyEm9REe6cHLJyctJDz4dWeBbvj2mahCMxItEoWR4XNuuJFRkfcIu4MJPOjZLJ7E5KnpMTjea2n5uhykOb04rNacWd46CgysecGyaSjOv0HB2gpyVAX2uQw9tbadnTRUdHDz2xbiL2AFFHEENLko2PHPx4zTwsWOhTYMDSxx7LDjSrisWmkYgmCXSl5g+MheIomoon14mvJIuauaUUj8slp9hDdr4bj9+JrzgLd44jAxMrcuyc6PRtVxQltWhL+nt7DYdNw+a2Ys9Jfe7WXF6SujfTRE8YJGKpxWUiAzEiA3Fi4XiqSq8vRHe4i85AB51dHXTFOug0W2mxtHBAOUTMEiZujRC3R9BtcWzYybJ4yfPkke/Nx2f144sWkm8WU+6qpiq/ivyiPFzZDmwOS7qqUFVVLKoF5bgVbtPVe5IsFudAEnaDhoYItbW10drayr333ovL5UJRFEzTRNM0JkyYwIEDB9izZ096hb3jDc3/kzzuwswwDEKh0ElvLy5tqQIaBVWDqmqFksJsonOcTOtQqT9io7kVWpvAv3uAhM1FyOLFHe/F1toIXc0oViuK3QZ2G1gsRDx+Nl/zNVrH52NkO3BYdMqa3mH8Kz8nu23/sYqwd1fxAImcfFqX/x39s69Fd2WhJhO4D75N6R9/gKO18ZT7Ec8tpOu6FfQtuB7D6UZJxHEc3kfZIw9g72g6day/hN6FN9B93UcxbE7URBxb22Eqfno/tu62U8bGCsrov/w6upbfi2G1oybiWHvaqfruP2Dt7z51bGE5gemLaL/5M5iaFSWZwDLQS803P4El2H+a2AoCk+fR/tEvYKoaiq6jhfoZ928r0CKnnsQ/VlRJaPxMWj/2ZUxFQTFN1EiQ8f90G2o8dsLtj/9YjxVWEKqdTsvHv5b+ixYOUvtPH8USj+LRdRzJJP7BIYrJoTnJkknC/hIGxkzh8F3fSA9nVHo6qPn3j4FhokSjWLq6sA8MYK2vx2K1pld01QvLiU6cRdsnbwEs9PdbSTR1k/Xdz2MJ9KHo752IiucVEppwOc33/kt6m62jhcoffwVrdyvqKZJYCW8eganzafmbY7GOliOUPvQf2FsbTxmbdGczMOtqWu75Wnqb80g9Rb9/EFdj3SnbrNud9H1oOa13fTm9zdWwn4Knf4H7wHaUUyQLDVWj55rbafvoF4/FHtyDf/Vvydq9EcU4daKx88Mfp+OmT2FqqY9m976d5L72Z7K3vY5invozpOOGv6Nr8QoMRyoZ7Nm7nZy3VuPd9CLKaRLJ7bf8Pb0LbySZlVoZ2rN7G94tL5OzbtVpLwPab/s8/ZcvJpFbmIrdtY3s7a/je+PZdJXse8be/v/QN20BEV8JpplPwdE3qNq2h+yXniQ+NPQ2kSA+uBqzrusYuo4OHLrhU3SPnUaf1088HiXvwNvkH3yHmu2vn/hA79r/R7x5bNesHDQMYrEQMxJx5uo6tx/3HCuxGLbWVpy9vdh27UotfmK38zObjXcsFhoHh95aLBZmzpzJJz7xt8yYMV2G0b4PLe3d/OBXf0ytBu5y8rl7b8TucJ0+8IK5UBdWo/mCTZ6TE43mtp9/FptGwRgfBWN8mKbJ/NsmYtUUguEEhm7S3xai83BfatGNYJx4JEE8miQZTabnCdQHhwEbSQOLVWXM5SX4K7wUjculcIwvvTKroqVWER5KzmV2MkSOnROd37YripJa+MWm4cyy4yvOAo6fZzr1P2OwYs/QDcLBKOFAlGgoTrgvQl9HiEB3iEBfiI5EC51qK73RDnoH2qnXG+mNbyPEAFFrEP1QgqyeAjxhH9bBCk6by4q/IJcZZbMoClfj6fZjC7lRNQVHlg2rPbVydEF5Nv5rq8/r/ouLlyTsjhOLxdJzNhUXF58wIX9eXh5NTU10dnaedIW+lpYWjhw5Ql1dXXqbaZpEo1F6e3s/mJ0Qo8rQuYXbDW63FSPPiicfPHlQWg6dFQo2fz728msJdZQR720n2RfECEcxo7FUoiUSRjUSRAciHGk0OKKZJLPAqZkojQOU7ajH2bILxTQGL9xNlKFV2czU74mcEtrKb+CoRyfhBi1pkL+3H/+md3Ac3XPKfUjmldORfyWH83QSTtASBjmHghRs3Ia97eApYxMF1XR6ZlJfppO0gxY38DSHKN64DVvn4VPHFtXQbR3P/hoD3Zp6XGdnlLINW7D2nTrZFy/upsesZP8EE8MCatLE3hejasNmLIFTJ/viJT30xgvZd5mJqYKqm1gDSWrWb0KLDJw2ti+Uw75ZYCqgmGANJxm3fiNqPHLa2P5gNvvmHNtmCyYZt34DajyKBRMLJ68wChhO7H6FJjW1ArHNBo54KzN1sJomqmG8Z0VVMKLR5R5HZ2duepurS6d6w1a0gU4U/b2rvxL+CvrDPvbNO7bN0xqleOM2rB2H4RSxyZwi+uMF7Jt7bFt2Uxj/xnewH917yljdk0ufUsm+y49tyzkUwrtpF876Ladss+Fw0+eYyL6Zx7blHgjg3rIH1+4NKMYpKuVUjV7fbPZddmyTf+8Azi11eN5ef9qEXU/RotRrcjDnk7+7H+uWfWRvXA+nSdh1lS/lQLlOcrBAr2BXP+rWA3jfWg8nWYXxeJ3V19OYlyDmTf27cFcfbK0nZ/36U8YBdNbcTJMnRsQ/FNtLybZ6fGcQ21V7Gy2OJKFCB+Cg6KhC1pEARQ0Np421Zo/laP5cXP5KEokYZb1Q0dbD9NNGwjuF00l6y7DbsonHI0zvPcLsviN8qOvYZzemmaoSjA1PpActTo4oKjtNA12PYZoGFouD3t7IWY2aFidau+EdLps0ltuWL+LBXzxJ3cEmLpsyfqSbdVaGktSj+6WgDM7hNLr3YlTnMY6TugYZnX2hKKlVYm02DXtqDQIcY20UjvWNdNPOWmoKk5Fuxfsz2tufdpaHxLF5plPBx687YXfZ8BUMn8bFNEyS8dTq1LqeSh4noknC0TADiX7CBAirQfoTvRzuaaCrq5f+vgEGAgFC4RBtLR08Evo5iYCO0uUgu6mYwn0TyOrOx2qxYdOszLy6ljmSsBNnSBJ2xwkGg8RiMRRFITs7+4Qhr263G03T6O8/eQXOrl27WL16NQ8//PCw7UNJOyFOR1VTU9RlZcG4cWCaGrHYDPr7ZxDsihA81El4dwPx5k70rl60rnbcAy3YYkESmo2Au4iYaSURhaQJA1EbYbefaG4xqp5EMxIopp5K3A0m8BTTIG5z095t5WC9QtQOFl0h0qIxQXGR5To2rPBkn48xi5u2Lit1+xTidrAkFQrbVKZqblzHxZ7sTqKai/ZeG3V1CgkbWJKQ260xS3PhcJ4k9jhR1U1nXyo2aQEtqZDdrzDf6sZ22lgXnQM29taBoYGWBHdYYZHNjcV5YqXb8SKqi+6Anb17GUzYgTOqcK3djcqpkyoR1UV3yM6evaRPOOxRhSUOD8ppKnOiqouekJ29e0hfiDgiCosdHhSL5ZTDcaOqm96Qg717j21zBxWusrnRMDBPkUiKaS56w/ZhsUPPs8UZxjxVhZ3FRW9oeKyvR2Gm6sbh9GCeInEWt7rpDQ9vs79TZQou3KeJTdjcqefquNjCNpWxphPvaWKTNjfdweGxJc0aFUknuU4P5ikSdoaq0RUYHlvWpFGUcJLv9JzyeQbo7E/FDiXsQk0aeTEHRU7P6Svs+mzsGzwGASJHNbKjDkpdntMO1W7vtbH/gEJ4cCRvtNmCO2yn3OU57Ulxe6+VA/Uqgc7Uv2PNFhwhB5WnOQYB2rptHKxX6esZitWwhexUnUFsz4CH1vYcevRUZV9OpIw4hehnEDtm/C0o1VczJn8SAFWHXmbMwTXoW46eNjYrqxifaiXXSBKN9qDrMex2D+A9bax4b6ZpcrS1k7kzJmG3WykuzKW3P4DNouJ1jfTQ2DOjqAoWVUHTlNGaXwHAalVRFcuoTkCnFvlSUV2jO0NhsajYDBPnaF6ZdOi4UEf/caFpyum+O8tsCqPqPfW9WCwKpgkO6wf9gsoFBhfJGNxiDq6AYqY3pn4PJgJsalmf+q95I3Udf6Er1E2uJZ8CpYQxlWcw5YgQgxTzZKVilyDTNGlvb+frX/86a9as4bHHHmP69Om4jptr6qc//SkbNmygqamJNWvWYLcPX475+NXxhhiGQTAY5JZbbmHevHl8//vfx+PxZHjZtsgUxx+d5uBE8KYxtDwW6Qq5oXkgDEVDR8UwFAw9tWy6kkxiGgaGDvEE6MnU9GG6kSraMQwTE4WEacVQNUwzNQxc0XUUPZFKFLyrnHxYGxUVXbVialZMlFR7DB0tGTt5kuH4fVIUTM2KYbEdizUNtHjktMP4TEXBVC0YVvuwWEs8ctoExXvHhk97QnnyWBNL7NTDYY+P1a12hjJ2ylnFauhWB0MZOwUTSzR4jrEGlujZPO6xudUU08ASD53hc3VirBYPn7Z/UcBQLe+K1c/otQFgaCeLjZ428ZWKtQ4+V8fFJmKnrZADMCxWdMuxWNVIoibjZxw7dCyAcpaxNgzNiqkci1X0BOopEqonxqrpNp97bAJFT55ZrNWOoVre9bhJ1FMkVIfoVjumqmEq2tnHWmyYqgVTPfvYhKpiKApG+jM8iterUl7uxGazntfP9kgkwltvvcXixYvZtWsXNTU1J5x3XCxM0+QHv/oTM6aM44p503jo8VVUlBZy3aLZJD6gFTLfL1UBVVFIjuLkCoBVU0jq5mjOraAA2uB+jGYWVUktvDOKd0MFVFVBN0b3a+pi6AsFsGgqCX00Zx1BU1MJO2MUpDBM06Qz3ElXqJPuSDcNfQ0c7DmA15HNv175zyPdPDFKSIXdcTweD3a7HdM06e/vP2HeuWAwiK7r5By/SuVxhuZ8ch43abhhGNhsNpnXRpyT4dPNDQ62OcVLSQW0oXyeqWCaGqClF310GMMXgDz+54mLq6ZiU/84dTtP/LMGnGTuoZN9uJ5wgauCeYbzFp33WPdJb3r6WGWEYjnL2GHLRJx5LO8Kfd/7O1L9e+JKvGcci/PMVk49IVYbfNyRiFWBM0jwnNdYC5jauT8uGpi2URA79NOG1QpWq3wJ934oisKYymL2HjzMzKm1NLV0MGtaLbGEQX/oDBZdyQAWTcFu1QhFz2CBmQyW7bIQjCZPuy5QJtNUBZddIxAZ3X3htmvEdZNEcvR2hkVTcFg1gqP8uPA4LURiOvooztgpQLbbOmreU9+L06ZhmCaxxOg4LqzkUOzModg5lsm+uVANdqvkBcSZk4TdcRwOBx6PB4fDQUtLC4nBlfmGihC7u7uJRqMUFBSc9Fv0oSG0xyfnDMPAaj2/37oLcSrvXlfiHO/lAsWe7n7ffTF8Lo97qcQOxUnsBxN7/M/REivP84WPlZPu8+XK+dP52W+e5T8efJhJtVVMGFs50k0SYuSNgiqiUxndrRfifFJO/M5PiDMgCbtBiqJgsVgoLCykuLiYbdu2sWzZMrze1Lw0uq6zb98+gsEgCxcuPGF+OyGEEEIIcW5ysj187R/uIp5IYh8cXpxIGmSPkvmWVDVV2aWpo6O978VmVclSlFGdJ1KV1NC/0f5luVVTsFrVUV3tqCqp4cnqaD8uLOrgsNiRbsm5UwbnsBst76nvxaKl3p/sH/gcduePpo7u9ybxwZKE3bvMmzePUCjEt771LcaOHcv06dPJycnhscceY9++fcyePZvbbrtNEnZCCCGEEOeRqqo47MeGJlstKlbL6Drfso/ua2EgdVF/MbBZL479uBhcFMfFRfJ6Gm3vqUJc6iRh9y7V1dUsWrSId955h/Xr17Np0yY0TaO3t5elS5cyb948/H7/qP/WTgghhBBCnDvTNEkkdVRFwWLRME2TpG4QCIZxOmzY7TbUDD5fNE0TXTcIhiMoKLjdDjRVxTQhGosRiyXI8rjQMrxazTRN4vEEA8EwNqsFj9uFqiokdZ1gKILNasXltGf0PhwvqesYhonVkhpyH45ESSR1PC7nqOiLRDKJPriwgaqq2KwWkrpOIBjB6bDhsNsyeh+G6LpOJBonnkiSk+1BUSAWTxCORPG4XVgtWkbvh2EYxBPJ9NROqqJgs1nRDYNgKIJF03A5HagZXu1lmiaxeIJIJIbH7cQyeFxEonFisXh6Wyb3hRDvhyTs3sXv92O1Wrnpppt45plnaG1tJRaLUVNTw9KlS5kyZcqwlWOFEEIIIcSlRdcN6g4e4cmVr3LtFbNYNHcaumHws988y+GjbZjAJ1csY3JtVcZeSJqmyV/XbuGVddvAhEm1Vdz70aXs3HuI3/zxLygo1FSV8JmP34AlgxdPS+o6P3v0Wdo6eglFoiy5cjZXzZ/Ob/74F5qaO4gnknzu3hupHVM+0k09rVg8wa8ee57evgBf/fwKDhw6ykO/fwGr1cLY6lLuvWPpsCrUTBOLJ/jOT5+gtaMbl9NBVXkRn777en76yDMcbe0E4NN3X8/4mvKMPS4glSR9/OmX2VV3iOqKYj71setp7+rlF48+h24Y5OZk86W/vyOj+6Kjq4//feIFevoChCMxwOSB+z/Fyhff4p099ei6zoqbr2XujIkZ3Rd7Dxzmd3/+62DSXeULn7yFvoEgP/r1n9E0jQK/j0/fcz3ZHrk+FxcnSdidhNfrZcWKFaxYsWKkmyKEEEIIITJOqpIoGo2jJ3UAWtq6OXS4hf/71b/ltfXvsG7TTiaNq8zYi2FFUZg3cxIL506lty/Af/34cW7+8ELe3LyLa6+YxfyZk/i/33+Uru5+igpyR7q570lTVVbcdC1ZHhevrNvGwYZmqsuLaevo4f/74j28uWknq17awLhPl2VsXwAkkzprXt1IW0cPmqqi6wYvvLKBW5dfwdSJY/jOT5+gpa2LMZUlI93U95SqMtX52zuXUVNVitNho6Wti6bmDv7jq3/LX9du4a3Nu6gdU34eFki7MEzTZP2W3eyvb+K+v7uN/LwcHHYb67fsZsqEam77yCL+68ePceDQUaZOHDPSzX1PBf4c/t/P3IFpmrzy5nYONBylrz/I7n2N/Mt9d3OkuYOnV7/B9MljMzrx+M7uekqK/Nx18zV856dP0N07wNoN7zBnxkSWXTOXb/3kcRqbWpk6YUxGH99CnCsZxC6EEEIIIcRZUFWVyybVMLa6NL2tvbOHAn8OWR4XZcV++gdC6eFomUhRFHw5WbicDvYeOEyeLxuX005vX4Cy4vz03zq7+0a6qaekqip5udm8sm4bf1z5GvNmTUoNW3Q5cTrs1FSW0N07QHIwsZqJTNNk/dY9HDrcyi3LrkBRFGLxOF09/YypLMHtdOBxuxgIhke6qaekKAo+bxbPv7SeH//vU+w9cJj2zl6KCnLJcjspL86ntz9AJq8fqxsGO+saCIWjPPHsq/zk4adp7+yhp3eAitICnA475SUFtHb0jHRTT0lVVZwOO0nd4I1NO7j+uvlEojGyPC48bhcVpYX0DYSIxuIj3dRTumxyDW9s3MG3f/oEiqKQn5fDkeYOqiuKcTrtFPp99PUHR7qZQlwwUmH3ARg6WTMMg1gshtVqlW8AhBBCCPGeYrEYiURipJsh3kP6PO648zlVUzEGl/Q0DHNUnOsZhsGOPfW8+PoWPnP39VitFlRVSZ+7mqYxKhZa01SNuTMmAfDGxh18aPaUdEpINwwUhYzuj3giyaqX1lNcmMebG3ewv6GJugNHUBUFwzAG98XM6DkRAWxWKx+/fQmxeJx3dtfzxLOvcNvyK9GHHReZ/XoyTZN4IsFHrpvH3JmT+N8nXmDj9r0oqoIxuEysrhujYqVPwzB48bXNjKkoZkxlCQcONWEOvZpME4XMPi4Adu9rZPk18xhbVcLvn3mFo62daJqa6gszdXyPhvcoIc6VJOwuMNM00ydv/f391NfX43a7R7hVQgghhMhksViM5uZmIHXRlcmVWpci0zRT/xlGun9KCv00t3XT3TvAwcZm8nKzM/pi2DAM1m3axZ9Wvc69H11KSbEfXTfw5+ZwsLGZQr+PYDhKUb5vpJt6SuFIlLaOHkqL/GR5XASCYbxZbvoDQQLBMHv2N1JS6EfTMvei3mLR+PjtiwmGoxxt6aSu/giF+T6KCvLYs/8wDrud3v4g3mzPSDf1lJK6Tv9AkKKCPJwOO5qmUVKUx9GWTnp6BzjQcJT8PG9GHxcWTaO8pIC2jh4cdhuxWAKLppGfl8P+Q03MnDqOQ0dauXbhzJFu6ml1dvezduMOvvLZO9E0lRxvFv0DIXr6BqhvbMGf68XpsI90M0/p0OEWxlSWMGPqOF54ZSM9vQOMqSxh74HDjK8pp62jh9ycrJFuphAXjGLKGeAFlUwmaWtrY9myZezatWukmyOEEEKIUURRFDZs2MCECRPIzs4e6eaIQfF4gj8+/xqvvfU2NpuVv7l9CbOnT+Dxp19i07a95Hiz+Lu7llNZVpixyYlEIslDv1/F+i17yMvNxu1y8LFbrsNms/LwE6sZCIb50OzJ3HHDVWgZXMHS1x/kl79bSUt7NxaLxsduuY5JtZU89cIbbHmnDpfDzuc/cTMlRf6RbuoZOXy0nRde2cgnVyyjpb2Lnz/6HPF4koVzpnLjkg9htWZuvUUoHOFnjz5HU0sHNquFe25bzJTx1fz2T39l68795Hqz+NTHPkJZSX7GHhcAnd19/PrxVbR39lJVXsQnPvphItEYv/jdSnr6Bpg8vppP3rkso/sC4PX1b3P4aDsfu+U6LBYNXddZ89pm/rp2C5qqjooFQPYdbOIPz71CLJ6gqqyIu265lkg0zk8efoqBQJhpE8ew4uZrMj7xKMS5koTdBWYYBvF4nI0bNxKJRLDZzv+knrFYjI0bN/LAAw/w6KOPkpeXh8WS2R8gl6JYLMbOnTu5//77efjhhykqKsJqtY50s8S7xONxDhw4wH333ccvfvELKisrpZ8ylGmahMNhvvjFLzJp0iQ++9nPyireGWion+6//34KCwv50pe+JP10hnRdJxaLsXDhQjwej3y2jwKmaRKLJbBaLRld0XU6um6QSCSx20fHNC6GYRCJxrDbbFgsqRVtTdMkFk9gtWhoGbzK7ekkkzq6bmCzWUZ1X0Rjcew266gZvmgYBtFYAofDlh6KbBgGsXgCh902KvriZFJDfpOoqoJF00bFfgwdy8cvjqHrBolkErttdLxHCXGu5MzvAlMUBZvNxowZMwCwWM7/h204HKa3txdFUZg5cyZFRUUXJDEo3p9IJEIymQRg+vTpVFVVST9loGg0mu6XadOmMWHCBOx2+dYuExmGQTAYxOVyUVBQwJw5c8jKkmERmcY0TQKBAFlZWfj9fubMmYPH45ET7DMw9KWfx+MZ1QmHS4miKDgco/+zXdNUNG307IeqqrhdzmHbFEXJ6NUvz5TFoqUTX6PBe/XFaKuAUlUVl9N+wrbRth/vpigKdtvo+iL6ZMfyaHuPEuJcScLuAlMUBUVRLugwFtM00wkFh8OB0+mURFCGstlsgyfzDhwOhySCMtRQv9jt9nRficxjGAa6rqOqKhaLBafTicPhkERQhjEMg2QyiaqqaJqW/pySfjozMu+tEEIIIcSlaXTUJAshhBBCCCGEEEIIcYmQhJ0QQgghhBBCCCGEEBlEEnYXAUVR8Hg81NbWYrXKxJuZSlEU3G43tbW16aGxIvOoqorT6aS2tlaGV44CqqpSWVlJYWHhqJnI+lKkqioVFRUUFxdLPwkhhBBCCHEGZA67i4DFYqGiooKPfexjuN1uuRjKUJqmUVxczN133012drb0U4bSNI38/HzuuecefD6fTPSewRRFwWq1cv3111NaWioraGaooX5aunQpXq9XVl0WQgghhBDiDCimaZoj3Qjx/pimiWEYJBKJ9GT5UhWUeY7vp6EKO+mnzGOaZmrJ+3hc+inDDX18xePx9MITIO9/meb4fhpK3oH0kxBCCCGEEKciCTshhBBCCCGEEEIIITKIjB8SQgghhBBCiAxzpnUV56ti+XSPd7aPc/z9SVW1EEKcPUnYCSGEEEIIIUQG2rn3EDvrDg3b5rDbmDJhDPWNzVy9YAZOh/19P45pmvQNBHnsqZe4+kPTKS3O5y+vbkI3DNwuB2MqShhXXYbDYTvj+9R1gxde2UgikeCmDy/EIvMCCyHEWZFZ74UQQgghhBAiQ5kmNDa186fn12IYJiapijXTBBPQDQNdN0gmdZK6jmGY6d+H5uY1zdS2RDKJYRgnraZ79a3t9A+EqKkqpau7nydXvkY4EuNoSyc/eujP/P7Zl4nFE8fuK5FMP4ZhGOiD92uaJrphoKoq82ZO5I2NO9hf33TGFYNCCCFSpMJOCCGEEEIIITLQ1IljmDpxDJu219He2cPHbrkOVVVo7+xlz/5GrvrQZfzmD2s42tpJd+8AiqIwa1otO/bUgwKfvvsGxlaV8te1W3jx9c2EQhFmT5/AvXcsxWo9dikYTyR5ae02/uETN2O3pRYHKsz3cevyRXizXBxu7uBf/vNXzJ42Ho/byc9/+xz9AyG8WW7uuX0xff0hdtXV8/cfv5FoLM4vH3ueJYtmM3FcJVfMvYyX39zG+JpyNKmyE0KIMyYJu1HMNE36+/sJBoPE43F0Xcdut5OVlYXL5UqvGCsuLF3X6e/vJxwOk0gk0HUdRVGw2Ww4nU6ys7OxWq3puTuGvnkMhULp/0zTxGKx4HA48Pv9aJomc318QILBIKFQiP7+frxeL9nZ2TidznQ/hcPh9G2knz5YhmGg6zo9PT1Eo1ESidS3+larlaysLDweT3ol36H+6u3tJRQKpW/rcDjSfTq0Oqk4f1JVFsn0Z5E+WGmhaRoejweXy4XL5QI4ZT/Z7Xays7NxuVzST0IIMWjYOYZy7KeiKMTiCQ4daSWpGxxubifb42LFTdfw8B9Ws3PvIT5x5zJefnMraze8g9vl4I8rX+Vjty7G7XLw00ee4ar50xlbXZq++/bOXqwWjXFjSoc9rgJomkZZsZ8pE6rZV9/E4kWzuPvWxaiKwnN/fYs1r2zi1uWL+M2Ta2hp7yYUirBz7yHuuXUxiqIwcVwFu/c1oBuGJOyEEOIsSMJuFIvH4zzxxBP86U9/Yvfu3fT19TFp0iTuuecelixZwuTJk0e6iZeEQCDAL37xC1555RUaGxtpa2vD4XAwadIkFi5cyL333ktNTc2wE5R4PM6aNWt49tlnWb16NfF4nMrKSubMmcMDDzxAXl4eNtuZzxEizt1LL73EqlWreOihh/jUpz7FPffcw6JFiwBIJBK89tpr/OlPf2LlypXE43FKSkqYM2cO3/rWt/D7/ZIYv4Di8Tjt7e1885vfZPPmzRw+fJhoNEplZSUf/ehHueOOO5gyZUr69uFwmB//+MesXLmSxsZGotEoc+bM4dOf/jSLFi2irKxsBPfm4mSaJkePHuWhhx7iqaeeoqOjg1gsRkFBATfffDNLly5l8eLFw2Li8Tj/8z//w+rVqzlw4ADhcJjLL7+ce++9l+uuu46KiooR2hshhBidLBaN6ZPHMm5MGbU15ZiGyaTaSppaOti2cz+NTa20d/WybtNOTExyc7IJR6PD7qOtowdfTha29/jSxDRMEokkToeNlo5ufvPkmlTxwECI0uJ8KsoKmFhbyYuvbSYYjvKh2VPwebMA8Lhd9PQFMAwZEiuEEGdDEnajVHNzM5s3b+bBBx/k2muv5aabbqK0tJRVq1bx/PPPs2nTJv7nf/4Hr9cr32RdYPF4nC1btrBgwQLuuOMOCgoKMAyDv/zlL2zdupUtW7bw+OOP4/V6sVgsmKbJz372M9588006Ozv5zne+g9PpZMeOHaxfv54vf/nL/Pu//zsTJkwY6V27qBmGQV1dHS+++CKbN29m3LhxJxwrv/rVr1i3bh2NjY3pfqqrq+O1117jq1/9Kl/96leZMWPGCO3BxS0cDrNp0ya++c1vUlJSwt13301VVRUej4euri5KSkrweDzp29fV1fHyyy/z2GOPceutt1JbW4vH4+GJJ57gN7/5DZs3b+Zb3/pWuiJPnB9r165NJ7U/85nPUFZWhsPhoLGxkd/+9rd0dHQQCoW4+eabAaivr+ell17i8ccfZ9myZXzyk58kJyeHP/zhD/zhD39g06ZN/PCHP5R+EkKIs6AAKAqKoqAqCjomiqIw9DbqcbsoyPOx4uZr8GZ5iCcS5OZkDbsPb7abYCiCMTj3HIBhmMQTScKRKLv3NbL/UBN/c8cSVv51PeUlBXz89sWs37KHrTv3oygKS66czX989xHsNivf/Nqn0LTU/cTjCbI8TnlfF0KIsyQJu1Gqra2NN998E6/Xy4wZM5g3bx75+fnous5vf/tbGhoa2LFjB/PmzZOE3QXmcDi49tprmTBhAoWFheTm5mIYBrFYjNdee43nnnuO1tZWbDYbbrebeDzO2rVrSSaTzJgxg4ULF6aHMsfjcZ555hkOHz5MUVEROTk5I717FyXDMIhEIqxcuRKLxcL48eNpbGw87gTVIJFIsG7dOgKBADNmzGDBggXY7Xby8vKIRCI89dRTNDQ0UFVVhc/nG+E9uvgcOHCAnTt30tnZyYoVK5g6dSolJSU4nU56enpwOBzphJ1pmhw5coQ33niDqqoq5syZw5QpU9K3/eMf/8iePXuor6+ntrYWi0U++s6XpqYmGhsb8Xq9zJkzh4qKCmw2G+Xl5axcuZL+/n727duXnmi8paWF1157jfLycmbPns2sWbPweDz09vby9NNPs3v3bg4ePMi4ceOkylgIIc7AiSkw5YTfJ46rZExlCT995FlKi/x0dPfymXtSc9sNKSv2MxAI0dLeTVlxPgCHj7bxg1/9CTDp7Q/ymXtuoKqimEm1lTz53Gv8/NHn2H/oKOUlBQBUlxdTXJhHQV4O1RVFQOoz+vDRdrKz3GiqrHcohBBnQ65aRiHTNGlpaWHt2rUsWLCABQsWMGXKFEzT5LbbbmPr1q20trbyxhtvMH36dBwOx0g3+aKWnZ3N5z//+RO2f/jDHyYWi/HII4/Q3NxMfn4+DoeDgYEBtmzZwpIlS7jpppsYN24ciqKQnZ2Nz+fjRz/6EQcPHqSqqkoSdhdILBajo6ODJ598knvuuYeZM2fyyCOPpP9uGAaBQICtW7cyc+ZMbrnlFmpra1EUBZ/PR25uLj/60Y+or69n/PjxkrC7ALZs2cLbb79NQUEBy5Ytw+l0pr/1Lysrw2q1puc6SyaTHDlyhE2bNnHfffdx+eWXU1FRgWma3H333axbt449e/awbds2qqurJWF3HvX09BAIBBg/fjwTJkwgNzcXRVHw+/2MGzeO7u5uOjo6gNRx1dLSwrp16/jHf/xH5s6dy9ixYzFNk7vuuovt27ezdu1atm3blk78CSGESJlcW8WX/v6jqINVakUFufzT51fgdjn42zuX4fGk5gtdfu1chhZjnTtzIlMmVGO1aHzhk7dw+Gg7/YEQeb7sdJJtiMvpYPKEal55cxsfu/U6ykry+fa/fRbTMLFaLfhyssjPy0FTVRbNu4zigjz6AyE+euPVOOw2NFUlqevoSZ2PXDc/fb+RaJzXN7zNVR+aka64E0IIcWbkqmUUSiaTdHZ2UldXx1e+8hVyc3PTf1MUhdraWpqamti6dSvxeHwEW3ppi0QiRCIRFEXB6/Vis9kIhULs3LmTSCRCZWUls2bNSt8+JyeHmpoaSktLaWhooKGhgfHjx4/gHly8duzYwc9//nMWLlzIlVdema7+GRKNRtmxYwfhcJjS0lLmzJmT/lt2djZjx46ltLSUpqYm6uvrZb7IC2D79u0cOHCAGTNm8JWvfIV9+/bR3d1Nfn4+d999N1dddVV6OHJbWxstLS309/ezcOHCYQnUrKwsxo0bR09PD1u3buXGG2/E6XSO1G5ddKqrqzl48CCrVq3iwIEDjB8/HpfLxb59+9iyZQvV1dUsWLAARVFoa2ujubmZ3t5eFixYgN/vT9+Px+OhpqaGhoYGtm7dyvLly0dwr4QQIvN43E487mOfX3ableqKYgBKByviAPLzctK/52R7yMlOVaNnZ7mZMqE6/beTDU+9bfkifvK/T1Pf2ML4mnKmThhz0rbYbdaT3lfDkVZyfdnUjilDURR0XefVddvxZnn40Gw5VxJCiLMlCbtRKBgMEg6HMQwDn8+XrkIY+rB0u924XC6ampowDGMkm3pJGloFceXKlaxbt47JkydTXV2Nx+Ohv7+f7u5uVFXF6XTidrvT/aYoCqqq4vP5CIfDG0xaBwAAGUVJREFUhEKhEd6Ti9P27dvZsGEDDQ0NfO9736Ompob6+vpht0kmk/T09KAoSrqfhiiDc8T4fD6i0SiBQOCD3oVLQk9PD3V1dbS2trJkyRLuuusuPB4PLS0tPPnkk7S2thIKhViwYAEDAwOEQiEURSE3NzddQTd0bHk8nvTw2HcnZ8X7M2/ePLxeL4FAgK997WtomoamaQSDQSZPnszVV1/NFVdcAcDAwADBYBDgpJ9dQyvKdnd3o+v6yOyQEEJcxE41h5yiKJQU5vHVz6/A6Th1hfN73c/4mnK++rkV6cSiqqp86PLJLJo/DYddqqaFEOJsScJuFEomkySTSQBsNlt63q0hQxdMsVhMLk5HgK7rvP3222zZsoWBgQGWLFmC1+vFarVimibxeBxFUdA07YSheYqiYLPZ0HU93cfi/DBNk0gkkk7WTZ48mdraWlwu10lvG4vFgNTJ5nv1k2EY0k8XSDweJxwOY7PZmDlzJlOmTMHr9dLU1MSrr75KQ0NDerGXeDyOruvpfnn3e6LFYkHTNOLxuLwnnmdDz/XQ583QexukKlUjkUj6WEokEiSTyXQ/vfuCz2KxYLFYpDJcCCFGiKqq5Pmyzzne5XTgOq6IXVGU9EqxQgghzp4k7EahoQof4JQXn7IS0wdP13UCgQC//vWv2bVrF5MmTeILX/jCsLmYju+7oQvc451sm3j/DMOgs7OT5557DpfLxf333w+khi5Ho9F08i0ajRKNRof1wdBxdrJt4sIwTROXy8XYsWO54447yM5OXUCMHz+et956ix07dvDmm2/yxS9+8bT98l7Hmnj/6urqeOONN9i0aRP/8i//wtixY/F4POzbt4///u//Jh6Pk5WVxV133XXaz66hfnp3wlUIIYQQQohLkSTsRqHs7Gw8Hg+KotDZ2ZmuXhgSCAQIBoMUFBTICrEfsE2bNvHYY4/x4osv8vWvf52rrrqKoqKi9EWq1WqloKAAXdcJh8MEg8F0X8KxpJLb7U4nKMT5kUwm2bFjB83Nzezdu5cXX3wxnRjQdT1dffe73/2OmpoaHnzwQQzDIBwOEwgEyMo69g2xYRh0dXXhdDplYZALJCcnh9LSUsaNG3fC+1h1dTV79uyhubkZgNzcXLKystLHj8/nw263p28fCAQIh8OMHTtWkkHn2TPPPMOGDRv4whe+wG233ZY+TqZNm0Z3dzfr16/n17/+NStWrMDn85GdnY1pmnR1dZGbmztsPsFgMEgwGDxpnwshhBBCCHGpkYTdKGSxWMjJyaG8vJw9e/Ywbdo0iouL09UJR48e5ejRo8yePTu9iqK4cIYqRVauXMkbb7zBjh07+MpXvsLcuXPJz88fliBwOByMGTMGm81Ge3t7elJ9SF2stra20tXVRXFxMUVFRSOyPxcrTdOYOHEi//iP/0hXV9ewaqvm5mZWrlxJUVERl112GdOnT6empgaHw0FXVxf79u1j9uzZAITDYVpbW+ns7CQ/P5+SkpKR2qWLWllZGU1NTbS3t58wF2dXVxeGYaSTpbm5ufj9ftxuN7t376akpISsrCxM0yQajXL06FF6enqora2VFWLPs6GKVLvdjtVqTSfaNE1LVxYPDXH1+Xz4/X48Hg+7d++mqKiInJycdD+1tLTQ0dHBRz7yEfnsEkIIIYQQlzy5chmFVFUlNzeXiRMnsmPHDubPn09eXh5Op5Pm5maOHDlCKBRiypQpctHzAUgmkzQ0NPDKK69w6NAhfD4fixcvprCwEFVVicfjaJqGqqpYrdZ0kqerqyu9iqKmaTQ1NfH222+jaRolJSUUFBSM9K5dVIae1yVLlpwwR9bu3bvZsGEDNTU1XHnllcyfP5/c3FxKSkoYGBhg8+bNjB07Fk3TaG1tZfv27aiqSnFxMYWFhSO0Rxe36upqjhw5wo4dOzhy5AjFxcXplZYPHDiAoihUVVUBqcUKCgoKKCsrY/PmzUycOBGHw4HFYqGuro62tjYURWH8+PFSuXWeOZ1OrFYrR44cSSdSNU0jFArR0tJCPB5Pr2TudDrJz8+nsrKSrVu3Mm7cODweD1arlX379tHS0oJhGEyYMEE+u4QQQgghxCVPEnajVFVVFTfccAP33XcfFRUVBINBxo4dy69+9Su2b9+O2+1m2bJlw4YbiQtjYGCA73//+6xZs4bLL7+cf/iHf8DpdBIIBAgEAiiKgtfrxW63Y7FY8Hg8LF68mA0bNvDwww9TU1OD2+3m9ddf59lnn2Xy5MlMnjyZ0tLSkd61i4qiKOlVKN+tr68Ph8NBVlYWxcXFVFRUYJom11xzTXpIX21tLW63m82bN/PEE08wceJEJk+eTEVFxQjszcVvwYIFBAIBnnjiCX7/+9+zcOFCCgoK2LNnDy+88AILFy5kyZIlQKpvx44dy9KlS/nxj39McXExfX195OTk8O1vf5ujR49SW1vLwoULh80nKd6/2tpaDh48yGOPPZZeyMXtdlNXV8fTTz+N3+/nuuuuA1L9VFlZyfXXX8+Pf/xjfD4foVCI/Px8HnzwQQ4ePEh5ebn0kxBCCCGEEIBiyszpo1IymSQUCvGLX/yCl19+mYaGBkKhEBUVFdxwww1cddVVzJ07F1VVZaL1C+zw4cNMmjSJWCyG1WrF5XINq+KxWq088MADXHnllVRXV2OaJt3d3axatYo1a9awceNGkskkBQUFTJw4kX/+53+mqqrqpIklcWFs27aNL33pS0yePJk777yTRYsWYZomPT09vPTSSzz33HOsX7+eZDJJXl4e48eP51//9V+pqqrC4/GMdPMvSslkkubmZl599VV+/etf09HRQSKRwO/3c8MNN3D11Vdz+eWXY7fbURSFeDxOb28v3/3ud1m3bh1tbW3E43HGjx/PnXfeycKFC5k4cSIgC/KcTz09Pezbt49HHnmELVu20N/fTzKZJCcnh7lz53LNNdewZMkScnJyUBSFRCJBf38/3/nOd9iwYQNHjx4lFotRW1vLLbfcwlVXXcWUKVMA6SchhBBCCHFpk4TdKKbrOrt27WL//v10d3cTi8Xw+/1MmDCByspK/H7/SDfxktDf389DDz30nn9XVZWrr76aysrK9HxNuq5z6NAh6uvraWhoQNd1srOzKSoqYsGCBTidThm69wFqb2/n9ddfx+/3U1tbS1lZWbqfjhw5wv79+zl06BC6ruPxeCgqKmLhwoU4nU6ZE+0CCofDtLS0sGnTJgYGBkgmk3g8HqZMmUJFRcWwYeOmaZJIJNi6dSv19fXp2xcXFzNlyhTKysqGLRwizo9kMklfXx87d+6ksbGRSCSCYRg4nU6qq6upqqqisrIy/eXR0HG1ZcsWGhoa6O3tJZlMUlRUxKRJk6ioqJAFd4QQQgghhEASdkIIIYQQQgghhBBCZBT19DcRQgghhBBCCCGEEEJ8UCRhJ4QQQgghhBBCCCFEBpGEnRBCCCGEEEIIIYQQGUQSdkIIIYQQQgghhBBCZBBJ2AkhhBBCCCGEEEIIkUEkYSeEEEIIIYQQQgghRAaRhJ0QQgghhBBCCCGEEBlEEnZCCCGEEEIIIYQQQmQQSdgJIYQQQgghhBBCCJFBJGEnhBBCCCGEEEIIIUQGsYx0A4QQ4nxra2ujo6ODZDLJxIkTcTqdI92kE3R2dtLR0UFTUxMA+fn55OfnU1FRcdrYrVu3pmPKy8tRFOWCtvVM7dixg66uLuLxOACTJ0+muLgYi0U+aoQQQgghhBDibCimaZoj3QghhDiVZDKJYRhndFtN03j66ad5/vnnCQQCfO9736OysvICt/DsrV69mmeeeYZf/vKXWCwWli9fzrJly/jsZz972tgbbrgBgOXLl/OZz3wGTdMudHPPyL333suLL75IZ2cnuq7zy1/+khUrVpCVlTXSTRNCCCGEEEKIUUXKHoQQGe8jH/kIW7ZsOe3tFEXhs5/9LIsWLeKBBx7ANE0KCws/gBaeG6vVSkFBAWvWrMHv9+PxeEa6Se/Lf/7nf/K5z32OnTt3ct999410c4QQQgghhBBi1JKEnRAi491zzz1cc8016X8fPHiQ/fv3s3XrVr761a/icDjSf5s9ezY1NTX4/X6AjKk+ey+aplFRUYHH48n4tp6O3+9H13U6OjoyZpiuEEIIIYQQQoxGkrATQmS8G2+8kUQikf732rVrsdvt7N69m7/5m78ZNuTS6XQSCoVoaWlB13XKy8ux2+0kk0nq6+ux2WzpxFhPTw8Adrsdv9+Pz+ejr6+Pvr4+BgYGsFgseL1ecnNz8Xg86SSUaZpEo1G6uroIBoNEIhFUVcXpdOLxeCgoKMBisZxR0kpRFJxOJ3a7fdh2XdeJRqO0tLQQDAZRFAWbzUZhYSHJZPKEeeGi0Sh9fX309PQQj8cxTRNN08jOziYnJ4esrCw0TcMwDDo6Oujo6KCsrIysrCysVmv6fkKhEP39/bS3tzNp0iSsVivxeJyOjg76+/tJJpOYponFYsHn85GdnY3X600/jyfbFyGEEEIIIYQQZ0cSdkKIjDeUEBqSnZ2N0+lEVVVyc3NP+Pvq1at59tlnCQQC/OAHP6CqqopAIMDnPvc5Kisr8Xg8GIbBk08+CcDYsWP55Cc/ya233srzzz/Ps88+y0svvUReXh7Lly/njjvu4KqrrmJoyk9d16mvr+ehhx5i3bp17NmzB5fLxZQpU1iwYAH33Xcfubm576tiLhQKsW/fPr7+9a/z1ltvoWkaZWVlfPnLX6a/v5+8vLxhtz969ChPPfUUTzzxBM3NzUSjUbxeL9dddx233norV199NS6Xi2g0yu9+9zt+9KMf8d3vfperr76a/Pz89P3s2rWLNWvW8L3vfY8dO3ZQUFBAS0sL3/ve9/jLX/5CV1cXiUQCv9/PbbfdxtKlS1m6dOk576cQQgghhBBCiBNJwk4IcUlZu3YtJSUlLF26lD/84Q+88847bNu2jX/7t3/j1VdfpaamhuXLl/PFL36Rp556irq6Or7xjW8wd+5cHA4HyWSSjo4O7r33XqZMmcLtt9/OrFmziMfj/PWvf2X79u3cd999/OQnPzkhqXY2nn76aVatWkVrayvf/e538fv9hMNhHnnkEQ4dOnTSKjabzcb999+Pz+dD0zQ6Ojr4yU9+wmOPPUZ9fT333XcfDoeDCRMmsHDhQv785z8zderUYQm79evXU1dXx4c//GFycnLYvHkzr7/+Oi+//DJf+9rXqKiowOFw0N3dTSQSIScn55z3UQghhBBCCCHEyUnCTghxSXE6nVRUVHDllVcyYcIEfD4fiqLwpz/9iUAgQFlZGfPmzaOkpISBgQF6enrYsGEDbW1tlJSU0NXVxZYtWzAMg9mzZzNv3jyqqqpIJpPouo7D4eCJJ56gvb0dl8uF0+k8q/aZpklvby979+6lsbGR5cuXM2/ePLxeL6FQiMOHD1NXV0cymRwWl5uby7x58ygoKMDtdqNpGgMDA8yfP5/6+nq2bt0KgKqqlJeXM3PmTH7961/T2dlJdXU1drudcDjM/v376e7u5vrrr8dms9Hb20tHRwcOh4PLLruMiooKbDYbwWCQYDB4QnWjEEIIIYQQQoj3Tx3pBgghxAepoKCACRMmcMUVV5Cfn89ll13GZZddhs1mw+v1MnbsWKZOnUpubi4LFiygoqKCYDBIS0sLiUSC9vZ2Nm7ciNfrpaKigvz8fEKhELFYjPLycqqqqmhsbKStrY1QKHRObezo6ODw4cMEAgFuv/12ampqKC0tpbq6mttvvx2v14thGMNivF4v06ZNw+VykUgkCIVCKIrCxIkTSSaT7N+/H9M0MU2T4uJipk+fTlNTEy0tLfT19WGaJh0dHTQ1NRGNRpk3bx4WiyU9DHhoDrwhfr+fCRMmUFpaeu6dIYQQQgghhBDipKTCTghxSamoqBiWZBpazMHn8zFu3Dh8Pl/6b7m5ubhcLgzDoLu7m2QySV9fH3v27GHDhg3cddddqOrw7z10XQegubmZqqqq9Gq1Z8o0TRoaGggEArjdbqZMmZJ+DIvFwpgxY046P153dzfbtm3jhz/8IYcPH6anp4dQKEQymSSRSDBu3Dii0SgOh4P8/HymTZvGuHHj2LRpEx6Ph8WLF7Ny5Uqi0Sg1NTXMnj0bRVGYMWMG0WiUxx9/nDvvvJPa2lqmTZvGNddcw7x588jOzj6r/RNCCCGEEEIIcXqSsBNCXFI0TRuWZBtayVVRlJOu7Dr076GKtqEE2IIFC7jxxhupqqo64TFM02TmzJnvaw67dz/+u38/Xnd3N6+//jrf+MY3mDNnDosXL6a4uBin08muXbt44YUX6OnpIZFIYLfbUVUVh8PBTTfdxJYtW/D5fFx99dWsWrUqPSR46LGKioq49tprefbZZ3nnnXdobm6mubmZ+++/n7lz57JkyRJuueWW972fQgghhBBCCCGOkYSdEOKS815JOUVRhv1+Mna7HZ/PR2trK+PHj2fGjBknvW1WVhZWq/Wc2pednY3NZiORSNDZ2UleXh4WiwXDMBgYGCAajQ5bdKK7u5sjR45w6NAhvvzlLzNp0iQKCgqw2+10dXWl59E7fhitzWZj/vz5vP766xw8eJBdu3Zx4MAB5syZw6RJk9L7ZLfbycvLY9asWWRlZdHS0sLhw4cJhUK8/fbblJaWsnz5cmw223s+Z0IIIYQQQgghzo4k7IQQ4ix4vV6qq6vZunUryWQyvbCEoigYhoFhGOlKtnNJYCmKQnFxMR6Ph0QiwZ49e5g9ezZOp5N4PE59fT39/f3DVmft6uqiu7sbRVH48Ic/jM/nQ1VVkskk3d3dhMPhEx7HZrOl56k7ePAgq1evpqOjgzFjxjBp0qT07eLxOLquo6oqkydPZsqUKYTDYUpKSvjyl79MY2MjkUgEm812Ts+nEEIIIYQQQogTScJOCCHOQm1tLXfddRcPP/wwP/zhD9mwYQM333wzOTk5dHZ20tDQwKuvvsp//dd/kZube05Ju+rqai6//HJaWlr4p3/6J77+9a9TUFBAX18f3/zmN+no6CA/Pz99+8LCQvLz84lGozz66KPMnTsXr9fLjh07ePTRR2lqaqKkpGTYYyiKgtfrZeHChbz00ks8+OCDzJ8/n3HjxpGbm5u+3RtvvEFdXR15eXlMmjQJu93OwMAAK1euRFVV8vLyyMrKOvcnVAghhBBCCCHECSRhJ4QQZ8HhcFBeXs63v/1t1q1bx44dO9i4cSOQGj7qdrspKChAVdVzrrADuO666/D5fDzyyCP893//N3a7nZycHJYsWUJvby8ulysdU1xczNy5c/nEJz7Bc889xwsvvIDb7SY/P5+bbrqJV199ld7e3pM+zrx582htbWXbtm0sXryYwsLCYe22WCwEg0FefvllgsEgAKqqYrFY+PSnP838+fNPWHhDCCGEEEIIIcT7Iwk7IcSok5+fz+TJk1m2bBkWy4lvYyUlJcyaNYtIJJJObFmtVhYsWEBhYSEVFRXDbp+bm8uSJUuora3F6/UO+1ttbS3Lli2juLgYq9WKpml4PB6uueYaTNNkz549HD58mGQySVZWFnl5eYwfP/59DxGtrKxE0zQaGxupq6tDURT8fj8f+tCHGBgYICsri+rqahRFweVyUV1dzfLly1EUhVAohM1mo7q6mrlz5+J0Omlvbz/pPHNer5fs7GzsdjuzZs0atkru0HNdU1NDe3s77e3tGIaBzWajqqqKK6+8Mt0GIYQQQgghhBDnj2KapjnSjRBCiEvN6tWrWbVqFU899RS7d+/G7XanK9cutKG3fdM0Wb16NWvWrOGFF15g+/bteDyec66YSyQStLe3s337du68805++MMfsmLFChkyK4QQQgghhBBnSSrshBBihCQSCdra2pg4cSKLFy/muuuu4957773gj5tMJonFYnR2dvLYY4/R19fHXXfdlV4841x96Utf4pVXXqG1tZVIJHIeWyyEEEIIIYQQlxZJ2AkhxAgYP348t956KzU1NVgsFsaMGUN1dfUH8tgNDQ1s3LiRlStX0tHRwdSpU7nhhhvQNO19JeyWL1/O5MmTCYVC6LrOnDlzsNvt57HlQgghhBBCCHFpkISdEEKMgJKSEnw+H5MnTwZSi1k4HI4P5LFjsRh9fX20tbUxduxYZs2axbRp0973XHRz587lsssuwzAMAHw+3wcyxFcIIYQQQgghLjYyh50QQgghhBBCCCGEEBnk3GYWF0IIIYQQQgghhBBCXBCSsBNCCCGEEEIIIYQQIoNIwk4IIYQQQgghhBBCiAwiCTshhBBCCCGEEEIIITKIJOyEEEIIIYQQQgghhMggkrATQgghhBBCCCGEECKDSMJOCCGEEEIIIYQQQogMIgk7IYQQQgghhBBCCCEyiCTshBBCCCGEEEIIIYTIIJKwE0IIIYQQQgghhBAig0jCTgghhBBCCCGEEEKIDCIJOyGEEEIIIYQQQgghMogk7IQQQgghhBBCCCGEyCCSsBNCCCGEEEIIIYQQIoNIwk4IIYQQQgghhBBCiAwiCTshhBBCCCGEEEIIITKIJOyEEEIIIYQQQgghhMggkrATQgghhBBCCCGEECKDSMJOCCGEEEIIIYQQQogMIgk7IYQQQgghhBBCCCEyiCTshBBCCCGEEEIIIYTIIP8/5n3vSWnxzKUAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(16, 24))\n", + "fig.add_subplot(3, 2, (1, 3))\n", + "fig.add_subplot(3, 2, (2, 4))\n", + "fig.add_subplot(3, 2, 5)\n", + "fig.add_subplot(3, 2, 6)\n", + "axs = fig.get_axes()\n", + "labels = [\"A\", \"B\", \"C\", \"D\"]\n", + "for i, ax in enumerate(axs):\n", + " ax.set_axis_off()\n", + " ax.set_title(labels[i], fontweight=\"bold\", fontsize=\"xx-large\")\n", + " img = image.imread(paths_inference[i])\n", + " ax.imshow(img)\n", + "fig.subplots_adjust(wspace=0.0, hspace=-0.55)\n", + "fig.savefig(\"panels/r_0_2/rsmall_panel.png\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "markdown", + "id": "825af499-15ae-4937-a105-8825c31d85c2", + "metadata": {}, + "source": [ + "## Supporting information" + ] + }, + { + "cell_type": "markdown", + "id": "cd88fe2b-b697-4090-82ac-f650dbaec6ca", + "metadata": {}, + "source": [ + "### Posterior distributions for governing parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "36beed78-c600-4565-8360-de7d72034805", + "metadata": {}, + "outputs": [], + "source": [ + "case1_path = \"inference_outputs/r_1/bgk_AR1_prev/posteriors.png\"\n", + "case2_path = \"inference_outputs/r_1/b_epiabm_AR1_prev/posteriors.png\"\n", + "paths = [case1_path, case2_path]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "297cbf73-a469-4bfe-b87e-c7b8b42e7e70", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(24, 16))\n", + "fig.add_subplot(1, 2, 1)\n", + "fig.add_subplot(1, 2, 2)\n", + "axs = fig.get_axes()\n", + "labels = [\"A\", \"B\"]\n", + "for i, ax in enumerate(axs):\n", + " ax.set_axis_off()\n", + " ax.set_title(labels[i], fontweight=\"bold\", fontsize=\"xx-large\")\n", + " img = image.imread(paths[i])\n", + " ax.imshow(img)\n", + "fig.subplots_adjust(wspace=0.0, hspace=-0.55)\n", + "fig.savefig(\"panels/r_1/si_posteriors_r1.png\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "markdown", + "id": "5e21b0c4-55eb-4dd5-a071-1356e5042d69", + "metadata": {}, + "source": [ + "### Residual autocorrelations" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "f6129456-df49-423c-8df1-9a24818f527e", + "metadata": {}, + "outputs": [], + "source": [ + "case1_path = \"inference_outputs/r_1/bgk_AR1_prev/autocorrelation.png\"\n", + "case2_path = \"inference_outputs/r_1/b_epiabm_AR1_prev/autocorrelation.png\"\n", + "paths = [case1_path, case2_path]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "d723a039-1f78-46f3-ac82-3063e2394d10", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(24, 16))\n", + "fig.add_subplot(1, 2, 1)\n", + "fig.add_subplot(1, 2, 2)\n", + "axs = fig.get_axes()\n", + "labels = [\"A\", \"B\"]\n", + "for i, ax in enumerate(axs):\n", + " ax.set_axis_off()\n", + " ax.set_title(labels[i], fontweight=\"bold\", fontsize=\"xx-large\")\n", + " img = image.imread(paths[i])\n", + " ax.imshow(img)\n", + "fig.subplots_adjust(wspace=0.0, hspace=0.0)\n", + "fig.savefig(\"panels/r_1/si_autocorrelations_r1.png\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "markdown", + "id": "1fe5fb81-5361-4ac6-bfbe-7338ae0bb6f0", + "metadata": {}, + "source": [ + "### Posterior and autocorrelation for $r = 0.2$ data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "733a6581-a820-4766-973c-1012506d0dd9", + "metadata": {}, + "outputs": [], + "source": [ + "posteriors_path = \"inference_outputs/r_0_2/bgk_AR1_prev/posteriors.png\"\n", + "autocorrelation_path = \"inference_outputs/r_0_2/bgk_AR1_prev/autocorrelation.png\"\n", + "paths = [posteriors_path, autocorrelation_path]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8c31f73a-02fa-49a2-8533-d966e53c8462", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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v//7vXmPf7dy5kyeeeIIf/ehHNDY28sQTT1BQUBA4Xq+88gr19fWB+ZctW8Y3v/lNpk6dSnJyMkOGDOG2227jt7/9LZWVlQPeh6qqKo4dO0ZFRQWzZ88+a4njlpYW/vjHPzJt2jSys7PJy8tjwYIF7Nu3j/b29j7z19bW8t577/HZz36WnJwcUlNTyc/P5+abb2bZsmW0tbUB3eMEv/DCC9x///3s2LGDjRs3cuONNwb2/ctf/jI7d+4EYNWqVfy///f/uOGGGxg2bBhJSUmMHDmST33qU/zlL3/pt+MbYOzYsWRlZdHQ0MCaNWvo7Owc8DESkQ/PZDIxefJkwsPDA6Xwe+rs7OTw4cN88YtfZOLEiWRkZJCWlsbcuXN5/vnnOX78eJ91ejweampq+OEPf8isWbMYOnQoKSkpjBgxgvvvv593332XlpaWwPyNjY28/fbb3H///eTl5ZGSksLo0aP5t3/7N1555ZVeAaaysjKys7P5whe+wNq1a/vd9okTJ0hJSeHrX/8669evD0xzuVy8+uqrfPWrX2Xs2LEkJSUxbNgw7rrrLp566qk+1QlaWlpISEjgvvvu4ze/+Q3/+7//y7Rp00hJSeGxxx7jySefZNy4cXzqU5/iyJEj/bZl/fr1DBkyhIceeqjfeQbKYrEQExPD0KFDaW9vp6amptf08vJyli1bxr333su4cePIzMwkPT2dsWPH8vDDD3P8+PFAANUwDB5++GH+67/+i2XLltHZ2UlSUlLg2j5q1Khegc7KykqeeuopZs2axZAhQ0hPT2fUqFF885vf5Pjx44H767m0t7ezZcsWamtryc7OZvjw4f0es7KyMr74xS8yYcIEMjIyKCgo4P/9v//HG2+8wXe/+12GDRvGhg0bAuerubmZDRs2cP/99zNjxgxycnJITk5m5MiRfOMb3+C9997rc263bt3KAw88QFpaGuvXr+cvf/kLt9xyC2lpaRQUFPD973+fd999F5/Px6FDh/jyl7/M5MmTycjIYPTo0Tz77LOUlpb2WueKFSt44IEHGD58OO+//z4//vGPufbaaxk6dCjZ2dk89NBDHD58mI6ODkpLS/nyl7/M8OHDGTJkCFOmTOEnP/lJvxUynn/+eb761a8yZ84csrOzSUlJYeLEiXzpS19i2bJlZzzew4YNIyUlhW3btlFfX9/vM6OIiIiIiIiIXHzKYBU5A6/XS3t7O42Njfz2t78lODiY6OhoFixYwKFDh9i5cycdHR3ExcVx9dVXExsby4wZM2hra+P1118nOjqaiRMnkpKSgt1uJzw8HLPZzPvvv88bb7zBqlWryMnJYfjw4ZhMJk6dOsVrr71GS0sL119/Pdddd12gLTt27GDNmjW8+OKLBAUFMWHChMD6ampqOHToEOnp6SQnJ3PnnXfypz/9CYCsrCwmTZoEQHp6OkOHDgW6Ozqbmpro7Ozs1TG3bds2Fi9ezPLlyzEMg2uuuQaPx0NdXR0rV66kubmZ7373u+Tl5WG324HuTvrm5mYqKyt5/PHHMQyDWbNm0dzcTFlZGYsWLSIvL48ZM2aQlZX1oc6JyWSio6ODxsZGAJxOJ1Zr92XM5/Oxa9cujh49it1uZ9q0adjtdmpqaigpKeGVV16hsrKSn/3sZ1itVmJjYxk7diwTJ05k69atjB07lpEjRxIcHAxAdnY2DoeDjo4O3n77bf73f/8Xt9tNamoqEyZMoK2tjaNHj/Laa69x5MgRfvGLXxAcHHzOspJFRUVUVVVhtVrJzc09Y/bqyZMneffdd+nq6mLkyJEUFBRQW1vL/v37eeyxx/j+97/P6NGjA+2tqKhg0aJFrFixgoaGBq666iqCgoJoamqirKyMxx9/nB/84AdMmDCByMhIcnNzueqqq9i4cSMWi4Vp06aRnJwMdGefxsXFAfDee+9RUVFBdHQ0WVlZmM1mysrKKCkp4emnnyYoKIi77ror0A6/xMTEwDr27dvHrFmzPsAZF5EPo76+HrfbTWhoaK8xwBsaGti3bx+//OUvqampIScnh/Hjx2MYBocOHeKpp56iuLiY2267jZEjRwLdQcxdu3bxl7/8hbVr1zJkyBCmT59OWFhYYOzsiooKmpubA5/98Y9/ZN26dZSWljJ27FgiIyOpqKiguLiYX//619jtdmbOnEl0dDR2u51hw4axY8cO5syZg8fjCVzfAWpqati+fTt1dXUUFBSQlJQUyET91a9+xdq1a2lvb2fEiBHMnDmTU6dOUVFRwfPPP09TUxPf/OY3A9cpf9n5vXv3UlxcjMPhYPTo0YwdO5YRI0Zgs9kYOXIk69ato6qqioyMjF7Hr6SkhL1791JTU8P48eOJiIj4UOfJ3x6TydTnpZvS0lK2bNlCY2MjEyZMwGaz4XK5qKqq4vXXX8flcnHjjTdy9dVXAzB58mQqKytpa2ujpKSEz3zmM4H7TFRUVGC9GzduZMWKFbz99ttkZWUxbNgwAJqamli+fDnt7e184hOfYO7cueccw7Wzs5MDBw7g8XhISkoK3Ev8PB4PFRUVPProo2zevJnU1FQKCgoICwtj3759nDhxgqKiIpqbm/F6vYEgcFNTExs2bKC+vp7c3FxGjx4NdAed3333XU6dOsXJkyf5zGc+E9hWz2e33//+94SFhREfH89tt93G1q1bWbFiBVVVVbjdbv7v//6PsLAwxo8fT0dHB1u2bOHJJ5/E6XQSHh4eOF4ej4f29nbKy8v505/+RHt7OxkZGWRkZFBSUsKSJUuIiYkhPDyckydP0trayty5c6moqKC8vJxFixYxZcoUJk6cSExMTKCty5cvp7m5mczMTEaNGkVXVxcnTpxg9+7dHD16lLi4OIYPH97n/pqcnExycjJdXV0UFhYyduxYQkNDz/EtExEREREREZELTQFWkXPweDxUVlYyYcIERowYQWpqKjk5OSxatIjjx4+zfv165s6dS1RUVKCD+p133iEhIYFZs2YxZswYzGYzISEhVFdXs23bNtasWUNycjLz5s0jKSkJi8VCRUUFlZWVbNq0iZiYGCZNmkR0dDRtbW1s27aNlStXUlNTw6c+9SmGDx9OZGQkhmFw4sSJwLhtERERXHvttSxatAiz2UxBQQELFy4Eukvunt7p6ecvZ7du3To2bdpEdXU1n/zkJ5k6dSoej4eioiI6OztZsWIF8+bNIyIigoyMjMDyPp+P9vZ2KioquOGGG0hLS6O9vZ3CwkJ++9vfsnHjRjIzM88rwGoYBm63m66urkDp5fLyco4ePUp9fT1JSUk4nc5eAc2wsDBGjRpFSEgIKSkphIeHU1FRwbp169i3bx9Lly7lG9/4BnFxcURHR1NQUMCIESPYtWsXBQUF3HDDDYHOz/T0dMxmMw0NDbz++uvU19czevRoJk2aRFZWFi0tLaxbt47du3ezatUqDh06xIgRI3A6nWfdr8rKShoaGrBaraSkpJyx47q+vp7i4mKmTp3K/PnzCQoKorKyErPZzJo1a5g7dy4xMTHk5uYC3Vk7mzdv5uTJk8ybN4+ZM2fidDo5deoUe/fu5W9/+xurV68mOjqaKVOmkJGRwcSJEzl48CB2u53Zs2czcuRITCYT8fHxgY7lxMREYmJiCAsLIykpCbvdTlFREZs2bWL79u0sXryYm2++GafT2atEYUhICOHh4djtdk6cOBHIsBKRC89/jezq6sLr9eJyuWhoaGD79u20traSkZHRa0zu48ePs2HDBnbs2MGCBQsYN24c8fHxAKSkpPDiiy+yZcsW4uPjAwHWsrIytm7dysqVK0lLS+Oqq64iKyuLiIgI2tra2LNnD0lJSQQFBeHz+Th27BirV6+moqKCjIwMbrrpJmJjYzlx4gQ7duxgyZIlLF68mNzcXCIjI3E4HEyePJk///nPnDx5klOnTpGQkBBoc11dHbt27cLpdJKfn09cXBwul4uTJ0/y1ltv4XA4KCgoYMaMGSQlJVFZWcnmzZvZvn07b775JnfffXfghSe/8vJygoKCyM7O5pprriE0NJSkpCTcbjdTp07llVdeobi4OJCp61dcXExhYSEOh4MxY8YQFhY24HPl8/no6urCZDLh8XhobW3l6NGj1NXVERUV1WufoftFIv/9bujQoYSEhAQC2pWVlWzcuJGUlBSmTZsWCBQfPnyYoqIiTp48yW233RYI2vr/W19fz5YtW9iwYQOhoaHMmzeP1NRUTCYTNTU1gcBmdnY2BQUFvfa9P263m+LiYqxWKxEREYSHh/eaXl9fz4EDB1i+fDl5eXnMnj2bgoICnE4nmzZtYuPGjVRUVPRZb1BQELGxsUyZMoW0tDQiIiKwWq0UFxfzwgsvcOTIEex2O3fccUeve5BhGHg8Hqqrq8nIyGDkyJEkJiYSHR3N66+/zvvvv09ISAjt7e3MmjWLlJQUvF4vdrudF154gb1795Kfn98rIO3fz8OHD3PNNdeQl5dHSEgIxcXF/Od//idr1qwhPDycoKAgZs+eTXZ2NtXV1ezYsYNnnnmG9evXM3To0F4B1qysLGw2GxkZGSQkJODxeDh48GDg3Kxbt47MzMw+Adbo6GhiYmLw+XwUFxdTUFCgAKuIiIiIiIjIIFCAVeQs/EG+SZMmsXDhQqZOnQrANddcQ0VFBatXr2bNmjX86Ec/IiwsLNDJ6nA4iIqKYtSoUcycOTOwvp07d7Jlyxbq6+v5/e9/z/jx4wPjvHk8HoKCgvjP//zPQCbmpEmTqKioYP369ezatYtrr72Wxx57DIfD0We8L+jO8JwwYQKhoaFYLBYyMzN7bR+gtbW1333t6upiyZIllJaWMn78eH784x9jt9sxmUzU1taSn5/PnXfeyerVq4mJiekVYPV6vYSGhjJ37ly++MUvBrKOqqurWbp0KVu3bu3TjnNxu93U1NRQVlaGz+cLlJp87733aGpqYt68eQQHBwcClFarlWuuuYabb745MEaa/9gMGzaMN998k5///OccOHCASZMmERkZSUZGBkOGDMFqtZKRkcHkyZNJSkoKtKGpqYni4mJeeeUVvv3tb7Nw4UImTJgQmD5x4kReeeUVHn/8cZYsWUJGRsY5A6zV1dU0NzdjtVqJj48/Y8ZrZ2cnJpOJxx9/nISEBCwWCy0tLYwbN453332X9957j/j4eHJycjAMg0WLFlFaWsq4ceP4z//8z15ZUNdffz1bt24NdG5Pnz6dhIQE8vPzCQsLw+l0Mnr0aKZPn97ne/XAAw8QFBSExWLpdUz92dCvvvoqLS0tREZG9so2s1gsBAcHEx4eTllZmQKsIheRv/T8yZMnge7SvAcPHuS1116jq6srUP4UugN877//PkuXLiU1NZWf/OQngYoI0H29OHHiBPv27QuU9zWZTLz//vusWbOGhoYGfve73zF79uxemZsLFy4MXCPcbjfvvPMOx44dY9SoUXzpS1/ihhtuCLR1x44dFBUV8corr3DHHXeQkZGB3W5n1qxZ/M///A9FRUUUFhYGgo3+crZbt24lNTWVrKwsIiMjqaur47333uPAgQM8+uij3HLLLeTk5ATaNHz4cBISEvjxj3/MgQMHCA0NDQSSoTuTd8GCBXzve99jyJAhgc/b29ux2+2YzWZ2795NRkZGIMjo8/koLCzkwIEDpKamkpeX1yu79Vznqb29nbKyMkwmE62trZSUlPD888/T2NjIxIkTGTFiRK9lRowYwbBhwwLb8B9jl8uF2+3mt7/9LYcOHaKuro60tLRAqd/o6GjMZjMzZszoFVQGKCwsZPPmzVRVVfH4449z6623Bu6lLpeLjIwM7r33Xnbt2sWIESMGFGAtLy8nODiYkJCQPtsrKirivffeo66ujl//+tfMnj2b1NRUDMNg/vz5PPDAA/2WpI6Pj+fTn/504Jmn5z3IYrHw/PPPs2vXrkAgtef9y+12M2XKFBYuXMjkyZMxDIOpU6dy7Ngx3nzzTZ5//nmefvpprr76aiIjI3G5XIwePZo33niDgwcPsnfv3sDfjJ/FYiE+Pp6vf/3rxMTEYDKZ6Orq4q233mLHjh2kp6dz++238+CDD2IymfD5fAwfPpylS5eydu1abrnllsC9E+CRRx7BarVitVoDL7pdc801rFixgqKiIhYvXsxtt90WqAbhFxEREXjJrqysrN/ywyIiIiIiIiJy8WkMVpEBuP322xk1alSvz/zjyZ0+rt3ZrF+/nsrKSnJycsjJyaGlpYX6+nrq6+tpampi+vTphIeHU1lZybZt24DuEq3FxcUkJyfzrW99q0/H5YXg9XrZs2cPFRUVDB06lDvuuKPXdvxjuObk5LB3714OHz7cZx1JSUncc889vTIy7XY7U6ZMoa6ujubm5vNq0/Hjx7n33nvJzc0lPz+fKVOm8Pjjj1NXV8edd97J73//+z4ZGz0Dz4Zh0NXVRUNDA4mJieTm5mIYBvv27QuMRXouZWVlrFy5Ep/Px7x580hOTg6cr/r6epxOJykpKaSkpLBx48Z+x0U9XXNzM52dnVitVkJCQs44X2ZmJldffTVJSUmBwEdoaCjjxo1j3LhxHD16lEOHDmEYBo2Njbz//vtER0czffp0Wltbe7Wzvb2dOXPmcOrUKUpLS6mrqxvQ/gOBIINfa2srDQ0NREREMHr0aDo6Ojh+/DhNTU19lrXZbISGhlJfX3/GsVpF5MOrra3l9ttvZ/jw4QwfPpzp06fzwAMPYLVaefTRR3nwwQdJSEjAZDLR3NzMoUOHKC0t5ZZbbqGrq4vGxsbA9aKhoSFQhr64uJjKykoMw2D79u0cOXKEUaNGceONN/bJUuzJ6/Xy7rvvYjabGTt2LNdee21gmtlsJj09nc9//vN0dnayZ88eioqKAuWCExMTOXLkCOvWrQss09raGsh8XbBgQeDa39jYyFtvvUVGRgY5OTlER0f3uvbFxcUxbtw4DMPg/fffp7a2tlc7R40aFRgvuid/tui4cePYtm0bu3fvBrrvK83Nzezdu5fS0lIWLFjQ68WSc6muruatt94iLy+P3Nxcxo0bx4IFC3j11Ve59dZb+c53vsNdd93Vaxmr1drrfuxyuWhpaaGpqYkJEyYQEhJCbW1tv/flM1m5ciUVFRUkJSUxa9YsmpqaAsestbWV0aNHExUVRXl5eWDfz8br9VJfX09YWFjgpbGeSktL2bZtG0lJSVx99dW9ArZ2u53rr78+MJxBT2azuVfw2uPx0NbWRn19PSNGjCAhIYH29nb27dvX7z3m5ptv7hWwDgsLIy0tjdTUVMLDw7n11lsDLwkEBQUxdOhQoqKiaGpq6jMWLnTfgz/96U/3yij1f8dDQ0PJyclhwYIFgWkmk4nw8HBGjRrFyZMn6ejo6LU+u93e65mpubmZ5uZmgoODGTt2LHv37u13/HJ/INswDOrr6/UCk4iIiIiIiMggUQaryFn4x0OLjIzsk5nodDoJCgqipaVlwOurrKzkxIkTgTEyT+f1eiktLSU3NzcwzmhFRQVtbW2EhIQwZMgQTCZTrywNfzs/DMMwqKiowO12ExERESgV2HP9ZrOZrKwsCgsL+wRLrVYrTqeT6OjoPu0KDw+nvb39vDMskpKSuOOOO8jPz8fr9VJeXs7rr78OdHe295cx1NzczOuvv86WLVs4ePAgjY2N+Hw+fD4fra2tGIZBa2trr3Fnz6a1tZWTJ09iGAZf+tKXAhm9p89TV1eH3W4f8Hr9znbewsPDSUlJ6fc8ZGRkUFZWRmNjIx6Ph9LSUtxuNxs2bGDfvn389re/7bUufydsQ0MDHR0dNDU19cmIOZPi4mLeeecdtmzZwpEjR2hpaQmUI/VnQ7e1teF2u89r30XkwomIiOArX/kKqampgbL269ev5+DBg5hMJoKCggLXksrKSpqbm6mqquIPf/gDL7zwQp/1NTY20tTURFpaGvX19SQmJlJXV0dnZ+cZ70Pwr2uaz+ejsrKSmJiYQCZlz3mcTidZWVmB8cf9L2hYrVZmzJjBli1b2LFjBy6Xi6CgIHbv3s3+/fuxWCxce+21gZdTXC4XJSUlFBUV9Rpj1c8wjEBQq6Ghoc99KD4+noiIiH7vqVarlZtuuolnnnmGw4cPU11dTXx8POvWraO4uJjIyEhuvPFGLBbLgO/BkZGRZGVlcd999+Hz+Th16hTHjh3j9ddfD1xPTw/YtrW1UVpayosvvsjGjRtpamrC5XIFSg2fPHmSjIyMAb84BN2lkevq6qiqqmLOnDn9zlNUVEROTk6/L8+ciT/D9HT+l35SU1N77Z//uCUmJvYpxwvd57e2tpa//vWv7Nixg+rqatrb2/H5fIFpsbGxgft7T6c/u/m35XA4iIiIIDQ0tM/9FbrL27vd7n5fmLJarYFhHXouGxYWFqja0PPeajKZsFgshIaG0tLS0icQun37dtauXcv7779PSUkJnZ2dge9sY2MjLS0t53w56cM+/4mIiIiIiIjIB6cAq8g5WCwWLBZLn1KuZrMZk8l0XkE1l8uF2WwmNjaWcePG9TvPxIkTSUtLo6CgILCM1+vtk8lxIfkDZj6fD4vF0qu8bE/+IOLp++zvROwvk8dqteL1es/Y8Xom/gyO6dOnB0oEBwcHs2nTJo4dO8aaNWu49tprA5k9brebl19+mSVLltDS0kJ4eDiJiYmBfamsrKSyshKPxzPgtni9Xrq6uoDuUpPh4eH9dmaazWZSUlIGNAaaw+HAarUGOsdtNlu/6zzXefD5fIHOWv84tTExMWRlZZ21nOP48ePPmjnr52/f008/ze7duwNB2YyMDCwWC+3t7VRXV1NZWXnG8+vxeOjq6iIyMlKdwCIXkd1uZ9KkSeTn52MymWhsbCQ3N5cnnniCLVu2EBsbS1ZWFkFBQXR1deHxeLDb7WRlZZGVlXXGUuVJSUmBTFX/tXOgVRRcLlfgenf633/P+5nH48Hr9QbmmTBhAgcPHqSyspKjR48ybNgwDh06xMmTJ4mLiyMvLy9wbfT5fHR2dhIWFkZubm6v8r89zZgxgwkTJvQJ4jkcjjNeZ81mM9OnT2fRokVUVFSwf/9+5s6dy9atW2lvbyclJYXs7OzzurbZ7XYSExO5+uqrge7Ao79c8Pbt29m5cyexsbHk5eUF9m/37t0sWbKEdevWERkZSVRUFDabDYvFEghcGoZxXs8i/jFgo6KizvgsMm7cOFJSUgJj8J6N2WwmODg4MAbw6bxeb+A7119wPigoqM/zg78s9HPPPceqVasICQkhOTkZu91OUFAQra2t7Nu3LzDeak89n0n6e3azWq2BzNH+vptnO579vWjlfx48033bYrH0uk96vV5OnjzJ888/z9GjR2lrayMtLQ2Hw4HZbKaxsZGioqLAuT2dy+UKvCwQHBx8xr9fEREREREREbm4FGAVOQd/x9mFYLVaCQ0NJS4ujq985StnnC84ODiQDeof/9If8Oqv/N6H5c/U9QeMz5Rt6nK5AgHn05e/0AE0m81GcnIy2dnZgc/i4uJobW3lhRde4JVXXmHGjBmBzCx/MLCqqoqxY8dyzTXXMGTIEJxOJx6Ph61bt7Ju3brAOGcDYTabA8f7jjvuICsrq98gsj8jq+d4hGcSFhaGw+HA4/HQ2tpKVFRUv8fO6/WeMSu0q6sr0EkMBAIYWVlZzJ8/v9/saL8zZQr1t/1Tp07x7LPPEhoayqhRo7jhhhtISUnBZrMFylhv2rSp3+PpD9q3t7efNYAjIh+exWIhNTWVIUOGYLPZMAyD0aNHB8bADg0NZdasWaSkpASCS2FhYcycOZObbrrpjGVunU4nsbGxgeuN/1o7EEFBQXg8nkBgtud1zn8/A3oFuwDGjBnDO++8Q0VFBTt37iQ7O5tDhw5RW1tLVlYWiYmJgXX5s3NjYmK47bbbGDNmzBnbEx8fT2xsbK/P+gvA+ZnNZkaPHk1CQgL19fWBscR37NiByWQiJyenz/rOxZ/N2DMwO3ToUEJDQ1m6dCnr1q0jKiqKnJycwLHeunUrixYtIiQkhE9+8pNkZGQQERGB1WqlpKSE/fv3n9d9DbrPjc1mIyEhgS996UtnPAZOp5PIyMhzrs9sNhMZGUlHRwdutxufz9drnf7vj8vlCrT19PFSTw9oulwuiouL+etf/xoY43348OHExcXhcDgCY48WFhb2u+9nu+d80GcWfxWJsznT9J5t9Hg87N+/n9dff534+HimT5/O7NmziY2NxWq1cuzYMRYvXsyhQ4f6XVdHRwft7e2YTKY+45+LiIiIiIiIyKWjf5GLXEIJCQk4nU7cbjeTJ0/ut5OvZyecyWQiJSWFkJCQwFiX/rFgey7nX6Znp/P5dB6aTCaSkpKw2Ww0NTUFyuL6pxmGgc/no7i4mNDQ0LOOvXcxZWZmMnXqVAoLC3n55Zf59re/HchmaWhoYMuWLXz+85/nzjvvZP78+YHlqqurKSoq6nedZztWoaGhJCcnA93nbvjw4X0CouebmZuSkkJ0dDRHjx7l5MmThIeH99sh29zcTHl5eb/noaSkhNDQUCIjI7FYLKSlpQUCBZGRkUyZMiWwTE+nr+ts+97R0cG2bds4deoUn/70p7nrrrsCY9n5x7I9U+cvdAdo/eO1ZmdnX5QXA0Skf/6XZh588EG+8Y1vsGvXLt544w2+9rWvkZSUFCiParVamTRpUr+Z9KffV2JjY3E4HBQVFfUbJOu5jNlsJjk5mcLCwsAYzP4gqr8E6okTJwKZ9z1fThk5ciRDhgxh165dLF++nLlz57J//366uroCmZ9+NpuNtLQ09u/fT1ZWFpMnT+5zPT3fa3TPYxgREcH48ePZvHkzK1as4O6772bv3r1Mnz6dadOmfaD1ni40NJTZs2czadIkduzYgcPhYMGCBQQHB1NaWkpRURGdnZ38+7//O5/4xCdwOByBDMv29vZ+r609r+39navk5GSsViuGYTB27FicTudZn0XOxWazkZWVRVtbG83NzXR0dPSqlBAWFkZ0dDTHjh3rFUj1b6O6upr6+vpe66ypqeHYsWOUl5fzxz/+kRtvvJGkpKTAMh6Pp8/QDR8VXV1drFy5ErfbzR133MG3vvWtQOZrf39Xp6uvr+fUqVOYzWaGDBky4KxyEREREREREbmwlFIkcgnNmjWLzMxMjh8/znPPPRcYG64nl8tFR0dHYCyuq666iszMTMrLy/nNb34zoOwhf6m+/sYQ64/FYmHMmDEkJSVx/Phx3njjjV5ZrKdOnWL16tUcPnyYkSNHBsoXDoaJEydy991343a7+dvf/sbRo0cDpfmg/07htWvXsmTJkj6fm0wmgoODMZlMdHR09BnDLi0tjXnz5mGxWPjrX//K1q1b+22Tz+ejoaHhnGOlARQUFJCSkkJnZyd79uzpU9rQr7i4mHfffZeqqqrAeltbW9m1axc7d+5k6NCh5OfnB0pOT5o0ifLyct58801qamr6PQ6NjY29vnNOpxOLxYLb7e4zri78KxPn9Owoj8fDnj17eO211864n2VlZVRWVgLd5+xMZThF5OIwmUxMnTqVCRMm0NbWxnPPPRco2V1QUEBSUhLPPfccFRUV/VYtaG9v7zX+5vjx48nJyWHfvn0sXbq032uGn8Vi4eqrrw6UuF21alVgms/no6ysjKeffhqHw8Ho0aMZMmRIr3aPHDmS4cOHs3z5cl555RUqKipITU3luuuu67WdyMhIbrnlFk6dOsU777zDhg0b+rTFMAw6Oztpb28/73GyAebOnUtWVhY7d+7k3//932ltbWXMmDHMnDnzvNd1JiaTiQceeIDExEQOHjzIokWLgN4VNE6/DrtcLv7yl79QU1PTZ302my0QdGtubu6z3/PnzycrK4uysjL++7//u99qCV6vt9/7Yn+cTicTJkzAYrFQUlJCcXFxr+np6elMmDCByspKVq1aRXl5eWBaV1cXy5YtY9u2bb2WMZvNZ7wHASxatIi9e/ees22XI/8zS88Xp/zq6urYt29fr7+Z0/mPsdVqZcKECQMq+y8iIiIiIiIiF54yWEUuoYkTJ3LixAmOHz/OU089RXV1NZmZmUREROD1eqmqqmLv3r0MHTqUG264gaysLJKTk5k+fTq1tbWsWbOGn/70pwwfPjxQtq+kpITw8HDGjRvHsGHDMJlMZGZmsmnTJnbt2sWbb75JXFwcoaGhJCYmEhwc3G/b7HY7N954I0uXLmX79u385Cc/YfLkyXg8HoqKinjnnXeIiIhgzpw5gUzGwRAVFUVeXh5jxoxhzZo1zJo1i5ycHEJCQsjPz2f79u0EBQXR1NREREQEhw4dYteuXf1msFqtVoYMGYLVamXHjh1ER0czZcoULBZLYJ3Z2dl84hOfYOfOnfzv//4ve/fuZdiwYTgcDpqbm6msrKS0tJTJkyczf/78c2b3xsXFkZqaSlRUFLt372bBggX9zudwOPD5fDz22GPMnz8/UJZ3+fLlWK1WrrrqKsaOHRvIVPrkJz+J2+1m7969fO9732P+/PnExMRgMplobW2lqKiImpoarr322kB2b3p6OiEhIRw7doy33nqLkJAQrFYr8fHxREdHk5ubS1hYGGvXrqWzs5M5c+ZgMpnYtWsXe/fupbOz84z7eezYMSoqKggJCWHs2LEKsIpcYv7yuTNnzqSuro4tW7awdu1aZs6cydSpU2lsbOS3v/0tjzzyCFOmTCE9PZ3Q0FBaWlooKSmhrq6OyMhIvvOd7wAwZcoU6uvr2b59O7/85S85dOgQWVlZREZG0t7ezp49e5g+fTojR44kJiaGa6+9lqVLl3Ls2DF+//vfU1tbS0xMDMXFxezcuZODBw+ycOFCMjIyeo0vbjKZGDp0KKNGjeKtt97ipZdewu12k5GRQXp6eq99DA8P5+qrr2b06NFs3LgxMFZqdnY2hmHQ3NxMdXU1u3fv5utf/zpDhgwhLCzsvI7j8OHDGTp0KACrV68mMzOTzMzMAZXOPR8TJ04kJyeHbdu28dZbb/HpT3+a2NhYkpKSCAoK4vnnn8dmsxEREUFLSwsHDx7k5MmT/QbH/ct5PB6ee+45CgoKCA8Px+FwBJ4Vpk2bxqlTp3jxxRcxDIOcnJzA/aumpobdu3eTl5fHpEmTGDt27Fnb7nA4GD58OBEREZSXl1NUVMTw4cMD07Oysrjqqqt45pln+POf/8zx48cpKCjA6XSyadMmiouL8fl8vTI3IyIiSE5OJjY2lkWLFtHV1UVmZiYAu3bt4tChQ7S2tn4ks1itVitjx45l0aJFrF69GovFwrhx42hubub9999n3759REZG9nrBoaeSkhJqamrIyckhKiqqz7ANIiIiIiIiInJpKMAqcgklJyczadIkKioqWLZsGatXrw4EP6E7w/DkyZM4nc5ARkNoaCgTJ06kpaWF2tpaVq1axfHjx4mIiMBisVBbW8uYMWPIzc0FujunJ06cyLFjx6iqquIf//gHsbGxpKWlMW3aNPLz8/u0yx+kmzVrFo2NjTQ3N7Ny5UqqqqrweDzU1tZSUlLC/PnzGT9+PElJSZfuoJ3G4XAQHx/PjBkzePbZZzl8+DCjRo0iLS2Na6+9ltWrV7Nnzx5aW1uJjIyksrKS4OBgkpKS2LdvX691+QOseXl51NfXs3r1aiorK7FYLHzyk58kPz+fmJgYbr/9durq6igvL2fFihUcOXIEp9NJe3s7DQ0NNDU1MXLkyAFlsAYHB5OSkkJGRgZ79uyhq6uLkJCQPmUto6OjycjI4Pjx44EMF39my8yZM5kwYQJpaWmB+adMmUJpaSnt7e1s374dl8tFREQEZrOZzs5OqqurcTgctLS0BJZJSEggPz+furo6duzYgd1uD2TETJkyheTkZKZNm0ZRURGbNm2iubmZoKAgysrKAkGQwsLCfvfzyJEjNDQ0kJqaSmpqqjqARQbJ2LFjKSwsZMOGDaxcuZLx48czdOhQrrrqKnbs2MHevXtpaWkhLi4uUI6+trYWk8kUuK9A9wsZkyZN4uqrr2b9+vW8++67xMfHEx4ejtvtpqSkhKysLPLy8jCbzeTk5DBnzhzWrVvH8ePHeeutt4iMjKSiooLa2lrS0tK49dZbSUhI6HN9SE1NJScnB4vFwt69exkxYgQZGRl9XmDxl6a9+eabWb16NcXFxSxbtozU1NRAZYKmpqbAeJ0fpFxwXFwc6enpJCUlcfjwYWbMmEFycvIFfWnEZDKRmJhIQUEBx48fZ8+ePZSVlZGcnEx+fj7jxo1j7969LFmyhLCwMFwuVyDAduTIkT7rS05OZtiwYaSnp7NixQqOHj1KaGgoUVFRjBs3jtjYWKZMmUJLSwuLFy/m3XffpbCwMFA6urm5meLiYsLCws5YZaEnq9VKQkICWVlZ1NbW9nmhKSYmhhEjRjB//ny2bNnCe++9x9GjRwkPD+fEiRPExsbS0tISuP/6xzVPTU1l9uzZ7Nixg3fffZe4uDisViulpaWkpKRQXV3dbyWQy53VamXUqFGMGDGC2tpali1bRmlpKW63m/Lycrq6uhgyZAglJSW9ljMMA4/HQ0lJCY2NjYwePRq73a4xzkVEREREREQGiQKs8rFntVoJDg4mODi4VyeVxWLB6XQSGhrab+dVUFAQDocjEBz1M5vNhISEBMqvnj5t6tSp5Ofnk5KSwj/+8Q82bNhAe3s7DoeD9PR0pk6dyowZM0hMTAwsN3HiRDIyMkhMTORvf/sbmzdvpquri+DgYPLy8hg2bBgJCQlAd0ftnXfeSV1dHatXr+add96htbWVcePGERMTQ35+PhaLhbCwsD4dc5MmTSIiIoLMzEyefvpplixZgsViISEhgXnz5vHwww+TkJDQq2PZbrcTEhLSb2asfxzAsLCwAY/BaTabCQ4OprOz84xBufDwcO68805ef/11Dhw4QE5ODtnZ2Xz7298mKCiITZs2sXr1agBmzJjBwoULcbvdbN68udc+BwUFkZOTw7/927+xfPlydu/ezaZNm/D5fIwfP57MzExiYmK44447iIqKYsWKFWzatIm3334b6O40zsjIYMqUKUyZMmXAmTTZ2dlMmjSJX//61zQ3NxMeHh44pv7vT2xsLNdffz0mk4lnn32WqqoqrFYrBQUFPP7444EMW7/k5GTuueceJkyYwDPPPMO6detobGzEYrEQFRVFQUEBN998cyD72GQyERkZyYIFCwgNDWXx4sU888wzeL1empubycnJISMjgx/84Ac8//zzrF+/njfffJOIiAjmz5/P6NGjCQ4OZu3atVit1l5lLP1lQTs6Opg6dWq/4/uJyIdntVoD96EzBVkKCgoYO3YsSUlJrFy5kq997WuBYOmvf/1rfvOb37B9+3b27NlDe3s7MTExgczF6dOnB9Zjs9kYN24c//Ef/8FvfvMb1qxZw8GDB3G5XERFRTFt2jSSk5OJiIjAZDJht9v56le/yogRI3jjjTdYu3Ytra2txMXFMWLECG6//XZuueWWfq/zCQkJ5OXlkZGRQWVlJePGjaOgoKDPfP5Sq9/5zncoKChgzZo1rF+/ns2bN+NwOIiOjiYtLY077riDjIyMwDXaZDIRFhaGw+HAaj37o7DVaiU1NZVJkyZx+PBhZs6cSWpq6vmcJqD75aCQkJBe2bqnmzZtGrW1tTz33HNs2rSJG2+8kdmzZxMbG8svf/lL1q5dGxgzffr06Xzuc5/j8OHDBAcH99qP7OxsfD4fhw8fZvHixWzfvh23201KSgoPP/wwADNnziQ3N5fMzEz+/ve/B55FbDYbKSkpTJ8+nSlTpvQq33wm/mzpq666irVr13LgwAE8Hk8gWGq1WklJSeFnP/sZP/nJT9i+fXsgoHvHHXeQl5fH+vXrqaqqCpQ2tlgsDBkyhEcffZTHHnuM/fv309bWRmhoKPPnz+fuu+/mmWeeYfPmzb2eLywWy1n/Jux2e+B5pb/7kv/5redzjv/vrL+Xofzr9C93+jrNZnOgPf7velBQEKNGjeJLX/oSS5cuZePGjezbt4/09HRuvfVWkpKSKCsrY/v27X2219zczNGjR2lra2PevHm6t4qIiIiIiIgMIpPxQV7nF7mC+Hy+wPhe/s6vnuNi+T8/vRPr9OV6Bpi8Xi8mk6nX+Gl+/j+508fd8vNnk/p/ei7X3zKnz3+29fdsj9frDfw+0O34O/p6zu/1ejEMo9c4qP2tq+d4amfT87ifaRn/PvqPc8998C97+vHxT+tvn3uey9OP1enrPf2S6Z/e37E5k87OTg4cOMA111zDj370I66//npycnL63S//tntu70zb8i9/+jHoeRwGsu89t9Hf+s52TH0+H/v27eO+++5j6NCh/PCHP2T48OHqBBa5CM50/+rp9Gv66dfps10vgF7XgvO9xvi33d81pr/r0enb8Y8d6p/vbPeD/rZz+rb8v/e8T59pvT2tW7eOZ599lkWLFrFjxw6ysrIG/NKQX897ZX/PBv596Hn/6+9a3XO/zGZzv/txtvPUMxB7pvu9f/1nO0f9tf3EiRN885vfpLGxkZ/85CfMmjWr13fhTPvx6quv8vLLL7N161Y2b95MYmIiVqv1rMuYzeY+x+p8nt2APsf4TN+Ls/2d9TyG/Z3bsz3TnOn+69+P/p4v//znP/Pyyy+TnJzM//zP/+gFJhEREREREZFBpAxW+dg7U8dqfwHDgS53toyYnp2851PWbaAdwQNd/5naONDt+J3tGJ3vuvzLnKucrH8f+9uHD3LOBtK+C1mCz2azkZSUxKc//WkWL14cyMD1b+P0/Rrotv3H5XzK8Q5k3edzTD0eD3//+99JSUlh0qRJZGdnq/NX5CIZyN/vua7D53O9ON9rzECDc2fazrmyS3vOez7bOdd9uie3201RURFbtmxh7ty5REZGDnjZngZyzM52/zvT5/21ZaDn6YPco88mJSWFmTNnsm3bNl544QVmzJgRaINhGLhcLux2e6+AocvlYu3atRw/fpzU1FTi4+P7BDHP55h80Gc3/7L9Hc9zLXO2Y3i29pzPcTcMA7fbzSuvvEJmZiZXXXXVWbOhRUREREREROTiU4BVROQSM5vNREREcNttt5GZmRkYL/BKYDabGTduHKNGjSIvL2/AZZNFRC4XXq+Xjo4OysrKOHHiBJs3b6axsZF58+YpY/AMTKbustCzZs0iJSWFrq6uXsepra2Nt99+m6ioKCIiIrDb7XR1dbF//362bduGzWZj+vTpF3Rs2yuN2WzmhhtuICsri2HDhmnsVREREREREZFBphLBIiIiIiL/1NnZSVVVFf/4xz/YsmULR44cwe1289JLL5GTk3Pe5YEFKioqePDBBwkODiYxMZHg4GBaWlpYtWoVDQ0NzJw5k89//vPMmzdvsJsqIiIiIiIiIjIgymAVEREREfmn9vZ2CgsL+e53v0tYWBjTpk3jzjvvpKCgYLCb9pHldDqZMWMGL7zwAitXrqSlpQWAvLw8vvGNbzBnzhzGjRs3yK0UERERERERERk4ZbCKiIiIiPyTz+fD5XLR0NCAyWTCZrPhcDgIDg4e7KZ9ZPl8Ptrb2+ns7MTr9eLz+YDuMWSdTid2u12ZwSIiIiIiIiLykaIAq4iIiIiIiIiIiIiIiIjIAJkHuwEiIiIiIiIiIiIiIiIiIh8VGoP1Y0zJyyIig8NkMg12E+SfdC8UERlcuieKiIiIiIjIR5ECrB9jhmHQ2dlJQ0MDoaGh6twQEbkIDMPA4/HQ1dVFQkICZrOKR1xuDMOgurqaoKAggoKCdD8UEblI/P/+sFgsREdH63orIiIiIiIiH1kKsH6MtbS0sH79en76059isVgGuzkiIlcswzBwOp08//zzxMTEEBQUNNhNkn/y+XycOnWK++67j8bGRnX2i4hcZD6fj/Hjx/OjH/2I2NjYwW6OiIiIiIiIyAeiAOvHXENDAzt37uTuu+/GZrNdtI5lwzDo6uqiurqalJQULBaLOrEvAz6fj/b2durr60lJScFsNuu8DDKfz0d1dTU2m42oqChlO14mfD4fFRUVhIWFERYWdl7nxePxUFRUxI4dO1SO9jJkGAaGYbBz506ys7PJy8vDar0Ej0cdHVBXB++/D7NnQ2Qk2GwXf7sfEYZh4PP5KC8vJyYmhuDgYN2fLlP+v6Hy8nKioqIIDg7WvesyZBgGbrebiooKkpOTBy1b3+VysWHDBgoLC3VPFBERERERkY80BVg/xvylEO12O48//jjh4eEXLZPV6/XS0NDA1q1bmTt3Lna7XR2llwGv10tVVRX79+9nzpw5Ko15GXC73WzdupWIiAjy8/MvTaBHzsntdrN+/XrS09PJzMw8r/PS0dHBG2+8we7du3E4HAo8XGZMJlPgnrRgwQLuuecegoODL/6G6+pgxw44ehS+/nXIy4Pw8Iu/3Y8IwzBwuVy89957jB49mvj4eFXbuEz5y6C/9957DBs2jOTkZJ2ry5DP56OtrY1169Yxa9YsQkJCBuV+1NLSwte//nVaWlqw2+2XfPsiIiIiIiIiF4p67gWA0NDQ887KOh8+nw+3243T6SQ0NFQB1suE1+slJCQEp9NJWFiYypZeBjweD06nk+DgYEJDQxVgvUz4z0tISAhhYWHnFTywWCw4nc6L2Dr5MEwmU+B+ZLfbCQ0NvTQB1pYW8HqhqAhMJnA6ITT04m/3I8KfbedwOAgNDSU0NFRBu8uY/xkvJCRE5+oy5fP5MJlMgWfxwQqwAoHnTf1bQERERERERD7K1HMvvVzKjg51qlyedF4GT3+l8nQ+Bp/Oy8fPJTm//W1D36sA/d19dOhcfXRd6vOkksAiIiIiIiJyJVGdQhERERERERERERERERGRAVKAVURERERERERERERERERkgFQiWERERGQwmExgtXb/VyVVr3hXannU/vbrSt3Xj7rTz8vFOk8qES0iIiIiIiIfBwqwioiIiFxqkZEwZQo8/zwMGwYhIYPdIrkEDMPA6/Xi9XoHuykXjGEYuN1uLBYLHo+Hzs5OrFb9E+Ny4/P5cLlcWCwWurq6sFqtmM0XrpiRxWLBYrEouCoiIiIiIiIfG+r9EBEREbnUbDaIj4fZs7uDrQpIXdE8Hg9dXV20tLTQ2dk52M25oAzDwOfzERERQWdnJzU1NRc0cCcXhmEYeDweoqOjaWxspLW19YIHQx0OB2FhYTgcDiwWywVdt4iIiIiIiMjlRr15IiIiH0OGYbB3716OHTtGY2Njr2kOh4P4+Hjmz58PgNfrpb6+nsOHD1NSUoLX6yUsLIyEhATGjh2Lw+EIdNQbhkFbWxv79u2jqqqKlpYWrFYrmZmZZGdnExcX1yv40t7eTm1tLbt27aK5uRmr1UpkZCQ5OTlkZ2f3CdQcP36c0tJSqqur6ezsJCoqiry8PJKTkwkPD7+4B+1C8vmgsxMqKyE4GMzm7h+5ovhLsLa3t9Pe3k5HRwcmkwmz2XxFZfoZhkFkZCQ2mw2r1XpF7duVxGw2Ex0djc1mu6BBcH+QvaOjA+jOlg0NDQVULlhERERERESuXAqwioiIfAwZhsGSJUt4/vnnKS4uJqRHidro6GgmTpwYCLC2trZy4MABnn76adavX4/H4yE+Pp4xY8YQHR3N0KFDsVqtgU7248eP88wzz7Bz504qKytxOBzMmjWLT3ziE0ybNo2wsDCgO3BbWVnJxo0beeqpp6ioqMBut5ORkcGtt97KvffeS3BwMGazGcMw6OzsZNWqVbz33nvs3r2blpYW0tPT+cQnPsFVV13F6NGjMZlMH40O/Y4OKC2FRYvgvvsgKUlZrFcon89HU1MTHR0d2Gw2oqOjL3h51sHm8/loa2vDbrcTFBT00fgb/JjxX5/b2toICQm5oEF+n8+Hx+Ph1KlTNDc34/F4AtduERERERERkSuVevJEREQ+xpKTk5k7dy4PP/xw4DOz2YzNZgv8/sorr7BkyRIOHjzIn/70J8LDw1m9ejWLFy/mvvvu46233iI6OhqAjo4OPve5zxEeHs6NN97IjTfeSE1NDd/85jc5deoUpaWl3H///QDU1NTw+uuv84tf/IJPf/rT3HXXXVRVVbFu3Tq+853vkJaWxvTp04mLi6Orq4vFixfzxBNPMGHCBH784x8zfPhw/vSnP/HXv/6VrVu38rvf/Y7Y2NhLewA/qLY2OHQInngC5s+HqKjuTFa54rjdbrxeLw6Hg9jYWJxO52A36YLz+Xy43W4FWC9zXq8Xl8uF3W6/KCV8rVYrtbW1eL3ewPdBRERERERE5EqlAKuIiMjHmMViwel0EhcX1+tzk8kUKPe7YcMG6urq+O53v8u0adOwWCzExcWRnp7OF77wBXbv3s2YMWMA2LZtG8eOHeOpp55i9uzZxMfH4/V6+cpXvsKyZctYsWIFn/vc57BaraxevZoDBw6Qk5PD//t//4+wsDCGDx9OcnIyhYWFvPjii2RkZBAXF0dnZyd/+9vfmDJlCgsWLOD666/HZrPxwx/+kMbGRioqKli8eDGf//znB+EoigyMP6PvSgpA+ssg93Ql7d+Vwn+eep6bC3meDMNQxqqIiIiIiIh8rCjAKiIiHxn/+Ac0NFz67ZpM8FEa3vN8NDc3s3XrVp544gmsVivJyckUFBSQm5tLWFgYJ0+epLa2FpvNxuTJkwkODsZkMpGUlEReXh4Oh4Pjx4+TlZWFxWLhyJEjREZGkpmZSUJCAna7HcMwmDBhAmvXrqWqqoqqqipSU1MpKiqira2N/Px8YmNjA539iYmJjB07ljfffJPm5mZ8Ph9dXV3s37+fe++9l8zMTMLCwjAMg4SEBLKysmhqauLgwYMYhnHGoIHP5wuUsuz5WVdXF4ZhBEpoer3ei3/gvV7w+TD/sw34fN2fCdAdrPGfB/956++8GAa88gq43Ze6hf9y9dWQmHjm6V6vNxDc8n/P+gtKXgl6/h3J5edifw97rt/r9fb7Pej59yAiIiIiIiLyUaYAq4iIfGSsWgUlJZd+u1YrLFx46bd7sYWEhBAREUFNTQ2rVq3CZDIRERFBeXk5XV1dTJ48mfLyctra2ggPDycrKyuwrNPpJDo6mpiYmMA8NpuNsrIykpKSCA8P71UeMisri5CQEIqLi6mqqiIlJYXq6mrcbjeZmZm92uVwOMjJyaG8vJz29na8Xi+dnZ2B5aKiooB/ZV8lJSVRVFREaWnpWffXv46e8/l8Ptrb23G73bS3t1NfX09nZ+eHPbTnZG5sxNraSjjQ0tKCp6FBQYceDMMIBMJbW1sJCgrqNzvO54NNm+ASnLIzys2FHhW1+3C73bhcLmw2G16v99IE8C+hnkE1fyBcGayXn54BVZ/Pd9aXUT4o//fb4/HQ1NREe3t7n3laW1txuVwXdLsiIiIiIiIig0EBVhERkY8hk8lEQUEB6enpBAcHk5CQQE1NDX/605944YUXePfdd3nttdeor6/H6/Vit9sJDQ3ttQ6LxUJ0dDRNTU2BoGR9fT1RUVFYrb0fMaKionA4HHg8Hurr6zEMg+bmZjweD5GRkb3mtVqtREVF0dHRQWdnJ21tbTQ1NeH1eomIiOgzhmVoaCg2m43q6uqz7vPJkyd55pln+MUvftEns8rr9VJUVMSWLVtwOBzncyg/EHt9PTFHjjDeZOLA/v00t7XhDgu76Nv9qOgZbD58+DDQfzlTw4C5cy9Zs/pVXQ01NWeebrFYiIqKIioqivb29l4Z1Fcal8t1UYJnPTMuzWazArj98Ae4TSZT4OdMOjo6LkobXC4XnZ2dNDQ0cPTo0T4vExiGQUdHB3V1dVfkWMQiIiIiIiLy8aIAq4iIXLEMo7u8r/Rvzpw5gSwm/5irY8aM4Te/+Q3/+Mc/+Mc//tEnUPpRlpWVxfe+9z2+8pWvBD7z+Xy0trYye/Zs8vPzmTt3LiEhIRe/MQ0NmNLSMI4cYfy112JkZsJpAeyPM5/Ph9vtZv369YwYMYK4uDgsFkuf+bxe+NrX4CLFiwbku9+F4cP7n2YYBi6Xi1OnTmG1WgkJCbkkAfxLzTAMWltbcTgcWK3WCx4Ara6u5sUXX+QPf/gDr7/+Onl5eb0y5AVKSkq4+eab+exnP8uNN95Ifn5+r+n+AGx7ezvBwcEXJVDd2dlJe3s7DoeD4cOHY7PZ+myjpaWF119/naampgu6bREREREREZFL7crpNRURETmNgqtnZjKZ+g2eRkVFkZCQQGRkJGVlZYwePRqLxUJXVxdtbW2BMVihOwjW2NhIWFgYdrudoKAgIiIi2L9/f5/MpebmZrq6urBarURGRmIymQgNDaW5uZnm5uZe83q9XpqamnA4HNjtdpxOJ2FhYZjNZlpaWvqU8G1vb8flchEREXHWfbZarYSGhhIcHBz4zOfzERwcjMViwWq1BrZ50cXEwOjRmB55BFtuLjid3bWoBSCQqQhgs9mw2+39Blh9vu7ywIMZYLVY4FxfGYvFgslkwmKx9Fvq+KPOnzn5zjvvsG3bNvbv39/vfCNGjOCOO+5gzJgx57X+yMhIrrnmGlJSUkhPT8dms/U5ji+88AJbtmzh1KlT/OhHPyIjIwPbabWbly5dyqZNm3q1z2azERoaSkZGBnfddRepqam9svW///3vc/jwYaKjo/n+979PdnZ2r2un2+3mv/7rv9i3bx8Oh4Pvfve75Obm9tn2pdDW1ob7nwMSn358emaFm83mixJg9a/TYrFgs9n6fZnA5XJdkX8DIiIiIiIi8vGjnjwREREJ8He4+7OdEhIScDqddHR0UF5eTk5ODgBdXV00NTVRX19PQkICwcHBWK1WkpOTqampCXT0BwUFAd3ledvb23E6ncTFxQEQGxtLTU0N5eXlvdrQ1dVFaWkp8fHxOJ1OgoKCcDqdxMTEUF1dHQjI+gMGtbW1tLW1kZaWds59s1gsvQJ1Pp8vECzxZ/Jeks7/oCCIjIQRIzDZ7WA2642AHnw+X+A8nO28GMa/fgaLydR9+vrTM1Dce5kr51z3DNwVFxezc+dO9u/fz/jx4/vspz8Ad7777x+XOT09ndDQ0F7BQX/Z2c2bN7N+/XqsVis7d+4kISGhz8sSPds3YcIEoPu71tzczJYtWwgNDeWmm27qlf25fv16tm/fTnJyMvPnzyc9PT1wXfP5fJSVlbFx40Y2bdqEw+Hg3nvvZejQoZf8HJ++vXNt/4Och7M5fUzX/s61SjyLiIiIiIjIlUQBVhERkY8hf1DCH3A0mUz4fD4aGhqora2lubmZhIQEsrKyiI6OpqSkhB07dpCZmYnJZOLUqVOcOHGCpqYmcnJyAtmjeXl5VFVVUV5eztChQ4mKisLn87Fr1y5aW1uJjY0lJSUFk8nEkCFDOHHiBAcOHKC9vR273Y7P56O+vp6dO3cybNiwQOaq3W6noKCAY8eOUVZWxvDhw7FYLHR0dFBUVERTUxPXXHPNR6fj3uuFtjYoK4OsLHA4lMEqV4SIiAgmTpzIk08+2Se4bLPZAiW4DcOgvr4+kOXo8XjweDyYzWZsNhs2my0QyPTP7/V6ewV0/SoqKigtLcVutzN79mxWrFjBzJkzCQ8P73NNiIiIYNKkSTz55JOYTCba29spLi7mySef5A9/+AOZmZnk5ub2antoaChhYWGsWLGC6667DqfTGbhmbtq0CY/HM6DSz16vF5fLRUdHBxEREX2Cje3t7Xi9XsxmM8HBwYFS2S6XC4/HEwhQBgUFYbfbz1qO2X+8mpqaCAkJ6XMsW1tb8Xq9hISEBNbj8/nwer10dHQExgo2mUyBl1wUHBUREbn8XHXVVaxdu7bfaUFBQYSFhZGRkcHEiRP51Kc+xaxZsy5xC0VERK5c6skTERH5GDIMg5/97GeMHDmS7OxsoqOjqaqq4qmnnmLPnj1ERkayYMECYmJimDNnDkuWLOHHP/4x8fHxhIWFsXr1ahYvXszEiRMZP3480dHRAMyePZu8vDyefPJJDh06xI033khtbS2/+tWvyM/P5/rrrw+Uzrz22mupqalh+fLl/PjHP+bOO++kqqqK9evX8/bbb7No0SIyMjIAcDqdfOlLX+Lhhx+ms7MTl8vF8OHD+dOf/sT27dsZPnw4CxcuHLTjed7q6mDdOvi3f4NVq2D0aPjnMZRLS2M1X1j+FyLi4+PPmg3e3t5OSkoKDz74ICaTie3bt/P+++8THx/PwoULueWWW5g9ezYANTU1PPPMM/z6179m+fLlDBs2LJCd6vP5eOWVV4iPj2fKlCnMmTOHG264gYceeoj4+PhegcXT2+cPFiYkJGCxWLj11lupqamhpaWlV8nx3NxcJk2axLPPPstjjz1GeHg4VqsVr9fLokWLAuONbt++/azH5vjx4yxZsoRf/vKXrFmzhqFDh/aa/tvf/pZdu3aRmJjIb3/7WyoqKnj77bd544032Lt3L+3t7SQnJzN58mTuvffewPHpT2dnJ8XFxYwZM4Y//elPzJs3j6SkJAzDoKWlhe9973ts376d3/3ud0yfPh2LxUJjYyOFhYX89Kc/Zdu2bfh8PmJjY5k6dSo//elPiY+PH5TSxyIiIvLBuN1u6uvrqa+vZ9euXfz5z3/m3nvv5a9//atemhIREbkAFGAVERH5GDIMg+rqajZt2kRTUxMul4vQ0FDi4+MDbzZHR0djMpm45ZZbSE5O5vnnn+fb3/42Xq+XiIgIcnNz+fKXvxzIEjMMA6fTye9+9zueeeYZli9fzssvv4zVamXChAksXLiQGTNmBP4xHxsby0033URoaCgvvvgiy5Ytw2q1kpCQwI9+9CNmzZpFeHg40J35dt1111FRUcGWLVt44okn6OzsJCYmhrvvvptZs2YRExMzmIf0gxnM2rYCXAbBVcOAU6egqQm6unpPs9shNBTi48HlgpoaaGnpuw6bDfzBurq6/tdlsUBiIoSFdQ9c29LSvd2ezObu8YGjoi5IRvW5Ou58Ph+vvvoq48eP57bbbuPb3/42a9asYdu2bRw/fpz09PTASxaGYQR+/PylzN966y2uu+46Zs6cSVZWFmlpaWzduhWn00lubu5Z2+d2u6mtrWXJkiXExcURFxcXyLL1i4mJYdiwYSQnJ7Nx40YsFguJiYlUVlayfft2FixYgNPpPGeANTk5mZkzZ/LII4+we/dugoODSUlJwTAMmpub2bt3L83Nzdxzzz1Ad5A0KSmJm266iQcffBCLxcK+ffvYs2cP3/rWt1i8ePFZg579HbMzTWtvb2flypX8/ve/Z+LEidx7773YbDaqqqp48803efjhh/nWt7513uPnioiIyOXlb3/7G7NmzeJzn/vcYDdFRETkI08BVhERkY8hk8nEjTfeSEVFBS0tLbjdbpxOJ0lJSeTl5TF06NDA2KQxMTGMHj0ar9fLwYMH8Xq9REZGkp6eHijV61+nxWJh5MiR3H777ZSUlFBfX09QUBAFBQWMGjUqkOkK3SWr0tLSmDt3LmazOTBvbGwsY8eOJSIiIrBus9lMZGQk8+bNIy0tjdLSUtrb20lISGDcuHFkZWUF2ivykbN9O7z/PlRW9v48ORlGjIDbb4fmZnjrLdizp+/ycXHw05+efV0hIfCJT8DYsVBeDrt3d2dP92S3w/z5MGdOd2D3A2htbaWkpIT//M//7JPBOnnyZIYPH05iYmLgs4iICPLy8pg9ezYpKSmEh4dTW1tLUVERGzZsOOvYyl1dXZSUlFBTU0N6ejrZ2dmEhIQwYcIE9u3bFyj3e6b2mUwmXC4XTU1N7N69m1tuuYXs7Oxe4zQDWK1WIiIimDx5Mjt27CAnJ4fg4GB27NhBYmIiycnJ1NbWnvPYOBwOEhMTycrK4sCBA2RmZpKSkgLAwYMHaWxsJCIighEjRgAQFRVFQUEBWVlZJCUlBQK7ZrOZLVu2sH//fqZOnXpBskoPHjzIkSNHAveGYcOGYbVaqaurw+Vy8Yc//IHi4mKys7MJCwv70NsTERGRi2Py5Mm89NJLQPcLVMuWLeO73/1urxeuXnzxRQVYRURELgD1RIqIiHwMmc1mbrvttgHNa7FYSElJISUlhZtvvvms85pMJiIjI7nhhhsGtO6wsDDy8/PJz88f0PyjRo1i1KhRA5pX5CPBMKCkpDsoevx472k5Od3j80J31um+fbB6dd91pKf/6//PtK7ISJg9u3v838ZGOHq077qCg7szYWfM+MC709nZSWlpKa+++mqfDFaHw0FKSkqvAGt+fj4TJkxg9OjRAMycOZMdO3ZQU1PD+vXrueuuu864rba2Nnbu3Indbic1NZWEhATcbjezZs3ihRdeYOTIkbhcrl4ByI6ODkpLS3nllVcCAVaXy4XZbObee+8lMjISr9fb54UNp9PJnDlzePbZZ5kxYwbh4eGsX7+e8ePHD7h0rtVqJSwsjIkTJ3Lw4EFGjRrFhAkTMAyDLVu2YBgGqampgazd6OhobDYbzc3NNDQ04PF4sNlsxMTEYLfbOXDgAGPGjOlVzviD2rt3LydOnCA8PJzExEQaGhqA7tKCeXl5lJWVUV5eTmNjowKsIiIilzGHw0FmZmbg94KCAlauXMny5csDn5WUlAxCy0RERK48CrCKiIiIyMfWoI/BajLBrbfCzJndQdSeHA74Z5ls4uLgO9+B++/vu45/jkcKnHldFgukpXXPO2wYJCXBddf1nsdshoSE7jLCH1BkZCQzZszgV7/6VZ8M1sjIyD7BuaFDhwayOP1SU1NJSUmhuLi43/K20F3itr6+njfffJOrrroqMKaq1Wrl2muv5ec//zmHDx+murq6VxZsdHQ0M2fO5Je//CVms5nOzk4qKip48cUXeeSRR3j44Ye5/fbbSUhI6LW94OBgZs2axb//+79z/J/B66VLl/Lzn/+c2NjYAR8fu93OjTfeyA9/+EMmTpyIy+XCarWyfPlykpOTGTNmTOC4tbe3s27dOhYvXsz69eupqanB7Xbj8XgwDIPKykrcbveAt302J0+eZP/+/ezZs4epU6f2md7Z2UldXR319fVnzSoWERGRy8/pL71FRkYOTkNERESuMAqwioiIiMjH1qCPwQrdY6zGxfUdk9dk+lcD7XbIzDz3uL1nWhd0B1BNpu5ywcHB3WOynmmeD8hqtRIaGkpWVlafAKvJZDrnuKwD1dHRQVlZGUuWLMHr9fLiiy8GSvsahkFjYyNJSUksXbqUL37xi4HlLBZLr/YZhkFubi6TJ09m9OjRrF27lsjISO6+++5e2zObzURHRzNnzhw2bNjA0qVLcbvdzJkz57zabbPZuPbaa/nZz37G0aNH2bBhAzk5OWzZsoUf/OAHTJ48OTDvU089xbp162hqauKHP/whaWlpOBwO9uzZw5NPPonb7T5jANrf5v54PB58Pl+f4xkXF8fChQv59re/3WcZwzBISkoiKirqvPZXRERELq3Ozk6Ki4uB7vv78uXLWbFiRa95rr/++kFomYiIyJVHAVYRERGRSy0iAiZPhmef7c4mDAkZ7BbJB/Tyy3Ban1UvwcHdlX6Tkrrjln2HCjb982cgeo8NGhMDfSrTniGo1ofJNPB5PwCz2dxnLNP+nDx5ss/4pTU1NdTW1pKcnHzGgOyJEyfYt28fERERfOUrX+lTovfw4cNUVlayefNm7r///j7rsVgsgQCkYRiYzWZMJhOdnZ10dHT0u02TycSsWbNYtGgRVVVVzJgxA6fTSVdX1zn3s+c6QkJCGD16NO3t7axZs4bq6mqioqIYMmQIycnJgXkLCwuxWq1MmzaN2bNnExISgs/no6SkhIaGhrMGV61WK+H/zH5uaWmhvb09MK2srIyWlpZe8ycmJnLs2DEaGhr6HYcWuoPDGutaRETk8rZlyxaysrLOOH369Ol85zvfuYQtEhERuXLpX8giIiIil5rT2T1u5l13dZduvSzSKOWD2Lfv7NNjYrqHP42M7A6GfsgE0V4ux+puhmHg8/no6urqN4PVarX2Ct4dP36cwsJCRo0aRVRUFBUVFRw5coTGxkZmz559xgBrUVERhw4dIicnh4ULF+Lwj1X7T/v372fRokUcO3aMqqqqXuO++nw+Ojs7MZvNeL3ewLixXV1dhIaGnnVM03HjxlFUVERiYiJXX331gILIpx8Di8XC2LFj2bJlC++//z6nTp1i6NChJCUlERoaGpi3q6sLwzBwOByEhoZiMpkoLS2lqKiItra2s27HYrEQHBxMdHQ0JSUlFBcXExcXR0NDA9u3b6eqqqrX/Dk5ORw9ejRwXIcMGYLT6QS6s18qKirIysq6IOO9ioiIyOBISUnhySefJEQvd4qIiFwQCrCKiIiIXGqGAT4fuFzd42wqwCpXCK/XS0dHB6WlpX2Cj0FBQcTGxvYKIhYWFrJhwwaio6MZPXo0S5YsYcuWLdhsNm644YZ+A5her5fCwkIOHjzIVVddRWZmJvae49ACMTExbNy4kW3btrF161ZuuOGGXu0rKysLjMFaVVXFq6++SldXFzk5OeTn559x/0aOHMmQIUPweDwEBwefsQzvuUyZMoUdO3awZcsWSktL+fSnP01cXFyveVJSUti1axfbtm1j//79mM1m3n77bdavX3/OUstmsxmHw8GoUaPYvn07drudsLAwKisrWbx4MUVFRb22N3nyZMrKylixYgW/+tWvuOeee0hMTMRkMlFeXs7SpUv58pe/zJgxYy5YmWcRERG5tMrLyxk/fjx///vf+eQnPznYzREREfnIU4BVRERE5FJraIC9e+GnP4Vf/hKGDoWwsMFulciHVldXx5o1a1i2bFmfadnZ2TzxxBMsWLAg8Nk999yDyWTi6aefZtu2bcTFxbFgwQJuvvlmcnNz+91GYWEhe/fupaGhgZtuuqnfsrUhISHk5eUxZMgQ/v73vzNv3jygu/zw2rVrWbp0KdBd9tY/JuuvfvUrrrrqKjIyMvrdrslkwjCMC5L1MWHCBHJzc7HZbBw/fpybb765V3lggAcffJBXX32Vl156ieuuu47o6GhuvvlmZsyYgdVqPWeg02az8Zvf/Ib/+q//4rXXXuNPf/oT6enp/OAHP8BkMlFWVhaYNzo6mrvuuouxY8fyxBNP8NWvfpWWlhasVitJSUnMmTMHm82m4KqIiMhlbvbs2axZswYAl8vF4cOH+c53vhMYh9Xr9fL5z3+euXPnEh8fP4gtFRER+ei7IgKsPp+PPXv28M4771BYWEhlZSX19fU88sgjTJo0iZSUlMC8hmFQWFjI8uXLWbZsGW1tbSQmJjJ69Gg++9nPkpqaGngT3efz0dLSwv/93/+xY8eOwJvuM2fO5Pbbb2fYsGG93pavr6/nyJEj/OUvf+Hw4cPY7XYyMzOZO3cun/zkJ3u94W4YBhs2bGDFihXs3r2b+vp6UlJSWLhwIRMmTCA7O7vXvFVVVbzxxhssWbKElpYWwsPDyc/P5+tf/zpJSUkEBQVdgiMtIiIiF4TbDfX1sG0btLSAxzPYLRL50O644w6uu+46Wltb+51ut9tJTU3t9VlUVBQzZszg/vvvp62tjaCgIKKiooiIiAgE82JiYvjsZz/LddddR25uLoZh8JOf/IT29nYyMzP7zSI1mUzceOONTJs2DbPZjNPp5M4772TevHm9xh/1l+y12+3Ex8cHSvH6/d///R9BQUGBbM/+AozBwcF86lOfYu7cuWRnZ/fJpu2P2Wzmvvvu46abbsLj8ZCbm9tnufj4eO6++26uvfZaOjo6sFqtREREYLVa+dznPofT6SQhIQGA5ORkFi9eTFxcHJH/rB1tMpkYMmQIP/7xj2ltbaWrqwuPx0N2djYTJkzA5XKRnp4eGH82LCyM4cOH8/Of/5y2tja8Xi8mk4mgoCDCw8P7ZNiKiIjI5c1mszFy5EheeuklYmNj8fl8QHf5/xdffJGHHnpokFsoIiLy0XZFBFgNw6ChoYGmpibMZjNhYWGsXLmSuro6urq6es1bWFjImjVrePfdd0lMTMRms9HU1MTevXt5/vnneeihh3A4HJjNZlwuF2+++SabNm3CZDKRk5ODYRhs3bqV0NBQOjo6mDp1KtD9VtiuXbtYtmwZlZWV5OXl4fF4aGtr4/XXXyc/P5+8vDxCQkLweDxUV1fz0ksvcerUKcLCwkhOTqa2tpalS5fS3NxMZGQk0dHRmEwmSkpK2LZtG0uWLCEmJoakpCQ6Ojo4cuQIzz33HF/4wheIi4v7wCXKRERE5BIzjO6gamsreL3dv4t8xMXFxZGcnHxez6RWq5WYmJizluUNCgoiKSmJpKSkwGdZWVnnXHdsbCyxsbGB3+Pj4887U2PYsGHnnMdisZCQkBAIdg6EyWTqs0+ns9lsA16v3W5n1KhRfbbhdDrJysrCMAy8Xi+tra2EhoYSGxvbJ1hssVgICQlh6NChA94PERERufxFRUURExNDbW1t4LNjx44NYotERESuDFdMRC4oKIjs7GzmzJnTq+yYn2EYGIbBxo0bee+99zh58iT33HMPDz30EPPmzcNsNvPnP/+Z2tpaPB4PXq+X5uZm/vKXv9DY2MiUKVP42te+xpe+9CW8Xi+rVq3i3XffxePxBAK8Gzdu5M0332TYsGF8/etf57777mP06NFs27aNd955h8bGRqA7GLt7926WLFlCSEgICxcu5Nvf/jZXXXUVu3btYtWqVRw/fjzQ7r1797J8+XKOHDnCJz/5Sb72ta+xcOFCoqOj+Z//+R9KS0vp7Oy8lIdbRERE5LJ0eqxasWsRERER+TgrKyvrFVwF+h3nXkRERM7PFZHBarFYmDlzJjNnzgSgpKSk3/kMw2DFihU0NDTwwAMPcPXVV2MymcjOziYnJ4e33nqL1atXc8011xAaGsrRo0fZsGEDL730EjNmzCA5ORnDMPjBD37Aj3/8YzZt2kRtbS2JiYmsW7eOAwcOEB0dzc9+9jOCgoIwmUzExcVRV1fHc889x/XXX09ycjItLS0888wzjBw5kjvuuIPrr78egNzcXAoLCykpKeH1119n4sSJAGzdupVdu3bx5S9/mfnz5xMUFERBQQGjRo3ipZdeYsOGDYSEhFBQUHDGY2QMsHdxoPNdCJdyWzJwOi+XF52Py4PJ1Ps86LyIXL5Or+CqISMvXxrPU0REROTC6uzspLi4GAC3201hYSGPPfZYn/lGjx59iVsmIiJy5bkiAqwDdfLkSaqrq4mKimLKlCmBzx0OB3FxcYwZM4a9e/cyefJkXC4Xe/fuJTw8nIKCgl6luaZOnUp8fDxVVVXs2bOHxMREDh48CMCYMWN6jYcaExPDjBkz+MMf/sCpU6fo7Oykq6uLHTt28KlPfapPWbAxY8bQ3NzM3r17AaioqKCyshKv18uMGTMCJdf841ONGzeOY8eOMXr06LMGWN1udyAz16+joyOQ+ep2u3G73RftDTav14vnn+PLud1uzGazShpfBrxeb+A74Xa7AXV2Dja3241hGPh8vsDfjPyLxQLWS3znMpkMrNbuc+H1egPnaKBOv/aKiHwQhnFlBYuDg4MpLS0lJCRkQGOWioiIiMi5bdmy5ZxDKSQlJbFw4cJL1CIREZEr18cmwGoYBvX19XR1dWG324mOjg5MM5lM2Gw2YmJiqK+vx+VyYTKZqK+vJyIiApvN1ivw6HA4CA4ODsxjGAaNjY0YhkFUVFSvAJXNZiM2NjZQcrijowOv10tdXR1RUVE4HI5e7YyMjMRqtVJfXw9AY2MjHR0dWCyWXmMlmUwmLBYLMTExNDc3097eftb9X7duHVu2bOHQoUOBzzweDydPnsTn83HgwAFCQ0MvWoDV5/PhcrkwDINDhw5hsVgUyLsM+Hy+wHfywIEDmM1mnZdB5C9l3t7ejsfjYf/+/XoR4TTDhkF6+qXeqoHJZOBwuKiqqqK1tfW8zktnZyelpaUXsX3ykeR0QmYmfO5zkJgICjB9bPUXOO3vsyvt9mwymc5rzFIRERER+fCSkpJYvHgx4eHhg90UERGRj7yPTYAVuju5fT4fFoulT2DTZDLhdDoDwSav10tXVxcOh6NXR7rJZMJkMhEUFITZbKajoyOwbsMw+ryBbzabA9vq6uoKBBk7Ojqw2WxYT0vFstlsmM3mQGZpZ2cnHo8Hs9mM0+nst81dXV3nzHTr6Oigvr6eqqqqwGc+n4+mpiYMw6CrqyuwTxeLP0PS5XIpaHSZMAwj8N3xv1ggg8sfZPVfg3ROerPZwOe79Ns1mbqDrB6P57zPy0Cu0fIx5HB0vy3wiU9AfHz3l1uuSOdKeO/vcqJLv4iIiIhcCA6Hg9jYWIYPH84NN9zAvffeS1hY2GA3S0RE5IrwsQqw9uwQ76+8o2EYgQw+/8/p853+e8+M0rOt1z/PQOc/fb6BtPlsrr32WubOndunRPDSpUv5+te/zrhx44iIiLioJYIbGhrYtm0bo0ePxm63K8h6GfB4PFRXV3PgwAHGjh0bGDtYBoc/4L1161YiIiLIy8vrVXJc4OWX4VIng/pLBN9yywYKClLJzMzs83LM2bS3twfGwBEJsNshIQGuvrq79rWuvVcsw/jXD2j8ZrlyaXxyERGRS2/NmjWD3QQREZGPrY9NgNVkMhEXF4fNZqOzs5NTp071Kkvm8Xiora1lxIgR2Gw2HA4HMTEx1NXV9ck88nq9tLS04Ha7iYuLw2QyER0dzalTpwKlff1cLhe1tbWB8sFhYWF0dnYSHx9PQ0NDIFPVr7GxEa/XS2xsLNA9hmtwcDBut5va2tpebfb5fNTU1JCfn09wcPBZ9z8oKKhPoMZqtQayYoOCgrBarRctwGo2mwMBCX9bFMgbfP5S0/Cv74DOy+AzmUyYzebAOZF/8XphMJNBLRYLVqv1vM6LzqP0q6MDqqpgzRq47jqIiVGZ4CtUW1sQLpf5nxVSOjCbHedeSOQjyF8JqL9/d4iIiIiIiIhcaT5WPb5JSUnExsbS3t7Onj17KCgoALqDoPX19Rw6dIiFCxcSFhZGSEgIeXl5tLS0UFRURGxsbCDouWfPHurr6wkLCyM/Px+AoUOHcvToUQ4dOoTH4wmMMdrY2MiuXbtIS0sjKioKu92OzWZjxIgRHDx4kGnTpvVqY2FhIc3NzeTl5QGQkJBAfHw8ZrOZHTt2UFBQgMViwe1209zczMGDB7nmmmuIi4s7674PJGjWM8P2UlAg7/Jzqb8D0lvP7HU/nY/LgYFh/Os86O9ELojWVjh0CJ54AgoKICREAdYrlNtt5uRJJyEhbVitDYSFWTCbbcCHr+ThdsPlUBDE5/Phdrsxm8393svk8uD1enG73bhcrgv6UqXP58PlctHQ0IDFYsHpdKpSjYiIiIiIiFzxrogAq2EYuN1u2tra8Hg8gSzS1tZWGhoaOHXqFDabjZCQEAoKCti/fz/vvfceU6ZMITQ0lBMnTrB582YMw2DkyJGEh4fjcDjIyMggJSWF9evXExQUxMiRI/F6vSxZsgTDMMjKygpklBYUFLBjxw4OHTrEqlWrGDt2LJ2dnezbt49NmzYxefJkIiMjA+O/zpw5kzfffJPdu3eTlJREfHw8x48f58CBAwQFBTFx4kQA7HY7WVlZJCcns2rVKqZNm0ZkZCR1dXVs27YNn89Hfn4+8fHxg3b8RURE5Dx5vd1B1mPHurNZe5TwlyuJCcOA8vJggoIMbLZWUlObsViCANOHrgzd1HR5DN9rGAbt7e3YbDZVw7iM+Xw+2tvb8Xg8FzQA6v+3mMlkIjg4mODgYH0HRERERERE5Ip3RQRYAVpaWjh48CAtLS3U1NQAcOLECSIiImhoaCA+Pp4RI0YwdepU6uvrWb9+PWvWrCEhIYEtW7awbds2cnNzGT16NOHh4VgsFpKTk5k1axYbNmzA6/UGOiTefvtthgwZwoQJEwgPDwdg+PDh5Ofns2XLFp599lncbjdNTU3s3LmTgwcP8vjjjxMdHQ1AcHAw1157LS+88ALvv/8+ZrOZ4cOHs2rVKsrLy5k8eTIzZswAujOlRo4cSXl5Oc8//zxr164lMTGR4uJiVq5cSW5uLqNGjVKAVUREROQyVVkZjNttBnyYTC1YrZ0XZNhdqxX+OdrDoDEMA8MwaG5uxul0YrPZFFy7DBmGgdfrpbm5OfBvnQt9nsLDwwkPD8eubHwRERERERH5GLgiAqw+n4/9+/fz4IMPsm/fvsDnv//974HuMrs33XQTTz31FDfddBNJSUmEhITw8MMP09zcTHp6OtOnT+f73/8+ERERgTe6Q0ND+e///m9++tOfsmrVKv74xz9iNpu5+eab+eIXv8iECRMC2woJCeHOO+8kJyeHn/zkJ9x99904HA7y8vJ48MEHufvuuwOluOx2O+PGjeOJJ57gpZde4te//jU1NTUMGTKEL3/5y8yZM4fs7OzAuqdPn05aWhqGYfD444/T2NhIdHQ048eP5+mnnyYjI0Pj+4mIiIhctkzU1Tmpq3OwfXscISFuLkSF1u9/H9LSPvx6Pgx/9mJxcTFDhw4lISFBz6WXIf/LokVFRQwZMoTg4OALWiY4KCgIs9ms4LqIiIiIiIh8bFwRvR9ms5nJkyezYsUK3G53v9OdTidBQUEAjBo1iqFDh/Ktb30LwzCwWCzY7XbCwsJ6dQqYTCYiIiJ49NFH+d73vofH4wHA6XQSGhqK7bSabDExMcyaNYvXXnstUCbLarUSHBzcbxmuq6++mqlTp9LV1YXX68VqtRIaGorD4egzb0pKCt/73vf46le/is/nw2w2Y7PZiIiIUCeWiIiIyEeE222mqcl+QTJYTabBH7rXMAzMZnPgWdZut+vZ9DLk9XrxeDx4PB5sNhsOh0PjpIqIiIiIiIh8CFdE74fJZMLhcJCYmDig+W02GzabjcjIyHOu12KxEBUVNaD1WiyWwBir52IymXA6nTgHUNfNH6iNiIggIiJiQG0RERGRy5jFAqGhMHRod43XC5hJJpez7qiqYXT/fOi1mbgggdoP347eLygqi/Hy0/O8nP5fERERERERETl/em1ZRERE5FKz2yEpCa6/HqKj4Z9VNkREREREREREROTyd0VksIqIiFwohnF5ZITJFS48HMaO7f4RERERERERERGRjxRlsIqIiPSg4KpcMj4fuFzd/xUREREREREREZGPDAVYRURERC61+npYtw5uuAH27oXW1sFukYiIiIiIiIiIiAyQAqwiIiIil5rLBTU18N570NgIbvdgt0hEREREREREREQGSAFWEREREREREREREREREZEBUoBVRERERERERERERERERGSAFGAVERERERERERERERERERkgBVhFRERERERERERERERERAZIAVYRERGRS81qhchIGDMGQkO7fxcREREREREREZGPBPXmiYiIiFxq0dEwcyYsXgyxsRAUNNgtEhERERERERERkQFSgFVERETkUjObwemE5GQwmQa7NSIiIiIiIiIiInIeVCJYRERE5FJra4NDh+DnP4fSUujsHOwWiYiIiIiIiIiIyAApwCoiIiJyqXV2Qnk5/OMfUFsLbvdgt0hEREREREREREQGSCWCRUTkY8MwVI1VLhNuN9TXw9at0NICHs9gt0hERGTQGIYx2E0QEREREZErmOkidAorwCoiIh8bCq6KiIiIXJ58Ph/Nzc0A2Gy2i9IBIiIiIiIiVzbDMPB6vbhcLkJCQrDb7Rft3xYKsIqIiIiIiIjIoPH5fHg8HsrLy3G73TidTuDivGUuIiIiIiJXLsMw8Hg8dHZ2kpqaSkxMDFbrxQmFKsAqIiIiIiIiIoOmtbWV2tpavvjFL3L8+HEFVkVERERE5EMxDINHHnmEO++8k5iYGIKCgi74NhRgFREREbnUzGZwOCAxEWy27t9FREQ+pkwmEyaTiVOnTtHV1cXkyZOxWCxYLJbBbpqIiIiIiHxE+MsDV1ZWsnv3bjo7OwP/1rgYFGAVERERudRCQiA3F77+dUhNBbt9sFskIiIyaIKCgnA4HJhMJoYOHcpTTz1FaGgodt0fRURERERkgHw+H21tbSxZsoQvfelLvf6dcTEowCoiIiJyqfkDrA89pAxWERER/jXeqtlsxul04nQ6FWAVEREREZEB8/l8+Hw+bDZb4LOLOfyIAqwiIiIil5rbDS0tcOJEd6A1OBiseiwTERExm80EBQURFBTUq2NERERERETkbHw+H263G+s/+9guZnAVFGAVERGRHoqLiykrK6OpqYn09HQKCgqwWq0YhoHb7ebgwYNUV1fjcrkwm83ExMQwYsQInE5nr3HSOjs7qa6uprS0lPr6eiwWCzExMSQkJJCZmdlr/AOv10t9fT2HDx+mubkZj8eDw+EgJyeHxMREnE5nrzbW19dTVVVFaWkpXV1dOJ1O4uLiyMzMJDIy8qI/PF0QnZ1w8iS8/jrcdx8kJSnAKiIiIiIiIiIi8hGhnjwREREJDAK/dOlSXnnlFQ4ePMi//du/8dOf/hSr1Yrb7ebUqVP88Y9/ZOPGjdTX12Oz2Rg7diz//u//zpAhQwgLC8MwDACqqqpYsWIFixYtYt++fTgcDsaMGcPcuXP5whe+QEhISGC7XV1dbNmyhd/97nccP36c9vZ2YmJiuP/++7n55pvJyMgIBG/dbjf79u1j2bJlvPHGG9TX15OYmMiUKVO45557mDFjBnDx31D70NraoLAQnngC5s+HqKjuLFYRERERERERERG57GnALxEREcHr9bJr1y4WLVpEZWUl2dnZvaYfOnSIH/3oR7zzzjt84xvfYNGiRfzhD3+gqqqKr371q2zYsCEwr8/n49FHH+X//u//iImJYdmyZfz5z3/G6XTyt7/9jV/84hd4PB4AWltb2bdvH3fffTfp6en8x3/8B6+99hpf+MIXeOSRR3jxxRc5ePBgYN2rVq3iySef5LXXXuP73/8+K1eu5NOf/jTl5eV85jOfoaamJrBuERERERERERERkYtBGawiIiIfcx6Ph1OnTvHDH/6QW2+9laKiIg4fPhyY3tnZSVFREStWrOChhx5i7ty5xMfH09nZyY9+9CO+8IUvsHfvXvLz80lPT2fLli0UFhaSn5/PN7/5TfLz88nJyaGtrY0VK1bwyiuv8J3vfAeLxUJRURHLli0jMTGRBx54gJycHIKCgsjKymL16tXs3buXmJgYRo4cCcBbb72Fx+Ph1ltv5ZZbbiEkJISEhATi4uJ4/PHHWbx4MQsXLiQmJmawDqeIiIiIiIiIiIhc4RRgFRER+ZirrKxk3bp1WCwWJkyYgGEYHDt2LDC9vr6eiooK6uvrmT59OgkJCYSEhOBwOBg3bhx2u53q6mrKy8tJTU2lsLAQk8lEcnIyeXl5BP+z9O2wYcMoLi7mxRdfpLa2FpvNxqlTpzhy5Ah5eXmkpaURFRUFgNPpZOzYsWzYsIGSkhIMw8Dn81FYWEhcXByjRo0iNjYWAIfDQWZmJmlpaezdu5cbbrih3/30l0H2er2Bz3w+Hy6XC8MwAtvoOf2i8Xox+XyY/tkGfD64FNv9iPCfK+g+Pmc6Lz4fmM3dPx9Hl8PXxv930/P/L8nfkJyXnufF/zc1GLxeb6CUvIiIiIiIiMhHmQKsIiIiH2Pt7e0cPnyYJUuWMH36dPLz83sFVwHq6uqora3F9P/Zu+/wuMoz///vM71KGvUuWcWy5d6NARswHUIgsJCwKQtsyCa7bPabZHeTTTab3V+STSCFJJtCgAQSNm1J6AbTbINtinuRm2xLtnov0+v5/fEwI8kN2diSbN2v65prpDNnzjwzI3vmnM+570fTmDp1KjabDQCTyUROTg5ZWVkMDg7S3t6Orus0NDTgdrvJyclJzbUKkJ+fT0lJCaFQiNbWVrKzs/F6vbS2trJgwQIsFktqXU3TqKmpYfXq1XR1dZFIJAiHw7S3t1NcXEx5efmIdd1uN5WVlTQ0NBCJRE74XMPhMN3d3XR0dKQO8CcSCQKBALFYjFAoxODg4Ji0GNZ8PozhMA6TCX8wSMLrRX9vnlmhgrpoNAqov9HBwcHUPLzDJRKQng5W61iPcGIIh2FwcHzHoOs6sVgMXdcJBoMnfa/E+EokEgSDQUC1Zo/H4xjG4cwEn8+X+rcthBBCCCGEEEKczyRgFUIIcUHSddC00S+fbJIB4+bNm1m7di1Hjx7lkUceSYWnww0ODuLz+TCbzbjd7uPCk8zMTCKRCAMDA+i6Tnd3N06nc0S4CuByuUhPTwdUaBuNRgmFQvT395OVlXXcwf6srCzi8Th+v59QKMTAwADRaBS73Z7aTpLVaiUjI4M9e/acNCA9evQojz32GN/97ndPWL118OBB1q9ff8LX4GyzDAyQ0dBAbUEB2/fuxef1Enuv0leMtHfv3lPefu21YzSQCejIEXWZKA4cOMCBAwfGexjifWzZsmXcHjsYDNLZ2ZnqbCCEEEIIIYQQQpyvJGAVQghxQTpZiCrh6pC2tjYeffRRYrEYDzzwADabDe0CfoHKy8v54he/yD333JMKmHVdx+fzcc0111BTU8Pll18+Jgf+NV1Hi8cx/d3fsdDhQDcY5I9zmGQF64YNG5gxYwZZWVknrWD9p3+CUGjsxzgRfOUrMGXK+I4hWcG6ceNGqqurycvLkwrWCShZrf/OO++wZMkSHA7HuFWw/vnPf2ZwvEuvhRBCCCGEEEKID0gCViGEEGKSamhooKmpiYaGBvx+PxkZGQDU19fT2NjI0aNH6erq4uKLL8ZmsxGLxQgEAjidzhEBitfrpbCwEKfTiaZppKenc+jQoVQ7yqRgMIjf7wcgPT0dk8mExWLB5XIxODh4XFXp4OAgBoMBm82WWs9kMhGJRFLbSYpGo/h8PtLT008a7pjNZjIyMnC73alliUQCn8+H0WjEbDZjt9vHtrIqLU2+jJ2AruupVs8WiwWHw3HC9zUeh0BAXSYjsxnGuxAwGYZrmobFYsFut2MyyV/1RDN83lWbzTZuAWs8HpcAXgghhBBCCCHEBUGOfgghhBCTlKZpVFVVEYvF6Ovro6+vD1Dte4PBIJqmceTIEVasWEFGRgaJRIL29nZKS0sxGo2piqi+vj4cDgeZmZlomkZ+fj5+v5+BgQEikUhqbtW+vj66u7sxm81kZ2djNptxOBxkZWXR3NxMPB5PjU3XdVpaWrBarakw1m63k5aWRjgcpqOjY8S6gUCA9vZ2CgoKThruaJqG0WgccXA/kUhgNptTtxsMhrEJHcJh6OuDXbtgwQJwu1VaJgD1viTfB4PBkHpvjqXrQ5fJSNNgHDKyEXRdT703Y/pvSJyW4e/Tqf5NjcUYLuROCeICMNoPFPk7FkIIIYQQYtKTgFUIIYSYpGbPns1XvvIVAseU/z311FO89NJLVFRU8PnPf56ioiLWrVuH2Wzm3XffxePxYDabiUQiHDp0iO7ubrKzsykrK8NgMDBjxgx+9atf0dLSQnd3N3l5eei6zuHDhzlw4ADp6emUlpZis9nIzMykqqqKl156CZ/Plwppo9EoW7ZswePxUFJSgqZpmM1mqqqqCIVC1NXVceONN2IwGIjFYnR1dVFXV8dnP/tZ7Hb7OL2ip6G3FzZuhLvuguefh1mzwOMZ71EJIYQQk5uuq/7zDQ2qPYLXCzYb2O1QWgpOp4SrQgghhBBCCEACViGEEGLScjqdOJ3O45a/8847uFwuMjMzqampwel0MnXqVG6++Wa+/vWvE4vFmDp1KoODg3zrW9+isrKSRYsWMXXqVAAuu+wyZs2aRV1dHf/8z//Mv/zLv9Dd3c2jjz7Knj17uOuuu3A4HGiaRk1NDbfeeiu/+MUv+N73vseVV15JcXExmzZt4qmnnuJf//VfufLKK1Nju/POO3nsscf47W9/S1lZGfPmzWP16tWsWbOGeDzOnXfeied8CSpjMfD5VJ/byVqCKYQQ4gNJzoMci8UIhULE4/FUS2iDwYDb7cZkMqW6NZzJdgOBQGq7ySr1ZDtwi8VyYVQlx+MQjQ71nT94EAYGVLcJpxNcLjCZ1MlQbrf6WTpPCCGEEEIIMalJwCqEEEJMQqM5GKppWupSVVXFfffdRygU4te//jXhcBiDwUBmZiaf/exnWbBgAZqmoes6JpOJ++67j7Vr1/L6669z7733YjAYyM3N5aabbuKuu+7CaDSiaRpOp5Np06bxwAMPsGrVKr7//e8Ti8WwWq3cd9993HDDDVRVVaXGtGzZMkKhENnZ2Tz00ENEIhFsNhsVFRV8+9vfJicnR+Z/FEIIMWkkEgn27NlDQ0MDzz77LG1tbbS3t9Pf309WVhZf+9rXqK6uZsaMGae1XV3X2b9/P4cPH+aRRx6hs7OTjo4OPB4P2dnZfPSjH6WmpoZly5ado2c2xrq7YcsWeOEFePttaGuDSERVsyb7seflQXExfOYzUFWluk8IIYQQQgghJi05AimEEEKIEWbMmMEtt9xCbm5uquLF6XRSU1PDRz7yEfbu3YvP58NkMlFRUcGiRYvIyMgAhoLb2tpaNE3D7XbT2NiIxWKhvLyc6dOnU1pamlrPaDSSlpbG1VdfDUB7ezvhcJi0tDQuv/xyKioqRlTZejweFixYgN1uJz8/H5/Ph8fjoaqqiosuugiz2XxhVNIIIYQQo6DrOqFQiGAwSDQaxWazkZOTQ2NjI9FolEAgQDQaPa1tRiIRwuEwW7dupb6+nmg0SlpaGunp6akTqbZs2UIoFKKqqgq3243D4ThHz/Aci8dVuFpfD2++qeZGb2xU1avD5oYHVOAaCqn1/H7IylIVrefD1ARnQ7LbRjCoqnwjEbXMYlFtlF0udbt8DxNCCCGEEJOEBKxCCCGEGGHJkiUsWbJkxLJkO8Bbb711VNtIS0s74XZOxGQyUVVVNaJS9VTKy8spLy/n+uuvH9X6QgghxIUsEolgMBgoLy8nPz+f3NxcmpubGRwcPKPt+f1+uru7eeSRRzh8+DC33HILs2bN4pJLLmHXrl0cPHiQH/zgB9TW1lJRUUFtbS2lpaVn+VmNkWhUVa6++Sbcf7+qWD2ZwUE1J+uDD8KVV4LDAYsXq6rWySKRgI4OFUL39qrfs7KgoACmTlXhqgSsQgghhBBikph0Aas+yjnOktUv77f+8CqZ0Wx7tOsfW31zOuMQQgghhBBCCHHhMxgMVFZWkp+fT1lZGU6nE4vFgtPpPOOA9ejRo2zbtg2A4uJibrrpJgoLC8nPz8dsNlNYWMjatWsxmUysWbOG9PT08y9g1XV1CQRUW+Bdu04drg6/H8Dhw/DkkypYLCy8sIPFeFxV+La0wNq10NmpLqGQej1sNlXJW1gIS5fClCkqbLVYxnvkQgghhBBCnFOTMmDduXMnzz33HKtWraK3txe73U5JSQlXXXUVn/nMZ7C8tyOQDDUfe+wx1qxZw44dO/D7/cybN49PfOITLFmyhLy8vNS2w+EwTU1N/OhHP+KNN94gGo2Sm5vLxRdfzJe//GWcTidGozG17YMHD/Lkk0+yZs0aDh06RGZmJtdddx0rV65kxYoVI8bd19fH+vXr+fGPf0xbWxsmk4mysjI+//nPs3Tp0hHtE4UQQggxwXk8sHy5Oqg7eza43eM9IiGEEOchg8FAYWEhANXV1QCpVsFnqqOjg127dmEwGMjPz+eiiy7C9V7718zMTLKzs6mpqaG9vZ2tW7dy8cUXj2q773fS8GhPhj5rEgkVsL79tqrIPB3t7bBuHdx8M9TWgtE4FLCe7PpUt43mvif6/VyLx1WV76FDsHMn/OY30NenKnmHczggIwNiMdU6uLRUvSYGw4UbPAshhBBCiElv0gWsmzZt4vXXX2fdunVcdtllpKWlEQwG6ezs5Mknn6S6uppFixaRnZ1NNBrl9ddf55lnnsFms3HNNdfgcDjYunUrTz31FO3t7dx1112YTCY0TWP79u28+OKL1NXVcf3112Mymejp6eHtt9/miSee4CMf+Qj5+fkkEgnC4TA///nPaWlpSYWwfX19bN68mUAggM1mY/HixWiaRnd3N9u2beOnP/0pJSUlLF68mGg0SmtrKz/84Q/5z//8T6ZOnYpbDs4KIYQQ5wezGTIzYeFCFa6+dwKWEEIIMd66urqoq6ujpKSE8vLy1EnCSRaLhfnz57N161Y2bNhAb2/vqLabSCSIx+PEYjESx1SLhkIhAoHAccvPqcZGVZnZ1qbmXD0dwSCEw/DlL8N3vgNpaapi025XFZ0WCzid6trhAKtVXZxO9R0geZvNpm4fvv6x2zCb1X3HI6g8eFBdvv1taGhQ89UeOzctqGrWri547DF48UW1ztSpMGfOmA9ZCCGEEEKIsTLpAtZdu3axY8cOvF4vN910E8XFxalg86WXXuLtt9+mqqqKrKwswuEwL7zwAh0dHaxcuZIPfehDZGVlkUgkePXVV4lEItxwww0UFhYSDAbZuXMnr776KsXFxdx2223YbDb27t1LY2Mjf/7zn7n44ovJzs5G13WamppYvXo1M2fOZMWKFaxcuZIjR47w/e9/n7q6OvLy8li8eDEATU1NbNmyhZ07d/LXf/3XzJkzh2AwyDvvvMN//dd/sWPHDjwejwSsQgghxPlC11WFR1+fOngqAasQQogJIhQKMTAwQGlpKWlpacdNR6NpGunp6dhsNrxeL+FwmEQigaZpp5y6xu/309XVRUdHB36/f8Rt4XAYr9dLMBg8J8/pJANSwWokcuLQ8FQSCXU5cgSam8HlGgpHrdahYNVsHgpYj12WDFiTYerJliUD1mRFaLJaNvn7iZYNv234Oidbf/hluOZm2LFDhattbe//enR2qvB51y417tmz1e1SxSqEEEIIIS5Aky5gPXLkCPF4nIsuuoglS5agaRrFxcVYrVbmzZvH4cOH8fl8gNqxfPLJJ7nrrru48cYbWbJkCbqu86UvfYl9+/bR2NjIxo0bue2222htbWXPnj20tbXx4x//mNmzZ2M2m8nLy8NisXDbbbdx5MgRysrK0DSNV155hUAgwNVXX80nP/lJzGYzFRUVHDp0iFdffZXnnnuOL33pS+i6zvbt29m0aRNLly7l9ttvT7V7mjp1Kn/84x9Zt24dBQUFVFRUnPR5j6bdkq7rY9qWacxbQIn3Je/J+Dv2PZD3ZGLQNPU+JP+fPN33Rd5HcRyfT1XNPPoo/NM/QUmJClqFEEKIcRYMBunr68Nut58wYDUYDGRkZGCz2fD7/YRCIcLhMFar9ZQBa319PS+88AJ//vOf2bt37wnXiUajFBUVndXnc1JerzrR6YNUzSaDxb6+oWWjaev7fusc21bYYBgKXl0uFbi6XEMVsE7n0LLkdbIS9mTLLBbVRSO5jWSYmzzpK5FQbZAfe0xVro5WIKDu09oKH/qQtAkWQgghhBAXrEkXsE6bNo3GxkbWr1/PoUOHKCsro6enh507d/Luu+/yjW98g5ycHPx+P0ePHqWjo4P58+dTVlaW2obb7aampoZgMMjWrVu59dZbqauro6uri+zsbObNm5fasczKyuLSSy/FaDSyb98+pkyZQl5eHu+++y6zZ8+mqKgIk2nobZg3bx67d+9m/fr19Pf3k5aWxpEjR2hpaeGjH/3oiPZMFouFlStXsmbNGtpOdTYpakc1Go0SH3ZmbjAYTJ0hHI1GicVi5ywESLaCSj6WwWDAcOzZsWLMxWKx1N9ENBoFOOVBEXFu6bqe+neYSCRS74kYYjSCaYw/uTRNx2RS/38lEonU/2Wjdez/vUIAqrqjoUEFrB/9KOTlScAqhBBiwkjuF55q3+B09xvy8vJYunQpDoeDzs7OEbfFYjFCoRB//OMfT3+wZ8pmU5+9H2T/Z/FiKC6G9HT1ezSqLsm5SIdfJ3+Ox1V74eT8pscui0TU8nh8KPzVtKF1QiH1pdhqVV+MzWYVliaXGY3qd7P5+NtOtH5ymdmsfk62IzYYYONG6O8/vQrfREJVBnd1wdGjkJ2tWigLIYQQQghxgZl0AesVV1yRqgD95Cc/idPpJBKJYDKZuOWWW7jmmmvIzs7G7/fT29uLrutkZGRgt9uBoZ1It9uN1WpNzTfT399PIpEgLS1tRHCoaRoWi4W0tDR8Ph9+v594PE5PTw+ZmZnYbLYRO6bp6ek4nU7i8Ti9vb24XC78fj+BQIDMzMwRz8VgMJCVlTWqVkovvvgir7/+Otu3b08tSyQSdHd3E4/H2bJlC06n87j5dc6W4cHRtm3bMBgMEuRNALquE4lEUn8D79fWS5x7iUQiVQng8/nk/TjG3LkwffrYP66mJbDbwzQ1NdHd3X1a70soFOLw4cPncHTivKXr6oClrquLEEIIMUGM5rvO6Z6cW1BQQE5ODsuWLTvhHKx9fX289tprp7XND8RuV5WcH+TE34sugosvhrIy9VkeCKhLKKQqZMNh1Yo4GFQXn08t8/nUOoGAuj0cVutHIuq2QEAti8WGviMkEur2cPjk4znVezKa90vTVCVrMnRNjvN06Lp6Lt3dcPiwCnIdjuOrco993JONRwghhBBCiAlq0gWsiUSCcDiMz+fD6XTi8XgIBoNEo1F6e3sZGBggMzNzRPWY2Ww+Lng0mUwYDAYikQigKpR0XcdsNo9YLxlYmUymEdWCkUgEs9l8XBWnyWTCaDSi6zrhcBhd11PVnxaL5bgdXYvFMqrqqLS0NAoLCxkcHEwti8fjGI1Gjh49isPhwOl0nrOq0uTzAXA4HOcsyBWnJ3lQxO/343A4pKp4AkgGrGazGYfDIQHrMZLHpcaawZAgK2sQi8Vy2u+LwWDAYrGcw9EJIYQQQpw9drs9tZ88MDBwwiksBgYGCIVCOBwObDbbCfdVj2UwGDCbzZhMpuO2aTAYCIfDY7s/UlqqgsS8PBVcDttXfl92u2qvO38+XHqpChBhqOo0kRgKR5PL4vGhE6uOXZb8OXlb8pKsfg0E1M+RiPo5Gh26DoXUZfhtw5cFg0PrJwPa4ctiMfUzqMcPBocqWD9IF5a9e+FrX4PCQlXFmpmpXrfMTBVsu93g8ajXLjNTVROnp6vK4rFuWSOEEEIIIcQZmHTfWrdt28Zbb71Fa2sr//Zv/8aUKVPo7e1l69at/PjHP+aVV17hlltuwe12p3buEonEcTuAyWXJdZIVmceeiZucqy+RSIyoDjQYDKfcLoDRaEzdJ7n+seLx+KiqQS+++GKWLFlyXIvgVatWsWXLFqZPn056evo5Cz7j8Th9fX10d3czbdq0952fR4yNeDxOe3s7g4ODTJ8+HbPZLO/LOItGo7z77rukp6czbdq0ES3EhZrOqalpbB9T08BkipKf30teXh7l5eWn9b4Eg0H2799/DkcohBBCCHH2WK1W0tLSCIVCeL3eE+6zDgwMEA6HcbvdWCyWUe1HnqpbjtFoHPuTcJ1OFfAVFw9VnI62KtfpVPOn5+dDTs7Zn2c02d0iGbAmq1yTFbHRqDrrMBIZqoSNRNRtyVA1GBxaFo0ObePY9aNRtTz5mMlwOBxWofP7dMs6qcFB2LkTmptVcJqdrV63ZMvgtDTIylLLcnJU6JoMXC0WFbIaDOraaBz62WBQvx+7LBnOj8f+bPLvRtfV65sM2ZPjstmGxiX720IIIYQQF4xJd+T+d7/7HQMDA/zd3/0dN910U2p5dXU1Pp+PX/3qV8ybN4+FCxeSnZ2Npmn09fURCARIGzZvyODgIOFwmOzsbAA8Hg+aptHf3z/i8ZKtcfv7+3G73bhcLoxGIzk5OfT39xM6pt3OwMAAPp8vtY7BYMDlcuF0Ounu7h6xc5ts8Zueno4jecbsSZjN5uOqa41GY6pdcvL2c3XGsMFgSAUSJpMJk8kkQd4EoGla6kDGif5GxPhInlSR/LcihiSP94y15H+9RqPxhF0NTiXZmUAIIYQQ4nyQm5vLjBkz2LZtGz6f77huSdFolO3bt9PR0cHMmTPJysoap5F+QJqmqig/8xl480148MHR33fWLLjnHqip+WAtht9vfFarujgcI0O8Y69Hu+xEtyWrZ5Oha7K97+7d8Je/wPr1Zzb+REKFs62t0NY2FEKf6JJ8DZNhpNWqwmu3WwWyHo8KZPPyVBCbl6dC2/R0Fc4mq1/HsyNT8vnu2qVew8FBNSa3G2bPHhmyCiGEEEKIC8KkO3IfDoeJxWKpIDEZ8iWDpmSA6XQ6KS4uJjs7m507d1JaWkp+fj66ruP3+zl06BB9fX3MmTMHgGnTppGdnc27777Lrl27mD59OiaTif7+fjZv3kwikaC6upqioiKMRiPz58/n5z//OW1tbcRisVSIsmvXLjo7OykrKyM9PR2DwUBxcTEFBQW89dZb3HvvvakQLBqNsn79esrLy8nPzz/l8x5tmDmWoacErBOTvC/j50TzWMn7MRHI+yLOAbsdpkyBu+6CggJ1IFEIIYQ4TckpZaLRKIFAIHWCbywWI5FI4PP56O/vp7u7O9We1263MzAwQH19PZFIBF3XmT9/Pk6nExgKWDdv3kx7ezubN28mPz+f/Px8ent7aW9vZ//+/RiNRubOnZs66fi8kvwuZzJBVZWq5LzySjVnaHu7CsqO7SBlt6sgb9YsWLYMpk9Xod+5+F442jlKz4ZktaXDoc5kTFaXms3wzjtqebIqczQ0TYWJeXmqhXI4PLKlcbKy9mStioNB9b5Eo2o7XV3qdbfbh1oIp6WpcTkcKsC02VTwarGon+12NX6HQ13b7eq7lsUycpnZrC4f5DXu74feXqirg85OOHBgqILY4VCPs2ePej1qa1U75PT0M3ssIYQQQggxoUy6gLWsrIxdu3bx2muvsXDhQnJycvD5fOzZs4c33niDmpoa3G43mqbhcDi44oorUu06nU4n6enprFq1itbWVnJzc5k3bx6aplFQUEBFRQUej4ff/va33H333VitVg4ePMif/vQnZs+eTXFxMS6XC13XWbZsGQ899BDvvPMO2dnZLFiwgPb2dtasWcPg4CDLly9Ptf6dNm0ajY2NPPnkk6xdu5bq6moikQi7du3iwIED3HjjjZSXl4/3SyuEEEKI0bLbobwcPvUpVaEh8/QKIYQ4Q+FwmEAgQEtLSypwDYfDxONxenp66OjoID09Hbfbjc1mw2q10traylNPPUV/fz/xeJyKiopUwFpWVobT6eTxxx/n6NGjPP3008yaNYtly5axe/duDh48yKZNm6itreXKK6+kuLh4nF+BD8BsVoFpVpYKw558EtatUwHgsYGiy6Xmbb3nHhWuzp8/PmM+25JtbJOdc9LSVFVoeTm8+ipkZKiQc7QBq8GgAsR58+Df/10FkIODKrj2etX1wAD09UFHx9CyZLvi5OV0WhMnq31dLvVe5uaq4LWgQF3n5g4FmwUFar38fHWdbDU82vbQx2pvV1WrP/+5ClI7O0duy2BQjz9nDnz60+o62R1NTtoUQgghhDivTbqAdd68efT29rJv3z5ef/11CgoKGBwc5ODBg7S2tnLXXXeRlZWFpmlYLBZuuOEGfvnLX7J161ZMJhOZmZm8+OKLOBwO5syZQ2VlJQDp6enU1tYyd+5cNmzYwJQpU7BYLDQ2NrJz506uvvpqCgoKsFqtJBIJZsyYwcyZM2lpaeHFF19kcHCQ5uZmGhoaKCsr4/LLL0+NubKyknnz5vH000/zyiuvcPToUcLhMLt37yYjI4MFCxZQWFg4Xi+pEEIIIU6X2aza3c2bp8JWaSMthBDiDCQSCZqamti3bx+/+MUviMfj6LpOQ0MDwWCQ3/3udzidTtxuN3PmzKGiooJPfvKTRKNR+vr66O3tJR6Pj2gD7HQ6MZlM3HXXXdTX17Njxw7279/PU089RSKRwGAw8Fd/9VfMmDGDuXPnjphK57zl8cDixSp8u/122L9fBX8+31BFZHW1aldbUzMUkF3IDAZYulRVlj72mApDR8NuV6/hvHlQVgaFhWobodDQdSSiQtRjlwWD6nUPBlUwGwyqMNbnU1Wuw5f5/eri9aoWx5GICnLDYejpUYGxzaa+cyWrV81mtSx5m8WibktWxno8avxut3qP7Xa1zGZT67hcKohPS1Nj3rcPXnkFXngBDh5Uj39sUJtIqHHv2AHf/z7ccgtcdpmqZn3vpAYhhBBCCHF+mnQB66233kppaSl//OMfefDBB+np6cHpdFJaWsqtt97Kpz/96dSZu1arlY9//OMMDg7y0ksv8e1vfxuv18uSJUu49957ufTSS7EMqzi59NJLKSkp4Vvf+hbf+MY3iEajFBQUcNlll/Gv//qvuFwuQM1H6nQ6+f/+v/+PJ554gpdeeonf/OY3ZGZmcsstt3D99ddz9dVXp7ZbWFjI5ZdfTjwe57//+795/PHHMZvNVFRUcP/99zN//vzUtoUQQghxHohG1cHB/fth5kx1wE7mwRZCCHEGgsEgPT097Nq1KxWUWq1WrFYrXV1ddHV1AaQqWOPxOAaDAYvFgtVqJR6Pj5j+wGKxYDKZWLhwIZmZmWzfvp2uri46OjrweDxkZ2ezcOFCpk2bRl5e3oUxdYLdDsXFQ2FgWdlQlaXTqT6nky2Bk3OJXsiSz2/KFBVcrlqlAs5AQAWGx4aIyXlU7XZVQbpggQoQMzJG/1rFYuqxentVcNrRoYLV7u6hKtjOTnVbZ6d6f5LvUSSiQtbk2KJRFbR6vUPzzCZvG35tMKiT3LKz1fucl6fCVY9HLXO5VPWpy6V+z8hQfwOZmWoce/bAtm3w1lunfm6hkKp0bW+HigoV5FdWqrB2+OsthBBCCCHOK5MuYLXb7VxyySUsXbqUWCyGrutomoamaZhMptT8psPde++93H333SQSCXRdx2g0YjabU/O4JtlsNmpqanjkkUdSO7bJuV0tx7T+0zSNmpoavv71r/PVr36VRCKRGoPxBFUsmZmZ3HrrrXzoQx9KzdOYrLI90fpCCCGEmMB6e2HDBtUieNUqmD1bHcwTQgghToPBYGDGjBlUV1dzzTXXnHJdq9WK2WzG7XYzbdo0vvGNb5B4r+1rRkbGiHWT+6uVlZVcdNFFqSpXg8GA0WhMVblecDRNnfA0Y8ZQKJcMD83myReEVVdDSYkKL3ftgl//WoWdPt/I9ex2FT7edhssXAjXXaeCytNhNKpK0fx8FYCWlanr4cFpPD5yWSKhwtVIRLUx9vlU4NrTo37u7BwKaQcGhkLaQECtkwxjOzvVe9vUNPR+G43q5+HXyXDdZFL3jUTUtk7H66+reVoXLFBVscccVxJCCCGEEOePC3CP6NSSgafRaMRqtb7vugBms/mEweuJ1tc0DZvNNqqxGAyG9x3D8G2bTKYLcydWCCGEmIzicdXm7kSVIEIIIcQoJE+6tVgsp9XVyGKxkJmZOartOpJVdpNBMkCVudEVi0UFi1OnqoC5pUUFmd3dKpjUdbVOeroKRhctgmnTVLg6ymMdKZo2FG7C6Dp7JMPWWExVlgYCqmp1YEB9x+rtHWop7PWq2/v6hloQJ+d7DYfVNsLhEy+LxYbmiI3FRo75dL/DDQ5Cayvs3q22l5WlXiubTV0nA93JFuYLIYQQQpyHJK0TQgghhBBCCCGEEMczGFSnjVmz4MYb4ehRaGxU4WUioQLCwkJV7Toe7ZONRnXJyxv9fXRdBaXJMLazU/3c1qYC0J4eFSQPDqq2vl6vWqevT/2cDFnP5AQ5v1+1DP7Nb1S74GXL1Njz89Xr6HCo5yOEEEIIISY8CViFEEIIIYQQQgghxPGGB6YGg5qL1GJRIaGuq/bADsdQuDqWAesHeSyjUc27ajar8Uejqh1yJKKeWzCofk5WrgYCQ8u3b1dB87p1KmQ+XYmEqmA9ehT271eP73CoSmCbDXJy1NgyMtQUEk6nWuZwqPlf7fahKmupdBVCCCGEGDcSsAohhLgg6fqJjzecbLkQQgwn/1cIIYQQwyTD07Q0dTmfJedUTc77Otrnk5zz9emnYcsWePPNMwtYdV2Fq5qmglZdVxezWbUJLi8fqgwuLlY/V1SocDUeV+N1OodC7eHh9rGtluXLjBBCCCHEOSMBqxBCiAvSyY4lyDEGMSFomqo88HjAZJI/zAlI3hIhhBBCjKBp6ntbSYlqHXymDAaYM0eFqT6farfc2ztUKXvwIDQ0qMA1OQ+uxaIe22xW4arDocaRnq5C2MxMVV1cVDS0zGo9/blwhRBCCCHEqEnAKoQQQggx1txumDED/v3fVZWC3T7eIxJCCCGEEKeSrA71eFSgabWqytN4fPTbMBrV/WbOVC2A/X41t2tv71A74lBIXUciQy2L+/vV40QiqurWalVzxaalqflhPR5V6drSopY1N6vvl06nCmfNZnU/k0ndNxnYWq1jV+0aj6vnVVenngeo+WczM8HlGpp7Vs5yE0IIIcR5QgJWIYQQQoix5nTC1KnqIoQQQgghzg8Gg/r+5vNBbq4KOQcHR39/t1vNp/qFL8D06SpM1HXVari9HQYG4NAh6O5WYWlTkwpfDx1SIWtbG4TDKnRNPu7wuW+Htwl2uVToWlKirisrVZhZWgoFBWocJSUqeE2Gm+eKrqtQtb0dbr9dBcAA99wDt9wCixap1yYZ9gohhBBCnAckYBVCCCGEGGu6rq4TCZkjSwghhBDifGIwqKDyqqvUXKxbtoz+vtOmwdy56v5m89D3P11Xy5xOVVUaCEB1tQpcAwEV5AaDqtrV5xv6ORhUwavfr5YPDKjwNRBQvyfnjW1rUxeHQ1XOut3qsTIzVaVrRob63eVSLYbtdlUV63CoilibTY0XTv8768CAeuytW2H/fhUYJytYN21Sz2HzZsjPhyVLVPCbk3N6jyGEEEIIMQ4kYBVCCCGEGGvd3bBtG3z5y/DQQ1BTow5eCSGEEEKIiStZHZqZCddfr4LM7dtVkAlDJ9Edex9QwezMmXDddSrEHF6tqWlqGajK2BNJtgju6FCB6+HDKqxsaFBtgtvaoLFRBZqRCMRiqsp1cHDkuIb/bDKpELW0VD1ufr6aviIzU1W8Jud1zcpSYzx2zMOvj12u6+rS2wu7dsHvf6+CVK93aN3Nm1VAnZOjHs9mU9NoJB9PTkAUQgghxAQmAasQQgghxFiLx9XBpfp6ddb+6czdJYQQQgghxpfbDcuWqUCwshKeeQaOHFHVpMMDzGQYW1EBN9wAl1wCc+aoatHTZTCouVPz8oZa/ybnbE3O1xoMquv+fhWsdner8HVgAFpb1bL2dhV6JoNYv1+FtC0tavvJalW7XV1braqy1W5XYWta2tAYMjKgsFAtKyhQ97da1XhDIXVC4fr18NvfqscdHDz+e6+uq/Hu2QPf+hZccw3cfLMKoz2eM3p7hBBCCCHGwpgFrPF4nGAwiNPpRJMz0IQQQohR0XWdQCCAxWLBnGzLJc5/uq6qCvx+dZDpRNUOQgghhBBiYjKbVdVldbX6HnfokAoW29rUd7zkNBAmkwolp0+HpUuhqkpVhZ4JTVNzpdrt6ne3+8TrJU/kGxhQ1a5tbaqd8JEjall2tgpdk+2GYzEV1MZi6tLXp7YRjarnEYup0NVmU5WuGRnqOeXmqvC4t1dV3w4MqGrYZDAbDEJdHezerS6nkgyIBwaguFh1d5kyRT1W8rkLIYQQQkwwYxawhsNhDh48yJQpU7BarRiNRkwm9fASuAohhBAn19DQgMfjISMjA7PZnApa5fNTCCGEEEKIcVRWpgLBZctUWLljx9BcqMm5TufMUcGjzaYC0nPNYFAVpW63CkITCRUCJ0/qSyTUJR5XAezgoGot3NWlfj9yRIWsDQ3quqMDwmF1qasbahVsMAz9nLxOS1Nha2mp+n379pEtgUdj0yY1htpaVRU7vC2xEEIIIcQEMmYB6759+1i8eDHLli3jmmuu4eKLL2bp0qVYk61DhBBCCHFC1113HW63m/nz53PDDTdw0003YbfbJWAVQgghhBBiPBmNQ5WqFouqUA0G1SUZqno8qqJzrOYUHc3jJOdHTc79arOpVr8DA6rlsd+vqlx9PhWy+v2q5a/Xq4JWr3foeXq9qvo02ao4EFDXBoO6byRyeuMPBFRr444OdZ2TIxWsQgghhJiQxixgLS8v54knnuCNN97g1Vdf5amnnsLlcrFy5UquuOIKqqqqyMvLG6vhCCGEEOeNn/70p2zdupV9+/Zx//338z//8z8sWbKEBQsWsHDhQqZOnSphqxBCCDFK+hm2ZZfPWiHECSUDTZtNtQw+HyTH7PGoS2HhiddLtgpOthk+eBB6elSFaWurqno9dEgFs6HQ0KW398zHlgxqGxtVBW5m5okDVvk/WQghhBDjbMwCVrfbzfLly8nIyGDGjBk0NTXR3NzM3r17aW5uprCwkLKyMqZNm0ZtbS0OhyPVQlgIIYSYzJYsWUJeXh7Tp0+nvr6eAwcO0NHRwauvvsq7777L9OnTqa2tpby8nNzcXGw223gPWbyf5BxWH/sY5OWpigchhBBjRtd1otEovb29hEIhwuHwSYNXk8lEeXm5zIUuhJh8DIah+WbT09X8rZGIqmgNBlU1q8+nrvv7Vbvh/n7VKrm1FbZuVXO4ni5dh1deUW2KGxshK0t9Z87LU62PbTYJWIUQQggx7sYswTSbzRQWFlJYWEg8Hqejo4Nt27bxwgsvsHbtWoLBIFlZWaxcuZJgMEhRURGZmZlkZGRgNBrlbGEhhBCTkqZp5OXlkZeXx+LFi4lGo7z55pusXbuWzZs38+qrr2K327nmmmtYsmQJ06dPJz8/n9zcXIxGIwaZs2hicjpVC7nPflZVDMiUCUIIMSbi8TjxeByv14vf76elpYVAIIDf7z9pwGqz2SgpKZGAVQgx+WiaaoPscqnfMzNPvF4spkLXnh7VWthoVC2Sd+w484B1/35VNWuxQH4+lJer6tasLDXXq9GoWjMPb9OcHG9y7OeL5OePz6daJIN6Ph7P2LWWFkIIIcRpG5cSUYPBQEFBAfn5+axcuZI//vGP/N///R+vvPIKW7du5Uc/+hFLly7l2muv5VOf+hT5+fnjMUwhhBBiwjGbzVxxxRVccskl7Nq1i2effZb777+fn/3sZzz00EPk5uZy1VVX8Y1vfIO8vDypZp2ozGZVAZCdPd4jEUKISaWlpYXm5ma+//3vc+TIEdrb20kkEiQSiROunzzRafXq1fKZKoQQJ2M0qspSh0OdPJhIqFD02WdVdeuZaG5WVbD79g2FqWazClzLylTQWlmp2gjn58PUqSqQLC5Wgev5FEomEup1euABeOwxtWzmTPjf/1UnZkq3GyGEEGJCGpeAtbGxkZ07d7JmzRpeeOEFAKZOncpXv/pVrr/+ejo6OnjxxRd57bXX2LhxI0899RTG5BloQgghxBnS9fNrP/tYPp+P/fv38+STT7J27Vp6enpwOBx87nOf4+abbyYWi1FfX8+f//xn7rnnHr7zne+wcOHC8R62OBG/Xx00evZZ+OhHITdXtToTQghxTh05coSdO3fS19eHpmlUV1djMplO2TUpKytLqleFEOJUklWWyUrS/HxVfWq3q+AwGh39tpJharLLi9ertuH3D4W1kYiqlPV6VQiblaW+W6enq8d2ONTF5VLbcLvVtdOptj/RjjHqurr09UFTk1qWna2CVyGEEEJMWGMWsA4MDLBhwwY2btxIQ0MDgUAAh8PBbbfdRm1tLUVFReTn51NaWkppaSlOp5NXX32V3/3udydt1SSEEEKcjvMxXNV1nTVr1rBr1y4OHjxIY2MjLpeLiy66iJKSEiorKykrK6OsrAxd1ykuLsbtdvPP//zPeL3e8R6+OJlgEI4cUWelX365OhgkAasQQpxz69at4y9/+QslJSXMnz+fT33qU6Snp+NyuU4asBoMBtxu9xiPVAghzmNlZSoczM1VLYL7+kZ/X5tNBaI33aTC0j17oK0NDh1Soarfr0LV1lbYu3fofsmAN1lFW1oK06apeVtnzlTbqqxUoetEC1iFEEIIcV4as4B1cHCQl156iYMHD5JIJMjOzmbWrFlcfvnlzJgxA4fDkdqhdblc2Gw2BgYGWLduncy/KoQQYlJbs2YN+/fvZ3BwEKPRyPTp01myZAk1NTWUlpaiadqIz1CXy0Vpaam0MpzIYjHo74ddu9RcS/H4eI9ICCEmBa/XS39/P3feeSfTpk2joKAAq9WK5RTtF4d/zgohhBgFg0HNk/qhD8HmzfDqq6O/77RpsGwZXHWVCkfnz1eh6sAA9Paq785tbap6taNDhbf9/dDeriplQyG1PBBQgazDAW+/ra7T01W1q9sNBQXqOi9PzS2bnq6qRs3m86/FsBBCCCHGxZgFrF6vlzfeeIM77riDK6+8kurqajIyMk66vsPhYM6cOdx3332yMyuEEGJSe+utt6iqquKmm27iqquuIjc396SfjSaTiczMTD7/+c9TXl4+tgMVQgghJrhgMEggEGDWrFnU1taSlZUl+5tCCHE2Jf9PdTjg0ktV4Pnmm+qEwnhctcI90X2S7YUrK+HKK2HxYsjJGVpH11Wo6vNBXZ0KTw8cgKNHVTVrNKpuCwRUt5hAQAWxuj7UalfXVVVtRgbMmKF+njpVVdwWFqrHdzhGhqwGg7pv8vdz9Zlx7Oui6+r1SiSGbpPPKyGEEGJCGbOAdfr06WzevBlN0zAkv5ycgtFopKysLFWZI4QQQkxGmqbx0ksvpapn3u8zUdM0rFYrt99+u3x+CiGEEMcoLCykpqaG/v5+urq6KCoqks9LIYQ4F+x2uOQSFZKWlMCzz6pgtLf3+LlFMzPVOnfeCfPmwaJFar7U4TRNLbPbYckS1RHmiivUfKzR6FCo2tSkwte2NmhogJ4eqK9XFbDd3erxBwZUlavJpOZmtVjUxeVSlylTVPhaUKB+zsqCqir1+Glp5+b1Gh6kgno+O3eqxy8vHwp6hRBCCDFhjGmL4DfffBObzcacOXPIGX4WGtDQ0MChQ4eIRCJceeWVqRZNsrMrhBBiMkvOwZpIJMjNzWXevHkjbg+FQmzYsIFwOExtbW2qalU+P4UQQojjZWdnU1JSQmtrKyaTieLiYiwWC2azGTjx56emadhsNvlsFUKI02E0qjCyuFiFps3NatnGjaqqFVT4mpWlwtXSUrXelCmqXe/Jtmk0qgrT4XRdXUIhtb2uLhWOejwqUM3IUG2EOzshHFaBbCCgrv1+tU40qrZtt6t1c3NVSNvbqwLgvj7VUtjjGQpl7XY1FptN/W42n16VayIBg4PqcvSoCoCT/H7Ytk2Npb9fzSGbDHglbBVCCCEmhDELWAcGBli1ahVXXXUV8RPMMxaNRunq6mL9+vUsX778lHPgCCGEEJPJa6+9RmlpKeknONCg6zrBYJA1a9bgcDikLfD5wmhUB2imTVNtyIzG8R6REEJMCvPmzcNut/Poo49is9nwer3k5+eTm5uLyWQ6YYhqMpmoqqpKhbBCCCFOQ36+CisXLFCB5ZVXqrAV4Kab4OabVTvgtLShgPJMaJoKPCsq1CUZuiYv4bAKLQ8fVtWrdXXq+sABOHJEjS051+uuXUNBaXI8BoMKOLOyVBvj/PyhNsM1NVBUpAJji2X0zyEahXffha1b4Ze/VNW2Sc3N8G//pl4XjwfuvRfmzoXLLlOPIYQQQohxN6YVrKtXr+bmm2/GZDr+YW02GwaDgdWrV/PNb35zrIYlhBBCTHhr167lxhtvxHlsmyzAYDDg8Xh48803mT179jiMTpwRq1WdVX/ddeqMeDloL4QQY2LHjh288sorNDY2YjKZeO6553C73bhcLgwGwwkD1vT0dL74xS+e8EQnIYQQ7yM5j6nZfHz4mJWlwlCXa+i2MwlYh9/nZPdPzvFaWqq+f2dmqjldFyxQ1anJFsJ+v7r2etWynh5V7drXp25LJNSlvV2Fsi6XClYzMtQJlLm5KojNzla/p6er52m3q3WTz7G1VQW8zzyjWhj39AxV9ibFYmpe2XgcXntNVbnm5kJentqXEEIIIcS4GrOANRqN0tbWRkFBAXa7/bjb09LS8Hg8tLa2kjh2LgYhhBBiEuvo6MBqtR7XXh/UnOWFhYX09PTg9/vHYXTijKSlqTPQ584d75EIIcSksmnTJv7v//4v9fvhw4ePWycZsuq6jqZpFBYW8tnPflYCViGE+CCSQetwmZlQVqZOPjzXbW9NJnUpLla/T5s2dFsyNG1qUi2B6+qgpUUFmvv2qZbDfr+qOPV6VUvfpOS8qckAd+pUFbjW1qrHKi1Vj5WVpZ6n0ahei6Ym9ThPPqlaF59MJKIuL78MO3bAwoVq2/n56nZpXy+EEEKMmzELWI1GI1lZWRw4cICcnJzjqnC6urpobGzE4/HI3DZCCCHEMJmZmfT19XH06FHykzvS74lGo+zZswe73Y7Vah2nEYrTFo+rM9S7utTBEYtF2gQLIcQYuOuuu1i+fPlp3cdut5ORkXFuBiSEEGL8aZr6Lp6fr4LQwkLVUjgUUtWr4bCaB7WvT1WttraqitPGRhXINjVBMKiC0IYGFc7W16tA1WZTU4LYbKqq1eNR1ad1dep+AwOjH+fgIPzqV6oLzoIFMherEEIIMc7GLGB1uVwsXryYJ598EqPRyKJFiyh4r51FY2Mjr7/+OmvWrGHJkiUnbCEshBBCTFbz58/n0KFDPPPMM2RkZFBZWYmmafT391NfX88TTzzB1KlTjwtfT0XXdTZs2MD27dtpbW3F6/UCkJuby4wZM5g1axbV1dUAxGIxmpubefPNN9m6dSuxWIysrCyqq6v50Ic+lGqrmNxuX18fq1ev5sCBA3R1dWGxWFiwYAFLliyhoqIitS5Af38/jY2NPPfcc3R2dmKxWMjPz+eSSy5h8eLFGI8JHd955x127NjBwYMH8fl8FBYWsnz5cqZNm0Zubu4HfanHjtcLe/fCj38M//7v6sx9l2u8RyWEEBe8qVOnUlRUdFr3MRqNWGS+OyGEuHAlCz3sdnVJSxt5eyKhwtbeXjU36pEj6kTJtDTVTtjhUOFnIKBC1lhMfd/v61M/R6PqMZLtgktK1FywXV1q/dGKRtWcsTNmqEDXar3wpxoZPoduS4v6WdNUGO5wnHlbaSGEEOIsGLMk0+12c9VVV/HII4+wZs0auru7KSsrA+DAgQO8++67dHV1cdttt8nOqxBCCDHMihUreP7559m8eTNZWVnMnDkTTdPo6enhwIED7Nu3jzvvvJPS0tJRb1PXdRoaGqirq6O5uZlgMIiu6xw8eJDW1lZ6enooKCjA6XTS0tLCpk2bePbZZ+nq6kLXdSwWCwcPHiQ3N5fly5djtVrRdZ1YLMaGDRt4+eWXaWpqIhKJYDAYaG1tRdM0rFYrJSUlAITDYQ4fPszLL7/M2rVriUajaJpGWloaPT09lJeXk5WVhcViIZFI0NXVxerVq6mrq6Ojo4NEIsH+/fsJh8MEg0Euv/xyzGbz+dEJIxRSZ6z/6U/wmc/IHEpCCDFG0tLScLvdp3UfTdPOj88WIYQQ54amqeC1oEDNfzpvngpd43EV+MViKkzt7x9qKbxvn6p0bWpSVa3JwLW/X1W+xuNqG6cjFlPthBsbYds2qKlRc7Je6MJh1R75llvUfpTBAL/9LVx+uaoMFkIIIcbJmAWsWVlZ/M3f/A1btmzh+eef5+GHHx6xkzpr1iyuvfZa7rnnHswX+tlXQgghxGm4/fbbCQQCPPnkk3z1q18dUQHqdDq55ZZb+MQnPnHCOVpPJTc3l5tuugm3201+fj66rvP888/z3HPPsW7dOpYuXcr06dNZvXo1q1ator6+np/85Ce43W7WrFnDc889x9e//nWee+45LBYLuq4TCAT493//d7Kysrj88su5/vrr6erq4gtf+AKhUIjBwUE+85nPAGp6gFdeeYUf/vCH/M3f/A233XYbHR0dvPnmm/zoRz9i0aJFXHrppeTm5hKJRHj11Vd5/PHHWbx4Mf/wD/9AbW0tDz/8MM888wz19fXMmTOHvLy8s/raCyGEuLAYDAZ0Xcfv9+Pz+Thy5AjBYJBQKASoalWXy0VmZiYFBQXY7XbZPxVCiMkuefzSaDx+Wo/kHKxms+pIo2lQVKTmYe3rU62E29rA5xvZZrizUy07XbquwtqGBhWupqer6UYu9BOBYjH1+iUD1mh06LUXQgghxsmYBazJqpWf/exntLS00NzcTFNTEzabjaqqKvLz8/F4PMe1AhRCCCHGUrLj0EShaRpms5l77rmHO+64gyNHjlBXV4fFYiE7O5uSkhJKSkpOu72+pmlcddVV6Lo+4oSn++67j0AgwP/+7/+yefNm8vPzef311+ns7OQ///M/WbFiBZqmUVZWRm1tLR/+8IfZtGkTCxcuRNM0NmzYwL59+/jjH//I8uXLSU9PB+Cf//mf+f3vf89zzz3H3Xffjdls5qWXXmLHjh3U1tbyrW99K3XQu7KyksOHD/OrX/2K0tJScnNzCQaD/PSnP2X58uX81V/9Fddccw2apvHd736Xz372sxw8eJA//elP3HfffWf19RdCCHFh0XUdXdfp7e2lsbGRP//5z3R0dNDd3Q2AxWJhypQpzJ07lyuuuIK8vLzUZ6xUsQohhDhO8rPB5VKXYytKdV21AQ4GYf9+Nffq66/Dhg1nFrCCalW8datqNZydDRkZJ5+PVT67hBBCiHNmTANWALPZTEFBAZmZmdTU1GAwGLDb7VgsFpl7VQghxLibiPufmqalKmqqqqooKChIBa82m+2MKmuObXeo6zqJRILNmzdz6NAhNE1j2rRpNDQ00NfXh9vtZuHChRgMBjRNw+PxUF5eTnZ2Nvv376eqqgqTycSePXsoKysjPz8ft9udCk0XLFjAqlWraGpqorGxkaqqKg4fPkw4HGbOnDkYjcbUeNLT01m8eDE///nPGRwcJJFIEAqF2Lt3LzfddBNFRUUYjUZ0XcdsNlNVVUV/fz91dXXHBcbDJRIJYrEY0Wh0xLJAIJB6/rFYjFgsdtqv52mLxSCRwAjE43HVImwsHvc8kWw3Der1icfjJ1wvHj9xIcFkkUiM/5/N8Pcq+W9ITDzD35tYLEY8Hkcfh6qPWCxG4nTbIZ5lLS0ttLa28sgjj9DR0UEkEsHlcqXa18fjcRobGzl69Cgvvvgid9xxB7Nnz6aqqkoqWYUQ4oMwm1UY+JOfqLlKAebMUfOIniwcvFCYTGq+0MpK9TroOhw8qFr9nomWFnjpJdi1CzIzVdCakQGlpWpu0uxsKCsDp1O1Np6IO7lCCCHEBWDMEs3kmcL19fV0dXXh9/uJRCIn3LG/9tprZR5WIYQQgqHPz/b2djo7O+nq6iIUCp3w83PmzJlUVFSc1va9Xi+HDx/m3XffJRaLceDAASKRCMuXL6esrIwdO3YQDodJT08f0X7XbDbjdDrxeDx0d3cTDAaxWCx0dnaSlZWF3W4fceJUfn4+drudUChEd3c3VVVV9Pb2EovFjmvra7FYKCwspLe3l1AoRCQSIRAIMDg4SHZ2Ni6XCxg6eSszMxO73U5nZ+cpn+vAwAB1dXVs3rw59frpuk44HCYQCNDb28vRo0ex2+2n9RqeCWNXF/auLvKA9vZ2Ih4PiYGBc/6455NYLIau63R1dREMBke0xk7SdaiqUkUBk1FyCq/xFo/HSSQSdHd3E41GT/heifGV/L8OoK2tDYvFMi7VmH6/n0DyoPo46ezspL6+njfffBOfz8f06dNxu90UFRUBpD6nmpubaWxspLa2lrS0NKZMmSIBqxBCnClNU2fEOZ3w4Q+P92jGVvK5G40q+EwkVDVrsur0TE488nrB74cDB9Q2pkxRLYlra9XPJSXqcTMy1CX5+CaTWt9sVrdL8CqEEEJ8IGMWsMbjcfr6+li9ejV79+6lq6sLn8933AFiTdO47LLLJGAVQggh3tPf38/mzZvZsmULBw4coL+//4QVQJ/73OdOO2Dt7+/nrbfe4v777ycUCqVaB19//fVkZ2fj9/uJx+NYLJbjgkeDwUBaWlrqpCmDwYDX68Xtdh/X8t/lcmGxWIjH43i93tR8rfF4PBWYJhmNRtxuN+FwmEgkQigUwu/3k0gkcDqdWK3WEesn58fzer2nfK59fX2sX7+en/3sZyNev0Qigd/vp7u7m8OHD2Oz2U7rNTwT1v5+MgYHySsuprWnB++RI8ScznP+uOeT4ScXnGoKienTJ+/0S729MDg43qNQ71U8Hqerq4ve3t7xHo44ieT/e0ePHh23EDwQCOD1eo/7f3wsrV27lhdeeIFly5ZRXV3NJz7xCSwWS+r/GV3XiUQibNmyhVWrVrFr1y7279/P4sWLx+TzQQghxAUuMxPmzlUVptnZao7Wk3RrOY6mgc2mgmqPB9rbVdja2AhNTbB7twpRTSY1L6vTCeXlak7Y8nKYNg3y8mDmTFXZ6nCcu+cphBBCTAJjFrC2trbyne98h9///vfMnj2b8vJyiouLj1sv2QZRCCGEEMr3v/99Vq1aRW9vL0uXLmXq1KknrDzyeDynve38/HzuuOMOrrjiCrxeLy+//DJr1qzhm9/8JhUVFSdtzXo+Kisr45/+6Z/43Oc+N6KC1ev1smjRIqqrq1mxYgWOMTzQEPuXf2HumD3a+UPXdaLRKGvWrGHmzJnk5OSc8PthIgH33KOKACajb35TVfCOt2g0yrp165g2bRoFBQXyXX4CSp5Isn79ehYvXozT6RyXkNXn8/GHP/yB/v7+MX/spL6+Ptrb27nsssuYOnUqBQUFJ3wtysvLqa2tpaGhgZ6engvq81AIIcQ4MhpVSDpliqo4feed0X+ZtVph1ixVrVpSAh0dMDCgzrgLhYYqWwMBFdyazarVS3+/OjOvt1cFvC0t4Har6laXS4WtaWlqXC7X5J6DQwghhDgNYxawDgwMsGrVKr7zne+wbNky8vPzU/O4HWssWvMJIYQQ54tXXnmFSy+9lKuvvprFixePmK90uDMJBk0mE2lpabhcLhKJBJWVlaSlpfHss8/y2GOPcfnll2MymQiFQgwODuJ2u1OPHY/H6e7uxuPxYLPZsFgsZGVlsX379uPmYezt7SUYDGI2m8nOzkbTNNLT0/F6vcdVvMViMXp6enA4HNjtdlwuFxkZGRiNRvr6+o5rL+n1egmHw2RlZZ3yuRoMBqxW64guGcmKruQJXmazWVpATgDJ6lUg9b6cKLRLTl07bFrdSSXZ4W08HftemUymEe3BxcSQSCRS74vJZMJsNo9LwGoymca9hXRvby/t7e0sWrSIGTNmnLRVcnFxMVdeeSUvvvgiLS0tErAKIYQ4ewwGuOIKVU26Z8/oA9b0dPjsZ1Uwu3ChCla9Xti2DdraYOdONbfr0aOqqjUUUtfD55RItgb2eNScrdOnQ3ExLFgABQUwY4aqbJWAVQghhHhfYzoHazgcZurUqRQXF59RlY0QQggxGYXDYXJzc6mqqiI3N/esbjsZLCbDK6vVitPpRNM0ent7KS4uxuVy4ff7qa+vZ/78+YCaR6+zs5Pu7m5KS0tTbYGnTJlCS0sL/f39hEKhVDvF+vp6fD4fbrebwsJCNE2jqKiIjo4ODh48OGJMgUCAvXv3UlZWhtPpxGg0YrPZKCkpoampiZ6eHmAo2GlubmZgYIBZs2a973Mdfn3s8pP9fk74fOrM8VWr4Lbb1Fno0noyRdf1496vE70vk33aqIkyddbw90bTtHGZ21O8v9H8mzqXhv+7Hk9WqxW73U53dzfd3d0UFRWdcFx+v5/W1lZ0XU99LgohhBAfWPLzpLRUff+/8041l+rGjaryNBIZub7VqgLPZctg6lQVhObmqpDWblftgGfOVBWxU6eqatXBwaH2wc3N0NcH3d3Q2qqW9fWpStfmZvWY+/er9sJOJ2RlqdbFHo9qLZyergLYjAx1m8Ui4asQQgjxnjELWM1mMyUlJYRCIWKx2ITZwRZCCCEmusLCQsxmM6FQKFUp9kE/Q3Vdp6mpCYfDgc1mw2QypeZLb29vJxAIkJWVRUFBAQUFBezfv5/169dTUVGByWSiqamJXbt2AVBRUUFaWhqaplFTU0MwGGT//v3k5+dTVFRENBrl7bffJhwOU1xcnKo0raqq4tChQ+zatYvGxkays7OJRqMcPXqU7du3M3v27NR2rVYr8+bNo76+nvr6eqqrq3E4HLS2ttLQ0EAkEmHmzJnnz3eLYBAaGuBXv4KLLx5qySWEEOKcstlsOJ1Ouru76ezsJBqNHtcZIpFIMDg4SEtLC5qm4XK5xr3yVgghxAUmP1+FmNdfr34+cAC6uoYCVk1TrUrcbtXWd8UKNXdrTY0KOUGFr1araus7nK6rELWvT1W1Hj0Khw/Drl2qrXAopNrADAyodXRdzb2RvG9hoRrTnDmqqnXuXNWS2GRSIazZrAJeTRu6Tn6Oni/7Y0IIIcRZMGYBa2ZmJn/1V3/F888/T05ODunp6SfdST1Z60MhhBBiMrrppptoaGhgzZo11NbWnvTz02AwjPoAsK7rPProo0yfPp3y8nIyMzPx+Xy89NJLvPTSS7S3t3P11VeTkZHB0qVL6e3t5Re/+AXTpk3D7Xazdu1aXnjhBebOncvMmTPxeDzoup6ay/QPf/gDra2tXHfddXR3d/P4449TW1vL5ZdfnmrRe8kll9DY2Mjzzz/PT3/6Uz7ykY/Q0dHBhg0bWL9+PX/4wx8oLCwEVMXRxz72Mb7yla9gNBqxWCxMnz6dhx9+mL179zJz5kyuvvrqs/OCj4XkAY26OnX2uLSeFEKIMTFnzhwGBgb4wx/+QEZGBs3NzRQUFJCfnw9AKBTiwIEDbN++nddee41Zs2axYMECrFbrOI9cCCHEBcdshiVLVMvfyy+HBx+E3/9e3VZcDF/4gqpMrahQHW8cDhVyjkZa2lBFaiQC4bAKVsNh6OxUYW5Dg7p0dMDevar6NXlbXx8cOaIez+FQoa7NBmVlapvTp6sWx1OmQHm5CoHtdglYhRBCTCpjFrD6fD7eeustNmzYwOrVq8nJyaG4uPi4OZo0TeOhhx7C7XaP1dCEEEKICW3r1q289dZb9Pb28uijj1JTU4PZbD7uZKRPfepTXHvttaPapq7r9PT08KMf/YjW1tbU/KpTpkxhxYoVrFy5kksvvRSDwcBHP/pRpk2bxqOPPspdd91FJBKhuLiYxYsX82//9m+kp6entutwOPjf//1fHnzwQZ555hl+8pOfYLfbuf766/nYxz7GRRddlFo3NzeX22+/ndLSUu6//34ee+wx7HY7VVVV/OhHP+Lqq69OHdC2Wq3ccsstqRD4y1/+Mv39/UydOpVPf/rTXH755eTk5JyFV1uIc0fX5ZiTEOOtqKiI2tpadu7cic/nY/fu3XR0dKQ+Q8LhMA0NDTQ3N5NIJCgtLWXatGkyP7cQQoizz2BQQajDMVSpmuRwwKxZKsAsKxuqFB0NTVPBqMmkKlyHi8dVhWp3t6qg9XhUqOp0qlC1tVWFsOGwah8cjar5XWMxdd++PjXOYFC1Ku7tVdvKylLbsljU2JPVtXa7ail8OuM/1ntdnEb8HgyqE1Wt1g+27QuBrqtLOAz79qn3CobC8Mn++gghxDk0ZgGrwWDA4XCwcOFCDAYDFosFi8UyLvOehUIhOjs7+cMf/sDOnTvx+/0YDAby8vL43Oc+R3l5OS6XK9WG8dlnn2Xz5s0cOHCAYDBITU0NN954IzNnzky1OQS1M97R0cHvf/97tmzZQiwWIzMzkzlz5nD33Xdjt9tTlUXJ1oyvvvoqmzZtoqWlhbS0NC6++GIWL17MggULRox5cHCQrVu38oc//IHu7m6MRiMFBQXceeedzJo1C7vdfs5fNyGEEOPDZrNRXV1NJBLBZDJhs9lO+Hl5Ou0LDQYDn/vc51JzpcZiMUwmEw6Hg+zsbLKzs1PzstpsNmbMmMH/+3//jzvvvJNEIoHdbsfj8VBQUJB63OSYSkpK+Id/+Af++q//mkAggNFoJC8vj8LCwhEVQAaDgdzcXFasWEFRUVFqXafTSXFx8YjvCZqmYTKZuOaaa5g3bx59fX1Eo1FcLhclJSVkZmZK9wsx4cmfqBDj76KLLmLevHnYbDZ2797N008/zeDgID6fDwCTyTRiH+6GG26gsrLyuBODhRBCiLPq2BDMbofZs1UAezbb1BsMKgjNyIDKyqFwLpFQAV1Pj2onfPQobN+uwtUdO9Tynh5oalKXXbuGWgMbDKoad9o01Vp41iy17dJSNT9sMkQ+U4nEUAvjpMOHVfviJUuGWiZP5i/bkQg0NsINN6jQG+CnP4WPfUxVHk/m10YIIc6hMdtLdLvdXHbZZaNa91yeHRyNRjl48CDr1q1j165dxGIxrFYrBoOBcDhMKBQi8d6HdjweZ+/evbz00kt0dnai6zpms5ldu3ZhtVoJBAJcffXVGAwGNE3jyJEjbNy4kTfeeAOr1YqmaXR3d/Paa69RXV3N0qVLycjIQNd1otEoq1atYtOmTbS3t2O32/H5fKxdu5ZgMIjH42HKlClomobX66W+vp4nn3yS1tbW1Dx5hw8f5k9/+hOZmZkUFxdjk7nbhBDignTRRRcRCATed72ioqJRb1PTNGpra0e1rsFgID09nfT0dGbOnPm+27Xb7aPets1mw2azkZeXN6r1CwsLU22DhRBCiNNlMBiwWq3MmTOHvLw8cnJy8Pv9qc9Zo9FIRkYGRUVFVFdXk52dLeGqEEKIc+/YAOxE85uezcc50TbfO8EWUCFsTg4MDsLixapytbdXtQ/2+6G9HbxeFboGAqqitLlZre/1wv79KsQtLFTVufn5KmhNbtflUhWwyUrbE+nqUtWxGzeqqVWSlZm6DuvWqaB3+3Y1P+zMmUOPMVklq1jDYfV7PH589a8QQoizasz2FLOzs7nnnnsAiMVixONxdF1PBZG6rqPrOpqmndMKlP7+ftavX89Pf/pTrrrqKj7ykY+Qn5+Ppmm0traSmZmJyWRC13XC4TBPPvkkb7zxBpdddllq3QcffJCXXnqJ1tZWli1bRlpaGrFYjHfeeYfHH3+ceDzOv/zLv+BwONi5cyc/+9nPeOihhygrKyMtLQ1d1+nr6+OnP/0pxcXFLF++nJtvvpkDBw5w//3309fXh9vt5m//9m8BaG1tZePGjTz++OP813/9F0uWLCEQCLBu3Tq+//3vs3TpUhwOxykPOCercfVhH6zH/py8nAvDt32isYjxdy7ffzF6x74H8p5MDJo29P/Wmfxb+SDvo6Zp3HnnnanHjUajxONxLBZLqsI0kUic889PcZZpmjrLOz1dHVCQ904IIcZEsiPCwoULAbjxxhsJh8NEIhFgqPOSfKYKIYSYdEwmFVCmpanWxPPnD93m9ao5WnfvVm2Et25VgerevarFsNer5nLt6ID6+qFgz2BQ7YdralTL2spKVZlbUKCWJ6srTxT8trbCnj3w8MOqYjUZsAK8/LIKhHNzVQD88Y+rStbklHPyOS6EEGIMjPmpuPF4nLq6OhobG+nr6+PWW2/F6XQSCATw+/24XC6cTuc5e/xnnnmGd955h6lTp/Lggw+OuK26unrE78FgkIcffphPfvKTfPjDH2bp0qUAfO973+Nv//Zv2b9/P6+++iof+chHOHr0KFu3bqWxsZE//elPzJ07F5PJRFlZGZmZmdx+++3cfffdqRD0L3/5C16vl1tvvZVPfepTmEwmpk2bRkdHB6+99hpPPPFEKmB96623WLduHVdccQWf/exnU+0V58+fzyuvvMLzzz+Py+U6ZcAajUZTB+WTAoEAwWAQUKF3LBY7Z2FOPB5PPXYsFiMajZ5WK0txbiTf9+TPEtCML13XU/8OE4kE0Wh0vIc04RiNJz+59VzRNB2TSf07SSQSqX8zo3Xs/71nKpFI0Nvby7Zt22hsbGTlypUUFRVhMpno7OzE5XJhs9mwJNsjiYktLU0dsPjJT6C6+oO1zBJCCPGBmM3m1ElL8l1YCCGEOAG7XZ0gumiRqpBctgxCIVXN2tMDAwMqWE22GG5tVRWoyQrXAwdU2+EtW2DVKhWspqerKteiItVOODsbpk5VoazfD88+C2vWwJEjahvHSiRUVe1bb6n2uJ/4BFx8Mcydq7YvhBBCnGNjdpg6EonQ0dHB5z//eQ4fPszAwABWq5XLLrsMm83G1q1bWbNmDfF4nK985Ss4ztGBxu3bt9Pe3k55eTmf//zn2blzJ2azmdLSUq699lpuvvlmzGYzfr+f5uZmurq6mD17NsXFxalKW5fLRWVlJYFAgF27dnHLLbewf/9+enp6yMzMZNasWZhMJjRNw+PxsGTJEoxGIwcPHqSqqors7Gy2bdtGbW0t+fn5qXUBZs2axa5du3jnnXcYHBzE7XbT3NxMe3s7N954Y6odMagDAZdccglbtmyho6PjlM/7ySefZNWqVbzzzjupZYlEAr/fTzweZ8OGDTidztSBhbMtGRjpus7bb78tQd4Eoes68XicWCzGxo0b5T2ZAHRdJxQK4ff76e7ulvfkGEuXwjFTVI8JTdNxOkM0NDTQ3Nx8Wu9LOBxm//79Z/zYuq7T0dHBr371K1avXk1rayt+v5/c3FwyMjIwmUz88pe/JB6Pc8MNN6ROBhITnM2mDiTcdJMKV8/R5+9kpOsjT1g/9nchxOSg6zo9PT1EIhFycnIwGo1omkZfXx9+v/+0tpWcS/xc7SsJIYQQE16ylW8yuBw+PU1/v2oNnJ2tqlnT0yEzU4Wsra0qiA2HVQVqT49alkioL+oej2rxW1mpWvyGwypg9XrV3K87d558TMmWuJ2dKsytq1NjqK2F94pTZEdACCHEuTRmAWt/fz9PP/00wWCQK6+8ks7OTlavXp1qFZysXH355ZdPuzrodHR2dlJfX4/P52PGjBksWrSISCSC1+vliSeeoLi4mNraWhKJBP39/cRiMTIzM1NVtZqmYTQaSU9Px2q10t3dDUBfXx/RaBS32z1iLlSTyYTb7cbhcDA4OIjP58Pj8dDV1YXH4zmu/ZTH48HpdBIOhxkYGMDpdOLz+fD5fOTm5o5Y12AwkJeXx8DAwPvOzVddXc2VV15JVVVValksFmPfvn28+OKLFBUV4XK5ztlBg0QiQTAYpLm5mYKCghGhshg/iUQCr9dLZ2cnhYWFIwJ8MT7i8TjNzc3YbDays7PlQN4xdu5U+25jS8doTDB9eiO5uel4PJ7TqsAPhUJ4PJ4PNIIXX3yRQ4cOkZeXx9VXX81///d/E4lE0HUdo9FIQUEBL7zwAvOHt3ASE1sspg5C1NerAwBO59iXZ1+gTjR9lRBicnrwwQfZs2cP3/ve98jLy8PhcPDrX/+aZ5999rS+82ZnZ/PQQw+RlZV1DkcrhBBCnKfS0lRr3rw8FXrGYipAjcfVXK29vbBrl6pgbWhQbX+7ulQ74Z4etZNfV6eC1eQ+ka7De+37R0XX4aWX1LYvu0ztX0nnPCGEEOfYmAaszzzzDHPmzOETn/gE+/fv57XXXkvdnpubS2lpKfX19WelleLJ+Hw+2traiEQi3HHHHVx88cUMDg6ydetWHnzwQdasWUNubi5paWmp0NJut2M2m0dsx2q1YjKZUmc/B4NBdF3HbrePWE/TNAwGAzabLTW3j67r+P3+1HyvwyXbO+q6js/nI5FIEIlEiEQix4WxmqbhdDoJhULv20p07ty5zJw5c8RrGwwGWbVqFatXr2bKlCmkp6efszAnHo/T19dHS0sL5eXlWK1WaRE8AcRiMdrb2+nu7mbKlCmYzWYJWMdRskVwV1cXaWlpVFRUHPd/z2TX2Kj2ycZSskVwZWULmZmZTJky5bj/u08lEAiQl5f3gcbw4osv4nK5WLlyJR/72Mf4wQ9+MKKbwaxZs/jlL3/JwMDAB3ocMYZCIWhpgaefVvMGmc0SsAohxFnmcDhwu92p6lVQ+1vp6emn9Z3X7XbLd2QhhBDiZJLH9449pphsJeN2q+vCQjW369SpKlRta1OtgAcG1O9+vwpeIxE4kymTBgdVNWtHB7hcqopWCCGEOIfG7EheMBhkx44dfPe736WiooJDhw6NuN3tdqcqOxOJxDkbh67rpKenM2fOHP7+7/8+taNcXl7O4cOHeeGFF1i+fDlpaWkj7vNBHu9MjWYnfrTbN5vNxwU1BoMhNZ+ryWTCZDKds4A1Wfk7/LEkYJ0Yjn1f5ODR+En+e06emJF8T8SQ5EmwY2vo/1mj0Xja78vZ+L+1rq6Ov/mbv+H6668/7v/yZAXrwMBAal5tcR7w+2HfPnjgAbj2WtUaS+ZhFUKIs6qiogKLxYLdbk99FpeWlqY6Poz2e6/L5ZKT3oQQQojTpWlqjtWMDCguHnlbNKoC1tZWtV+0Zw80NcHGjSpwPZOTh5PzwR46pFoEZ2aqkDc5FiGEEOIsG7Mj98k5OJMtgY/l9Xrp6enB5XKd04DH4/FQWlo6olUuqDOZq6ureeGFFwiFQqn2nMl5egKBAG63O7X+wMAAoVCI8vJyADIzMzEYDPT19Y3YbrIira+vj7S0tFQb3tzcXPr6+o47GN7f34/P58NgMJCbm4vRaMTlcuF2u+nq6hrx2iUSCbq6usjIyEi1MBZCCHHhSSQSqcux4vE4ra2tWK1WOfgrhBBCDHPRRRcRCARIS0tLnRw1b948ysrKTms7ZrN5xDQwQgghhPiAjEbIylInmebkwJw5KlStqlJh61/+cmbbDYfh+efhwAHo61PzuubkqHlh5QR2IYQQZ9mYfbI4HA5mz57Nyy+/TEZGRmq5pmlEIhG2bdvG66+/zoIFC85pxVZZWRm9vb10dnaOWB6NRuno6CAzMxOLxYLNZiM/P5+MjAzq6+uprKwkLy8PXdcJhUI0NTXh9XqZOnUqAFOmTCEjI4P+/n4OHTpEeXk5RqMRr9fL7t27icfjlJaWkpubi9lsZvr06fzpT3+ip6eHeDyeOqP64MGD9Pb2UlhYiNvtTs2zmp2dzc6dO0ccXI/FYmzfvp2ioiKZD0gIIS5gM2bMoLm5mbfeeosPf/jDqeXxeJze3l5+97vfUVFRQW5u7jiOUgghhJg4NE07YZDq8XhwOp2pfS1N0054gq+u66mpXYbvrwkhhBDiLDAY1DypTidkZ6tl4TB4vaptlaYNVZ+ejlgMdu5U28nIAJ9PtRyOxVRVq8mkwt3kJdldTypchRBCnIExC1jT0tK48sor2b59O1lZWbS2thKJRHj77bcxGo288847NDU1cc0115zTCpzp06fT0tLCoUOH2Lt3LwUFBUQiEQ4fPsyuXbuYPn06brcbk8mE2+1m1qxZ7Nq1i+LiYnJycrDb7WzdupW2tjZsNhu1tbVomkZhYSGFhYWYzWZeeeUVbrrpJiwWC0ePHuX111+nqKiIwsJC0tPTATUn6mOPPca+ffvYvXs35eXlDA4OsnnzZgYHB5k1a1ZqPszy8nKmTJnCpk2b2L9/PwUFBcRiMQ4fPsy+ffu47bbbKCgoOGevmRBCiPG1fPlydu/ezfr167Hb7cRiMerq6ojFYvh8PrZu3coNN9xASUnJeA9VCCGEmNB+9rOf8eqrr/K9732P8vJyXC7XCdeLRqMEg0G+/e1vc+DAAR5++GGykweAhRBCCHH2aZpq6/vesdMzEo+r6tXDh1W7YbNZXUpLVcXsnDlQUgKVlVBTo6ZqsdvP3nMQQggxqYxZwJqZmcknP/lJ1qxZw6OPPsrAwADRaJSf//zntLW1YbVamTlzJh//+MdT84KeC8uWLUuFnn/84x+54oorGBgYYOvWrbzzzjt873vfIy8vD03TsNlsfOQjH+Hhhx/GZDJhsVjIy8vjoYceor+/n8WLF7NgwQIAcnNzqa2tpaKigkcffZSCggJsNht1dXWpxykpKcHhcJBIJLjkkkvIycnhrbfeIhwOc9NNN1FfX8+aNWvIzc3l+uuvT4155syZdHZ28vvf/56//OUvLFq0iEAgwIYNG+js7OSSSy6hsrLynL1mQgghxtftt99OV1cXL7/8Mhs2bEDXdZ5++ml0XWdgYIDc3FxuueUWKioqxnuo4nQYDGpnX9PkjGkhhBgjnZ2dHDp0iGAwSPwUE7snEglisRitra00Njaecl0hhBBCnAUGgwpYPR6w2VTl6el8/ppM6pKXB4kEDA4OVbBGItDVpZa3t6v5X1ta1GNlZamQ1e0Gl0s9tssl1a1CCCHe15gFrGazmeLiYlatWsX69eupq6vjyJEj+P1+br/9dhYtWsTcuXPP+dw2lZWVfOITn2DKlCl85zvf4Yc//CFut5upU6fyzW9+kzvuuCNVQWuz2bjvvvvQNI0XX3yRz33uc3i9XpYsWcI//uM/snz5ciwWS2rb1157LTU1NXzzm9/knnvuIRqNUlBQwGWXXcZ///d/k5aWBqh2VWlpaTz88MP89re/5cUXX+QnP/kJmZmZ3Hzzzdx4441cc801qVZVpaWlfOhDH8Jms/Htb3+bH/3oR5hMJiorK/nNb37DJZdcInOwCiHEBUrTNPLy8viP//gP7r33Xl5//XXq6uoIBAJkZmZSU1PDzTffjN1uP6dzmIuzzGJRcwFddplqXSXzAQkhxJjwer10dnYSiUTQT9F6MJFIEI1GGRgYoLe394TzoAshhBDiLDIaobpahZ/Z2dDfr1r9jpbDoapfb7oJolHYvh2OHlXb6+hQlwMHhgJTk0kFq7NmqarWmTPVpaQEpk1TLYWTIasQQghxAmN2NE/TNHRdx2w2s3jxYmbPnk00GiWRSGC1WnE4HFit1nN+cFjTNAoKCrjhhhtYtGgRkUgEo9GI1WolIyMj1ZZ3+Pp33nknH/rQh1JnOTscDrKysnA6nSPWtdlsVFZW8t3vfpevfe1rqefrcrlIS0vD8N6HcvK1qKys5POf/zx333034XAYk8lEWloaaWlpx40hIyOD6667jgULFhCNRtE0DYvFQm5urhxUF0KIC5ymaRiNRvLz87npppu4+uqrSSQSGI1GbDZb6nNAPgvOI+npsHAh/OIXkJ+vAlchhBBnXTQa5dChQ8RiMYBUWNrQ0IDBYEidBDucrut0d3fT3NxMIBAgIyMjtS8nhBBCiHPIYFD7RzffDOvXw7Zto7ufpsGiRSosvfZaFZ4uXw69vdDXB83NMDCgAteeHlXN6vNBMKjaCXd1qdvefVdVshYWqn22oiLIzVVVriUlas7YtDSpaj2fxONqDt4nn4QtW9Syqiq4+27VUcpoHN/xCSHOa2MWsAYCAerr60e17owZMzCdw0oOi8WCxWIhIyPjlOslD1RnZ2ePar4dg8GAzWajtLT0fddNtiAuKCgY1fypJpOJjIyM9x2zEEKIC4uu6+zdu5doNPq+6xYVFcn8cOcLo1GdLV1YONQmWAghxFkXi8U4ePAgwWAQgP7+fhKJBEeOHCEej5+wE1AikaC1tZUDBw4QjUbJzMyUgFUIIYQ415JTp2Rnw8qV0NoKdXUqHNN1dTnRfQwGFajOmaPud8klKggFFaAGAqqatbUVNm+GxkZ1H11Xt3V3q4D14MGhx3C71Thmz1ZVtVOmDI3NYlH3Tz528jo5HjGx6Lr6G3rpJXjiCbXsssvg4x9X75sErEKID2DMAtbBwUFefPHF45brup5qzaRpGgaDgalTp57TgFUIIYQ4n6xZswbvCVojJT9Dk9WrV111lQSs54toVM0JdPAgTJ+uDgDIdx8hhDjrBgcH+da3vkVnZycAPT09RCIRfvGLX2A2m48LTpNdI8xmMzabjSuvvJIZM2bgcDjGY/hCCCHE5OPxwIoVai7UhQvhd79TFah9fSPXMxrVnK0zZ8L116v7TJ2q7pdktaoTWhctUvtgl10G4bC6tLWpbe7erX4+eFBVs3Z3q+C1uVlVwL71ltqOw6EuRUXqUlamWgnn5kJtrXpcq1VCViGEmETG7EheR0cH999//4hluq4Ti8UIBoNomobZbMbhcPDpT38au90+VkMTQgghJrSf/vSntLe3j1gWi8WIRqNEIhHMZjN2u53MzEwWLFgwTqMUp6WnB954Az72MXjtNXW2dWbmeI9KCCEuOAaDgYyMjFSL4GAwSDQaJS0tDZvNhvGYqoVkwOpwOMjIyKCmpoapU6diNpvHY/hCCCHE5GM2Q0YGVFaqsHLPHnVC6rvvQnJO9GQL39JSFbDOn69a+Kanj9yWwaAuySkBsrLUta6rYHRgQFWktrWp+3o8qpq1t1eFsIEAhEKqnXBzszoptrNTzefa3Q1+P+TlqUpZt1s9jt2utul0queSDHwleBVCiAvOmAWsM2bMOGmL4KamJl544QW2bNnCnXfeecI2TUIIIcRktWHDBhLJHclhBgYGqK+v59vf/jaf+tSnWL58+TiMTgghhJi4srOzeeqpp1K/f/3rX+f555/n4YcfpqqqirS0tJPOYZ4MW5OdloQQQggxhioqoLxcVbFu2wY33KBCT02DT38ali2DxYtVgGk2D7XpHa3sbBW4lpcPtSCOxSASgb17Vei6fTvU10NDgwp6/X5oaVHthrdsGdmiODtbhcIzZqiwd9EiFb5WV6tqWwlYhRDigjNmAavJZCIreZbQMWw2GytXrsTlcvHUU09xzTXXYLVax2poQgghxISlaRoej+eEt7ndbhwOB5/4xCdYv349RUVFVFVVjfEIhRBCiIlL0zRsw1oFXn755eTm5lJaWpqqYj1ZwCqEEEKMCYNBBYQrVw5VOxYVqZ8n8wk+yflNrVZVETr887qgQFWvOp1D4eXpfJ4n1x0+fyqooNRsHqqGdbtVG+DeXmhqAq8X2ttV5Wtvr6pk9ftVhWtvr9pWMKjaDR86pLZRUKC6FWVkQH6+2mZ+vqp0PVsdHE80R21vrwqCS0vVczrd10gIIcT7mhCTfTmdTkpLS2lra+PBBx9MtW8SQgghxMlZLBYyMzOZN28eDz30kFSwCiGEEO/juuuu49prrx2xTH/vgKR+7IHJ9yQD2IkcxCbnZU/+nHTs2Ef7HIZv60SvS3L+92MfRwghxBkwGFSAePPN6iJGSgatSZqmAsrSUhWIns3PoGRL4eJi9XttrbrWdRWk9verqtbDh2H/fvVze7sKVf1+dTlyZCjsNJnUvK1VVapSdtEiFZ4vWqRC1+HB8bHPYzTPK/k48biqvh2us1NV3ubmqhDaaFTry2e2EEKcNWMWsCbnWz3ZbdFolFAoxMDAwEl3bIUQQojTcSHsO+i6TjweP+lnYyQSIRKJMDg4SCQSGePRCSGEEOenSCSCz+fj8OHD+Hw+/H7/ST9vbTYbl1122YhK2Immt7eXjRs3UldXR11dHV6vF03TKCoqYtasWaxYsYKioiLcbveotqfrOuvXr6exsZH169fj9Xrx+XzY7XacTidz585l6tSpXHHFFZhMpuPmshVCCCEuODabagO8eDHMmqXCVK9XzdPa2qrmbm1sVJfOThXAhkLq9vp6NYfrrl1qO2lpar7XrCzVVjgnR1XK5uRAWZmq2h3N/O+trSrsfe451cLY5xu67S9/gTffVMFuRQXceCNMmTIUHgshhPjAxixgHRgY4M033zxuua7rdHV18dZbb7F161aWLFmCyTQhCmuFEEKc5873cDVpzZo1hEKhEct0Xcfv99PS0sJvfvMbSktLycvLG6cRCiGEEOeHWCxGNBqltbWVnp4e9uzZw8DAAF6vl0QikbokKzQNBgNut5uLL754Qgasuq4TDAbp7u5mx44d1NXVsXfvXgKBAJqm0dnZia7r5Ofn43K5cDgcGAyGU1acRiIRgsEg+/btY9++fdTV1eH3+/H7/dhsNhwOB4lEglgsxuzZs8nIyMDpdI7hsxZCCCHGmKapalSTaaiNc1IspgLV9nZVWZuZqeZp1XUYHFTthCMRiEbV8uQ8r263ahvc0aHuF4modsLRqLrNbldBq8mkKl2Tjw+QSKjwtrVVhbYbN6pANxodGteRI3D0qLpOtgq2WFSwa7OpilYhhBAfyJglmS0tLXzxi188brmmadjtdjweD/Pnz+fuu+/Gfrb6zwshhBAXgP/8z/+ks7PzuOVmsxmn00lFRQWf+cxnmDt37tgPTpwZjweWL4eXXoLZs9UOtBBCiHOuvb2dlpYWvvrVr3L06FH8fn+qG4TL5ULTNAYGBjAajVgsFtxuNyUlJfz1X//1qKs/x1IsFmPjxo1s3bqVBx98kBUrVnDvvfdSXV1NNBrlmWee4eDBgzz//PM88MADrFy5koyMjFNWnB48eJBdu3bx6KOPMjAwwH333UdxcTGlpaV0dnbS1tbGD3/4Qw4fPkxvby833XQTS5YsGcNnLYQQQkwgRiPk5anq09pa1a43HleB6eCgmov10CEVdG7dqgLVPXtUZavfr343GODJJ9W2TCZVaZqXBwsWQGGh2mcsLlZBrMmkKlU3bIDnn4cnnlBhayx2/Dysug49Paq18a5d8LGPwYc/DMuWqXBXCCHEBzJmAWt6ejo3n2QeAYfDQVZWFuXl5cycOVPaCwkhhBDDXHvttQwODh63PBmwlpWVMX/+fDwezziMTpwRi0W1l1q2TM4eFmds7Vqoqxu/x58+XXUyE+J80tDQwM6dO9E0jcLCQqqrq9mxYwe7du1izpw5ZGVlEQqF6OjooLGxkfLyciorKzGPpk3fOEgkEuzbt48jR45QUFBAVVUVs2bNorCwkFgsxrJly9B1nS1bttDU1MThw4eZM2fOKfe5vV4vLS0tGAwGMjIymDZtGvn5+eTm5uJyuXA6nRQVFRGNRmlqasLr9Y7hMxZCCCEmGE0bmuM0+X1B19UlWUTkdKpwNCcH+vpUi2GvVwWwvb0qaO3uhnBYLTMa1XUioSpim5rUfbOy1HUwCG+9BXv3qu2cSiKhLtEoHDig7jdrFqSnD41fCCHEGRmzgLW4uJj7779/rB5OCCGEuCBomsbXvva18R6GONt0XZ1hPDiodsINBtmxFaft+efH9/E/9jEJWMX559133+WFF16gpKSEGTNm8P/+3//j/vvvp76+nnvuuYd58+ZhMpl47bXXeOyxx7jmmmuYOXPmhGwPDKqCdf369XR1dXHppZeyfPlyLrnkktTt1dXVaJrGCy+8wL59+7BYLEybNg2LxXLSbfb09HDo0CGysrLIyclh6dKlOBwOALKzs8nLy2PJkiU0NjZSX19/wpPAhBBCiEktuW/ncKhq1ClThm5LJFT1alOTqmzdulXNz/rOOypkbWtTLYc7O1UgmmSxqMB23jy1/R071HZOx/bt6nFvuUVVxhoMH/ipCiHEZDZmAat+bIuC03Cq+WGEEEKIC518hl6ABgZU6eEDD8A3v6l2uCdg60khhLjQ9PT00Nrayu23305tbS0GgyE1J2k8HgcgMzOTuXPn8tGPfpS6ujoaGhq46KKLJtxUNvF4nGg0SnNzM6FQiNraWnJzc1Of/bquo2kamZmZzJgxA7/fT0NDQ+p5nkxWVhZVVVXs3LkTn8/H4cOHyc/PJzs7m8HBQdrb29m9ezfRaJQ5c+aQnZ09qvEmEgni8TjxePy47zbBYJBgMPiBvvMIIYQQE8rJ9sUNBtXFqKgI0tKgrEwFpR/+sDoBt6tLBa49PXDwoKpwPXJEnaAbCKiqVVBtgt/nM/04fr+6PnxYtQguL5cTfYUQ4gMYs4C1ra2Nhx566LTvZ7Va+fKXv4xBzqgRQggxRnR94uxj6LrOD37wgzOqDvnEJz5BVVXVORiV+MDCYTXXziuvwBe/CCUl4z0iIYSYFAKBAF6vlylTplBeXp4KV41GYyr8s9vtFBYWMn/+fN58802OHj1KNBod76EfJ5FIEIvF6OvrS7U8Hj5PbDJodTqdFBYW4vV66e7uft+A1e12U1RUBKh2wQ0NDcRiMQwGA52dnbS2ttLR0UFaWhqVlZWkJ1sMvo9oNEogECAQCBz3eoZCIQYGBojFYqfzEgghhBDnH01TXYzS09WluHjotkBAtRDeu1eFrE4ntLaq/UefT90+MKCC1TP5bhKNqpC1s1NVy5aVnb3nJc4/yRPbotGRrabT0tRcvzBxDo4JMUGNWcAaCoXYvXs3zc3NxGIxrFYrGe9Npt3T00M8HsdisVBQUJC6j6Zp2O12OYtVCCHEmJpo3x/37dvHwYMH8Xq96Lqeqk5JHiQ2GAwUFRWNmE9N0zR8Pt84jlq8r3hc7SgnEkM7NkIIIc4po9GI0WhMBasAdrsdj8fD4OAg3d3dTJkyBbPZjMvlwufz0dXVRSKRGOeRHy8YDNLf35/av87MzEy18h3OZrORmZlJd3c3kUjkfZ9LVVUVxcXFeL1edu/ezRe+8AXi8Tgmk4loNIrJZGLRokUsXLiQu+6664SPeSL79+/ntdde44UXXuDgwYMjbtN1nXg8TkdHBzk5OaN/EYQQQogLic0GeXng8aiK1RtuUNehELS3q8uzz6rWwhs2qH3JM9Hfry6yHypCIXj7bfj0p9Xfk9kMjz8Oc+eC1TreoxNiwhuzgBXAYDDQ3d1Nfn4++fn55ObmqkGYTLS1tdHX10dRURElJSWpilWbzSbtDYUQQkxqBoMBn89HMBiktLSUsrIyNE3D6/XS3t7OwYMHKSwsJDs7O1W5kjxJSYhzTddh92613382xeNq2w0N6jjCib4OJhKn3xVLCDG52Ww23G43gUAA/3tt8hwOB1lZWbS2tmK32ykqKqK3t5fGxkYikQhWq3VC7pMmEgkSiUSqFbDRaDzhOJO36bo+qqA4Ho8TiUQYHBzE7/eTlpaG0WjEZrMRCoXQdZ1gMMjg4CC9vb0YDAasozgAlwyBS0pKjjuJOpFIEI1G6evrG/0LIIQQQlxoDAZ1MQ07ZK/r6uJyqba+Bw6onaC33jqzgDWRUAGt1Qq5uWq7LpeassZiUY89Ab/3iHNE11VldGOj+ruyWFToKuG7EKMyZgGrw+FgwYIFaJrG3/3d37FkyRKcTicAg4ODPPPMM7z88svMnDmTf/zHf5SDwkIIIcR7Zs+ejaZpZGdn86UvfYn09HQ0TSMcDtPc3MyXv/xlZs2axQ033MCCBQvGe7hiEvrOd9R0QWeLpqn9uo99DH7/e9UdS4JUIcTZkJOTQ1lZGS0tLTgcDqZOnUpeXh61tbW8+eabbNq0iUQiQUNDA++++y4+n4+SkpIRXSIudB0dHRw6dIhnn32W7u5u7r33XkpKSpgyZQrt7e20trbygx/8gN7eXkwmE9dddx0LFy583+1WVlZSWlrKLbfcclyb4lAoRH9/Px/+8IfP1dMSQgghzl+aBtnZkJkJK1eqCtc//vHMthWPw5NPQlYW7NgBlZUwfbqqWMzNVe1hJWAVQohRGbOAtauri1/84hf87ne/Y8aMGSPaCLndbq666irS0tK47777uPfeeyVgFUIIId7z61//mjvuuIOPfOQjI+Y5s1gslJSU8NWvfpW7776bkpISCViFEEKIU5g5cyYAeXl5qX3Sqqoqrr32Wv7yl7/Q2dnJs88+SzAYxOv1smjRIqqrq7HZbOM57BOyWq04HA6MRiOJRAKv10skEjluvWg0is/nw2w2Y7FY3rca99ChQ7zyyitkZ2dTVlbG0qVL8Xg8pKenk56eTm5uLldffTVtbW28/vrrzJo1i/nz56Np2im3bTAYMJvNqWraY28Lh8OpTlZCCCGEeM/wz1aDAYqK1PypGRnqLNdQ6PS3GQpBTw9s2aKqWbdsgVdeUeFqaakKcAsK1MXjUcGrzMkphBDHGbOANR6PMzg4iM/nIxaLjdjx0jSNSCSC1+tNzS8nhBBCCMXn8+H1egkGg8d9fiYPqJ7soKqYoBwOqKqCv/97tYMsc5sIIcSYqK6uxuPxEAgEUh2VysrK8Hg8vPXWW3R1dbFx40ZcLhe5ubnMnTuXxYsXj6oF7lgzm83Y7XZMJhO6ruPz+QiHw6nbk/vV0WgUr9eLyWTC5XK9b4h59OhRNmzYQG1tLVVVVcyaNSsVMOfk5JCbm8uyZcvYuHEjTz/9NO3t7aMar8FgOOljJxKJUYW/QgghxKSXmwuFhaqaNTk/62gZjeoCEAzC/v1DLYhB7ZfW1kJJCcyaBTNnqsDV4VDzwxqNKmDVNBX2Jj+35fNbCDFJjVnAarFYKC0t5fXXX8dsNjN16tRUFU5PTw+bN29m06ZNlJWVyVmrQgghxDDFxcU0Njbyxhtv4HA4yMnJQdM0AoEAbW1trF69mqysLNLS0sZ7qGK0bDYoLoZbblGtniyW8R6REEJMCvn5+WRnZ5NIJDAYDGiahs1mw2w280//9E8EAgGCwSBGoxGTyURubi5OpxOTacx2nUfNaDRitVqpqKigr6+Pbdu2kZWVRW1tbWodXdfp7Oxky5YtLF26lJqamvd9LrFYjHA4nJrb9Viaph0Xlp5sXSGEEEKcZQYD5Oerk3Vfew2efnr0973qKli+XM23GgrBrl1qPpbGRmhvV6Hrvn1w+DBs2gR2uwpdc3JUS+Hp06GsTAWwM2ZAerralhBCTFJjtpfodrtZvnw5L7zwArqu09XVRVlZGQD79+9n7dq17N69m8svvxyz2TxWwxJCCHEB0/UL40TKZcuW8dZbb/HMM89gsViYOXMmmqbR3d3N3r17+ctf/sLy5cspKioa76GK0bJY1A7q0qVqh1VOLhNCiDFhtVqPq0Y1Go0YjUZKS0vHaVRnJhl0FhUVoWkaDQ0NtLa20tPTg81mQ9d1enp6aG9vZ2BggIyMDIqLizEajfj9frq6ulLPPScnJ7UfbrVacblc+Hw+uru76evrw+VyYbFYUu2G29vb8Xq9pKenY5GThIQQQoixkTzAYber6tKWFqioUC2Dg0GIRo+/j9ms1s/OVqHoggVDAavFAnl5at+0qUm1HPb7IRKBQEC1EY7FVAjr8Qwt6+yEcFgty85WJxDbbKrSNfl4yUpXIYS4gI1ZwFpUVMS3v/1tvv71r/PUU0/xwx/+kHg8Dqgd2nnz5nHjjTfyxS9+ccT8rEIIIcSZulC+y3/lK1/hj3/8I08//TR///d/TywWA9SB1bS0NO644w6++tWvkpeXN84jFaMWCkFXF7zzDqxYoebPkQPUQgghTpPZbOa6665j69atfP/73wdUK96amhqi0Sj/93//R11dHcFgkLlz57Jy5UpsNhs7duzgZz/7Genp6Xg8Hu69915yc3MBKCkp4aKLLuLpp59m+/bt1NbWUlpaSnl5Oe3t7bS2tvL444+TSCS4+OKLKSwslC5UQgghxFhyueDSS1U4OmsWPPoo7N6tgtZEYmg9TRuqPP3bv4U5c6CmZuhgySWXqPV1Xe2f9vWpfdSjR1V165490NYGPh94vSpoTQanRqMKVGtqYMoUmDYN5s1T7YunT1f7t8PbCAshxAVozAJWTdNwOBx87Wtf47777qO3t5euri4ACgsLycjIIC0tDbvdPlZDEkIIcYG7UCpYrVYrt912G9deey19fX0cPXoUXddxu93k5OSQlZVFeno6xuRcKmLiGxyErVtVW6e//EWdfSwBqxBCnDW6rrN27Vqampo+cOtau93O9ddfPyFPBDYYDFRXVxOPx7n44otJJBKsW7eObdu2kUgkOHLkCB6Ph1tvvZWqqipcLheaphGJROju7iYej2MwGFInP4MKWJctW0ZTUxOdnZ28/fbb7NixA6fTSTgcJhQK4fF4yM3N5ZJLLqG0tFTaAwshhBBjKRlwZmerfcmPfETNnfroo6qSFVSlakUFTJ2qpqeZOVPN3zp8qoDkMQRdV9WoNpsKScvKoKpKdVzq61OVsl6vaiPc2wsDA2q516vCWL9fVbUePqxOHi4tVe2Dc3LUJS1NBa9Wq3oM+d4ghLhAjGnAqmkamZmZAESjUcLhMFOmTCEjIwOLxZKaA0cIIYQ4Gy6Ej5Tk56fL5cJsNhOPx3E6nRQWFuLxeHC5XKm51OQz9DySSKiWSt3dqo3T8LOMhRBCnBXPPfcca9as+cCfjzk5OaxYsWJCBqxGo5Fp06aRnp5Oa2sr69ev5+WXX6a3tzcVvl566aXccccdVFdX43K5ADXP6sDAACaTCZvNRmLY51BFRQUlJSV0dnaye/duXnzxRfr7++nv7yctLY309HQuvfRS5s2bx2233TYhXxchhBBiUsjJUSFrVRUcOgS/+91QwLpiBVx3HSxZoipNT1VNqmmqKtblUttMisXU/uquXSpk3bwZ9u9XjxUIqEtrq7otyWBQLYgLC1WoO2sWlJer1sEZGSpkPdnZ8HJMQwhxnhmzgFXXdaLRKPX19TQ2NtLZ2Ynf76e2thaLxUJ/fz89PT2YTCbKysqkCkcIIYRAfX7GYjHa2tpoaWmhsbGRtrY2rr/+emw2GwAHDhzAZDKRnZ1Nenr6OI9YCCGEmBhqamoIhUIfeDvJE4InMo/Hw4033sjFF19MX18f0Wg01UUqMzOT/Px8nE5nav0ZM2bw3e9+F7PZjMViISsrK3WbpmmYzWauuuoqLrroIm6++WZisRjRaBSTyYTJZMLj8ZCWlobL5ZJ9dyGEEGK8aZoKNocrLlatem22428bLaNRbXvqVFXVOmOGqlb1+1U1a3+/Clzb2tQcrgcPqurWQEBVtvb1wbZtak7WjAxVyVpaqsZWWKjaC2dlqQDWaByqqBVCiPPEmAWssViMnp4e/vVf/5WtW7fS3d2Ny+Xi2muvxW63s3HjRp577jmcTiff/OY3R+z8CSGEEJNZf38/v/nNb3jqqafYvXs3sViMwsJCsrOz0TSNBx54AKfTyW233call1463sMVQgghJoTCwkKCySqOD2B4t4iJymazUVpaSmlp6ajW93g8LF68+IS3JbtnFBcXAzBt2rSzNk4hhBBCnAPJeVGHczpVqJkMSc90u0aj2g6oOV9BVaD29amANTNThakZGSrITc7lGo2qatrBwaFKWIdDBawVFSqwjUbVNjVtqH2wxaLaGFutantnI3TV9ZG/JxIQCqnHMZuHnqsQQpymMdtLbG1t5b/+67+Ix+P85Cc/ob29nW9/+9up26dNm0ZXVxcPPvgg//Ef/zFWwxJCCCEmvO985zs0NDRw8cUX89hjj7FixYpUtYjD4eCWW27hu9/9LkuWLBnnkQohhBATx9VXXz1ibtEzpWlaqmuEEEIIIYRgqCK1sFAFlrEYRCIqVN23D5qboa4O9uxRPx84oCpbDxxQLYaNRhVwmkyqpXBJCVRWwty5UFQEixapeVw9ng8Wfuq6Gt/wkNXrVZW11dUq6D3TCl8hxKQ3ZgGrz+fjnXfe4ctf/jILFizgnXfeGXF7eno62dnZtLW1jZj/RQghhJjstmzZwkUXXcQ111xDSUnJiLnkjEYjZWVl9PT04Pf7x3GU4rQYjWp+m8pK1S5JWiEJIcRZpWkaVqv1hLcl2++HQiE6OzsJh8NEIhHKyspwOp2YzWbC4TCBQACz2Tzhq1eFEEIIIcZUsmLWYFABKagAU9dVVWokosLR5Fys3d3Q2KiCzd5eVdXq9UJPjwpdg0GIxyEcVj9nZal5XdPTITdXhbkul5pvNtlu+ERtkYeLxaCjQ7Uy3r9ftTBO6u2FV15RYW9xMUybpoLc3FwJW8WQeFxdXn9d/a2CCuXnz1d/J/K3IhjjFsGdnZ1UV1eTmZmJOVl+/x5N0zAYDESj0bEakhBCCHFe6OrqIiMjg/Ly8uMOFmuahtFoJBaLyQlK5xO7XZ0p+/GPq5ZIE3xuPyGEuNAEg0E6OztZt24dPT09DAwMcMcdd1BaWkp6ejper5empibS09NxOBzk5ubKXKNCCCGEECeTPBHcYlEtgCsqVBUqDLUU7uqCLVtUhevBg/Duuyrs7O9XgWpLC2zePLTN9HQVgM6cqeZpXbZMBbYzZ6pg91QBVySiqlTfegsef1w9ftKRI/D976sK3MxM+Md/hNmzVYAroZlIisfVfMP/8R/qbxXg7/5OzUWcbGEtJr0xPRVX13Xi8Tj6sX3PAb/fT19fHw6HYyyHJIQQQpwXEonECQPUeDxOR0cHFotFKmzOJ2632imcOXO8RyKEEJNKb28vvb29/PrXv6atrY2+vj76+vrwer2sWLGC3Nxc0tLS6OrqYvPmzYTDYWw2G3feeSdOp3O8hy+EEEIIMXGdqpWvy6VC0YsugtpaVcF6663q+uhR6OyEtjZoaFBhaEuLqmZtaVEhV10dbNqk5pbNyYH8fFVxWlGhKl4rK9VtTqcKbxsb4aGHVJja16eqY48VDKrq2t//XgW/drtqVVxScs5eIiHEhWXMjsQ6nU4WLVrE888/T0ZyYmxU5Y2u62zatIlnn32WZcuWHVfdKoQQQkxm8+bN4+jRo6xbt46PfvSjqeW6rjM4OMjPfvYzampqKCgoGMdRCiGEEBNff38/R48e5bXXXqOzs5PMzEw6Ojro7u5mYGAg1VEpEAjQ1tZGS0sLJpOJ2267TQJWIYQQQogzoWmq4s9qVVWpMNRSOBiE+noVhB44oELO1la1PBJRLYfb29U8qnv2DG2rvFx1hVqwQM3ZarGoNr9ZWXD4sFr3jTdUO+KTiUbVZdMmFfBefrnaTnHx0LiFEOIUxixgzcvL44tf/CJf+MIX2LNnDz6fD6/XywMPPEBrayttbW3Y7XYeeOABbDbbWA1LCCHEeUbXJ9933M997nM88sgj/PznP2fdunUEg0F+97vf8fTTT9PR0cGhQ4f4yU9+wvz580e9zUQiwWOPPca7777L4cOH6erqwmq1Mn36dFauXMlll11GcXKnAlUp6/f7efDBB3njjTfo7e3FYrGwcOFCvvSlL5Gfnz/i87u7u5s33niDp59+mu3bt2O325k3bx6XXnopd9xxB0ajMTWXbCQSYdu2bfz85z+n7SL+JwABAABJREFUvr4ev99Pbm4u99xzDytWrCA/P3/E2Ldv3866det46qmn6OnpobCwkCVLlnD77bczY8aMEXPUTlhdXar10T//M/zqV1BTM7SjKYQQ4px57bXXePXVV5k9ezbl5eXceeed/PznP+ehhx7CMKzNV35+PsuWLeORRx6hra1NprIRQgghhDjbNE0FqtOnQ1UVLF+uKk0jEdU6uKNDzZ+6fz80N6uWv4OD6pKsUn37bVUZa7OpuVmzs1VYOjgIPt/ox9LZCT/+Mfz1X8O8edL+VQgxKmMWsNrtdmbNmsU999zD0aNHOXr0KNXV1bS2tmK1Wlm2bBkzZsygpqZG5rYRQghxUudDdna21dTUcPPNNzNlyhSam5uZPn06gUAATdPIz8/nyiuvZM6cOXg8nlFvU9d1tm3bhtFoZObMmVitVgwGAwcOHODVV1+lra2Nz3/+85jNZjRNo729nTVr1rB27VqqqqqYPXs20WiUffv28cQTT3DzzTczc+ZMdF1H13WefvppNm3aRF9fH9dccw3hcJiWlhZeeuklMjMzufrqqzEajYRCIVpbW/mf//kfwuEws2bNwuFw0Nvby29/+1ssFgtLly5NVefu27eP1atXs379eqqrq1m8eDFtbW3s37+fX/7yl3zzm9/E6XRO/O8SsZhqhbR/PwQCam4PIYQQ51x3dzdNTU3MnDmT6urq1Jyrx56cY7Va8Xg8xGIxvF7vCae5EUIIIYQQZyj53Wt4dWtSIqGqUT0etdztVm1709PVfK1dXaptcCAAAwMQCqlWv3190NOjgtVwWG1ntKJRVTnb2am2k5amqlmFEOIUxiRg1XWdaDRKX18fH/vYx9i0aRP19fVUVFQQDAaZMmUK8+bNY/bs2SPaBwshhBCTWTKs7OvrY/78+VRXV7Nx40aysrIIhUKkpaUxZcoUbvj/2bvvOLnK8+7/nzN1d7b3qrZFWq0aakhCQgJk0THGxmCwYyAQnDxP3GLHsX+24yfFSewQx46D7QSMY2NiY0wH0SSwhCTU22rVd9W12t5nd+r5/XF7Rlo1JNA27ff9es1rpZkz59yzZ2fmnPs613XdcgsZGRkXFVS0LIuEhAQmTpxIWVkZRUVFRCIRnnrqKVauXEltbS333Xcf2dnZRKNRDh8+zPPPP08gEODGG2+ktLSUzs5OHn30UZ577jnGjx9PaWkpCQkJtLW1sXTpUlpbW5k1axYPPfQQra2tPPXUU2zZsoUXX3yR6667DofDQUdHB7t37+aVV17hC1/4AldffTV5eXns2LGDv/7rv2bdunVkZ2fHA6wbNmxgw4YNNDY28vDDD1NRUcF7773H8uXLefHFF3n44YcpKysb+gFWMOnYkYj5KSIiA6K+vp6DBw8yd+5cJk6ceM6qBwkJCWRnZxMMBmlraztrH3QRERER6QeWZXq2JifD6NEmsxVMwLSz0/Rp3bPHZLGuX28Co1VVJuh6MVmrpwqHTZD20CHYsQOmTDHlhkVEzmNAAqzRaJQDBw7whS98gX/7t39j4cKF3HzzzQOxaRERkWEtHA7zjW98g5tvvpklS5bw4IMPXpL1OhwO/vVf//WM+7/4xS/S3d3N888/z+7du5k3bx7BYJADBw6wbNkyHnvsMa699loyMjIIBoNkZ2dz9dVXU1VVxZQpUygvL2fdunXs3buX+fPn8zd/8zdkZ2cDEAqFSExM5Be/+AXf+973cLvdHDhwgNdff53i4mIeeughRo0aBcDEiRN544032LFjBxkZGSxYsACAl19+mWg0yh133MFtt90GQGlpKRkZGbz77ru89NJLPPjgg2dtN3C27KMLve+SO9s2FGh9H/r9DBfK9BuaTt8vI3U/ORwOnE4noVDovGV/e3t7aWpqwrIsfD7f8Cg/LyIiInI5OP24y7LM+bLTCT6f6bmamGh6sFZWmnLAx46ZksG7d5v+q62tH2zbvb3muWoPISIXYEACrA6Hg1AoRHV1ta78FRGRAXM59Gt1u93s3buXefPmDcj2urq6CAQCOJ1OMjIysCyLQ4cOUVtbi23bLFq0iJSUlPjYysvLKS4upr6+nj179lBaWsrGjRvJzs5m3LhxZGZmxtc9YcIEDh8+TEdHB3v27GHixIk0Njaya9cuFi1aRGJiYnxZh8PBokWLeOyxx6itrQVMgHbXrl1MmzaNmTNnxpe1LIvc3Fzmzp3Lxo0bueeee8762mIVNQKBQPy+aDRKV1cXtm0TjUYJhUKEw+FL+js9q3AYKxLBiQmiE7sNQ7ZtWt64LuFRpWXZuFzmhNblCuNyhbGskRkMGupCITsepIpEIoRCoREbuBvKotFo/LMtHA4TDof79BsdKKFQaNDPB51OJy6Xi97eXnp7e895oY3f76ehoQHLskhKSlKAVUREZDA5HKZUrG2bfw+HikVyacWOxbxeyMszt5hIxGSvrl0Lr79uMlo/TIC1udmUHw4Gzd+bZfW9iYj80YAEWC3LIiUlhQULFvDuu++SlpZGcnLyQGxaRERGsOF+3GtZFrZtM2fOHFpaWti8eTPFxcX9sq1YOeJnn32WI0eOMGHCBMaMGYPT6aSzs5Ouri5cLhdpaWnx8ruWZeFwOEhPTycYDNLR0YFt2zQ3N+Pz+UhKSuozgZ+UlERqaiq2bdPS0kI4HKa3t5f29naysrLOmOzPysoiHA7j9/sJBAJ0dXURDAZJSEjo01LAsiw8Hg8ZGRlUVVWdM0BaV1fHsmXLeOaZZ+IT6rZtEw6HaWtr4/Dhw2zZsuWs2a+Xmqe5mZTaWsqBvXv34rdtwn8MXA9Hc+de2viwOW+N4nBEmTKllrKyo9j2MH9DX4a8Xti06eT76ODBg5w4cUKBqCEq9tlYXV2N61JeEXER/H4/LS0tgxLcjSkrK2PWrFm88cYbHDhwgJKSknjQ17IsIpEIDQ0NrF27lqeeeoqkpCTmzZuH99S+YCIiIjJwvF5TrnXZspNVf8rKYADO22SYcDggKQnGjoUFC2DFClNG+IPYuBEOH4Z33oHiYpg6FQoKYMIESE832xER+aMBO7N2u90UFhby7rvv4vF4GD9+PMnJyWc9uZ86deqgnfSLiIgMNfn5+Rw8eJCOjg68Xm+83+rpQYzi4mJyc3M/0DbC4TBbtmxhzZo1JCYmcuWVV5KamgoQz+p0OBy4XK4ztuv1euPZnwCBQACXy3XGd7nb7cbj8QCm9GI0GiUSiRAMBvF6vWddbyxwE1suGo3idDpxu919lnU6nXg8HgKBwDmz5yzLwu124/P5zgiwxoLFTqdzQPq3OhITcRQWEr3hBhzZ2Ti9XuxhfBV2JHLpA6wOh/XHdTsIh50KsA5RTifx4FTsPaQA69AU+9wbqM+5sxkKfx8FBQVMmDCBvXv3cuDAAbZv386JEyeIRCIcOXKEpKQkotEoe/bs4fjx41x11VWMHz9e56ciIiKDIZYxmJICs2YN9mhkqLIsc2KSlmaCosnJpsTSBzlJ7egw2bBuN5w4YUoFFxaa+3JzITXVBFk9HlOu2OMxN2W3ioxI/X6WGIlE4hk4gUCAlStXUl1dTWFhIWPHjsXn8/VZ3rIs/umf/kknsCIiMqJFo1Fs246X2d+5cyd1dXWsXbuWyZMnk5iYeMYE+Sc+8YkPFGANh8O0trby3//93xw+fJg777yTT3/60/HHHQ5HfEI8lul66gR5NBrFsqz4fQ6HI77cqWJleGPLAPHnnS0oeup6T72da92x39e55Ofn84lPfCLeuzW2jc7OTmbNmkVxcTHTpk0749ikX4TDcMUVRGfPpmzUKHP19TANsNo2PPqoOQ+9VCzLxuMJ8slPNlJdPZZjx3KJRIbn7+dy9slPwhVXmBLBK1asYPTo0RQUFOg4fgiKlUNvbGykoqLijAoDA6Wzs5OMjAza2toGfNsx1157LVdccQXf/va32bJlC8899xzd3d34/X4eeeQRXC4XLS0tZGVlUVxczE033cRVV101MN8NIiIiIvLBZWebLNNRoyArC5qazNXAF8rhMCe4oRDs2mX6ub77buwKYFOWOCsL5s0z25gxA8aNM0HdWJBVREaUfp/9OH78OMnJyfj9/ni/NTCB15qamjOWdzgcA9P7TEREZAjr6Oigo6ODoqIi9u3bR3JyMuXl5QAcOEupG8uyuPbaaz/QtrZu3cp///d/88Ybb/CLX/yCmTNn9inBm5qaSkpKSrwMcFpaWp8ASnNzM2PGjCE9PR3LssjJyWHnzp10dXX12U5nZydtbW3xZTweD4mJiWRmZtLY2EjktBOfpqYmnE4nSUlJ8YCy2+2mp6eH1tP6qQQCAVpaWsjNzT1ncCdWSjiWRQv0KQsZy9AdkOCQy2WCqqf0qB3OLnULWcuycThMED0ScREOuxRgHaJOTSaPvUcHKztSzi0ajcY/22Kfc4MRYHW73YNaHhiIl5m/8cYbOXr0KLt27aK9vZ2Ojg48Hg8ulwuv10thYSHl5eWUlJSQmJg46Jm3IiIiIvI+HA5zrn3FFaaH6muvXXiANS3NlBdOTDS3+npzFfHx49DVZXq6trSYHq2bNkFNDdTWQk6OCboWFppM64ICE+TNzDQZrqdV3xK5rEQi5rZ0qXk/AJSWwk03mffiIJ/7DYR+n0F8+OGHufHGG7nnnnv4+c9/DsAvf/lLwuEwH//4x8nIyOizvGVZA96fdd26dSxbtoynn36au+66i0996lOUlZVh2zbBYJAnnniCtWvXsn//fkKhEHPmzOGuu+7iiiuuIOWUfmldXV0cOHCAn/70p2zZsgXLsigqKuLqq6/mz//8z3G73X0ygLZt28Yrr7zC2rVrOX78OHl5edx2223Mnz+fadOm9RljY2Mjb775Jk899RQtLS0kJiZSWlrKF7/4RcaPH6+eQCIil5nnn3+ep556iqeffppHHnmEaDTKvn37eOKJJ/jyl79MZmZmn0CgZVlkXkSwLpYB+vvf/54333yTzZs38/jjjzNz5kxSU1P7TCQXFxczevRoLMti3bp1zJ8/n7S0NEKhEEePHqWuro7s7GxKSkpwOBxMnTqV559/niNHjtDW1hYP1tbW1rJ7926Sk5MpLS2NB1fLyspYu3YtgUCgz/jWrVtHeno6Y8aMAczEfFlZGT09PVRVVcUDytFolObmZrZs2cLHPvYxEhMTz/qazzY5fqH3XXKdnXDwIPz+93D//ZCfb07ihqFzVGT+sGs9y30KbgxNZ+4rBaKGptP3y0Dvp3OVbx/o7btcLpKTk/nUpz5FR0cH1dXVnDhxghMnTtDT04Pb7Y73Ia+oqBjUMYuIiIjIRYhlml51lQl2vvMOxOYZznUsGjsmzsqCe+815+bZ2SaIevgwrFkDx46Zc/jubhNsra8/+Xy322SvzpgBRUUmu7W0FCZONAEmp/Pcma06b5LhLhqFYBAefxxefdXcd/vtsHjxyffjZa7fA6wHDhygqakJl8tFSUkJYDJYQqEQ+fn5FBYWDuokzIkTJ9i4cSMrV66ksbGRurq6+ARvMBhk6dKlvP322zgcDqZNm4bT6WTfvn28+uqrtLe3c+uttwJmcnfbtm289tpr1NbWMn36dGzbpquri9dee43y8nLmzZtHeno6kUiEjo4OnnzySY4fP05qaiqlpaW0tLSwfPlyOjs7SUtLY8yYMViWRV1dHZs3b+a3v/0tOTk5jBs3jt7eXpqbm/mv//ovvvKVr1BUVNQnI0dERIa3lpYWDhw4QCQSYdSoUTidThobGzl06BC5ubkUFRV9qItrbNvmjTfeYOnSpTQ3N/ORj3yECRMmYFkWfr8fh8MRz+RJSkqiuLiYSZMm8dxzz5Genk5xcTF+v58XXniBlJQUxo0bR3FxMQ6HgylTppCTk8Phw4d58cUXueGGG+ju7ubdd9+lqqqKOXPmkJycjNPppKCggNmzZ/PKK6/wzjvvMH36dNLS0jhy5Ajr1q1j1qxZVFZWxssDz507l02bNrFq1SoWLlxIQUEB+/bt47333qOzs5OrrrqKpKSkS7gn+klvr7kS9uWX4dZbzcncMA2wiogMB7Ey9T/96U9ZsWIFX/3qVykuLqaiooKSkhICgUC8NH2scoKIiIiIDEMTJ5rM0q9+FaqqYNkyExg95aJuwPRSTU6Gj34UKivh6qtP9lXNzISeHpOJ191tslcPHYKGBlM+uKEB9u0zy/T2wo4dsH8/bNtm1pGSYrJaMzLMuvPyoKTEBGEzMkzwVUSGvUF5J9fV1REKhQiFQoOxeeDkCfa2bdvYu3cvnZ2dfYK9tm3j9/t5+umnqaur4/rrr+fmm28mMTGR733ve6xatYqenh6uu+46EhMT6e7uZsOGDbz88svMnDmThx56iEgkwsaNG/npT3/Kc889x/jx40lLSyMcDlNTU8OLL77IlVdeyQ033MD8+fPZuHEjP/zhD1m9ejXl5eXxjJ39+/fz7rvvsnnzZn7wgx8wYcIEGhsbWbZsGY8//ji33XYbqampZGVlDdrvU0RELr3Ts338fj81NTUEg8F4adsPs+6nn36aVatWUVxcTGVlJbWxch6YEorjxo0jLy8Pt9tNcXExixcv5oUXXqCsrIxRo0bR3d3N0qVLmTZtGhMmTCA7OxvbtikpKWH69OlUV1fz8ssvk5ycTFtbG+vWraO1tZVPfOITeDweLMsiLy+P2bNnk56ezvLly2lpaSEnJ4fdu3fT2trK5MmTmTx5cnxcCxYs4PDhw2zcuJE333yT8vJy1q9fz86dOxk1ahSzZs0aHn3ywmFoa4OtW82JntojiIj0O9u22blzJ2+//Tb33Xdf/IIlZV2LiIiIXCYsywQwExJMNqnbbcr5Hjx4MsDqdpsyvllZ5jZnDlRUmIBorN3JKVUrCYVMIHXfPpPNmpBgfkaj5ry+s9OsOxaIjUTMOX5+vgnUdnaaPq29veaWm2uCuy4XeL1mPO+X7SoiQ9KgXSoxFEpEdXd38/3vf5/Zs2fz53/+5zzxxBPxk+tQKERLSwvPP/883//+97n++uuZOHEitm3zrW99iy984Qts27aN6upqZs2axbZt29i2bRuBQIB//ud/JicnB4fDQW5uLqFQiO985zvcf//9jBkzhq6uLn73u9+Rnp7Oxz72Me666y4AysrK2Lt3L1u2bOHZZ5/ljjvuwLZt1q9fz/r167nzzjv52Mc+htfrxbZtpk2bxlNPPcXy5ctJTU1l3rx55329F/p7GSiD/TcgZ9I+GXq0T4YGy+q7HwZzv1yqbdu2zQsvvEBHRwe1tbWsXLmyz+PFxcX8wz/8A5/61Kfwer2Ul5fzla98hba2Nn7+85/T2NiI1+tlwYIF/OM//iOjRo0CTMlJp9PJV77yFV5//XWefPJJPvvZz+Lz+Zg3bx6f/OQnefjhh+M9GpOSkqioqODRRx/lu9/9Lm+++SZdXV3k5eXxN3/zN9x0000UFxfHx3X11VfjdrvJycnhJz/5CQ0NDYwePZprrrmGb3/722RnZ2uiXEREzmBZFi6Xi/T0dPLy8rAs60NfrCQiIiIiQ1RCAsyfb0r33nUX/PVfmxY9ABMmwDe+AeXlMHbsyWDnucqZulwm03XqVJg0Ca67zgRRQyFTLri+3pQUPnYMNmww1aoOH4bGRnOrrTXBU5fLVK7y+WD6dBPQnTEDyspg3DiTdasKlSLDSr8HWGMl/Qatx9k5dHZ28vWvf52Kigquu+46CgoK+jze2tpKdXU1oVCImTNnMnr06PhjpaWljBkzhn379rF582ZmzpzJzp076e3tZfz48eTk5MRfW1ZWFgsXLqS7u5va2lrGjRsHwMaNG5kxYwaFhYV9tjt9+nQOHjzIhg0bAAiHwxw5coSGhgauvvrq+IQ0gNfrZeHChdTW1lJXV3fe1xsKhQiHw4RPyZDp6emhp6cn/ngoFOqz/kspEonEtx0KhXA4HDhGQA3uoS4SiRD5Y7P3WEa5AhODKxQKxTPsw8poO0PseHQgWZaNy2X2RSQSie+jCxX7/P1g2z77+/FSvE+dTie1tbXnfC0OhwOfzxcvP+9wOEhNTeVf/uVf+Id/+Id4GUWXy4XP5zvjMz03N5d77rmHj3/844TD4fiybrf7jO8aj8fD/PnzefbZZ4lEIti2jcPhICEh4azl72fNmsXUqVP58pe/HF/W7XarH7mIiJxT7LuzqKiIiooKDh48iNPppLi4GJfL1aevuYiIiIgMc5ZlskMdDjOZdOp8QWKiCWoWFZkMVss6f+Zo7HGHw2Sbwsmerk6nCdBGIjB6tFlfYyOcOAHNzeD3Q1OTyW5tbTUZrO3tJsgau7+mxpQQLiw0gdzsbPMzLQ1SU83Y32+MIjIo+v0s0rZt1q5dy6OPPhrvY7N7924ikQiPPfYYGRkZfZa3LIu/+Iu/6NeeN/X19WzZsoXq6mr+5m/+hilTptDW1tZnmUAgQEtLC06nk9TUVBISEuLjczqdJCcn4/F4aGlpAaCtrY1oNEpaWlqfSWaPx0NWVha2bdPe3k53dzcJCQk0NTUxa9as+Hpj0tLS8Hq98T61XV1d9PT0YFlWn6wcy7JwOBxkZ2eze/fueKD0XN555x3WrFnDjh074vdFIhHq6uqIRqNUVVWRnJzcb0FP27YJBoPYtk11dTUOh0OBvCHAtm16e3uJRCJUVVUp6D0ERKNR/H4/oVCIbdu2aZ+cZtIkc1HfQHM4oiQkBKmrq6Ojo+OiPr96e3s5fPjwB9pue3s7P/3pT0lKSsKyLGpqaujp6eEXv/gFGRkZZ0wGX3fddUyfPv2C1m1ZFpmZmRc8ltjFUhfa39ThcOD1ei8o6GlZFm63G3fsROV9xCbCh0UpYBERGVKuuOIKXC4Xf/jDH6ipqWHWrFkkJycrwCoiIiJyOYoFRk+dx0lKMiWBExI+fOAyPd3c/tjqDzDlgnt6TEugI0dgzRpTonjbNhNc7ekxPVsBVqw4Oc6xY02gdd4806+1stLcMjNPBnZFZEjp97PIgoICurq62Lx5c/ykNRakrKqqOmPi1bIs/uzP/qzfxhMIBKipqeGdd96hpKSEadOmkZube0aANRqNEggE4lkxp2fbuN1uHA4Hvb298fUCZ7wep9MZvy8YDBIOh+NBLY/Hc9YsHqfTGc94CgaDRCIRLMs6IxgLpkdebL3nE4lECAaD8XHG7otlLUaj0XgmY3+wbTueJRUrxaUA6+CLZUqC2S+2bWu/DLLYfjh138hJsQsPB5plRbGsk/vlYt4n0Wj0A+3LlJQUMjMz2bp1azzw2NHRQX5+PtXV1Xi93jMC8JWVlRe9HRkkTqfp6VJebq6eHYw/bBGREWj37t2888477Ny5k71799Lc3ExqaiopKSm43e6zfsenpqby8MMPk3JqLy4RERERGf4+6Dzo+Z7ndpvHKypg1CiTLdvVZTJaT5wwmaz79pl+rQcOmEzWtjbzs6sLOjrMfEF6uikbnJpq1pGdbbJki4tN0DU1VXMJIoOs3wOsixYtor6+vs99WVlZ51z+XOWEL5XW1lY2bNjACy+8wC9+8Qu8Xi9dXV10dXXFg5BdXV19MixjwY7zlTk+ddlTnRpYPHVZy7L6PHb68qeXVj5XsOXUZc/nIx/5CNdcc80ZJYKXLl3KF77wBaZNm0ZaWlq/lgiO/e6nTJly1sCADLxwOEx9fT3V1dVMmzbtnJNKMnBCoRDr168nLS2NCRMmXHBG30jxm9+YNhYDKVYi+KMfXUVlZSFjx469qCwXv99PbW3tRW+3pKSExYsX97kvKysrXmr+bM52IY4MUYmJ5sTo3nvNFarqsyIiMiAaGxupqamhubmZQCBAbW0tqamp8UpCZzsfys7O5r777lOAVURERETen9NpbrGWhGVlpqSwbcPRo6aE8Pr15t9O58n5gFDIlAxub4do1JQd9npNOeGZM02wdsoUkyEbCJhlPJ6T24tlJcTmdj/oHG84bG5gxqy5YpFz6vcA69/+7d9e9HP6M8BTW1vLvn372Lt3L9dcc018e7F+h2vWrOGJJ57guuuu4+GHHyYYDNLR0UEgEOgzcd3e3k5vby85OTkAZGZmYllWvGRwTDAYpKmpCYCMjAxSUlJwOBzk5ubS2toaz4CNaWtrIxAIkJKSQkJCAk6nE5/PRzQapbGxsU9ANhqN0tDQQHp6+vuWSTxb6UWXyxUvxRx7vL+Cng6HIx6QiG1LgbzBF8smB7NfXC6X9ssQECsBHtsnclIkcvIYbzA4nc6zVjU4nw+6HxcvXsx11113Uc/R+3cYSU42Na8rK3WyIiIygMaPH8+1114brywU6+XtdDrP+T2ampp61p7gIiIiIiIXzLJM0DU3F0pLTUA1EIDOTnOrqjIZrlu3muyC/ftNRmtbG6xeDS4XvPyyCbp6vaaHVl6eCbqWlJgSw+XlZr7hQuetolFzi7Ft2LvX9H+dNs1sU3MWIufU7zP3Qy1Lcfz48TzwwANcffXVfe4/duwYP//5zxk1ahRLlixhxowZ5OTk4Ha72bFjB7m5uZSUlGDbNkeOHOH48ePYts2kSZOwLIvy8nLWrVvH7t27aWlpIT09HYfDQVtbGxs2bMDn8zFq1CiysrLo7u5m6tSp7Nixg4aGhj7j2LVrFx0dHVRUVAAmCFpQUEBWVhYbN27kpptuAk72NN2wYQNLliwhNzf3vK/7QifdB3JyXoGAoae/M8jl/E7PaAe9T4YGG9vuux8GYr/o/XiZC4XMidKBA+YEyOczJy4iItIvYsFUj8dDSkpK/FzvQgKnPp9PF72JiIiIyAcXm99xu83t1Apkvb0m0AomAOv1mmzV4mJTNjiW1drTczLgGomY5zQ2mvmFxkaTEVtXZ0oHZ2SYyllJSeb/Ho+5xcbR0WHWu2cP7NxpAqtggq1VVSfnLLKzTRA3Lc2MS0T6GHFniampqZSXl1NUVNTn/n379vH73/+eoqIiZs2axZQpUwgGg0ybNo3Vq1eTlJSEy+XC7Xbz0ksv0dHRQWFhIWVlZQCUlZUxatQoNm3axPPPP8/111+Pbdvs3LmTN998Mx6w9Xg8RCIRFixYwB/+8Ac2bdpEUVER48aN48iRI2zYsIFgMMj8+fMBE6AuLy9n7969vPvuu2zfvp2CggI6OzvZtm0bzc3NTJky5YzXIyIiIkOY3w81NfD44/DlL5uTJ03ei4j0m1NbrrjdbhYsWEBubi7Z2dkXdEGTLnoSERERkX4Ry0idPdsEOm+88WRmaW0t1NfDmjVw6BBs22bua2gwAdWjR2H7drMeyzIB1fR0s66SEpg4EWbMMIHb7OyTma3798OuXfCDH8CRIyezWCMR+K//MsHY3FxYtAg+/nGYO/dkyWMRiRtxM3kejwePx0Nqamqf+1tbW/F4PPh8PrKzs8nMzKS7u5ubb76ZN954g4SEBGzbJiEhgRdffJGkpCSuuOIKiouLARg9ejSTJk1i48aN/O53vyM5OZloNEp1dTWbN2/mwQcfJDs7G6fTSUJCAgsWLCAtLY3t27fjcDiYM2cOW7dupaamhsrKShYtWhQfW2VlJXV1dbz99tssW7aM0tJSGhsbWb16NTk5OcyYMYMCfcCJiIgMHz095qToscfgU58yJy5JSYM9qsvC6S1i1DLm0tPvVIajWAuGffv2sXr1aq699lrAXNCq4KmIiIiIDJpTj0VP7Z/qcJycK/B6TRbr/Pkm4NrWZsoIt7ebAGlTEzQ3QzAIra0mC/XIEaiuhlWrTBbr6NEmqzU5GTZvNkHWo0dNpuqpbNtksLa1wZYt5gLxaBQmTzaljXVxuEic3g2nOP3E2ufz8Y1vfAOn08lbb73Fb3/7W0KhENdeey1/8Rd/wbx58+LLOp1Obr75ZkpKSvi7v/s7Hn74YRwOB2PHjuXjH/84X/jCF+Llp1wuF8XFxTzyyCP8+te/5je/+Q3f+973KCws5LOf/Sw33HADV155ZXzdlZWVZGRkEI1G+fGPf0xDQwNJSUlMmjSJxx9/nIkTJ8Z7qYqIiIiMZKfHSRQ3ufT0O5XhKFZ6/9ChQ2zatInu7m4ikchgD0tERERE5EyWZW6ZmeY2atTJx7q6THnf9etNgHTjRtM3NRw2AddAwFzQbdsnb243lJWZ7NacnJN9Xs8lGjV9YaurTQnh8nIT5B0zxmTB6qRQBFCANa68vJxnn30Wl8uFz+eL3+/1evmrv/or/vIv/5JwOBzv2+Pz+XC73X3WkZKSwvTp03nqqacIhUKACbzGsmZPN2vWLCZPnkwwGCQSieBwOEhMTDzrsrm5uTz00EPce++9RKNRLMvC5XKRnJx8xjhERERERETkTKNHj2bKlCkcOHAAl8tFfn6+MlhFREREZPhITDTBzgULTMbq9debKlmxSllNTSaD9ehROHjQBFK7usy/nU4TbO3uvrhtvvwy7NtnSgXHYhc6hhZRgDXG5XKRmZnZ577YiXZycvIFrcPhcJwzmHo6y7IueFkwgdqkpCSSVD5QRERERETkA8nIyCA/P59jx47hcDgoLS3F6/XicrlwOBxnfY7D4SApKemcj4uIiIiIDBin09wyMsz/8/JMlmo0arJdm5pMEDU312Sspqaacr+trabcb2vrxW3PtuH48ZNlihMT4ZQENZGRTAFWERERkcHgcJgTFIdDV36KiAyQkpIS2traePLJJ3E6nezdu5fCwkLy8/NJSEjA6XSe8Ryv18uCBQtISEgYhBGLiIiIiFwAhwPGjYOxY2H69JNB1/Z2E3R95hnTe/WVVy5+3W1tJsi6ZQtMmGD6sYqIAqwiIiIiA87pNFd8jhp1MsgqIiL9bt++faxevZr6+nosy2LdunWkp6eTmpqK2+0+o1ywZVmkpaUxa9YsBVhFREREZGiKHcPGfsYuGrTtk8vk5ZmM1g+quxuWLoVdu0wp4qwsSEmBggKT1RqrAqoLyGUEUYBVREREZKDl5MBNN5leKU6nTkBERAbI5s2beeGFF+L/P3HixHmXtyyLwsJC/uqv/or0DzMhJSIiIiIy0CzLBD+jUcjPP1lW+IPo6oInnzTrmTzZ3MaMMX1Zs7PNReTnmtvQnIdcphRgFRERERlolmVuylwVERlQf/EXf8Ett9xyUc9JSEgg48NMRomIiIiIDCaHw2SvJiV9uPVEIqbc8KZNsHevCao+/bTJXs3Ph8JCcysvN0HXsjJTtcvrvSQvQ2SoUYBVREQuSDgMr73Wt7rIQOvoGLxti1xSfj+cOAHvvGMyWbOydMIhIjIApk6dytSpUwd7GCIiIiIiA8fhgNRUE2B1Ok1G68VM8Dkc5nkZGeZ5oRDU15vJwmAQPB4zrzFunMlq9ftNwNXpNMHXpCSzjMtlfjqd5t+g7FYZ1hRgFRGRCxIMwuOPm2MwEfmQOjuhqgq+9S2oqDBXfSrAKiIiIiIiIiKXmsdjSvoeOAC5udDeboKgF8KyTPZrURH8/d9DIGD6sO7eDUeOmLmNnh5zEXljo8luffllE5T1ek3v11GjYOpUs45Zs8wYxow5Wd1LZJhSgFVERERkoEWj0NtrrvgMBnXlgojIAIpGo7S2ttLZ2cmRI0fo7e0lEAgA4HA4SE5OJiMjg/z8fFJTU/HqAhgRERERGe48HhPYnDULtm2Dw4cv/Lnl5ebi8NJSM3/h85nAaWOjKQPc2QnNzeZnV5f5dyBg/h8KmX9HImabTU2QmWlKCcfKFmdnm16xmZngdpubyDCgAKuIiIiIiIiMGNFolNraWvbu3cvvfvc76uvraWpqAsDj8TBu3DhmzJjB9ddfz8SJExVgFREREZHhz7KgpATuuw9++lOTfXqhZYKvuw6uvtoEWr1ek40a09sLLS2wfbvpy1pTA+vWQUMDHDoEra3mtnfvyed4PKZ0cGWlyWSdO9dkuc6aZUoZK8Aqw4QCrCIiIiIiIjIi1NbWcvjwYf7nf/6HlpYW3G435eXlTJs2DYBIJEJbWxs7duxg27ZtfOITn2DKlClMnjwZj8czyKMXEREREfkAYmV4MzNh5ky4804TbH3jDRMc7erqu7zTaQKdEyaY5RcvNv92u/uW9LVtc196OkyZAqNHw5VXwkc+YtZ5/LjJcq2rM9mrLS2mTHE4bB7ft888VlNzMpM1O/tkP9eMDJM1m5Fhsm+dTlN6WGSIUIBVRERERERERoTjx4+zY8cOVq1aRSQSYdGiRYwaNYri4mIAenp62LFjB/v372fLli2UlJTg8XioqKhQgFVEREREhrekJHObO9cEW3fvNvefGmBNTISEBCgoMEHTG24w/Vvz8s5cn2WBy2VuSUnwx2NqwLRDamgwgdW9e01Z4uPHTe/X7m6zzY4OaGszma7RqLnl5JjbzJmmjHAoZNbrdJpxxbbncJj7Tu3jqn6uMsAUYBURETmFbet4TAaIw3Hy6k/90YmIDIg1a9bwyiuvcOutt1JWVsYdd9yBx+PB5TKnxrZtEwgEqKqq4p133mHnzp0cOHCAJUuW4PP5Bnn0IiIiIiKXQEWFyRCdMgVWr4bPfc4EN10u+NKXTAng6dMhJcVksiYkXPw23G4TlM3MhEmT4KabTOZqd7fJZD140ARejx2DrVtNb9YDB8xj7e1w9KgZz5NPmu37fDB+POTnwxVXmOBrRYUJxqakXNrfj8gFUoBVRETkFIpzyYDIyIAFC+Cll8wJTXLyYI9IRGREaGtro76+ntGjR1NeXk5BQQGOs5QZ6+jooKKigq1bt9LS0kI0Gh2E0YqIiIiI9IOEBNNL1ek0ActTM0BLSmDiRPPzw5TktSwTZI31U01LM1kNsSzV5GST9VpYaH42N5tMVb/f3Do6IBAw98d6xYZCJis2HDYlgxsbzc/0dLN+r9cEhGNZuC7XB5/os+0ze9QGAibjNjPT/G5ir1NGLAVYRURERAaax2N6ilx5pTmpiB2Yi4hIv2pvb6exsZFJkyZRWVmJdY4Jkby8PObNm8fvfvc7GhoaiEQiAzxSEREREZF+5nD0DRBalul5Wl5ugpP9tc30dHOrrDT32bYJnra3m36sNTWwYYPJbl23Djo7TcB1zx6T9bp69clxZ2WZdc2ZYwK0s2aZ1zB2rJlv+aCvIxYMPjXI2twMVVUmg9bjUT9YUYBVREREZMCFw+YEoabGlLTx+XRgLiIyABITE0lOTubYsWOkp6dTVFR01iBrR0cHNTU12LZNSkrKWbNcRUREREQuO/3Z0/T09Z3+/5QUGDPGZKPm55t5k2uuMVmjjY1QV2f+ffiwCbg2NpperqEQbN4M+/ebIGxmpqkcVlRk1jVqlLkvJ8cEZBMSzt2uqbvblC/esQOqq802Y3buhF/8wpRXzsuDhQtNBm1xsTJZRygFWEVEREQGWk+POWB/8kn4/OfNQX9/XR0qIiJxPp+P1NRUjh07RlpaGtOnT8fhcPQJstq2TWtrKzU1NQCkpaWdM9NVREREREQuAafTXHzu85k5kkmTTmaPNjebQOfWrXDkCKxdC8ePnwyudnWZwOqpZX2dTlPqOD/fVA8bN85c4B4rGxz7eerNtk1Qt7oali6Ft94yvWFj9u83t6wsE2BNSTFZuIWFZ2YDy4igmTwRERGRgeb3m4PyRx+Fj38csrNNzxEREelXs2bNIhQK8eKLL/LWW2+xd+9eCgoKyMvLA6C3t5f9+/ezc+dO1qxZw4IFC7juuutITEwc5JGLiIiIiIxQaWkm8JqfD8GgmUfp6TFZrIcOQX29yThtaIBdu0yWa6zc8OHDJvPU6zW9WTMzTZ/WSZPM+srLTfA1Kwtqa00J4B/+0AR129pMBbLTtbeb7f/Lv5jgbSAAEyaYQKuMKAqwioiIiIiIyIhQWFjIxIkTWbFiBd3d3ezevZuWlhbq6+sBCAQCHDx4kLq6OmzbZtSoUUyYMAGXqgyIiIjIUGVZJnhUWWkCP2CCSGpxIMNdLCPU7TY3n+/kY+GwCbbm5sKJE6Ynan29+dnYCC0tJggaDJoM15YWEwhNTDTr6emBgoKT/V2zs82F8NXVps9rNHrucYXD5lZTY4K/1dVmHAUFfcctlz2dJYqIiIiIiMiIMH36dCZNmkRWVhZ79uzhxRdfZOPGjbS0tADg8XgYNWoUU6ZM4YEHHmDu3LkUFRXhdDoHeeQiIiIi5+DxmAy811/ve58uEJPLmdNpgqXjx5ss1PnzTYnfSARaW81t82Y4dgzWrzeZrPv2mcCq3w8rVphAqMNxsryvw2Gef77g6un27jUZr9nZpgSxLmwYUfQpKyIiIiIiIiOC0+nE4/FQWlpKcnIyDoeDzs5Ouru7449nZWXFM1fT09OVvSoiIiJDVyxTzrLUdkZGltjf/rkuhPR6YfJkKC42/VKbmkyGa0ODyVo9ccL8bGoyGaw9PR8s8zQQMOWE6+tNn9i8PJNtKyOCzhRFREREBoNlqWyMiMgAs20bh8PBhAkTmDBhAgsXLsQ6y2exbdtn/Ptsy4mIiIiIyBDj85lbdvbJ+yIRc9u71wRX1641/Vu3bYODB6G312TAXqxQyPRqPXoUDhww5bljF2jq/OGypwCriIiIyEBLTIQxY+BP/sRc3ej1DvaIRERGhIaGBtrb27Ftm8TEREaNGnXW5drb26mvr8fhcOByuRg1apQyWUVEREREhqtYGeDRo808zOjRJmu1vR02bIDdu+H3vzfB0g9i3z5YswYKC01gNzX1kg5fhiadIYqIiIgMtKQkmDABvvxlc1CvAKuIyIBobm7m6NGjJCYmkp6eTnFx8VkzU3t7e2lqaiIQCOByuSgsLFSAVURERERkuIpVEYsFPnNyTj7mcJh5mZdf/uDrr6832bE1NdDdbdbvcpmbx2NKGXs8qmZ2mdEZooiIiMhAczpNuZoxY8xBvMMx2CMSERkR3njjDd58803uvPNOysrKzrlcT08PjY2NvPbaa7S1tTFp0iS8uhhGREREROTyk5lperV+mN6pmzbB9u3w4ovmovpRo6CkxMz7TJsG+fkwZQokJOgi+8uIAqwiIjJi2LYuEpMhIhSCjg7YswcmTzYH3wqyioj0u9bWVo4fP05CQgJJSUnnXM7j8ZCamkp7ezt1dXVEIpEBHKWIiIiIiAyYtDQTAE1KMsHPQODCn2tZ5iJ6r9dkq7a2QmcnhMOmBHFTk7kvMxP27zcZtGlpkJFh2kdlZZmga3KysluHIQVYRURkxNAxigwZLS2wciXcey8sW2auZszMHOxRiYhc9tra2jhx4gR5eXkUFhaetTwwQEpKCmPHjqW3t5e6ujqi0egAj1RERERERAZEQYGpMpaba+ZrmppMlsaFcDpNgDQ/3wRJd++G3l44ftzcTuVymf6vY8fCFVeYrNkrrzTPLSszj2vyclhRgFVERERksFzoAbuIiFwSDocDp9NJd3c33d3d51wuGAzS3t5OOBzG6XQO4AhFRERERGRAWZbJQL31VigshGeeufD5mnHj4KaboKLCBE9PnID2djhyBBoazO3QIZPV2t5uslnDYRPITUqCd981gdmsLBPozcw0pYXT00154ZQU83hsnDKkKMAqIiIiIiIiI4LL5cLj8dDZ2UlnZyfRaBSHwxHPZLX/OJHS29tLS0sLtm3j/jC9mEREREREZGizLNN/ddYsiEZh6VJTJjgcNv8/2/IOhwnKjh4NixebymSjR5t2UC0tUFUFtbVw4IBZvrERIhFz6+gwgdZo1Pw/lgVbVmayWmfONIFepxOys81yLpfZptNpfjocKik8BCjAKiIiIiIiIiPCuHHjmDp1Ks8//zw7d+6kpKSExMREvF4vANFoFL/fz6ZNm3jyySdxOp1Mnz4dj8czyCMXEREREZF+43LBnDkwapTJGn37bVi1ygRCQ6G+y6anQ04OPPAATJ4MixaZACmYbNPERBMYXbAAgkETrI2VDT52zARed+822a5VVeD3Q3c37Npl+rSuXWvGk5Bg+rWmp8OkSSZDdupUKCoymbMpKSbIK4NGAVYREREREREZEYqKiqisrGTDhg3U1NSwZs0aUlNTSf5j2a1wOExzczNVVVUcP36cyspKSkpKcLl06iwiIiIictmyLFOyNyfHBDE7OkwG67vvmiArmDK+hYUmwJmfb/qojhljgqqxTFKn09xOv0AzFDLB0sxM8zMlxWS1pqWZ8sGtrSbQ2ttr/t/VBfX1pjdsUpLJdM3JgZ4es+2jR00Q1+eD1FQTaE1KMv/3eE5muEq/0lmiiIiIyGBwOEwJGpV0EREZMAsXLqSiooL169ezdu1ali1bRn5+Pvn5+QAEAgH27t2Lx+MhOTmZa6+9lkWLFuHz+QZ55CIiIiIi0u/S0mD+fFOm90//1PRl3bjRPDZvHnzucyawmptrskwvdE7H5TIZqHl5MGXKyR6v4TC0tcHBgyaD9fBh2LAB6upgxw4TcO3uNsFYOLktyzLB3ZwcuPJKk3k7ZYopM1xQYLJoNdfU7xRgFRERERlo6ekwdy787/+aMi9JSYM9IhGREcHn85GTk8NnPvMZjhw5ws6dO+N9V10uF5ZlMWbMGPLy8igpKWHq1KmkpaXhcDgGeeTn19nZya5duzh06BCHDx/G7/djWRZZWVmMHTuWKVOmkJWVRWJi4gWtz7ZtgsEgnZ2dbNiwgcbGRurq6ggGg9i2TXJyMgUFBcyYMYO8vDzS09P79wWKiIiIiAyEWMDU6TwZQI1JS4OSEpMxejHB1dh6T/+3bZsL71NSTP/WxEQoLYUJE0wGbV2d6efa2mpKC3d0mJ9dXebfzc0mozUSgepq2LzZZLWmp5ss29RUk3GblQUZGeYxj0cX+l9CCrCKiIiIDLTERHN14ahRgz0SEZERJSEhAa/Xy6c+9SkaGhpYvnw5J06coL6+Hq/XS2JiIqWlpYwfP55Zs2bhdDqHdHDVtm1s26a9vZ1169bx3nvvsXbtWtra2rAsi5KSEhYsWEBqaioJCQkk/LE3lHWeCZVYwLmnp4eGhgbefPNN9u7dy7Zt2+ju7iYSiZCfn8+0adNIS0sjISFBAVYRERERubxY1plldlNSTNao12seuxTbsCxT1tfnM5mnMZGI6d96+LC5bdpkgqsbN5rSwT09JrM1VkrYts0tVp548mSzvunTTVZrSYnp6ZqcbJaJbftswdYPG3yNZefGfl7GwVwFWEVEREQGWjRqDpZ7e02wNXZwKyIiA8Lr9ZKfn8+tt95KMBgkFAphWRYOh4PExEQSEhJwOp3nDUQOBZFIhA0bNlBVVcVPf/pTKisruf/++ykuLiYSibBq1Spqamr42te+xv/3//1/zJ8/n9TU1PO+rmg0SigU4tFHH2X37t10d3dTXl7Oxz/+cZKTk3E6nXR2dpKcnEx2dnY8aCsiIiIiIpeIw2ECpaNGmXLEEydCIGACql1dpqxwTQ00NMDOnSbIWlNj+rf29ppywzU1sGWLmXdKSDD9X1NToaLCBF/HjDHB1+xsU2rY6by4Mdq2mduKBVLBjGvbNpOJm5t7aQLRQ5gCrCIiIiIDrbnZHOR+85vwk5+Y8i+pqYM9KhGRESMSicRvtm3HA462bRMOhwmHw4RCIdxu95AOskajUQ4cOEBtbS1tbW2kp6czdepUSkpKCIfDNDQ0sGXLFnbv3s3Ro0dpamoiOTn5vFm5PT09tLe3s2fPHmpqapg8eTIlJSXMmDGDtLQ03G43jY2N8WC0x+MZwFcsIiIiIjICxMoUx7JbMzJOPtbbC36/Kf1bX2+CpydOmOVaWkyQ1e83/V3b203/1mDwZAZrZ6cpHdzcbLJgc3KguNhk5iYmmp9u98mEgNMzeSMR87y2NhPg7eo6+VhHB1RVmWBwW5sJsiYkmLEN4fOqD0oBVhERkRHItm22bdvGsmXLqK6u5siRI7S0tPDVr36Vq666irFjx/ZZ9sCBA7zyyiu88sordHd3k5WVxeTJk/nzP/9zioqKcP7xKjfbtuno6ODXv/4169evp6amBofDwfz587ntttuYMWNGn0yX9vZ2ampq+M///E/27duHy+WiqKiI66+/nnvuuQe3291n3GvWrOHtt99m7dq1NDY2UlxczG233cbcuXOpqKgYkN/dJREOm4POnTvNQW8kMtgjEhEZMWzbpqGhgUOHDvHCCy/Q2NhIc3MzAB6PhzFjxjB16lQWLlxIXl4eSUO4T3Y4HGbp0qU0NDRw6623csstt3DzzTfjcDiwbZuJEyfym9/8hjVr1rBlyxZs2+Yzn/kMycnJ51zn3r172bhxI0eOHMHn8/F3f/d3pKWl4fV648HmwsLC+PJDuYSyiIiIiMhlx+s12a2zZpns0RtuOJlN2tBggqybNsHx47B1K9TWwqFDZv6ppwdWrjRB09jN5TIZrQUFprTwhAkmc3bmTJMMcHpCQHc3vPuuWc/zz5vtxGzbBn/1VyZbNjsbPv95kzF71VUKsIqIiMjlo62tjY6ODizLIicnh+XLl9PY2Ehvb2+f5fbt28fq1at54403KCwsxOv10tHRwa5du/jlL3/JF77wBVJSUnA4HITDYV544QVWr15NMBiksrIS27bZunUrCQkJBAIBrr32WgBCoRDV1dU899xz1NfXU1FRQTQapbe3l2effZYJEyZQUVFBWloakUiEuro6nnnmGU6cOEFqaiqjR4+O989rbW0lOzubrKysIZ1p1EckYg5so9G+5VRERKTftLS00Nrayquvvsrx48c5fPgwtm3j8/niyxw9epSenh6OHDnCtddey7hx48jPz49fTDRURKNRwuEw9fX1dHV1MXbsWLKysuIXJ9m2jcPhID09nVGjRtHd3c3x48eJvM9FPS0tLezfv5+EhAQ8Hg+bN28mFArR0tKC2+3G6/UyevRosrOzKSkpGYiXKiIiIiIiMbG+qbELHd3uk/NK2dkmWzQSgbFjTWZqYyM0NZls1+5u87OzE1pbzc3vN4HZQMBkuh4/bgKkVVUmuJqXB+np5t8Oh8lMffVVU4Y49ryYaNRk2La1QSgEy5aZ9eXlmYzbzMyB/V31MwVYRURERii3201JSQklJSWkpqby9NNP93nc/uPB2caNG1m+fDmHDh3iS1/6Evn5+Wzbto033niDxx57jE9+8pN4vV48Hg9+v5//+Z//we12s3DhQm677TbC4TDf+c53WLVqFX6/nwULFuByuWhtbWXjxo08++yz3Hnnndxzzz309vayadMmvv/97/PGG2+QlZVFWloa4XCYrVu38vrrr3PFFVdw++23M3PmTN58801+9atf0dTUxJw5c5g3b95g/CpFRGSYqKurY+/evfzoRz+itbWVsrIyxowZQ3FxMQB+v5/t27ezefNmjh49SjQa5ZprriE7O3tIBlhDoRB1dXXYts348ePJzs6OP25ZFpZlkZGRQUVFBd3d3Rw+fJhwOHze9TY0NLBjxw5SU1PxeDy88MILHDp0iG3btpGamkp6ejo33HADU6dOZezYsTgcjgu6uMnWxUQiIiIiIv0jdjweyzjNzz/5WCRibnv3muDqhg1w8CDs3m1uLS2mlHBbm8l0PVVysunTWlYG48aZzNnmZnjiCROMPRe/39yefhoqK00W65QpJ0sdD5fkiPcx4gKsF3JSd2r/nQtd9lIvf/oJ6vute9hk64iIDBDbPvt39bnuH2ksy2L+/PnMnz8fIF4a8XS2bbNixQoOHTrEww8/zOLFi3E4HJSXlzNx4kSeeeYZVqxYgdfrJScnh/3797Nq1Sp+9rOfsWTJEkaPHo1t23z1q1/lkUce4d1336WxsZGCggLWrl3L1q1bSUxM5B//8R/xeDxYlkVRURFHjhzh6aefZuHChZSWltLb28uTTz5JWVkZH/vYx7j77rsBKCsr48iRI2zevJlnnnmGuXPnnvM78UIndgdkAviP27AA+7T75Fz0+xkuFEQZHkbqflq7di3Lly9n5syZ5Ofnc8cdd5CcnExiYiJgerO2t7dTVVXFH/7wB/bs2UNTUxNTp07F6/UO8uj76u3tpbOzk3A4jMfjIT09/axj9Hg8pKWl0dLSEu85ez5dXV2cOHGCffv24fV6mTVrFtOnT+ejH/0oXV1ddHR0sHLlSmpqaohEIsyaNYvy8vL3Ha9t20QiEcLh8Blj6O3tpaenZ8T+XYqIiIiI9JtYD9XRo00m6ejRJvjZ2XmyZ2tNjQmcHjwIR46YjNe6OlN5rbbWZKpu3WrWFQya1lcX6sQJ+MUv4DOfgfHjT2beXgZGXID1hRdeYNWqVWzZsoUDBw7EyxvNnDmTBx98kJKSkj4Ts4FAgP/8z/9k5cqV7Nq1i3A4zIIFC7j//vuZNWsWaWlp8WU7OzvZv38/jzzyCOvWrcPhcDB69GgWL17MV77yFTweT3xZ27bZuHEjv//971m5ciVHjhyhoKCAu+66i2uvvZZZs2b1GXdDQwMvvfQSjz/+OE1NTSQmJjJhwgS++c1vUllZ2aefnYiInDuIquDqxTl27BgnTpzA5XIxf/78+Hek1+slOzubGTNmUF1dzYwZM/B4PGzZsoWUlBQqKiooKiqKr2fOnDkUFhZy5MgRtmzZQl5eHnv27KGnp4eZM2f2+Y5MS0tj0aJF/OQnP6GxsZGenh7C4TAbN27krrvuYvTo0X3GOGnSJOrr69m6det5X4tt24RCIYKnXGEXjUbp7OzEtu14qcX3y+y5JMJhrEgEJxCORMyB6UBstx/YtmnX4bqER5WWZeNyhQBwOsO4XGEsS5PuQ1EoZN5XYAJToVBIAZIhKJbpCMQ/5wajb2YoFCIajQ74dk919OhRdu3axUc+8hEmTZrEwoULz5qZ6vP5aG5uZs2aNZw4cWJgvhsuUjgcJhgMEo1GsSwLr9eL6ywfxk6nE6/XSzQaJRAIvO97NBQK0d3dTVNTEz6fj9TUVEpKSpg3bx4NDQ2cOHGCV199lUgkwubNmxkzZswFBVgDgQBdXV10dnYSOLWM2B8fa29vj/+dioiIiIjIJRIrKRzrpZqTY37atinv29MD1dUnSwOnpsKxYyYQ2ttrSv12dJgAbDB48QkCXV2mN+s115jteb0wxKoDfVAjLsC6b98+/H4/c+fO5aabbsKyLGpqati9ezff+973eOSRR0hOTsbpdBIIBHjqqad4++23ycrK4tOf/jRut5uVK1fGe8B9+tOfBsykxdq1a3nuuedobm7ms5/9LLZtc+LECV577TXGjRvHkiVLyM7OJhKJ0NLSwo9//GN6enqYOnUqH/vYxzh8+HC8j1xSUhIVFRVYlsXBgwdZu3Ytv/zlL5kzZw45OTl0dnZSW1vLP/3TP/Hd736XsWPHDrkrqkVEZPhrbW2lt7cXt9tNVlZW/H7LsnC5XGRlZdHW1kYgECAUCtHc3ExaWhper7fPhLXX6yUpKQmXy0VzczO2bdPe3k44HCY3Nze+TgCXy0V2dnY8+Nnd3Q1AU1MTqampffrkAaSmpuL1es+ZhRtTX1/PihUreOmll+KTy7ZtEw6HaW9v5+jRo2zfvj2exdSfrM5OXMEgKTfdREdrK5E9e7AHYLv9wbZh1ixzvH0J14rDEcXhsKmsPMTYsSew7cvnCsfLhdcL27bZ8ffRkSNHaGpqGpTAnZxfbB8B7NmzB5fLNSgVcLq7u2lraxvw7Z6qubmZY8eOcfXVV1NZWXnOv9exY8fy0Y9+lLVr115QWd3LiW2b93VKSgpjxozhr//6r0lPTychIYHx48fT1dVFQ0MDO3fu5LnnnmPatGlcddVV77vevXv38uabb/LSSy+xd+/eMx6PRqO0trbGjwtERERERKSfeb2m7O/s2aaM8I03nkwCaGoyQdWqKtixwwRht241wdaLEQya0sT795tA66RJJ4O9w9yIC7Dm5uaSlJREZWUlJSUlRCKReJmoV155ha997Wt4vV4sy6K7u5sXXniBSCTCFVdcwZIlS0hISIhnyViWxS233EJaWhqtra1s2bKFNWvWcP311/OJT3yCaDTKli1bqKqq4uWXX2bmzJlkZWURDAbZuXMna9euZdGiRVx//fXMmjWLqqoqfvCDH7Bjxw42btxIRUUFAPv372fdunU0NDRw/fXXU1JSQktLCytXruQHP/gBu3fvJi0tjfxT62qLiIhcAr29vUQiEdxu9xnVEizLIjExMb5MJBKht7eXhISEPhPWsR5wLpcLp9NJb28vQDzr5vT1OhyOeJAzGAwSDAZxu9309PTg8XjOyM7xeDw4HI74es8lEong9/tpbm7uk0EVDoeJRqNEIhGCweCA9NizHA7svDyCd9xBMD2dCGCfr3fFEGbb5lj8UsbULMv+Y8aqjdsdxut1YNtKPx+KgkE7fsFCOBwmFAqpdcUQFCvNCiezSAdjP8U+9wczCG9ZFk6nk1AodN5syUgkQiAQiC8/FP+uXS5X/DvQtm16e3vPGgiOvRan03lBr8XlcpGQkIDb7SYtLY20tDSSkpJwOBy43W6i0Sj5+fkcPnyYlpYWenp64n9T51t3UlISxcXFXHHFFX0u2gITXA0Gg6xevfqD/TJEREREROTixI7dLcsEWk9l25CQcDIQGo2aK+v37Ln4AGvs+b295rl/PDe9HIy4AOv9999/xn25ublkZmbyy1/+kpqaGjIzM7Esi5aWFt544w3+7d/+jSVLllBRUYFt23zhC1/g85//PLt27WLPnj1ceeWVVFdXs3v3bkKhEF/72tfIzs7G4XCQnp5OZ2cn3/72t/k//+f/MG7cOPx+Py+//DLp6enxYCzAmDFj2Lp1K5s3b2bp0qV85jOfwbZttm7dytatW7nllltYsmQJXq8X27YZP348P/vZz1i1ahU5OTnnDbBeSKm22JXKA0Xl44aWgd7/cnan74Ohtk+G4NzigIiVJo29Ty52vwy1/XgxTu1LfrbXEY1G4wHJ2MTq2ZY7NWP0QvqMx+6LrdOyrPgE8rneJ+83YVxYWMi9997LnXfe2Wf8XV1dzJo1K94yICkp6bzruSRs29wiEVMWJVauZRiybfjv//5gx9fnYlk2Hk+QT37yHbZvL+Xo0VwikcujfMzl5JOfhNmzTYngFStWMG7cOAoKCs5aolQGV+yzbtWqVUyePDkeLBtonZ2dZGZmDmoWa2JiIklJSdTV1ZGZmcmECRPO+v3R2dnJwYMHsW2b1NTUIRlgTUhIICUlBZfLFe8de3rpXTCB7fb2djweD8nJye/7WhISEsjIyMDpdJKTk3NGUNbhcJCfn09KSgptbW3xUv7vlxk9btw4iouLue222+IB/5je3l5aW1u5/fbbL/K3ICIiIiIi/SIlxdyKiiAtzdxWrDDZqB9Eby+0tg7bFllno9kPzMlcrPxgeno6breb1tZWduzYQSgUYtasWYwZMya+fGlpKWPGjGHv3r1s3ryZ2bNnU11dTW9vLxMmTCAnVsMayMrKYtGiRXR1dVFTU8PYsWNxOBxs2LCBmTNnUlhY2GcsM2bM4MCBA7z33nuAucL8yJEjNDQ0sGjRojPKLV5zzTXU1NRQV1d33tcYu0L71BPZnp4eenp64o+Hw+F+CwJEIpH41dShUAiHw6HycUPAqb0Gw+Hw+151Lv0rVr4v1gtyqPWgCodNj8WR9idiekGa90msR+fFOP2zd7jJzs4mISEBv99PU1NTn4t5wuEwjY2NTJo0iYSEBDweDzk5OTQ1NfX5+41lTnV1dREIBMjJycGyLDIyMnC73WeU9g2FQjQ2NmLbNunp6aSmptLb20tubi4dHR34/f4+y3d0dMTXez6x/nSnltQ/NePG6XTidrsHJjjU3W36Wbz2GnziE6b/xTAu9X+pW8halo3DEcuKdBEOuxRgHaLc7pP/jr2HBiILXC5ONBqNf7a5XC5cLtegHIu73e5BPwcoKytj9uzZvPXWW1RVVdHT00NWVhaZmZmACUYePXqUqqoqVqxYQXJyMuPGjevTK3yoiGWUFhYW0tXVxZ49e8jLy4tXQopdlNTa2squXbuoqKhgzJgx7/s9l5mZSUlJCXv27KGlpeWMvrnRaJSmpia6u7tJS0sjMTHxgjJjLcuKf0acft5pWRa9vb06FxERERERGQpOPy5PSDAB1g8zZ+b1fvh1DDGXzyv5gKLRKCtXruSll15i6tSplJWVkZSURGtrKy0tLbjdbpKTk+OTsbETvpSUlD793tra2ohGo6Snp/c5KfR4PPGT9fb2dvx+P4mJiTQ1NZGWlnZGWcRYH7nYJHRXVxc9PT04HA6ysrLi645l8mRlZXH8+PF4oPRcXn75ZZYtW8amTZv6vPa2tjYikQjr168nOTm53yY8YpPrtm2zadOmQZ9YEcO27XhwfcOGDZrQGAJs246/79vb24fUPolGTRn+YZyM+YGYXWDj8wU4fPgw9fX1F7VfAoEA+/fv77fx9beCggJycnKoqalh8+bNTJo0Ccuy4tkw1dXVfOxjHyMjI4Pk5GQqKyvp6uriwIEDjB07lry8PAC2b99OQ0MDiYmJVFZWYlkW48aNY8+ePezYsaNP5ktXVxcbNmygqKiIzMxMEhMTCYfDTJkyhX379nH8+PE+Y9y3bx+NjY1UVlae97Wcbb9d6H2XnN8Pe/fCj34Ec+aYKwJPOyYYLvrnM+FsKx06n4dyqjP31VD67pKTTt8vA72fhko1h+LiYiZOnMhvf/tbDh8+TEFBAaNGjaKoqAgwF6FWV1ezfft2NmzYwG233cakSZNwn3o1wRDhcDhwuVzk5eVhWRaHDh2iubmZYDAYP98KBAK0trZy7NgxZsyYQUFBAU6ns08JZMuy4qWGwZyTjho1iurqajo6OvqU6Ldtm2AwSFNTE36/P96b9UIurIit/2zLxtoR6PNDRERERGQI8njM3FUs++Ziz+8sy8x7paSYSm6XiREfYF27di1r1qyhoaGBT37yk6SkpMSvqI1l9J3tCu/YFbqxDJ1YRtPpVwPHriqOLRMLMoZCobOuN3ZfJBKJZ0rFsmvOdlLvdrvj6z2fnJycM8pfhcNhDh48SF1dHWlpaaSkpPRrgLW3t5euri5SU1OHbB+jkca2bbq7u+np6YnvFxlc0WiUnp4evF4vaWlpQ+pihFhv8yEyPzqgHI4oaWndJCQkkJqaelH7pbe3F5/P14+j+2Bi33NdXV2EQiFaW1sB6OrqoqWlhaampngpwQkTJtDc3Mzy5cuZP38+KSkpHD16lPfeew/btpk0aVI8EDpmzBiKi4tZt24dPp+PK6+8kmg0ymuvvYbf76e0tDQ+ETxhwgSqqqpYvXo1b731FtOmTSMSibBr1y5WrlzJ7Nmzyc7OjmfFXX311bz88sts3bqV0tJSioqK2L9/Pzt27CAYDDJ37tzh890SiZgg66FDpkTKadlBIiLSP+bPn8+UKVNISkpi3759PPfcc/T29sZL6zqdTnw+H+PGjePP/uzPuOWWWygvLx+S3+Vgzh9vueUWtm3bxi9/+cv4eWFJSQnhcJhXX32VrVu30tvby4wZM1i8eDEJCQns2rWLJ598kpSUFNLS0rj33nvjfVEnTpxIWloaK1as4PDhw/z4xz9m0qRJzJkzh8bGRurq6njyySdJSEjgzjvvpLS0dDB/BSIiIiIi0t8KCkw/1uJiOH4cWloufJLY44HMTCgthWnTYIieW30QIzbAGo1GaWlp4fe//z27d+8mJyeHBx54IB7EjJUKjJXqjEajfSbUo9Eotm3HA1Kxn6cHOmOZm7FlTi1DGFvH6eOybTteQtfhcMT72Z0tiBqJRHA6ne872T9v3jxmzZp1RongpUuX8t5771FRUdGvAbZIJEJraysNDQ2MHz8er9c7fCbBL2ORSIQTJ07Q1tbGhAkTdNX4EBAKhWhvbyctLY2Kiooh1ceutxf++Z8vqz7kF8ztDlFU1Ehubi5jx469qP3S09PDzp07+3F0H1xnZye7du2itbWVzs5ObNvm0KFDbN++nc7OTvLy8pg8eTKzZs2ioaGBV155hXfeeYe8vDx27NjB6tWrqaioYMqUKfFebQUFBSxcuJAtW7YQDAbjFwu99tpr5OfnM3fuXNLS0gCYMGECkyZNIj09nSeffBK/308gEKC6uprq6mr+4R/+IZ4B6/F4WLJkCc8//zxbtmwhKSmJK664grfffptDhw5RUlLCwoULB/PXKSIiw0CsOlFlZSUJCQk0NTXR2dkZbxnjcrnIzMykvLycadOmUVxcHK9INBQ5HA7Gjh0b72/b0dHB9u3baWpqIhwOs3//fsLhMJMmTaKoqIisrCwcDgd+v5+DBw+Snp6O3+/vU9o/OTmZvLw8xo8fH8+MjZ0Xd3R00NbWhtPpJDs7mylTpsQDsyIiIiIicplyuyEpCcaNg8ZGaGu78Elinw/GjzdBWp8PhlBC0Yc1dGbuB0gsoNnZ2cn/+3//j2XLlnHfffdx33339ekr5/V6yczMJBQK0dnZSTAYjJfztW2bzs5OAoEA2dnZAGRkZGBZFm1tbfFtxEooxsoIp6enx8vw5uTk0NbWRm9vb5/xtbe3EwgE4if+6enpJCYmxvvcxNYdO8FtamoiNTWVxMTE875ut9t9Rgas0+mMvyaXy9WvPbNi5ati2xqsvk/SVyzYDyf/RhRgHTynfnbE3jNDqRxdKGRuIy/R7uSFMB+kR2coFBqy2eHV1dV84xvfYPXq1fH7HnvsMcB8r91+++38+Mc/ZvHixRQWFuLxePjbv/1bOjo6KCgo4Morr+Tf//3fycnJib9Gj8fDI488wr/927+xfPlyfvWrX+FwOLjpppu4//77+wRBfT4fN9xwA8XFxXzzm9/kwQcfxOVyMW7cOD7/+c9zzz33xHveud1uZs6cyd/93d/x3HPP8eijj1JXV0dJSQn3338/S5YsoaysbAB/eyIiMly53W5uuOEGbNvmc5/7HIFAgGAwCJjzFp/PF7/QdagfGzudTq688kpGjRpFb28va9as4YknnqC1tRWHw0FZWRkLFizgk5/8JBMmTIhf5BQIBKivr49XbTr1Qlyfz0diYiKf//zn2bdvHz/+8Y9Zu3Ytx44dIyMjg8zMTG699VamTZvGHXfcMWSPc0RERERE5BKxLBNk/cQnTCZqdTW8T9vKuMJC+Iu/gKlTL6vgKozAACvAxo0b+c1vfsNrr73GI488wuzZs+MZMjHp6elUVlbidrvZsmULmZmZjB8/Htu2OXjwIEeOHCEajTJt2jQsy2LixImsW7eOHTt20NzcTGZmJpZl0dLSwpo1a0hKSmLs2LHk5OTQ2dnJjBkzWL9+PYsXL+6z3e3bt9PW1saUKVMAc/JfXFxMTk4Oq1ev5sYbb4xP7AcCAVatWsXHPvaxPsFhERGRC3HllVfy/PPPxyeVT2VZFomJifGSiOXl5XzjG9/gi1/8YrzSgsfjiZfWP1V6ejpf+9rX+OIXvxgvoZ+QkIDP54v3NI/JyMhgzpw5PPfcc/HsGZfLRWJi4lkvMLjmmmuYM2cOf//3f08kEsHlcp11vSIiImfz3nvvUVtby5IlS0hPT8fj8eD1euPnWLEWMdFolGAwyKpVq2hubua2224bkmWCY0Hg1NRU5s6dS2FhIXPmzKGnpwfLssjKymL06NGMHj0an88XDxiPGTOGBx54IP5dn5qa2medAPn5+Xg8Hh544AE6Ojro6OggMTGRxMREJkyYQH5+frx/uoiIiIiIXMZix/wlJaYP6yc/CXv3ws6dpgXWH+f/4hITTbbqvHlQWQlTpkBu7sn1XCZGXID1nXfe4a233mL9+vV8+tOfpry8HI/HQ1dXFwCJiYnxrLGsrCwWLFjA8uXL+2Tm/OpXv6Kzs5PS0lLKy8sBGD9+PKWlpWzatInHH3+cO++8k2g0SlVVFS+++CILFy4kJycHt9tNYmIiS5Ys4Y033mDVqlWkpaVRWVnJvn37WLVqVTzTB8zJbWVlJQcPHmT58uXcfPPNjB49mra2NtatW0dHRwezZs1i9OjRg/MLFRGRYcmyLLxeLzk5ORe0vNvtJi0tLZ75cr71Wpb1vsvFOByOixpHQkJCvPrCsOZyQXq6uXovORmU/SMiMiDee+89li1bxrRp0/D5fHg8nniFnVNFIhECgQDLly9n3759fOQjHxmSAdaYlJQUZs+ezezZsy9o+dGjR3Pfffed83HLssjNzSU3N5eKiopLNUwRERERERmuLAvGjjX9VO+8E/7wB6irMyUPYwFWyzJZqsnJkJ0Nt95qAqwTJ1522aswAgOsK1asYNmyZRw9epQ777yT6upq9uzZA5iTyCuuuIL8/Hx8Ph9JSUnccsstvPLKK6xbt45gMIjX62X16tUUFhYye/ZscnNzAXN175QpU9ixYwd/+MMfSEtLIxKJUFtbS11dHQ8//HC8343X62XGjBmUlJRw6NAhXn/9dY4dO8aePXvo6OhgypQpzJ07Nz7mCRMmUF9fz7vvvsuyZcsoLi6mtbWVbdu2UVlZyeTJky94YlpERESGAK/X9J645RbIyoI/lkIWEZH+dfToUaqqquju7u5TFvd0kUiEYDDIgQMH2LVrV58epSIiIiIiIiOWzwdXXQUTJpgA6re/DbH2Y5Mnw2c/C+XlpjRwcbFZ/jLLXI0ZcQHWjRs3UlVVBcDXv/71Po85nU5++MMfctNNN8X7zvzf//t/41cuv/rqq4RCIRYtWsR9993XJwjqcDi49tprKSws5Lvf/S7f+c53cDgcjBkzhltvvZUHHngg3kfO5XKRn5/Pt7/9bX7zm9/w+uuv89hjj1FYWMinP/1pPvKRj3DFFVfE111eXk5KSgq9vb08+uijNDY2kpSUxMSJE/nXf/1XysrK3rcHq4hIf7Hty/Y7UqT/pKSY8ih/bAkgIiL9w7ZtgsFgvNd9V1cXHR0d+P1+enp68Hq9Z5S4tW2brq4umpub6erqoqenJ/58ERERERlmLAuKimDSJPP/sWNNJp0ms0Q+GJfLJAukpEBeHpxaxS4jA2bPhrIyyM+/7N9rIy7A+vzzzxONRs/5uMvl6tNLzuv18rWvfY2vfOUr8ZNqh8OB0+nEcVpKc2pqKrNmzeKZZ56Jb8OyLBwOxxklpyzL4sorr2TmzJlEo1Fs28ayrLOuFyAvL4/Pfe5zPPTQQ33GoZ43IiIiw1A0akqodHaaA1GX67I+4BQRGSzhcJgDBw7Ee4K3t7cTjUY5duwYCQkJfXqPggmuRqNRjh49ys6dO+nu7o5XIhIRERGRYcbpNL0gv/Md+OY3+94nIh+OZZn306nzWenpcMUV5j02As6hRlyA1XMRJfhigcuz9eQ51/KWZV3wNhwOxwWfqFuWdcHjEBEZSIoJiXwAra2wbRv8v/8HP/qRubLvtEl+ERH58Hp6enjhhRfo7OzEsixqamoIh8MsW7aMrVu3nrWvt23btLW1UV9fT1ZWFmVlZRd1HikiIiIiQ0Rs0koBVZGBcWrQdQRMGitaJyIiIjLQQiFoajI9Ktrb4Y+ZVSIicml1dXXx4x//mLq6uvgFtLZt8+STT573eS6XC7fbzUMPPcS8efPwer0DMVwREREREREZJhRgFRERERGRi+b3m+sEIhHTj7urC5qbzcWq/S0pSRehy4VJS0vje9/7Hn6/H4CnnnqK9evX8/nPf56CggKSkpL6LB9r25KQkEBSUhJjx44lKytLGawiIiIiIiLShwKsIiIiIiJy0V580dzcbrj7bvj5z6G21gRc+9uf/inccUf/b0eGv4SEBK677joif/zD3L59O8ePH2fhwoWMGzeO1NTUeGYrnGzNkpCQQHJyMg6Ho8/jIiIiIiIiIqAAq4iIiIiIiFymHA4HeXl52LYNwD/8wz/wrW99i7S0NFwu1xnB09j/LctSYFVERERERETOSQFWERERERERuSzFSv7G2LZNIBCgoaHhgtfhdDopKCjosx4REREREREZ2RRgFRERERlobjdkZsLs2ZCSAi4dkomIDIQ9e/awb9++i3pOYmIit9xyCz6fr59GJSIiIiIiIsONZvNEREREBlpmJlxzDbz1Fvh84HAM9ohEREaETZs28frrr5/1sUgkgm3bhEIhLMvC4XDgcrnIyclh8eLFCrCKiIiIiIhInAKsIiIiIgPNskzWakrKYI9ERGREOXr0KNu2bTvrY5FIhEgkQk9PD9FoFNu28fl8jBo1ilAoNMAjFRERERERkaFMAVYRERGRgdbZCQcPwu9+B3/6p5CfbzJZRUSkX33pS1/i/vvvP+fjwWCQuro6NmzYwNKlS1m8eDGVlZWk6IIYEREREREROYUCrCIiIiIDLRCA48fhpZfgox+FrKzBHpGIyIiQn59Pfn7+OR8PhUJkZWXh9/s5ePAgiYmJBINBbNsewFGKiIiIiIjIUKcAq4jIMGLb0N4+ONvu7R2c7YpclsJh82besQO6uyESGewRiYgI4HK5KCws5KqrrqKgoIBHH32UN998k5tvvpmkpKTBHp6IiIiIiIgMEQqwiogMI6EQPPggBIODPZKhz7ZNm8sLvV9E5FQj4bNiJLxGkYtl/fFN4XA4cLvd9PT00NHRQTQaHeSRiYiIiIiIyFCiAKuIyDCjCnUX5lxBAwUTRORCjITPipHwGkVOZ9v2+5b7tW2baDSKbdv09PTQ3d2tEsEiIiIiIiLShwKsIiIiIiIiMiLU1NRw4sSJsz5m2zaRSIT29nb27NnD2rVr6enpoaKiApdLp84iIiIiIiJyks4SRURERAaawwE+HxQXg9dr/i8iIv3u6NGjVFdXn/WxWIC1o6ODAwcOcOjQIcaOHcuYMWMUYBUREREREZE+dJYoIiIiMtCSk2HiRPj612HMGEhIGOwRiYiMCM8++yxPPPHEWR+zLAun00lqaioFBQWUlZXxmc98hqlTp5KcnDzAIxUREREREZGhTAFWERERkYHm88G4cfDgg+B2qxmmiMgAmTdvHuFw+KyPWZaFw+HA5/ORnp5Ofn4+paWlZGRk4FClARERERERETmFAqwiIiIiAy0YhPZ22LULpk2DpCQTaBURkX517733cu+99w72MERERERERGSYU4BVREREZKD19sLRo/Dss1BYCB7PBw6w9vbCxo2XeHwXKRQa3O2LiIiIiIiIiIgMJAVYRURERAaa3w/79sF//ifccQdkZZmywR9Aezt873uXeHwiIpcx27aJRqNEo1GCwWD8/+diWRZJSUkqEywiIiIiIiJxCrCKiIiIiIjIiGHbNs3NzTQ1NbFx40ba29vp6OggHA5j2/YZy6ekpPDwww+TkpIyCKMVERERERGRoUgBVhERERERERkROjs76ezsZPXq1TQ0NHDw4EFaW1tpa2vD6/UCEAgE4oFWn89HTk4OkUhkMIctIiIiIiIiQ4wCrCIiIiIiIjIiHDt2jH379vGtb32LpqYmCgoKaG5uprm5mbFjx+J2u6mrq4uXDC4pKaG0tFQBVhEREREREelDAVYRERGRweB0QmIiOBxgWYM9GhGREWHr1q2sWrWKyZMnk5GRwXXXXcfLL7/Myy+/zO233864ceOwbZs9e/bw3nvvUVlZSWlpKW63e7CHLiIiIiIiIkOIAqwiIiIiA83thvR0mDYNkpNNsFVERPpdbW0tGzduZNGiRVRWVnL33Xdz8OBBXn/9debOncusWbPIzMzkD3/4A3V1dYwePZrCwkKc+pwWERERERGRUzgGewAiIiID5Y/t1EQGX2YmLFwIr74KU6eaIKuIiPS7pqYmjh07xty5c5k7dy4OhwOHw4HT6SQUChEKhUhISGDatGn82Z/9GYcPH+b3v/89fr9/sIcuIiIiIiIiQ4gyWEVEZMRQFVYZMhwO8HjMTUREBkw0GiUSiZCcnExSUhIATqcTj8dDMBgkEAjgcDjw+Xzk5ubi9/tpaGiI92QVERERERERAWWwioiIiAy83l44fhxeeQWamiAYHOwRiYiMCG63G6/XSyQSIRwOA5CYmEhmZiZtbW00NDRgn1Lywu/309nZ2ec+EREREREREWWwioiIiAy01lZ491245x5Yvtz0Ys3MHOxRiYhc9tLT0ykoKKCpqYmGhgZGjx5NVlYWpaWlVFVVceLECWzbpqGhgb179xIIBMjPz8fh0LXJIiIiIiIicpICrCIiIiIiIjIiZGVlUVxcTFNTE2lpaQBkZ2dTXl7OqlWriEQiuFwujh49yrZt20hJSaG4uBin0znIIxcREREREZGhRAFWERERERERGREWLVpEaWkpCQkJ8QDrtGnTyM/Px7IsDhw4wJo1a3A4HOTn53PrrbdSWVlJcnLyII9cREREREREhhIFWEVERERERGREyMvLIykpid7eXhISErAsi4yMDHw+H+PHj8fhcLB37158Ph9ZWVlUVFQwYcIEXC6dOouIiIiIiMhJOksUERERERGRESE9PZ309HRs28ayLABcLhcul4vPfvazRCIRotEolmVhWRZutxun0xlfVkRERERERAQUYBURuSi2PbDr7+/tiYiIiIwkDofjnI95vd4BHImIiIiIyCBzuWD0aHjoIYhGzf8LCsDpHOyRiQwLCrCKiFyEAwfg7/6u/9bvcsGCBdDaCj/6EUQifR+3bQiF+m/7IjJAMjPhuuvg3Xdh0iRIShrsEYmIiIiIiIjISGFZ4PHAlCnws58N9mhEhiUFWEVELkI4DC0t/bd+l8tsIxAwQdZwuP+2JSKDyO2GtDRzIuPzwXkyqkRERERERERERGRoUYBVREREZKBFItDTA0eOwNixkJg42CMSGVaOH4etWwdv+8nJUFY2eNsXERERERERkcGlAOswYts2kUiESCSCbdvYto3D4cDlcuFwOLAsa7CHKCIiMiBi34nhcBjbtrEsC8uycLvd8X8PaV1dsGsX/PjH8M1vmiBrcvJgj0pk2Hj9dXMbLFOnwne/O3jbFxEREREREZHBpXp0w0g0GuV//ud/uO222ygvL6eoqIjFixfz+uuvc+LEicEenogMANse7BFc/vQ7Hh6ampr47//+b2bPns2YMWMoLy/n1ltvZePGjfT09Az28N5fby8cPQrPPANNTZe8ubL+jkVERERERERERPqPMliHifb2dtavX89//ud/MmfOHK6//nrS09N5++23+cEPfsA999zDXXfdRWpq6mAPVUT60VBPyrsc6Hc89NXW1rJq1SoeffRRbr/9dkaNGkVnZyebN2/mr//6r/n3f/93Jk6cSOJQL7tr2xCNmp+XOCKqv2MREREREREREZH+owDrMNHW1sby5ctxOp3Mnj2bOXPmkJqaSmJiIv/0T//Ejh07mD59OjNnzhzsoYr0u85OWLlycLbd2Dg42xWRk/bv38+6devwer0sXryYMWPG0N3dTUZGBt/85jepqqoiIyODcePGDfZQRURkmIi1YAmFQjQ1NeHxeEhKSsLj8eBy6bRZRERERERE+tKZ4jBg2zatra28+eabLFy4kPnz5zNx4kRs2+aee+7hF7/4BceOHWPTpk3nDLDGJgzOdV80GiUSifTba4hGo2fcTh+PDLxT90Xsb+BC+hb29oLfPwADPIdjx+BnPxu87fevWI/lKBAF+u99KRcjctHvk5jY+0wuDdu22bt3L1VVVSxevJirrrqKxMREbNtm9OjRfO9732Pz5s2MHj36jABr7Hvn1O+fU7+PTt3HFz8uaG298OUdzVHcnVGSgY72KOHmKPYH/B5uaflATxvibCC2b/R5OLSNzH0VCg3eRVcez8W3bI59tp16LD4YhsI5QDgcJhKJ4HA4sCwLp9MZf6y3txe/38+RI0fw+XxkZmaSkZGBZVnx5UVERERERERAAdZhIRKJ0NHRQXV1NV/72tfIzMwEiJ/gz5w5kwMHDrBr165zriMUChEKhfpMGvv9fnp6erBtm7a2NqLRaJ8Jhkv9Gtrb2+np6aG1tRWv14vDoRbAgy0cDtPR0YHf76e1tRW3231BE0dvvAG/+c0ADHDEsYEwgUA3oZATaAXcgzwmie2X3l4/nZ2dtLW1XVQmS09PD/4/XpEw2JPKl4NQKMTx48epq6tj/vz58X1hWRYej4cFCxZw5MgRjh8/fsZzo9EooVCIYDAYvy8SidDZ2Ylt2/j9ftra2vo8fqHa2uBLX7rw5dN725jQ0s3nbfin73VyKLUNv0cT9ydFse0QPT09RCLtmM9CHbYOTTYQorfXTyTSAfgYCftq1y740z8dnG1Pnw5f/OLFPScSieD3++nt7Y1/zvXXcf+52LZNd3d3/DN2sL4Tly1bxvbt2xk9ejQFBQVcffXVgDkufuSRR9i+fTs7duzA6XSSkJDA5z73Oa688koqKyvxeDyDMmYREREREREZei7/2Y/LgN/vp729nWg0SlZWFm73yYCLZVlkZGRQU1NDW1vbOdfx9NNP88orr7B27dr4fbHJZL/fzzXXXNPvAc9oNEogECAhIUFXfw8hkUiEUCiE1+u94P3S0wPd3f08sBHKsmxWrgwSjToIBt2Xui2jfECWZfPuuwE8HtdFlwmMfdbGJpZTUlIGfFL7chK7KMSyLLKzs/t8bsXuO3r0KN1n+ZA6dOgQzzzzDD/72c/i2Vuxag6NjY18//vf59FHH/1A31HR6MVlkjrsCO5ogMewadvyOcKWG9vShUenMp+HAQIBN+Gw3jNDWewzUvtqYLz7LvzP/1z884bCsbht27S0tDB37ly6u7tJTU0d8DEcP36cnTt3kpGRQXZ2NmAuhuro6KCmpoaDBw+SlJREMBiko6ODgwcPkpGRwfjx4xVgFRERERERkTgFWIeBWMlC27ZxOp1nTIjEJurPV9Jw8uTJuFwuZsyY0We9kUiEQCCAz+fr14mWcDjMoUOHePzxx/nGN75BcnKyMliHgFAoxI4dO3jhhRf4+te/ruD3ENDb28vPf/5zioqKuOmmm/B6vYM9pBHPtm0CgQA/+tGPmDp1BvPnz7/oCdZIJILT6SQ1NVWffR9S7Pvw9LKOQPy+c5WgTE9PZ+7cuViW1edx27bp6enB7Xb3uYhJBk80GqWnp4d/+Zd/4e6772bChAnaN0OUbdv09vby/e9/n1tuuYVp06ZpXw1BkUiEpqYm/v3f/50vf/nLZGdnD9rFPqFQiNGjR5OSkjIo29+7dy/vvfcet99+O0VFRViWxZEjR9i5cycHDhzA4/Hwox/9iKNHj7JhwwZ27drFrl27uPbaa/H5fIMyZhERERERERl6FGAdBhwOBy6XC8uyCIVCZ0wah0IhLMs672TW5MmTqaio6NNvybZtQiFTfi81NbVfA2u9vb2sW7eOJ554gvvvv5/c3NyLzgKTS8/v9/PSSy+xdOlSHnroIVJTU5VZN4hs26azs5NXXnmFKVOm8LnPfY7ki22yJpdcNBqlq6uLJ554grlz5/K5z32OpKSkC35+7GKWYDBISkqKLmL4kFwuFw6HI/4ddirbtgkGg/FlTpeens68efOYNWtWn/tj+9jr9eLxeLSPhoBIJEJrayuPPPIIN910E9dffz2JiYmDPSw5i1iZ7f/4j/9g8eLFfOITn1AQaggKBoPs37+ff//3f+fee++ltLR0ULIxY5/TDofjor5LL6VAIEB3dzeJiYnxv9Xm5mb2799PXl4eSUlJFBQU4PV6iUQi7Ny5k8bGRvVTFxERERERkT4U4RoGEhMT4yUlW1pazuhb1NbWhmVZpKWlnXMd58vKycjIuPSDPk2shxGAz+fD5/Mpu2EIsCwrXho4KSmJpKQkBVgHUSxbPXZRhc/nG7TJRzkplg3pcDjweDzx94oMjpSUFHw+H7Zt09zcfEap3+bmZpKTk88a4Intw7MFFQYrk0rOLhwOx493EhISSEpKUoB1iIpEIvH3odfrJSkpSQHWIcjtdsffQ4mJiSQlJY3YcrehUIje3l4SEhLiv5Pm5mb27dtHQUEBhYWFZGdnk5qaSnJyMr/+9a8VYBUREREREZEzqE7hMOB0OklLS2Pq1KmsWbOGllOavNm2zYYNG7Btm0mTJg3iKEVERPqfy+WiqKiIoqIiVq5c2ac8fjAYZOXKlYwdO5bi4uJBHKWIiAxVPp+P1NRU6uvrOXHiBJFIhKNHj7Jp0yYKCwuZNGkSTqcz3koFUHl/EREREREROYMyWIcBy7LIysrijjvu4Je//CWlpaV0dXWRkZHB0qVLOX78OLNnz+aqq64a7KGKiIj0K8uymDx5MgcOHOCFF17g2muvpbS0lI6ODlauXEl3dzdz586lvLx8sIcqIiJDUHJyMhkZGRw7diye2VtXV0draysZGRnk5uZiWRbhcJju7m4sy1L5eBERERERETmDAqzDRFpaGtdccw3Lli1j27ZtnDhxgqSkJLZt28a0adOYMWMGo0aNGuxhnpNlWaSkpHDFFVfgdrs1QTFEOBwOMjMzmTJlikoDDxEOh4Px48dTXFysfTKEOBwOKisrycvLUxbLEDBu3DjmzZvH2rVrefPNN8nOzqanp4eamhquvfZaKisryczMHOxhyodgWRYul4upU6eSlpam44YhzLIsnE4nU6ZMITMzU5+RQ5RlWSQkJHDFFVeQkJAwot9TU6dOpbOzk8cee4yenh5ycnLo7u6Of9fHjotbWlrYsWMHXq+XUaNG6bhMRERERERE+lCAdZhISUlhzpw53HfffTz//POsX78ev99PRUUFX/rSl5g2bRrJycmDPcxzcjqd5OXlcc899+Dz+TT5NkQ4nU7Gjh3LXXfdpSvzhwi3280NN9xAXl4eLpc+oocCy7Jwu93cfvvtTJo0SftlCBg1ahQ+n4+WlhaeeOIJGhoaSEhIoLy8nK9//euUlJTE+37L8BTrEf6pT32KUaNG6X03xLndbu68805KSkoUhBqiHA4H6enp3HvvvaSlpY3oY/Fx48YRDoc5ceIEbW1tOJ1OUlNTSU9PJy8vL96bNtbbe9y4cUSjUdxu9yCPXERERERERIYSy7Zte7AHIRfm/XbVUA6OnW3sQ3m8I4X2y9Ci/TE0ab8MTcP5O1Hen953w4f21fCg/dRXKBTi7bffpqmpiYaGBiorK5k0aRI5OTl4vV4A9uzZw9q1a+M9WxctWqSLd/pRT08Pra2tLF68mPT0dF5++WWSk5P1OxcRERGRwREMQnc33HgjrF9v7vvzP4dHHgGvF3QhOIRCEAjApz4Fr75q7rv9dvj1r83vaBAuUo1Go3R3d/PCCy/w2c9+lh/+8Ic88MADJCUl9csF4forGEaG8yTIcB775Uz7ZWjR/hiatF+GJu2Xy5v27/ChfTU8aD/15XQ6mTZtGoFAgEAgQGpqKqmpqX2y5QsKCli4cCEulwu3260MVhEREREREelDAVYRERERERG5rNi2TTAYJBwOn/XxlJQUUlJS+izf29sb/7/T6SQ3NxcwAeqRXFZZREREREREzqQAq4iIiIiIiFx2Vq1axaFDhz70enw+Hx/96Efx+XyXYFQiIiIiIiJyOVCAVURERERERC47Bw8eZPv27R96PWlpadx0002XYEQiIiIiIiJyuVCAVURERERERC4769ev58033/xQ67Asi7y8PP7yL//yEo1KRERERERELgcKsMoH0tPTw4oVK/jDH/5AY2MjPT09ABQXF3PNNdcwadIkxowZc87n//rXv2bdunUcPXr0rI9PmzaNu+66i8rKyn4Z/+Wqra2NNWvWsHz5cpqbmwkGgzgcDoqKirjxxhupqKigoKDgvOvYt28fmzZt4t1336W5uRmv10tOTg5Tpkzh7rvvxuPxqAfVRdi6dSvbtm1j06ZNNDU1Aabn16hRo7j55puZMmUKbrf7rM+1bZtIJMLSpUvZtm0bBw8epLOzk4KCAm644QYmT57M6NGjB/LlXNa2bNnCe++9x/Lly7nhhhu49dZbKSwsPO9zdu7cyebNm1mzZg1NTU3k5OQwe/Zs5syZw8SJEwdo5CJDV21tLZs2beKtt96ivb2dzMxMJkyYwK233kpJSck5v08CgQB1dXX8/ve/5+jRo7S0tBAOh7nnnnu49tprSU5O7rP8mjVrqKqqYs+ePdTV1eF2u8nJyaG8vJzbbruNgoICfXedx4YNG9i0aRMbN26kvb2d4uJi5s+fz5VXXnne75n29nYOHz7M0qVLOXjwIK2treTl5XHjjTdyww03nPd3Hg6Hefnll3nttddISkpi7ty53H333f3x8i4Ltm2zfPly1qxZw4EDB/D7/YwePZo77riD8ePHk52dfc7n1tfXU1VVxbp16zh06BDNzc3MmTOH+fPnM3/+/LM+p62tjXXr1rFhwwb27NlDIBAgIyODadOmcdNNNzF27Fgsy+qvl3vJ3H333cybN+9DrcOyLBITE8/43Blq2tvb2b59O7W1tdTW1uL3+7Esi5ycHEpLS5k5cyY5OTkfuMxxY2Mjhw8f5p133uH48eOUlZVRVlbGkiVLhsXfgoiIiIiIyKWmAKt8IJFIhBMnTtDU1ERXVxeRSATbttmzZw+9vb10dHSQkZFBSkrKWU+4bduO32LC4XA8QJienh4P2sqFC4VC1NfX09zcjN/vJxqNYts2u3fvJhwO09PTQ3JyMikpKWd9fl1dHevWreOtt96is7MTgGAwSGdnJ0ePHmX8+PFMnjz5nM+XM7W1tdHQ0EBLSwvBYBCAhoYGWltb8fv95Ofnk52djcfjOeO5wWCQHTt28Prrr9Pa2kooFCISiXDkyBHeeusturq6SE1NJS0tTRNbH4Jt27S1tbFp0ybeeOMNVq1aRWFhIddcc815n9PS0sI777zD5s2b4wGd2tpaenp6aGtro7CwkNTUVO0bGbFOnDjBhg0beO2112hsbMTpdHLo0CFaW1uJRqN87nOfIzEx8axBuHA4TEtLC7t27aKtrY1Dhw5x6NAhZs+ezYIFC85YfteuXWzdupW2tjZ6e3sJh8McOHCAEydOYFkWn/70p/H5fAqynsa2bY4ePcqyZcuoqqqivb0dp9PJrl27CAaDdHV18alPfQqv13vWz7Kenh4aGhqorq6OB3cyMjKYMGHCebcbDAZpaWnh9ddf5+233yYnJ4eMjIz+epnDXjAYpK6ujhdffJG6ujp6e3txOBxs374dr9dLT08PCxYswOv1nvX5seO4Xbt20dHRwbvvvovb7WbcuHFnLGvbNqFQiOXLl7Nly5Z4MNeyLDo7O2lra8Pv9/f3S74kLMviuuuuG+xh9LvYBXnt7e1s3rw5Hhhva2vD4XAwZswYrrrqKrKzs/H5fCQmJgJc8PFJ7JytpaWFHTt28Mwzz7Bjxw4WLFjANddcw5IlS/rz5YmIiIiIiAxZCrDKB+J0OsnPz+euu+4iJyeH1NRUIpEIzz77LL/85S+pq6tjypQp58xAveOOO7j55psJh8Px+zo7O9m8eTPr16/nqquuIicnZ6BezmXD7XZTUFDApz/9afLz8/H5fPT29vL888/zs5/9jGAwSGlp6TknPjdt2sTSpUvZsGED//zP/8z06dNpaWlhzZo1/Md//AdPPfUUf/VXf6UA60VIT09n6tSpzJgxg7Fjx2LbNrt27WL58uX827/9G0uWLCEhIYHMzMwzntvV1cWTTz7JypUrueOOO7jhhhsoLCxk5cqV/PjHP6auro6SkhJmzpw5CK/s8hC7yGPXrl1s3LiR2tpaxowZ876TjrZts2PHDn77298SjUb57Gc/yzXXXMObb77Jiy++yKZNm1iwYAFXXHEFLpe+amVk2rRpE6+++iqrV6/m7//+75k6dWo8S/z73/8+t99+O0VFRSQkJJzxXNu2iUajjBkzhquvvprq6mqef/75c26rqamJhIQE7rjjDqZMmUIkEmHFihW89tprfPe73+XGG2/E4/Gc9WKWkSwajbJixQpeeOEF0tPTefDBB5k6dSq//e1vWb58Odu2bWPx4sUUFRWd84I5p9PJuHHjmDRpEpFIhI6OjvNu07ZtOjs72bZtG2vXriUpKems34FyUnd3N++88w6///3vufvuu1myZAmjR4/mF7/4BU8//TR+v5/KyspzVimJRqMkJydTUVFBZWUl+/fvP+d7IRqN0tTUxA9/+ENSUlK48sor+ehHP0pmZib19fVYlqXjwCEmEomwdu1atm3bxn/8x38wffp0HnroIUaPHk04HOadd95h//79fOlLX+I73/kOCxcuvKiL88LhME1NTaxevZqf/OQn2LZNZWXlOSuwiIiIiIiIjBSa9ZUPJCEhgRtuuOGM+7/+9a+zfv16Ojs72b59+zkDrElJSSQlJfW5r6amhs2bN5OYmMhNN91Efn5+v4z9cpaWlnbW/VJZWcmrr75KY2MjO3fuPGeAtbq6mmg0ylVXXcUnPvEJAEpKSkhOTubAgQNs2rSJ7u7ufn0Nl5tp06adcV8syP2rX/2K7du3U1xcfNbJ5e7ubn73u9/xl3/5l9x2221MnjwZgHHjxnHgwAF27drFr371KwVYPwTbtvH7/fzN3/wN1157LV/4whf43//93/d9XjQa5YknniAzM5OFCxfy8MMPAzB+/HicTifPPPMMTzzxBI888ogCrDJiPffcc7S3t/OZz3yGe++9F4BJkyYxYcIE3nvvPX7729/yJ3/yJ2ctQZuUlMTMmTPjn2/PPPMMr7766jm39bWvfe2M+8aOHcukSZO47rrr2L59O4mJieTm5l6iV3d5iEajPPbYY5SXl3PDDTfwyU9+EoBvf/vbOJ1OnnvuOX7zm9/wxS9+8azZkfn5+eTn57No0SIAVq5cyc6dO8+7zUAgwObNm/nqV7/K97//fZ566il6e3sv/Yu7jLS0tPDTn/6Uj370o3z6059m1qxZAPzrv/4ru3btYt++fbz88svx76LTlZeXU15eHv//I488gtPpPOuy3d3d/Md//AcJCQn8yZ/8CZ/61Kfij53a/mO4V2eIZeqGQiG6uroIh8PxijxnE7u4dCh+p0ejUWprazl48CDhcJjs7GwmTZrE2LFj41WH/H4/hw4d4tixY9TX15OcnPy+Gf2x30UgEGD37t2cOHECl8tFYmIibrdbFQFERERERGTEG3pniDIsnD6pYtt2/Arpuro6Ro0add7+g2eblNm5cyfr16/nxhtvJDU19ZwTP3JuZ9svgUCAP/zhDzQ3NzNjxgzGjx9/zuePHz+eHTt2sGvXLnbs2MHEiRPp6Ohg3759rFu3joULF5KamtrfL+Oycvo+iU2CrVy5kp6eHiZOnHjOsoi2bRMMBvF4PDidzj7r8ng8tLe309jY2K/jv9y1tbXxr//6r0ycOJGrrrrqov6+t2/fzty5cykrK+uzb8aMGcP48ePZtm0bkUikP4YtMqTFjglqamrIyMhg+vTpfd4j6enpzJ49m6qqKrq6us66jtM/O98vmHO2x0OhULzdQGpqqrKtThONRgkGg+zatYurrrqK0tLS+O8xVla0tLT0vJ9lHyTI9sorr/Dee++xYMEC5s2bx0svvaQA63lEIhG6urrYuXMnDzzwANnZ2ViWhW3bOBwOpkyZEr/o6lxO3U/nCiDGxI4bJ06cyHvvvceKFSvYvXs32dnZLFq0iDlz5nDllVdestc3WGzbprW1lfr6etauXUtbWxvt7e2EQqGz/o5SU1P54he/OCSPg0OhEK+//joNDQ3cdNNN3HLLLdx0003x/T5x4kT+93//l5UrV7J161YAioqKLugzMRqN0tDQwPe//30KCwt54IEH2LNnD42Njef8/BYRERERERkpFGCVD6WpqYlVq1axc+dOQqEQNTU1lJeXM2fOHIqLiy94PfX19Rw4cICmpibuuusuPB7PsL8yfrDYtk1jYyNvvfUWBw8eJBgMUltby5w5c5g3b945y8cBTJ48mWPHjtHT08NPfvIT8vPz8fv9tLS0kJ2dzY033kh6evrAvZjLRCAQoKGhgaeeeopQKERzczPNzc3ceeedlJWVkZycfNbnuVwuSkpKqKqqYuLEiRQXF5OcnMzBgwfZu3cvBw4cULnLD6G5uZnq6mo2bdrEAw88QEVFBa2trRf03Nj7zOfzkZaW1uexlJQU0tLSaGhoeN+JbJHLVXd3N36/n5ycHLKzs+P3W5aF1+slNzeXffv2EQqF+mX7tm2zd+9e1q5dy6hRoygoKIj3HRQjGo3i9/vx+/3xft4xsTKwqampHDly5JJ8ltm2zZ49e9i6dSvt7e18/OMf1wV1FyAUCvV5P53ePzMrK4vDhw/T3Nx8SbYXiUQ4dOgQAMXFxeTk5DB9+nS6urpYvXo1TU1N+Hw+Jk2aNGyP1ZuammhpaeGll16ioaGBlpYWWlpaaG1tJSUlBYfDQVdXV/zvPj09nYKCgiF50VQ0GiUcDlNfX093dzclJSVkZWXF31e2beN2u0lPT2fcuHH09PRw7NixC3ottm1TVVVFTU1NPIN3xowZNDQ00NTU9IHHG7ud/rkSDAYJBoM6dhIRERERkWFDAVb5UDo6OnjvvfdYunQpgUCAcDjM3XffzaRJky6qP9O+ffviE3jz588fkuW3hpP29nbefvtt1q1bRzAYJBwO8+CDD1JeXn7OYB6YibQJEyawd+9eXnrpJbxeL6FQiNTUVGbMmEFFRQU+n28AX8nlIRgM0tTUxO9+9zv8fj/hcJj09HQefvhhMjMzz5lBkJCQwNVXX83q1atZv349Xq+XnJwctm3bRm1tLU1NTWcE9+TChMNhDhw4wLvvvovT6WTRokXk5eVdcIAVTADJ7XafUTbT4/Hg9Xr7TM6KjCSx0tvhcBi3233G94bT6cTn89HV1dVvAYv6+no2bNjAunXrmD9/PgUFBWft9TqSRSIR/H4/0WiUhISEfv0si5VjXbFiBXV1deTm5rJ48eJhG6AbSKFQiN7eXmzbJikp6Yxj5FjA1e/3X5LtRaNRWlpa8Pv9jBkzJp6xumvXLn72s5+xatUqCgoKmDRp0iXZ3mBoaGhg3759PP744zQ1NVFUVERjYyNNTU2UlJTg8Xioq6sjEokQjUYpLS3F6XQSjUYHe+hnODXACqa1x6ltJ2LvsbS0NMrKyujq6rqgAGusD/amTZvYs2cPiYmJjBo1ilmzZrFu3boPNd5QKEQwGDxjDL29vfHPJBERERERkeFAUSz5UIqLi/nyl7/MAw88QGdnJy+++CKvvPIKdXV1FBYWnrccLZwsU7Zs2TIaGxuZMGECU6ZMGYihX9bGjBnD3//939Pe3k5bWxuvvPIKv/zlL2lvbyc7O5vS0tKzPq+6uppXXnmFt99+m29961vMmDGDlpYW1q9fz+OPP85//dd/8eCDD1JcXKxJ0YuQlJTExIkT+d3vfhcv87dq1Sq++c1vUllZyeTJk8+aGZyens7Xv/51vva1r/HrX/+a7373uzgcDsaNG8eMGTPweDwcPHhwwF/P5aC5uZm3336bp59+ml/96ldk/f/s3Xec1NW9+P/XZ3rbme29s5W6sBTpioCCWGL32vAmJiYxMd7km6L3RmPuTbkpv1yTqDHFmKgYY0ERRUWpUkR6WWBZ2M72Pjuz0z6/P7jzuQy7wC6CS3k/H499iFPOnHPmM58zc96f8z5xcVrKRTh2bgr/wcnTYEoAVYjzS/gz+eyzz7J27VpUVeW///u/5eKgYRYIBGhoaOB//ud/WLx4MTfddBNGozHiHBoO6ITPt/I9Y/ioqkpeXh7XX3+9tn/yyJEjaWlpYe3atSxdupSvfOUrw1zLM7dhwwY+/PBDpkyZQmpqKtdddx1///vfeeGFF/jXf/1XioqKMJlMbN++nXfffZcxY8Zogdfzjcfjoauri0AggMlkIiYmZsCLScxmM9HR0bS1tdHR0XHa7y/Nzc3U19fz0Ucf0dnZybe+9S2ys7M/c30rKirYsGEDq1at0lZKh4WDr7W1tcTFxX3m1xJCCCGEEEKIc00CrOIzMRqNJCYmkpCQgKqqjBo1CrfbTVVVFS+88AJPPPHEacvo7e3lgw8+IDExkWuuueZzqPXFz2g0kpycTFJSEqqqMm7cOOrq6qiurubVV1/le9/73oDPe+6552hra+O2227jrrvuwmAwEAqFyM3Nxel08qMf/Yirr76atLQ0mfgcgnBKzJycHFRVpbi4mNLSUvbt28eSJUu49957B9zPTKfTERcXx29/+1s8Hg+9vb309PSQkpLCkiVLWLNmDYFAYBhadOE7dOgQFRUV7Nu3jyuvvFJLpRcIBOju7mbz5s289NJLLF68mP/+7/9Gp9P1O+YTEhLwer10d3dH3O52u+nu7iYxMVE+J+KSpCgKsbGxmEwmvF4vbW1tEff7fD5aW1tJSEg46/ui9vb28sQTT/D+++9z9dVXc++995KSkoJOpzurr3MxMBqNxMbGotfr6ezsPKfnsr6+Pnbu3EljYyM//vGPtfMqQHd3N6FQiHfffZff//73bN26Vb5nHMdqtRIdHY1Op6OlpaXffrXt7e2oqnrWAlI6nY6kpCTy8vIiVkLCsX07nU4ne/bsQVXVC/Y9Onr0KOXl5SxYsIBRo0YxefJkVq1ahV6vJzc3l7Fjx2p73ZaXl+Nyuc7bPZyDwSB+v1+7OMFkMg2Ydlun02EymQiFQgSDwZMGWMMXlzU3N3PgwAHcbjcGg4GioiJiYmI+c319Ph9dXV00NjZSV1fX77WDwaB8txVCCCGEEOcHRQGdDjIyIJzxLjHx2O0X6G8hcfZJgFV8JoqiREyuGAwGDAYDwWCQnp6e0z7f7/ezadMmWltbKS0tZcqUKeeyupeE8Ptx/OSK0WhEr9fj8/lOmUKuu7sbv9+PxWKJuPrdYrFgt9vxer2StusMnPieGAwGrFartsfXyfYgDH++HA4HNpuN6Oho/H4/JpOJQ4cO0dvbS0lJyefVjItKZmYmX/jCFxgxYkTEOayuro5ly5aRkpLC9OnTmTNnzoCBGUVRyM/Pp7m5mZqamoj7jh49SnV1NQUFBbK3oLhkGY1G0tPTCQQCHDhwgLlz5wLHJtC7u7vZu3cvM2fOPGsrS1VV5ciRI7z33nusXr2aW2+9ldmzZ5OZmSmfw5MIB2Oys7NpbGyktraW8ePHA8dWkh09epTa2lomTZr0mfvQZDJRVFTEY489Rl9fX8R9S5cupbu7m5SUFObOnYvT6bxgA3fngk6nw2azkZOTw4EDBygpKSE9PV0LhB06dAifz0dOTs5Zeb1wMK2rq6vfd8aOjg76+vqIiYm5oN+j1tZW6uvrmTZtGsXFxeh0OnQ6HXq9Hr/fTyAQwGq1Mm7cOFwuF7/97W9Zt24dt99++5C2QLkQhUIhPB4PH3zwAX/+859ZvHgxo0ePJjEx8awEmQsLC8nMzOTWW2/t9/3X6/XS2dnJHXfc8ZlfRwghhBBCiM/MYICoKPjLXyC8vYXZDP+7TYsQIAFWcYZ8Ph+HDh0iPj4ei8WCXq8nEAhQX19PfX09wWCQ5ORk4Fja2WAwSFRUVL/Jn0AgwMcff4zVaiUzM5OsrKzhaM5Fw+PxcOTIERISErBYLCiKgt/v5+jRozQ0NGC327XVxrt27UKn0xEdHU1GRgZwLCVtV1cXVVVV1NbWEh0djc/no66ujvLy8rM2uXIpqa2tpa+vj+joaKxWq7ZC8uDBg7S0tFBaWorVaqWzs5OKigosFgvZ2dnYbDaCwSBdXV14vV4sFgsGgwGv18vWrVspLy/HYrEwderU4W7iBSkxMRGbzUZxcXHE7Xv37mXz5s3k5+ezYMECxowZg9/vZ8+ePZjNZpKTk7V0whMnTmTLli3s27ePw4cPk5CQQGNjI/v376epqYnrrrtOAjvikqQoCnq9npEjR7Jv3z62bt1KdXU1LpeLlpYWysrKaGhooKSkBIfDoV2oYLFYyMvLw2Qyaeliwxdr9fb2EgwG8Xq9dHV1aRd0hfefrKysZMOGDaxYsYKkpCRmzZpFfn4+Op0Or9eLwWBAr9df0EGhsy38PpWWltLQ0MDu3bsZP348LpeLqqoqDh06hNvtZsKECeh0OioqKuju7sZqtVJQUKClVQ8EAlogLrzvu8fjobOzE6PRiMlkwmAwkJaWxhe+8IV+F2rt2bOH5uZmioqKuPXWW7Hb7fI+HUen02G325k0aRI7d+5k/PjxxMXFYbPZOHz4MFVVVaSnpzNq1ChUVWX37t0oioLT6dS+V4dCIXw+nxbcDgQC2kV3nZ2d6PV6rFYrer0ek8nElClTeP/996moqNC+V3Z2dnLgwAG6urooKioazi75zMIXsOn1em2cDu8X7fV6tfOOwWDAYrFo553zcVuA8F7wOp1OC44OtAI0EAjg9XrR6/UYjcaTfsYCgQBdXV20tbXR2NjItm3baGlpoaamBr1ej6qqbNq0icOHD9PX14der+e5555j/Pjx5OXlYbPZTvndx2AwYLPZMJvN/fozfK4+cZ9hIYQQQgghhkV4parTOdw1Eecx+fUizojb7eb5559n2rRpJCcnY7FYcLvdLFu2jK1bt1JcXMyMGTMA+Mtf/oLX66W4uJgHH3xQK0NVVbxeLytWrKCgoIC8vDzsdvtwNemi0NLSwt/+9jdmzZpFYmIiBoOBrq4u3n77bXbv3s2CBQuYPHkyqqry1FNPYTabmTRpEnfffTcAJSUlVFdX8+GHHzJp0iTGjh1Le3s7n376KUuXLmX69OlamjoxOGvWrOHo0aOMHTuW1NRUPB4PZWVlrFu3jsOHDzNt2jRSUlKorKzk//v//j9SU1P52te+RlZWFn6/nwMHDlBdXU1iYiIOh4OmpiaefPJJmpqaWLBgAQsXLhzuJl6QzGYzZrO5X0rFtrY2LBYLUVFRpKamEhcXR1tbG7/+9a9JTk7m+uuvZ+bMmeh0OhYtWsTHH3/Mxo0bSU1NZfbs2axcuZINGzbQ19fHokWL5IIEcUm74ooraGhoYOXKlaxYsYLRo0ezceNG1q1bh8FgYM6cOcTExLB27Vr+/ve/k5yczPe+9z1iY2NRVRWfz8e+ffsIBoNUV1fT19fH0aNH2bdvHwkJCURHR5OXlwfA8uXLWbZsGXv27OHZZ58lOjqajo4OOjo6gGMpve12u3wmT6DT6bjhhhv4xS9+wYcffkhycjJjxozhH//4B9u3b8flcnHllVdiMBh466232LdvH+np6fzwhz8E0DKW7N27Fzi2MtDtdlNfX8+ePXuIiooiOTmZ5ORkbDbbgCuWo6KicLvdREdHy4V2J+F0Ornxxht56KGHSEtLw+/3k5GRwXPPPUdLSwszZsxg2rRpAPzhD39Ap9NRUlLCF7/4ReBY0KypqYnq6mrg2AULHR0dVFdXs2fPHpxOJzk5OTgcDiwWC1/4whd49dVXWbt2LWazmZkzZ7Jr1y5WrVqFw+HgrrvuGra+OBsMBgNms1lLlwvHsrU4nU66u7tpa2uLCP55vV7cbvd5mcXFbDbjcDi0bT3CF+aFhdvh9/vp7OzEZDLhcDhOGmD1+/00NTXR3NxMc3MzL7/8cr/HHt8P27dvZ+nSpTz22GPceeedpKennzLAGl4tfLJzcfgCUSGEEEIIIYS4EEiAVZyRYDBIS0sLP/jBD2hqaqKvrw+Hw8HIkSN5+OGHmTZtGqNHj0ZRFBoaGujt7SUpKSmijPAqvk2bNrF48WLGjBkzTK25eIQnRR566CFaWloIhUJERUVRVFTET3/6Uy677DJGjBiBqqrU19djsVi0yWeAu+++m5ycHN566y3+8z//k8bGRmw2GxkZGcybN49///d/Jzo6etjadyHq7u5m7dq1/P73v6exsRG73U5ycjLFxcW8+uqrXH755ZjNZqqrq6mtrUWn0+Hz+YBjk2J9fX08+eSTWkpgm83GlVdeyfe//33Gjh1LVFSUTESdY8FgkNraWuDYxSVhEydO5D/+4z9YsWIFzzzzDP/xH/9BRkYGixYt4rrrruu3OlaIS83s2bNxOp2kp6fzk5/8hJaWFlJSUrjssstYsmQJqampKIpCT08PdXV1KIqiBTt8Ph+1tbXMnz8fj8ejrWj93e9+x+9//3tyc3O58soreeaZZwBYuXIlH3zwAaqqct1110WcFxVF4Te/+Q0LFy48a2lULxaKonDdddcB8O677/L444/T0tJCQUEBN998M9deey0JCQnA/6VVDa8wDr93W7Zs0S72CYVCqKrK9u3b+Z//+R/Gjx/P/fffz5e//OVha+PFIBxgbW1t5Y033tDSKo8aNYof/vCHXHbZZdp+qUePHkWn00UEq1tbW/nrX//KE088ARwb1/bt28eKFSt44oknmD59Or/61a8oLS3FaDQyYcIEfve73/Haa6/xu9/9jh/84AdkZmZy/fXXM3fuXObMmTMs/XC2JCYmkp2dTV1dHTabjczMTJKTkxk7dizr169n165dtLS00NDQQFlZGR6Ph5ycnPNyZWU4WJmRkUFXV5d2Acrx30FUVaW1tZW9e/cyevRocnNzT9oWk8lEamoqN954I7m5uQN+x/z444+pqamhr6+PjIwM5syZw7Rp07Q9nYUQQgghhBDiUqGo52OuI3HeCwQC1NTUaPtHqqqKTqfDarUSFxeHw+HQ0vZVVFQQCoWw2WykpaVpZQSDQW01X3Z2Nk6nE7PZPFxNuij09fVRX19Pd3c3gUAAVVW1tG/x8fHY7XYsFguqqlJeXo5OpyMqKkoLfquqSk9PD+3t7XR0dOD3+9HpdJhMJm1Fn6RYHJqmpiY6Ozvp7e2N6E+LxUJCQgJRUVHaXqy1tbXaxJbFYtHSY9bV1Wn73+p0OpxOJ4mJiVit1vNysu9C5na7qampwWq1kpSUhMViwe/3U1FRgdFoJD4+HpfLpT2+u7ubzs5O2tra8Pl8mEwmYmJiiI6Ovuj3aRNiMNxuN52dnTQ3N2t7SDscDhITE7VUsO3t7TQ2NmIymcjIyMBoNGopTffu3TvgqjGz2YzT6SQ7OxuA8vLyiAuGTpSZmUl0dLR8zziJ9vZ2Ojs76ejoIBAIYLFYiI2NJTo6Wlt1WltbS29vL2azmczMTBRFIRAI4Ha7OXjw4IDl2mw2EhISSExMPOlrV1VV4ff7sVqtEd8TRSRVVWlpaaGtrU1LmW2z2UhOTsZut2spVysqKgCw2+2kpKQAxy5YaG5upr6+fsCyHQ4HmZmZEZlkwmliu7q68Pl8mM1mYmJicDqdOC/wFFl//vOfWbt2LZMmTSI3N5err76aNWvW8NFHH7FmzRp8Ph9XXHEFR48eZe/evcTFxZGWlsYvfvELLZB9Punt7eVrX/saDQ0NpKWlcc0117Bw4UItpa/H4+GVV17h8ccf5/rrr2f8+PHccccdmM1mPB4PiqJov+Pg2PHS0dFBe3v7gK/30ksvsXv3btxuN2PGjOH+++8nISEBp9N5yvTDp+PxeGhvb+fKK68kOjqaZcuWaauqhRBCCCGEEOchvx/6+uD222H58mO3XX89vPDCsf1qhyGLWCgUwu12s3TpUu655x5+85vfcN9992G328/JBaEyMy/OiMFgGPQqkBEjRgx4u16vx+FwMGnSpLNZtUua2Wwe1PuiKAoFBQUD3h4VFUVUVBSZmZnnooqXnMTExFNOLIc5HI5+e5qFg6kX+kTmhcRut/d7H4xG40n3mwt/XtLT0z+P6glxwbHb7djtdlJTU0/6mJiYGGJiYiJu0+l0WCwWSktLB/U6+fn5n6mel7qB3oMTDXSeMxgMuFyuz/RdTtICD46iKCQkJGgrik/2mHDa7OOZTCbS0tKGFMC+mL9/zJ07l5KSEi3Ti6IolJaWkpeXh06n4+DBg6xZswaz2Uxqaiq33nqrljXkfGQwGFi0aBE7duzg2WefJRgMoqoqI0aMwO/3s2zZMnbu3InH42HChAnMnTsXi8VCWVkZf/nLX4iKiiI6Opp77rmHuLg4zGYz8fHxJw0mx8fH43A4AIiNjWXEiBHo9XrZQkQIIYQQQghxyZEAqxBCCCGEEEKIS0J0dDQmk0nLPAHHVlsbDAbGjBmDy+UiISEBq9WKy+UiPz+flJSU8zaAqNPpyM7Oxu12k5mZidvtZuvWrdTW1hIMBjl8+DA6nY7JkyeTmZlJTEwMOp0Oj8dDbW0t0dHR+Hw+AoGAtvr0ZBlSwtlxdDodiqKg1+s/06pVIYQQQgghhLiQSYBVCCGEEEIIIcQlYaDVueEtNW666SbgWCARuCACh3q9ntLSUlJTU+np6WH9+vW8+OKLtLW1odPpyM/PZ+bMmdx2223k5+drbe/r66O5uZlgMIher9f2wBZCCCGEEEIIMTgSYBVCCCGEEEIIcUkYTND0QgishoXr6nK5mDlzJrm5ucybNw+v14uiKERHR5OWlkZ2dra29zVAbm4u3/jGN7BYLNpq3cGYOXMmBQUF+Hw+kpKSzlm7hBBCCCGEEOJ8JwFWIYQQQgghhBCXhL6+PgKBwJCeoygKFovlvE0TDMf2vB47dixjx44d1OPT0tK0FbuDpSgK48aNO5PqCSGEEEIIIcRFRwKsQgghhBBCCCEuCf/93//Na6+9NqRVqgkJCbz44oskJCScw5oJIYQQQgghhLiQSIBVCCGEEEIIIcQlwe/34/F4Tnp/KBTC4/Hg9Xrp6ekhNjYWq9Wq7csqhBBCCCGEEEKABFiFEEIIIYQQQlwirr/++pOm0Q0EAng8HsrLyykrK+OTTz7hlltuobS0FLvd/jnXVAghhBBCCCHE+UwCrEIIIYQQQgghLgkpKSlYrdYB7wuFQvj9ftLS0khJScFut6OqKjU1NQSDwc+5pkIIIYQQQgghzmcSYBVCCCGEEEIIcUlITU0lNTX1tI/LyckhLi6O9evXc/DgQQKBwOdQOyGEEEIIIYQQFwrdcFdACCEGq6WlhebmZjo7O4e7KkIIIcSw6Ovro6Ghgba2Ngn4CHEOxcTEUFRUREtLC3v27MHv9w93lYQQQgghhBBCnEckwCqEuGB873vf48EHH+Tpp58e7qoIIYQQw2Lbtm38y7/8Cz/60Y+ora0d7uoIcdFRVZVQKEQoFEJVVXp7e+np6UFV1eGumhBCCCGEEEKI84gEWIUQZ91///d/s3jxYh566KGTTkYdOHCAX/ziF4wbN459+/bR19f3OddSCCGEOHcqKiq47777uPvuu9m+ffuAj3G73WzatImRI0fyxz/+UQKmQpwHVFXF5/Nx4MABXnnlFbq7u4mLi0Onk5/OQgghhBBCCCH+j+zBKoQ469LS0ti9ezcbN26ko6MDp9OJXq+PeMzu3bvZv38/Op2OxMTEfvcLIYQQFzKLxcKIESP461//SnV1NQUFBdjt9ojHuN1u1qxZQyAQwOl04nQ6h6m2Qlw6Nm/ezKFDh056fygUwuv1cuTIEXbv3k1SUhKJiYkYjcbPsZZCCCGEEEIIIc53EmAVQpx1Y8aMYdeuXaxevZqKigrGjBmjBVDDadd2795NQ0MDI0aMoKmpicOHDxMIBFBVFYvFQlpaGjExMZjN5lO+1v79++nt7SUrK4vY2FgURQHA4/Gwbds2srOziYmJwWazaSsS6uvr6ejooLe3F0VRiIqKIjExkZiYGEwm0znvHyGEEBe/qKgopk+fzq9+9SuqqqpoamoiJydHuz8UCtHV1cX69evJzc1FVVUqKyvp7e0lEAhgNpuJjo4mNjaWuLi4U76Wx+Nhy5YtFBQUEB0djcVi0e7bs2cPqqqSnJxMQkICAIFAgJ6eHm08BDAajURFRZGdnY3JZJLVeuKi9fLLL/PXv/4VQPveCGhZV4LBIL29vRgMBkwmEw899BAzZszAarUOR3WFEEIIIYQQQpynJMAqhDjrRo0axciRI7FYLCxfvpwRI0ZgMpm0SSy328327dtpa2tj4cKF/Od//ifbtm2jvb2dUChEWloaDz74IPPmzSMzMzNi8utEP/7xjykvL+eHP/whCxcu1B5bX1/PNddcw49+9CMWLFhAfn4+qqpSX1/PM888w7p16ygvL0dRFCZMmMDtt9/O3LlzSUtLAzjlawohhBCnExUVxdSpU4mPj2fHjh1kZGSQnZ0NHBtjfD4fTU1NrFmzhocffpjVq1fz3HPPUVZWRmdnJ6mpqcyaNYuFCxdy7bXXoijKScemuro6Zs+ezZ///GfmzJmjvQ4c279cVVUWL17MLbfcAkBHRwe7du3iqaeeYt26daiqSmJiIiUlJTz22GNkZWVhNBplLBQXpSlTphAMBoGBv+/pdDrMZjMxMTEkJSUxduxYUlJSZAWrEEIIIYQQQogIEmAVQpx1Op2O/Px85s2bx0svvcR9991HdHQ0cGx1wNtvv83Ro0fJzc3lpptu4u233+b+++8nOjoar9fLhg0b+O53v8u///u/c/311zNixIjPXCdVVXG73dx2221kZ2dz8803M2vWLPR6PX/4wx94/vnnWbVqFX/84x9lAk0IIcRZYTQaufnmm1m/fj0bNmzghhtu0O4rKytj1apVhEIhbrjhBvbt28fkyZMZNWoUDoeDjRs3smzZMr7//e+TlpbGuHHjzsr4FAgE+NOf/sTbb79NUVERS5cuxWw2s3fvXpYtW8bNN9/Mq6++Sm5urqTvFxelESNGoKrqSYOrer0el8tFYmIimZmZ2Gw2yXAihBBCCCGEEKIfCbAKIc46RVHIyspi9uzZ/PWvf2XPnj1YrVYSEhIIhUK899572kqZrKwsbr31VqKjozEajQSDQVJSUli+fDnV1dXs3bv3rARY29vb2bx5M729vdxyyy1MnjxZSyn89a9/nV//+tdUVFSwa9cuxo8fL5PKQgghPpPwitOrrrqKDRs2UFFRwd69exk1ahQABw4cYPv27cyYMYOMjAxSUlIIhUJERUWh1+uJiYmhp6eH3t5eVq1axciRI89KgHXz5s1UVlYSHx/Pww8/TEZGBjqdjuTkZFJTU7nlllvYs2cPDoeDlJSUz/x6Qpxvxo4dS3Fx8UnvVxQFnU6HTqfDYDBIumwhhBBCCCGEEAOSAKsQ4pyIiYmhsLCQqKgodu3aRUZGBjExMXR1dbFjxw6mTp1KcXExRqORjo4O9uzZg9vtxu/3EwgEcLvd1NfX09jYeFbq43a7tbSLe/fu1fZfhWOreerq6ujo6KC6upqSkpKz8ppCCCEubYqiUFRURGJiIp2dnWzbto1Ro0bR09NDZWUlNTU1XHvttdhsNhobG7Vxr7e3l1AoRHl5OT09PRw+fFhLafpZlZeXU1dXR0tLC59++ilbt24Fju0J29HRgdvtpra2lq6uLgmwiguaqqp4PB4CgcCQnxv+vPX19QHHVrbabDYJtgohhBBCCCGE0EiAVQhxTthsNtLS0hgzZgxbtmxh9OjR5OTkUFlZyeHDh7n33nspKCigpaWFl19+mU8++YSWlhbcbjfBYJDW1lZMJhPd3d2Dej1VVU95m9frpaamhra2Np599tl+qd78fj/p6en09PR8toYLIYQQ/0tRFJKTkyksLGTbtm2sWbOGu+66i7q6Oo4cOUJnZydz5szB6/WyevVq1q9fz549e2htbSUYDOJ2u1EUhYyMDEKh0FmpU319PU1NTZSVlfHYY49F3Keqqpau3+fznZXXE2I4NTU10dXV9ZnLMRgM5OfnS4BVCCGEEEIIIYRGAqxCiHPGZrNxxx138KMf/Yhp06aRl5fHP//5T1JTU5kwYQLBYJCnn36aP/3pT/zgBz9g7NixJCUlYbFYeOSRR/D5fKddsTPQ/llhx69YCAaDeDwexowZw6OPPkpRUVG/xxuNRmJiYiQ9sBBCiLNq9uzZtLS0sHz5cnp6eli+fDn19fXk5+czZcoUnnzySV555RWsVisPPfQQI0eOxGq18uGHH/LOO+8MKtipKAqqqva74OjE1Xu9vb0kJCRQUFDAD3/4wwHLio2NxW63n3mDhThPvPnmm2zdulX7fBzvVN8hTxQdHc2PfvQjoqOjz3INhRBCCCGEEEJcqCTAKoQ4ZywWCwsXLuSXv/wle/fuJRgM8tZbb3HttdeSnJxMY2Mj+/fv58orr+Taa68lPT0dvV5PMBikpqaGqKio076G3W7HZDLR3Nys3dbZ2UlNTQ0ej0ebTLPb7RQVFbFs2TLMZjPJycmYzeaIssJ7bgkhhBBnU2lpKRUVFbz55pssW7aMpUuXEh8fz+zZs1EUhZ07d5KRkcHEiRO59tprI7Is1NXVkZWVdcry9Xo9sbGxtLW14fV6gWMpf2tqaujq6sJqtWqPLSgoYNeuXbS0tBAfHz9gIFWv18t4KC4KGzZsYNmyZVowNXwRgqqqBAIBFEVBr9dreyaHhUIh7U+v15OWlsb3v/99CbAKIYQQQgghhNBIgFUIcc7odDri4uIYPXq0lg7x6NGjzJo1i/j4eFpbW7FYLFRWVtLa2ordbsfr9fLpp5/S3NzcLwA6kJSUFCoqKli/fj3z5s1DURT27dvHBx98EDFRFh0dzZQpUzCbzXzwwQd4vV7Gjh2L0+mks7OT2tpaAoEAEyZMwOl0nstuEUIIcYlxOp1kZGSQl5fHK6+8Qnl5OcXFxUyePBk4dhFQY2MjDQ0NtLW1YbFY2Lp1K9u2baOzs/O05RuNRgoKCti6dSsjRowgKiqKQCDAK6+8QnNzc0SAdvz48WzcuJEdO3bwwgsvcPXVV+N0OgmFQnR1dVFWVsaUKVOIiYnBYrGcsz4R4vPw3e9+l3vvvTfitoaGBpqamliyZAlGo5H58+eTkpJCUlIScGxbiUOHDrF//342b97MokWLGDdu3KAu/BNCCCGEEEIIcemQAKsQ4pxRFAWTycSkSZNYtmwZu3btwmw2M27cOJxOJ9HR0eTn57NlyxY2bNhAZWUlPp+PTZs2DXo1aWFhIZWVlezZs4c1a9ZgMBioqKjg4MGDGI1GLchqt9sZNWoU48ePZ/fu3Xg8Htrb24mJiaG9vZ3KykosFgtFRUUSYBVCCHFWGQwGLT3+c889h8FgID09XUtXX1RUREVFBRUVFaxatQqXy8XGjRuprq7GaDSetnyr1cqMGTNYs2YNmzdvpq+vD1VV2b17N16vNyL1fWFhIePGjaO2tpZ33nkHi8VCTEwMqqrS3t7Orl27yMvLk2CSuCjk5uaSmpoacduOHTvo6ekhOzsbh8PBhAkTSE5O1gKsfX19OJ1ODAYDbW1tREdHYzKZhpRSWAghhBBCCCHExU8CrEKIc27evHns2LGD/fv3M336dBITEzGZTOTl5XHPPfewc+dOfvWrX+H3+0lJSeGGG27g8ssvp6enJyLIqtPptL+wq6++GpfLxW9+8xsefPBB4uLiuOqqq/jCF77A+vXr0el0Wvo3p9PJU089xbPPPsvq1av55z//SU9PD8nJyRQXFzNz5kzZc04IIcQ5kZ6ezoIFC3jqqaeYMWMGhYWFWmDzrrvuoqurixUrVvDwww9jtVq58cYbGTlyJCkpKfT09GjlhMe08PgG4HK5+Na3vkVNTQ1vvPEGzz33HMnJyfzkJz/hyJEjmM1mbew0m83ceeedjB8/nqeffprHH3+cnp4eTCYTSUlJzJgxA6vVOqjArhDnu4FS+u7atYt3332Xe+65h/z8fC677LKIzxMcu+hh7NixjBs3jtdee40dO3awaNEi+Z4ohBBCCCGEEEKjqOENCoUQ4hwJBoP4fD4CgQB6vR6r1YqiKNoeWF6vl2AwCBybODYYDNp9er1eSxUc3lP1+NtUVSUYDNLX10coFNImnvV6PX19fZjNZu3/w2X6/X4CgQChUAhVVbWgrV6v1/a9k1UKQgghzqbwfo69vb3aeGM0GrW9wsPjZCgUAo6tej1+rAyPncFgUFuVajKZ0Ol0EeNpeGxTFAWz2YzP50NRFIxGoxY0VVWVUCikvWb48eEx1Gw299uTUoiLxSOPPMIbb7zBE088QVFREaNGjRowa0pDQwOHDh3iN7/5DdXV1Sxbtkxb5SrOvnB2mSuvvJLo6GiWLVuGw+GQVOVCCCGEEEKcr4JBCATgpZdg//5jt40cCbffDgYDHJdN6/MSCoVwu90sXbqUe+65h9/85jfcd9992O32iOxeZ4usYBVCnHPhoOqJwpO3NpttUOWcrAyDwYDB0P90Fg6Wnvh6ZrN5UPu7CiGEEGdL+GKeE9PQh4OYgx2b9Hp9v1V0pxpPB1qJGg6kDjSuCnGx6+rqorm5GZvNhsPh0C5kCH8Wwxc9mEwmYmJi6O3tpaWlRbv4QQghhBBCCCEExwKoej3cd99w12TYnH6DQyGEEEIIIYQQ4iIQGxtLUlISH3zwAR9++CE+n69f8DQQCHDw4EH+8Y9/0NfXR1pa2jm52lkIIYQQQgghxIVLVrAKIYQQQgghhLgkxMXFkZ6eTnV1NQaDgcrKSiwWS0QKbY/Hw6FDh9i3bx9ms5nExEQJsAohhBBCCCGEiCABViGEEEIIIYQQl4Srr76a/Px8Hn/8cT799FPeeustEhISSExMBKCvr4/Dhw/j8/nw+Xx885vfZPr06TgcjmGuuRBCCCGEEEKI84kEWIUQQgghhBBCXBJiY2MJhULMmzePuro6jh49islk0laoWiwWsrKyiIqKIj4+nrFjx5Keni4rWIUQQgghhBBCRJAAqxBCCCGEEEKIS0JCQgLx8fE8+uijNDY2snLlSpqbm2lpaQHAZDKRnZ1NYWEhkydPxmw2YzDIz2YhhBBCCCGEEJHkl6IQQgghhBBCiEuKyWQiISGBK664Aq/XS19fHwA6nQ6Hw4HT6cRsNqPT6Ya5pkIIIYQQQgghzkcSYBVCCCGEEEIIcVFRVZVAIICqqhiNRu32YDBIMBgEwGg0kpGRcdIywo9VFAWj0YiiKOe83kIIIYQQQgghLgwSYBVCCCGEEEIIcdHZt28fnZ2dlJaWYrFY0Ol0lJeXU1tbO6RyzGYzU6ZMwWw2n6OaCiGEEEIIIYS40EiAVYjP0YcffsjGjRtpbGzkv/7rv3A4HMOSdkxVVQ4cOMA//vEPQqEQd9xxB4WFhXJV/udMVVXee+89du7cSXR0NPfffz+KotDR0cH777/Pe++9xxe+8AXmzp2L1Wod7up+rlRVZffu3bz++uvExMTwr//6rzgcDjlGhRBCCDFoZWVl1NbWUlRUhMFgwGQycejQIbZu3TqkcqKiohg/frwEWIUQQgghhBBCaCTAKi5IqqpSV1fH4cOHARg7diwul+u8D74cPnyYNWvWUFFRwWOPPXZOX6uhoQGPx4PRaCQtLa1f37S0tLB69WqCwSBz586lsLDwnNZnKFRVZdOmTbS3t2v7YcGxPbHMZjN2u52UlBSys7PR6/Wf+X1vb2+nq6sLVVVJS0vDYDCc82MpnLbuvffeo66ujpEjR2r3eb1e9u7dy5tvvsnIkSO5/PLLz2ldzleqqrJt2zaMRiOXXXYZkydPHu4qCSGEEOIC8sorr7Bp0yauuuoqzGYzJpOJ5cuX88c//nFI5aSmpvIv//IvREVFnaOaCiGEEEIIIYS40EiAVVyw1q9fz29/+1sAfvvb31JSUnLeB1g/T5s3b6a6uhqXy8Xdd9/d7369Xo/dbicYDGIwnF+nglAoxH/+53+yZcsW2tvbtX2zjEYj0dHRZGZmcs0113D//ffjcrk+c/3Ly8vZunUrwWCQO++8k+jo6LPQilMLBoN0dHTw9ttvs2DBAmbNmjUsq5nPV4qiMG7cOPLz89m7dy+vvfYakyZN0u4TQgghhDide++9l/nz55OcnIzFYgHgpptuIj8/f0jlOBwOCa4KIYQQQgghhIhwfkVVhBBnzcqVK9m4cSNpaWncdddd/YJSkydP5p///CcAJpNpOKp4WjExMZSWlnLHHXcAx1aa7tq1i08++YRHH32U5uZm7rnnHsaNG/eZXmfHjh28+OKL+P1+Fi1a9Lmshu7q6uLFF1/E7XYzYcIEpk+ffk5f70I1Z84curq6WLJkCY8++igOhwO9Xj/c1RJCCCHEeU5RFK6//vp+t8+bN4958+ad9HmqqkaUIYQQQgghhBBCDESWSwlxkVJVVfsbSDjdrtlsPm9XTlqtVnJzc7nmmmu45ppruOOOO3j00Uf5r//6LxITE3njjTc4cuQIoVDoM7/WqfrqXOjp6eGtt95iwoQJpKena6t0RaSSkhJGjhxJT08PK1eupKenZ7irJIQQQoiLWCgUoqenJ2KbCiGEEEIIIYQQ4kSyglVcdI4cOcKOHTs4fPgwd955J1VVVRw6dIiGhgYMBgM5OTkUFBRQUFCAoijalenhANuOHTs4dOgQLS0t9Pb2YjQaiY+PJz8/n9zcXOLi4ujq6mLFihV4vV4mTZpEcXFxxBXuqqry5JNPkpmZSWFhYcT+muH7e3t72bx5M/X19fT09KDX6ykqKmLChAnExMRErNKrq6ujpqaGw4cP09LSgt/vx2Aw4HK5GDt2LCNHjtTSnoVCIf7yl7+wa9cubR/Wn//85yiKgsvlIisriwULFlBXV8fatWtRVZVZs2aRnp6uvV5fXx+HDx9m69attLe34/P5MBqNZGdnM2HCBOLj47XXA9i9ezdlZWXU19ezePFitm/fTlVVFa2trRgMBq0P0tPThxTM1el0WCwW4uLitNvi4uIIBAJkZWWxe/du2tvb8Xq92Gw2ANra2qipqeHIkSMcPXoUt9uNwWDA4XCQnp7OzJkzsVgs6PV6vF4vW7ZsYdWqVdTV1REMBnn66aeJjo5GURSKioqYM2cOUVFRKIpCQ0MDVVVV7Nu3j7a2NnQ6HQ6Hg7S0NGbMmIHdbh/U6kqv10traytlZWXceeedxMXFDapfVFUlFAqxcuVKKioqiI+Pp7S0lNzcXNra2jhy5AjV1dU0NjZq7Xa5XKSnpzN9+nQsFov2OuF9bvfs2YPT6eTyyy9n48aN1NbW4vf7sVqt5OXlMX369H5B+Oeff55gMEh2djZJSUl88skndHV1AcdWHc+ePZukpKSIY6S7u5vDhw9TVVXF0aNH6e7uRq/XExUVRUpKCtOnTycqKqpf/8XGxpKcnIzL5WLLli1Mnz4dl8t12r4SQgghhBhIZ2cnHo8Ho9GI0WjUvuepqkp9fT3d3d00NjZiMpmw2WykpKQQFRWFxWKRFa1CCCGEEEIIITQSYBUXnYMHD/Liiy/y7rvvUlRUxNatW1m/fj3l5eUEg0FKS0tZsGABSUlJEXtt+v1+mpqaePPNN9m4cSM1NTX09PRgs9lIT09n/vz5GI1G4uLi6Ojo4LnnnqOtrY1vfetbFBcXR9RBVVV+/OMfM3v2bG666aZ+AVafz8ehQ4d45ZVX2LdvHy0tLaiqyowZMzCbzYwePToiqHjgwAFWrVrFpk2bqK2tpbe3F4PBQFxcHAsXLtSCUBaLhVAoxN///nf27t1LV1cXra2tPPnkkwBkZGQwY8YMFixYQGVlJX/84x8JBoNkZmZqAda+vj4aGxt5//33eeWVV2hqasLn82EymSguLuaee+6htLSUzMxMLRi2detWXnnlFTZu3EhpaSlvvvkm27Zto7q6mlAoxPTp07nttttwuVyfOTim1+uxWCwkJSWxfft2PB4PPp9PC7DW1dWxfv16Vq1axaFDh2hvb0ev1xMdHU1hYSGJiYkUFBRgt9vx+Xxs3ryZ9evX09jYCMBzzz2nteu6665j8uTJREVF0dHRwY4dO1i7di0fffQRR48eRafTER0dTUFBAS6Xi3HjxmGz2U4bLO3p6aG+vp6Ghgby8/MHteerqqr4fD4aGxv5+9//zq5duygpKSEpKYnc3Fyqq6v56KOP2LhxI0eOHKG9vV07RoqLi0lMTKSwsBCz2axNIq5evZq//e1vJCYm4nQ6efHFF9m3bx9utxur1crkyZNJTU0lMzMTh8Oh1eWpp57C7XYzY8YMCgsLef3112loaCAQCBAXF4eiKMyZM4ekpCRtf9ympibWrVvH2rVrqaiooKWlBZ1OR0xMDHl5eURFRVFaWorNZouYvLRarcTFxZGamsq2bdvweDxDOl6EEEIIIY73ySefsHv3bpKTk0lJSWH27NkoikIwGORPf/oTn376KWvWrMFkMuFyufje977HzJkzycvLk4wjQgghhBBCCCE0EmAVF61gMMi3v/1t8vPzGTlyJDfccAOrV69m9erVtLS0YLFYuPvuu4Fjwauqqip+/OMfs2TJEkpKSpg+fTqjR48mGAzy6aef0tzczMGDBykpKfnMdWtpaeFb3/oWGRkZzJs3D4fDwe7du1myZAnNzc38y7/8C/fcc48WaNq6dSvr1q0jNzeXBQsWYDQaqamp4ZNPPuFHP/oRqqpy/fXXM2HCBHQ6Hf/v//0/fv/737N//35iYmJ4+OGHURQFu91OcnLySeulqioHDhxg+fLlPPLII5SUlLBw4UJSU1Npbm7mmWeeYevWrSxevJjvfve7EcFSVVXp6+vjgQceYOTIkUybNo0bb7yR9evXs2zZMgKBAKFQiBtvvHHI/XVi6l6/309dXR2qqmKz2bBardp9u3btYs+ePfT09HDTTTeRkJBAY2Mju3fv5q233uLQoUP84Q9/YPz48VgsFubPn8+hQ4f46KOPCAaDfOMb39CChFlZWVrw86WXXmLJkiWUlZUxb9487rzzTtxuN3v27OH9999n8+bNvPrqq4waNSqiPgNpbGxk3759ABQWFg4qwBoKhSgvL+dnP/sZb7zxBv/xH//BNddcw5gxY4Bjx0hZWRmBQICbbrqJpKQkqqur2bZtG2+88QZlZWW8/PLL5OTk9Ct7x44d/OAHPyAzM5O7776brq4udu/ezd/+9jc8Hg/f+ta3mDp1akTgs6GhgTVr1vDaa6/xxS9+EZfLRX19PW+99RZf+cpXeOaZZ5g7dy6pqanAsYsEdu7cSWtrK4sWLSItLY2mpia2bdvGhx9+yObNm3n33XfJz8/vN3npcrnIz8/nnXfewev1oqqqrCARQgghxBmpqqpix44dLFiwQMu20dHRQWtrK4cOHaKtrY358+fj8Xjo7Ozk0KFD6HQ6MjMzJcAqhBBCCCGEEEIjAVZxUQoH++bPn89NN93E+PHjMRgM/Mu//Avf/OY32bt3L0uXLtUCrEeOHGHVqlW89tpr3HXXXXz5y19m5MiR2uo7v9+PTqc7a5MqBoOBzMxMfvvb3xIfH4+iKHg8Hux2O++//z4fffQR06ZNIy8vD0VRuP/++7n77ruxWq0YDAbtKvvm5ma++MUv8uabb2rpexVFYd68eSxfvpyGhgZSU1O56aabtHTIp1pdGQwGWbt2LX/+858pKirihRdeIC0tDaPRiN/vZ8KECTzxxBOsW7eOjIwMHnjggYg+9/v9LFq0iLvuuovs7Gx0Oh2LFy/mtttuo6qqivfff39IAdZQKITX66WtrQ2Arq4udu7cyYcffsiuXbuYNm0aGRkZmEwm7TmLFi3i6quv1t4vnU5HKBSivr6eyy+/nP/3//4fW7ZsISYmhuzsbIqLixkzZgw7d+7E7/ezYMECMjIyUBQFvV6PTqejtraWZ555hrS0NH74wx9yzz33YDKZUFWVtrY2br/9dm6++WZeffVVAoEAl1122Snb1d7eTlVVFQBpaWnY7fZTPj4YDLJkyRJee+01Pv74Y5599lktDW/YTTfdxBe+8IWIdgeDQY4cOcIHH3zAD37wA7Zs2YLZbCYtLS2ifJvNRmFhIU8//TRms5lQKERdXR1xcXEsXbqUKVOmkJ6eTmZmpvactrY27HY7S5YsobS0FKPRiMfj4a677mLevHksWbIEgHvuuQeAGTNmaP1iMpm096WhoYFPPvmEe+65h5UrV6LT6SgqKoqon91uJy0tjba2NlpaWvB4PNqKZSGEEEKIoTh8+DBbtmzh2muv1TJ0tLa2cvDgQcrLy3G73Xzve9+jrq6OrVu3cuDAAaqrq/nCF75w2u9sQgghhBBCCCEuHRJgFRe1K664goKCApxOJ3AskJSXl0dNTQ11dXXa4yorK9m5cyc+n49bbrlFS/l6vBNXUX4WNpuN+fPnk5iYqE3UWCwWrr32WjZs2EB9fT27d+8mLy8PAKfTGbE/ZV9fH6qqYrFYGDt2LK+++iqtra14vV4sFgtms1kLDob3MT0+sHqyttTV1VFdXY3b7ebWW28lLS0Np9OpBcNmzZpFdnY2jY2NbNu2rV//6HQ6rrrqKjIyMoiKitLuKywsZPPmzTQ0NAypn9rb2/nwww9pbW0FjqVWbm1tpa2tjdGjR/PlL39Z20s3zOFwaIFkVVUJBAL4/X6cTifjxo0jGAxSU1NDc3MzOTk52v5b4b4ym80R/eXxePjkk09obW1l6tSpTJo0Cb1eTzAY1N7LrKwsEhISOHjwIEePHj1tu7xer7bvrs1m0wL5JwrX/7nnnmPdunW0tLTw1a9+lZkzZ5KQkBAR8Hc6nf3araoqsbGxjBkzBr/fT2VlJaNGjeoXYE1OTmbOnDnExMRofZmamsp1113H66+/zqFDh6ioqIgIsLpcLnJzcxk/fjwul0s7zvLz8xk/fjxVVVUcPnyYUCikrZ4+vn7BYBCfz4fL5SIvLw+z2aylNj6R0WjE4XAQCoXo6emJ2HNXCCGEEGIoent76ezsxOVyER0djaIo1NbWsmXLFkaMGIHT6WTChAnk5+eTm5vL008/zeHDhwkEAsNddSGEEEIIIYQQ5xEJsIqLVnglXGxsbMTtCQkJWK1W6uvrtdsaGxuprq7GYrFQWlo64D6h4cDT2Qi0ms1mJkyYEBEg0+l0jB8/HofDQWdnJ5WVldp9Xq+Xjo4Oamtr6ezspLe3F7/fT29vL11dXXR3d+N2u7UA65lqamrSVouWlpZiNpu1QKNOpyM9PZ3U1FQaGhoi6gdoKz5HjRoVsV8nHAvg6fV6uru7h1SfQCBAR0cHFRUVqKqqrWbt6+tj8uTJTJ8+ncTExIjnqKpKa2srjY2NNDc343a78fl8+Hw+enp6tFWng61LIBCgrKyMvr4+2tvbOXDgADU1NRGPcbvd6HQ6jh49Smdn52nLDAcXFUXBYDCcdFWx3+/n0KFDlJeXEwgEKCws5OabbyY9Pb3fc0KhEM3NzTQ3N9Pa2orb7aavr08LSgPa7SeKjo5m3LhxEbdZLBYmTJiAwWCgsbEx4vMCxwK6mZmZEXsFGwwGHA4HhYWFHDlyhJaWFnw+H2azGYDm5mZaWlq098Xr9RIMBuns7ERRlJPWT6fTaauUfT6fFtwWQgghhBiqYDBIIBBAr9drF7l1dnZSU1NDbGwsqampxMfH43A40Ol0KIpCd3f3Wb3YUgghhBBCCCHEhU8CrOKipCgKJpMJp9OpBXfCrFYrOp0uIpDT1dVFZ2cncXFxREVFnXRF4WAMZvLFYDCQlpYWESRTFIWUlBTMZjMdHR20tLQAxwJn1dXVbNy4kb/97W/s3LmTvr4+LcgUniTy+Xx4vd4zrjccS/va09OD0WgkPT1dWzF7vMTEREwmkxa0O77+JpMJl8vVr//sdjuhUIje3t4h1Sc6OppRo0bxwAMPoKoqtbW1rF69mg0bNtDe3j5gX3d0dLB+/XrefPNNVq5cSXt7O6FQSLs/EAjg9Xrp6+sbVB3C6YUDgQBvvPEGb7311kn3/3S5XGe0uuFke4q63W5effVVuru7+cpXvsJdd93F6NGjByyjvb2dDz74gBUrVrB27Vra2tr69Y/H48Hv9/d7rtVqJSUlJeI2o9FISkoKBoOBrq4uOjo6Iu53OBz9gttw7DhIS0tDURTtAoCEhATcbjdr165lxYoVfPjhhzQ1NaGqqlbHvr4+3G73gPUL91G4fNl/VQghhBBnymKx4HA4aG9vp62tjaSkJGpra9m8eTN33nkno0aN0r4Dq6pKKBSSi7uEEEIIIYQQQvQjAVZx0dLr9ecsEHO6cs90Emag4FFNTQ2//OUvWbp0KZmZmTz++OMkJydjs9kIBAKsWrWK559/XpsAGi7hFaxnk9lsJj09ncsvvxw4Nsk1b948NmzYwB133MHPfvYz7r//fkpLS7XnPPHEE3z00Ud0dHRw3333MXLkSBwOBwaDAa/Xy2233RYR2BuMcL/ec8893HjjjSddcWq328nOzj5teVarVQvGut1uAoHAgPv7Wq1W5syZw5o1a1i3bp22qvTEiwYAvvvd77JhwwZUVeVf//VfGT16NDabDb1eT3t7O3fddRehUGhI7T6bn5+f/vSnvPPOO3R0dHDTTTcxceJEHA4HRqORzs5Ovv71r6MoyoD18/l82srg6OhorFbrWauXEEIIIS4tcXFxpKSksGPHDpqamqivr2f//v243W4SEhJITU1Fp9NpmVP0er22BYUQQgghhBBCCBEmAVYhQNuDadu2bXR1dWEymU65ijW8yjUcIDteIBCgoaHhlMHOQCBATU0Nqamp2uuoqkpdXR1erxer1aqtDtyyZQtVVVWkpKTw05/+lDFjxmAymdDr9bjdbjZv3nzSgN9QhVfw+v1+qqurBwwUNzY24vP5SE5OPiuveTrhfTvD4uPjGT16NPPmzeP9999n6tSp5ObmEh0dTU9PD7t27cJut3PNNdfw5S9/GZvNhk6nw+fzUVNTM+TJMZ1OR1paGgaDAZfLxYgRI07a9vAerqfjdDpJTU0FoKGhgbi4uAHTUptMJkaPHs2sWbNYsWIFH3zwASaTiccffxyz2YyiKNq+pNu2bSM1NZUrrriC++67Twuu9vb2cujQoVPWx+PxUFdXF7HHqt/vp66ujkAggMvlIiYmJuI53d3dA+6pq6oqNTU1qKqK3W7X2vXxxx9jt9uZPXs23/jGN3A4HOj1elRV5ejRo7jd7pMGfz0eD42Njdrn9LOkwRZCCCHEpS0rK4vRo0ezdOlSAoEA6enpNDQ04Ha7ycnJobCwEJ1OR09PD1VVVRiNRhISEs7a920hhBBCCCGEEBcHCbAKAaSkpJCTk0NfXx8bN25kxowZJCQkRDzm+OCP1WrFarXi9/u1YFI4cOfxePj0009PmSrW6/WyefPmiNWIoVCITz75hK6uLrKyssjNzQWOpS8OB12Li4tJTk5Gp9MRDAbp6+tj//79+Hy+fq9hMBhQFGXA+04mOTmZ+Ph4AD755BNuuOEGbR/WUChETU0NtbW16HQ6rX6fN5PJREJCAldffTUff/wxu3btorCwkClTphAMBunu7sZisZCenh4RMGxoaODAgQMDBvGMRqPWxhP7y2AwMGrUKMxmM0ePHuXw4cMUFhYC/ffl9fl8g5p8i46OJiMjA4C6ujqys7MHDLDqdDqcTieXX345Xq+XVatW8d577zF16lSmT5+u7X8aCoXo6uoiLS2tX7s7OzspLy8/ZX1aW1vZunUrU6dO1W7zeDxs3ryZQCBASkoKaWlpEc8J7xPc1NREXFwcer2eQCBAV1cX+/btw+l0kpCQoK3M7ejoICYmRvushTU1NVFdXY3P5ztpgLW3t5ejR4+SkZGB1Wo96yulhRBCCHHpmDx5MqmpqURFRdHe3k4gEGD8+PEkJSWRm5urfTfv6+ujs7OT4uJi9Hr9oC6iE0IIIYQQQghx6ZAAqxAcu5J9zJgxWK1WXn/9deLi4rQ9RVVVxefzodfrMZlMOBwOLBaL9pi9e/fS2tqKyWTS9utcuXLlSfeShGPBq9WrV3P99deTkJCg7Vf5zjvv4PF4SE1Npbi4GDgWzDUajfT09Gir+OBY0KmiooJPP/10wL1Xw4Gozs5OOjs7tSBiuB0DSU5OJjMzE5fLxapVq6isrCQtLQ2TyYTP52PNmjXU1NSQnJzMhAkTzkLPnxmHw8HVV1/Nz3/+c3bu3ElWVhaTJk3SJr+CwSCdnZ20t7ej1+vx+/1UVFSwcuXKAVcW2+12TCYTnZ2d1NfXa0Fsg8GAwWCgtLSUpKQkysvLWbFiBSUlJdrKWFVVCQQC9Pb2EgqFtFWWpxIbG0t2djZGo5GKigrGjBmjrWgdyIgRI7juuuuwWq38/Oc/549//CMxMTGMHz8eu92OXq/HYrFoqXTD7fb5fOzfv59Vq1adsj7Nzc2sXbuWW265BavVSigUora2luXLl2MwGMjNze0XUO/p6aG6uppPP/2UiRMnYjKZtGNy9+7dzJo1i5ycHC3gbLPZtEBwW1sbRqMRv99PWVkZH3zwwUlXFoefU1NTw8iRI2VyUwghhBCfSXZ2NsnJydTW1tLY2EhLSwujR49mzJgxxMfHR2SxUVWVrKwsLXuNEEIIIYQQQggRJr8SheDYRMvs2bO57rrrePnll9m/fz/jxo1jzJgxhEIhtm7dSkpKChMnTuS2224DYMaMGTQ0NPD222/z/e9/n1GjRtHc3MzBgweprKw8ZYA1nCL4W9/6FiUlJTgcDnbv3s0rr7zCnDlzmD17Nvn5+cCxq+xXrFjBtm3buP/++7nvvvvw+/3s27ePdevWERsbS1NTU7/XyMrKwul0snHjRn73u9+RmZlJbGwsSUlJTJo0acB6GQwGpk+fTkdHB4888ghf/OIXmTlzJqmpqTQ3N/PMM8/gcrmYPn06t95661no+TNjNpvJz89n1qxZbN68mY8++og777yT2NhYxowZw+rVq3n66afxer0kJyezf/9+Dh06RH19/YCrJAsLC4mNjWX79u386le/4sYbb8RsNpOVlcX48ePJzMzkK1/5Ci+++CLPPfcc27ZtY+HChTidTrxeL7W1tbzzzjvcfPPNLFq0iGnTpp2y/k6nk6ysLAoLC9m2bRvTpk2jsLDwlOmLR44cSWxsLE6nkwceeACA22+/nTvvvJOoqChKSkrYvHkzTz31FG1tbdreYkeOHBkwle/xent7KS8v5/7772f69Ol0dXWxe/du3n77bW666SamTJmirbgNi4mJwWazce+99/LFL34Rl8tFfX09b731FoFAgFtvvZU5c+Zoj582bRorVqzghRdewOPxUFRUxP79+9m3bx/79u0jJiZmwNW/XV1d1NXVUVlZqaUWFkIIIYQ4UzqdDqvVyrXXXkswGCQYDGI2mzGZTFrmDYC8vDzS0tLQ6XTodDrZokAIIYQQQgghRAQJsArxv7Kzs/nlL39JXl4e69atY/Xq1SxbtgyHw0FOTg4lJSXaqlKARYsWaVe5v/POO7z33ntkZmYyYcIEnnjiCWbMmHHS10pISOD3v/89f/rTn1ixYgVNTU0oisKdd97JAw88wKhRo7THZmVl8ZWvfIX8/HxeeeUVfvazn+F0OsnPz9eCij/+8Y/7vcZ1112n7af6zDPP4PP5SE9PZ+bMmScNsAIUFRURHx+Py+XixRdf5M0338Tr9WI2m5k7dy733Xcf48ePPy8CXYsXL6ahoYFDhw7x4osv8uCDD/Kd73xH21fr+eefR6fTkZOTw5QpU076vhQXF3P77bfjcDhYvXo1mzZtQlVVrr/+ep544gmsVit33nknxcXFrF+/nnfeeYennnoKVVWxWCzExsYyc+ZM5s6dO+jUyVFRUdx666386U9/4tprr+Wyyy476crisISEBG666Saampr4+9//zjPPPENrayvf/OY3efzxx3nttdd4//33tXYXFBQwe/ZsZs6cyRVXXHHScidMmMCjjz7KH/7wB5577jncbjc2m43FixfzyCOP9EsPDJCamsrMmTMpLi7mpZdeor6+nmAwSFJSEj//+c+ZPXt2RJrthx9+mKysLN577z3eeOMNQqEQOTk5TJ8+nW9+85t87WtfGzDAunXrVnbv3o3dbmfRokU4nc5B9a8QQgghxEAURUFVVbxeL263m+bmZvx+P4FAgOLiYpxOJ2azWcsMEg68Wq3W4a66EEIIIYQQQojziARYxQVr4sSJfOc73wEgIyNDW/03cuRIvvzlL3P11VcPuK/lZZddRmJiIq2trRG3GwwGEhISuPHGGyktLaW9vR2v14vJZCI2NpasrKyIVXzhVYNf/epXWbhwIaqq4nQ6SU1NJScnh1//+tekpqZGBNymT59OcnIynZ2djB49msWLF9PY2Ijb7Uav1zNixAiKi4uJioqKqFdhYSFRUVEUFBTQ2dmJ2WwmLi6OtLQ0LBYLLpeLoqKiiPbGxcUxbdo0XC4XjY2N+P1+HA6HFiwbMWIEDz/8MKFQiLy8PO15JpOJ+Ph45s+fT2pqKh0dHfj9foxGI+np6YwePbrfasPLLruMhIQEbrnllgHTp11xxRX9VkCeik6n4+tf/zq9vb2nTJ07btw4/u3f/o2enh5tBWh6ejrz588nNzeXxsZGVFUlNjaWtLQ0ioqK+N3vfkd+fn7E+2IymZg0aRKJiYlcccUVeDweVFUlNzdX61OHw8GoUaOIjY1l5MiRtLa2oqoqBoMBm81GSkoK+fn5p00PHGa325k3bx5//vOfOXToEAcOHGDMmDHAsRWuixYtIicnh/Hjx2tpcfV6PQ6Hg2uvvZbMzEztmAHIzMzkuuuuY+zYsTQ3N6OqKgkJCWRmZpKRkcHTTz/NqFGjIt7r4+uSl5fH/fffT0NDA36/H4vFoh3zAwV+9Xo90dHRzJ8/n+TkZLq7u7W6T5kyhdjY2IhjISkpiauuuoqCggIaGhoIBoPExsaSkZFBRkYGP/nJT0hMTKSoqCjidXbs2EFDQwPTpk0jJiZG9l8VQgghxGcWDAbZtGkTBw4c4O2336atrY3u7m5++9vfUlpaSnJyMkeOHGHVqlUkJiYSGxvL7Nmz5XuIEEIIIYQQQgiNog6UL1MIIcQ5FQqF6O3t5dprryUnJ4c5c+Zw5513ApwyVfDZfP2f//zn/O1vfyM/P5/nnnuO2NjYQb32lClT8Pl83HDDDTz22GPnpH6qqtLR0cF3vvMdGhoaWLRoEQ888MDn0jdCCCGEuHhVVFRQU1PDkiVL6OrqwmazUVZWRnl5Oc8++yyTJk0iNTWVsrIy1q1bx9GjR9Hr9XzrW9+STBrnkMfjob29nSuvvJLo6Ggtk5CkZhZCCCGEEEIMVigUwu12s3TpUu655x5+85vfcN9992G328/JBbP98zEKIYQ453Q6HXa7nVtuuYX29nY+/vjjAfeHvVSpqsq2bduorq4mLi6OW265ZbirJIQQQoiLQHV1NVu3bmXDhg2Ul5czYsQIXC4XfX19BINB7fuYwWDAarVy5MgRdu7cid/vH+aaCyGEEEIIIYQ4n0iKYCGEGEZf/vKX+eIXv4iiKLI68ziKonD55ZczY8YMFEXBaDQOd5WEEEIIcRHYtm0b7777Lrfeeiu5ublcfvnldHd3s3HjxojvYtHR0RQVFbFs2TKqqqoIBALDWGshhBBCCCGEEOcbCbAKIcQwURQFg8Ew4L61lzpFUdDr9bLXmRBCCCHOqvb2do4ePUpmZib5+fmkpKQQFRXV70I3o9GI3W4nEAjQ29srmUaEEEIIIYQQQkSQWX0hhLgEKYpCSUkJHo+HpKQkzGbzoJ97/fXXEwwGKSkpOXcVFEIIIYQ4Bzo7O2lqaiI9PZ2MjIyTZhDR6XSYTCYCgQBer1cCrEIIIYQQQgghIkiAVQghLkGKorBgwQIWLFgw5Oc+8sgj56BGQgghhBDnnsViweFw0NnZSWdnJ8nJyQM+rru7m8rKSnQ6HdHR0eh0us+5pkIIIYQQQgghzmfyK1EIIYQQQgghxCXBbrcTHR1NS0sLTU1NhEKhfo9RVZX29nbKysrQ6/UkJCRIgFUIIYQQQgghRARZwXoJC4VC9PX10dnZic1mO2l6LCGEEJ9NIBDA5/ORkJCAoihyvhVCCCGGSUlJCV6vl+XLl7N582aCwSBVVVWEQiGqq6sxm818/PHH7Nixg/fff5+pU6dSWFiI1Wod7qoLIYQQQgghhDiPSID1EubxeNixYwfPP/88RqNRJvyFEOIcUFWVUCiE0Wjk8ccfx+l0YjDI8CuEEEIMh7S0NIqLi9m0aRMej4eysjJtJWttbS2qqtLc3Ex5eTktLS0kJydTVFQkY7cQQgghhBBCiAjyK/ES5vP5OHToEH/+858ZO3Yser1egqznkKqq9PT0oNfrsVqt0tfnCVVV6erqwmw2Yzab5X05T6iqqq2uv9AvAAmFQrS1tdHW1sZ3v/tdoqKihrtKQgghxCWrpKSEoqIiLBYLZWVl/PGPf6ShoYHe3l7+8Ic/YDKZiImJYcyYMXz729/mqquuIicnB5PJNNxVF0IIIYQQQghxHpEA6yUsHFCy2Wy88cYbuFwu9Hr9cFfrouX3+9m8eTMxMTEUFBRgNBqHu0qXPFVVCQQCrF27luzsbLKysmR1wnlAVVX8fj8fffQRY8eOJTExcfjfF1WFYBB0OlCUY3+D1Nvby9KlS/n+97+PzWaTPdyEEEKIYaCqKqqq0tHRQWdnJykpKeh0Onp6eujs7KS7u5tgMIherycuLo4RI0Ywbtw44uLiMJvNw1390/J4PNTU1NDc3ExzczM+nw+AqKgoEhMTycrKIioqalBtaWtro7W1laNHj9Lb20tPTw+qqgLgcDiw2WwUFBRgt9uJioq6oC+EE0IIIYQQQogzJZEEARz74R0VFSUB1nPI7/djs9mw2+2SIvQ8EQ6w2mw2HA4HUVFR8r6cB8IB1uM/L8N6bgoE4NAh+Pa3Ye5cuPFGyMoa9NPDq9YBmYAUQgghhkk4ZX95eTlHjhzhsssuY/To0dx88834/X78fj8ejwdFUYiJidHG7Atl7O7o6ODDDz9k3bp1fPzxx7S1taHT6cjPz2fWrFncfvvt5OXlDSrAWllZyZYtW3j//feprq7m8OHDhEIhAHJzc8nMzORrX/uaFrQVQgghhBBCiEuRRBIEcGziIPwnzj5VVfv1rfT1+eH490E+A+eH8AoJ4PyY3FRV6OuDigoYNw58viGtYJXjSgghhBh+iqKg0+nYtGkTH374Ifn5+Vpw0GAwoNPptC1TLqSxOxgMsnfvXvbt28eSJUtISkriC1/4AnFxcQSDQcrKyqipqeGXv/wlX/va1ygtLcVut58yo0ZLSwsHDhwgJyeH/Px8brzxRvR6PXq9nvLyctra2nj22WcpKSnhq1/9KjabDYvFctbaFAqF8Pl8+Hy+074P4ff1xO1uQqEQfr9/SK+rKIrWzuMFAgGCweCQyzpxm4vwxZ3hYPVg6XQ6DAZDv7L8fn/E9+bB0Ov1/S4oDQaDBIPBIZdlNBojjiNVVQkGg4RCoSGVdaq+Cq88HyydTtcvU1QoFNLqNRTh80K4joBWzlDLOr59iqJofRW+8GOwFEXRjoVweWfa73q9Hp1OF1FWuG1DPd6Pr1O4feGyhtq+4+sVbt+ZlKXT6bS/E9t3Jn0VPteE2xf+CwQCgy4nXFa4Xse3L/w+Dla4PieWdfzxMFjhdh1/Hj2+TkP9DB7f72e7r8L9NdS+Ov6zEy4LGPJ59MS+Cj83fE4eipONOcFgcMh9FR4HTxzb/X7/sI05Z3N8hmPnmXM9Pg91zBmorFAopJU1FOfz+Bz+d7isMx2fw+07/jwTbt9QyjpxzAG0coZ6PFzs4/OJZX2WMef4sTDcvjMdn8/1mBMKhejr6zujc82ZkACrEEIIcTqhELjdxwKtQ/xyK4QQQojhF55YqKqqYuvWrXR1dWk/usM/zC/ETCahUIjDhw+zb98+du/eTXp6OpMnT6agoIBAIEBvby979uxh06ZNLFy4kPz8fGw22ynL9Pl8uN1uiouLSUxMZOTIkZhMJgwGA++88w67d+/mnXfeIRAI0NnZicFgOKsBVr/fT0tLCx6P55R73yqKgslkwmw243Q6+5XR3NwMMKiJmvD7HxUV1a9/ent76e7uHvQEYHiSNDY2tt8x1dXVRV9f36AntfR6PSaTibi4uIjbg8Eg7e3t2uTr6YQnxBwOR7++8vl8dHV1DTr4G/4sxcfH91sR7Xa78Xq9g56ID09IJiYm9pvs7u7uxu/3a+muB8NutxMbGxtxWyAQ0D7vQwlaxMbGYrVaI+rl9Xq1v8FOJup0OhISEvoFLHp7e/H5fHg8nkHXyWw2ExMTEzEpGQwG6enpwefz0dfXN+iyoqKisNvtEceo3+/H6/XS29s76L4Kr/o3Go0Rwe3wcXB8ivHTMRgMxMTEYDAYtHqpqorH46Gvr4/e3t5Bt89qtWK32zGZTFpQJhgM0tfXh9vtHtJx5XQ6MZlMEee5cOaDzs7OIR0LTqcTo9HYr6y+vj66uroGXSeTyaRd3BKe7A4Hrtxu95D7ymw2Y7fbIya7A4EA7e3tQzoWwn1+/Hk0fNFMW1vbkI4Fq9Wq1e34snp6euju7h50+0wmEyaTKSJj2fHbBgz2c6MoChaLBaPRGHEeDQecWlpahnQsmM1m7Tg9ntfrpa2tbZCtQ/u8uFyufmNmd3c3vb29g+53o9GojV8nnpPb2toGHTgMn9utVuuA43NbW9uggzLh72gul6vf+OzxeOjp6Rl0UCYc8I2Pj+83Pnd3d+Pz+QYdkAkfDwONzx0dHUMKlCuKgsvl6pcVxOfzaef3wR5biqKQkJDQb3zu7e2lr6+Pvr6+IR0PCQkJEcHa8GcwfN4aLLvdjsvliigrEAjQ09NDX1/fkMbnmJgYLBZLRMA93Lbe3t5B95Ver9e+qx1flsfjwefzDek8arFYtGyVx485vb29eL3eIY/PVqs1Ivgb/j7U09Mz5OMqfA4MC1/EGP5uOxhGo5GoqChMJlNEgLWvrw+v14vb7R50+6xWKxaLBavVqvVVeJwIfw4HKyoqCqPRGHFuCAQC+P1+WltbhzRWfBYX3i9IIYQQQgghhBDiDKSkpFBYWEh9fT0Oh4OUlJQLZrXqQPx+P8uXL+fo0aMsWrSIa665hoULF2IymVBVlZycHF599VW2b9/O1q1bUVWVW2+9td+E7vEuv/xyJk2apAUmTCaTFlS7++67qaurY+3atbS1tbFlyxYmTJjQbwL1s9i3bx/XXXfdaVcSm0wmJk6cyJQpU3jwwQf7lbF48WItyHM6MTExFBQUsHjxYq666qqI+1555RWefvppuru7BzWplZqaSnp6Oj//+c/JOm5biVAoxOOPP86nn35Kc3PzaScAdTod6enplJSU8Itf/CIieNXQ0MA3vvENjh49SlNT02nrZDKZiI+P59577+X++++PuG/9+vX87ne/o7q6ms7OztOWZbFYcDgcPPXUU0ycODHivr/+9a+sW7eOPXv2DGqCzGw2k5uby5IlSyKOoZ6eHn7yk59QXl7O7t27T1tO2C233MLPf/7ziNsOHDjAH/7wB/bt20dlZeWgy/rFL37BwoULMZvN2nG4cuVKVq9ezerVqwfVV3AsUPv888+TmZmJw+EAjn1uX3jhBfbs2cMHH3ww6ID71KlT+dnPfkZ0dLQ2Ed/U1MQLL7zAtm3b+OSTTwbdvq985SvcdNNNpKena8G+Xbt2sX79epYuXUpNTc2gyjGbzfzsZz9j5MiRjBgxQltBsnr1avbs2cPzzz+P1+sdVFm5ubk89thjZGVlkZmZCRwL2r/zzjt88sknvPHGG4Nu39VXX80tt9zCuHHjtKB7XV0dn376KUuWLGH79u2DKken0/G1r32NCRMmMG3aNG2SuqysjIMHD/KLX/yC1tbWQZUVFxfHN77xDYqLi5k0aRJw7FjYtm0bn376Kf/zP/8z6MnucePGceONNzJ9+nRyc3OBYwGi/fv38+KLL7J8+fJBlQNw7bXXUlpayg033KB9Dpuamqirq+ORRx6hoqJiUOVYrVZuu+02xo4dy/XXXw8cm4Cvr69n9+7dfPvb3x70xHl6ejpXX301V155JVOmTAH+78KZJUuW8NRTTw26fRMmTGDs2LF88YtfJC0tDUALtD/88MNs3LhxUOXo9Xpmz57N6NGj+frXv66dk/1+P1VVVdxxxx20t7cPqiyn08lll13G/PnzufHGGyPuW7lyJQ8//PCg25eRkUF+fj4PPfQQY8aMibjvl7/8JUuXLh1UUE1RFAoKCsjPz+c///M/I87J3d3dPPDAAxw5cmRQAQuTyUReXh5z5szp15bwsdDR0TGosqKiokhKSuLb3/72gOPzyy+/TF1d3aDOMzExMSQlJfHss8+Snp6u3e73+/npT3/Krl27qKioOO34rCiK9h7+7ne/iwjO1dfX88Mf/pDq6mqqqqpOW6dwsP3hhx/mS1/6UsR9H3/8MS+99BK7d+8e9HnGZDKxZMkSxo8fH3H7iy++yJYtW9i4ceOgg32FhYW88MILWmANjl0o9uSTT1JWVjakMef222/n29/+dkRZBw8e5JVXXmHjxo2DPs8oisJPfvITZs2aRWJiotb3q1evZsuWLSxdunTQ43NCQgJPPvkkmZmZJCcnA8eCj6+//jq7d+9m6dKlgw7WTp8+ne985zukp6drQfempiaWL1/OmjVr2LBhw6DKAfjSl77EvHnzGD16tLbdWFlZGTt27OC5554b9PhstVp59NFHKSoqoqSkRBufN23axN69e/n9738/6GMhPz+fBx98kKKiIvLz84Fj4/OGDRtYtWoVr7zyyqDbN3/+fObPn8/s2bO1vmpoaODgwYP8/ve/H/T4rNfrWbx4MWPGjGHBggXaOfnIkSNUVFTw6KOPUldXN+h6fRYSYBVCCCGEEEIIcUlITEwkOzubyspKgsEgKSkpWCwWzGZzRCrJ4ymKgs1mO2Va3eEQTqV19OhROjs7KSkpISkpSZsUVVUVs9lMQkIC8fHxdHd3U19ff9pgjsPh0AJBJ76ey+XSrlI/0zR4p9PX1zeoSUmz2UxaWtqAE9rhMnp7ewcVYO3q6sLhcAy4WqGzs5Oqqio6OzsHFWANBoPodLp+r6uqKk1NTVRXV3P06NFBTXarqkpqamq/+/x+P/X19dTU1HD06NHT1slkMuHxeOjo6Oh3n9vtpq6ujqqqqkEFB8IrkgaazG5vb6e+vp7KyspBTdqZzWZMJlO/CcxQKERzczN1dXUcOXLktOWEtbS09LvN5/PR2NhITU3NkMrq6enpV6+enh6ampoG3Vfwf6uiji8rvHKusbExYo/j08nOzu63OjgQCNDW1kZ9ff2Q2tfW1obP54soy+v10t7ePqS+slgs2mqm4/X09NDW1kZlZeWgV+mGj9PjP2ehUIju7m6ampqG1L6mpiZ6e3sjzneBQEA7Dw62LEVRaG9v77cKsK+vj+7ubqqqqrTV8qfT09NDV1dXv8+O1+ulo6ODI0eODPp8mpCQEJGJAY71ldfrPaO+6urqijgOA4EAXq93SMeC1WrVVgwdv01WeFXtYM8L4ba0tbVF9FV4pWh7e/uQ2pecnExaWlrEcXX8+DnYsvR6PYWFhaSlpUW8T+H0uZWVlYNeeRodHU1OTg49PT397uvp6RlS+1RVJSoqasC+bWlpobKyEq/XO6hjy2az4XK5Bjwn19XVUVlZOaiV1uEV3wOdJ8PHVWtr66DKcjqd+P3+k47PtbW1WhtPJ5ytYaCxvLm5mdraWo4cOTKoAGt0dLR2ccPx/H4/DQ0Ng/7shAOsAwUF3W43DQ0NQzrPmEymAY+F8Jhz5MiRQX8O7XZ7v9XBoVCI1tbWIX12AG2F94nn0dbWVq3fB0NRlAEveHO73bS0tAxpfPZ4PHi93n7nhq6uLpqbmzl8+PCgz8kjRoygr6+v33m0s7NzyH0VPved2FednZ1DOifbbDa6u7sj3m9VVent7dXGnMEeC1arFbfb3W/M6e3tpbm5eUjta2xs1Faeh4Wz7gxlfNbr9bS2tuJ2uyP6KjzmVFdXDykbwGchAVYhhBBCCCGEEJeEMWPGoNfreeaZZzCZTPT09JCWlqYFWk/c3wuOpcXKy8s77wKswWAQn8+nrcobN26cdgV+WDiV6/jx4+np6aG8vPwz7UcUTlEWCARQFEVLzSWEEEIIIYQQlxoJsAohhBCnotNBTAzceCOUlsIJ+2IIIYQQ4sKxZcsW3nnnHaqrq9HpdLz55ptERUXhcDj67ZEYFh0dzQ9/+EOio6M//wqfQnh/qGAwqO0fevyeW+G2hPee6+zsHNJ+iAPZtm0b+/bt0/blys/Px+VyDeq54f3WBtor7fh9wdLT07nrrrswm80DBrzDDAYDGRkZEWl4w9LT03n00Ufx+/2DSr9qs9lISEiguLi4333Tp0/nBz/4waD3TnW5XLhcrn57gep0Om699VamTp06qPchvEImLS2tX3A/JiaGr3zlK3R1dQ0qxaLBYMBut2tpSY9XXFzMV7/6Vdrb2we10tBoNGIymbQUrse74ooryMrKoqGh4bSrfRVFQa/XExcX128PX4vFwo033sjMmTNpaGgY9DFbUlLS77bU1FRuu+02Lr/88kGvZFAUhZKSkoj9zwDGjh2L3W5n/Pjxg16VabPZSElJifhsGgwGZs2aRUFBARMmTBjSCtaYmJiIslwuF/Pnz6e4uJh58+YNqhyAadOmkZCQEHGBRFZWFnPmzCExMXHQK4AMBgNjx44lISFB6ytFURg9ejTx8fHExMQM+qKO+Ph48vLyiImJ0W4zm82UlpaSkJBAQUHBoNtXXFxMQUFBRDr02NhYxo8fz5e//GUWLlw4qHIURWHGjBmkp6dH7NmYnp6OyWTi+9///qD3nrPb7UyZMoWkpCTtNr1eT05ODgaDgSeeeGLQx3paWhpjxowhPj5eu81qtZKdnc2tt97K6NGjB1UOwKhRo8jIyIj4HLpcLrKysnjooYcGXBk+EKPRyPjx40lNTY04FmJjYxk9ejSPPfbYoPcOjI6OpqioiOzsbO02vV6Py+Vi7ty5Q9r3Oz09ndTU1Igx3Gg0Yrfbue+++7jiiisGVY5Op2PEiBGkpKREjE16vZ7ExEQeeeSRQe/ZaLFYyM7OprCwsN99Y8eO5YknnhhUOXCsrxISEgbMdnD99deTm5s7qGwT4b074+PjBzwnP/DAA7S2tvZb+T4Qg8FAfHy8lkr0eFlZWfzbv/2btifo6ZjNZqKiogYcn6dNm4bVaqWzs3NQ5xmbzUZUVFS/73N6vZ4bb7yRyy67jJaWlkH1ldlsJjs7u9/3xtjYWO69917a2toGdR4N7ws7bdq0fvcVFRVx9913M3fu3EGfZ8LfjU40a9YssrOzmTFjxqA/h4mJidjt9ojj3Wq1snDhQiZOnMi8efMGfc6aMGECNpstoqzU1FQWLVrE6NGjB32eURSF0tJSnE5nRN+PGjWKqKgosrKyBj0+OxwOsrOzI77HGgwGpkyZQmZmJvn5+YNuX05ODmlpaRF7gbpcLqZPn05ycjKXX375oMoBuOyyy8jKyooYn9PT05k6dSp6vX7Q43N4K42kpKSIc3JBQQFOpxO9Xj/oYyEhIYExY8aQkJCg3WY2mykuLsZgMEScq0+nsLCQwsLCiPE5OjqagoKCIY3POp2OyZMn9zsnJyYmotPp+Pa3v822bdt47bXXBl23M6WoZzufj7hg9Pb28tZbb3H//fdTVVWFy+U65Q9YcebCqUw+/vhjYmNjKS4uliu9zwPh9+Wjjz4iNzdX+2EjhlcoFMLv9/PBBx9QUlJCcnLy8L4voRC43bBnDyQkQEoKnGLfshP19vby6quv8s1vfpMjR45oX2SEEEII8fl78MEH+dOf/nTKx4QnIcIpDlNSUvj4449JSUn5PKo4aB0dHTQ1NbFo0SKsViu/+93vyM7O7jextmnTJl577TX27duHqqo8//zzERMkgxEOjv7xj3/kk08+YevWrUyfPp1f//rXGI3GQX1XC69+7evr6zehE06RefPNNxMdHc2rr76Kw+GICCQNJDwxeWIgLBgMDnrfx+PLGqgtPp9vSKt+w3vHhtNOh6mqqqWPG+w0jKIoWvrA49sXTgU6lOkcRVEwGAza3mdhgUAAv98/6CBf2IkrvsNpMoPB4JDKUhQFq9Ua0T5VVbW0ukMpy2Aw9DtmgsGg1r6h9JfJZNKOhXDdAoEAwWBwwIsETubEYyGc+jlcp8HuvwpEHAvhOoVTdQ+138PH+vFlhds21NTfJpMJnU6npVkP/84O122wFEWJKAv+7zd7uG6DpdfrMRgMEWWF+ztct8EyGo3auSbcvvCxeWLK5tO1L1yn8LEVTlUbLmuwwmXo9fqIvgqXM9S+Cp//jj+uQqHQoIJpxzu+feG+CtdrsKko4f/6Sq/Xa+eZcFnhc9ZghY+B8Pt4fFk+n+8z9VW4b8LtG0pfhdt24txgIBAYcl+F63TiPMNA4+1gyjpxzFFVFY/HM6T2nWp8Hmpfhc8NA43PQz1fKYqCxWLpNz6Hj4WhvocDjc/h9g2lrPDFS8cLpzMe6vh1tsbngcaczzI+h9t3/JgTPr8PdcwJn4/PxvgcLuf48WuoY45Op8NkMmmfIfhs43P4XHN8Xw11zIGBx+czHXPC59Djz6PHf28YrPC57/jx6/gxdajH1UBjTjid/LJly7j//vv5zW9+w3333dfvgoGzRSIJQgghxKkoCjgccNllw10TIYQQQnxG999/P/Pnzz/lY46fNIVjE1XHr6i6FJWXl7Nx40aWL19OXV0dDz/8MEVFRf0mFk9Xxtq1a1m5ciWHDx+OuC88GVJdXU1sbCwWi0XbG/dUTvbaOp1uSCucwmUNVF54kv9slGUymYa8gvhk+wJbLJazUlZ4gmuoZQ2UMttgMGAwGIY82T2QcNDhs5YVnvQ8G+0L99VQL/48WV/B0Nt3YhvDgagz6fcTywpPwA71eD9Z+1RVHVJfne4zeDb6Kjyp+1nKCk+gHz/R/FnqFT6uhtLvx69GOt6ZHO8nO8fo9fohn2dO1e9DOSefrH3HB17PRllno6/g/wJRQ3Gy432ofXWqsgZ7AdTx5ZzMmRwLA5V5Jn0Vft6Jzub4bDQaMRqNZ+WzYzabL5rx+WR9BWdnfD6Tfj/X4/PZGCfCt52L8fmzlnWmY86pjtEzOc+cOK6eyfF+ujHn81rcJgFWIYQQ4lRCIWhpgTffhMJCGDMGTkj5JoQQQogLQ1ZW1pBXbw60wuR8cOKKqpNd9R2+gv5MAifhK8ArKyvZuXMngUCA+Ph4Ro4cSUZGxkknXAYSXsUUXpFxYh3DKwWOD16c6VXmZ9LWkzlbe+8Opa8uxLLOxzqdr2Wdj3U6m2WdLLByPpR1NvsK+MznmfO5r85GWcc//2Lsq7PZvuPLvNjHr4u9fedbWedjnc7Xss7HOp3Nss7H8+jZLOv4cs7kIqgzJQFWIYQQ4lRCIWhthVdegauugsxMCbAKIYQQFyiXy4XT6Rzy887WBMnZZLPZcLlcGI1GQqHQSffQ7Ovro62tDbPZjMPhGNJkQ1dXF//85z/ZtGkT77zzDt/73veYPXs2Y8eO7ZfK7nQKCgrIysri1ltvPWmK4FtuuWVIZQohhBBCCCHEcJEAqxBCCHEqqgpeL+zfD2PHgs833DUSQgghxBk6m1eTD7dwarW4uDg8Hg81NTWkp6dr94dTbHV3d1NdXU1qaipJSUmDWjmiqioHDhygqqqKjz/+mFAoxKJFixgzZgxpaWnankdDcXy6rhPTf3k8HkKhkOxTL4QQQgghhLhgfD7rZMUlr68PBriYWgghhBBCCCHEGQjveZSSkkJUVBTl5eW0tLSgqqoWwAyFQnR0dFBeXo7NZiMzM1PbvykUCmmPPT7gGb5v69atrFy5kg8++ABFUXjggQeYNGkSqampWhknPncw9TWbzdoeqyf+XSzBbyGEEEIIIcTFT1awis/FSy/B3r3wy18Od02EEEIIIYQQ4uJgMBi48sor2bt3L++++y4mkwmLxUJ6ejrBYJA1a9awefNmvF4vo0ePZubMmZjNZg4dOsRbb72F3W4nKiqKa665hujoaADKysrYvXs3L730Eu3t7XzpS19i1KhRJCYmEggE6OjoAI4FTE0mE0ajEYNBphaEEEIIIYQQlxb5FSQ+F6p6bBtDIYQQQgghhBBnh16vJz8/n56eHtxuN7W1tezdu5fe3l78fj/bt2+nsbGRuLg40tLSSE9PR6/X09HRwdatW4mOjiY2Npa5c+dqZTY0NLBz507Kysrw+/0kJiZiNptpbW2ltbVVe5zVaiUmJobo6GgJsAohhBBCCCEuOfIrSAghhDgVRQGzGfLyICkJTKbhrpEQQgghBHAswDp16lQyMzO1gOrTTz9Nd3c3Op2OtLQ0Jk6cyLe+9S3GjRtHTEwMiqLQ19dHQ0MDfr8fgGAwqJVZVlbG66+/TmNjI16vlx/+8Ifo9fp++6Pm5+dzww03MG/ePCZMmPC5tlsIIYQQQgghhpsEWIUQQohTURRwOmH2bCgsBJttuGskhBBCCAGAoiiYzWZiYmIYP348VquV+Ph4enp6UBSFlJQUioqKGDFiBA6HA51OB0B8fDxXXHEFDocDp9OJxWLRyszNzWXevHl0dnZqAdiBpKamMmLECFwu1zlvpxBCCCGEEEKcbyTAKoQQQpyKXg/p6fD448NdEyGEEEKIAUVHRzN37tyIVL+nUlhYyL//+78PeN/VV1/N1VdffTarJ4QQQgghhBAXHQmwCiGEEKfj90N7O1gsx1awGo3DXSMhhBBCnCFVVfF6vXR1dXHgwAF6enrweDxMnjyZuLg4rFYrPT09tLa2YrPZMJlMOJ1ObfXn+UhRlLP2+KGWJYQQQgghhBCXIgmwCiGEEKcSDEJtLfzsZzBtGsybB2lpw10rIYQQQpyBUChEMBikvb2dxsZGdu/eTWtrK52dnYwYMYKoqCisViu9vb00NDQQFRWFzWaLSK8rhBBCCCGEEEJIgFUIIYQ4lVAIOjrgnXfA4YCpU4e7RkIIIYQ4Q01NTRw9epTHH3+c+vp6ADo6Oujp6WHWrFkkJCTgdDqpq6tj1apVdHZ2Yjab+bd/+zfZa1QIIYQQQgghhEYuwRVCCCGEEEIIcUmor6+nrKyMnp4eDAYDhYWFREVF0dXVhd/vJxQKAaDX67FYLDQ1NVFVVUUwGBzmmgshhBBCCCGEOJ9IgFUIIYQQQgghxCVh7dq1/O1vf2PkyJHcdddd/OUvf+Gmm27CZDJF7D2amJjIpEmT6O7upqysjEAgMIy1FkIIIYQQQghxvpEAqxBCCCGEEEKIS0J7eztHjx6luLiYkSNHYjAYIgKrYWazGZfLRSAQoKenR1vZKoQQQgghhBBCgARYhRBCCCGEEEJcIjo7O2lubiY/P5+CgoIBg6sABoMBh8NBIBCgt7cXVVU/55oKIYQQQgghhDifSYBVCCGEOBVFAZMJMjIgLg6MxuGukRBCCCHOkF6vx2Aw4PV68Xg8J32c2+2mpqYGnU6Hy+VCp5OfzkIIIYQQQggh/o9huCsghBBCnNcMBhg5ElavBp0O9PrhrpEQQgghzpDVasXpdNLa2kpLSws5OTkR96uqit/vp729nSNHjqDT6YiJiZEAqxBCCCGEEEKICPIrUQghhDid8CpWg+HYv4UQQghxQcrLy2PixIm8++67LF++HL/fr+2vqigKwWCQxsZGNm7cyFNPPYXNZmPatGmYTKZhrrkQQgghhBBCiPOJrGAVQgghTiUUgpYWWLoUCgth7FiIjR3uWgkhhBDiDBQWFhIIBPjwww+prKzkT3/6E1u2bMHn87Fq1SoOHTpEX18fVVVVAIwcOZIxY8ZIgFUIIYQQQgghRAQJsAohhBCnEgpBayu89hrMnw/Z2RJgFUIIIS5QJSUlZGdn8/HHH7N//36WL19OX18fPp+Pf/7zn+h0Otra2khMTCQ3N5fJkyczffp0zGbzcFddCCGEEEIIIcR55JILsAaDQYLBoJYG6niKomAymVAUBVVVAQgEAoRCIe3/dTodBoMBRVFQjksTqaqqVm64bJ1Oh06nQ/+/+/WFH6+qKqFQKKIeiqKg1+vR6/UR5QLaY4PBoPbYcLkn1kMIIcRZpqrg9cK+fTB6NPT1DXeNhBBCCHGGTCYTMTExPPTQQzQ1NbFv3z5aW1tpbW0FwGAwkJiYSHp6OgUFBeTn52M2m+U3lxBCCCGEEEKICJdcgPXll1/m9ddfZ/ny5RG3WywWcnJyWL9+PXa7nVAoREdHB0888QQrVqygvb0dq9XKtGnT+MlPfkJKSgoWi0V7fmNjI8uXL+cf//gHW7ZswWazMWPGDK6++mruvvtuLcgK4PV6+eSTT/iv//ovDhw4QG9vLykpKTz88MMsWLCA5OTkiLpt3LiR9957j5dffpmmpiaysrK48sorueeeexg3bty57TAhhBBCCCGEuEiEL2otKSmhu7ub2NhYmpubaW5uxuv1YjQayc3NJS0tjby8vOGurhBCCCGEEEKI89QlF2ANBoOYzWYKCgp47LHHtNv1ej12u11L/XTw4EFef/111q5dy5133klCQgI9PT28/fbb/Nd//Rdf/epXKS0t1VajPvnkk5SVleF0OvnlL39JV1cXa9as4fXXXwfg3nvvRVEU3G435eXlfO9736OgoIA5c+bgcrk4fPgwv/71r9Hr9cyaNYvs7GzgWHD1pZdeYvfu3dxxxx3k5OSwbds2Dh8+zGOPPcZf//pXnE5nRABXCCGEEEIIIcSp2e12xo4dq2UhUlU1IrOQEEIIIYQQQghxMpdcgBXAaDQSGxvL3LlztduOT7vr9/upqqriww8/pKCggCuuuILU1FQ6OztpbW3lzTff5Morr2TEiBE4nU5qa2vZuHEjUVFRzJ07l/nz59PV1UVrayvbt2/n3Xff5c4778RoNNLU1MSOHTuorKzkS1/6EqWlpTidTioqKli+fDnbt28nJSVFC7B+/PHH1NXVERcXx1VXXUVWVhaJiYmsWLGCd955h927dzNx4kRsNtsp2xxORxxOdQzg9/u1tMPHpzY+V3Q6+N+XuySF+/f4FNFi+IXfB3lfzh/h9+L4fw/r+xIKQSiE7n/ro4ZCQzqZfR7nVyGEEEIMTnV1NS0tLdhsNux2O+np6QOm/+3o6KCpqQmv14uiKBQVFWE0GoehxkIIIYQQQgghzkeXZIAVjk14u91uFEXBYDBgMpm0lL+9vb1UVVWxc+dOnnvuOUpKSoiKiqKvr49//dd/5dlnn6W8vJyxY8dit9vZsWMHR48epbS0lDvuuIPY2FgArrrqKvr6+vjb3/5Gb28vUVFRVFdXs2nTJtLS0rjuuutITEwEICMjg2nTprF//34yMzO14O/q1aux2WzMnDmTadOmAZCSkkJvby8rV65k1apVjBw58rQB1q6uLrq6uujt7dVu83q9NDQ0AOB2uzEYDOh0urPb0f9LrweLBdzuc1L8BSG8n28gEKC3t1euij9PBAIBVFXF5/PhdrvlfTkPqKpKIBAAjp2nhv19CQRQ+vowWa0EdTqCXi/qEE5mHo+HPtm3VQghhDgvbNiwgU2bNpGenk52djZpaWkDBlhrampYvXo1DQ0N6PV6vv3tb+NyuYahxkIIIYQQQgghzkeXZIC1u7ubbdu2MXHiREwmEzk5OUyePJmvf/3rpKenU1lZSVVVFYqiMGPGDC14aTKZyMvLIz09naNHj3L48GFyc3PZtm0biYmJZGZmEhMTo71OUVER5eXldHd3c/DgQUaNGkVjYyOHDh1i5syZmEwm7bE6nY6ZM2fy5JNPUl1dDRxbYVpWVsacOXMi9lpVFIXk5GRKS0vZtm0bXq/3tG1++eWXeeWVV1i9enW/+ywWC+vWrcNms52zIIbLBRMnwqpV56T4C0p3dze1tbXDXQ1xgoqKCioqKoa7GuIE+/btG+4qQCiEqaeH+OuuozcpiZ6yMgL/e54ejL6+vvOjHUIIIYSgurqanTt3MmHCBNLS0k76OJfLRV5eHjt27KC1tRW/3/851lIIIYQQQgghxPnukguwjhgxgptuuomrrrqKnJwc2traWL9+PR9//DHr169n6dKltLW14Xa7MZlMOJ1ObVWnoiioqkpsbCx9fX10dnaiqirNzc1ERUVht9sjrn52OBw4nU5UVaWlpQW/34/H46Gzs5P4+PiI1aKKohAfH6+tbvR4PHR1dREIBLDZbBFXSyuKgtlsJiYmhoqKikGlzrz11lu56qqr6Onp0W7zer2sXr2aH//4x8yYMeOc7uW6dCkcOgTf+c45Kf6CEAgE2LFjBy6Xi5ycHAyGS+7jd95RVZVgMMiWLVtIS0sjLS1NVrCeB8IrWDdt2kRBQQHx8fHD/r4ooRC6+fNR9XpUgwF1gJUuJ+PxeGhrazuHtRNCCCHEYLW0tFBdXY3L5SI2NnbA1asAVquVpKQkOjs7qa6ulm0khBBCCCGEEEJEuOQiPCNGjCA5ORlVVXG5XHg8HhISEkhMTOSpp55i27ZtuN1uQqGQti/riT+69Xp9xB6BwWAQRVH6PU6n02lB1GAweGzvvv8N6Oj1+lOWe/x/jy8nLFy3cLmnEx0djdPpjNgH0OPxcPDgQeBYMNjhcJyzIEYoBB4POBznpPgLgt/vR6/XYzQacTgcEmA9T/j9fu2iBbvdLu/LeUBVVW2ViNVqPafnpkFWCHp7oboa4uIgKelYzvNB0uv1Wgp6IYQQQgyv8IWsZrMZq9V60scZjUbsdrt2Ya3spy6EEEIIIYQQ4niXXCQhOTm5321JSUmYzWaefvpp9u7dS2JiInq9nlAoNGDw1O/3o9PptECMyWQiGAz2+9EdDAa1fQSNRqMWFDUYDPh8vn6B0XCgR6/Xa49TFCWinLDwXp7hck9Hr9f3C1AEg0GtDTqdbsDHnC2qeizIeqkuDlRVVevb8HEw3CvyRP/35Vx+BsTghUKhiMwBw/55CQahuxtWroQxYyAqCuz2QT99oItkhBBCCDE8DAYDRqORnp6eiOw+J+rr66Ojo4NQKITJZBrUby4hhBBCCCGEEJcOmfHlWIA0Ojpa21vVZDJht9vx+/10dXVpgdPwCtT29nbMZjNRUVHodDri4uJwu9309vZGBE17enro7u5GURTi4uIwGo1YrVZcLhetra0RAVlVVWltbcVoNGKz2bBYLERHR2M0GrWrrI9/bPgH//mQOlMIIS5qwSA0NsLvfw8ffQSS7lcIIYS4YEVHR5OUlMT+/fvZv3//SbMBNTU18cknnwCQmJgoF0sJIYQQQgghhIhwya1gHYjP56Ojo4PKykoSEhIoKiqiq6sLVVVZu3YtV155JU6nE5/Px5EjR6itrSU1NZX8/Hz0ej2TJk3ipZdeorKykvb2dmJjYwEoKytj3759OJ1OCgsLtX18CgoKWLNmDX19fVodQqEQa9asISkpiaysLODYqtdRo0bR2dnJ9u3bmT17NnAswHr06FG2bNnCPffcI6knhRBCCCGEEGIQRowYwcSJE/n000+pqakhKiqKuLg4YmJigGO/Devq6tixYwcfffQRMTExFBcXYzKZhrnmQgghhBBCCCHOJ5dcgPXdd9/F5/ORl5dHfHw8HR0dbN68mdWrV6PT6Zg5cyYZGRk0NzczdepUnnnmGex2O+np6XR0dPDXv/6V9PR0Ro4cSUZGBnq9nokTJ5KTk0NZWRnPPPMMt99+Ox0dHSxdupQ9e/awcOFCLBYLiqKQm5vL7Nmz+cc//sFLL73EZZddRnR0NPv372f16tXcfvvtjB8/XktBdfXVV7NixQreffddRo8eTX5+Pps2beL9998nGAxy1VVX4biUNzYVQgghhBBCiEHKzc2lp6eHX/3qV5SVlREXF0dubi7Z2dkAuN1utm7dys6dO1m3bh2LFy+mtLRUAqxCCCGEEEIIISJccgHW8vJyqqqq2LNnD3a7Ha/Xy+HDh2ltbWXBggXk5eURFRtUkBIAANCPSURBVBVFdnY2CxYs4KWXXuL999/H6XTi8XioqKhgwYIF5OfnY7fbUVWVhIQErrzySnbt2sWnn36KTqfD7XZTWVlJfHw811xzjbafamxsLKNHj2bq1Kl8+umnNDY2YrfbOXr0KBkZGUycOJERI0Zo9Z06dSpVVVVs376d5cuXk5ycTHl5OV1dXcyaNYv8/HyMRuMw9qgQQgghhBBCXBhGjx5NZmYmnZ2dHD58mPfee49AIEAwGASO7Z1uNpvJysri4Ycf5qqrriIvLw+z2TzMNRdCCCGEEEIIcT655AKsoVCIiooK3nvvPTo6OoiJiSEnJ4cJEyawePFi4uLi0Ol0ZGdnc8cdd1BTU8PKlStpb2/HarUyefJkvva1r5GcnAyAoigoisK9997Le++9x+uvv87TTz+N1WrlsssuY+7cuVx//fXailSbzUZubi7f//73+cUvfsHbb7+Nx+MhMTGRBx98kBkzZpCUlKTVt6SkBK/XS1RUFK+99hrNzc1kZWUxa9Ysbr/9dpxOp1a2EEKIc0RRwGgE2fNaCCGEuKA5nU6sVitjx47FYrFw5MgRurq66O7uRlEU9Ho9cXFxZGdnM2HCBLKzs0lISBjuagshhBBCCCGEOM9ccgHWhx56iIceeui0j9PpdMTExPDTn/6Un/70p6d9fGJiInfffTd33333aR9rNpuZNm0ab7zxxqDqPGXKFKZMmcIjjzzS7z4JrgohxDmmKGCzQWkpZGeD1TrcNRJCCCHEZ2AwGJg7dy5z5szhS1/6Er29vbjdbsxmMwaDAZvNhl6v1/6EEEIIIYQQQogTXXIB1sEGJIcauBzK489l2UIIIc4ygwFycuB//udYoFX2vRZCCCEuaIqiaNushIOqVqtVC6gajUb5DSaEEEIIIYQQ4pQuuQCrEEIIMWQGAyQlHVvNqtMNd22EEEIIcYZUVe132//P3p3Hx3XV9/9/3dlnNNJo33dZljd5X+I1izHBSXA2CKEkkJQ9QKC0oZTlS1tKKRS+3x+lFEoogZYQSEJCikP23Y4dO7bjRd432ZZs7fuMZr2/P8QMkiXbkiN75Pj9fDz0sHzvnaPPvXPn3Ln3cxaHw4HD4Tjndkq6ioiIiIiISJwSrCIiImdjmuD3w/79kJk5kGjVMMEiIiKXpEAgQG9vL3/4wx9obGzk0KFD9Pf309/fP2JSFSAzM5Pvf//7ZGZmXuRoRUREREREZKJSglVERORsIpGB5OqaNXDbbfDJT0JNTbKjEhERkfPQ1dVFU1MTW7dupb6+noMHDxIIBAgEAmd8TV5eHqFQ6CJGKSIiIiIiIhOdEqwiIiIiIiJyWVi7di3PPvssR48eJT09nbvvvhuv10tKSgow8jDAbrebtLS0ix2qiIiIiIiITGBKsIqIiIiIiMhloaWlhWPHjlFdXU1xcTGzZs3C4/HgcrnOOMeq3W7HZtOts4iIiIiIiPyZ7hJFRERERETksnDq1CmOHj3K3/3d3zF9+nQmTZqU7JBERERERETkEqQEq4iIiIiIiFwWUlJSSE9Px2q1YpomMPKwwCIiIiIiIiJnY0l2ACIiIiIiIiIXg9frJSsri0gkQigUIhaLJRKtIiIiIiIiIqOlHqwiIiJnY7NBVRU8+CDk50NxcbIjEhERkfO0cuVKCgsLefrpp9myZQuf+MQnSE9PJy0tLdmhiYiIiIiIyCVECVYREZGzMQxISYG5cweSrQ5HsiMSERGR89TX10drayuHDx+mpaWF9evX4/P5SE1NPeNQwQ6Hg9mzZ+PQdwARERERERH5EyVYRUREziUWg54ecLsHkqxWa7IjEhERkfPw5JNP8stf/hK/308sFmPt2rXY7XYcDgdWq3XEJGt+fj7PPfcc+fn5SYhYREREREREJiIlWEVERM4mGoXjx+E734ElS2DVKigqSnZUIiIich6mT5/OtddeSyQSwTRNYrEYVqsVi8WCxWIZMcGakZGB0+lMQrQiIiIiIiIyUSnBKiIicjaxGHR3w/PPQ3r6QJJVRERELknTp08f81C/brdbCVYREREREREZQglWERGRczFNCIUgEhn4XURERC5J06dPp7KyckyvsVgsSrCKiIiIiIjIEEqwygUTCsFbbw38fupUUkMREREREREhNTUVr9dLOBwmHA7T29tLNBolGo2SlZWVmIs1HA4TDAaxWq2JIYRFRERERERE4pRglQumtxe++c0//7+6OnmxiIiIiIiIAJimSXNzMydOnOD555+nra2N7u5uPvnJTzJp0iTS09Npampiz549ZGVlkZaWRnl5OXa7Pdmhi4iIiIiIyAShBKuIiIiIiIhcFjo7O+ns7OQPf/gDTU1NNDU1cerUKVpbW+nu7iYcDgMQCARoamqisbERl8tFUVGREqwiIiIiIiKSoASriIjI2VgskJ0NH/4wzJsH6enJjkhERETOU3NzMwcPHuTf//3f6erqYsaMGRw7doyGhgY6OzsJhUIA9PX10dDQwMGDBzEMg2uvvRaPx5Pk6EVERERERGSiUIJVRETkbCyWgaTqdddBXh54vcmOSERERM7Txo0beeWVV1i+fDn5+fm85z3v4Ve/+hUPPfTQkO0yMzOpra3lrbfeorm5mUgkkqSIRUREREREZCKyJDsAERGRCc0wICUF5s6F0lJwu5MdkYiIiJynEydOsHv3biorK5k3bx5LliyhtLQUi8WCYRiJ7dxuN7m5uYRCITo6OojFYkmMWkRERERERCYaJVhFRETOxjShuxvWrYMDB6CvL9kRiYiIyHlqbm6mvr6eOXPmMGfOnCFJ1cFcLheZmZmEw2G6u7uVYBUREREREZEhlGAVERE5m2gUjh2DL34RfvMbOHUq2RGJiIjIeTIM44xJ1cFCoRDd3d0YhoHD4RjVa0REREREROTyoQSriIjI2ZjmQJK1sxP8flAPFhERkUuWw+HA4/HQ09NDT08PpmmOuF13dzdHjhzBMAzS09OxWHTrLCIiIiIiIn9mS3YAIiIiIiIiIhdDeXk5tbW1rFu3jpMnT1JcXEwwGATANE2CwSCHDx9m8+bNrF27Fq/XS3FxMXa7PcmRi4iIiIiIyESiZrgiIiIiIiJyWSgoKGDy5Mns37+fnTt30tTURN+f5lf3+/10dnZy5MgRdu/ezebNm0lNTWXq1KlKsIqIiIiIiMgQ6sEqIiIiIiIil4Urr7yS2tpafvzjH3Po0CFuueUWWltb6enp4etf/zoul4twOEx2djYzZ87k5ptvZu7cubjd7mSHLiIiIiIiIhOIEqwiIiJnYxjgcEBxMWRmgk2XThERkUtVWloaDoeDKVOmYLVaaWlpwePxkJeXB4DFYsHn81FeXs7MmTMpKSkhMzNTc7CKiIiIiIjIEHpKLCIicjYWC2Rlwe23w7Rp4PMlOyIRERE5TxaLBY/Hw913301/fz9NTU00NzfT3NxMIBDAbrczefJkMjMzycvLU2JVRERERERERqQEq4iIyNlYrVBQAF/4QrIjERERkbfJMAwArFYrTqeTrKwsXC4XWVlZhMNhrFYrWVlZuN1urFZrkqMVERERERGRiUoJVhEREREREXlHMU0z8XMmhmHg9Xrxer0jro9Go4nfLRZLIjkrIiIiIiIiogSriIjI2YTDcOAAfO5zcO218P73Q0VFsqMSERGRc3jqqac4fPjw2y4nJSWFD3zgA6SkpIxDVCIiIiIiIvJOoASriIjI2Zgm9PfD4cPQ0gKhULIjEhERkVE4ceIEu3fvfltlGIaBz+cjEomMU1QiIiIiIiLyTqAEq4iIyGiEwzBoqEARERGZ2BoaGti/f//bKsMwDLKyspRgFRERERERkSGUYBUREREREZF3nPnz55ORkfG2y/F6vTidznGI6MLp6+vj6NGjnDx5klOnThEMBgHw+XwUFhZSVVWFz+fD5XKNqjzTNGlsbKSjo4Pdu3fT399Pf38/Ho+HlJQUZsyYQXp6OtnZ2ZqbVkRERERELktKsIqIiIiIiMg7imEYrFmzJtlhXHCmaQLQ1dXFK6+8wrp161i/fj0dHR0YhkF1dTUrVqzgAx/4ANXV1YlE8dmSoqZpYpom+/fvZ/fu3fz0pz+ltbWVtrY2CgoKKCgo4HOf+xzV1dVkZ2djmqaSrCIiIiIictlRglVERERERETkEhSLxdi+fTt1dXX88pe/pLS0lA984APk5eURjUZ56623OHr0KN/85jf5whe+wMKFC/F6vWdNiLa1tdHU1MQvf/lL6uvrWbx4MVlZWRQUFHDkyBFaW1u5//77mTVrFjk5OWRmZpKamnoR91pERERERCT5lGAVERE5G4sFfD5YtQqmT4eUlGRHJCIiIm+DaZpEIhGi0SihUIhYLEYsFjvj9haLhbS0NCwWy0WMcnRisRhHjhxh3759HDp0iMmTJzNv3jyqq6uJRCJ0dnayc+dOXn/9dW655RZqamrweDxn3Zeuri6OHTtGXV0dra2trFmzhqqqKqZOncobb7zBvn37eOaZZ7DZbJw8eRKXyzWuCVbTNDEBE4j9qYeuiIiIiIjIuZjmn+8nLgYlWIFgMEgwGMTv9+PxePB4PNhstsRwS319fYRCISKRCKZp4nA48Hg82O32ITemsViMaDRKb28v4XAYAKvVisPhwOv1An8eisk0TcLhMP39/YRCIaLRKBaLBbfbjcPhwOFwDIkxGo0mYozf/NtsNlJTU7HZbBqSSUTkQrFaoaAAvvSlgURrZmayIxIREZG3IRaLcejQIRobG9mwYQNdXV309PQQiURGTLSmp6fz9a9/nfT09Isf7DmEw2HWrl3LqVOneO9738t1113H9ddfn7ifra6u5re//S1btmxhy5YtxGIxbr/99sT96Ujq6up4/PHHyc3NZfr06XzoQx9K3HcWFhbS3NzMpk2bAHj44Ye59dZbycvLG7d9ipkQDEexhaNgiY5buSIiIiIi8s4WM2P0h6OEI2duQDuelGAF1q9fz+9+9zt+8pOf8MlPfpLPfOYzTJ8+HRhIvv7f//t/ef7559m1axfhcJirr76aT3/60yxevHjITXZPTw979+7lH//xH1m3bh1Wq5Xy8nJWr17N//k//2dY0vTNN9/kwQcf5Pnnn6e+vp6ioiLuvPNOrr32WhYvXjxk2+bmZh555BF++MMf0tzcjMfjYfr06XzrW99i5syZuN3uC36cREQuW243TJmS7ChERETkbero6KCzs5NXX32V5uZmGhoaaG5upqWlJdFL1e/3E41GCYfDZGZmYrfbE41vJ5J4A9+mpia6u7tZuHAhOTk5eDweYKBRr91uJysri9zcXHp7ezl58iTR6NmTll1dXZw4cYKcnByKiopITU1N3G/a7XZ8Ph+FhYV0dHRw/Phxent7RxWvaZrEYrHEHK+DRSKRRIPmrkCYl/Y14/b0YXc4z+PIiIiIiIjI5cg0Y/T7/exq6Loof++yT7Du27eP5557jtdee43JkycP6ZHq9/v57ne/y9NPP82cOXP41Kc+hcvl4j/+4z/4j//4D3bt2sV9990HDPQw/eMf/8gvfvELTNPkpz/9KZFIhLq6On73u9+Rnp7Ohz70IQoLC4lEIpw8eZK/+Zu/ITs7m9tuu40rrriCbdu28cQTT3D06FGsVisLFizAMAx2797NCy+8wPe+9z0+/elPU1VVRWtrK+vWreNjH/sY//3f/82UKVOUZBURuRBiMWhqgt/8ZmCI4HnzIDs72VGJiIjIeTh48CC7du3in//5nwkEAsyfP58jR45w+PBh5s+fj8fjoaGhgd7eXnp6eli0aBFut3tCjhgUi8UIhUIcO3YMgNra2mE9SQ3DIDs7m5kzZ9LX18ehQ4eIRCJnLbetrY0DBw4wa9YsJk+ejNVqHbLebrczffp09u3bx6ZNm+js7Bx1vJFIhHA4PKyncCAQIBAIYJomR9v6+Mpju7A43Bg2+6jKFhERERERwTSJhfrxH6i/KH/usk2wmqZJKBTi0UcfJRQKsXjxYnbs2JG4cY5Go/T09PDkk09SW1vLlVdeydKlS7Hb7TQ2NvK73/2Ot956i+PHj1NcXMyxY8fYtWsXJ06c4Itf/CJLlizBNE0yMzM5evQof/zjH7n22mvJz8+nv7+fdevW0dXVxcqVK3nve99LZWUlBQUF7Nq1i46ODl5++WUWLFgADAzRtHXrViorK1m1ahUFBQX09PSQlZXF888/z5YtW0hNTWXSpEln3N/4cFeDb2SDwWBiKONoNHrOlsxjFYsNTF0YZ7HAOP+JS0r8+MZbbo/38ZaxM01zyPsSjUYn5MOzy038MwIk6q2kfl4iEejowPLMM5ixGGZ1NWRkjPrl0Wj0rPO6iYiIyMVTV1fHyy+/zNKlS8nJyWHVqlU88sgjHD9+nJUrVzJp0iSsVit79uxh/fr1FBcXk56ePiHnXw0Gg/T19RGJRLDb7aSmpuJ0/rnHZ/x7rd1uJy0tjc7OTnp6es7ZGzcYDNLd3Y3T6RxxKGHDMPB6vdjtdrq7uwmFQqOK9/jx42zfvp3Nmzdz8uTJIeviU+I0NTVBSj4AJiYX8pu5CW+7/HdSGSLjZazn40jbX4wyTl8/HmWMVbw2HnMZg/7weJVxXvsxzmW8bedZ1pCXJamMYe/jeJQxytec63Nwtu1H85qJWobIRDJRvg++Ez5HA7OvXrzRhy7bBGskEuHgwYNs2LCBJUuWsHjxYvbt25dYHwqFaG1tZceOHXzqU59i4cKFlJaWYpoma9as4bnnnqOxsZFDhw5RXFzMwYMHOXHiBHa7nZtuuomMjAwsFgtWq5VVq1bxhS98gdbWVoLBYCLBmp2dzbx581i4cCEA2dnZLFiwgI0bN7JhwwZgILlw8OBBDh06xIoVK5g5cyYOhwPTNMnKyiIrK4udO3cyefLksyZY48NeDW5dHAwGOXjwIKZp0tnZSSwWG9Y6+e3o7obc3D//PzUVOjrGrfhLSjx5F4lECAaDdHR0YLNdth+/CSP+vsRiMfx+P52dneP6GZDzY5pmYoi4vr4+Ojo6kvu+hMNYT50ibedOgpWV9Dc3E0tLG/XLA4EAfX19FzBAERERGa36+np27NjBbbfdxrRp01i9ejXbt2/HZrMxc+ZMFixYQFFREevXr6ejowO32z1sqpeJIhwO09/fTywWw2Kx4PF4sNuH9/i02Wy43e7E/ci5EqzhcBi/34/NZsPlcg1rgGgYBm63G5vNht/vP2eP2LiOjg7q6up45pln2Lt377D1pmkSCARwegvwOK1YHTYMfTcXEREREZFRsxAzbERtF+c+4rLM8JimSW9vL9/5zneoqqpiyZIlw4ZS6urqYv/+/YTDYWbMmEFRUREwcDNZWlpKYWEhPT091NXVsWLFCg4cOEAwGKSiooKsrKxEORkZGSxcuBC/38+xY8cSwxDv2LGD2tpacgdnIIFp06YlWksDieGE29raWLBgQaLltGEYOBwOFi5cyLFjx2hubj7rPv/v//4vjzzyCK+88sqwY+FwONi0aRMej2dckximCddd9+f/Gwa8/vq4FX9JGfwQo6+vj5MnT6qn5AQw+H2pr6+nvr5e78sEMPh92b9/P0BS3xcjEiH16FEWBYM0NjZSv3UrfeeocwcLBoMcOHDgAkYoIiIio9XZ2UlzczO1tbVMmzYNwzCwWq3YbDZCoRDBYBCA6upqbr/9dn784x+zadMmPvrRj5I2hgZWMtzkyZPJzc3lve99L4FAYMi6eK/Zz372s6RmePn3D8/Hk5KCQ3OwioiIiIjIKJlmjIDfz4tPN/PVJy7837ssE6xHjx7llVdeYfv27fz617+mqqqKI0eODNmmv7+f1tZWHA4HaWlpQ4ZaAvD5fLhcLlpaWgBob29PDAk8mMPhIPtPc/V1dHTQ09OD1+ulubmZjIwMXC7XkO3T09NxOp309PTQ399Pd3c3fr8fi8VCTk7OkCSDxWIhNzeXY8eO4ff7z7rPd9xxB7feemvigQEM9Kp67rnn+Nu//Vuuuuoq0tLSxjXB2tUFX/jCn/9fWQlf//q4FX/JiUQivPnmm6SnpzNp0iT1YJ0gIpEIr7/+OqWlpZSUlKgH6wQQ78H62muvMW3aNHJycpLeg9Woq8PpclFWVkbR0qUDwwSPUiAQoKvr4kysLiIiImdnmiamaeJyuRL3eFarFafTSX9/f+K+Kn4fGAgE6OjoOGevz2SIJ4YNw0hMgTPStAqxWIxwOIzFYsFisZyz4ZrVasXhcCReN9K+x+dRtdvtox4+2eVykZOTQ2Zm5rDpE/r7++no6MDhcOC2W6nKScHr9Q67DxcRERERETmTWMykr8/Cbp/r3BuPg8suw9PV1cXmzZt59NFH+fznP09RUdEZh3yK30gahnHGm9D4NoO3HWzwawdva5rmiOXGl8W3GVzuSDeug7c9G4/Hg8vlGrJdIBDA5/MB4HQ6cblc45rECAQGfuJCIXBdnPN6Qoo/1IgPtaUEa/KZponVasUwDGw2G06nU+/LBGCaZmJ+aLvdPu5105hZreBwJM4Tq8MxpsrMNM0Rh+sTERGRi8/pdJKSkpKYugUG7pWysrJobW2loaGBadOmEQ6H6e3tpb+/n2AwOCETrG63G5/Ph91uJxaL0dnZmdinweJTlDgcDrxe7zkTrG63m4yMDAKBAN3d3cPWx2Ixurq6CIVCZGZmDms0fCbxBO9I34ssFgvBYHAgAWwxcNqsiR8REREREZHRME2TqN2K3Tq6RqBv12WXSWhra+PAgQNs27aNK6+8kieffBKbzUZDQwPNzc0cOHCAp59+mtLSUpxOZ6LVbjQaHfKAP95iN34zGW9ZO7iHKEA0Gk0sczgciRbGLpdrxBbG8WV2ux2bzYbD4cBqtWKa5og3y/39/YlyzyZ+MztYOBxO7FN8/WhbH4+GYQwMExxnmjCOxV9STNMccmzPlDCXi2vw+xJ/T/S+JF8sFks8+Is3Oknq+2KxgNsNVVWQm4vhdI6pMjtbIx0RERG5uLKysiguLubUqVOkpaVRUVFBbm4uU6dOZceOHdTX19Pf35+4NwyHw5SWlk7IUU7ijTdzc3Pp6+vjyJEjFBYWJtbHk8Ld3d0cPnx4YCSOoqJz7ktaWhrFxcW0tbVx/PjxYb1NI5EIR48epauri5KSErxe76jiHe33ocFb6TuUiIiIiIiM1sVuGHvZJVhbWlro6Oigr6+Pb3/724nl0WiUvr4+Dh8+zIYNG7j66qu5++67iUajdHd309/fT0pKCqZpEovF6O3tTbTYhYGhfS0WC11dXYnkgGEYhEIh2traMAwDn89HSkoKANnZ2SO2MO7q6iIYDJKamordbic1NRW3241pmrS2tg7pBRuLxWhtbSUtLQ23232RjqCIyGXGYoGMDLj+epgxA1JTkx2RiIiInKfs7GxKS0tpbm4mNTUV0zTJzc1l+vTpPPbYY/T09NDb20tTUxN79+6lqqqKysrKCTnKSTzBmpeXR0tLC4cPH2bKlCmJ+1HTNIlGo3R2dnLkyBGmTp2aSLDG7ycHlxVPZvp8PkpKSmhra8PpdBKJRIaUGQ6HOXr0KOFwmIqKilEnWEVERERERN5JJt5d4gVWW1tLSUkJH/7wh4csP3LkCP/0T/9EdXU173//+5k5cyYwMDzlli1byMrKYurUqQAcPnyY+vp6YrEYc+fOxTAMpk2bxoYNG9i2bRutra1kZ2djGAbt7e2sW7eOlJQUKioqyMnJobu7m/nz5/PSSy+xatWqIXFs376dzs7OxN+32WyUlJSQl5fHunXreO9735u4uQ8Gg7z66qv8xV/8BQUFBRf60ImIXJ4sFigogPvuS3YkIiIi8jZdc8011NbWYrfb8Xq9WCwWZs6cSXFxMTabjfr6elpbW/H5fKxYsYL3vOc9TJkyJdFQdqKx2+1ce+217Nq1i8ceeywxpUFpaSnRaJTnn3+ezZs3EwgEmDVrFldffTUul4v9+/fzyCOP4PV6SUtL4+abbyYjIwOAqVOnctNNN/Fv//ZvHDlyhEcffZSysjIqKyvZuXMnBw8eZNeuXUyePJmbbrqJysrKJB8FERERERGRi++yS7C6XC5ycnISPU/jYrEYbreb9PR0ysrKKC4uxu/3c/PNN/Poo4/S3d3N6tWrcbvdfPe736W3t5d58+Yxffp0AGbNmsWsWbPYunUrX/nKV/jMZz5DNBply5Yt/OxnP+N973sfBQUF2Gw2vF4vt912G4899hhPPPEE/f39LFmyhC1btvDkk0+Sk5PDrbfeCgwMibRw4UJaWlr41a9+xdKlS5k8eTLNzc288MILBAIBVq5cyeTJky/6sRQRuSyYJvT3w9Gj4PNBVtblPaG0iIjIJSw3N5f09HTC4XCi4arP58Pr9TJ9+nS8Xi/79u0jJSWFzMxMpk6dSlVV1YTswQoDPU8rKyvp6enBNE2am5vZtWsXPT09RCIRdu3aRVdXF0VFRRQWFpKfn4/VaqW7u5u6ujrS09PJysoiFAolyszIyGDSpEmkp6fT29vLnj176O3tJRAIsGvXLo4dO4bb7SYnJ4eKigpSNbqHiIiIiIhchibmXeIFFJ9j0W63D1nudDqxWCxYrVacTmdiTtXbb7+dX//61+zatYvGxkYsFgtNTU0sW7aMZcuW4fF4AEhJSWHBggW0tbWxefNm7r//fkzTpLe3l8LCQm699VaysrISLYqrqqq46aabaGxs5KmnnmLz5s10dHRQVFTEwoULmTt3biK2SZMmsXz5cnbv3s3atWtJSUkhGAzS3t7OBz/4QSZPnqybWhGRCyUWg5YW+PnPYcECWLFioEeriIiIXHLcbndiCpbBrFYrq1evJhaLEY1GE1O+2Gy2CTn/apzVamXJkiWUlZURDofZvHkz//mf/0lXVxcWi4WysjKuuOIK/uZv/obp06eTnp6OYRgEg0GampoIh8PAwLyqcXl5eWRnZ3PvvfeyZ88e/ud//oeOjg66urrIzs4mNzeX++67j5qaGqqqqrCMYW56ERERERGRd4rLLsF6Jk6nk4qKCgoKChLJVYfDwerVqzl58iQbN25k+/bthMNhFi1axPXXX8+sWbMSr48PLZWamkprayvbtm3DMAwKCwu59tprueaaaxJJXavVSnp6OnfccQdr165lw4YN7N27l9zcXNasWcPSpUspLy9PlF1QUMDChQvp6Ojg17/+NXv37sXtdjNp0iQ+8YlPUFBQgMPhuKjHS0TkshGLQVsb/OY3A7/Pnq0Eq4iIyCVq586dnDhxgpKSEtLS0sjPz08kUU9vhHspiCeBfT4fc+fOJS0tjfLycvr6+jAMg7y8PKqrqykvLyclJSWRDM3Ly+P6668nJSWF1NTUIUMgx+djraiowOVyJeal7evrw+fz4fP5mDFjBrm5uUPmbhUREREREbmcKMH6J5WVlTzwwANDlhmGgdPp5NOf/jSf/vSnz1lGamoqM2fO5Mc//vE5tzUMg9mzZzN79uxRxZeTk8Mdd9zBHXfcMartRUREREREZKgXXniBZ555htWrV1NZWYnP58Plco3YC/NSShymp6dz1VVXcdVVV41q++rqav76r//6jOsNw6CmpoaamppRlykiIiIiInI5UYJVRERERERELgsZGRnk5eXx9NNPY5om//3f/01xcTHFxcXMmjWL3NxcpkyZgs1mu6QSrCIiIiIiInJxKcEqIiIiIiIil4WMjAwKCws5ePBgYl7RkpISysrKsFgsiaGD3W43TqcTh8OBzWbDbrcr4SoiIiIiIiIJSrCKiIici2GA3Q4228DvIiIicklatWoVV155Jffeey8dHR3s2LGDAwcOsH//fh544AF6enpwu92UlZVRW1vLokWLKC8vp7a2FofDkezwRUREREREZIJQglVERORs4snV/HxISxtIsoqIiMglyePx4Ha7SUtLw+v1EgqFEv93uVx0dHTQ0dEBwJEjRzBNkxMnTjB58mQlWEVERERERCRBT4lFRETOxmaD6dNh3bqBZKt6sIqIiFzyDMPA6/Uya9YsZs2aBUAoFKKrq4t169axadMmnn76aZ5//nm8Xi+33XYbqampSY5aREREREREJgolWEVERM4mnlC1WpMbh4iIiIyL0+dS7e/vp7+/nz179tDY2Mjzzz/PgQMHaGhowOv1UlRUhFXfA0RERERERGQQJVhFRETOJhqFjg545hmorISpUyE9PdlRiYiIyHkwTROASCSCaZpEo1F6enro6upiz549HDlyhB07dtDS0kIgEKCoqIiSkhIlWEVERERERGQIJVhFRETOJhaDU6fg3/4NbrgBcnOVYBUREblEhUIhAoEAmzZt4vjx42zcuJFjx45x4sQJPB4PqampLFy4kLKyMqZMmUJhYSE+nw+fz5fs0EVERERERGQCmbAJ1njL4tOHbxIREbmoTBNCIWhoGOjJGokkOyIRERE5T4cPH+bYsWNs376d5uZmmpubCQaDOJ1OCgsLyc7OZtq0aZSXlzNt2jQyMzNxu93JDltEREREREQmmAmbYG1tbcU0TXJzc5MdioiIiIiIiLwD/OQnP+GBBx7A6/WSm5vLihUrqK2tpba2lpqaGrxeLxaLBcMw1NhXREREREREzmjCJlh//etfU1dXR01NDYsXL2batGmkpqZq7hsRERERERE5L3PmzKGnp4fy8nIyMzOpqKigoKCAvLw8PB4Pdrs92SGKiIiIiIjIJWDCJljb29vZv38/zc3NdHR00NDQkBiyKT8/n9TUVCwWS7LDFBERERERkUvEokWLKCsrY/78+aSkpAxZZxhGYqqakahHq4iIiIiIiMRN2ATrX/7lX7Jw4UKeffZZ/ud//of777+fqqoqFi9ezI033sjs2bNxuVxYLJZEr1bd8IqIyAVhGOBwgM028LuIiIhckkpLS8nPz8fpdNLT08PBgwfp7u6mt7eXefPmkZGRgcvlIhgM0tvbi9PpxGaz4XK5kh26iIiIiIiITCATNsFaWlpKSUkJ1157Ld/+9rdZt24dr7/+OuvWrePHP/4xVVVVrFixghUrVrBy5UqysrKSHbKIiLwT2WxQWQk//SkUFg78iIiIyCXJ5XJhs9lobGykra2NXbt20dnZSU9PD1VVVXi9XlwuF319fZw8eRKn04nT6aSoqAibbcLePouIiIiIiMhFNmHvEA3DSPy43W4WLlxIdXU111xzDY8++iiPPPIITzzxBC+99BI//vGPueaaa7jllluoqKgYNtSTiIjIeTMMSEmB+fMHerE6ncmOSERERM5TV1cXLS0tfPnLX+bgwYM0NTURDocxTZNp06aRlpaG1+tl//79PP7440QiEbxeL3/913+Nz+dLdvgiIiIiIiIyQUzYBGucaZq0trZy+PBhGhoaqK+vp7Ozk6qqKnJycvB6vYRCIbZv347L5WLZsmUsWbIk2WGLiMg7hWlCMAhHjkBmJuTmgtud7KhERETkPBw6dIjdu3cTjUYpKipi6dKlvPXWW+zcuZNYLJaYg9Xj8ZCfn8+uXbtoa2sjGo0mOXIRERERERGZSCZsgtXv99Pf309fXx/bt2/n1VdfZefOnRw5coT09HRuuOEGli9fTlFREc3Nzfz7v/87jz/+OLFYTAlWEREZP6YJ7e3wxBMwezYsWaIEq4iIyCVq8+bNPPvss6SmplJTU8N9993H9773Pfbt24cxaJ717Oxs5syZw8aNG2loaCASiSQxahEREREREZloJmyC9aWXXuK5557j2Wef5eDBgyxZsoTly5dz3333cdVVVyWGDwaorKyktLSU97///Zw8eTLJkYuIyDtKNAotLfCzn8Ftt8HUqQO9WEVEROSSc+rUKQ4fPsxnP/tZpkyZgt1ux2KxDNvO7XaTk5NDOByms7OTWCyWhGhFRERERERkopqwCdZ169axd+9ebrvtNq6//noKCgrwer24XK4hLYthYL7WrKws7r33XvLy8pIUsYiIiIiIiExkvb29dHR0UFZWRnl5OVarddj9JYDVasXlchGNRgkGg4mhg0VERERERERgAidYr7/+ehYtWkRZWRnV1dW43W6sVusZt3c4HCxevBi3hm0UERERERGREZimSSwWIxqNnrVXaiAQoLm5GRjozTpSElZEREREREQuXxM2wTpjxgyCwSBWq5WUlJQhN7SmadLe3k4kEsHhcJCRkYHVaqW8vDx5AYuIiIiIiMiElpqaSlZWFo2Njfh8PkpLS4dtE4lEaGtro66uDqvVSm5u7lkb+4qIiIiIiMjlZ/hkMxPE1q1beeqpp1i3bt2IwzG9/vrrPPvss7zxxhtJiE5ERC47FsvAj4iIiFyyiouLmTp1Khs2bGD9+vVD7jUNw8A0Tfr7+9m9eze/+c1vcDgc1NbWYrfbkxi1iIiIiIiITDQTtgfrH//4R44fP84999wz4nBMWVlZPPHEExiGwXve854kRCgiIpcFiwXS0+GGG2DmTPB6kx2RiIiInKc5c+bgcrl44okneOONN/jWt77FunXrCAaDPPnkk2zduhW/309jYyOdnZ2sWrWK2bNn43K5kh26iIiIiIiITCATNsHa0dGB3+8nPz9/xPU5OTkEg0H6+voucmQiInJZsVqhoADuvRd8PsjMTHZEIiIicp4mTZqEz+fjscce4/jx4xw8eJC2tjYMw+DNN9/E4XDQ2NiIy+UiLS2NmpoaFixYoB6sIiIiIiIiMsSETbAahkEsFiMQCIy4PhAIEIlELnJUIiJyWbLboaho4F/bhL10ioiIyDmkpqbi8Xj4/ve/T1NTE5s2baKpqYmmpiZM08ThcPDe976XyspKZs2aRXFxMampqVg0TYCIiIiIiIgMMmGfEqelpdHU1MTevXuZMmUKDocjMSdOOBxm7969RCIRfD5fskMVEZF3MtOEQAD27YOsLMjLA48n2VGJiIjIGJimiWmaNDY20t7eTklJCS6Xi97eXnJzcykqKiIYDGKz2SgrK6OsrIzJkydjs9mwWq3JDl9EREREREQmmAmbYJ0/fz7Nzc38/d//PdnZ2cyfP5/U1FT8fj+bNm3iW9/6FpMmTWLx4sXJDlVERN7JIhE4cABuugluuw0++UmoqUl2VCIiIjIGpmkSjUa5//77Wbt2Ld/97neprq5m5cqVifVxhmEkfkRERERERERGMmETrKtXryYzM5POzk7uvvtu3G43Vqs1MWzwggULuPPOO1m+fHmyQxUREREREZEJzDAMLBYL4XCYQCBALBYDwGKxKJEqIiIiIiIiYzZhE6w+n4+ZM2fy0Y9+lDfeeIPW1lai0SgOh4OcnBwWLlzI7NmzycjISHaoIiIiIiIiMoEZhpEY6jcWixGLxRK9Vk3TVJJVRERERERExmTCJlgtFguFhYXceOONzJs3j2PHjhGJRHC73ZSWlpKbm6u5cERERERERGTUZs6cSU9PD+vWraOhoYEPf/jD2Gw2JVhFRERERERkTCZsgnXwHDhFRUUUFRUN2yYajQIo0SoiIiIiIiLn5PV6SU9P58iRI/T393Po0CGcTicOh+OMSVar1UpOTo7uO0VERERERCRhQidYjx8/zgsvvMD69etpb28nHA4PSbwCzJ07l29+85tJilJEREREREQuFSdPnqSuro4tW7YQDodZu3Ytubm55OTk4HK5sFgsw16TkZHBP/7jP2p6GhEREREREUmYsAnWF198kRdffJGXXnqJ0tJSfD7fGW92RURELhibDSor4YEHoLAQRhhRQURERC4NFosFu91OXl4ekUgEu92Ow+HANE0ikciIvVgjkUgSIhUREREREZGJbMImWLdt28b27dvJyspiyZIlpKWlYbMND7ewsDAJ0YmIyGXDYoH0dFi1KtmRiIiIyNvkcDjwer3U1taO+jUul0tztIqIiIiIiMgQEzbBeuDAASKRCPfddx8rV67UDa2IiCSHaUI0Cn4/2O3gcIDmYBMREbkkrVixgqlTp47pNXa7HY/Hc4EiEhERERERkUvRhE2w2mw20tLSKCsrS3YoIiJyOYtE4PBh+NKXYOVKuPFG0LVJRETkkmCaJgDRaJRgMEhmZiY+nw8AwzCw2Ww4HA4cDkdimYiIiIiIiMi5TNgE64oVK9ixYwe//e1v+bu/+zssFotudkVE5OIzzYHeq3V1MHUqBIPJjkhERETGwDRN6uvreeaZZ9izZw8nTpwgHA6TlpbGjBkzWLx4MYsXL8bhcOieU0REREREREZlwiZYg8EgDQ0NHDt2DI/HQ2Zm5og3vAUFBVx11VXJCVJERC4Ppgn9/RAKDfwuIiIil4RoNEp9fT11dXVs3ryZlpYWuru7MU2TQCBAJBLB4/Hg9XqZMmUKqampyQ5ZRERERERELgETNsHa3t7OiRMnOHz4MA888ADFxcW43W4sFsuQ7WbNmjWmBGtXVxe9vb309vYSCoWAgTl1XC4XmZmZpKamYhgGpmkSjUY5deoUPT09RKNRDMMgJSWFgoIC7Hb7kFjC4TDd3d10dnbi9/uxWCykpKSQmppKZmYm8OfhpmKxGH6/n6amJvr7+4nFYtjtdnJyckhLS8Nutw+Jube3l56eHjo6OohEIjgcDlJTU8nIyMDtdquVtYiIiIiIyAgCgQD/+7//y+bNm/ntb3/LlClTKC4uxul00tXVxdq1azl69Ch1dXV86UtfUoJVRERERERERmXCJlg9Hg9lZWXnnIPV4/GMqdxXX32V5557jhdeeIETJ04AkJeXR21tLR/96EdZtWoVNpuNaDRKR0cH3/72t3nqqadob2/H4/GwZMkSvvOd71BYWIjb7U7M6dPS0sIf/vAHHnroITZv3kxKSgrLli1j9erV3HXXXdhsA4faNE2CwSCbNm3im9/8Jnv37sXv91NQUMBf//Vfc/3111NQUJBImpqmydatW3nqqad46KGHaG5upry8nJUrV3LXXXcxd+5cTNNUklVEREREROQ0oVCIt956i0AgwPvf/37mz5/PpEmTsFqtdHZ2Mnv2bI4cOcKWLVvo6elJ3N/p/kpERERERETOZsImWD/ykY9wxx13nHM7q9U6pnKzsrK4+uqrufrqqyktLcU0TbZv3866dev4yEc+wtNPP01NTQ379u3jgQce4Omnn+bLX/4yZWVltLe388Mf/pBPf/rTfO1rX2PFihXAQI/UL3/5y9TX11NYWMhTTz1FS0sL//M//8PPf/5z2trauO+++7BarfT09LBr1y4++MEPsmbNGj760Y+Sk5PDtm3b+Nu//Vv8fj/XXnstU6ZMAeDZZ5/lZz/7Gfv37+dv//ZvmTlzJs8++yybNm3iL//yL3n++efJyMhIJHBFRERERERkQCQSYf/+/WRkZHDdddexbNkypk6dCkBnZyclJSX893//Ny+88AJ9fX3EYrFhoyaJiIiIiIiInG7CZuVcLhemaRKJRNi7dy9tbW3k5eVRUVGRGM7JZrON+ea3pqaG8vLyxBC+ADk5OXi9Xh5//HH2799PdnY2R44c4dVXX+X2229n+fLl5OTkJIYV/vrXv86ePXuYNGkSubm57Ny5kz179jBlyhQ+/OEPU1tbSzAYpLW1lVdffZW1a9fyhS98AYvFQn19Pa+99hput5vbb7+dmpoaXC4XJSUlPP3007z11lvk5+cnEqzPPPMM0WiUZcuW8Z73vIfMzEzS09NxuVz813/9Fy+88ALXXXcdaWlp4/4ejLeTJ+E73xn4/dZbYdKk5MYjIjIqFgvk5MBdd8HcuZCenuyIREREZJRisRgtLS1kZWWxZMkS8vLyEutSU1OZN28eL7zwAoZh0NXVRUdHB5mZmerBKiIiIiIiImc1YROswWCQ5uZmduzYwbZt22hubmbRokXk5+fjdDqpq6vDNE0yMzOZNm3aqMvNysoa8v/4XKvxuVdhoCVzY2MjDQ0NrFq1itLSUlJSUvD5fFx99dWEw2FOnDjByZMnyc7OZvfu3fT391NaWsqiRYsSyc558+bR0NDAM888Q0dHB9nZ2Zw6dYo9e/ZQUVHBzJkzycnJAcDn8zF37lx27NjBkSNHME0T0zQTCdd58+ZRUVEBQFpaGgcPHiQzM5MtW7ZwzTXXnDPBGovFiMViiSGvYKA1dzQaHbJ+PB8kmCYMLq6vD9avH/j9qqugsnLc/tQlIRaLJX43TXPI/yU5Br8P8d/1viRfvP4b/HtS3xfDAJ8PrrtuINGakgJjiOf0uldEREQuHtM0CYVCGIaBz+fD6XQm1lmtVlJTU3E6nRiGQSQSIRwOJzFaERERERERuVRM2ARrW1sbL7/8Mv/yL/9Ce3s7HR0dBINBli9fTnp6Os8//zxNTU1MmjRpTAlW+HMysa+vj2g0yq5du9i0aRNWq5Wamhp6eno4deoUhmEwa9YsXC4XAHa7neLiYnJzc2ltbaWhoYFp06axb98+MjMzyc/PH5LoLCsro6KiAr/fz7Fjx0hNTaWjo4Pjx48ze/Zs7HZ7YluLxcKcOXN45ZVXOHXqVOJBQH19PZMmTaK6ujqxrWEYZGVlMWXKFPbu3UsoFDrnPvv9fvx+P8FgMLGsv7+fzs5OYCCh3d/fP+Yhl88mGAS3e+R10Sj094/bn7okhMNhYrEYkUiE/v5+Des8QYTD4URv+WAwSCQSSXZIlz3TNBMPN8Ph8LjXTefFasUyYwamxYJpGGOqwILB4KjqaREREbkw4o1KHQ7HiCMgWSwWbDYbsVgssa2IiIiIiIjI2UzYDM9vfvMbNmzYwOLFi/nBD37Ae97zniEJyXe9613cf//97Ny5c8xld3Z2smPHDm688UaCwSA2m40pU6bwy1/+ktraWtavX09PTw9OpxOfzzesV2d2djb9/f10dXVhmiZNTU2kpqYmhhyOS0tLw+fzYZomzc3NTJ48Gb/fT2dnJzk5OcMSBtnZ2YTDYfr6+ggEAnR1dREOh0lJSSH9tCEpXS4XmZmZ7Nu3b1QJoV/96lc88sgjvPzyy0OWm6aJ0+nk5ZdfxuPxjPt8Q7ffPvLylhZ47rlx/VOXjJ6eHo4fP57sMOQ0Bw4c4MCBA8kOQ05zPnX8eDNME3tPD3lbttBXUEBPSQnh0+r7swmFQtTV1V3ACEVERORcTp48ydq1a3G73TgcjiHr6urqCIVCbNiwgdbW1mFDBLtcLq655hrcZ2o9KiIiIiIiIpedCZtgPXLkCOFwmI985CO4XK5hib/8/Hyi0Si9vb1jLtvr9TJjxgx+9atf0dvby/79+9m3bx//+I//SHl5OX6/f8j2Zxo293yHfDRNc8QyL+Q8P2vWrGHx4sV0dXUllgWDQdavX8/3vvc9Fi5cSFpa2rj2EuvpgW99a+R1H/kITJ06bn/qkhCJRNi1axdpaWmUlpaqB+sEEB8ifNu2bRQWFpKfn5/8npKS6FH85ptvMmnSJDIzM5P7voTDGAcO4PrOd4isXk3kmmsw/zRk+2gEAgGam5svYIAiIiJyNoZh0NjYyO9+9ztsNtuw7xX79+8nEonw2muvsWvXLlwu15B7s4yMDBYvXqwEq4iIiIiIiCRM2AxPf38/pmmSm5s7Yq/KUChENBo9r6SkzWbD5/OxePFiQqEQ1dXVFBQUsHPnTl5//XUyMjJwOByJIUOdTueQGPx+PzabLXHjnZKSQigUGjZfT3zYXYCUlBSsVit2ux23201fX9+wBG1fXx9WqxWHw4HNZsPtdmO1WgmFQoly4iKRCIFAgJSUlFH1Os3NzSU7O3vIPIaBQCAxFHJ6ejo+n2/ckxgtLSMvt9shI2Nc/9SEFw6HsdlsOJ1OMjIylGCdAOKJPIvFgtvtJj09Xe/LBBAfIjhev2ZkZCQ9wYrbjaWzEzMSwUxJGVMF5nQ6h41wICIiIheH0+lkxYoV9Pb2kpqaimEYw+4ha2pqKCkpITU1FZvNhsViGbKNx+O5oI1hRURERERE5NIzYTMJ8WGb2tvbh60zTZOjR48Si8VITU0dc9kWiwWLxUJ2djYAhYWFeL1eHn74Yd544w1WrVpFamoq0WiUtrY28vLysFgsxGIxQqEQnZ2duN3uxPDBubm59PX10dvbSzQaTSQCuru76erqwmq1kpWVlUia+nw+mpqahszvEx9G2OFwkJKSgsPhwDAM3G43/f39dHR0DNk2EAjQ1tY24lDDIxkpaRSLxRLDLlut1sTPeLFYYFA+dwjDgMupo6BpmoljaxgGFotFPSUnANM0Ew0dDMMY98+AnJ9YLJZoOBKvr5P6vkSjiQrLiFdeY4jHarWO+/DrIiIiMjp2u53p06fT3d193mWM90g/IiIiIiIicumbsAnWmpoaOjs7eeihh1i4cGFiuWma9PX18bOf/QyLxUJtbe2Yyj3TsL6maSYSqMXFxfT29mKaJhs2bODaa6/FZrMRCoU4fPgwjY2N5OfnU1FRgdVqZdasWfzXf/0Xx48fp7Ozk8zMTGBgTsf9+/eTmppKVVUVLpeLnJwcqqqqeOmllwiFQol4YrEYGzZsICcnh5KSEgzDwOFwUFNTQ3d3N7t27WLVqlWJWJubm9m+fTt/+Zd/icvlOp9DLCIiIiIi8o7m9Xr5q7/6q/Oe3gUGGljpnktEREREREQGm7AJ1ltvvZWMjAy+//3vc+WVV1JXV8eJEyfYvXs3DQ0NWK1W7r33Xm688cYxlfvQQw/R39/PjBkzyM/Px+/3s337dl555RU2btzIL37xC6qqqjAMg9WrV/P3f//3AJSXl9PW1sb/+3//j5qaGubNm0dlZSVWq5Urr7yS6dOns3XrVr72ta/x2c9+ltbWVn72s59x6NAhPvzhDyeGE542bRpr1qzhl7/8Jd/73ve45ppryM7OZtu2bTzxxBN86UtfYvny5Yl4/+Iv/oL/+Z//4cEHH6S4uJiZM2fyzDPP8OKLL2KaJrfffjtpaWnjeehFRERERETeESwWCx6PJ9lhiIiIiIiIyDvMhE2wZmdns2zZMlwuF2+++Sb5+flEo1Hcbjc1NTUsWbKEhQsXkpWVNaZy29ra2LFjBy+88AKRSASbzZYYKvdzn/scCxcuJD09nUmTJnHnnXfS09PDr3/9awzDwDRNLBYL99xzD1OnTsVms2GaJi6Xi7vuuov169dTV1fHN77xDWKxGKZpsmzZMm677bbEPD6pqalMmTKFe++9l507d3LgwAGsVivhcJjbbruNq666ivLy8kS8V1xxBa2traxfv54HH3yQhx9+mP7+frKysrjnnnvIz8/XcFUiIheSYYDLBTU1kJ8PfxrCXkREREREREREREQuTxM2wep0OikvL6ewsJCsrCwaGhro6+vDMAzKyspYunQpHo9nzMnFwsJCmpqaqK+vp6+vD4/HQ1ZWFhUVFaxatYqSkhKsVit2u53Fixdz8OBBNm3aRE9PDy6Xi7lz53LttdcmEruGYWAYBsuXL0/MG7t//36cTiczZsxgwYIFzJ49e2DePgbmls3NzeX9738/wWCQEydOEAwGycnJ4dZbb2Xq1Kmkp6cn4i0pKUkkml988UU6OzspKChgzpw5rFq1KtEzVkRELhCLBXw+ePe7YcYM8HqTHZGIiIiIiIiIiIiIJNGETbBGo1FisRgWi2XIkLmDxWIxgDElWW+99VZuvfXWc25ntVpJS0vjM5/5DJ/5zGfOuX1WVhbXXXcd11133Tm3dTqdzJo1i1mzZo0q5traWmpra7n77rtHtb2IiIwjiwUKC+FLX0p2JCIiIiIiIiIiIiIyAUzYBOuGDRs4evToObcrKChg5cqVFz4gERG5fMVi4PeD3T7wo6HZRURERERERERERC5bEzbB+uSTT/L0008PWWaaJpFIhFAohM1mw263s2zZMiVYRUTkwolE4NAhuO8+eNe74KaboKws2VGJiIiIiIiIiIiISJJM2ATrzJkzMU1zyDLTNAmHw7S1tbFx40YKCwspLi5OUoQiInJZMM2B3qvbtkF1NfT3JzsiEREREREREREREUmiCZtg/eAHP8gHP/jBYcvD4TAnTpzgm9/8JtXV1SxatCgJ0YmIiIiIiIiIiIiIiIjI5ciS7ADGym63U15ezr333svRo0d58MEHkx2SiIiIiIiIiIiIiIiIiFwmJmwP1nOx2Wz09PTQr6EaRUREREREREREREREROQimbAJ1vr6ejo7O4ctj8Vi9PT0sHbtWtrb26moqLj4wYmIiIiIiIgkUTQaJRqNcurUKQKBAD09PQAYhkFqaiput5v8/HysVisWy7kHrzJNk2g0Snd3N93d3fT19REOhwmHw1gsFqxWKykpKbhcLnJzc7HZbFgsFgzDuNC7KiIiIiIiMuFM2ATrtm3b2L1797Dl0WiUvr4+NmzYQElJCTNnzkxCdCIictkwDEhJgfnzobwcXK5kRyQiIiJCf38/3d3d/OhHP2LPnj1s3LgRAIvFwrJly5g2bRr33nsvqampOJ3Oc5YXiUTo6enh1Vdf5eWXX2bLli20tLTQ1NSE0+nE6/Uyf/58Jk+ezMc//nGysrJwu90XejdFREREREQmpAmbYH388cd5+OGHhy232WxkZGSwZMkSPvjBD7J06dIkRCciIpcNmw0qK+G//gucTiVYRUREZELYsWMHdXV1HD58GIAbb7wRGBj1qbm5mb179/Lss89SU1PDvHnzzlleNBqlt7eX7u5uOjs7mTp1KjNmzMBqtWKaJrFYjNbWVvbs2cOzzz7L5MmTWbZs2QXdRxERERERkYlqwiZY77//fn7yk5+MuM4wjMQQRaMZ6khERORtsdkgMzPZUYiIiIhgmiYAb775ZmLqnPLycu6++24MwyAUCvGv//qv7N27l9///ve8+93vZu7cuQBnHc43Go3S09NDT08Pfr+fZcuWUVpaSkVFBX6/n7a2Nn7605+yc+dOgsEgS5cuZdmyZZimqWGCRURERETksjNhE6wOhyPZIYiIiEAsBk1N8KtfwYwZsGAB5OQkOyoRERG5TAUCAVpaWqirq2PXrl184QtfYNq0aUydOhXDMIjFYnzoQx9iz549/PKXvyQ/P5+2trZzDhXscrkoKytjzZo1LF++nKysLFwuF263m2g0SklJCTfffDPV1dX89re/JTs7m2g0qnlYRURERETksjRhE6wHDhygtbV1zK/Lz8+noqLiAkQkIiKXpVgMurrguefAYoFp05RgFRERkaQJhUK0t7fT3t5Od3c3kydPZsqUKaSnpycSrFOnTiUcDtPW1kZrayvd3d243e6zJlitViterxev10tJScmw9aZpUlxcTGdnZ6Kna7w37WjEtx3pNbFYjFgsNuqyREREREREkm3CJljXr1/P5s2biUQiwMDNnmEYmKZJNBpNLDt9iOArr7xSCVYRERk/pgmBAOzZA7W1EAwmOyIRERG5jHV1dbFz5076+vpIS0tj0qRJlJeXJ9YbhsHUqVMBsNlsdHZ2smvXLtxuNykpKW/rb/f39+P3+3G73bjdbmy20T9SiMViRCIRIpFI4p7+9HKVZBURERERkUvFhE2wHj9+nNdff53Dhw8TiUQoLS3F7XYTCoU4evQoFouFsrIysrOzh7yupqYmSRGLiIiIiIiIXFiRSISenh4A3G43drsdq9U6ZBu73Y7D4cDpdGKaJr29vYnGy+cjGo0SDoc5dOgQ+/bto7S0lMLCQuDs87oO1t7eztGjRzl8+DAdHR1D1oXDYfr6+uju7iYjIyORiA2Hw2csL/53DcMYNkyxaZpj2t/4ay0Wy7BG3LFYbFhCeDRlxRuJD44pFothmuaoe/4ahnHG/YvHNJayzrR/8cT2WHokn97g/Xz2Lx7XeBwrGHj/Tv8snG9Zg2OK/zu4nLEc98ExxTsOxI/5WBoVDC4rHtPbOVbx9+/t7t/g8zO+f6f/jLWswfsX/xnLsRpczullxffzYpc1uIz4sT/f/RvvYzV4P8dj/+I/g0cuGI9jBWMf8WCkejReVjQaHfO5EP938P6NtazxvuaMdJ2Ix/R2jxX8+Zoz1rp9PK5f5zpWYz2vYHyuz/HyRiprrNfneEwj7d/5XnPGc//iv7+dska65kyE6/PZrl/jUSef77Ear2vO4GN+OVyfB19zRmrQeaFM2ATrjBkzaGtro7i4mH/4h38gMzMTm81GNBqlo6ODf/qnfyIvL4958+bxnve8J/G6t9siV0RERERERORCGMtDgzMJh8N0dXVhsVhITU0d9kAu/pDBZrMl7o+7urrOmqw8V8yhUIje3l42bNjAhg0bWL16NTNmzBhTOfX19axdu5ZHHnmEPXv2nHG7kpISQqEQwXOMGhJ/2HOmh5KhUGjMD/MdDsewsiKRCKFQaFTlwJ8f9oz0sDscDo/6wevgB8GnD+0cf09G+3AsXlY88T7Y4GM1luPlcrmGLY9Go0QikTGVZbFYcLvdw5aHw+EhD6pHY6TGBrFYjHA4POakjNPpHNZDO94Le6yJFJfLNey8iic+xlJW/KHy6YntaDSa+Bkth8Mx5OFmvKz4/o32WA3+3AyOK15G/HwYDYvFkihrcFzxfRtLowmbzYbNZhuWVIvv32iPlWEY2O32Icn7+EPg86ln4mUNPlbxsuLn/GhYrVasVis2m23YexgOh8d8rE6PKb6PoVBoTOdCvKzBn514WcFgcEznQnz/Bou/h2O5nsWvEXa7fcRjNZZzIV7WSNecsexf/HMcP14jlTVa8XhGqv/GeqziZY00ncBYz4XB58NgY73mxN8zp9M54vU5vn+jLSteJ490fR5rMiz+ORwsfl6NNenkcDhGvD4Pjms04vt3elzxem8sZVkslhGPVSQSGXNDgDN9/xjr9Tl+zTk9iRyPZyzXnMHfZQaXNXj/xnIuxOv3wdec87k+2+32YXX74P0by7E6/fp1elljORfidcxIcY2lnrHZbInPzunHaixJ0TNdc+IxhUKht9W4dCwmbIL10KFD9PX1cfPNNzN16tRERRqLxcjLy2PNmjVs3LiRo0ePJlrOioiIiIiIiExUJ06cYP369ezYsYP6+voxvTYtLY3Pf/7zw3p/XkjxB71vvvkma9eupa2tjfLycm644YYhwxKPRllZGWvWrKG2tpbOzs4h6+I9WL///e9z6NAh7r333sRDoTOx2+3U1NQwbdo0brnlliHrDh8+zD//8z8TDAZH9aAmNTWV4uJirrvuOhYuXDhk3bPPPsvvf/97/H7/qMrKzs4mJyeHT33qU+Tn5yeWx2IxfvKTn7B37146OztHlWDNzc1l0qRJ3HPPPUMeHrW2tvKDH/yAtra2UZ0Pdrsdn8/He97zHt773vcOWbdt2zYee+wxmpub6e3tPWdZDocDt9vNF7/4RaZMmTJk3RNPPMGOHTs4cuTIqB622e12CgsL+cY3vjGksbzf7+cXv/gFJ06c4PDhw+csJ+7qq6/mU5/61JBl9fX1PPHEExw9epRTp06Nuqx77rmHK664YsgD4Y0bN7Jt2zbeeuutUR0rGPjcfuUrXyEvLy+RSI5Gozz55JMcOXKEzZs3j/ph6fTp0/nkJz9JamoqHo8HGOgZ/uyzz7J///6zNlw43Y033siKFSvIzc1N7OOBAwfYsWMHr732Gs3NzaMqx26388lPfpKKigoKCwsTD0s3b97MkSNHePrpp0fdQKGwsJC77rqL/Px88vLyAAgEAmzcuJHdu3fz2muvjXr/Fi1axFVXXcWkSZNIS0sDoLm5mb179/L8889z4MCBUZVjGAY333wzkydPZsaMGdjtdmCgjjl+/DgPPfQQ3d3doyorLS2NW2+9lfLy8sRnJxqNsnfvXvbu3cujjz466ofdkyZNYsWKFdTW1iaeifb19VFfX89zzz3Hhg0bRlUOwJIlS6ipqWH58uWJz2F7ezstLS389Kc/pbGxcVTlOJ1OrrnmGqqqqli2bFlieUtLC4cPH+ZHP/rRqB/C5+TksGjRIubNm8e0adOAgaRHZ2cnL7zwAo8//vio92/y5MlUVVVxww03JEZBDIVCBAIB/u3f/o26urpRlWOxWJg9ezaVlZXcfPPNiTo5HA7T1NTEP/zDPyRGlziXlJQUpk2bxoIFC7jyyiuHrNu4cSM//OEPR71/ubm5FBcX8773vY+qqqoh6375y1/y2muvjTp5X1paSlFRER//+MeH1Ml9fX1861vf4tSpU/j9/nOWY7PZKC4uZu7cudx2221D1h04cIAf/ehH9Pb2jqosj8dDZmYmH/jAB4Zdn5977jleeOEFWlpaRlXPpKamkpmZyd/8zd+Qm5ubWB6NRvn5z3/OoUOHaGhoGNX12ePxMH36dP7qr/5qSMKpubmZn//855w6dYqmpqZzxhRPDt12223Drs9vvfUWzz//PIcOHRp1PWO32/nGN75BdXX1kOV//OMf2bt3L7t27Rr157C0tJSvfe1reDyeRN3X29vLo48+Sn19/ZiuOStXruT2229PjLwCA9fnl156ibq6OhoaGkZVjmEYfOITn2DWrFlkZGQkjv2bb77Jnj17WLdu3aivz+np6Xz+858nLy+PzMxMYODz/OKLL3L48GFeffXVUdfJtbW13H777eTm5iauOe3t7WzYsIG33nqLXbt2jaocgBtuuIEFCxZQUVGRaOxw+PBhDhw4wFNPPTXq67PT6eTOO++krKwscT6YpsmOHTs4evQojz322KjPheLiYm655RbKysooLi4GBq7Pu3btYuvWrbz00kuj3r8FCxawYMECZs+ejc/nA6CtrY1jx47x+OOPj/r6bLFYWL16NVVVVSxatChRJzc0NNDQ0MBPfvIT9u3bN+q43o4Jm2A9ePAgLS0tzJ8/f0hriXhLmrlz5/L888/T1taW5EhFROQdzTDAboeiIsjIgDHMNSYiIiIyWG9vL/v27WP9+vXs3LlzTK/Nzs7mzjvvJBQKDRsycbDBy+K/j9Sb8mzir4tEIrS1tXHgwAFeeeUVcnJyKCsro7a2NvEwarQyMzNJS0tjypQpwxJKgUCAzs5O7r//fvbv388TTzxxzvKcTidLly7FNM1hCda2tjYef/xx/H7/qB4eZWVlMX36dGbNmjVs3b59+/j9739PV1fXqFrCl5aWUlZWxh133DFkuWmabNiwgXXr1nHy5MlRPcCtqKhg0aJFfPrTnx6yrq+vj+eff57jx49z8uTJc8bkcDjIz8+nvLx82APchoYGnnvuuRGHbh6J2+0mLS2ND3/4w8PW1dXV8cILL7B169ZR9cByOp3U1NTwla98ZcjycDjMpk2bqKurY8uWLecsJ87r9Q5LsHZ0dPD666/z1ltvcfDgwVGXdd111zF//vwhvd7q6+vZuHEjTz311KgbOmRnZ3PPPfeQmZk5JMG6Z88etmzZwu9///tRJ1ivvvpq7rjjjiE9fv1+Pzt27OD1118fUwKyvLyc2bNnk5WVlVjW0tLCrl27Esnf0XC5XKxevZqsrKxEos80TY4fP86OHTv43e9+RyAQGFVZNTU1rF69mtTU1MSycDjM4cOHeeONN3j44YdHvX/RaJSamhpKSkoSy3p7ezly5AgvvPACGzduHFU5hmFQXV1NampqItEHAw/Ojxw5whNPPEFLS8uoysrJyWHWrFmkpKQkEqyxWIzm5mZ2797Nww8/POqH+QsXLqSwsHBIQ5dQKERLSwsbNmwY07GK92664oorEsv8fj+tra089dRTo35A7Xa7ycjIwGq1snTp0sRwjb29vRw/fpxHH3101D0zy8rKcLlclJaWJpbFYjH8fj87d+4c0/4tXryY7u5urr766kSCNRqNEgwGefnll0edGLBarfT09OD3+7nxxhuHxNXd3c3jjz9Oe3v7qMpKT0+no6NjSJIvrr6+fkz7V15ezvTp01m5cuWwdW+++Sa/+93v6O/vH9W5NWPGDKZPn85dd901ZHk4HOb5559n//79o0r0ORwOpk6disPhGJZgbW1t5cknn6StrW1UZaWlpVFUVDQkaR+3b98+nnrqKY4ePUp/f/85y8rKyqKoqIh77rlnyPJYLMamTZvYvHkze/fuPWedbBgG6enpdHV18YUvfGHIut7eXl555RUOHTrEoUOHzhlTPM8xe/bsYesaGhp49dVXefPNN0ddzzgcDj772c8OS7DGk48vvPDCqD+HM2bM4L777hsyYkUoFGLbtm1s376dV199dVTlAPh8Pm6++eYhvaM7OjrYunUrL774Inv37h1VOYZh8K53vYvq6mrS09MTy48fP87WrVt5/PHHR319zs/P5y/+4i8SiXcYOBcOHDjAm2++OaY6ub29nXe/+92JhCEM1KP79u3j5Zdf5sUXXxxVOTAwkkt5efmQ+q+9vZ0DBw6M6frs8XhYunQpXq+XSZMmJerkkydPsnv37jHVyfEGIRkZGYll4XCYhoYGNm/ePKY6KxQKkZuby9SpUxPL+vr6OHny5Jiuz1arlYKCAux2OwsWLEgs7+7u5sSJE6xdu3bUdfLbNWGfEseHIGpvbycWiw0bqqK9vZ2enp5xGWJJRETkjCwWyM2Fj38cqqsHkqwiIiIi56GkpIQPfehDvOc97xl1C/s4u93O1KlTaWpqIisri1gsRkdHx4i9KuPDrnV3d2OaJllZWcOGZjuX/v5+jh8/zje+8Q26u7vxeDzcfffdLFy4kMzMzGHDz51LfPjPeM+FwaxW65DEsYiIiIiIyEQ3YROsc+fO5dSpU3z+85/nH/7hH5g2bRopKSn09/ezc+dO/vmf/5nMzEyuuuqqZIcqIiLvZBYL5OTARz4y0Jt1jA8TRUREROKcTic5OTl4vd4xz4lqsVjweDx4PB6ysrKwWq0Eg0G6u7vp7e0lJSUl0dOuq6uLjo4OIpEIDoeDzMzMUSdY4/Mm1tXVcfDgQZqamsjIyGDGjBlUVFSQm5s7bA6m0YhvP9LrBs8r6fP5mDNnzohzqw5mt9uZPn36sCER42VcffXVBIPBUfU6TUtLo7y8fMTeRGVlZVx11VX4/f5RlZWbm0teXl5iCNc4wzCYOXMmFouFjo6Oc/aQsVgs5OXlMWXKlGHHzO12s2jRIiorK0c1qpfdbicjI2PEYZ1zc3O54oorKCsrG9Xwlk6nE4/HM6TnSFxVVRULFy4kIyNjVOe3w+GguLh42DyLNpuNGTNmkJqaSlZW1qgb1k+fPn3YsrS0NGbNmoXX66WiomJU5cDAcLWnn+cFBQXU1tbS398/6qFAfT4fqampQ/bRYrFQUVFBJBKhr69v1D1YZ8+ejdvtHtK4weVyUV1dTTgcHnFe3DOZPHkyKSkpQ8rKyMigqqqK5cuXM2nSpFGVE+8dPXg4UcMwyM/Pp7q6mpUrV466h0xJSQlZWVlDeujabDaKioqora1l1apVo9w7mDVrFtnZ2UPqPbfbTVFREQsXLhzSS/ZsLBYLVVVVZGdnD6mPfD4fRUVFXHXVVcOGPD+T9PR0SkpKhvQAMgyDzMxMKisrWbVq1ajP9SlTplBSUjKknrHZbGRkZDBz5swxDSVfW1tLSUnJkHPU5XKRkZHB0qVLh/SiOpt4j/TBQ0XDwHHPy8tj5cqVo77u5efnM3ny5CHHKj4f5KRJk8Z0LkybNo2ampoh55XVasXhcDB//vxh9c+ZWK1W5syZQ1VV1ZD9s1gspKSkcPXVV496GFev18usWbMoKCgYtq6goGBM+5efn09ZWVliWNLBpk2bxsqVK0c1V7BhGIlecyPVyYsWLaK4uJi+vr5zxmS32yktLR3x+pyens7y5cvp7u4eVVkpKSlkZ2ef8fq8dOlSJk2aNKp6Ji0tjezs7GF1pWEYTJ8+HbvdTklJyah6sMbfw9N5PB7mzZtHQUEBlZWV54wpPrdlWVnZsHW5ubnMnTsXr9c76nomPiXA6SoqKujr68MwjFEP215RUTFsbvr49AwOh2PEuXrPZNq0acOmfoiPahIMBoeMNnA2hmFQVFQ07D2Mf1+6+uqrR319zszMJCMjY0hZFouFkpIS+vv7efe73z3q6/PcuXPx+XxDGhG6XC7Ky8uZN2/emBolxuu+0685paWlY7o+u1wuiouL8fl8Q76DZ2dnU1lZybve9a5RnwtlZWXDrvU2m43c3FymT58+pjpr9uzZFBQUDLs+Z2dnj+n6bLVaqampIT8/f8ix8nq95OXlsXz5cg4dOjSm4ZnPl2FO0C6gBw8e5I033uCxxx6joaEBj8eTmIO1r6+PoqIirrvuOpYtWzZs3g8ZHb/fz//+7//y8Y9/nPr6enw+35hbIZ9Ne/tAPmIkX/saLFo0bn9qwjNNk0gkwvr168nMzGTq1KkjttyWiyv+vrz44otUVlZSUVEx6i/XcuHEe1w899xzzJ49m/z8/OS+L7EY9PXBnj2QnQ35+XDaA7Oz8fv9PProo9x7770cOXKEtLS0ca1rRURE5NIxHrffPT09nDhxgn/8x3/kD3/4A7/4xS+YOXMm1dXViXvmLVu2sGPHDu69915uueUW/uVf/mXIEKVnEwwG6evr4+/+7u/YtWsXNpuN1atX89nPfhaXy5X4HjPWBOvZBAIBOjo6WLlyJampqTz88MN4vd5zPryzWq2JB+WD44lGo6Oa222wM/WwDQaDo34ABX9OFrtcrmEjcfX39xONRkd9HhiGgdVqHTJtEgx8Xw4EAqN+8Bcvy263Dzum4XCYUCg0prJg4GHY4O/opmkSCoWIRCJjKivecGDw/sWPVSwWG1NZdrt92EPX+FCgsVhsTJ8/p9OZOBfisYXDYSKRyJjfQ7fbnTgX4kP0hUIhotHoqOb1jbNarTidziFDfsfvncZalsPhwGazDSkrvm+jna8xzul0JhpExPcvHA4nYhut+FCZFotlyDDo8f0bTQOHOJvNhs1mG9JQI36M4rGNlsPhSNQ18f2LxWJEo9FRJa7i4p9Bq9Wa+OyYppmIayz1TDwpE49rcFnx83S04ufB4Ho0/tmLf3ZGa/D+xY9VPK7RDOEaZxhG4j0cfKziDYDGeqzi14nB59XgOnm0Tr/mxN/7eJ08ls9N/Did3vgpHA6P+VjFPzunP2fo7+8f02cwXpbb7R5WJ/v9/jHX7fH9G1xWJBIZ9ZDFg+MaXCfHBYPBMddX8f0b6fo81muO1WoddqxisViirLHWoyOdC/H6aixleTyeIefC+V5zBp8L8X00TTNRL4ylLLvdnjgX4mXF672xHnen05moYwZfn+PXibHUyfHvavGyzveaM7iOiZ9b53t9ttvtievX4GM11msOkLimDr5+xb+njbUeje/f4GtOJBJJ/IxWvO6LX3uAIdfUt3vNiZfV1tbGH/7wBz75yU/y//1//x933333sIZl42XCZhLKysowDINAIMCrr75Kd3c30WgUi8VCYWEhy5cvZ8mSJaNqDSIiInLeYjHo7IQ//AHmzIGlS8eUYBURERGJG4+kpMvlIi8vj4qKCioqKnjppZc4ceIEN910E4ZhEI1GeeaZZzhw4ADTpk2jqqoq0ao+FovR29vL4cOHefrpp5k/f36i9Xd8mN5NmzaxYcMG6uvrcTqd3HjjjUydOjXxcC6+DzabLZH4G89ka/yBl8vlOmeC9Ux/O17GWI300GXwA6DROlNc8YdmYy1rpGVjHfIZGHE/4g8Fx6Os8zlWZxJ/kD7Wh/AjLXM4HGNu3DDSuRB/QDnW9/BMx8pqtY55/04vKx7PWMsa/BB48LKR/sZoyjr92NtsNkzTPK+hxE8vK54kHctxj+/H6T0N4/+O9VgNLif++Y4nvMdipP07n+Mej2Gk93Cs9cxI9VW87LHWDSPt3+CGIm+3rPh5MNZjNfjfwcvHWjec7Zoz1nPhTO/5+RyrM8UVrxvGWtZIxus6EU8Gj9V4XZ9h5H202+1jvk6M5zXnTOfC4ET+24nrfK4TZyorfqzeTj0aL/t8jvvZrhMT6Zrzdq7PZ6pHx+OaE9+/sX52Rhq95ny+F8Xrq9OPVXz/3u6xil/jR2q0cKFM2ASr3W6nqqqKyspKPvCBD3DixAnC4TBOp5Pi4uJhLShEREQuiFgMWlrggQcGerJOnw55ecmOSkRERC5TDoeDrKwsSktLqaioYMuWLTQ3NzNnzhxgoBX/hg0baGhoYMaMGZSXl+P1eoGBFvB9fX3s27ePBx54gFgsRnp6OtnZ2RiGQX9/Pzt27ODRRx8lGAxSUFDA0qVLSU1Npaura0gcbrc70XJ8PO/L4w+1bDbbeY/6cz4Pjs5kcA+xt+N8EnNnK2u8RkQar2MVfzg20Y7VeJ4L432sxsN4lhXft7db3uBndeNRlo7V2Moar3N0PMoanNwcr7LGo54Z3FBoPMoZr+MO41tnvZOvOTBxr88T7fo1kevR8fzcgK4553K5XHMGj/JwMUzYBGucaZo0NTXR1NRETk4OZWVl59XSRUREREREROSd4vrrr2f27Nk88MADnDhxgi9+8YuYpolhDMxPtWTJEj7+8Y+Tn5+feE18qMaenh6OHTtGR0dHYqi3QCDA/v372bNnD7t378Y0Terr67nzzjtHTKIuWbKE//N//g/p6elD5mQSERERERG5HEzYBGtfXx/btm3jpz/9KRs3biQcDnP77bfzuc99joKCAr7zne8QiUSYPHkyt912W7LDFREREREREblocnJycLvdTJkyBafTSV9fH6ZpYrFYqK6uprKykoqKCjyDpjaI90LJzMxk+vTp5Ofn4/F4EsNpWa1WcnNzmTp16jn/vt1u14hSIiIiIiJy2ZqwCdatW7fy2muv0dzczE033cRvf/tbOjs7E5PmZmRksGXLFkKhkBKsIiIiIiIiclmJz1P6uc99DtM0icViiXXxOYlOH6bOYrGQm5vLmjVruO666xLD68UTpXPmzGHmzJn87d/+7Tn/fnwoXyVZRURERETkcjRhE6ybNm3irbfeory8nL/6q79i3bp1Q8ZNrq2tZcOGDRw/fjyJUYqIyGXBMMDlArt94HcRERGRJIsnNscyL9rgeedGmiMsPv/ReM21JiIiIiIi8k41YROsBw4cIBwO85nPfIb8/PxhN3hFRUVEIhF6enqSFKGIiFwW4snV6mrIywOHI9kRiYiIiIiIiIiIiEgSTdgEaygUIhwO43a7R1zf2dlJLBYbsdWtiIjIuLHZYPJkeOSRgd/Vo0NERERERERERETksmZJdgBnUlhYiNvtZt26dZimmVhuGAamafLUU08RiUQoLy9PXpAiIvLOZxhgtYLXO9CTddBw9SIiIiIiIiIiIiJy+Zmw3T+nTZtGd3c3r7zyCpWVlXR3d9PS0sJbb71FXV0d69evp6ioiNmzZyc7VBEReSeLxaC7GzZsgOJiKC+H1NRkRyUiIiIiIiIiIiIiSTJhE6xXXnkloVCIb3/727S0tHDq1CkikQj3338/9fX1BAIBrrvuOlatWpXsUEVE5J0sEoHDh+Gee+B974OPfQxqapIdlYiIiIiIiIiIiIgkyYRNsBYWFvIXf/EXrF69mp/97GdkZWXR1dWFYRjccMMNfOQjH6GoqAiPx5PsUEVE5HIQDkM0muwoRERERERERERERCTJJlyC1TRNotEoDzzwAF1dXdx666189KMfJRgMEv3Tg22Xy0VWVhZ2ux3DMJIcsYiIiIiIiIiIiIiIiIhcLiZcghXAMAz2799PW1sbN910E3l5eUqkioiIiIiIiIiIiIiIiEjSWZIdwOkMw8BqtRIOh+nr66O7uzvZIYmIiIiIiIiIiIiIiIiIABMwwRo3d+5ciouL+f3vf08sFsM0zTP+iIiIXHCGMfAjIiIiIiIiIiIiIpe1CTlEMEAsFuPIkSNs3LiR119/ncmTJ5OWlobdbh+y3aRJk/jIRz6SpChFROQdz2aD6mp49FHIyYH8/GRHJCIiIiIiIiIiIiJJNKESrJFIhPb2drKysmhra6O3t5ecnBz6+/s5evQoDocDi+XPnW4NwxiWcBURERlXhgFuN0ydCnY7OBzJjkhEREREREREREREkmhCJVh7enpYu3Ytt956K/n5+cydO5dYLMaOHTsoKyvD6/VitVoT2xuGQXFx8Zj+RmNjI21tbXR2duL3+7FYLHg8HtLT0ykrKyMlJQXjT0NAmqZJLBbj8OHDtLa20tPTQywWIzs7m9LSUjIyMoYkeOPzxh44cID29nYMw8DtdpObm0t1dTWGYQwpu7Ozk4aGBlpbWwkEArhcLoqKisjJySEjI2NI3P39/Zw6dYqjR48SDAaxWq2kpqZSU1NDamrqkOMiIiLjLBSChgbw+SAzE1TnioiIiFwQg6cB0pRAIiIiIiIyFhfzfmJCJVgbGhr4xCc+wZIlS7j11lv50Ic+hN/v5yMf+Qh33XUX06ZNIzU19W39jZdeeolXX32Vbdu2cfToUZxOJ8XFxcyZM4dPfOIT1NbWYrFYMAwD0zTp7e3lv//7v3nttdfYv38/4XCYK664go997GMsXryY3NxcYOCN6u7upq6ujn/5l39h69atiQTw1Vdfzde//nU8Hg9WqzUxd+y2bdt45JFHePXVV2lsbCQvL4/3ve99rFq1iqVLl2KzDbw90WiU5uZmHn30UX7+85/T1taG2+2murqar371qyxYsACPx5NI3oqIyDiKRqG5Gf7zP2HhQrj6aigoSHZUIiIiIu8o8YcfsViMvr4+DMMgEokkOSoREREREblUmKaJ3++nv7//ovy9CZVgjSceB4tGo7zwwgt8+MMfZtKkSW/7b9TV1WG1Wvnc5z7HzJkziUajPPXUU7zwwgu8//3vZ/369WRmZmKz2ejr6+OrX/0qL730Eu9617v4+te/TkpKCl/96lf513/9V6666ir+6Z/+CRi4CXzsscf4yU9+QmZmJr/97W+JRCK88cYb/OhHP8Jms/GpT32K0tJSIpEIJ06c4BOf+ATV1dXcddddvPvd7+bVV1/lxz/+Mbt27QJgxYoVGIbBjh07+OMf/8i3v/1tvvvd7zJjxgxOnjzJk08+yfve9z6efPJJZsyYQUpKyts+PiIicppYDNrb4bHHBnquzpunBKuIiIjIOIrFYsRiMQD6+vrYsWMHbrcbh6ZmEBERERGRUTJNk0AgwNGjR4GB+4xoNHrB/t6ESrCeSSwWG7euvJ/61KeIRCKkpqaSkpKCaZqkpaVRUFDAZz/7Wfbt20dtbS0pKSl0dHTw+9//njvvvJNrr72WOXPmYLVa+dKXvsT3vvc9tm/fzp49e5gyZQq7du1i586d+P1+fvCDH1BbWwtAeno6XV1dPPbYY9xyyy0UFRXR19fH448/TkpKCtdffz233HIL6enp5OXlceDAAY4dO8YTTzzBihUrANiyZQtvvvkmN9xwA2vWrMHn8zFt2jQqKyt57rnnePnll3G5XMyaNWtcjpGIiIwgFgMNUyciIiIy7kKhEH6/n1gsxr59+3j/+98PoFGaRERERERkTOJTf8Kf7zNOn350vEyoBGv85mmkm6jxurEqLS0dtiw7O5vc3FxCoRCRSCSR5W5sbOTUqVPMnj2b6upqfD4fpmkyd+5cMjMzaW5u5uDBg0yZMoUjR47Q0dFBRkYGs2bNIiUlBYvFQklJCVdccQU/+tGPaGpqore3l1AoxLZt2ygpKaGyspLCwkIAPB4PM2bMoKWlhZ07dwIDPXiPHz/OyZMned/73kdubi4OhwOv14thGJSXl3Po0CGam5vPut/RaHRIq2Agsb9wYTL5sRhYLCOvM82BUTcvJ/HjG/+AX8iWEzJ6g9+XaDSqhzgTwOCL4IT4vMRiEIth+VM8Ziw2pgrs9LpXRERERIZyOp2kp6fzgQ98gObmZux2e1LjCYfDnDp1ij/84Q/MmjWLBQsWYLfbda8gZ2WaJuFwmH379vHKK6+wcuVKqqqqdO7IqEWjUYLBIE888QSGYXDjjTficDguyANheeeJ10EHDx7kxRdf5KqrrmLy5Mmqg+Sc4ufOpk2b2LFjB2vWrCEvLy/p38fk0hGJROjp6eGxxx4jPz+fVatWYbPZsJwpOXQRxGIxIpEIs2fPTuTqLoQJlWCFgURqa2trYjig3t5eYrEYnZ2dtLS0EA6Hh2zvdDrJyMg4779nmiZdXV20trbicrlIT0/HbrfT09PD8ePHicViVFRUkJ2dnYgvJyeH7OxsWltbOXLkCKZpcuLECcLhMAUFBUPmiU1NTWXKlCkEg0Gampro6urCarVy6NAh5s2bNyz2srIyvF4vW7duTVRu7e3t9PT0MGXKlMSJYBgGdrudqVOn0tTURGdn51n3s7Ozk87OTnp7exPL+vv7aWxsBKC3txeLxTKuX9r8fvD5Rl4XicCgUN7xTNMkEokQjUYJh8P09vYm5tiV5Im/L6ZpEgwG9b5MEPG6DyAQCNDb25vcG8pwGIvfT0osRigcJtTXhzmGCiwQCFy0cf9FRERELkUulwuHw8E999yDaZq43W4Mw0jKA2HTNOnr62PTpk08+eSTLF++nPvuuw+Px6N7BTmr+PzBDz30EK+88gq33HILN9544wV9qCfvLP39/XR1dfHGG29gsVj4u7/7O1JTU3G5XMkOTS4B8Troscce48UXX2TNmjXcdtttqoPknCKRCH6/n3/5l39h9+7d3H333cyfP5+UlBQl52VU/H4/J06c4Nlnn2XKlCl87WtfS+p0H/Fny/39/fh8vgt6Lk+ou4N4T6W///u/x+PxYLVaEwfiP/7jP8jKyhr2psyaNYtvfOMbb+tvPvfcczz66KPMmzePmpoaPB4Pra2ttLe3Y7fbSU1Nxel0DnldfFlbWxsAHR0dmKY5LGHqcDjIysoCBpKcfX19pKSk0Nrais/nG/Ylyefz4XQ66e3tpb+/n+7ubgKBAFarlezs7CEngmEYZGdnc/jwYfx+/1n38+GHH+bhhx/m5ZdfHrbO5XKxbt26xDEfT7fcMvLytjYYIZTLQm9vLw0NDckOQ05z+PBhDh8+nOww5DR79uxJdggYkQhp9fUsCgZpOH6co2+8Qd8YPsPBYHBC7IeIiIjIRGUYBlarlYyMDEzTTNyXJivBapomLpcr0bDZ4/EowSrnFB+5Jv7cyuFwJM4dJTdkNCwWC+FwGIvFgsViwe124/F4lGCVUYlPsac6SMYqPsJlvMeqy+VKnDtKsMpoxb8722w2PB5P0hOspmni9Xqx2WwX9DyeUHcHPp+P973vfYk3AwYOxs0334zdbsdisQw7GB6P5239ze9///u89NJLGIbBD3/4w2GJ1HeK22+/neuvv35IIra/v58XX3yRb3zjG6xYsYK0tLRxTbB2dcGXvzzyuk9/GmbOHLc/NeHFe0q+9dZb+Hw+KisrdXM+AcTfl02bNlFcXExRUZHelwkg3spow4YNTJkyhezs7OT2YI1GMU6exN7cTPHMmeQvWoSZmzvqlwcCATo6Oi5ggCIiIiKXtvh9/kS4HzdNE5vNlvj+abFYsNlsiR+RM4lGo0POHavVmjhvlNyQ0YifL/Ee/Kp7ZCxisdiwOiheD6kOknMZfJ4Mvn4pwSrnEv/uHL9WXW7Xrwm1h1lZWdxzzz1jek1mZuZ5/a1AIMDjjz/OSy+9REVFBcuWLaOqqipRkcR7rkajUQKBAOFweMi444FAgEgkQlpaGkBiTtTe04aNjI8/DZCSkoLL5cJisZCWlkZfXx+hUGjI9n6/n3A4nMjwp6Sk4HA4iMVidHd3Y5pmYlvTNOnu7sbj8ZzzRjQtLQ2v1zvk9YFAgLy8PGAgUZ2SkjKuSYxgEHp6BuZbPZ3VCikp4/anJrx4Ii9+c+7xeDSO/QQQf18Mw0h83i6Hin+ii8ViiSGCnU5n8nsLxGJQXAy33YYjMxNHTg643aN+uWEYE+JhoYiIiIiIiIiIiIiMjwmVSUhJSeGqq666oH8jPufqwYMHeeKJJ7Db7SxatIhVq1aRMijj53K5yM7OxjRNWltb6e3tTQxXFAgE6O7uJhKJkPunXkxZWVlYrVZaWloIhUKJCcT7+/s5efJkYrijlJQUYrEY+fn5tLS0DBvat7W1lf7+fjIzM7FarbjdbrxeL3a7ncbGxkSC1DRNotEojY2NiXLPJt5qabBIJDKkVW78Z7xYLAN5iZEYxsD6y4VpmkPmzx3vYy3nR+/LxDWh3hfDGEioVlWB3Q5O55gqsKTHLyIiIiIiIiIiIiLj6rJ74huJRNi+fTs/+tGPeOONN/irv/or3vve95KVlZUYm9k0TVJTU5k0aRJOp5Ndu3bR0NCQGMv+6NGjnDx5EoBp06ZhGAaTJk3C5XJx7NgxmpubiUajxGIx2tvb2bx5M16vl6KiIjIzM3E4HMycOZO9e/fS1NREJBIhFosRiUTYs2cPPT09TJ06FRjonl9YWEh2djZvvvkm4XCYWCxGNBrF7/ezdetWSktLE4leEREZZ6YJfX3w1ltw/DgEAsmOSERERERERERERESSaEL1YL0YfvrTn/Lkk0+yb98+7r//fioqKggGgzQ1NQEDQ+k6nU7sdjs5OTnccccd/OIXv6ChoYGbbroJj8fDV7/6Vbq7u1m+fDlz5swBYMGCBezYsYMtW7bwqU99iq9+9atEIhHeeOMN/u3f/o27776b4uJirFYrqamp3H333fzmN7/hwQcfpLm5mVWrVvHaa6/x8MMPU1VVxYc//OFEzMuWLaO7u5t//dd/Zc6cOcyYMYPGxkbWrl1LX18fN9xwA9OmTUvK8RQReceLRODwYbjrLnjf++BjH4OammRHJSIiIiIXiM1mIycnhzVr1jB9+nTNQSajYhgGdrudyspKbrrpJkpLSzUFjYyJxWLB6XRyzTXXJKaa0WhIMhY2m42ysjJuuukmysvLNT2ZjEp8zswZM2awZs0acnJydP2SMbFarXi9Xq677jomT56M3W6/bK5fl90nZd26dWzcuJFAIMCXvvQl3G534kbJYrHwxS9+kaVLl5Kbm4vb7eZzn/scDoeDPXv2sGnTJkzTJC0tjTvuuIOlS5cmThSbzcbKlSvxeDw89NBDfOlLXwIG5jZduXIlH/3oR8nNzcUwDKxWK8XFxXzlK1/h9ddf57HHHuPhhx/GZrNx5ZVXsmLFCubOnZuIuaamBovFQltbGw8++CChUAiLxYLX6+U73/kOkydPxuPxXPyDKSJyuTBNCIchGk12JCIiIiJygVksFnw+H4sWLaK0tBSr1aoEq5xTfHqTvLw8rrjiCnJycnTuyJhYLBbsdju1tbWJhMfl8oBa3r74M+fc3FyuuOIK8vLysFgsqoPknOLnTllZGYsWLcLn86nukTGxWCy43W7mzp1LYWHhZfX957JLsF5xxRWkp6ePuM4wDLKyshKte6xWK1OmTGH16tXs2bOHxsZGotEoNTU1rFixgsrKyiGvLS4uZvny5XR3d3Po0KFEedOnT2fSpElD5jt1uVxcc801pKSksHfvXtrb2/H5fFxxxRVMmzaNjIyMRNmpqalUVVVx4403kpaWRk9PD06nk4KCAlatWoXP5xs2v6qIiIiIiIiIjJ3dbqe4uJiPfexjOJ1OHA5HskOSS4TD4WDatGmUl5eTkpKi3mMyJlarFbfbza233ophGEM6hYiMht1uZ8qUKZSUlJCSkqLrl4yKYRg4HA6uuOIK5syZg9frVQ9WGRObzUZ6ejp33nknNpvtsqp7LrtPyuc///lRbxsf3uX666/n+uuvP+f2brebiooKPvvZz46q7MrKyiFJ2rPx+Xxcc801XHPNNaPaXkRERERERETGJp7MsNvtQxo+i5xL/NxxuVy4XK4kRyOXIsMwMAwDn8+X7FDkEhSvg5xOJ06nM8nRyKUkfu54PB6NkiljFj9/rFbrGTs2vpOpr7eIiIiIiIiIiIiIiIiIyCgpwSoiInI2hgE2G+TkQGoqaEh2ERERERERERERkcvaZTdEsIiIyJhYLFBYCF/6ElRWQnZ2siMSERERERERERERkSRSglVERORsrNaBpOoHP5jsSERERERERERERERkAlCCVURE5GxMc+DfSGSgN6vFMjBssIiIiIiIiIiIiIhcljQHq4iIyNlEIlBXB9dcA9/9Lhw5kuyIRERERERERERERCSJ1INVRETkbEwTwmFobITOzoGEq4iIiIi845w4cYKmpib27t1Lb28v/f39eDwevF4vs2fPJjs7m6ysLCwWtVWXAY2NjRw/fpzGxkZ6e3vp7u4GwGKxkJGRgc/nY/bs2Xi9XrxeL4ZGwpFziMVi7N69m+bmZnbs2EFOTg5FRUXMnDmTzMzMZIcnE0woFCIYDFJXV0dzczMnT54kHA4Ti8XweDykpKRwxRVXkJ6eTnp6uuogSTBNk3A4zK5du2hra+PYsWOEQiHC4TButxuPx0NFRQWFhYWUlZUB6Py5jHR0dNDd3c2ePXvo7u6ms7OTYDBINBplyZIl5OfnU1xcPOQ7sfmnEQDb2trYv38/DQ0NtLW1EQ6HsdvtZGVlUVVVRUVFBampqdhs74zU5DtjL0RERC4k04RgcCDRGh8yWERERETeEeIPhA4dOsSWLVv49a9/zcmTJ+no6CAnJ4fCwkI+85nPUFtbS0ZGBoZh6CGjAHD06FFeeukl1q9fT2NjI/X19QA4HA6qq6spKysjPT2d4uJivF4vpmnq3JEzMk2TaDTKpk2b2Lp1K//5n//JzJkzWbFiBQUFBUqwSkL8uhUMBuno6ODZZ59l+/btvP766wQCAUKhELm5uRQUFODz+Zg0aRLp6enJDVomlFgsRjAY5OWXX2b37t289NJLdHd34/f7ycrKIi8vj9WrV7N48WJKS0t17brMtLS0UF9fz0MPPUR9fT0HDhygu7ubQCDAP/3TP7FgwQIKCwuHNTo0TZNTp07x1FNPsW7dOvbu3UtPTw9er5fp06dzww034PV6cblcWK1W4NJP3CvBKiIiIiIiIiKXrba2Nnbv3s2jjz7K66+/zpIlS8jJySE/P5+jR49y+PBhfv3rX5Obm8s///M/k56ejsfjSXbYMgG0tLRQV1dHbW0tS5cuJScnJ/Gg8M0336SxsZHvfe97zJkzh7/+67/Gbre/Y3psyPhraWmhubmZF198kYMHD1JSUqKkqowoFosRCAR47rnnePjhhxO9w7785S/jcrlwuVz4/X5M0yQ/Px+Xy5XskGWCefPNN9mzZw9PPvkkdrudT3ziE6SlpeHxeGhubqa5uZm1a9fS1NREKBRi0aJF5OfnJztsuUjC4TChUIiioiKys7NZuXIlL774Iq+99toZXxMIBHj++ed56623+N///V/mz5/PqlWr8Pl8dHZ2snHjRl599VU2b97MV7/6VSZPnvyO+E506e+BiIiIiIiIiMh56u3tZd++fRw5coSTJ09SVVXF5MmTmTRpEtu3bycajbJ27VpOnjxJS0sLdrtdCVYBBoYCdjgciWEUq6ursVgsRKNR2tra6O7uZtOmTTidTvx+PykpKe+Ih4kyvkzTxDRNWltbOXToEF1dXYTDYXw+nxJjMqJIJEJbWxuHDx/mzTffZPHixRQWFnLFFVeQlpaG1+ulpaUFv9+Pz+fD6XQmO2SZYE6ePMnevXtpamqiqKiIefPmkZubS3p6OocPH2bfvn2J3ov79+9nxowZyQ5ZLiKbzYbL5aKwsBCr1UpFRQV79uwZcdt4j/pwOExdXR0HDhygs7OTwsJCFi5cSF5eHqdOneLo0aMcOHCAHTt20NTURHFxMWlpaRdzty4IfasTERERERERkcvWiRMnePDBB8nOzuamm25izZo1FBUVYbVaKSkpYeXKlezdu5dDhw7x1FNPMX/+fN71rnclO2yZAFatWsWKFSuw2+1YLJYhydO77rqLY8eOceutt3L8+HH27t2bSMSKDBaNRgkGg/zhD3/gscce46677sIwDB5++GElWGVE7e3tPPjggxw8eJD8/HzuvvtuFi5ciMPhwGKxYBgG+fn5mKaZ+L/IYCdOnGDfvn3MnDmT6dOns3TpUmw2GxaLhfz8fAoKCnjuuecwDIPdu3ezatWqZIcsF1FVVRXl5eUsXrwYAKvVyquvvnrW1/j9fn7/+9/j8Xj4y7/8S1avXs2sWbOwWCxUVVUxdepUfvCDH7BlyxY2b95MLBbjqquuuuQbnl3a0YuIiFxoFgtkZcEHPwgLFoDPl+yIRERERGQcxHuN+f1+GhoaKC4upry8HK/Xm+jtY7Vasdls5Obm0t7enpibVQRIDMV5OtM0cTgcOJ1OYrGYkhxyVl1dXezYsYOOjg7S0tIoLy9PnDMiIwkGgxw8eJDe3l6ys7M5ceIEFouF9vb2RM/6/Px80tPTKSkpueQTGDL+3G43aWlpdHR00NXVRTAYTDQU6uvro6+vj66uLjIyMsjJycHhcCQ7ZLmIbDbbsHojPmfqSPr7++nt7aW9vR23201lZSUZGRmJ79MWi4XMzEwyMzPJyMigo6OD5uZmYrHYBd2Pi0G1q4y7xkbw+6G7O9mRiIiMA4sFsrPhzjshI0MJVhEREZF3kEgkQm9vL0eOHOGaa65h6tSpwxJmFouFiooKAoEAR48eZfLkyUmKVi4loVCIQCCAaZpYrVZSUlKw2+3JDksmoIaGBn75y1/icrmYM2cOtbW19PX1KcEqZ+T3+9m2bRv5+fnU1NTw3HPP0dnZyZYtW7Db7WRmZnLNNdcwa9YsbrrpJtU9MkxeXh7l5eVs27YNi8XCyZMnyc3NJSMjg6amJurr69m3bx8LFy5k1qxZ74ihXOXC6erqoqWlhc7OTsrKypgxYwYZGRmJ9VarFbfbTV5eHpWVlbS2tlJfX58YXvhSpgSrjLsf/xjeeivZUYiIjBPDAI8HZswY+F1ERERE3hFM06Svrw+/308sFsPlcpGWljYkqRHvcZiSkoLH46GxsZFAIJCskOUSEO8ZvW7dOrZs2UJubi6VlZUUFxdr7l4ZIhwOs2vXLnbu3MnRo0e57rrrWL58Oenp6fT19SU7PJnAIpEIra2tdHR00NjYyPTp06msrGTJkiWEQiG6uro4cuQIdXV1pKenU1lZyfTp09WLXhJmzZpFTk4Ozc3NtLa28tWvfhWXy4XT6aS7u5tYLMaKFStYvHgxixcvHpIsEzmd3++np6cH0zSx2+34fL5hvZ4Nw8DpdJKamkogEEhsf6lTglVERORsYjFoaoLf/AamT4d58wZ6tIqIiIjIJc00TYLBIOFwGNM0sdlsuFyuEXuNOZ1OHA4H/f39hEKhJEQrl4pIJEJ/fz979uxh27Zt5OXlUVJSQnp6unokSkIsFiMcDnPgwAGOHDlCf38/+fn5zJkzR0NxyjnFYjF6enoIBoO0/v/t3Xd8XPWd7//XmV406r26yJbce8MYXDFlSUJvKdy9QDawN+USbmCzKZv8kpCbu4FN2IQUSC+E0FtMNxjX2NjYxsiWZVlyk9Wl0fQ55/eHognCTQSbsa338/HQA/vUzzlnJIt5z+f7bWtj2rRpVFZWcv755xMMBmlsbGTr1q1s27aNbdu2YbfbmTBhQrrLltNIcXExGRkZlJeX09HRwYoVK7DZbNhsNhKJBHl5eVx33XVUVVVRVlamLmg5rmg0SiQSSQ1v7/F4jjo0ucPhwOv1Eo/HiUajClhFRETOeqYJnZ3w+OMQjcKYMQpYRURERETkqN566y0ef/xx1qxZQ1dXF9/61rcYPXq0OsckxbIsuru7aWlp4f777ycnJ4dvfOMbjB07FpfLpdeKnNBAp3xOTg6lpaVce+21zJ49G5/Ph2maTJs2jVAoRElJCatWraK3t5eLLrpIry1Jefvtt6mrq+Mvf/kLbreb//iP/6CgoICcnBwaGxvZt28fjzzyCPv37ycWizFv3jxKSkrSXbbIaUcBq4iIyPFYVn+w2tAAra0Qj6e7IhERERE5CQzDwOl04nA4MAyDZDJJLBY76qfp4/E4iUQCl8t11E/ki8RisdScdTt27CArK4uysjJGjBhBQUFBusuT00xfXx8dHR0cPHiQUChEY2MjwWCQ3bt3A9Dc3Ex7ezvRaBTTNFmzZg3t7e3MnDkTp9OpoGyYs9lsuFwu/H4/ubm5qa93KygooKCggPr6ejo7O9NUqZyumpqa2LZtGz6fj6KiIiZPnkxubi6ZmZlkZmYSCATIysoiGAyydetWJk6cqIBVjsnpdKb+bTJNk1gsRjKZPGK7gd+1fT7fWfNvmf6vQERERERERESGHcMwCAQC+Hw+bDYb4XCY7u7uo74hFAwGCQaDZGVl4ff701CtnO66urr4+c9/nhoa+Ktf/SpLly6lvLxcobwc4dChQ9TX19PR0UFdXR2bNm0atN6yLBKJBIZhYBgGTz75JKNGjWLVqlXk5eWdFW9Kyz/ObreTk5NDUVERlZWVeL3eI7bJzc2ltLSUnp4euru7z4qhOOXkee2113jiiSf4+Mc/zqRJk1i4cGFqGPtRo0YxZswYDhw4wLZt23jooYc4//zzGTt2bJqrltNVRkYG2dnZGIZBPB6ns7OTQCBwxHaRSISuri7y8vLIyso6K/4t0294IiIiIiIiIjIs2e12/H4/ZWVlhMNhdu/ezZw5c1LrLcvCNE327dvHwYMHqampOaJLSIavgWE616xZQ319PVu2bCEnJ4ebbrqJKVOmkJubi91uPyveQJSTq6ioCMuyuOWWWwgGg0e8Rjo7O3n55Zdxu91kZGQwZcoUqqur8Xq9ej0JLpeLqqoqANra2o46N3gwGKSzsxO/368PBskREokE0WgUwzCw2WypD3MMGFgO/V2HCujleDIyMsjJySEzM5NkMsnu3bvJysoiLy8PINXV2t7ezr59+5g5cyYlJSVnxb9nClhFREREREREZNgxDAO73Y7P50sFrI2NjUQiEZLJ5KBhzg4ePEhLSwuLFi1SwCoppmkSj8dZt24dmzdvpr6+niVLlnD99ddTVFSU6t549xvTZ8ObifLB5efnk5mZycc//nESicQR6/fs2UNdXR2BQICioiKuuOIKxo4di8fj0WtIcLlcVFZW0traSltbG5FIhEQikQrELMuip6eHjo4OMjIyCAQCet3IIKZpYpomyWSSZDKJaZoAqd99Br6A1OtKho+B31ve/fvLu5cNfADRNE0Mw8Dv95OdnU1mZiamabJ7925Gjx6d+n06kUikhsY/dOgQOTk5FBcXnxU/lxSwioiIHI9hgNcLEyZAWRm43emuSEREREROorKyMq655hpefPFFnnrqKcaNG0d1dTUjRozg7bffZsuWLTQ0NOB0Olm2bBnl5eXpLllOE+vXr2flypU888wzRCIRvvCFL1BdXY3P5yMSiRCPx4H+TmmPx4PD4dBwwYJhGLjdbpxOJ5WVlUftDEskEni9Xvx+P1lZWVRUVFBRUYHdbk9DxXK6ycnJ4fLLL+eZZ57h9ddf54knnqC5uZnZs2cTCoXYv38/zz77LG+++SbXXHMNkyZNSnfJcpqprq5m2rRprFixgl27dpGfn09+fj5ZWVk0Nzeze/duHn74YXJzc1mwYEGqE1GGh3g8TiwW4/Dhw6kPAXV0dADQ3t7O/v37qa+vx+fz4fF4yM7Oxuv1cumll1JfX8+vf/1rkskkfX195Ofnc/jwYZ588kneeust8vPzmTFjBjNmzDgr/k3Tb3UiIiLHY7NBVhYsW9YfsmpoHREREZGzSiAQoLa2ls2bN2O326mvr0/Nx1pXV8c777xDZmYmubm5lJSUkJWVle6S5TRx6NAhNm7cSHNzMzabDdM06erqYseOHYO2CwQCVFRUkJWVpYBVgP6OMJvNdszXg8fjwW63Y7fbcTgceDyeo86zKcOTy+Vi5MiRVFRUUFBQwKFDh9i+fTtut5twOMyhQ4fo7e3F4/EwevRoKisrz4pOMTl5ysrKqK2tpaWlhba2NrZv305ubi6BQIADBw6wb98+otEo2dnZjB8/noyMjHSXLB+iSCRCMBhk+/bthEIhAFpaWrAsiwMHDuD1enE6nWRnZ5OXl4fb7cblcjF+/Hii0SgbNmygqamJt956i7y8PNra2ti1axd2u53a2lqKi4s1B6uIiMiwYLNBSQncfnu6KxERERGRUyA/P58lS5ak3vR55JFHaGlpoauri/z8fIqLi7npppuYOHEiJSUlCsgkpa6ujscff5xkMgnAHXfcccQ8dgCTJk3itttuY9asWYwbNy4dpYrIWcTj8VBTU8Pll1/OmDFj+OMf/8hjjz3Gj370IzweD3l5eSxcuJCPfexj/NM//ZM+GCRHuOCCC5g9ezZer5ddu3Zxzz33EAwGiUQi5OTkkJ+fz4UXXsi8efNYvnw5Ho8n3SXLh+jQoUPs3r2b22+/nebmZqB/ZAXTNHn44YdTHxKqqalh1qxZ3HbbbUyZMoXLL7+c2tpabDYb69at45lnnqGvrw+fz0dNTQ0XXXQRy5cvZ9SoUTidzjRf5cmh/ysQERE5kUgE9u+HQACyszVMsIiIiMhZZOBNohEjRqSGcO3u7iYUChEIBMjKymLSpEmUlJRgt9vPik/by8kxY8YMbrvtthNuV1ZWRk1NDTk5OR9CVXI2yMnJ4bLLLsPr9ZKVlaXXjgwyMId4fn4+tbW1XHLJJUyfPp2uri6cTicZGRnU1tZSXl6Oz+c7K4bhlJPL7XaTlZXFOeecQ3V1NbW1tUSjUWKxGH6/n0AgwNixYxk5ciQej0fzsA4z2dnZVFVVccMNN9DZ2XnM7YqKiqiqqiI/Px8Ap9NJUVER5513HmVlZbS0tBCNRnG5XJSUlDBx4kSKi4txuVxnze/TClhFRESOJ5nsD1e/+U1YsAAuvBA075aIiIjIWae6uprq6moWLlyY7lLkDLFs2TKWLVuW7jLkLFRYWMhnPvOZdJchp7m8vDzy8vKYOHFiukuRM4zT6cTpdLJ8+fJ0lyKnocLCQgoLC/na1772vvctKSmhpKTkFFR1etJHD0RERI7HNKGnB156Cd5+G/r60l2RiIiIiIiIiIiIiKSRAlYRERERERERERERERERkSFSwCoiIiIiIiIiIiIiIiIiMkQKWEVEREREREREREREREREhkgBq4iIyFDYbP1fIiIiIiIiIiIiIjKs6Z1iERGR4zEMcLth9GgoKACXK90ViYiIiIiIiIiIiEgaOdJdgIiIyGnN6YQJE+CVV9JdiYiIiIiIiIiIiIicBtTBKiIiIiIiIiIiIiIiIiIyROpgFREROZ5kEg4fhj/+sb+Tdfp0yM9Pd1UiIiIiIiIiIiIikiYKWEVERI7HNKG9HR55BMJhqK5WwCoiIiIiIiIiIiIyjGmIYBERkeOxLIjFoLER2togHk93RSIiIiIiIiIiIiKSRgpYRURERERERERERERERESGSAGriIiIiIiIiIiIiIiIiMgQDcs5WPv6+mhra2Pbtm10dHQQDofx+/2cc845VFVVYbP1586WZQGwdetWmpqaaG1tJRaLUVRUxIQJEygtLcXv96eOm0gk6OnpYePGjTQ3N2OaJj6fj7KyMubOnYvT6Rx07M7OTnbu3MnevXvp6urC4/EwatQoRowYQUVFxaCaw+Ew+/btY+PGjfT19WEYBllZWcycOZPS0lKcTueHdPdERERERERERERETiwWi9HS0oJpmliWRVFREV6vN91liYiIfGDDMmDt6elh27ZtPPDAA+zZs4fm5mZyc3P53ve+R3l5+aAQtLe3l6effpo1a9awa9cuIpEIo0aN4tprr2XBggXU1tYCYBgGPT097Nixg5/+9Kds3bqVRCJBTk4OEydOpLKyktLSUtxuN5ZlYVkW27dv57HHHmP16tUcOnSIjIwM5s+fz7Jly8jNzU2Ft4lEgtbWVp5//nl+/etf09HRgd1up6ioiH/+53/mkksuIScnB7vdnrZ7KiJy1jIMsNshNxf8/v4/i4iIiIiIiMgJHTx4kP/7f/8vwWCQaDTKXXfdxZQpU9JdloiIyAc2LIcITiQSJBIJxo8fz//5P/+H+fPnH3W7SCTC/fffzwMPPEBBQQH33HMPjz/+OAUFBfzoRz/innvuIRqNprZ//vnn+frXv86uXbu47777+NWvfsWNN97I6tWrueuuu2hqagL+Htz+67/+K5s2bWLJkiU89dRTfOUrX2HDhg3cf//9PP7446kO2ubmZp577jm+8IUv8JGPfISf//zn/Od//iczZszg5ptvZu3atXR0dJz6GyciMhzZ7VBZCd/+NlxxBRQWprsiERERERERkTOCaZrEYjGi0SjRaBTTNNNdkoiIyEkxLDtYS0pKWLZsGeeddx4ul4u1a9eyY8eOQdtYlkU4HObBBx/kkksu4dJLL+Xcc8/Fbrdz991384UvfIGdO3fy8ssvc9FFF9HU1MTmzZtpbGzkvvvuY86cOTidTsrKyvD5fHz+85/nxhtvpLi4GIDHH3+cnp4e/vmf/5nrr7+erKwsRo0axb59+1i7di1/+MMfuP766wFYu3Ytr7/+OgsXLuTmm28mMzMT0zQZP348r776Ks8++yw+n4/Fixd/6PdSROSsZxiQmQmLF4PD0f8lIiIiIiIiIifdQMPJ0f5uGMYR27972bu3Pd5+lmVhGMZRjyciIjJUw/JdYofDgcPhwOfzARx1/tJoNEpbWxv79+9n3LhxVFVV4fV6sSyLsrIyKioqCIVCvPPOO1x44YU0NTXR1taGx+Nh6tSp+P1+bDYbhYWFzJ49m0gkQnNzM21tbWRmZrJ9+3bKysooKysjLy8Pm82Gy+ViwoQJ1NXVsX37dsLhMB6PhwMHDnDo0CGmTZtGVlYWbrcbgLy8PKZMmcLevXtpbW097jUnEglM0ySZTKaWRSIR4vE4AMlkctC6D8IwwHaC3mjLgpN0ujOCZVmp+zvwZ9uJbpKcckd7LvrlOv0sy0p9onXg51Zan4tpQjCIsW0bVmEhlJT0DxU8RMlkUp/QFRERERERERmCw4cPs2bNGnbu3EljYyMdHR2YponP56O4uJiqqiqWLVtGeXl56j3SAfF4nLVr19LQ0MDKlStT732OHTuWvLw8Ro4cSV1dHVu2bOHOO+9k6tSp6blIERE5KwzLgHUootEo7e3t9PX1UVZWRk5ODtD/iSeXy0VBQQHNzc3s27cPgEOHDhEKhcjMzKSoqCh1HK/XS3l5OS6Xi8OHD9PV1YXP56OpqYmSkhKysrIGBW1lZWVkZmbS1dVFb28vbrebzs5Ourq6GDVq1KBt7XY7o0eP5u2336anp+e41zMQ0r57KOFoNMrbb7+NZVl0dHQQj8dPyjyugUB//nA8sRi0tX3gU51RBoamjkQiqXl0Jb0GQlXTNOnr66O9vV3P5TRgWRaJRCI1nLrD4Ujvc0kmsbe0kPX000QnTCAyYwbJ/Pwh7x4Oh+nt7T2FBYqIiIiIiIicHcLhMHv27GHHjh3s2rWLtrY2kskkXq+X4uJiWltbGTduHH6/n8LCwtT7BfF4nHA4zNtvv82OHTtYt24d8Xgc0zSJRqPk5eXR3d3Nm2++yRtvvMFNN92U5isVEZEznQLWY4jFYnR1dQGQlZWFx+MZtD4jIwOXy0VnZycA3d3dmKZJZmbmoO0Mw8DhcBAIBOjr6yMUCmGaJh0dHVRUVBzxSatAIIDP58M0Tdrb28nJySEUChEKhcjJyRnUxWUYBrm5ufT29hIOh497Pc899xx//vOfWbly5aDlpmnidDrZuHEjPp/vpHRVVlfD6NHH36atrf/LMPqnNxwuLMuir6+PlpaWdJci72JZFk1NTTQ3N6e7FHkXy7LYvXt3usvAlkgQ2LuX2Q88QMu557K3r49gWdmQ949GozQ0NJzCCkVERERERETODgND9y5atIjLL7+c/L99wLmlpYU33niDFStWYFkWY8aM4bOf/Sz+v40w1dTUxJ49e7j33ntxu91cc801jB07lsrKSt5++20aGhr4zW9+QygUSufliYjIWUQB6zDxiU98gquuuopYLJZaFg6HWbFiBXfccQcLFy4kKyvrpHSJffe7sG3b0LYNBOC//7s/aD2bDXTk/fWvfyU7O5vq6uqjDk0tH66B57J69WoqKyupqKjAofk1086yLOLxOK+99hoTJkygoKAgvc8lFoPt23G73VRWVVE2fz6MHTvk3UOhEN3d3aewQBEREREREZGzg8/nY+zYsWRnZ5OVlZUaVTAzM5PDhw+zZ88e2tvbsdlsg6Y7O3DgADt37sThcFBYWMjUqVOprKyksLAwNVVXVlYWpmmmpkwTERH5IJQkHIPL5SI7OxuAnp4eIpEIgUAgtb6vr49YLEbZ37qYMjMzsdlsRwwDOTAEaW9vLz6fD6/Xi81mIycnh97eXqLR6KDtg8Eg4XAYm81Gbm4uNpsNn8+Hz+ejq6vriMnaOzs7ycjIOKLD9r08Hg9ut3vQ/uFwONVx63a7cblcJyVgTSTgPZd1TG43uFxnf8AKYLPZMAwDu92O2+1WkHeaGOjadjgcuFwuPZfTgGVZqW59h8OB2+1O7xDBhgFOJxgGDrsdu9PZ/4NriJLJpD5QISIiIiIiIjIE+fn5XHTRRUcsLykpwel0kp2dzQ9/+EOam5tJJBKp9W+99RavvfYaI0eOZOrUqVx66aWp9xZKS0upqKhg1apVvPPOO9TV1X1o1yMiImcvJQnH4Ha7yc3NxefzcfDgQbq7uykoKEh1vLW1tREOh1MBa1FREV6vl97eXtra2lLhaCQS4cCBA8RiMQoKCsjOzsbhcFBeXs6GDRvo7e3FNM1UyHPw4EF6enrIzMwkEAhgs9nIzs4mMzOTvXv3DgpIk8kkjY2N5OXlHTE08Xsdbehfu92eWm4YBjab7aQMEQzwrjKPyzTBZjv7A1bLsgbd24H7Len13udyMr8H5B9nmmbqf4IGhgZK63MxjP4fVAN/tdkG/f3EuxuDhncXERERERERkaPr6+ujqamJd955h927d9PR0UE0GiUWi9HZ2Ul7ezu7d+8mEAgQjUZJJBLY7Xa6u7tpa2ujurqa4uJigEH/L+52uxkxYgSHDx9O16WJiMhZZlgGrJZlpTpLoT+oHPh7IpHAMAycTicFBQWUlJSwY8cOqqurqaiowGaz0dLSQnNzM5FIhNraWgzDYMSIEeTl5dHX18dbb73FnDlzcDqdtLW18de//hWXy0VlZSX5+fkYhsHEiRN59NFHOXDgAD09Pfj9fhKJBDt27KCzs5ORI0fi8/kwDIPS0lJKSkrYvHkzvb29BAIBLMuiu7ubzZs3M2PGDAoKCtJ8V4fOss7+QFVEzjKG0d+16nDoB5iIiIiIiIjISTbwfm0wGGTXrl2sXbuWTZs2cejQIcLhMOFwmEQiQSKRoLe3F5fLRSKRIJlMYrfbCYVCBIPB1NDC7+VwOMjPzycjIyMNVyciImejYRmwJhIJ+vr6aGxsBKC9vZ1YLEZTUxPbt28nOzub7OxsfD4fN998Mz/72c/o6ekhFotRUlLC3XffzZ49e5g1axZLly4FoKKigunTp/Pmm2/yxS9+ke9973t4vV42b97MD37wAy655BKqq6sJBAKYpslll13GPffcwyOPPEJLSwtXX301O3bs4Fe/+hW5ubl86lOfStU7d+5cent7+exnP8tPf/pT5s+fT19fHy+//DJbtmzhq1/9KpMnT07HrfyHKJsQkTOKzdY/YfR550FNDfh86a5IRERERERE5Kximiatra2sWbOGO+64g7Fjx1JbW8vHP/7x1Pu0A00vv/zlL4nFYqmAVUREJB2GZcDa0dHBpk2b+Jd/+RcAOjs7CYfDfOtb38Lr9XLuuedyySWXcN1113HTTTcRi8VYv349X/ziF4lGo1RWVnLzzTezYMECXH+bh88wDJYsWUJJSQk//OEP+dznPkcymSQzM5M5c+bw5S9/mYqKitRQl4FAgHvvvZcnn3ySl156iYceegifz8fMmTNZunQpF198cWoYi4qKCpYvX853v/tdHnroIX7zm99gs9koKCjgv//7v5k7d25qwncRETnJ7HaorIS77wavF/z+dFckIiIiIiIiclaxLIuuri7a2trYv38/06ZNY/z48YwbN46srCz8fj9ut5ve3l4cDgfRaDTV9Qr9QwB7PB5CoRChUOiI4yeTSXp7e4lEIh/2pYmIyFlqWAasfr+fUaNGceuttx51fVVVVWro39zcXC6++GJqa2s5dOgQsViM0tJSpk6dmhoyeEBOTg4TJkzgU5/6FHv27ME0Tfx+P5WVlVRVVeF0OoG/z785efJk7HY7U6ZMoaOjA6/Xy9ixYxk9evSgOVWdTidFRUUsX76czMxMenp6sNvtZGdnc84555CVlYXDMSwfpYjIh8Nu7+9i1RDBIiIiIiIiIiddMpmksbGRffv2YZomc+fO5eabb8Zut6eaUPbt20d7ezvxePyI/XNzcykqKqKpqemojSjRaJRdu3bR2tp6yq9FRESGh2GZymVkZFBTU8OXvvSlIW0/Y8YMZsyYccLtBsbyv/TSS0+4rWEY5Ofnc/7553P++eefcHuv18u4ceMYN27ckGoWEZGTxLIgGITNm6G4GMrKQHO2iIiIiIiIiAxZMpkkEonQ1tbGwYMHj1ifSCRwOp24XK5U2LphwwZGjBiBzWbj0KFDbNq0ifXr19Pd3Y3X6x20f3V1Nb29vfz5z3/GbrfzxhtvUFRURE5ODgcOHKC+vp66ujoFrCIictIMy4BV5GQaGIrk/W431P3k1LIsK/VJyIG/y9EZw7VzM5GA3bvhhhvg6qvh05/un4tVRERERERERIYkkUgQDodpaWkhOzv7iPWWZWG323G5XBiGQXNzM+vXr8fhcGC329m+fTtbtmxhy5Yt9Pb2HhGwjho1Csuy+PGPf0w4HGbNmjWMGzeOkSNHsnXrVurq6mhoaCAWiw3f9zdEROSkUsAqcpIkEglM0zxmQBePx7HZbFiWRTQaJZlMfsgVyntZlkUikcBms2GaJpFIRMNtv4fdbsdmsw0aDl1ERERERERE5P04fPgw27Zt4xvf+MYR4Sj0T5E2f/583G43t956K42Njfz2t7/lj3/8Ix6Ph7KyMvLy8rj55pv59a9/TSwWG7R/eXk5mZmZfOYzn6GhoYGHH3449X5GVVUVfr+fyy67jJ07d7Jt2za9zyEiIh+YkgSRD8A0TRKJBF1dXUSjUUzTPOa2yWQSj8cDQGtrq36ROw1YloVpmmRkZBCPx/VcjsIwDJxOJx6Ph0AgMGjuExERERERERGR43G5XJSVldHT00NPTw/AUd8/sywLp9NJbm4upaWlmKZJT08PoVAI0zTx+/2UlZVRW1vLpEmTCAaDuFyu1Ps4Xq8Xm83GlClTcLvdNDQ0EA6Hicfj+P1+srKyyMjIICsrC4/Ho/d/RETkA1PAKvIPsiyLeDxOMBikr68P6A+jjvULmt1uJysrK/XpOYVU6TfwDLKzs3E4HHou7zEQQEciERKJBNB/r947rLKIiIiIiIiIyNGUlJRw5513YprmcRsTABwOB4ZhYBgGV111VWqkuIH32wa+li1bhmVZeL3e1PbQH+YuW7aMxYsXc8sttwB/H3p437593HvvvViWRXl5eaoJQkRE5B+lgFXkH2RZFpFIhLa2NhwOBzk5ObhcrmN2+JmmSTgcxmaz4Xa79Um504RpmvT19eFyuVLzfEi/gQ8R9Pb2Eg6HCYfDqS5WEREREREREZETsdlsJz3MdDqdR12eTCapq6vDZrORn5+feo9u37591NfXs2PHDgKBAOPGjSMjI+Ok1iQiIsOPAlaRf1AikSAejwNQXFyc+tTcsQwMJ+xwOPB4PAryThOmaRKPx3G73QpYj8Lj8eB2u+nt7aWtrS01l7Duk4iIiIiIiIicTuLxOG+88QYOh4Np06alGhzWrVvH9u3bWbduHeeffz5z5swhOzs73eWKiMgZTgGryEkw0I16rNDpaEOqKqBKPz2XoXn3cDvDksMBY8fCk09Cbi4UFaW7IhERERERERF5j2QySWNjIwcOHOCJJ54gmUymhiV2u9188pOfZM6cOSxatIi8vLw0VysiImc6BawiInJCwzpgNQzw+WDCBLDbQcN7i4iIiIiIiJyWbDYbkUiEvXv3Eo1GSSQSFBUVUVJSwpw5c5g0aRJVVVXpLlNERM4CClhFREROJB6Hw4fB74dAQCGriIiIiIiIyGnG5/Nxxx13kEwmU9N6WZaF3W5PzQV7rPlbRURE3i8FrCKSVpZlpf470CU5rLslj8GyLN2jdEkmYe9e+PrX4bzz4JJLoKIi3VWJiIiIiIiIyLvYbDaysrLSXYaIiAwTasERkbQyTZPm5mZmzZrFXXfdxe7du9Nd0mnp29/+Nv/0T//Ez3/+c5LJZLrLGV5ME4JBWLMGdu+GUCjdFYmIiIiIiIiIiIhIGqmDVUSGJB6P88ADD7Bp0yZ6enqOWJ+RkcHYsWP53//7f+NwDP1Hi2EY5OTkcPvtt1NZWUl+fv4R24TDYe6991527tzJ3Llzufjii6l4TwdhLBbjwQcfZOPGjfT29qaW+/1+CgsLGTt2LEuWLKGioiLV/dne3s5tt91GIpHg0ksvZfHixVRWVqb2NU2Tjo4O7rzzTkKhEIsXL2bx4sWMGjVqyNd3soRCIXp6eohEIh/6ueVv4vH+blYRERERERERERERGdYUsIrIkJimyYYNG1i1ahVOp5Py8vJB65PJJH19fakhf4fKMAx8Ph+XXHIJTqcTt9s9aH0ikaCnp4fHHnuM7u5unE4nI0eOPCJgTSaTrF+/nlWrVuF2uykrKwMgGAxy8OBBDhw4gGVZfOpTn8JutwP9oeWf/vQn3G43ubm5VFRUDApY+/r6aGxs5Mknn6Sjo4PMzEymTZv2vq5PRERERERERERERETOLgpYReR9qampYdGiRVx//fWDlttsNpxOZ6p7NRaLEYlE8Hg8JBIJkslkag5Rt9uNw+HAZusfpdwwDGw221HnFY1EIuzfv5/6+no+9rGP4XK5WLVqFcuWLUvt+261tbUsXbqUa665BoDW1lYef/xxXn31Vb797W9zww03HHGugoIC9u7dy7p161i8eHHquC0tLaxfv57MzEy6urpOeG/i8TjxeBzLsvD5fIPqsyyLcDgMkLpPlmURiUQwTRPTNFP30eVyYbfbU0Hw0ZimSTweJxqN4vf7U9c0MFdrMBhM3eeB4ySTSRKJROp5ANjtdhwOB06nE8MwNLeriIiIiIiIiIiIiMgJaA5WEXlfnE4nmZmZFBYWDvrKz88nKysrtd0vf/lLRo0axYMPPsinPvUpZs2aRVVVFTNnzuTPf/4zhw8fBvqDwqamJmbMmMGdd95JfX39oPPt3buXJ554ggsuuIBPfOIT+Hw+nn/++WMOlfve+iZMmMDVV1/NxRdfzP79+2lrayMejw/a58ILLyQYDLJy5cpBx62vr+fZZ5/l2muvJRAInPDePPHEE9x8881cdtllR3TyhkIhPvGJT3Drrbfy5JNPEo/H2bNnD5/+9Kc555xzGDNmDFVVVSxevJjf/va3J5yL9vDhw3z/+9+ntraWrVu3EovFgP4Qtb29nYqKCv7rv/6LXbt2pfZpaGjghz/8YWqI5ZqaGq688kruu+8+Ojs7T3h9IiIiIiIiIiIiIiKiDlaRU6u3t/+rpwdME1sohGG3g9cLgQAUF4NlQTAIhw4d/RijR4PTCZFI/zZHCxYLC8HvB7u9/1ytrf3HfTePB3Jy4F0h6Adxok5Hy7Lo7u7mRz/6ER/72Me4+OKLMQyDdevW8c1vfhOHw8GiRYvIzc0F+oPBgS7Odx9j//79vPjii9xyyy2MGzeO7du34/f7eemll7jgggtwuVzHrG+gQ3Tz5s1s3bqV8vJysrKyjpgjdvTo0fT29tLd3c0rr7zC8uXL6e7upqGhgZ07d/LlL3+ZX//61ye8J3PmzGHNmjW89dZb/PWvf2X69Ok4HA7i8TidnZ288cYb3HHHHYwZMwbLsgiFQsyYMYMlS5aQmZkJwMqVK3nwwQfZu3cv//qv/0pBQcFx73EikTjqsMwDyy3LwjRN+vr6+OpXv4ppmixYsIDPfe5zJBIJXnnlFVavXs3evXu599571cF6NHY7FBXBZz4DU6bA316zIiIiIiIiIiIiIjI8KWAVOZV274YtW2DjRrAsXIlE/zCsfj9MmgRXXgnJJNTVwe9/f/RjfO1r/YFOezs8+ig0NR0Znn70ozB+fH/IunUrPPkkJBKDtxkxAs49F2bN+kCXtH//fp5//nm6u7sHLc/KymLixInMmjUrNfSvzWYjEAgwb948xowZg8PhoLCwkOeffz4VeM6ZM+eY5zp8+DDNzc20t7czY8YMsrOzqaiooKqqipUrV7Jo0aIjAtZ9+/axYsUKOjo6gP7O0XfeeYdgMMgVV1yB2+0+IkT0er2MGjWKQ4cOsWrVKpYuXcquXbtoaWmhsLCQioqKI0LZoykoKKCsrIysrCzWr1/P5MmTcTgc9Pb28s477xCLxRg7diylpaXY7Xby8vKYP38+OTk5qQ7ZjIwMNm3aRFNTE7t27TpuwDpUiUSCDRs2cPjwYaZPn86yZcsYN25cqpN35cqVvP7663R0dJCdnT2kax1WDKP/gwnLl0N+PmRkpLsiEREREREREREREUkjvYsuciodOAB//Ss8+SSGZeEYCEYDAYjF+oPReByam+Hxx49+jP/zf/r/290NK1f2B7bvDVgnTIDy8v5Ou4aG/oD1b0PGpsyY0R+yfsCA9dChQzQ1NbF169ZBy8vKyrjiiiuYMWNGKmB1uVzMnj2bWbNmkZ+fD0B5eTljx46lvr6eHTt2HDdgbWhoYO/evXi9XsaOHYvT6aSyspJx48bxyCOPEAqF8Hq9qfMN1Nfc3MyWLVsA6Ovrw263U1tby4IFCzBNMzUX7LuNHTsWv9/PihUriEajvPnmm7S3tzN9+nT8fv+QOjs9Hg9VVVWMGDGCVatW8alPfQq32017ezvr16+nqKiIESNGkJeXB0BxcTFut5twOEwoFCKZTDJq1Chyc3NToew555wzhKdyfLFYjFdeeQWHw0FZWRllZWX09PQAMGrUKOrq6mhoaODgwYNkZGQoYH0vw+jvOq+p6e8mdzrTXZGIiIiIiIiIiIiIpJHeRRc5lebNg3Hj4MYbsSyLcDiM3W7H5fFg5OT0d5xaFixcCI89dvRjDHQwjhgB3/0uhEJHblNWBpmZ4HDAJZfA1KlHhrA+39+P9QFMmDCBc889l6uuumrQcofDQWZmJna7PbXM6XQydepU3G53aplhGEyePJkdO3ak5mE9GsuyWLNmDXv37mXZsmWp0G/MmDH09vbyb//2b+zduxePxzNoftQJEyawcOFCLr/8cgC6urp4+eWXef311/nMZz7DSy+9REVFBR6PZ9D5Jk2aREFBAd/97ndpamrixRdfxOVyceONN76v+1NbW8v06dP55je/SSgUwufzcejQIV544QUuuugicnJyMAwjNWzvD37wA1avXs3u3bvp6OggkUgQjUaZOnUqLS0t7+vcx5JMJnnnnXfYsGEDr732Gv/+7/8+aH0ikcDpdNLU1ERVVdUR92bYsyzo6oJXX4WqKhgz5qQNtS0iIiIiIiIiIiIiZx4FrPKhs6z+hrBhISurv1u1vBxME7Ovr38OVo+nv9t0IIzMzT12YDPQTej1QnX1kcEpgM3W/wWQl9c/1+p7Gcbft/kA3G43+fn5jBgx4j2HN07a/J0D87euW7eO5557DoDf/e53qXXxeJxEIsGjjz7K9ddfz8SJE1P7ejyeQfVZlkVNTQ01NTXceOON/OEPf+DGG2+ksrJy0Dl9Ph8VFRWcf/75/Nu//Rs7d+7kggsuYP78+amhdIdi9OjRzJs3D8uyePXVV5k4cSL19fVs2bKFb3zjG2RnZwPQ1tbG9773PV588UWWLl3KzTffTGFhIR6Ph+985zvEYjES7x3m+V2Odb8H7s97l/X19TFv3jwWL17M/Pnzj1hvs9kYM2YMPp9vyNc6bCSTsG8ffOUrcNllcOONClhFREREREREREREhjEFrPKhGzbhKvw9+LQssCwsh6M/MHU6B4edQwk/DePvYevxvDu4PQUMw8Bmsw1pGNlEIkFDQ8OgwM+yLPbs2YPH40mFjUezbt06gsEgU6ZMYfny5YPCxEgkwq5du1izZg0LFy5k/Pjxx63Pbrfj9/sB6O7uPmpwaRgGubm5LFq0iHvuuYeamhrGjh2Lx+N5XwGry+UiLy+P6dOns3btWrq6uti3bx/5+fnU1NSkukMjkQibNm1iwoQJzJ8/n1mzZuH1ekkkEiQSCcLhMNbRwvS/8fl8eDweLMuiq6sL0zQBiEajNDc3D9rXbrdTWVnJjh078Pv91NbWDhpWeeD6PR7PoA5k+RvL6g9Ze3ogHIa/3WsRERERERERERERGZ4UsIrI+2JZVmoY2/cyDAOn05kKQ+PxOFu3bqW5uTm1vqWlhfr6es455xzKy8uPeY7Vq1djt9uZNWsWH//4xwetD4VCvPXWW9x5553s27ePnp6e1DDEpmkOqi+RSNDW1kZTUxOmaZKbm3vMcDgQCDBv3jz+8pe/sGDBAiZNmvS+u3JtNhuBQIA5c+awbt062tvbsdls1NTUkJeXlwowTdMkGAzi9/vJzs4mEAhgWRZ1dXV0dHSc8Dwej4eMjAy8Xi/bt2+ntraWWCzG4cOHWb9+PclkMrWtw+Fg6tSpbNy4kX379rFv3z4qKipwOp1Eo1H6+vro7e2lpqbmfV2riIiIiIiIiIiIiMhwpIBVRN6XaDRKV1cX+/fvH7R8oGu0rKwstSwWi7F27Vr+8pe/MHXqVJxOJ88//zz19fXceuutzJgx46jnSCaTvPDCC9TW1jJ79uwjhiNOJpOUlpZy++23s2PHDt555x2mTJmSOmdnZ2eqvp6eHl599VVefvllAObOnUvWMYZ3HQhG//CHP+D1enG5XP/QPQoEAixdupSf//zn7Ny5k9raWi6++OJBYa3T6WTEiBFs2rSJ2tpaPB4PiUSCe+65h/379x8zfH73/kVFRYwcOZKHHnoo1R27a9cu/vjHPw7q0nW5XHz0ox/l97//PS+//DIdHR1cd911ZGdnc/jwYXbt2sW2bdu45557htSZLCIiIiIiIiIiIiIynOmddBF5X/7617+yYsUKvvKVrwxa7vP5GD16NKtXr051k2ZmZnLnnXfy6quv8sADD9Da2kp+fj4/+MEPWLZsGSUlJamhbQeEQiE2b97Mtm3b+OhHP3rUENZms5GZmcn8+fPZtWsXr776aipg3bBhAytWrODLX/4yAH6/n6KiIiZNmsQDDzzA+eeff9xhcAeGCh5wvGF6j8Xv97NgwQLy8/NpbGzEZrPxsY99bFDAWlBQwLe+9S1uv/12fvCDH/Ctb32LvLw8br311tScqCdy7rnnkpOTw5e+9CWuu+46srKymDx5MnfddRdXXXXVoPtVXFzMgw8+yNNPP82zzz7L5ZdfTiwWIy8vjxEjRjB37twhnVNEREREREREREREZLhTwCoiQ+J0Ornzzju55ZZbjjonqd1ux+Px4HQ6U8tsNhtFRUV85StfIZlMEo/HcTqdVFZWkp2dnZovtbi4mIceeoicnByKioqwLIsVK1ZQUVFBXl7eEecaCCq/8Y1vYJomgUAAt9vNXXfdxac//elB9dntdlwuF36/n4KCAux2e2r/wsJCXnvtNYqLiykoKBh07HfLyMjgoYceIjs7m+Li4iHfr9/97ndEIhEyMzMpLS0dtN7hcFBeXs7dd99NMBgkmUzicDgoLS3lggsuwDAMfD5favtbbrmFa665hvz8/FRAnJmZyZQpU/jxj39MOBzGbreTkZFBcXExL730EpWVleTm5qauqby8nKuvvpqlS5cSDAYxTROn04nH4yEQCChgPRbDAI8Hxo6F4mL4BzubRUREREREREREROTsoIBVRIbEZrMxZsyY97WPYRi4XC7Gjh2L3+8/5jYej4eZM2cOWj5v3rwTHru2tnbQsvdbn9vtZv78+fT29qa6bo92HofDcUR9J6oNYPr06cfcxmaz4fF4GDdu3BHr3hvGAlRVVR2xzOFwpELW9zrnnHOOWObxeCgtLT3q8eU4bDbIy4Nrr+0PWY8xxLSIiIiIiIiIiIiIDA8KWEVERI7HboeiIrjllnRXIiIiIiIiIiIiIiKnAQWsIiIiJ/LeuXiPMpS0iIiIiIiIiIiIiAwPmnBPRE6J66+/ns2bN7N8+XK8Xm+6yxH5x8XjsG0bzJ0L/9//Bw0N6a5IRERERERERERERNJIHaxyUhw4AE880f/nffvSW4ucHgKBAIFAIN1liHxwltUfsu7fD52dkEikuyIRERERERERERERSSMFrHJSdHTAs8+muwoRERERERERERERERGRU0tDBIucBNZ752cUOcvoNS4iIiIiIiIiIiIi0k8Bq8g/yG6343A4sCyLcDiMaZrpLknklIhGo0SjUQCcTieGYaS5IhERERERERERERGR9NEQwSL/IJvNhtPpxOfz0dnZiWEYuN1uHA7HUQMo0zRJJBJYloXNZsNm0+cb0s2yLCzLIpFIpJ6ZnsvfWZZFNBqlp6eHWCxGRkaG7o+IiIiIiIiIiIiIDHsKWCWt4nF4/nkwDBg9uv/rTGEYBk6nk0AgQEdHB319fUSjUex2+zED1nA4jN1ux+VyKag6DQwErKFQCKfTidPp1HN5F8uyiMVixONxHA4HgUAAwzCGXwerzQbZ2fBP/wRTpkBGRrorEhEREREREREREZE0UsAqaRWJwH339f/5hhvOrIAV+odLzczMJBaLEQwGCYfDx9zWNE36+vpwOBx4PJ7hF1KdpkzTJBgM4nK5cLvdei5H4fP58Pv9ZGZmpruU9LDbobQU/u3fwO+HQCDdFYmIiIiIiIiIiIhIGilgFfmAbDYbhYWF5Ofnk0wmSSaTR90ukUjw5ptvkpWVRWlpKQ6Hvv1OB/F4nPXr11NeXk5ZWRl2uz3dJZ1WBrp6B4LnYRtAu91QUZHuKkRERERERERERETkNKCER+QDeHfYNDCv6rGCU5vNhmmag+ZqlfQbeC52ux23262A9T2GfbAKYJpw4AD84hf9QwTPnQtFRemuSkRERERERERERETSRAnPGcQ0TdatW8fmzZtpaWkhFotRVFTE0qVLqaioGL7Dd54mjhdEWZY1aG5PwzA01+dpYOC5WJYF6LnIMZgm9PTAyy/3d7JOnpzuikREREREREREREQkjRSwniHi8ThdXV08/fTTbNmyhba2NhKJBBkZGdhsNs477zwmTJigrkgRkZPNsiAahfp6aGmBWCzdFYmIiIiIiIiIiIhIGimNO0N0dXXxl7/8hfvuu49bbrmF888/n5KSEn72s5/xve99j66uLsrLy8nLy0t3qSIiIiIiIiIiIiIiIiJnLY2FeYY4dOgQP/3pT7n66qu54YYbuPDCC5k6dSrf//73qaysZNu2bTz77LPpLlNERERERERERERERETkrKYO1jNAMpmkt7eXuro6rr32WvLy8nA4HFiWhdfrZfz48XR1dVFfX3/MYyQSCRKJBKZpppaFQiGi0SgAwWAQm832vueffPBB6O3t//qgXn0Vdu0Cw4BPf7p/qsOzSTweJxKJEAqF6O3t1XDOp4l4PE40GiUUCtHT06PnchqwLCv1XPr6+ujt7cVut6evoHgcgkHspokVi2EGg/1zsg5ROBwmHA6fwgJFRERERERERERE5MOkJOEMEI/HCYVCdHV1UVZWhsfjAcAwDACKi4vp7Oykra3tmMfYtWsXDQ0NHDx4MLUsFouxefNm4vE4f/7zn/F6ve87YH30UQgG/4GLOor9+//+58zMsy9gTSaTNDQ04Pf72bRpU3oDIwH6gzzTNNm1axd5eXnk5ubquZwGLMsimUxSV1dHfX09mZmZ7/tn00mVTMK+fdjDYcx33sF6+mkoLh7y7rFYjE2bNgH9P88tyzpVlYqIiIiIiIiIiIjIh0AB6xlgoIvLNE0yMzOP6LALBAJYlkXvcdpI165dy+OPP86qVauOWOfz+fjWt7510uv+IP7jP9JdwclnWRY9PT04nU68Xm8qIJf0siyL7u5uPB4Pbrdbz+U0YVkWnZ2dZGRk4HQ6T4/nYrPBm2/2f/0DsrOzicViClhFREREREREREREznAKWIeJ66+/nquuuopEIpFaZlkWsViMYDBIbm7u6RFgnMV6e3u59NJLmTt3Lv/+7/9ORkZGuksa9gY+mHDOOefw6U9/mv/5P/8nPp8v3WUNe6Zp0t3dzeTJk/mv//ovLrroIrxeb7rL+kAGhjwuKSlJbzeuiIiIiIiIiIiIiHxgCljPAF6vNzVEZkdHB/F4fND6rq4ubDYb2dnZxzyGy+XC6XQe0TllWRY5OTkaFvUUsywLy7Kw2+24XC4CgYAC1tPAwJzEhmHg8XjIyMjA7/enuSpJJpOpZ+P1egkEAmd8wDrwM0DhqoiIiIiIiIiIiMiZTwHrGcDhcOD3+yktLaW+vp4ZM2YAf3/Dfs+ePViWRVlZ2TGPYRiGOlTTaCBcHXgONptNofZpwDCMQc/FbrfruZwmBoJIfb+IiIiIiIiIiIiIyOlGrTRnAJvNRiAQYOLEiWzZsoX9+/fT09NDOBxm37597NmzB4/HQ3V1dbpLFRERERERERERERERETmrqYP1DFFQUMD111/PrbfeSllZGZ2dnRQXF/Ozn/2MAwcOcMkll7Bw4cJ0lylDpG7i04s6vE9Pei4iIiIiIiIiIiIicjpSwHqGyM3N5bLLLqOlpYVnnnmGP//5z0QiEUaNGsV3v/td5syZQ05OTrrLlONwuVx88pOfZMSIETidznSXI/QHeC6Xi3/5l39h1qxZei6niYE5cT//+c9TW1ur5yIiIiIiIiIiIiIipxXDsiwr3UXI0FiWRUNDA01NTfT09JBIJMjKymLcuHHk5ubi9XrTXaIcg2VZmKZJY2MjPp+PwsJCzSl5Ghh4LvX19eTl5ZGbm5ua+1PSZ+C51NXVUVZWRiAQ0HMRERERERERERERkdOGAlYRERERERERERERERERkSFSS5CIiIiIiIiIiIiIiIiIyBApYBURERERERERERERERERGSIFrCIiIiIiIiIiIiIiIiIiQ6SAVURERERERERERERERERkiBzpLkDkTJJIJOjt7aWzs5NEIoFhGLjdbgoKCnC73dhsR//MgmVZxGIxurq6iEQixONxEokE+fn5BAIB3G73Efskk0l6enro6uoikUgA4HK5Uuey2+2n9FrPJLFYjGAwSGdnJ8lkEpvNhsfjIS8vD4/Hg2EYR91v4Ll0dHQQjUZJJBIkEgkKCgrIzMzE6XQO2r6vr4/e3l66urqOOJbL5aK8vByXy3UqLvGMFI1GCQaDqdeww+HA6/WSk5Nz3OeSSCQIBoP09PQQi8UwTTP1vZabm4vb7R70bAaeY3d3Nz09PZimid1ux+v1kp+fj9PpPOa5RERERERERERERETeLwWsIkNkWRYdHR089NBD3HfffbS0tODxeBg3bhzf+c53mDx5Ml6v96hBjmma1NfX85Of/ISNGzfS2NjIgQMH+PrXv84VV1zBxIkTjzhXX18fv/vd7/jJT37C/v37MQyDmpoavvvd7zJ58mQyMzMVGtF/r/bv389jjz3GfffdR2trK9nZ2UyePJmvfvWrTJs27ZgBWzweZ9euXXz/+99n69atNDc309bWxre//W2uueYaqqqqBm3/xhtv8PDDD/Pzn/980HK73U51dTVPPfUUY8aMOaXXe6awLIu6ujqeeeYZfvKTn9Da2kpxcTGzZ8/mC1/4AjNmzMBmsx31uXR2dvLoo4/y0EMPUV9fT29vLw6Hg8mTJ/O5z32OGTNmUFpaOmjf3bt386tf/Yrf/OY39PT0UFxczJw5c/ja177GqFGjsNvt+n4RERERERERERERkZNCAavIEO3YsYMXXniBb37zm9x5553U1tbS0dHBCy+8wHXXXcfvfvc7pkyZgt/vP+r+4XCYoqIiLr74YhwOB9///veP2YW6Z88eXnnlFb72ta/xhS98gQkTJpBMJnn66ae58cYb+cEPfsB5551HIBA4lZd8Rti4cSPPPPMM999/f+q5NDQ0sHLlSq699lqeffZZRo4cicfjOWJfy7IIh8OUlpZSW1tLT08PDzzwwHGDuIFQ/Ze//CVerxcAwzBwuVxUVlaesus806xatYqHH36Yp59+mttvv50JEyawceNG1qxZww033MArr7xCYWHhUTt+e3t7Wbt2LRdddBFjxowhJyeHZDLJr371K+666y6uv/56brnlFgoKCgBYsWIFzzzzDE8//TTf+c53KCkpYfPmzbzyyitce+21PP300xQVFanrW0REREREREREREROCgWsIkP09ttvs2HDBmbMmMHy5cspLCwkEolQVFTECy+8wIYNG8jKymLChAlH7Guz2RgxYgQf+chHMAyDzs5O7rvvvmOea8+ePaxcuZIZM2ZwwQUXUFFRgWVZ5Ofn89JLL/Hmm29SVFTEzJkzT+UlnxE2btzIO++8w8yZM7nwwgvJy8tj9OjRFBQU8Morr7B69Wo8Hg8jR448Yl+Hw8HIkSO58sorcbvd7Ny5k9/+9rfHPZ/NZsPtdjNq1KhBYbphGEcMKTycrVq1ikOHDjFr1iwuvPBCcnNzKSkpITs7m7Vr1/Laa6+xZMkSioqKjti3oKCA//E//gcFBQVkZ2fj8XgwTZObbrqJTZs20djYSH19Pfn5+QCsX7+ehoYGli5dyvnnn09GRgYlJSXk5OTwpS99iTfffJNZs2ZRWFj4Yd8GERERERERERERETkLKWAVGQLTNGlqamL37t0sX76cMWPG4PF4sCyLrKwsioqKqKurY/z48UcNWA3DID8/PxUINTY2HrObzjRNDh48yLZt27j00ksZO3Ys2dnZWJZFXl4eJSUl7Nmzh8bGxmEdsFqWhWVZ7Nq1i5aWFpYsWcKYMWOw2Wzk5eXhcDgoKipi69atTJo06agBq91uH/Rcent7jzmP7gDTNAmFQqxfvx6v14vb7SYQCFBdXX1KrvNMM/Bctm/fTjgcZtGiRVRXV2MYBrm5uYRCIQoLC9m0aRMzZ848asAaCAQ477zzjjjunDlz8Hg89PX10dnZCfR3hg8MI7xw4UIqKyux2WxkZmZiWRYul4sdO3ZQXV2tgFVERERERERERERETgoFrCJDkEgkOHz4MO3t7UybNi0Vjg50LU6fPp2DBw9y+PDhk3Ku9vZ2Dhw4wLRp01JDqBqGgc1mY+rUqbS1tXHgwIEPfK4zXTwe58CBA4RCIaZMmZJabhgGXq+XadOmsWfPHrq6uk7K+QzDwDRNWltbue2223A6neTl5TF+/HjuuOMORo4cicvlGvZzfcbjcZqbmwkEAoPmFzYMg4yMDKZMmcLOnTvp6+sb8jEty6K3t5dEIpEKtQFaWlpob29PzdE6cO9dLhfZ2dnU1taye/fuk/YaEBERERERERERERFRwCoyBF1dXYRCIWw2G4WFhYMCNMMwKCgoYO/eve8rMDqWnp4egsEghmFQWFg4qNN1oBO2qamJnp6eD3yuM11nZyeRSASHw0FBQcGg52K32yksLKShoYFwOHxSzldeXs7y5ctZsGAB1dXVdHd3s3HjRh599FEuvvhiHn30UcaNG4fb7T4p5ztTdXR0EI1GKSgoIC8vb9A6l8tFQUEBO3fuJBqNDvmY4XCYr3/965imycSJE5k1axYAra2tRCIR3G53ak7WAXa7nYKCAjo6OohEIh/8wkREREREREREREREUMAqMmSWZR1z3YfZsWgYxnFrkVOnqqqKoqIiTNPE6/WSSCSorq5m8uTJ3HDDDbzxxht4PB5qa2vTXWpanezX5549e3j++edZsWIF/+t//S8WLVqU6uw+EX2/iIiIiIiIiIiIiMjJpoBVZAjcbjdOpxPLsgiFQoPWDSwb2OaDcrlcuFyu1HHfGw6FQiGcTueQA6azmcfjweFwYJom4XAYy7JSYffAXKkD25wMPp8Pn883aJnf78fpdBIIBNi/f39qbtDhzOv1YrfbSSQSR3QPJ5NJQqEQPp/vmPMQv1t9fT2rV6/mhRdeYMGCBZx77rlUVVVhs9mwLAuv14vD4Ugd990sy6Kvr4/8/PwhnUtEREREREREREREZChs6S5A5EwwEKzZbDZaW1sxTRPoD3Asy+Lw4cMEAgH8fv9JO5fT6aS1tZVkMjnoXK2trfh8vtQclMOZ3+/H6/UC/UPFDrAsi2QySWtrKzk5OXg8nlNWg91ux+PxkJOTQ19f30kbjvhMNvBcBuYTHmBZFvF4nLa2NvLy8o77IQHLsuju7ub111/nxRdfpLGxkc9+9rOMGzdu0Gt/4PkOHPe952pvbz/lrwERERERERERERERGV4UsIoMgdPppLS0lOLiYlavXk0ymUx1lsZiMVavXk1lZSUlJSXA38PQd3efHm3Ze9cBOBwOCgsLGTFiBG+88QbRaDS1LplMsnbtWvLz86mqqjrVl31aMwwDp9NJVVUVgUCAdevWDbqPoVCI1atXU1NTQ35+/jHv/1Cfy3u3HfhKJBIEg0GamppOWsh+JjMMA5fLxejRozEMg40bNwJ/v3fd3d2sXbuWSZMmEQgEjvtcfvGLX/Df//3fdHd3c//99zN58mTcbveg7cvKyigqKiKRSAx6DcRiMTo6Oti8eTPjxo07Yi5YEREREREREREREZF/lIYIFhmiWbNm0drayg9/+ENmzpzJ+PHjaW9v57nnnqOvr49ly5YxYcIEDh48yN13301hYSGXXXYZ48ePT3XTNTc3E4lE2L9/P7FYjMOHD7N7924cDgder5fKykoMw2DChAl85CMf4e6772bSpElMnjyZRCLBk08+SU9PDwsWLGDWrFnpviWnhUWLFhEMBvn973/PrFmzqK2tpb6+nhdffJFQKMSll17KyJEj2blzJz/+8Y8pKirihhtuoLKyMvVc9uzZQyKRoKGhgXg8TktLC7t27SISieDz+SgvL8cwDF566SW2b9/OnDlzKC0tpbu7m82bN/PYY49hs9lYvHgxNTU16b4lp4VLL72URx99lN///vdMmjSJ8ePHs3HjRl566SUikQhXXHEFxcXFrFu3jj/96U8UFBTw6U9/mtzcXA4fPsyf/vQn/t//+39cffXVLFmyhOLi4lSXssvlwu12p7pSFy9eTDQa5b777mPMmDGUlpayadMmnnvuOYqKiliyZAmlpaXpvB0iIiIiIiIiIiIichZRwCoyRKNGjWLRokXU1dXx5JNP8txzz5FMJolEItx2223U1NQQCATo7e1l9+7dRCIR+vr6gP5uvK6uLu6//34aGxvp6+uju7ubl19+mbq6OkpKSqiurubOO+/E4XBQVlbGokWLePPNN3nhhRd45ZVXsCyLYDDIzTffzJQpU8jKykrzHTk9jB8/nlAoxKFDh3j44YdxuVzEYjGSySS33XYbI0aMwOfzEQqF2L17N9FolGg0CvTP09rV1cX3v/99Ojo66OjooLOzk+eff54dO3ZQWlpKTU0Nt99+OwCdnZ1s2bKFjRs3YhgGhmEQj8ex2Wzccccd1NTUDPsO1gHTpk2ju7ubSCTCQw89hNvtJhwO43A4uPXWWykvL8ftdtPT05P6fkkkEgB0dXXxzDPP0Nrayquvvsru3bvJzs5OHbu2tpbZs2ezZMkSAObMmYNlWfT09PDggw/icDiIRCIYhsHnP/95CgsLT8r8yCIiIiIiIiIiIiIioIBVZMjy8vKYPHkyV155JY899hgdHR243W5Gjx7NddddR3FxMU6nE5fLRXV1NYWFhYPCNtM06ezsTM0TOXv2bIDUUKY9PT2pbbOyshg/fjxXXXUVTz31FK2trRiGwciRI7nmmmuorKw87vyVw0lRURHTp0+nr6+Pxx57jM7OTgKBAGPGjOG6664jJycHh8OBz+dLPRe3253a3zRNOjo6Us9loDM4FAod8Vyys7MpKipi165d9PT04Pf7yc/PZ8qUKdxwww0K8t6lrKyMefPmAfDUU0/R3t5Obm4u48aN48orryQjIwObzUZmZiajR4+msLAQh6P/nyS73U5WVhbz589PBafvfg65ubkEg8HU30eMGIFhGPT29rJixQp6e3vJzc1l/PjxXHnllfj9fmw2jYgvIiIiIiIiIiIiIieHYR1t4kERERERERERERERERERETmCWnpERERERERERERERERERIZIAauIiIiIiIiIiIiIiIiIyBApYBURERERERERERERERERGSIFrCIiIiIiIiIiIiIiIiIiQ6SAVURERERERERERERERERkiBSwioiIiIiIiIiIiIiIiIgMkQJWEREREREREREREREREZEhUsAqIiIiIiIiIiIiIiIiIjJEClhFRERERERERERERERERIZIAauIiIiIiIiIiIiIiIiIyBA50l2AiMhQ3XvvvUQiEUaPHs1VV12V7nJERERERERERERERGQYUsAqIifdm2++SWdnJy6Xi/nz52MYxhHbdHV10djYyM6dO1m2bBmZmZnY7fbjHnfr1q0Eg8FTVbaIiIiIiIiIiIiIiMgJKWAVkZPuiSeeYOPGjXi9XubNm4fNZjsiZG1oaOBPf/oTv/jFL3j55Zfx+XwnDFhFRERERERERERERETSTXOwishJt3TpUioqKnjjjTc4ePAgyWTyiG1WrlxJXV0dU6ZMYfz48bhcrjRUKiIiIiIiIiIiIiIi8v4oYBWRk27KlClMmjQJt9vNY489Rl9fX2qdZVmEQiHWr19Pa2sr06ZN44tf/CIXXnghc+fOZc6cOXz0ox/lscce49ChQyc81x133MHVV1/Nq6++immaqeXNzc3Mnj2b3/zmNzQ2NqbOfejQIf7zP/+Ta6+9ltmzZzN37lxuvvlmnnjiCVpbW0/6vRARERERERERERERkbOLAlYROen8fj+VlZXU1NTwyiuvEA6HsSwL6A85t23bxqFDhwgEAsyZMweAadOmsXDhQs4991xyc3P57W9/y8aNG2lvbz/uuQ4cOEBjY+MRc7PGYjF27txJR0cHsVgMy7KIxWI8+OCD1NXVkZmZyfnnn8/ChQsJBoO89NJLPPXUUyQSiVStIiIiIiIiIiIiIiIi76U5WEXkpLPZbJSVlTFz5kx++ctf0tHRQW5uLi6XC8uyWLNmDdFolOrqaqZPn04wGGTy5MlkZWURjUbZtGkTX/ziF5k6dSrl5eXk5eV94Jri8TiHDx/mj3/8IwsWLODcc89l1qxZ2Gw2/vCHP7By5Ur27dvHxz72MXJyck7CXRARERERERERERERkbOROlhF5JQYMWIES5YsYd++fbz55pu0tLRgWRamafLMM89QWlrKzJkzqaqq4uMf/ziTJ0+msrKSMWPGcNVVVzF//nyam5t56623Tko97e3tvPjiiyQSCT7xiU9w9dVXM3LkSKqqqrj99tupqalh7969bNy4cdBQwyIiIiIiIiIiIiIiIu+mDlYROSWysrKoqalh9uzZrFixgsLCQgoKCti7dy9r167lzjvvZN68eQSDQe6//35eeOEFDhw4QG9vL/F4nK6uLmbOnMn48eNPSj3BYJBt27axZ88eLr30UlwuV2qdZVn09PRQWlpKY2OjhggWEREREREREREREZFjUsAqIqeEYRj4fD4uuOACnn76aRobG1NzsmZnZ1NbW4vNZuPxxx/nkUce4ZxzzmHx4sX4/X4cDge/+c1v8Pl8JBKJIZ3vaKHou/dNJpOEw2Gqqqq48sorKS8vH7StaZoEAgGmTZuGzabmfhEREREREREREREROToFrCJyyrjdbhYsWMDvfvc7mpqaeOedd3j99depqamhrKyMSCTChg0b6OvrY+7cudTU1JCdnY3D4eDJJ5/EMIwTdpM6nU5sNhuRSCS1LBaL0dfXRzweTy2z2+1kZGTgcDg455xzmDJlyhFBqsPhwO/3YxjGyb0RIiIiIiIiIiIiIiJy1lDAKiKnjMvl4pxzziEzM5P6+nqi0SivvfYat956a2q44KamJqZNm8a8efMoKSnBsixCoRAHDx4kNzf3hOfIyMjA5XLR0tJCMpnENE06OjrYu3cvsVgsFdD6/X7GjBnD4cOHSSaT+Hw+AoFAKsQd6HZ999DBIiIiIiIiIiIiIiIi76WAVUROGcMw8Pv9XHjhhbz88ss8++yzRKNRrrjiCkpLS2lvb6e0tJSnn36adevWMXr0aHp6evjtb3/Lvn378Pv9JzxHTU0NDQ0N/OIXv2Du3LkYhsHKlSt55JFHcDqdqe2Kioq4/PLLuffee7n77rtZsGABH/nIRygpKWH//v1s3LiRWCzGddddR2lpqbpYRURERERERERERETkqBSwisgpMxBSXnDBBdTV1bFz507mzZtHcXExLpeLMWPGcOONN7J7926+853vYLPZyM3NZdq0aZx33nkkk8kTnuOSSy4hMzOTX/ziF9x0001kZ2czZcoULrvsMrZu3ZqqwWazkZWVxU9/+lMeffRR3nrrLV566SXi8TiZmZmUlJQwdepUDREsIiIiIiIiIiIiIiLHpYBVRE652tparrnmGmbMmMGIESPwer3YbDYyMjIYM2YMn/zkJ2lqaiKZTBIIBBg/fjyzZs0iFotRXl6eOs4ll1xCLBajpKQktaykpIS5c+eSTCZpbm5ODQVcXl5OOBxm1qxZ5ObmYhgGdrudyZMnE4lEGDduHC0tLcRiMTIyMigsLEzVJiIiIiIiIiIiIiIiciyGNTBBoYiIiIiIiIiIiIiIiIiIHJct3QWIiIiIiIiIiIiIiIiIiJwpFLCKiIiIiIiIiIiIiIiIiAyRAlYRERERERERERERERERkSFSwCoiIiIiIiIiIiIiIiIiMkQKWEVEREREREREREREREREhkgBq4iIiIiIiIiIiIiIiIjIEClgFREREREREREREREREREZIgWsIiIiIiIiIiIiIiIiIiJDpIBVRERERERERERERERERGSIFLCKiIiIiIiIiIiIiIiIiAyRAlYRERERERERERERERERkSFSwCoiIiIiIiIiIiIiIiIiMkQKWEVEREREREREREREREREhkgBq4iIiIiIiIiIiIiIiIjIEClgFREREREREREREREREREZIgWsIiIiIiIiIiIiIiIiIiJDpIBVRERERERERERERERERGSIFLCKiIiIiIiIiIiIiIiIiAyRAlYRERERERERERERERERkSFSwCoiIiIiIiIiIiIiIiIiMkQKWEVEREREREREREREREREhkgBq4iIiIiIiIiIiIiIiIjIEClgFREREREREREREREREREZIgWsIiIiIiIiIiIiIiIiIiJD9P8DT7urWuo772kAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(24, 16))\n", + "fig.add_subplot(1, 2, 1)\n", + "fig.add_subplot(1, 2, 2)\n", + "axs = fig.get_axes()\n", + "labels = [\"A\", \"B\"]\n", + "for i, ax in enumerate(axs):\n", + " ax.set_axis_off()\n", + " ax.set_title(labels[i], fontweight=\"bold\", fontsize=\"xx-large\")\n", + " img = image.imread(paths[i])\n", + " ax.imshow(img)\n", + "fig.subplots_adjust(wspace=0.0, hspace=0.0)\n", + "fig.savefig(\"panels/r_0_2/si_posteriors_autocorrelations_r02.png\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "markdown", + "id": "f3b8a9a0-4088-49de-9461-e2a79f169e55", + "metadata": {}, + "source": [ + "### Inference results when fitting to all SEIR compartments" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "94681971-8bb3-4b1e-82a1-5b0b0c8921ec", + "metadata": {}, + "outputs": [], + "source": [ + "inferred_seir_path = \"inference_outputs/r_0_2/bgk_AR1/inferred_SEIR_CI.png\"\n", + "posteriors_path = \"inference_outputs/r_0_2/bgk_AR1/posteriors.png\"\n", + "inferred_Rt_path = \"inference_outputs/r_0_2/bgk_AR1/inferred_case_R_t_CI.png\"\n", + "paths = [inferred_seir_path, posteriors_path, inferred_Rt_path]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b3cf932d-0992-40f3-9507-67a089f2226d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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HXXfdhZEjR6KkpAT/+7//i7KyMqjVatTX12P58uUAgJEjR+KOO+7A9OnTUVxcjJ/97Ge49dZbMW/ePAwfPlxZT0NDAw4fPoz33nsPtbW1kGUZQUFBGDt2LO69917ExMTAYDAo87/33nvYsWMHysvL8a9//QvLly/HkSNHcPr0aeh0OsycORNz587FuHHjvlIg9Mz3SJIEo9GIzMxMdHZ2wmKxoLOzE2FhYQB6Sz7X1NTgww8/RHFxMdrb2+F0OmE0GjFhwgQsWrQIo0ePRmBgIABg3bp1WLduHVatWgUA+I//+A+YTCalQ/If//gHUlJSEBgYCFmWsXnzZmzduhUlJSVoaWmBTqfDqFGjMGXKFMyePRvh4eEDCqq3tbWhpqYGNTU1uOeee2A0Gs/5PlmWsXLlSuzevRuVlZVwOBzIyMjA3XffjczMzD6lp10uF+rr6/H666+juLgYLS0t8Hg8SE5OxnXXXYfc3FxkZGQAALZv345Vq1Zh9erVAIBf/OIXCAoKgk6ng1qtxtNPP42RI0fC7Xbj2LFj+OSTT1BdXY2uri64XC5ERERg1qxZmD59OrKzs/scX0mSMGHCBCxfvhz19fU4dOiQ8pkgokvLVzb0zM9lRkYG4uPjUVBQgNOnT8Pj8SjThBCora3FZ599hoKCApw6dQpOpxOxsbHIzs7G3LlzkZ+f73etEkLAZrNh9+7d2Lt3Lw4fPoz29nYYjUZERUUhKysLDz30EMxmMzQaDWRZRmdnJ95++20UFhaipqYGDocD8fHxmDJlCiZMmICJEycC6H2gZuPGjXjxxRcxadIkfOc730F0dLTfNjqdThw9ehRPPPEElixZgptuuglpaWkQQsDtduOTTz5BQUEBioqK0NraiuDgYGRkZGDcuHG47bbb/MaodDqdWLBgAfLz85GRkYGIiAisWLECDQ0NmDx5MsaPH4833ngDKSkpuP322/sEC71eLywWC5YtW4a8vDzMmTMH8+fP/9LHyyc0NBSxsbGIiopCTU2N33jpQggcP34cO3bsQHFxMWpqatDR0YGgoCAkJycjNzcX3/zmN6HX6yFJEhobG/H3v/8d7777LhobG9HY2IjJkycry7v++uvx5JNPAui95xQXF2Pv3r3YtGkTGhsboVarERERgdzcXDzwwAMwm83QarUX3CaHw6Hs+/j4eOXec/Z+a2lpweuvv47CwkLU19cjICAAM2fORGZmJux2O/76178q96OQkBB4vV4cP34cmzZtwqlTp1BfX4/Ozk4EBwcr4wwvXboUOp1OOb5nfq/Lzs7Gt771Lbz00ksoLi6Gx+NBZGQkbr75Zlx//fXKd7oVK1bg5MmTMBgMyMjIwPXXX4/Zs2crx8nhcGDz5s146aWXMHPmTEyZMgX79+/H1q1b0dPTg9DQUEyYMAHf//73Icsyjh8/jjVr1mD//v0AgOHDh2Py5Mm4++67lXPAdwzef/99HDlyBDU1NWhpaVE+i2PGjMGMGTMwefJkv8+i7/e0tDQUFRVh7dq16OrqQlhYGIOsZ+HeICIiIiIiIiK6hIQQqKiowKFDh9DS0oLg4GBUV1dDCAGHw4G2tjZ0dHQgJycHo0aNUsa5M5lM0Gq1UKlU0Gq1MJlMkCQJAQEBSofcpk2bsH37dhw9ehROpxNarRY9PT2oqKhAQ0MDIiMjMX36dERFRSntOXbsGHbs2IHt27ejqqoKAQEB0Gq1cLlcqK6uRlFREeLj46HRaBAYGAi1Wg2VSgW9Xq9kJxmNRmi1Wni9XnR1dWH//v0YP3487Ha7sp6amhrs27dPKSPpKx/Z3t6ODRs2QK/XY8GCBcjOzlbGKW1sbMSJEydw6NAhvPfeeygqKkJXVxdUKhXq6+uxfv166HQ6BAcH9xkP9svydUD7MoqEEH4djL7xBw8dOgS32w2gN4vSYrHgs88+g9vtRmdnJxYsWAAA0Gq10Ol0yrYYDAYEBQUpnZFqtRqSJKG7uxsnTpzA8uXL0dDQgJ6eHmi1Wrjdbhw4cADt7e3o6urCPffc49ehey6+Dm6Xy4X09PRzZkXZ7XYUFxfj+PHjsFgs8Hg8cDqd2LFjB3Q6HebPn4+5c+ciICAAkiTBbrfj9OnTWLFiBXbt2qV0yKvVapSUlMDlcqGlpQV6vR5JSUnQarXQ6/XK+g0GA0wmE/R6PdRqNTQaDSRJQltbG3bv3o3y8nK4XC6oVCqo1WrU1tZi7dq1sNvt8Hq9yMvL82u/SqVCcnIyjEYjurq6UFpaygAr0RDk8XjQ2dmJd955B0eOHEFTU5NyHzt9+jS6urrQ0tKCiIgIJCQkQK/XK0HMNWvWYNu2bSgpKYHH44Fer1fK3NrtdnR0dMBoNEKlUsFiseDdd9/F2rVrYbValXWUlpaiu7sbDQ0NCAgIwOjRowH0PjDS1NSETz/9FHfccQciIyP9gpAtLS04ceIE9uzZg1tuuUW5P7jdbqxduxZr165FQ0MD3G439Ho9uru7cejQIdTV1cFoNOK6665Trn+yLGPfvn1wu92oqalBUFAQ7Ha7Ukrf6/XCbrdj69atyMvLw/jx4/3G67bZbCgrK8OuXbuQlZX1tasS+LZTluU+04QQOHLkCI4dO4a6ujplv1ssFhw7dgy1tbWIjIzE3LlzYTKZoFKpYDAYlO8nGo3GL3M5ICBA+f3AgQPYvn079uzZA4vFArVaDa/Xi4aGBjQ2NiIkJATz589HUlLSBR+acjqdOHXqFFwuF6KiohAXF+c3XZZl2Gw2LF++HOvXr0d3dzf0ej0CAgJQUFCAuro6dHd3Y+/evejo6FDu616vF4cPH8bx48fR2tqqbH9HR4fyPrPZjIULFyrH98zvdc3NzTCbzaitrYUQAl1dXWhsbITT6UR8fDwqKytx7NgxtLa2Qq1W4/Tp02htbYXdbkdeXp7yPUGWZbS0tODgwYPweDzo7u5WvivabDa0t7ejsbERubm5aG9vR0VFBSorK6HRaJSgcEdHB8aNG4f09HQlaC2EwMaNG9He3q7cc1UqFSoqKtDR0YGmpibExsYiPj6+T6A7JiYGMTExsFgsqK2thdFovCIzny8lBliJiIiIiIiIiC4DWZaV8SknT56MjIwMtLa24ujRo/jggw/w2WefwWw2Y/To0YiPj8eDDz6Iv/71rygpKcGwYcPw3e9+FyqVCklJSTAajbBarXjttddw4sQJaDQa3HTTTUhJSUFzczOKiorwySef4OWXX0Z8fDxCQ0Oh0Wjg8Xiwfv16fPLJJzh27BimT5+OWbNmITAwEA6HA6WlpWhtbYXT6URCQgKWLVuGffv2Qa/XY+rUqbjhhhsA9GbDpKen97udvjHmDh48iA8//BCrVq3CrFmzMGfOHOh0OtTV1eGtt97CSy+9hICAAMTHx/tlEgkh0NPTg9dffx25ubnIz89HREQEDhw4gJUrVyIoKAjh4eFfKcDqCxIKIeDxeGC1WtHY2AghBAwGg1/JWZvNpmTb+NqgVqtRVVWFN998Ex988AFaW1sxc+ZM6PV6jBgxAu3t7Th9+jQqKipwww03YMSIEUqGa3R0NNRqNRoaGvDee+/ho48+wqRJkzBlyhSkp6ejo6MDH374IXbv3o2ioiIsXLgQsbGxF8wWqaurQ1NTE9RqNZKTk/066c/U3d2NPXv2wGQyYc6cOUhISIDNZsOrr76KFStWwOl0YtSoUcr4rc3Nzdi/fz/+/Oc/K5m1qamp0Gg02LBhA3bs2IH6+npEREQgKSkJycnJmDhxIlpbW1FSUoL58+cjMzMTYWFhkCQJiYmJCAgIgM1mQ1VVFWJjY5Geno7g4GDlfFm9ejVsNhvcbjdyc3MB+I9TGBMTA5PJhM7OTpSXl3/p409EX40sy5BlWXkYxeVyoba2Fm1tbVCpVAgLC1OCgD09PSguLsbf/vY3hISEIDMzEzNmzIDBYMC+fftw+PBhvPXWW8jJycHNN98MvV4Pr9eL1tZW/PWvf0VNTQ2Cg4Nxww03ICsrC3a7HbW1tSgpKYHdbocsy3A6naitrcUzzzwDq9WK/Px85OfnIzo6Ghs3bsT+/ftRWlqqVCnQarWIjo7GmDFj8N577ynBpjODgZWVlSgqKlKy5cPCwuD1etHR0YEXX3wRtbW1SEtLw+zZs5GcnIyKigrs2LEDu3fvRkdHB6ZMmeK3H4AvxlH3laAPDg5GfHy8UrnimWeeQU1NDTo7O/0ehGpvb8fBgwfhdruRnZ2N1NTUL328fPc7WZZhsVjQ1tYGi8WC8PBwv2CmEALV1dUAgNTUVAwfPhwhISEoLS3FgQMHsH//fng8HuTl5SkBttmzZ2Pfvn2w2WyIjIzEww8/rCwvMTFROUdWrlyJnTt3oqWlBbfeeisyMzNhtVpRVlaG1atX469//StiY2MRHR19wZLvvgCrEALh4eF++8s3vb6+Hs8//7zykM60adMQFhaG9evXo6CgAE1NTf3uK1+gMjMzE8nJyQgODkZxcTF27dqF3bt3w2azYdq0aUpQ+cz3lpaWYuXKlZgxYwZSUlJQVVWFffv2YeXKlcjKysKJEyfQ2tqKBQsWICYmBlu3bsWhQ4fw9ttv47vf/S5GjBjR5z5//PhxWK1WpKWl4aabbkJ9fT2OHj2KdevWYcWKFaivr4dOp0NycjIWLlyIAwcOYM+ePdi6dSumTZuGhIQEvwBraWkphg8fjrS0NMTExMDtdmPHjh04cuQIjhw5gokTJ2Lx4sV9AqyRkZGIjo5WtjM+Pp4B1rMJIiIiIiIiIiL62g4ePCh+9atfCUmSxMaNG0VLS4sQQgin0ykefPBBERsbK8aOHSv+9Kc/CVmWlZ/KykoxduxYkZeXJ1asWOE37aGHHhLZ2dli6dKlwu12K69brVbxxhtviJiYGPHwww+LQ4cO+b2vpqZGvPDCC0Kj0YjnnntOnDp1SrjdblFaWiqysrJERkaG+N73vic8Ho/f+2RZFl6vV/m9u7tb5OTkiClTpojnn3++z7wWi0Vs2rRJmM1m8bOf/UwcOXJEyLIsXC6XuO2220RiYqKYPn26sNlsynK7u7vFmjVrRHh4uFi0aJH45z//qezDF154QcyaNUvo9Xrx1FNPidOnT/utb8mSJSIvL0984xvfGPBxuf/++8X48ePF/PnzRUtLi2hpaRFVVVVi27Zt4j/+4z+ETqcTeXl54re//a2QZVl5n9vtFna7vc82y7IsVq5cKaZPny4mTJggdu7cqWzbsWPHxFNPPSUAiE8++US0t7f7va+trU28//77QqvViieffFIUFxf7TS8rKxM///nPRVhYmPjNb34j2traLrh9r776qrjxxhtFRESE6OrqEh6PR5nmOxfuueceoVKphMlkEidPnlS2y+12i3379onRo0eLsWPHil/96lfKPvjHP/4hZsyYIXJyckRjY6PfueL1esUPfvADkZeXJ/Lz85XtLy4uFn/+858FAPHuu++K2traPvvO4/Gcc7/+8pe/FBMmTBATJ04UPT09fsfDtz333XefGDdunFi2bFmf6UR08ezZs0f8/Oc/F2q1Wnz44YeitLRUNDY2isrKSvH++++LiRMniuDgYJGUlCRqamqE2+0WQghRWloq5syZI3JycsTKlSuF0+n0+5yvXbtWTJo0SQwfPlwUFxcLIYRoaWkRTz75pAgKChIPPvig2Lp1a7/XCN+15vDhw8q19k9/+pM4fvy4Mo/L5RJPPfWUGD16tAgPDxfNzc3C7XaL2tpasWLFCiFJknjhhReUdfu89NJLYtasWWL48OGiu7tbyLIsqqurxd///neh0WjEyy+/LMrKyvzas3fvXvGLX/xCSJIkPv74Y9HU1CSEEMJutwu9Xi8kSRI333yzOHnypN/7nE6nOHnypIiOjhZ33nmnWLVqlV9bdu3aJW644QaRnJwsDh48OKBr3bZt20RycrKYN2+e2Lx5s2hpaRGNjY3i2LFj4j/+4z/E2LFjRUhIiPj+978v2tvblffJsizsdnu/3wcOHDggfvrTnwpJksS2bdtEZ2enMu2JJ54QGRkZYsGCBX3e53Q6xY4dO0RaWppYsmSJ+Oijj/ymt7e3i7Vr1wqDwSB+9KMfie3bt19w+6qqqsTdd98tYmJixPLly/vsk+PHj4tf/epXAoB47rnnRFFRkbI+h8MhnnrqKZGYmCjUarVYu3ataG5uvuD2b9myRTz22GNCpVKJw4cPC6vVKoTw/16Xm5vr9/3I4XCIgwcPioCAACFJkvj2t78tPvvsM2V6bW2t+POf/yz0er345S9/KWpqaoQQQlitVvHqq6+KqKgoMXz4cPHII4/4fR/bu3evyM/PFyqVSixevFi89tprfvfVP//5zyIlJUXMnDlTOQ/Pt31ut1u8/vrrIicnR8yZM0fU1tb22ecdHR3i7bffFhqNRvzmN78RlZWVFzxO1xpmsBIRERERERERXSYpKSm49dZbAXyRmRcQEIAJEyZgw4YN6O7uPmdJWEmSlGk9PT1Yt24dIiIilIyEjo4OZV5f1qVKpcLJkyeRmZmJ+Ph4bNy4ERaLBTNnzsQ3v/lNJRPDt1xxRpnc/toxkDFBxefjudXX1yMqKgq33XabUnbWN+7p7NmzMWLECDQ1NeHQoUN44IEH/Jah1WqxbNkyRERE+K0zOzsbbW1taGxsvGA7ztTR0YGioiJlPD5ZluHxeGC32zFlyhR85zvfwfTp0/3W5SuN7Ntuj8cDt9sNh8OBUaNGITQ0FKWlpThx4gTy8/PPmWl65jKLi4uV8dIWLFgAk8nkd9xMJhPi4uIQFRWFffv24dvf/vYFt81qtcLhcECj0SilM/sTEhKCGTNmIDY2VhlLT61WIycnB2PGjEFRURH27NkDALBYLDh16hSqqqrwjW98A263G11dXX7Ly8zMREVFBQ4ePIimpqY+47f2t/0AlHLTvmlutxtOpxMulwujRo1CQUEBqqqqUF5e3iezR5IkBAYGQqVSobOzs09ZZyK6+LxeLx5++GHodDqoVColg1Sr1WLBggVYunQpYmJioFar4XA40NTUhH379uGBBx5AREQErFar3/KCgoIwYcIEvPzyy2hoaMCwYcNgs9mwYcMGZfzUiRMn9vlsn/l5r6urw/79+xEREYH58+cjPT0dkiRBCAGNRoMZM2ago6MD//d//4eDBw9i4sSJiIqKwoQJExAaGordu3cjISEBmZmZEELAarWiuLgYtbW1uOGGG5SS5o2Njdi0aRNSU1ORmpra55odFRWFnJwcCCFQUFCA5ORkv8zKjIwMjBkzBikpKQC+uB5qtVqkpKQgJycHDQ0N2LlzJ26++WYAvdUTqqursW/fPixbtkwZF3wgZFnG7t27lRLzvuNnsViQmJiIZcuW4ac//alfSV8Ayj3Btw8dDgdcLhdMJhNGjx6tZEH6sm/F55UqfM4+Vi6XC+vWrYPX60VaWhrGjh3rt99kWcaoUaNgMplQXl6OU6dOYfr06efdNq/Xi87OTmX4hLPX6TvvoqOjMXXqVKSlpSnbo9PpMGHCBNTU1OD111/vs+wzt1+WZfT09MDpdCIsLAxZWVkQQqCkpASRkZFKVQqf5ORkLFmyRNkPOp0OoaGhSE1NxenTpzFmzBhMmjRJaW90dDSGDRuGwMBA1NbWwuVy9WlPdnY25s+f7/d9LCgoCNnZ2Th48CBmzJiBCRMmKNNVKhWio6OVDNozx9g9e/uEELBYLPB6vQgODsbIkSOxZcuWftthMBiU7e3s7FTKKtMXGGAlIiIiIiIiIroMfOOqnlkO1/d6aGgo7Hb7gDuvPB4Pqqqq0NbWhg0bNuD06dN+02VZVsay7OzsRHd3N7xeL06fPg23243w8HCl8/FMFyNYJYRAU1MTHA4HgoODkZKS4hccVqlUMBqNiI2NRWlpKVpaWvq0QavVIi4urk+5uuDgYEiSBJvN9qXapNPpEBERgTlz5ijjmTU1NeHw4cMAgPDw8D6d2L4x0Hbt2oXi4mJYLBY4HA4l0Hry5Emlo3KgfGOoeb1evPLKKzAajX3G1ispKUFHRwdaWlr6dJL2R5ZlJfCgUqnOeQx9Y6X6giQAlDF9Y2JiUFJSogSufePA+sZL7e7u7hNALi0tRVlZGVwuF7q6uhAaGjqgfeB0OtHW1oYtW7bg9OnT6O7uRk9Pj3J+lpaWKmPVnt2J72uzrxOciC49SZKQm5uLsLAwaDQa9PT04MiRI+jq6oJer0dcXJwSkLTZbGhra4PNZsP+/fvR3t7e59ra1taGsrIyuN1uWCwW9PT0wOPxoKamBllZWQgPD4fBYOi3HT42mw0tLS2Ijo5GcHCwEkz0zRMTE4O4uDjIsoyGhga4XC5oNBoEBwdjzJgxKCsrQ01NDTweD9RqNYqLi1FfXw+NRoPJkycr12VfsLO9vR2vvfZanwdJPB6PUna2tbUVPT09ftMjIiIQHh7ep3S77z43fvx47NixA6dOnUJHRwdCQkJQVVWFsrIyOBwOTJ8+HWaz+Uvdm8PDwzFu3DilxHFLS4vyYE9AQIBSrv5MFosFR48eRVlZmXJd9o0T67tHW61WOJ3OAbVBlmVUV1fDbrdj9+7d8Hg8fbbB9z2ls7NzQPdR8fl46ee6z9ntdjQ1NSEqKgpms9nvnJAkCREREYiNje132RaLBfv370dlZSUaGhrQ3d0Nj8cDm82G+vp6AL1l9s/+jtbf9zrfuOJBQUEIDQ2F2Wz2K3+s0Wig1+thMBiU8dDPFhISgpiYGL/t9J2/QG/p3vDwcGWaJEnQ6/UIDAyExWLpc+8sLS3F0aNHcfr0abS3t8Nms0EIgfr6epw8eRJdXV39ft84MyjrKw9O/hhgJSIiIiIiIiK6DNRqNfR6fZ9xxnxBLqfT2W9HW39kWUZ7ezusVisKCwtRWVnZ73zJyckIDQ2FTqeDEAIdHR2QZRlGoxEhISFfd5POyZcdodfrzxl4871+drDU1/FsMBj6dALr9XoIIQbcyesTEBCAsLAwPPjgg8p+KC0thcfjUYKZXV1dfpkpHR0dKC4uxooVK1BUVASr1Qqv16t0eDY3NyM6OrpPh/r52Gw2WCwWyLKMLVu2nLOjOCQkpM9Yfufiy7QVQkCWZb9g9pk0Gg1CQ0P7nWY2m6HRaJQMo66uLiWD5+TJk6irqztnB39ycvKAz1vfOIu7d+/GW2+9hbq6OjgcDqXTvKenB11dXYiJiTnnMfZ18l5obFoiujgkScLixYuRnp4Og8EAq9WKiIgIbNy4EVarFQ0NDZBlGSqVCg6HQ8l2LysrQ319fZ8HZXzS0tKg0WiU8UI7OzsREhLSb3D1bE6nEzabDeHh4VCr1X2uTyaTCWazWXkIxhfg0+l0yM/Px9tvv43Tp0/DYrEgNDQUhw8fRmtrK0JCQpCbm6s8hOJ2u5V77Y4dO845xnVaWhpMJlOf65LJZOqT8XimiRMnoqCgALW1taiurobZbEZJSQnKyspgNBqRl5d33vefTZIkDBs2DLfccguGDx8Oj8eDyspKOJ1OWK1WNDc3o729HZGRkVCr1RBCQAiBwsJCrFmzBkeOHFEexPI9yOLLbPwq31FcLpcytnt/YmJiEB4efsHxV33bptFozhnoc7vdypiw/Z0TBoOhT+au+Hw89sOHD2P16tU4ceIEGhoa/Lbfd493Op19gpDn+l7nq9QQFBQEnU7Xpy1qtRo6nQ5Op7PfbQkICOgz1umZ1R+MRqPf+MG+ZWq1WvT09CjL9Hq9sNls2Lx5M7Zs2YKysjK/AKzvvDjzPWfyfTZ9+/5cFTKuZfwmQkRERERERER0GZwvu/CrEEIgKSkJixcvxty5c885X2RkpFKycCiVUz1XJoQvE/Ni8mV+TJo0SXnNZrNh+vTpmD17Nt555x04nU7cf//9yvRdu3bh2WefRUFBAb7zne9g5MiRiImJgdFohCzL+OMf/4jKykqlg3qgfMHBZ599FiaT6ZylmAMDAwdUGjIwMBABAQFKto3JZBpQYPbsNp39txACoaGhuPfeezF79uxzBha0Wi0SExPPGUQ5k8PhwM6dO/Hoo4/CbDbjzjvvREZGBiIjI6HX61FUVITVq1fj9OnTfTJUfW30ZWb7spmJ6NKSJAkjR45ETk4OQkNDIYTA/Pnz8fDDD2PPnj343e9+h4ULFyIwMNDvenjnnXdi4sSJiIuLO+eys7OzERIS4leC/KtkyQ20XLhOp8PChQvx3nvvobKyEgUFBZg3bx62bdsGm82GESNGYMSIEX2Wm56ejh/+8IdITk4+57KHDRvWZ1t1Ot15r42zZs3C+vXrUV5ejnXr1iErKwsFBQUoLS3FyJEjkZyc/KUeJpEkCSEhIcjOzkZubi4AYPr06UhJScE///lPrFu3Dm+99RYeeughJYDncrnwox/9CE1NTUhOTsaDDz6I4cOHw2g0wm63o6KiAj/+8Y+/0r3ObDZjwYIFuPPOO885n9ls9iurfC5qtRrBwcGwWq1wu90XPOYDOSd8FS2+//3vo6OjAzk5Ofjud7+LtLQ0GAwGdHd348SJE3jqqaeUahFnutD3ugtNP9c+vdD3IJVKdc7pZy7ParWioKAAP/nJT5CcnIxx48Zh9uzZiI6OhkajQXFxMTZv3owPP/yw32U5HA7Y7XYAvQ9+8cGmvrhHiIiIiIiIiIiuMBqNBsnJySgtLUVsbGyf8UPP5OuIczgcSEpKglarRVtbG6qqqvw6ks/lywaxJElCfHw89Ho9uru7UVlZiWnTpvWZr7q6GpIkDahj9VIwGo0YNWoUbr31VuzatQvr1q3Dddddh7i4OFitVpSXl+PEiRP4wQ9+gEcffRTh4eFKZ2l1dXW/WUXnyh71CQsLQ0xMDIQQiI+PR3p6+jmzk3wZIxcybNgwREdHw+v1oqamBsOHD+83wNrT04OKiop+S+vW1dWhp6dHCQ7ExcUpAUytVospU6acM8PIN5brQM6TkydPorCwED09PXjllVcwceJEhISEKB3FLS0tSoZOf3wZsLIsIzU19YLrI6JLQ6VS4dvf/jY0Gg3effdd/Otf/8J9992HkJAQ5Tqi0WiQlZWFMWPGnHM5vtLCWq0WycnJqKqq8hur81yCgoIQGRmJsrKyfrPdGxsbUV9f73c/AnofCJk8eTISEhJQX1+PTz/9FHl5edi3bx8yMjL6jAMaGBiIhIQElJSUYPTo0cjLyzvvPvmyDweZzWaMGTMGFRUV+OCDD3DrrbeisLAQDocDd95550V72GjSpEkoKytDcXExnn/+edxyyy0ICAiAy+XCqVOnUF5ejmXLluGmm27CrFmzlGt6bW1tnzF0fc53zVer1UhOTsahQ4cQGhqK/Pz8c17bB/pQlV6vx/Dhw/Hhhx+iq6sLdrvd7/5pNBoRHR2NioqKfscTbWtrQ0NDg99r3d3dKC4uRnl5OX74wx9i0aJFmDRpknKvLy8vV0pAX4k6OjrwySefQK1W44knnsCNN94Ig8Hgl6G9efPmc76/ra0Nzc3NkCRJCbqTP+b0EhERERERERFdYXQ6HSZPnoyenh4laKXT6fx+fFkzXq8XXq8XWq0WEydOhNFoRElJCTZs2NAnI8OXTXHma3q9Hi6Xa8Djw0qShNTUVERERKCjowPbtm1Tsk2A3pJ0hYWFqK6uRmho6ICCvJeCr1N/yZIlCA8PR1VVFT799FMl60WWZXg8HhgMBuVHr9dDq9Vi27ZtfTpqgd4Odl+mp8Ph6NPJm5ycjFGjRkGSJKxbtw7Nzc3QarV9jptvnMOBZAvFx8cjNjYWXq8X5eXl5yyt293djQMHDqCtrU1plyzLqKioQGlpKYQQGDVqFIDesW4TEhIQGRmJLVu2KNllZ59jkiShp6dHCSz7yh76tv/sc0aWZeWcM5lMSplDrVYLlUqFvXv3orq6ut/2+8aL6+7uhtFoxPDhwy+4b4jo4vN93jMyMjBq1CiEh4fjww8/RGdnJ/R6PSIjI5GZmYk9e/aguroaLperz7XjzGucr0x+fn4+GhsbUVRUhJMnT/ZZ75n3p8jISIwcORLt7e04fPiwMk6mb6zIwsJCFBQUwGAwICsry6/cqk6nQ05ODlQqFfbs2YMdO3bAYrEgJSUFY8eO9VtnWFgYJkyYgPb2dhw6dAhVVVX9bguALz1GpS+wOGLECGRlZaG8vBwrVqxAdXU1wsPDMXXq1IuWpa/VapGVlYXZs2ejpaUFO3fuRF1dHYAv9pmv1K3RaFTudfX19dixY0e/y9TpdFCr1cpYrWduu1arxaRJkxAQEIBTp05h+/bt/X5H8b1/IKWH9Xo9MjIyIEkSmpublTHDfcLCwjBy5Ei0tbXh+PHjfueE2+1GcXExCgoK/N7jO5/O3P4z7/UVFRXYu3fvl9rXQ4nve4wkSTAYDMo9V6fTwW63o6amBseOHTvn+5ubm9HQ0KCcp1+mXPW1ghmsRERERERERERXGL1ej8mTJ+O9995DaWkp1q1bB71ej+DgYAC9Hb0OhwO1tbVIS0tDVFQUAgMDkZGRgfT0dDQ0NGDTpk2YMGECIiMjlXHNbDYbdDod4uLiEBQUBEmSEBYWhpqaGtTX16OiogIGgwFarfa8HW0RERHIyMhAU1MTDh48iH379iE2NhYqlQqdnZ3YsGEDLBYLpkyZguzs7Mu12/qQJAnjx49HYmIijh07hs2bN+Mb3/gGVCoVjEYjAgMDUVlZifLyclgsFgBAZ2cn9uzZg5aWlj5ZN2eOOVtRUaEEPiVJQnh4OKKiopCRkYG0tDRs3rwZw4YNg8PhQEhICNRqtTIemtVqhdlsRkZGxnkzOgEgOjoaMTExSkf2lClT+p3P4/GgtbUV27dvx8iRI2E2m+F2u7FlyxbU1dVh2LBhmDBhgrIdI0aMQHZ2Nj799FNs2bIFI0eORHh4OHQ6HdxuN6xWK7q7u9HT04M5c+YA6B3jzncOlpeXIykpCTqdDiqVCiEhITAajQgKCoJKpcLx48cRGhqK0NBQeL1e1NXV4cSJE2hvb+8zTh7Q2xFeWVkJh8OBiIgIBliJBll4eDjS0tKQlZWF7du3o6qqCsHBwQgLC8OsWbOwevVq7N27F0FBQUhNTVVKmfuucy0tLZg6dSrMZjOMRiNmzpyJzz77DEePHkVkZCS8Xi+CgoIgyzIcDgesVqsS5ImOjkZubi7eeOMNbNmyBZIkIScnB3q9Ho2Njdi3bx9Onz6NzMxMDBs2TLmO+gKW2dnZKC0tRUFBATZu3AiVSoWEhASkpKT02cb8/HyYTCbs2rVLuU4HBwdDCAGXywWbzYbGxkZkZ2cjLCxsQGPInik5ORmZmZmw2WzYsGED7HY74uLikJ6efnEO1OcSExORn58PrVaLHTt2IDk5GdHR0TCZTDAYDGhsbERpaSkSExOh0WjQ1taGgoICFBUV9bs83/ju3d3dKCwsREJCAlQqFQwGA0wmE3Jzc5GUlISmpiZ8/PHHiImJQVhYmDJmuMPhQGNjIyIiIhAZGYmYmJjztt+XwarX69Hc3Iy6ujqkpaUp0yMiIpCbm4vXXnsN27dvh0qlwpgxY6DT6VBXV4eioiIlqOw7DzQajfKwT21tLcrKypTvRK2trTh06BBKSkou0hG4/HQ6HSIjIyGEQFlZGY4fP46oqCi4XC4UFxfj6NGj580Yb2xsRHNzM0JDQxEXF3fB7yPXIgZYiYiIiIiIiIiuMHq9HvPmzcP06dOxdetW/OUvf0FRURHGjRsHtVoNm82GmpoafPzxx/if//kfzJs3D2azGXFxcbjlllvwwQcfYPPmzWhubsaCBQtgMpnQ09ODU6dOYdiwYfjmN7+JUaNGQaVSITMzE8eOHcOePXsQGhqKpKQkREREICsrCxEREX3a5ittu3jxYvT09OD111/H448/jvnz50On06G2thbvvPMOoqOjMX36dMyaNevy78Az2pqQkIDc3FzU1NRg48aNaGtrQ2RkpFLCd+XKlTAYDEhISAAA7N+/H42Njeju7laCiT5msxlpaWnQarVYvXo16urqkJ2dDY1Gg0WLFiEkJASjRo3Ct7/9bfzmN79Bc3MzsrKyMH78eJhMJjQ2NuLkyZOoqqrC3XffjYSEhAt2aIaFhSE+Ph7x8fEoKCjAHXfc0e/Yc3q9HnFxcXjqqacwZ84cxMfHw2az4ZVXXoFarUZubi4WL16szD9lyhSo1Wps2bIFTzzxBKZNm4bRo0cjOjoara2tOHnyJJqamqBSqTB79mxl7L/k5GQEBARg7dq1sFgsGD16NHQ6HWbPno2YmBikpaUhMDAQzz77LKqqqhATEwOHw4E1a9YAwHnHlTt48CCcTidiY2ORk5PzpY83EV1cI0aMwOLFi7FmzRps2bIFQUFBGDVqFB577DFs3rwZb7zxBj777DMsWLAAiYmJsFgsqK+vR3l5OZqbm/HOO+/AbDYjKCgIS5cuxTvvvIP9+/ejoKAAR48eRXZ2NhwOB06fPo3i4mI888wzGDFiBJKTk7FgwQKkp6fjzTffRFFRESZOnIiYmBisW7cOJ06cQFhYGL797W/3Oy71hAkTUFBQgA0bNuD1119HcnKyEnA8U1RUFObOnYupU6fis88+w6FDh7Bz507k5eVBlmW0tLSgqqoKW7ZswfLly5GTk/OlA6xJSUnIyclBcHAw9uzZg7y8PGRlZSEkJOTrHh4/cXFxyMvLQ1paGj799FNMnDgREydOREJCApKTk7F7926cPn0aDQ0NCAoKws6dO9HU1ITu7u5+lzd8+HCEhobi1KlT+Otf/4pZs2ZBo9EgPT0dU6dORU5ODhYtWoSPP/4Yb7/9NiorKzF16lQYjUa4XC7U1tbik08+wT333INFixZdMMAaEBCgZEzX1dXh1KlTmDFjhjI9Pj4e1113HRITE/HWW2+hsLAQU6ZMQWRkJD7++GNYrVYEBAQA+CLAajQakZCQgKSkJGzYsAGnT59GRUUFTCYTNm/ejPb29nOWSL4SBAUFIT8/H5Ik4c0330RhYSEmT56MtrY2fPTRR7BarYiLi+sTZPVlI1dUVKC+vh7Z2dkwm80cg7Uf3CNERERERERERFcgSZLwzDPPYMeOHdi4cSM2bNiA9evXQ61Ww2QyIS4uDg888AAmTJjgN87pAw88gPHjx2PTpk1Yvnw5nn/+eahUKiU4uHTpUiVwqtfr8fjjj8PtdmPXrl145plnYLfbMWHCBDz66KN+AbmzzZ49G0lJScjLy8PLL7+Mv/3tb5BlGcHBwVi8eDGeeOIJpKamDomSc9dffz0cDgf+8Ic/4J///CceeOABzJkzB0lJSfjv//5vrFmzBj09PTCZTJg4cSJeeeUVPPnkkzhy5IjfcsLDwzFp0iT8/Oc/x6pVq/D666/DZrNBlmUlczQuLg7/7//9P6SlpWHNmjU4fPgwNm3aBACIjIxESkoK5s6di0WLFg1436SmpmLJkiV47rnn8JOf/ATDhg1TSkT7REREYNmyZVCpVNiwYQPWrFkDq9WK7Oxs/OhHP8LEiRMRGRmpdDxHRkZi3rx52Lx5M55//nkUFBRg165dsFqtCA8PR2pqKsaMGaMEV4He8QozMzPxzDPP4O9//zveeOMNWK1WSJKEDz74AOPHj8ecOXPw2muv4de//jXeeustyLKM8PBwLF68GJMmTcKKFStw+PDhPtvo9Xqxdu1apKamYvz48UPivCG61iUnJ2PhwoVITk7G8uXLERcXh7FjxyIzMxNr1qzBqlWrsG3bNrz11lvo7OyE2WxGdHQ00tPT8ZOf/ES5N0mShMDAQLz55ptYu3YtPv30U3z66adYvnw5goKCMGzYMOTl5SEuLk4pTRsfH481a9bg2Wefxd69e/Hqq6/CbrcjOTkZy5Ytw5w5c7Bw4cJ+x6QePXo0srKyEBkZiaamJixYsMAvG/JMgYGBeP3117FixQps27YN+/fvx6pVqxAQEICwsDAkJCTg4YcfRmZmZr/Z9xeiVqsRHR2Nm2++Ga+99hqmTp16zkoEX1doaCgeffRRPPHEE9i5cycSEhKwYMECvPLKK/jXv/6F7du347nnnkNAQACmTJmCpUuXIj09vd97/YIFC9DS0qIcr3fffRdCCNxzzz2YOnUqAODxxx/H3LlzsWnTJqxcuRLPPvssZFmGwWBATEwMlixZgtmzZw+oIoEkSdDpdLjpppuwb98+7NmzBw8++KAyXaPRIDY2FqtXr8Yf//hH7N+/H3/7298QGBiIJUuWYOTIkejs7MSvf/1r6PV6ZZxZs9mMN998E3/+859x4MABPPvsswgICMDs2bOxZMkSBAYG4pvf/ObFOwiXkdlsxsyZM/Hss89i5cqV2LVrFz7++GMkJCTgzjvvhMlkQnV1db9Zyr7M5ObmZjz66KP9fo4IkMSXKQxORERERERERET9slgsaG1tRXl5OfLy8hAUFASdTgdZlnHy5Em0t7crY4SdyeVy4fTp06iursbw4cOVTEkAOHHiBLq6uhAYGIjs7Ow+WYmyLKOzsxNtbW1oaWmBw+FQMkj1ej0iIiIQHR0Ng8Hg1znW3d2N9vZ2NDQ0wG63A+jtnDQajUhKSkJwcDB0Op1SArGyshKdnZ2w2+3wer0wm81ITExEZGQkLBYLjh49ivj4eMTExPh1MDscDnR0dKCmpgYOhwNCCGi1WoSEhCAlJQUBAQF+GRE1NTVoaWmB1WrF9OnT+2Qz1tTUoKmpCV6vF5MmTRrQcSkqKoLVaoVOp0Nubm6/81itVjQ3N6OyshJJSUmIj49XxggsLy9HV1cXvF4v1Go1QkJCkJ6ejtLSUnR3dyMuLg7JyclKW71eL6qrq9HU1ISenh5lbLkJEybAZDJBo9FACIHW1lY0NzfDYrHA4XAA6C3nZzAYlGxjg8FwzozOM3V2dqKoqAg33ngjfvvb32L27NnIzMyEEAJOpxNlZWXo6OhAQkICJElCS0sLbDYbPB4PzGYzkpKSYDableweH1mW0dPTg+rqanR1dSnbo9PplHK/YWFhiIiIUM5Nt9uNpqYmnD59WplfkiSMGTNGyfi1Wq0oKytTxu3T6XSIiopCcHAwGhsbYbFYMHLkSISEhEClUsFut6OqqgqzZs3CD3/4QyxatAh5eXkDOv5E9NV0dXUpGZrjxo2DyWTq8+CG7xpz8OBBAFCunwDQ09OD5uZmtLe3w2KxwO12K/cmo9GolIz1LVMIAY/Hg5aWFrS1taGjowNutxtqtRoBAQEwm81IT0+HRqNRysy63W5UVVWhs7MTNpsNXq8XRqMRERERCA8PR3h4eL/bJoTA6dOnUVlZCZfLhaSkJMTExMBsNvc7rxACjY2N6OjoQGdnJ3p6eqBSqaDVapVAq+/BFpVKBa/Xi61btyql4ePi4s67rysqKvDcc8/h9ddfxzPPPIMlS5b4PRg1EB0dHTh+/DhMJhPS0tL63RaPx4Pm5maUlJQoZXnDw8Nht9tRV1eH9vZ22O12qFQqpYR7YGAgDh06hOHDhyM8PBxBQUFKhmNDQwNaW1vR3t6ujLkdGxuL0aNHK+vs7u5GW1sbGhsble8bKpUKer0eYWFhiIqK6vfc6o8QArt378bTTz8Nq9WKZ555RhlP1ze9p6dH+c7iO07R0dEoKyvDtm3blAeG0tLSYDKZIISA3W5X7nMOhwMqlQrh4eEICwuDRqNBYWEhMjIyEBERAaPReMHvdT09PTh+/DjcbjeSk5MRGxvrN91XBSIwMFApe+31etHU1ITS0lJER0cjPj7eb+xgu92O+vp6VFVVITs7G+Hh4X7fn1paWlBfX4+2tjZMmTJFuZ8LIdDQ0KBkI7vdbgQEBCA2NhYajQYOhwM1NTVKdrHvPR9++CH+8Y9/QJIk/OUvf0FSUtKAvo9caxhgJSIiIiIiIiIiuoL5ghLLli1DVlYWFi9ejBtuuKFPQP5KVV9fj/Xr1+N3v/sdfv/732PWrFnnDJwQEV1JZFnGiRMn8POf/xxVVVV4+umnMXfu3AEFHK81Qgi0tbXht7/9LYqKirBkyRI8/PDDSqBRCKE8DOW7/wkhIMsy3n33XaxcuRKbN2/G0aNHER0dDZ1ON5ibMyT59tfjjz+O6upqZGRk4Fe/+hW0Wu1V853iYmLImYiIiIiIiIiI6Aqm0WgQHByM22+/HdXV1aipqcHVlFPR0dGBPXv2YMaMGcjMzGRwlYiuaL4gltPphMViQW1tLfbs2YP8/HxER0czuHoOkiQhIiIC+fn5GDFiBHbt2gVZlpXpvgCsxWKBzWaDw+GAw+FAa2srjhw5guPHjyM1NRWhoaEMrp6H1+vF4cOHkZ6ejlmzZkGn0zG4eg7MYCUiIiIiIiIiIrrC+br4hBBKR+jV0iHqK9EJ9G7T1bJdRHRt8ng8aG9vx44dO7Bv3z7s378fu3btwpYtWzB69GiEhIQMdhOHtHPdEzo7O3H33XcrJXajo6PR3d2NVatWoaysDBEREXjqqaewdOlSBrHP4Wr+LnEpaC48CxEREREREREREQ1lV3NHKIOqRHQ1cbvdKC8vx29+8xt0dHQgKioKTzzxBEaPHu03jjn171z3BK1Wi0mTJmHbtm04ePAg7HY7PB4PgoODceutt2LatGlYtGiR39il5O9q/i5xKfBMIiIiIiIiIiIiIiIiugzUajWio6Nx++23w+12IzIyEuPGjYPJZIJarR7s5l2xdDod5syZg+joaLS3t8PhcEAIgYiICIwYMQLp6ekIDQ0d7GbSVYQlgomIiIiIiIiIiIiIiIiIBkg12A0gIiIiIiIiIiIiIiIiIrpSMMBKRERERERERERERERERDRAHIOViIiIiIiIiL4yIQSEELDZbBBCQKvVDnaTiIiuKW63G5IkITAwEJIkQZKkwW4SncF3n7RYLNBoNBxjk4joMhFCwOl0wmQyQaPRXPT7IwOsRERERERERPS1uFwuFBQUwGq1QqfTsXOfiOgyEULA5XIhKCgI+fn50Ov1g90kOouvg3/Xrl2QJOmSdPITEZE/38MtDocDkyZNQnh4+EV/EFQSQoiLukQiIiIiIiIiumbIsoz6+nrcdNNNOHz4MFSqSzcakRCCndJEQxw/p1/N19lvsixj3LhxWLVqFeLi4i7pdZi+PJfLhcbGRowdOxZdXV3nPM787BCd3zX7GZHl3n+H0LX9SjoWXq8Xq1evxsyZMxESEnJRl80MViIiIiIiIiL6yiRJgslkglqtxl133YUnn3wSJpPpoq5DCAG3243t27dj5MiRiIqKgkbDLo0LEULA4/HgyJEj0Ol0GDlyJEs4X4Bvnx08eBBmsxkjRozgPhsgj8eDyspKNDY2YtKkSczSGyCv14uuri4cOHAA06dPR0BAwJcKkFqtVvz6179GeXk5TCYT9/kQpFarlWPzv//7v7j11lthNBqV6bIsw+FwYOfOnZg4cSLMZjPLCA8yt9uNY8eOAQCys7N5HxhkX/c6ecUSAqioAP75T8BiAX70IyAtbVADrVfS9crtdqOlpQWTJ0+G0Wi8JBUe+L8RIiIiIiIiIvpafB36BoMBUVFRlyzAGhISgoiICERHRw/Zzpyhxu12IzQ0FHq9HlFRUewkHgDfPgsODkZ0dDSD+QPk8XhgsVjQ09OjPATBYN+Feb1e6HQ6hISEIDIyEgaD4UsFDoxGIwwGAwBwfw9hvmMaFBSEqKiofgOsvnMgODiY97hB5na7ERYWBgC8dw4BX/c6eUVrbQVstt4Aq9kMREcDg3itv5KuV263W/n9Ut0f+Q2RiIiIiIiIiL4WX6eFSqWCRqO56IEVWZYhhIBarVaWz6DXhflGhfLtN61Wy6DXBfj22ZnnGffZwPn2F8+1gVOpVNBqtVCr1dBqtdBqtQMOHAghoNFooFKpIEkS9/cV4MzrsY8sy3C73X7ThmrA4lpw5r1TkiRez4aAr3OdvKIJ0RtMdToBh6P3d41m0DNYr6Tr1aX+/8I1cBYSEREREREREREREREREV0cDLASEREREREREREREREREQ0QA6xERERERERERERERERERAPEAUuIiIiIiIiIiIiIiIYAIQRkWYYsy4PdlGuWx+Px+53jr158kiQp46hy/56H2QyMHw90d/f+TkMKA6xERERERERERERERINMCAGv1wuPx+MX5KPL68ygqtPphNfrHeQWXV18wVWNRgO1Wq28Rv0IDweWLAHcbiAyEuB+GlIYYCUiIiIiIiIiIiIiGmQ9PT3o6elBd3f3YDflmiaEgE6nAwDU19cz+HeJGAwGhIWFwWAwQKvVDnZzhh5JAoKCgNxc/9doyGCAlYiIiIiIiIiIiIhoEEmShI6ODhiNRphMJgQHBzOwN0hkWUZPTw8AICAgQCllS1+fEAJCCLjdbnR1daGlpQWBgYGIioqCJEk8588kBNDeDuzfD/T0ANOn92a0ch8NGQywEhERERERERERERENIkmS4PV6odFoYDKZYDAYGGwaJGeOf2swGBhgvYiEEAAAr9cLWZbR3d0Nt9utnPt0ls5OYPt2oKsLGD0aCAtjgHUI4RlLRERERERERERERDRIfGNSCiGg0WhYMnUQCSGgUqmUsUE1Gg0zKy8B34MEDocDsiwzwHouVitw7BjQ1tb7Ow0pPGOJiIiIiIiIiIjomiVE789grZvoTAzm0dkG+zpxqU5HZgbTlY4BViIiIiIiIiIiIrpm/fjHQFPT4Kx76dLeYfWIiM7FYgFaWwdn3RoNkJjIqrRE/WGAlYiIiIiIiIiIiK5ZVmtvAGMwOJ2Ds14iunIIAZwxLOxlNVjrJboSMMBKRERERERERERERERXNCEEnE4nSkpK4HQ6kZWVBZPJxJLL/aipKUdnZxsiImIQExPPcr1DlUYDhIT0Rtk5Ru2QwyNCRERERERERERERESXhRACbrcbsixD9DPAqG8cWp1O96WDoy0tLfjd736HhoYGvPjiixg1alSfZbhcLsifp2b61nH2PF6vF16vF5Ik+QUfffNqNBqoVCq/97lcLni9XmW5Z08XQsDr9cLtdp9znstl1ap/Y/fuz3D99cvwjW88DJ1Od9nbQANgMgFjxvSWWggKGuzW0Fn4WAIREREREREREREREV0W3d3dePTRR5GamoqwsLA+PykpKVi2bBkcDseXXnZsbCxeeOEFLF++HBkZGf0GL3/84x9jwoQJGDt2LA4dOqQEPM/02muvYenSpYiIiFDaFRsbi8zMTCxduhQ7duxA61kDoz7yyCMICwtDTEwMdu/eDctZtcfdbjf+8pe/ICUlBWFhYVi9ejXq6+u/9DbSNSQhAfjRj4Bf/pKD4Q5BzGAlIiIiIiIiIiIiIqLLxuVyIS0tDTk5OZg+fbrfNJ1Oh4iIiK+UValWqxEaGgohBDRnlVSVZRmtra0oKipCQEAARo0ahfXr12PEiBF91uX1emE0GpGbm4tHH30UKpUKbrcbHR0dWL9+PZ599lnce++9uO2225T3uN1u5X0bN25EXFwcgoODlelHjhxBdXU1hBDo6elRsmi/CiEYa7smeL2A3d57wAMDWSZ4iOHRICIiIiIiIiIiIqKLwuv1ory8HNXV1eju7obT6QQABAUFYdiwYRg2bBiioqIAAMeOHUNVVRU6Ojr8lqFWq5GWlobs7GwEBgYC6C2v6nA4UFFRgdraWrS1tUGj0SAmJgbx8fFISUnxK/Xq9XrR0tKCY8eOoaurCy6XCwaDASNHjkRcXByCziq32dXVhdraWpSUlKCnpwd6vR6hoaHIyclBaGgo1Gr1pd5115ywsDCMGTMG1113nd/rvhK8vn1eXV2NnTt3Yty4cWhpaUFHRwesVisCAgIwevRoREdHK4FMu92OAwcOwOFwID8/H6GhocpyPR4Pjh8/DpVKhYyMDGRnZ2PLli148MEHYTKZ+oxDqtfrERsbi+uuuw4qlQoulwstLS2or6/HihUrUFlZCafTCb1er7zHZDIhMzMTe/fuxY033ojk5GRlO44cOQKr1YqUlBQ0Nzefd994vV5UVFSgtLQUBkMshg0bq+yb3u3sxrFjB6HT6ZCUNBzBwWFwOGwoLj6Mrq5OuFxOCCHDZDIjNTULYWERMJnM51yf09mD+vpqHD9egGnTFiIoKBgajQayLNDe7sbWrWsRGRmL5OThCAmJAAA4HDZ0dLSiqqoU7e0tUKlUMBgCERoagayssZ+XXz53EVWXC3A4AIsFqKwEzhVvTk4GzohTX1s6O4Hdu4GeHmD2bCAycrBbRGdggJWIiIiIiIiIiIiILgqv14utW7di7dq1qKysRFdXFwBg2LBhmD59OubMmYN58+ZBrVZjzZo1ePfdd1FSUgKj0agsIyAgAHfeeScSExMRGBiojNNZU1OD1atXY+PGjSgtLUVAQADGjRuHuXPn4q677lKCprIsw+FwYN++ffjb3/6GiooK2Gw2hIWF4Vvf+hYWLVqEjIwMaLVaAL3ZlBUVFfjoo4+wYsUKdHV1ISgoCCNGjMBjjz2GqVOnwmAwDMpYmQB6s9dkufffs8csVal6Uxl9bfN6+87jm88XJPbNc/Z8kvTF8oDedZ4d9fJNU6u/dgqlWq2GwWBASEjIeec7cOAAHnjgAfz617/GsWPHUFpaitOnT8NsNuPBBx/E3LlzkZ2dDZVKhba2NrzwwgtoaGjAyy+/jJCQEEiSBCEEXC4XNm7ciOTkZEycOBFpaWl4+umn0dHRgdDQUL9AKQCoVCqoVCoEBwdDrVZDCIGgoCDMmzcPb7/9Nrq7u+FwOPzeFxYWhmnTpuHll19GU1MTnE4nDAYDZFnGvn37IMsyJk+ejH379p13m71eL/bs2YMXX3wReXlz8NhjI6HV9mbZCiHQ2tqEf/7zacTGJuC22+6H0WhCc3M93nnn/1BZWYLu7k54vV5ERQ3DzTd/C+PGTcXw4SOhUvX/oEB3twV79mzGH/7wE7z55lakpWVBo9HA4xGoqrLjRz96HFOmzMOddz6E0aPDIYRAdXUtjh7dj48/Xo5Tp45Bo9EiPDwKw4dn46GHforY2HjodPp+1+c7pTs7gZISYPNmoL29/33xzW8C8+add3ddverrgX/8A2hrA0aMACIimLo8hDDASkRERERERERERPQVsExnX5IkIS4uDg899BBCQkIQGRkJIQRWrVqFTz75BOvWrVPGxwSAuLg4TJ48Gf/5n/+plHSVJAlGoxEmk0lZrtfrxaOPPgqHw4GRI0fiueeeQ1NTE/785z/jlVdeQXNzM37xi19ArVbDarWiqKgId999N5YtW4Z7770Xqamp2LdvH/7rv/4Lra2tWLp0KcaPHw8A2L17N1auXIl33nkHf/jDH5CdnY2ioiJ8+umnuPPOO7F161akp6f7BYEvK7cbaG0Fmpr6BkWDgoCwsN4fpxMoK+tNDTxbUBAwfHjv7/X1vWmDn2cXK7RaYNgwICQEsNmAri7g7ExLSQJMJiA+HjAYLtomXojL5cLTTz+NRx55BMuWLUNsbCw++OAD/OEPf0BDQwO+973vISUl5bzL6OnpwfLly/Gzn/0MM2bMQEBAAJKTk7F161Ylq/V83G432tra8P777yMkJAQxMTEwm/2zQoOCgpCTk4OEhAQcOXIEYWFhyM/PR11dHQoKCjBt2jRcd911eP7558+7Lq1Wi8WLF+Pll19GVVUZCgsPYNy4qZ9vhwPNzfXYu3cLnnnmbcTFJcHr9aKnpweTJs3GXXd9DyEhYfB6PVi//n383//9DgsW3ILvfOcJREXFXXhnD4DN1o1//esZHD9+EDNnXo/HH/89vF4vjh07gHXr3sWTTz6E3/zm70hMTLso6yMaihhgJSIiIiIiIvoKXnrpJXzwwQdobW3td/rcuXOxcOFCzJ8/Hy6XC6+88gr279+P8vJyeDwejB8/Hrfeeivy8vL8OufsdjsaGhrw/PPP4/jx43C73QgNDcWcOXPw7W9/G2az2a+EXVlZGfbv34/Vq1ejqqoKYWFhGDt2LObMmYP58+f7ZdsIIbB69Wps2rQJJ0+eRHd3N9LT07Fs2TLk5uYiPj7+0u0wIqKrEIOrfWk0GmVMTY1GA41GAyEE7r//frS1tWH9+vU4duwY0tPTAeDzsqIGREZG+o2Z6cseBACHw4GCggKUlpbirrvuwt13343U1FSkp6ejra0NmzZtwsqVK/GTn/wEer0epaWlWL9+PWJjY/HQQw9h+PDh0Ol0SElJwfbt21FRUYFNmzYpAdbPPvsMtbW1uOWWW3DTTTfBaDQiLS0N6enp2Lp1Kz799FOo1WqMGjXqMu/Nz7W2Au+9B/zzn32Dp9OmATfeCCxe3BuAfeyx3gDq2aZNA/71r97f//1vYNs2oKbGf57ISOAnPwEWLABOngQ++wx47TX/edRqID8f+OUvgbSvFzw7dOgQjh07hpdeesnv9ejoaCxZsgTf/OY3lbFR1Wo15s6di5tuugkjRoyARqPB97//fRw8eBC1tbVYv349HnnkkXOuq7W1FQUFBXA4HMjJyUFiYiLsdjtuuOEGbN26FcnJyX0CrK2trSgsLMS0adMA9AZYnU4n3G43fvzjH2PGjBn9ZjWr1WosWbIEpaWlCAkJwdixY/HRRx8hNTUVGRkZfuOyno/ZbEZubi7q6lqxb98WJcBaXV2GY8cOIigoBKNH5yE0NBwqlRppaRmIi0uEXq+HWt37ubv77u/h2LEDsFg6cfTofsyff/OA1n0hGzeugsvVg9zcKbj77u/DbA4BAISFRSAmZhh+9KNlqKkpR3BwGIKDQ8+/MKIrFAOsRERERERERF9BUlIS8vPzYbFYlNecTifa2tqwatUqzJkzB3q9Hj09Pdi0aRO2bNkCIQSGDx8OtVqN0tJSbNiwAVarFYsXLwbQW9KwoqICa9asQWlpqTJul9PpxIYNG5Camopx48YhPj4eQghYLBZs2LABBQUFcLvdyMvLg9VqRWVlJd5//32kp6cjISEBWq0WPT09qKiowMqVK+HxeDBs2DAEBASgvr4eH3/8MTo7O3HbbbcNbglEIiK64kmS5BdAEkJACKGUUwWglG0FAJvNhqKiIvztb39DYGAgQkJCEB8fjwkTJigBVpfLhZKSEuj1eiQmJiI1NVXJJh01ahRKS0uxZs0atLS0ICYmBm1tbSgtLcWIESMQHx+vjMNpNBoxZswY7N69GxUVFRBCKPdeu92OsWPHIjw8HJIkwWAwIDExESkpKSgtLcXEiRMvuO2yLEOWZXi9XuU1r9erjEPrW9+Z08/+27e/xJmZqjpdb8Zofj7g8fivNCurt2woAOj1QF4ekJTUt3GZmV9kvyYn92awDhvmP09w8BclSIOCeuebPNl/HpWqd1kBAf2XIh4A37YFBQUhJiamT2AzNDQUsbGxSmlfoDdomZWVhejoaKUUtMFgQGpqKpqbm1FVVdVnv525L5uamlBQUIARI0YgPDwcer0esixjypQp+OSTT1BTUwOLxYKgoCBlGVqtFmFhYcjLy4MkSXC5XLBaraiqqsLx48eRkJCAuLg4v0xrIQQkScKUKVNw+PBhlJeXo7W1Fdu2bcPw4cORkpKijMna77E+g1qtxujRo9HZuRcnThyCLHugVqtRX1+FysoSZGRkw2wOhlarUdZ76lQhGhvrYLValHFYm5rqoVZr0NraAMC3LqH8SFLvz5nTvvjbN4//eyoqTqKh4TRUKjXWrn1babPb7UJHRxtstm60tzfDbu9GcHBIn207c/m9lallqFTnGIQVvZ8r4IvPy7n22VVHlqH6vJy37CvZPYjb7rvGnf37UHQ52scAKxEREREREdFXMGvWLEyaNMnvP+5tbW04fPgwPv74Y4waNQqJiYmwWq14++23UVNTg0WLFmHRokUwGAz43e9+h507d6KjowPz5s1TgrGFhYV48803kZubi3vvvRcmkwkVFRX4r//6L3z00UcIDg7GsM87RKurq7F+/Xo0NTXhjjvuwE033YSioiKsXbsWGzduxJw5cxAZGQmtVgur1Ypt27Zhx44duOOOOzB//nwkJibinXfewapVq2Cz2TB16tQLltcjIiIaCJfLBYvFgo6ODni9XuzYsQPNzc2Ijo5Geno61Go1AgICPg8Y1ePf//43AgMDERERgYyMDMTExCA+Ph56vR5utxsVFRWIjIxEWFiYX6ne+Ph4xMbGoqenB/X19QgLC0NXVxfq6+sxbtw4JQPSZ8SIEdi6dSsaGxuVcTlbWloAQMmqBXoDxXq9HpmZmaivr/d7oOpcHA4HOjo60HxGWV1ZlmGz2eD1euFwONDd3d0nwNpfANZzZiDVaOwNdA4f3je4EhjYGxgVojco+sADvSWFz2YyfRGcnTkTGDeubzasRgNER/cGUWNje98zcmTfZfnWeXawd4B8AbL4+HjMmzcPN998s990tVqtBC09Hg9kWYYkSYiPj/98XNAv1hsbG4vW1la0tbXB6/UqyxZCKH97vV7U1tZi7969SExMVI691+tFUFAQ6urqUFFRgdraWgz/vIyyEAImkwkZGRn44Q9/CLVaDZfLhba2NqxevRoffPABDAYDkpKSlPPGF/QTQmDMmDGQZRm1tbU4fvw4Dh48iEWLFimZs7790OdYn2XUqFEoKirC3r37YLN1IDAwEPX1laipKUN+/lQEBKihVveWB25qqsOGDe+hpqYMFks7HA47hJDR0FAPszkINlsn1OredalU4vN/ZajVXqjVXqhUMiQJyt9qtQcqlfB7j+/11tZ6tLY2wGLpQFtbrV+bhRBITEyEJLkhRI/y/n7OBKjVMnQ6L8xmK4Rw9Rs7lCQvbDYbAMBqtcLtdvtVc7lqCQGVzYYAjwcqrxd2mw2yxdL7+Rwksiyjp6cHQG/VHZVKpTwwMNS43W5YrdZLug4GWImIiIiIiIi+gsDAQAQGBip/CyFQX1+PnTt3IiEhAbm5uYiLi0N5eTnef/99PPvss5g3bx4yMzMhhMCvfvUrPP744zh8+DCOHj2KCRMm4Pjx4ygoKEBLSwv++Mc/IiIiAlqtVimB+Lvf/Q7jx4/H1KlToVKp8P7778PhcGDq1Kl4/PHHAQDDhw9HQEAALBYLXn31VUyfPh0mkwnt7e147bXXcN111+H2229Hfn4+hBB46qmnUFJSgvr6eqxduxaPPfbYObf5y2QLXOrMgmsmc+ES4L778rjPvhrut6/matlvp0+fxr///W8888wzcDqdMBqNuOuuu/CDH/wAaZ+Xls3NzUVERASio6MRGxuLyspKbNu2De+99x7Kysrw3HPPISmpd3zJlpYWBAcHw3DWuJ9msxlmsxlCCLS0tMDtdsPhcKCrqwvh4eF9AjFhYWEAejNne3p60NnZCafTCZPJpEzzUavVCA8PR2lpqZJ9ez7Hjx/H8uXLzzm+ZmlpKXbs2IGAgIA+03wBPIfDAZvNBvfZQVKjEUhMPPfKPw9AIe48Y2z65gkK6v05l88DgDCZen/64/F85QCrb/s0Gg1MJhPCw8PPOR8AJaDjdDphs9n8zgGXywWPx6MEU+x2uxKUdTgcsFqtsNlsOHHiBD799FN4PB688847ftU6vF4vDh48iNjYWMR9vv+8Xi9UKhX0ej3Cw8OVIFJMTAyysrKwbt06HDhwAOHh4fjOd74DoDeg4wuYazQa5OTkoKCgAP/zP/+Dnp4eZGZmIjIyEidPnvTbHt929icjIwNJSUlwu+0oKlqPkSNHoq7uGFpaanDzzf+FqCgX1GoZJSUn8e9/v4Tdu3fhnnvuwdixYxEZGYmAgAA8+eSTEEJAp7MjNLR3XQEBLmg0XhiNToSGWqFW2xEY6AIgEBRkR0iIFUajgCx7IcudUKlk6HRumM0OhIZaIcvdGDGit+TxPffc02/bfQ9DaLX9bZ+A2+2G292DhIQOmEwlnwfH+98PR4/2/rt///5z7qurjhAIqqrCyLY26Lq7cbSgAJa2tkENsJ7pyJEjg92E8/J4POjs7Lyk91QGWImIiIiIiIguAq/Xq2SU3nHHHYiIiEBbWxuKi4vhdruV0r4+ycnJSExMRHt7O44cOYJx48ahtLQUnZ2dGDFiBCIjI5XOPIPBgJkzZ+LXv/41amtrcfr0aSQmJuLIkSOIiYlBZmamX1uGDRuGvLw8pVNblmV0d3fj2LFjePDBBxEVFaXMK0kSRo8ejcLCQhz19V6dgxC9nWGuMzJefGUfvV4vZFmGx+M5bybGVyGEUJbpy/S4WgIQl5rb7VYyovp01lO/ztxnF/tcvpr5Ahq+68SVRK3uTdwbHF9kr/mCRF8mM8u334eiuLg43H///Zg3b55SReHo0aP47W9/i7/85S9ITU3F5MmTMXHiRKjVaqhUKgwfPhxZWVkYPXo0HnvsMZSUlAx4vMqhICcnB0lJSUrADejN+LJarbjuuuuQkZGBmTNn+mXg+gJyBw8ehE6ng8FgQGBgIPR6/WBswmUhhIBWq4VGo0FAQIBfid3+BAQEQJZlFBcXY+HChX7zl5WVAQBSU1MRFBSEwMBAaDQaqNVqGI1GmEwm7NmzB5WVlRgxYgT+9Kc/9RkKYd++fdizZw92796NRx55RMnKkyRJyaY9M0tPlmVlvGBJkpT2aLVaqFQqZZvmzZsHi8WCN954A3fffTeGDRuGoKAg5fgHBAQgMDDwvNsfGBiI4cNHIjt7Mlat2oDi4gY0NnYjISED0dET0dWlgSRJqKvz4OjRYsyZcwvy829FcnIaJElCT48Dzc1dUKvVsNt16OjoXZfDoYPHo4bdHoCODhNk2QhJioAsA5WVVoSF6WE2m+B0OnH4cA16etxwOrWwWAzo6AhCYmI2Dh/ei4YGCwICMqDR9M1i9HhU6O6Wzjn0hNfrhNVqQ02NDrt3Z6CzU9dvgPXGG2VMnmzB4cOHMWnSJOj1+msjgxWAyu2G5qabIAmBCcHBkLXaQW2P73q1d+9e5Obmwmw2D9lj4fF40NzcfEmHPmGAlYiIiIiIiOgiqKqqQmlpKbq6ujB79mwEBwejtbUVHR0dUKvVCA4OVjJWJEmCVquFyWSCTqdDa2srAMBiscDlciE0NBQqlUrpENBoNIiMjIQkSbDZbOjq6gLQW5I4KioKZrPZry0GgwGhoaHK8nzZME6nE+Hh4X7tAHrHwtPpdGhvb1fG8OpPZ2cndu7ciQ0bNvgFnlwuF06fPo2UlBQUFxf7dRxfLL4Abl1dHTo6OjhO7AD5SlP29PTg5MmTQ7YTbCjxZT15vV4UFxdznw2QLMvKNedKO9eysvofsvJy0GgEKit7y8OWlpYqQZ2Bstvt6OjouFTN+1r0ej2io6MRHBwMt9uNyMhICCFQUFCAzz77DPfdd1+fbFSgt+Tr6NGj4XA40NzcjO7ubgQEBMBsNqO0tNTvIR+gtyyvL7vUbDZDrVZDp9PBaDSiu7u7TwDaVzJSr9dDq9UiMDAQWq0WHo+nTzlJ3wNKgYGBfUoNn2ubIyIi/DJhvV4vuru7oVarodfrERgY6HefFEIowTtJkpTg3lAtu3kx+L7j+II1/WVwqlQqBAYGKvvE6/XiwIEDOHDgAJxOJ8xmMwoLC1FcXIwJEyYgPz8fKpXK7/uTb18ePXoUzc3NGDdunDKe6plCQkJQUlKCqqoqnDp1CpmZmcr4rx6PBzabDWq1Gh6PB93d3di7dy86OjqQmZmplLsG0Ge9mZmZuOWWW5CUlIQJEyYgLCxMeZjgzPkudKxjYuKRlZWLDz54FR0dnQgMNCEjYwzU6gD4Tm9J0sNoDEJNTSVaWpphMoXC7XZh27Z1aGtrRXh4JIRQwev1jf/a21ZZluD1qqFW6xAYGIbo6Dhs374J4eHDEBZmR0dHKzZs+BB2uw1C9M4ry2qMGzcTpaUnUVlZjg8/XI5Jk2YjIMAIj8eNrq4OlJQUYsaMRQgODj1PgFUFWZbgdmtgtRphsZzroQIZBkPvgztGoxEGg+Ha+h74+fd8zRC4rwohlPPX9zDIUL3fezyeS/J/kjMxwEpERERERER0EZw6dQrl5eUwmUzIycmB0WiEx+OBw+FQOns1Z6VI6fV6aDQa2O12CCHQ09MDr9fbp8NZkiQYjUZIkgSXy+U39pGvw/ZMvowQX9k8p9MJp9MJIQQMBkO/7VCpVMqYYOficrnQ0NCAwsJCvw5ur9cLu92ujLd3KbLXfOOp+Ur/0cD4xpjzBb+uqQ7Jr8i3z3znM/fZwAghlIz5K22/mc1AP3G+y0KlAmy23mtad3f3l+6odjgcfQKOQ4VKpYLBYFDuaVFRUThy5AiOHTuGw4cPn7OsqK9sLNBbQtXtdsNkMiE6OhqdnZ2w2WzweDzKvay9vR2dnZ3QarVKaX2j0YiwsDA0NDT4jXcKAE1NTcqDTxqNRslytNvtaGpqUubzBdcaGhr6jPt6vm0++xh6vV4lOHtmANVHlmW/90iSpPxcrXzb1tnZiZKSEmzfvt1vui/7dNq0acpx9o2Xe/jwYXR2diIwMBB79uyBSqVCeno6cnJy+uw3SZJgt9tRXFwMq9WK6dOnIyIiwm8e33ej6OholJSUoKCgQBmH1el0orOzEzt27IBKpYLH40FXVxc2b96MsLAwZGVlISMjo886fT8xMTEICwvDuHHjYDQaodFolPF2z573fCIiYjBiRDYaG+tgt9swefJcZGWNBfDF+wIDgzBiRA6OHNmNw4f3obm5EbIs4+jR/RBChlbre0BA+jxLVFJ+hJCgUmkQHh6F7OyJKCo6hPj4FISGRsBm60ZTUwO8Xo/f/JmZY5GePhLd3V3YsWMDAAlGY+Dn+6gdJ08exbhx02E2fxFgFQLwbWpvJRJJaY8sqyDLKr9tOtOZQen+PmdXJSEApxNoauotxx0XBwQEfLETB8GZ1yvfcRiqD4OcfW29FBhgJSIiIiIiIvoafKVqDxw4gIqKCkyaNMmvvK8vA8I379mdel+FbxkD7Xw9e76z1+v7+0LLi4qKwr333otvfOMbfu/t7u7GTTfdhOjoaEycOBFB5xvX7SvwlbfdunUr0tPTERMT0ydITH35ggMFBQXQ6/UYPXo0tINcWm6o8+2z/fv3w2w2IzMzk/tsgNxuNyorK1FfX4+JEydCo9FcMQGi5cuBxsbBWfeyZV6MHt2llFs0GAxfqkO4u7sb77//vlIJYSjwldg+O3Aky7Ly4yv17ssu/SIAI9DV1YWysjJIkoSQkBClXG52djYaGhpQX1+Pzs5OhIeHQwiBU6dOoaKiAkFBQUhOTlaySNPS0vDZZ5/Bbrcr7ZFlGQUFBTAYDEhJSVEqSiQlJaG8vByHDx/G0qVLoVKplNK+Bw8exP3333/OcULpq1Gr1SguLsbu3bvxwgsv+E3zHZ9du3YpwXadTof7778fe/bswYYNG1BZWYmoqCg8/vjjmDVrFoYNG6Z8n1Gr1dBoNH7nR0REBKZNm9anHZIkfV6GdzhKS0uxbt063H777VCpVLBYLNizZw9uv/12AFCqj6SlpeGxxx7DtGnTkJGR4bdNZ2ahS5IEvV7f50E4SZK+1DUyPDwKWVljEBISira2FkRGxiI3d7LfPHFxSfjmN7+PqqpTWL78b59XLYnCXXd9H3a7FTrdF2V1JckXHFNDpfqiDampmXjggcfxv//7I/z977+HVqtDcvJwPPTQf6KwcP/n2cG97Q8NDcc3vvEwsrMn4r33/olnnvkZXC4n9HojoqJikZ8/q882XiG3hKGlthb4xz8AiwX4j/8A0tK4I4cQ/m+EiIiIiIiI6Guqq6vDwYMHYbVa8fDDDyudSUajEeHh4XC73bBYLHA6nUp5XqC3Y9zhcCAqKurzzqpQ6HQ6NJ7V0+/1etHS0gJZlhEUFITQ0FAAQGRkJJxOp1Iy2MfhcKC9vR1BQUEwGAwICgpCcHAwVCoVWltb/bInAKCrqwtut7tPVsfZ+usoPLMzU6VSKWOqXUxnBoQ1Gg20Wu2QfVp+KPJlTF2KY3O14j77anylOX2f0yuF19ubHDQ4vsj+8Z1vXybA6hvzcShxOp14+umnMX78eAwbNgzBwcGw2WxYt24d1qxZg4aGBvzwhz9EY2MjDh06BKvVinHjxiE0NBTV1dXYunUr3nvvPUyaNAnZ2dnKuOGzZ8/GyJEjsWHDBjQ0NOA73/kOWlpa8PLLL6OpqQnf+ta3EBAQAEmSkJWVhVtuuQX/+te/8Oyzz2L27NlITk5GQUEBVq1ahfvuuw+LFy9W2nzjjTdi9erVeOONN5CTk4ORI0eiuLgYGzduhN1ux0033YQRI0YM1i696gQFBeHFF1/Ec8891+/DZr5rcGBgoN9rMTEx+OMf/4jg4GAlaK7X6/2+E8THx+Pf//43ZFlWsqc3bNgASZL8voOd7f7778c999yjLPNb3/oW7rrrrj6fMV/bdDpdn+8if/3rXyHL8nnHCNXr9cjNzUVrayuMRuOAvs9IEhAVFYdPPjkBWZah0+nPyEj1LTcAiYmp+Mtf3oPXKwMQnz9AoMNtt90HAH7reuihn+GBBx6HRqNVrteBgUHIzMzBP/7xCWTZC8C3rXp88slxqNUav/WGhUVh2rT5yM+f9XmGq6+9Kmg0ami1V+84wpeN3Q4UFwPt7UA/pbRpcPEbIhEREREREdHXIITA1q1bYbFYEBcXhwkTJihByuDgYCQnJ0OtVqOkpASRkZFISEiAEAKNjY1oamqC2+3GiBEjIEkSEhISEBQUhJqaGnR1dSljyTmdThw5cgRqtRqRkZGIjo6GJEkYPnw4qqurUV1d7demlpYWnDp1ChkZGUoHYGBgIFJTU3Hy5EmMGTNGaYcQAhUVFbBYLJg4ceJ5t/Vcwdf+Xr+YmWvn6nyl8zvXeLrcd+fGfXZxfNks+2tdf+VFB+KrVkG41IQQaG5uxhtvvKGUvvcFqUaPHo3bbrsN48aNQ09PDyorK3HgwAF89NFHylikGo0GEyZMwNKlSxEbGwuVSgUhBHQ6HX74wx9i69atKCkpwU9/+lMAvQGrefPm4c4771SC/CaTCRkZGfjZz36GAwcO4B//+IeSwXrHHXdg4cKFyMzMVNo8duxYOJ1O9PT04M0331TmNRgM+OUvf4nk5OTzBufoy5Ekya989ED5yk77slr7W65vWIUznWv+M+l0Ouh0OuW7ke9v3xANA/lcDqSMtCRJSonqgZOgUkkIDOxbIcRXdre3jWoYDIF9pvVHr+97PvvaZjQG9pmm0fivW4gvSsRqNNo+03j5v0h66yf3Pgk0RK/51zIGWImIiIiIiIi+Il95w127dkGr1SIlJQUxMTHKdN+YXikpKThw4ABCQ0NhMBigVquxc+dOtLe3IyQkBOnp6ZAkCYmJiYiLi4PL5cKuXbuQl5cHvV6PpqYmbNmyBfHx8YiLi4PJZIIkScjNzUVpaSnKyspQVFSEhIQEdHZ2ori4GKdOnUJ+fr6SRWEymTBhwgQUFhZizJgxiIiIQGBgIMrLy1FVVQWNRoPs7OxB3JtERHQ1UKvVGDVqFE6dOoWOjg44HA4YDAYMGzYMY8eORU5ODqKiotDe3o6EhAS0traiubkZTqcTZrMZcXFxGDlyJGbOnKkENX3BrenTp0MIAaPRiIqKCqV0cF5eHrKyspQ2aLVahIeH46abboLH48Hp06dht9sREhKCJUuWIDs7W6kGAfRWhBg7dizcbjfWr18Pi8WilBy+8cYblfFaiYaa8wUyL2WQc7DWSzSU8K5ARERERERE9BUJIeByubB161ZMmDABY8eO9Su/ptVqERoaihtuuAGfffaZMtacwWDA3//+d7jdbuTn52P48OEAgNTUVIwePRpxcXH4y1/+gocffhgmkwkVFRV4//33cddddyE9PV0ZV2z+/PlYv349iouL8frrr+P2229HYWEhNm/ejPLycvznf/6nkrURHByMW265BT/84Q8RFxcHr9eLlJQUvPrqq6irq8OUKVMwY8aMy78TiYjoqqLT6fDII49ccL7w8HDcfffduPvuuwe0XEmSEB4ejltuuQW33HLLBefXarUYPXo0Ro8ePaDlx8fHIz4+fkDLpstLq9UiKCjoihrbmYiufgywEhEREREREX1FFosFe/bsQU1NDb73ve/1G6AMDg7Gb3/7W/z+97/Hli1b8MYbb8DtdmPGjBl45JFH/N6jUqkwa9YsJCYm4j//8z/xyCOPwOVyITw8HHfeeSd+8pOfIDw8XJk/ISEBTz75JDZt2oR///vfePHFFxEREYHJkyfj97//PebMmeNXrviWW25BW1sbPvzwQzz++OPo6urCyJEj8f/+3//DtGnT/JZNRERENBTceOONqK2thVqtZoCViIYMBliJiIiIiIiIviKTyYT8/Hx89tlnSE5O7jdA6Rtn7Dvf+Q6WLl0Ku90OIQSCg4MRHR0Ns9nsN6/RaER6ejr++Mc/wmq1QggBjUaD8PBwhIaGQqVSKfMCQFpaGiIiIjBr1iw4HA5otVqYzWaEh4f7jRkmSRJUKhVuuukmTJs2DTabDR6PB0ajEXFxcQgKCmKnJREREQ05vrE+afDGN+W4qoMkKgq47TbAbu/9nQdhSGGAlYiIiIiIiOgr0mg0CAsLw+TJk885jy/ImZiYiMTExAsuU61WIzAwEKNGjRpQGwIDAxEYGIi4uLgLzitJEmJiYvzGiSUiIqKhQwgBIcRgN4OGqMGKrzGuN0jMZmDSJMDtBoKDB7s1dBYGWImIiIiIiIiIiIiIhggGWOlaIIT8+QMFEmR5sFszRAUEACkpvSnEOt1gt4bOwgArEREREREREREREdEgEUJA/jzC5PV64fF4BrlFRJeeLPfA65Xhcmlhs2kHuzlDU2cncPAg4HQCU6YA/QxHQoOHAVYiIiIiIiIiIiIicJxBGjyyLEOn08Hj8aCjowMajYbjjg4SWZbhcrkA9A7dMNjHwe0GvN5BbcJFJCCEDFl2wmJpQ2WlDjU1RrjdPNf71dQEvPEG0NEBpKYCYWG8SQ0hDLASERERERERERERgf3WNLgCAwOhVqvhdDrR3t4OiSfkoBBCwOl0AgAcDsegHwebDejuHtQmXFRCCHi9HlRVaXDqlAl1dUYAPNf75Xb3ZrG2t/f+TkMKA6xERERERERERERERIPMaDRCkiR4PB709PQMdnOuWbIso/vziGZQUNCgZ7C2twP19YPahItGiN4ft1vCqVMmVFUForNTP9jNIvpKGGAlIiIiIiIiIiIiIhpkarUawcHBCAsLg5vZaoNCCAGPx4O2tjZIkoSYmBhoNJpBzWI9dQr48MNBW/1F5/FIsNs1n5cFZuYqXbkYYCUiIiIiIiIiIiIiGgIkSYJKpYJez6y+wXJmcFuv10Or1Q5iawCPpzeL9WoixGC3gOjrY4CViIiIiIiIiIiIiGiIGOwxP69lQgi//e/7fbCPCQOS1yi9Hhg2DAgM7P2dhhQGWImIiIiIiIiIiIiIiIiGErMZmDgRsNmA4GCAD18MKQywEhEREREREREREREREQ0lsbHA/fcPdivoHBhgJSIiIiIiIiIiIiIiIhpKhAC83t5/NRpmsA4xDLASERERERERERERERERDSVVVcCrrwIWC/DYY0BqKoOsQwgDrERERERERERERERERERDSXc3cPgw0NbW+zsNKarBbgARERERERERERERERER0ZWCAVYiIiIiIiIiIiIiIiIiogFigJWIiIiIiIiIiIiIiIiIaIAYYCUiIiIiIiIiIiIiIiIiGiDNYDeAiIiIiIiIiIiIiIiIiM6g0wFRUb3/6nSD3Ro6CwOsRERERERERERERERERENJWhrw9NOALAMhIYAkDXaL6AwMsBIRERERERERERERERENJVotEBra+7uKI34ONQywEhEREREREREREREREQ0lHR3AwYOA0wlMmQKEhQ12i+gMDLASERERERERERERERERDSUdHcDWrYDFAmRm9mazskzwkMEAKxERERERERERERFdFEIIv58zqVQqSJIE6fMAgW+6LMt+80qSBNXn5TClM4IJ/S3btzzffBda9tltOHvZsixfsB1ERJeF1QoUFgJtbb2/05DCos1EREREREREREREdFG43W689tpruO2225Cbm4vk5GQkJydjzpw5+O1vf4t9+/Yp83o8Hhw/fhyPP/44MjIykJycjPz8fDz66KNobm6G1+tV5hVCoKGhAX/5y19w/fXXIz4+HhkZGXjggQewfPlyv3kBwOVyYefOnbj99tsxevRoJCYmYsKECXjllVdQWVnZp92lpaV48cUXkZubi8TERIwZMwZ33XUXDh06BLfbfel2GBERXZGYwUpERERERET0FbndbnR1deHdd99FSUkJOjo64PF4EB0djdtvvx0jRoxAZGQkgN6O4cLCQuzfvx/79u2D3W5HTEwMRo0aheuvvx4xMTFKdowsy7DZbFi1ahVOnDiBuro6SJKEvLw8zJgxA6NGjYJer1faYbPZUF9fjzfeeAM1NTWQZRmhoaGYPXs25s2bB5PJ5Nfu0tJSHDt2DFu2bEFrayvCwsKQlZWFGTNmIDs7m1k6RET0lUmShKCgIMyaNQszZ86EwWCAEAJFRUU4dOgQSktLMWzYMMTFxWH79u3YunUr9u7di/vuuw8GgwF1dXU4fvw4nn76afz4xz9GXFyckln6wgsvoKysDCEhIfjpT38Kq9WK/fv346OPPoJarcbSpUshSRLsdjuqq6vxP//zP4iIiMCtt96KsLAwnD59Gq+++ircbjcWLFiAtLQ0AEBRURE+/fRTvPfee7juuusQExODpqYmVFZW4r//+7/xwgsvIC4uzu/eS0RE1zYGWImIiIiIiIi+Ao/Hg9bWVmzevBkHDhxAZ2cn3G43JEmCEAJdXV1wuVzK/FVVVdi1axe2bduGrq4uAEBbWxva29uh0+lw5513QqvVQpIkeDwe7NmzB1u2bPHL4Nm8eTNUKhXUajXGjBkDAPB6vairq8P69euxf/9+ZX1tbW2wWCxITExEamoqQkJCIIRAZ2cn9uzZgz179qCiogIqlQptbW3o7OyE1WpFUlISTCYT1Gr1ZdybRER0tVCpVEhJSUFKSgpMJhPMZjOEEIiOjsabb76JQ4cOoaqqCuHh4SgoKEBBQQGioqJwww03wGQy4eTJk7Barfjkk09w5513IiQkBDqdDs3Nzdi0aRMSExMxefJkLFmyBJ2dnWhqasKpU6ewfv163HrrrZAkCW1tbTh+/DgOHz6MJ554ApMmTUJMTAxKSkqwceNGFBYWYtiwYUqA9ejRoygsLITT6cTChQuRnJyMmpoa7Ny5Ey+88AJOnjwJo9GI6OjoQd67REQ0VDDASkRERERERPQV2O12HDt2DE8++STmzp2Lu+++GxkZGQgMDERVVRViY2Oh1+uVcd8++eQTrF27Fi0tLfjVr36F+Ph4rF27Fjt27MBvfvMbXH/99QgODoZarYbVasWf/vQnWK1WzJs3DzfeeCPcbjd++tOf4qOPPkJzc7OSaWq321FQUIA//OEPWLhwIe6++27o9XqcOHECP/nJT5CcnIzFixdj3LhxAIATJ05gxYoVqKmpwUMPPYS5c+di586d2Pj/2bvv8Diq6/H/79m+2tWq996Lu2W5d4yNuw0OvYUWkjgJCYR8AvmGwC8hkEYggZAQTGimm2ZsXLBxw71LyE0ukiWr97J9fn+IXSzkjm3J+LyeR4+k3dnZO7O7M7P33HPusmU8/fTTXHnlleTk5BAQENCdu1cIIcQlSqvVMmjQIP//vvPgjBkz2LlzJ/v27aO4uJiMjAx27txJVVUVv/3tb+nXrx9arZaoqCgiIiKYN28eRUVFREVF+YOxpaWlzJkzh9tuu42QkBCgY0DRRx99xIIFC7Db7VgsFo4cOcKqVauIjY3luuuuIzExEYC0tDQWLlzI0aNH+eKLL5g+fToA69ato7KykquuuoorrrgCRVFIS0sjMTGR//73v6xevZqIiIjTBli/Oees77Zv3n78/yd7jOhZ5DXpXt/8zFw2r4eigE4Hen3H3wDduO1yvOpMAqxCCCGEEEIIIcQ5+Pzzz1myZAkJCQn89a9/xWq1+kvrJicndymzO3/+fGJjY7n22muZPHmyv/M2JyeH2267jcWLFzNhwgTMZjNFRUV89tlnvPzyy4wePZr4+HgAfve73/H000+zfPlyfvSjHxEdHc0XX3zBunXr0Gq1PP300wQEBKAoCrm5uezfv5+PP/6Y2NhY8vLyUFWVl19+GZ1Ox4wZM/jRj36ERqMhKyuLmJgYysvL+e9//8vDDz8sAVYhhBDnjdfrZcmSJRQUFKAoCoMGDWLPnj1UV1djs9kYNWoUGo0GAJvNRkZGBvHx8ezbt4/09HQsFgtbtmwhKSmJxMREgoOD/evu06cP+/bto7Gxkb1795KTk0NlZSV79uzxlyj2URSFUaNGMW/ePPbt2wd0lPs/cOAAHo+H4cOHd2q3xWJhzJgx7Nmzh6qqqjPaTpfL1amChcfjobm5GVVV8Xg8uFwu3G53p8f4/ne73bhcLqki0c1cLpc/iNcT5t9V1Y4Y2+XL46/m4nK50Ol0/uPFd5qqQmgoyve+B+3tqGFh4HZ/HWjtBpfS8crlcl3wz+9l/bEUQgghhBBCCCHO1YEDB9i3bx+ZmZk8+eSTHD58GLvdTmhoKNOmTWPUqFGEhobi8XioqKigurqavn370qdPH3+nkNlsJjIykqysLAoLCxk6dCh2u509e/ZgsVjIyMggKioKjUaDqqoMGDCAqKgoDh8+TFFREZGRkRw5coTGxkb69u2LyWRCo9GgKAomk4lhw4bx7rvvUlVVRWtrK2azmcLCQjIzM8nOzvZ3iGi1WiIjI+nXrx+7du3CbrefcJt9nSrHd1aoqkprayterxdVVXG73f5OsPPFt17o6Kg+vmNanJxvv/k6id1ut8yvexrH7zPf+1322ZnxeDydjgPAJbPvtNqOn+7xdeDA7XbjdrvPKnDgdrvxer0XqnHfSllZGYsXL+aNN97A6XTS3t5Ov379uP/++0lJSaG4uBi3243RaCQwMND/OEVR0Gg0hIaG0tzcTFtbGx6Ph5qaGoKCgjCZTJ3eW4GBgQQGBqKqKrW1tbjdbux2O42NjYSFhXXp/Pdlvra2tuJwOGhubsbhcGA2m/33+dqh1WoJCwujrKyM9vb2027znj17WLZsGW+99Zb/Nl9gtbm5mYMHD7Jp0yZMJlOn+32vYWFhIVqt9pL57HxX+a5tADZv3tztr4eqwuTJ3dqEbmUwqBQWdhwnt2/f7r/WvSy4XGA2g9EIe/fCoUPd2pxL6Xjldrupr6+/oM8hAVYhhBBCCCGEEOIc1NbWcvjwYRRFwePxYDKZ0Ov1tLe3895772G1WunduzehoaHU19fjcDgICAggPDzcvw6tVovZbCYiIoLq6mqcTicul4uamhqsVitWqxWj0ehfPigoyJ8pW1lZ6Z/r1W63ExkZ2anDSavVEhsbi9vtprW11R9gra6upk+fPoSGhnbanoCAACIjI6msrDzpaO+WlhZ2797Nli1b/AEBVVVxOBxUVVXR3NxMSUkJFovlvO5rX+e0qqrU1NTgdDovj8yF88Dj8WC32/F4PJSUlPTYLIOexOPx4HA4aGlpkX12FjweD42Njbjd7ktuvyUmwnEJkReVVuvl2LGOwF1ZWZl/Lu4z1draSktLy4Vq3rei0+kIDg4mISGB9vZ2KioqaGtro6qqCofDgdPpRFVVNBoNuhOk5xkMBjwej//473Q60el0Xd5bOp3O/3in04nX6/UPxtHr9V3W67vNNyjA5XLh9XpRFKXL8r7bfMucjtlsJiYmhl69evlv82VB7t69G5PJRGBgYJcAq8fjoampiYCAAAwGQ48NWFwuvF4vDocDAKvV2u3XHPX1HT+Xq7AwlYAAJ83NzVit1h4d1DvvnM6OrFWPBwIDwWDo1uZcSserbw4KvRAkwCqEEEIIIYQQQpyD1tZWjh49SlVVFSNGjGD48OGYzWb27NnDQw89RFxcHAaDgcGDB9PU1ITX68VkMnUJPup0OgIDA2lqavJnfbW0tBAYGNipE9mXSWM0GtHpdDQ1NaGqKm1tbbhcrk7ZPwAajQabzYZGo8Fut9PS0kJ4eDjNzc1otdouJYD1ej0Wi8Xf1hNpbm5m3bp1PPfcc53KH/qyhhobGzl48GCncoznk9frpbKykpqamguy/u8qp9OJ3W4/aWay6Mo32KGtra27m3JJ8WVTHurmDJuzlZra0XfdHXQ6KCvrOOYeOXLkrDuq29vbaWxsvBBN+9ZCQ0O54oorGDhwIC0tLaxcuZLly5fz4YcfMnbsWP9yvowoRVE6bb/H4/Hf5jsH+rKkj+f1ev3nLV/gxTfg6ETnM99tvmWOH5z0zeV9bTvTjLmkpCTi4uKYMmVKp+1oaWlh4cKFxMbGkpub2+kc7PV6aW9vp7y8nJSUFP987KL7uFwudu7cCUBOTs4JA/UXU2kpbNjQrU3oVsnJHlJSGqmsrCQzM9NfseWyUFeHsm0bOJ2oSUkQGtrtJYIvleOVy+U6o9Lu34YEWIUQQgghhBBCiHOgqipms5levXrxwAMP+DtL8/LyKCgoYPPmzYSHhzN48OBubun5ExMTw09/+lPuvfdefwe3qqo0Nzcza9Ys4uLiGDNmDFar9bw+ry/75/PPPyc3N5fo6Oge25nT07jdbrZu3YrRaKR3794nzBITnblcLjZv3ozNZiM7O1v22Rlyu90cOnSI8vJyhg8f3u0BibNx331QUdE9z33ddV6GDm1g48aNDBs2DLPZfFZB1paWFj755BMaGhouXCPPkS+D1Tdfap8+fbBYLCxYsIAXX3yRWbNmodfrsdvtNDU1ERQU5H+sr2KBzWbDYrGg1WqJiIhgx44dXUr1NjU10dTUhKIoREREoNfr/eV+a2pqupStr62tBTrmVzWZTP7BS06n03+fj680cUhIyBkNHtJoNBgMBgzHZZn5gra+IPHxGbe+bfVlWel0OvR6/eUTPOrBfIF9vV7f7ecBRelIYrx8fZ3l7vuM9NSsyfOuogKefRZqa+G55yAyslsDrJfa8epCf3blClEIIYQQQgghhDgHVquV6Oho0tLSOmW2aDQaUlNT2bBhA01NTWg0GsLDw9FoNLS2ttLQ0EBERIR/Pb4O3aysLPR6PVqtltDQUOrq6jrNNeorydXW1obD4SA8PBxFUbDZbJhMJurq6jq1z+v1+juWLRaLf165sLAw3G43TU1NnZZ3OBw0NDQQHh5+0s4IRVEwGAwnDJxotVp/mcfzHVjxzSHqe55vdk6LU/NlaF2I1+a7xvc+k3129o7PBPQFJC6VDnC3u2Oau+7h6RQ40Ol0Z9VZfbbLX0wnev19GaFOp5OsrCxCQ0M5ePAgGzduZMKECWi1Wpqbm/3B+rS0NGJjYzEajQwYMIB58+ZRVlZGY2OjPyC7Z88eiouLCQwMJC0tDZPJRHh4OBkZGaxfv75L9v6mTZswm82kpaUBHRUcUlJSKC0tZcuWLUz+arJLX5WI9evXM3PmzE4l/s9mm0+33Dczcs9mPeL8O9HrAT3zNVHV7om1ddfzHq8nvh7n3Unei90dYP2my+K1OAn5NiKEEEIIIYQQQpyD8PBwoqKi/KV6fXwZnb4MFl/Wjc1mo6mpiSNHjpCRkQF0ZMo1NTVRWlrKxIkTMZvNGAwGEhISaGlpobKyksTERGw2G9BRPrK+vh69Xk9ycjIajYbIyEgCAgLYu3cvHo/HH+BwuVzs3bsXq9VKcHCwP8M2MTGRlpYWjh492ml7fOV9U1JSOmXeHO+b5Rt923t8577v/vPZ2aKqaqf1nqgdoqvj9xtcmNfmu0j22bcnn9OzoZzz8e2bn/Gewu12s3LlSuLj4wkKCsJkMuF0OtmzZw9bt26ltraWSZMmERoaSlZWFjU1NSxYsICUlBTMZjOHDh1i2bJlxMTEkJaWRlhYGEajkT59+hAWFkZBQQGLFy9mzJgx/tLDxcXFDBkyBIvFgkajIS4ujkGDBvHxxx+zcuVKBgwYQEhICEePHmXjxo3k5uYyYMAA//4bMGAAra2trFmzhm3bthEdHU1lZSWbNm2ioaGBvLw8YmJiunnPCtFZd338e+BhR4huIQFWIYQQQgghhBDiHMTHx5OUlMSXX35JVVWVP0u1sbGRAwcOEBYW5s8yDQ4OJiEhgaamJnbt2sXgwYPR6/VUVVVx+PBhampqyMrKwmq1YjQaSU5ORq/X8+WXXxIREUF6ejqqqrJlyxYaGhoICwsjKSkJRVFITEwkPDyc5cuXc+TIEaKiotBoNNTU1LB582ZiY2OJiorCaDSiqiq9e/dm79697Nu3j+rqagIDA2ltbaWkpISDBw9yxRVXYDKZunv3CiGEuES53W6WL1/uD45aLBYcDgfr16/n4MGDWK1Whg4disViYcCAAVRXV/PFF1+wevVqLBYL+/fvZ82aNQwbNsw/x5+qqqSmpjJw4EAqKipYvHgxer2e+vp6tmzZgsfjYcaMGf7SodHR0eTl5REcHMyKFSuoq6sjJiaGoqIi6urqyMjIoH///v425+XlUVFRwdatW1m+fDkpKSkcPnyYrVu3EhcXR//+/YmMjOy+nSqEEKLHkQCrEEIIIYQQQghxDgYPHkxTUxNvvvkm8+bNY9y4cQQEBLB7927ee+89fvnLX5KXl+fPjpk1axbvv/8+L7/8MmlpaSQmJvLBBx+wdu1aoqKiGDduHFarFa1WS3p6OiNHjuTVV1+lvLycmTNn4na7+dvf/kZgYCCjRo3ylxkeOHAgx44dY/78+Tz66KPccsstmEwmCgsLef3113n44Yfp3bu3v91z5szhscceY9myZSQnJ3PllVeyZs0ali1bxpEjR7jhhhv88+UJIYQQZ0tVVerr63n22Wc5duwYzc3N2Gw2srKyuPLKK7nyyisZOnQoAFOmTCElJQWv18uvf/1rHA4H0dHRDBs2jCeeeMJfltdXgvr3v/898+fP56OPPuLWW28lICCAcePGMWXKFG6++Wb/OddqtZKTk8Ozzz7L448/zrJly2hqaiIqKopf/OIXTJw4kfT0dH+b8/PzsVqtBAQE8Nxzz1FTU0NoaCj9+vXj+eefJyUlBaPRePF3phBCiB5LAqxCCCGEEEIIIcQ5iI+PZ8qUKbzwwgv861//4rXXXgMgMjKSRx55hGuuuYa4uDj/8jfffDNRUVEsXLiQ+++/n7a2NmJjY8nPz+fJJ5/EarX6S+0GBgby3HPP8dRTT7F69Wpee+01FEVh6NChXHvttYwdO9a/Xl/n8rx58/jjH//Ivffei9frJTQ0lPvvv5/bb7+905yvAwYM4P7772flypW89NJL/OlPfyI0NJS8vDyee+45srOzZX5TIYQQ58xkMvGXv/wFt9uN1+v1lzLWarX+8vk+er2eXr168ec//5nf//73/rLzer3eX+73eDExMcydO5e7774bt9vtn/PXV5L/eEajkeHDh/P222/jdrv96w4ICDhhKfyMjAzmzp3LnXfeidfrRVEUdDodFotFzotCiO5hNEJcHFgsHX+LHkXODEIIIYQQQgghxDnQarWEhoYyZswYgoKCaGlpAcBisZCdnU1UVBR6vd6/vNlsZtCgQURGRnLFFVfgdDqx2WxER0eTmZnpnzsVQKPREBMTw80338yECRNobGwEOoK66enpnTJMFUUhKCiIAQMG8OCDD1JfX4+qqpjNZtLT0wkLC/O3w9cR3bt3b8LCwujXrx+tra2YzWaio6NJS0tDp9P1yDn9hBBCXBoURfHPHX4my+p0OgIDAwkMDDztslqtloCAAP+84qdb/psB3VPR6XTodLozWrcQQlwUMTFw++3gdEJsrEyA28NIgFUIIYQQQgghhDhHRqORxMREEhMTT7usoijExcURFxfHsGHDTrus0WgkPz//jNphMBiIiIhg8uTJZ7R8REQEERER9O3b94yWF0IIIYQQQlxEigJBQXCa7w2i+0iAVQghhBBCCCGEEEIIIYQQQoieQlU7fjyejt86XUfQVbJYewzN6RcRQgghhBBCCCGEEEIIIYQQQlw0RUUdJYJnzYLCwo5Aq+gxJMAqhBBCCCGEEEIIIYQQQgghRE/i8UBzMzQ1dfwtehQJsAohhBBCCCGEEEIIIYQQQgjRk6gqeL1flwkWPYrMwXqZq6mpYceOHSxcuJB9+/ZRW1vL/fffz9ixY4mMjDzr9amqyq5du1i+fDlr166lurqaoKAgpk2bxqxZs4iJibkAWyGEEEIIIYQQQgghhBBCCCHExSEB1suc3W6nrq4Oh8NBVlYW//znP6mqqsLpdJ7T+tasWcOyZcs4dOgQ2dnZDBo0CK/XS0BAAIpMviyEEEIIIYQQQgghhBBCCCEucRJgvcyZzWaSk5O58sorSUxM5F//+leXZVRVxev1smPHDkpLS7Hb7ej1eiIjI8nKyvJnujY1NbFo0SIOHz5M3759mTp1KjExMbS2ttLW1obVar3YmyeEEEIIIYQQQgghhBBCCCHEeSUB1stcWFgYYWFhDB48GFVV0Wi6Tsvr9Xo5cuQI//vf/9i5cyctLS0YjUbS09OZOnUqs2fPxmAwUFxczMaNG+nVqxeTJ0/GZDJRX1+PxWIhIyMDvV7fDVsohBBCCCGEEEIIIYQQQghxiQkJgSuugJYWCA0FqRLao0iAVZySqqq0trby2GOPUVpayoMPPkhqaipHjx5l4cKFPPjgg/Tr14/s7GzWr18PdMzr+uKLL7Js2TIAhg8fzq9//WuSkpIwGo3duTlCCCGEEEIIIYQQQgghhBA9X2QkXH01eDwdf4seRQKs4pScTicHDx7ktdde48CBA8THx6PVasnJySEiIoL9+/fz2muv+QOwJSUlHDp0iLFjx/LCCy/gcrn45S9/yT333MNTTz3FgAEDunuThBBCCCGEEEIIIYQQQgghei5FAaMREhM73yZ6DAmwilNqa2tj7969eDweBg8e3KmEsNvtxu12ExISAnSUEna5XEybNo0HHniAxMREVFXln//8JzNnzqSwsJCkpCRCQ0O7a3OEEEIIIYQQQgghhBBCCCF6NlWFigpYvhza2mD6dIiJkSBrDyIBVnFKHo+H1tZWtFotzz//PAaDodP9Go2GqKgoNBoNoaGhmEwmIiMjiY+PR6fToaoqOTk5KIpCTU0NLS0tEmAVQgghhBBCCCGEEEIIIYQ4laYm2LgRGhthzBiIjpYAaw8iAVZxSgaDgZiYGLxeL9HR0WRmZnYJsup0HW+j9PR0AgICaG9vp62tzb9cQ0MDqqoSEBDQ5bFCCCGEEEIIIYQQQgghhBDiG+x2OHwYamuhvb27WyO+QQKslzmv14vT6aSlpQUAVVVpbW2lvr4eq9WKoiikpqaSlpbG0qVLCQwMJCYmBq1WS0tLC3V1dYSEhJCQkEDv3r2Ji4ujtLSUdevWMWTIELxeL4sWLSI0NJS4uDgCAwO7eYuFEEIIIYQQQgghhBBCCCGEOHcSYL3MORwOysrK2Lx5M9BRErioqAiLxUJKSgrJyckkJydz7bXX8sknn6DX60lPT0ev11NXV0d5eTnDhg0jPj6ejIwMRowYwRdffME777xDc3MzqqryzjvvMHLkSNLT07FYLN28xUIIIYQQQgghhBBCCCGEEEKcOwmwXuYaGhpYs2YN9913HwBms5n333+f999/n6ysLK699lruv/9+HnnkEWw2Gx988AGlpaUAREdHk5eXR2xsLIqioCgK9957L3Fxcbz55pvcf//9WCwWrrjiCn79618TExPTjVsqhBBCCCGEEEIIIYQQQgghxLcnAdbLXExMDN///vf5/ve/f8rlDAYDv/rVr/jVr351yuVCQ0O57bbbuO22285nM4UQQgghhBBCCCGEEEIIIS4fRiNER4PJ1PG36FEkwCqEEEIIIYQQQgghhBBCCCFETxIUBCNHQlsbBAeDonR3i8RxJMAqhBBCCCGEEEIIIYQQQgghRE8SHQ233gqqChpNd7dGfIMEWC9DXq+X5uZmNBoNWq22u5sjhBBCCCHEJcFut2Oz2dBqtSgyclgIIYQQQgghxIVkt0NVFbjdEBvbUSpY9BgSYL0Mtba2Mn/+fBoaGqRzSAghhBBCiDOgqioOh4O77rqLiIgIdDr5KiWEEEIIIYQQ4gKqr4fPPusoETx7dkeQVfQY0itwGWptbeWf//wnra2thIeHo5HUciGEEEIIIU7J7Xazfft2pk2bRmhoqARYhRBCCCGEEEJcWNXVsGAB1NbCiBEQEyPzsPYg0itwGTKbzSiKwk9/+lNuvvlmTJJWLoQQQgghxEmpqkpjYyMpKSmYzWYZoCiEEEIIIYQQQlzmJMB6GVIUBUVRMJlMBAYGYjabu7tJQgghhBBC9Fherxev1wt8fS0thBBCCCFOzOl08vLLL7NhwwZKS0upra3FaDSSm5vLhAkTGDVqFHFxcf7ld+/ezZNPPsm2bdv811w+kyZNYvr06UyYMMF/W2NjI0VFRcybN4+tW7ei0+lISEhg5MiR/OhHP0Kv13e6Xtu5cydLlixh1apVlJSUEBUV5W/HiBEjOj2f3W5nwYIFLFiwgLKyMlwuF6mpqfz0pz8lOzub8PDwC7TXhBBCXGokwCqEEEIIIYQQQpyDffv2UVhYyLZt2zrdrigKYWFhXHvttcTExKCqKm63m9WrV3Pw4EGqqqrwer2kpKQwaNAgkpKSOg18dTqdNDQ0sGTJEsrKynC73VgsFnJychg9erS/KpFPZWUlBw8eZNu2bVRXV2OxWEhKSiI3N5devXp1WlZVVbZt28aXX35JeXk5drudqKgohg4dSmJiIqGhoRd+xwkhhPhO83g8bNu2DaPRSE5ODjqdDo1Gw8GDB1m+fDmVlZX88Ic/9AdC7XY7paWlWCwW+vfv3+lc1KdPH2JiYoCOc5iqqqxfv56VK1dSUlLC8OHD8Xg8NDU1sXTpUrKyshg2bBjBwcF4vV4aGxuZP38+paWlBAYGMmHCBGpra9myZQt1dXVERUWRmpqKRqOhvr6evXv3Mn/+fEJCQujXrx86nY7S0lJee+01rr76akaNGiXJKkIIIQAJsAohhBBCCCGEEOdk//79fPLJJ7z++uskJSX5y0crikJSUhITJ04kJiYGj8dDaWkpH330EUVFRf4Aa0JCAna7HYDs7Gygo/O4rq6O7du388Ybb1BRUYHH48FisZCbm0tiYiKJiYlYrVZUVcXlcrF7927WrFnDZ599RkNDA2azmbS0NMrLy0lKSsJisaDRaPwd0IsXL2bz5s0cPXoUp9NJSEgILS0tjBgxgvz8fLRarWRqCyGE+FY0Gg2DBw8mNTXVfy6cN28e69evp7i4mJtuuonQ0FD/+Uaj0TBgwADuuOMO0tPT/esxGAwYjUb//y0tLaxevZrly5czYMAA7r77bux2Oxs2bODFF19kwYIFZGZmEhQUhNvtpri4mIULF5KVlcXkyZMZP34827ZtY968eaxbt44BAwaQkpICdAxYWr16NVu3buXhhx9mwIABBAQE8OGHHzJv3jwSEhLIysoiKSnp4u5MIcTlS1FAowGtVuZe7YEkwCqEEEIIIYQQQpwjk8lEZmYm77//PgEBAf7bdTodQUFBqKpKU1MTf/rTn1i1ahVTpkxhxowZWCwWfv3rXzNv3jwKCgp46qmngI6S1OvXr+eRRx4hKiqK3//+99hsNvbt28evfvUrAgICuOGGGxg6dCgA5eXlPPPMMxw6dIhp06Zx8803s23bNhYuXMgTTzxBdnY2o0aNwmKx0NTUxKeffspTTz3FnDlzuO2220hPT+f555/nv//9L4WFhaSnp0v5QyGEEN+K2Wzm2Wef7XL7gw8+yKOPPsrixYv58ssvGTZsWKe57U0mE8HBwZ0Cr9+0ZcsWCgoK0Ov1/OEPfyAiIgKNRkN4eDher5dHH32U22+/naSkJNra2nj77bexWCxMmTKFu+66C4C0tDSqqqpYsWIF8+fP55prrkGj0VBcXMyHH37INddcw+zZs4mLi0NVVfr27cvChQspLCxk9erV3HLLLSfddlVVz2gfnW65M12PuHjkNelZLpvXQ6uFwEBwuTr+Buhh237ZvBYnIAFWcdE1NjZy9OBBAsrL0bpcXUZeqF/979VqaYiO7hihARgcDszNzejc7o7H+B731d+qoqBqtbRERPgvwgxtbegdDjRe79ejPXw/X/2vGgx4rFb/fFoalwuNqoJGg6LV+keIaLRaNBrNCX+0Wi06nQ7tV8vIaG8hhLi8+EpVfXO+ICFEz+e/Bjyuc0+Is6EoCjqdjvDwcCwWS6fbFUXB5XJRVVXF/Pnz+c1vfsOVV17pL9v7xBNP8Lvf/Y4tW7awfft2+vfvz65du9i0aRNVVVW88847xMfHo9frycjIoK6ujn//+9/06dOHQYMGodFomD9/Pm1tbYwePZqHH34Yk8lEamoqVqsVh8PBv//9b/r164fFYqG2tpb//Oc/TJ8+nRtvvJEhQ4ag1Wr54x//yB133EFZWRkLFizgnnvu6cY9KoQQ4ruqtbUVp9OJVqslODi4U/+Zx+Phgw8+YPHixVgsFsLDwxk7diy33norMTEx6PV6AHbt2oVGoyE9PZ2I4/oAIyIiGDlyJC0tLRw6dIiUlBR0Oh1bt26lb9++JCQkdGpLTk4Ohw4d4o033sDr9eLxeKiurmb//v389Kc/7XRO12g0DBkyhOrqavbs2XPKbfR6vbhcLlwuV6dta25uRlVVPB4Pbrcbt9vd6TG+/91uNy6XC60vkCK6hcvl8n/PP/617C6qCrrLOpLj6fIZuWy+v6WmwtNPd7wJrFbweLq1OZfS8crlcnU61l4Il/XHUnSP8vJyFr71FvnbthHS3u4PoMLXwVVVUWjT6/kwKwv3V+Wp4lta6F9VRajT+XWw9PjgqkZDm17PorQ0f2dGTn09ia2tBLrdX6fSf+OnJiCAbWFh/o61XnY7EaqKUasFnQ5Fr0fR6dB89VvRajmq1VKl06HRatFptaTq9YQbDOgMBhSNBlWjwasoX/9otbQYDKhfPUar1aLTaNDqdOj0enQ6XZcf/Ve3AxKwFUKIHso3Ss/pdOJ0OvF4PJf1yD0hLkUajcZ/7eXruJNrL3E2XC4Xx44d8wc3AwMDSUhIYPr06QQFBdHU1ERJSQmtra306dOHhIQEDAYDqqqSnp5OVFQUdXV17N27l379+lFSUkJ9fT3R0dHEx8djNpvRaDQEBgYyZMgQnnrqKSorK6mpqSEiIoKioiJCQkL8QVXoyJ6Ni4sjOzubd999F4fDgdfrpbW1laKiIqZOnUp0dDQmkwlVVbHZbKSnp7N3794z6jj2dQ77qKpKe3s7Xq/X33nsOc+dP771Ht8GcWZ8+8q3D+UYd3q+azrZZ2fn+P3mdrsvqf3m6zLqHl8f03zHz7MZuHkpfAfxvS8++ugjKisrSUtLIyEhwR8gCQoKYtiwYYwYMQKr1YrH46G+vp7ly5fj9Xq54oorGDFiBAD19fVoNBqCgoI6BVgMBgNhYWGoqkpjYyOtra0EBgZSU1NDv379OlWZAAgMDMRisdDc3IzT6cThcNDa2orb7SY8PNwfMFAUBVVVCQ0NpaKigsbGxlNu6+HDh9mwYQOffvppp+13uVy0trZSVlZGQUEBJpOp0/2+90BxcTEGg+GS+vx8F3m9XpqamgAoLCzs9mCeqsJXH4HLkk6nUlzsBGDPnj0ynUU3upSOV263m7q6ugv6HBJgFRfd0aNH+fS997iy+BC5nPwCsAz474rVtHz1/xTVyzjVQ69vXDT6Pr5uoFRR+LOm422tqvCQ6iFP9ZLRcUun5QE8wFIUHtJ8fRX9gtdDHiqRxy2nfrWsHXAA/wD+jYIbFR3wEDACcPqW0Wiwa7U4dTocej32gADWREbSFhSEyWLBFhBAnNlMiM2GLSwMW3Aw1qAgAm02rDYbgUFB2EJCsAQHozkuM/b4jFlf1ixIJ6AQQnQnt9tNTU0NLS0tp19YCNEjabVaLBYLERERPXb0reiZzGYzISEhxMbGsn//fhRFQavVUlhYiM1mY/To0bS0tFBZWYmqqsTGxmKz2YCOa/igoCBCQkLQ6/WUlZWhqirV1dW0t7cTGRnpD64C6PV6UlJS8Hq9NDQ0UFdXR0REBGVlZSQnJxMREdGpbUFBQcTFxXHs2DFcLhdOp5O2tjZqamqIj4/3Z+b4vktERUVRWlrKsWPHTrnNDoeDI0eOUFxc3CkA0NbWRlNTE+3t7dTU1NDe3n7e9jN83ZnjK7ms0+m6vbPzUuHxeHA6Ozola2pq5Dh3BnyDCHzvZ9lnZ8bj8dDa2orH46G2tvaS2m/h4Z3G/19UGo2XhoZWAOrq6s66s7q1tfW8H3PPN7fbzYEDB1i9ejU6nY68vDxCQkL894eEhDB69GgiIiIICgrCbrdz5MgRCgsLWb58OWFhYeTl5WE0Gmlvb0ej0XSalxU6rufMZjOKouBwOPwZiO3t7RiNRn8fmo/BYECv1+NyufB4PP6sU1VVMZlMXc4xJpMJr9eLw+E45bY6HA7q6+spKSnx3+Y7h3m9XpxOJ+3t7Z2C4sdXQ3I4HDKwowc4fjCX7z3X3b4aR3dZUhQVh6NjcJ/dbr+8Kki2tkJpKbjdkJICAQHdOhfrpXS88l3LXUgSYBUXXVRUFEPGjqegeQ2VjjYUFRRUf+BTQUVRoVFnID16AHZFQVW9BLTXsbfhMK3OjotODWpHKV9UNICqKtTq9KRE9QdUVNWLt+koZa3V4LajwYtWVdF+9TjtVwHXdkMgMSHJX4229hLQeASNswXV2zl9XAtYgAAVzDojGo0endeN1uOit+phLCp638Jeb8ePywXt7dDUxIcVFWz5KiibBDwG3AhUAeVf/T523O8y4HODgeCEBGJiY4mNiSE2Npa4uDjiExLIyMggIyPD3+lyogNZTz24CSHEd4FvFHJ1dTVNTU1ERESc8pgshOh5js8m8GUjREdHo6qqfI7FGYmOjmbUqFHk5+eTlpZGY2MjO3bs4J133uEXv/gFr7zyCkFBQTQ0NKDX67FYLBgMhk7rsFgsGI1G6uvrUVWV5uZmXC4XwcHBnZbTarWEhISg0Wj8wUzoyOTJyMjwZ6/6GI1GbDYbbW1t/qyclpYWvF4vQUFBXTqmAwMD0el0/mDwyT4DNTU1vPXWW/z1r3/1B+3g689Tamoq27Ztw2w2n+tuPSlfBtShQ4c4fPjweV//d5mvI6y+vr6bW3Lp8GV919bWdndTLim+z+n27du7uylnZeDA7ntujQb27Onoo9q1a9dZX4O0t7dTXV19IZp2Xni9Xurr63nqqafYs2cPt9xyC7feemunZSIiIpg6dWqn23JycggMDOSuu+6ioKCAyspKEhMT/RmlJ8ra9d32zX14ouW/eZuvGt7JnGzd35SVlUVqamqnbfSVCO7fvz8pKSkMGjSoUwlir9dLe3s7q1atIjc3l6CgoEtqgMJ3kcvlYufOnQD069fPX+mmuyxeDEuWdGsTutX113vIzW1kw4YN9OvXr9MgxO80VYW9e9G89RY0NOB95BHIzu6+EUFcWscrl8tFZWXlBX0OCbCKi65Pnz784V/Pojx3+vIlM47LN1XoCKqezsTjHqP5KnB7/KWPqnaUKvd6O35P8sAOT0cs1OUC1Q2NTpVahwd3uxuP3YW73Ym7xYGz2Y6n1cFIcyR9DGE4HOBo9+D68gs+LtuPtr0BnbMFnaO547e9CYOjEYO9kT65NxNqsOJ0tRLRVErqvvfQNhwgBog+vn1f/fYCCU4nh4qLKT54kN5AiKLQDHyoKOxSFEr1euJTUsjMzCQrK4vs7Gx69+5Nr169OpUaEUIIcf75OpKbm5uJiIggNDRUAjJCXIJMJhMmkwmtVkttba1ksYqzkp2dTVZWFqqqotFoUFWVQYMGMWXKFIYMGcLKlStJTU3t7maeV7Gxsdx///3ce++9nTqmm5ubufbaa4mPj2fcuHEEBgae1+f1nXdXr15Nbm4ukZGRXbKRxIm5XC62b9+O0WgkNze32zuJezpfedstW7Zgs9nIzMyUfXaG3G43hw4doqKigqFDh6LT6S6Z6+MHHoAL3Ad7UnPmeBg1qpHNmzczcuTIE2ZPnkpzczNLlizhyy+/vICtPHfr1q3j9ddfZ8mSJcybN49+/foRFhZ22sf5Ml0DAgJoaGigtLSUxMREwsPD2bt3Lw0NDZ2Wdzgc1NTUoKoqISEhBAYGotFoiIqKorGxkba2tk7LNzc309LSQmBgoD9YY7VaURSFqqqqLvP21dbWotPpOmXenogvu/b4gUy+TEhfpYvjpwWDjoCF73/f1BWXRfCoh/MF3b/5enVPWzoSGC9fGv93NN/rcdl8RrxeqK6G2lo0Xi/o9d2awXqpHa8u9DWcfBsRF52iKGjP8KR0Lh/NUz1GVTuCrTr91/8ff5/vf1VVQdV3/O8b0ebt+K16VVRFi1fRfvUYHRrXcBR3PqheFNULqB2/VS+K2vH34zoLDq8Gp1PF2epCqf4BRSXVtBZX0n6kCm9VNbqGGsytNZhaatA5WhiT/1vq22poba1gWMU65pR/Tpa9ChfgAqrdbvbt28feQ4fYt2IFK/R6jhoMWCwWBgwYQH5+PgMHDiQnJ4eYmJhL5ouNEEJcCnydb4C/FJUcZ4W4NPlKykFHIEICrN8dXq+XqqoqQkNDu2SOng8n6kwwmUyEhYURGxtLfX097e3tBAUF4XK5aGtrw+l0dmpLa2srDoeDkJAQFEUhMDAQvV7fJWvOVxpYVVUCAgL8pYaDg4P9mdjHczgcNDc3ExAQgOGr7whWqxWNRkNjY2On7FOAlpYW3G43wcHBpzyfaTQazGazf/5WH4PBgO6r6U2MRuN539/HZ9XqdDqMRqN8Vs+Qoij+qWZ8JTHFqR0/Rc+JSouKE/PNaw5ccu81lwtOU/n1AvL495Ver8dgMJxVZ7XRaDznzm2Xy0VNTQ1RUVHntYPcd35YsGABK1asoKioiD/84Q/06dOHoKCgM/re5PV6OXz4ME6n01+VASAjI4O1a9dSWlpKQ0ODf30NDQ3s3LkTs9lMbGwsoaGhOBwOcnJyOHDgQJcspsOHD3Ps2DGys7NRFMUfPE1ISGDHjh0MGzaMoKAgf6ZrQUEB4eHhJCcnn7LdJ6sw983bj/9fqtL1LCeb01hek+71zc/MZfF6fB2s6BzI6MZtl+NVZ3KFKC4r3/ysn/yzr5zk75Mta/rq5+QMXx0HOzJnVdxJwbh7xeBuseNptaPaHWhcDrTujh/V5eZHxt7U1Do4dsxOwM4k2rZHUF21h8CmMiKbDxLudRLndjPQ7aa+vZ09Gi0/NJipqKigrq6O7du3ExoaSkREBImJifTp04cBAwbQt2/fsx4RKYQQorPjS0TJ8VSIS9/xXwqlRPB3h8vl4q233iIlJYWYmBiioqKIi4u7KOXcfR2yAQEB/vlRjx07RlxcHGFhYaiqSktLCw0NDbhcLmJjY1EUhbCwMEwmE9XV1TgcDn/Hucvl4siRI/65W30lhGNjY2lpaelSHrK5uZljx44RHR3tD3SYzWZCQ0MpLy/3zx3uO59VVlbS3t5OUlLSKbfLl33zzW09PlPN1+l1Pvex1+vtsn45/56eL7vax/fel2PcyR2/z45/L8s+O73jP6OX2nvtm33XF/nZ/e+544P7Z/TIr65ZznU/19fX89Zbb5GdnU1sbCwRERFERkZ+6/Okx+Nh+/btLF26lIqKCjIzMxkxYgQBAQG43W48Ho9/UI7D4aCpqYmqqipiYmLQ6/W43W7q6upYsmQJer2eqKgowsPDgY4Aa2hoKMeOHWPVqlUMHz4cr9fL3r17Wbt2LdnZ2URERPgHAuXn57Nlyxb27NlDYWEh8fHxVFdXs2vXLqqrqxk8eLB/n0dGRtK3b182bdrEhAkT/Oe34uJiysvLycrKIisr65z3ixBCiO8WCbAKcZEoSsePRgM6nYLRqECgCSK7BmZ9F/aD2qG11UpDAzhztOiGR2BuOoamsYaGY0dxHirDdeQY5toKLPZmvLoQUmNn0mYvw+E4TO/y7egPHqZWq/BFcDBbt25l3bp15ObmkpOTQ3Z2NnFxcf5RgEIIIc7NpdJxJIQ4sUupA1icHYfDwe9//3vS09Pp168fw4cPZ8KECVitVn/G5bfJTHM4HHg8Hn9pLFVVsdvt1NTUUFlZidVqJS4ujtjYWCwWCwUFBURHR/uvv4uLi/0ZNVlZWSiKQlJSEiEhIZSXl1NWVkZsbCx6vZ7m5mY2bdqE2WwmKiqKyMhIFEUhNzeXzz//nIMHD9LW1obBYMDj8VBWVsaePXvo06ePP9vTYrGQk5NDQUEBgwYNIiUlBY1GQ3t7O8XFxbS2tpKdnX1e9r0QQoier7KykkcffdR/jhw0aBDDhg3zV1PwBUHPlsvl4t///jefffYZeXl5zJ49m/b2dkpKSoCOTN2IiAhsNhtNTU3s3buXzz77jFGjRmGz2WhtbeXAgQPMmzeP+Ph4cnNziY2NRVVVsrOz6dWrFwcOHOD5558nICAAu93Opk2bWLp0Kbfddpt/ygeTycTEiRP5z3/+w6ZNm9DpdEyaNIlNmzaxYcMGNBoN06ZN8we0ExISuPLKK/n5z3/O8uXLqa6uJiAggHfeeQeXy0V2djYDBgw4r6+BEEKIS5cEWIXogXzBWIul4ycyEsiMBqJRVXA4VOoq3bTsLKZ91370Rw6gbail1R3F8KgfU1tbRnvNOu4urCTUWc8+l5NN1dUU1NSxZctWlgWY6ZOfz9Dhw+nXrx9paWlER0f7S8JIB6MQQohLzdGjR/2BiISEhO5ujhCih7BYLCxdupSFCxfyxRdfsGDBAlwuF1OnTmXs2LEMHTqU3r17n/P6Fy1aRFFRESNHjiQ+Pp6Ghga2bdvGG2+8AcDYsWPJz8/H5XJx00038eKLL3Ls2DFmzJhBQEAADz30EC0tLQwePJiBAwcC0K9fP44cOcKiRYuYO3cu9913Hzabjf379/PHP/6R6667jj59+vgDwzfeeCMbN25k9erVPP7449x4441s376djz/+mC+++IJ58+b5A7rh4eHce++9/PSnP8VoNFJXV0daWhrPP/88u3fvZtiwYVx99dXfcq8LIYS4VKSlpbF8+XLeeustPvvsM1544QVUVWX27NlMmTKFfv36ndNc4k6nk1deeQWXy8Xhw4dZsGBBp/sTExN59NFHue6669BqtTQ1NbFixQqeffZZ2tvbMZlMREdHM3XqVO6++24SExOBr7Ojv//979O/f3/+8pe/MGfOHLRaLampqVx//fX86le/8pep12q1JCYm8swzz/Duu+/y5ptv8sc//pGYmBhmzZrFVVddxZgxYzq1a86cOTQ2NvLKK6/w7LPP+gOrTz/9NAMGDPBXkBBCCCEkwCrEJUZRwGRSiE3SQ1I2zMjG6YSmJnAdg+klsG1bAhwYRPrhcJKaTeSpCjd4XdTqTSzUwP9aWvny81Ws+/xzLCEh9Ovfn1mzZjFlyhRCQ0OxWq2dSnwJIYS4PKiqSnl5+WmXM5vNWCwWjEbjRWjVmVmyZAkvvvgit956K/fee+8ZP87pdNLe3o7dbicqKuoCtlAI0R00Gg1ZWVlER0dz3XXXUVtby/r169m6dSuvvPIKzz//PKmpqVx11VXk5+eTnJxMYGDgGa+/qamJ7du3s3DhQux2O0ajEYvFQmRkJPPmzWPgwIEEBATg9Xq5//77MRgM7Nq1i5UrV+L1eomNjeW2225j5MiR/mtvjUbDkCFD+MMf/sC//vUv/t//+394vV7MZjNTpkzhnnvuISkpCUVRUFWV2NhY5s6dy5o1a/j8889ZuHAhRqORlJQUfvnLXzJ8+HD/HMOBgYFMmjSJuXPnsn37dh5//HGcTidBQUF8//vfZ+TIkYSEhFyQ10IIIUTPYzKZyMnJ4ac//Sm33347x44dY/v27WzYsIE//vGP6PV6UlJSuOqqqxg1ahSRkZH+c8qpWK1WNmzYcNK5LA0GA7Gxsf5qEiNHjiQ9PR273Y7X60Wj0aDX67HZbISHh3ea19tXKn/w4MH84x//8M9B7pun1WAwdCpXDdC3b18SEhK44447cDgc6PV6QkJCsNlsXeZ1NJlMXHfddUyYMAGn04mqqphMJmJiYggICJC+MiHExRUXB/feC3Y7xMd36/yroisJsArxHWAwQHh4x0/v3jB5MhwqTqXs0z9R/tlKwrcvI+XYOiJdLdyperlV0bEyJIoXHK0sb2hkxYqVrFixgt/85jfccsst3HXXXWRkZGA2m6VknhBCXGYyMzOx2+3+/31zCB4/D9QNN9zAnXfeybhx47p0mlxq54zCwkLmz5/P4sWLKSgo6O7mCCHOM0VRCAgIICAggOjoaJKSkrBarURGRrJx40a2b9/OunXraGlpYefOnaSmppKVlcXw4cMJCAg4bfng3NxcXC4X5eXltLe3+zt3Y2NjGTp0KEFBQWi1WjQaDcnJyUydOpWsrCwqKyvxeDykpaUxZMgQUlJSOrU5LCyM/Px8qqqqKC0txePxYLFY6N27NykpKQQEBPiXNRqN9O3bF7PZTEhICNXV1VgsFpKTk+nTp0+nzmOdTkdISAhXXXUV8fHxlJWV0d7eTkxMDMOHDyclJQW9Xn/hXhAhhBA9ikaj8Z8nvV4v8fHxhIeHExISwsqVK9m7dy9r1qyhsbGRwsJCUlNTSU9PJz8/n4CAgJPOFavVav2VGc6kDUFBQQQFBZ1xu3U6HTab7YynvLJYLFgsFuLj48+oPZGRkURGRp5xe4QQ4oKxWqF/f/B44CwGgoqLQwKsQnwHKQqkpiuk/rgf9jv6UnXsx2zcXE/9O8vpteZ50ms3MLGuDGPK98hOHcZ2Yxk7d75LWdkRnnvuOV5++WUmTpzIDTfcwFVXXYXVau3uTRJCCHGR7Nu3z//33r17+fDDD/noo49Yu3at/3ZfBquPqqp4vd5zmp9JCCEuFo/Hg9frJTo6GpPJhF6vx+v1cuDAAQoLCykqKiI4OJg+ffoQGhpKdnb2aTtu8/Pzyc/PP+1zK4qCXq9n0qRJTJo06bTLG41GoqOjufPOO89o26Kjo4mOjmbUqFFn1JYhQ4YwZMiQM1q3EEKIy4PH40Gr1RITE8PIkSNxOp243W5KS0vZvXs3BQUFxMXF0a9fP4KCgujdu3enzFIhhBAXgE4HQUGgqh1/ix5FXhEhvmO+ThxSQAFTgEJcsp6o2HDcV8ymtOhKPnt5JZYNn7HKOJkdygR0Oi9jRv2UhJaXWbJvAXtL9rJo0SK++OILMjMzufXWW7nxxhsxmUyXXGaSEEKIsxMdHe3/u7a2FqvVilar9d++bds2HnvsMRISEhg0aBDz58/n4MGDvPLKK3zyySfU1tYyY8YMpk2bBnR01Dz22GPs2bOH3/3ud+Tk5KCqKvX19bzyyiu8+eab1NTUEBMTw+TJk5kyZQr9+/c/afvcbjfHjh3jN7/5DV988QXBwcHMmjWL6urqLsu+8cYbLF68mKKiIlpaWggNDWXs2LH83//9HxaLhb179/Lf//6XV155BbvdTlxcHAD33nsvt912G42NjSxdupTFixdTUlJCQEAAQ4YM4d577yU7O/uMyqMJIbqfL9O+traWoqIi3n77bRYuXIjD4SAqKoq77rqLm266iba2Nnbv3s2rr77K3Llz+cc//iFBSCGEEN95vvPk0aNH2bVrF4sWLeK9997DYDCQmZnJ3LlzufHGG6mqqmLFihUsW7aMe++9l48//lim2BBCiAutpgY++wza22HqVDiuz0Z0PwmwCvEdpyig0ylotVqMZjMJAWZCwidQtrM/QUVhhJdYaWpS0dtVbtyxiNEOJysGzGJt42H2V+xj69atVFVVsXTpUm666SbGjh1LYGCgBFqFEOIkVFXF4/Hgdru7uylAR/ksrVZ7RsdtRVE6ZaFqNBp/qXjf7R6Ph5qaGg4cOIDb7ebqq6/GarUSHx9PS0sLdXV1tLe3+9ehqiqNjY3U1tbicrkAKCkpYdGiRXzyySdcd911hIWFUV5ezpYtW6isrOTHP/4xmZmZJ2xjRUUFTz31FHv37uXHP/4xVquVgoICNmzY4J9/yae9vZ3BgwczZswYtFotlZWVfPjhh4SFhXH33XcTExPDqFGjKCkpYceOHfz5z38GIDs7m9DQUKqqqrDZbMyePZugoCCam5v56KOPeOGFF7jpppsYMWLE2b0YQoiLzul08uqrr7J8+XIOHDhAfX09/fr141e/+hV9+/YlNTXVXzbQ6/WSnJxMTk4OkyZNoqWlpbubL4QQQlxQtbW1LFiwgI8++ohDhw4BkJOTw5NPPkleXh5RUVH+6jVxcXEkJCTQu3dvrr/++h7zfUcIIb7Tamrgo4+grg4GD4aoKJmHtQeRAKsQl4mO466C1QoBOWFoIsIYng7h+2Dfl25aC6qIrz5MiuoisvYoMbYktuemctBTyZdfbubo0aM0NTVRXFzMFVdc4Z+jVQghRGcej4e1a9fy6aefdndTAJgxYwaDBw8+7TyCZ8tms5GTk8OUKVMICgrCZDKddA6m43m9Xg4ePMjixYsZOnQoM2bMICQkhMrKSurq6jh8+LC/gsI32e12Dh8+zKeffsr3vvc9Zs+ejV6vJygoiMOHD1NYWNhp+YEDB2I2m7HZbOj1eioqKigpKeGDDz7gpptuIjw8nNTUVNLS0iguLvZn3er1evR6PbGxsZhMJiwWC8HBwbS2ttLS0sL777/PoEGDGDJkyHnfr0KI88vtdvPpp59iNBoZPnw4sbGx5OTkkJmZSVRUFMHBwZ0GoGg0GlJTU5k1a5bMvSaEEOI7r6mpiU8//ZSQkBBycnKIi4sjLS2NnJwcYmJiMJvNnc6TYWFhZGVlcfXVV0ufkBBCXAweD7S2QktLx9+iR5EeISEuQxoNREZCSAjEx0NClMphReXY4THEHVhNnwObsSUayMzKpyA6C4spnKPHdrJ8+XIOHjxIVVUVV155Jb169SIyMlKyWYUQ4jhut5uNGzfy5JNPdndTAIiPjycvL++8BwKzsrIYP348ycnJ/tvO5Hxgt9s5cuQI27ZtY/z48Z3mfAVoaWlh+/bt3H777V0e29zczOHDhykrK+Omm24iISEBjUbD+PHjKSoq6hJgTUxMpKysjP3792O322lvbycoKIidO3dit9vRaDT+YKpGo+ky53hISAher5ejR49SXFyMy+UiICCAiooKKisraWtrO+38jEKI7qfRaBg0aBADBgygT58+hISEnPR4pdVqCQwM5LrrrutUMl0IIYT4rtJoNIwaNYr8/HxSUlIICgo66bJ6vZ6oqChuuOEGCbAKIYS47EmAVYjLmF4PsbEQEWEgPSeTNXHP0fbir0ndv5SUkjWEVBcTmj2NjO/9mmLXOl743zOUlR3lmWeeYePGjdx6661MmTKFsLAwfxlJIYS43CmKQlBQEImJid3dFIALVtY9NDSU+Pj4M17eN7dTY2MjNTU1VFVV8cwzz3QK/Ho8Hmw2G6mpqSdcR2trK1VVVej1etLT0/3bFRYWRkREhL+Tx1emefXq1XzyySfs2bOHxsZG2tvbaWtro6mpCbvdjucUoz+9Xi+HDx/ms88+Y9GiRVRUVNDS0oLL5eLYsWM0NzfT1NQkAVYhejiz2cwbb7wB4C95fjxVVf3HJ0VR0Gg0mEwmJk+efNHbKoQQQlxsycnJvPXWW8CZnSe1Wi3BwcFMnTr1ordVCCGE6GkkwCqE6Ai0xilc98NQVuf8izVPv0zv9S+QUr2J/O3/5ejB9ZR/73889dcJzPvfb1m/fiWff/4527dvZ/Hixfz1r38lJiZGgqxCCAEYDAbuuOMObrnllu5uCtDRngtRxlav12M0GjvdptFoOnXC+Didzk5/O51OoqKieOmll4iLi+u0rFarPaPR8F6v1z8v7Imes7S0lAceeIA+ffpw6623MnDgQIxGI+vXr+fee+/F5XJ16iz6JofDwWuvvcYHH3zAuHHjeOihhwgPD6e0tJSf/exneDyeUwZohRA9g8vl4t1338VoNJKRkUHfvn073d/U1MTKlStpb29n6NChpKSkdFNLhRBCiIuvvr6exYsXExAQQF5eXpdBoqWlpWzdupX29nYmT55MSEhIN7VUCCGE6HkkwCqE6GT0WIW90bez9Z1h7P1oPqN2P0diwy76f/pHXrO/yHXXvcrEiZ+wZMlLLFy4kHfeeYeVK1fyj3/8gylTphAYGNjdmyCEEN3OV3b2chMaGkphYSEtLS3+21RVZdeuXf5gaFRUlL+0b1lZGaNHjz7j9QcHB5OUlITD4WD79u3k5eWhKArHjh3j6NGjnZ53x44d2O12br31VmbOnImiKLS0tLBgwYJOwVitVotWq+0SLC0tLeXo0aMkJiby0EMPERMTA8CuXbtwu93ntH+EEBef2+3mnXfeYebMmSccbKIoCiaTiTfffJPo6GgJsAohhLisNDQ08Pbbb/P973/ff71+PK1Wi6IovP322wwbNkwCrEIIcbFZLJCbC01NHX+LHkUCrEIIAL5O3lFIzwDb7el8mflT3nh/LFkbX2btpP8P1WNg2TKF/v2v4u67+zJjxkz+9Kcn2bdvH/fccw833XQTP/jBD+jdu/cJL8yFEOJycDln8g8ZMoQPP/yQzz77jPj4eGJiYli4cCFFRUXk5OQAYDQa6d27NxMnTuSRRx5Bq9WSl5eHw+GguLiY+vp6oqKiuOqqq7qs32azkZubS35+Pg888ABPPvkkJpOJt956i4ULF2IwGPzL+uaGXbZsGVarlejoaDZt2sQrr7zSKcAaFBRESEgI9fX1rFmzhtzcXMxmM6GhoQQHB7Nt2zbeeOMNrr76avbu3cvTTz9NeXn5hd2RQojzxuPxsH37dmbPnk1AQECX+7VaLSEhIezevZu6urpuaKEQQgjRfdrb29m2bRtz587tdC3tYzQasVqtbNu2jfb29m5ooRBCXOZsNhg2DOx2CAo6vhNf9AASYBVCdKHTQUSMjj5jQrCE5rMlMp491bGEhCvYHQqlO1vQNltIGTCV555L4cUXX+DNN9/kvffeo7q6mmuvvZYpU6ZgkVE1QghxWcnPz2f27Nl88cUXPPbYY1itVnr37s348eOpqakBOgLQGRkZ/PCHP8RisfDiiy/yj3/8A71eT3BwMH369CEjI+OE69doNMTHx/Pggw/y17/+lfvuu4+goCB69+5Nr169KC4u9i+bkZHBHXfcwcaNG3nkkUewWq3Ex8dz880389hjj/mXi4qKYujQoeTn5/PQQw/h9Xq54YYbmDlzJpMnT8Zut/P222/zwQcfEBsby+zZsyXAKsQlRFVVamtrsVqtWK3WLvfrdDrCwsKor6/Hbrd3QwuFEEKI7uN2u6mtrSU0NBSTydTlfqPRSFBQELW1tTI9hhBCdIeICJg5s+NvCa72OBJgFUKckF4PYRFadHmBOAyBlC9RqayArLovSC9dAYdCqPZMIWviMO6+W4PRaOTDDz9k9erVtLW10dDQwOzZswkPD+/uTRFCCHGOoqOjmTRpEklJSf7bEhMTmTt3LnFxcV1GuQcHBzNjxgwyMzOpqKhAp9ORlZWFx+OhtrbWX2bXYrGQk5PDTTfdxK5du2hsbESv1xMUFERiYiKpqaknbVNAQABDhw7l3nvvpaSkBJPJRE5ODi6Xi6qqKnr16oWiKFitVr73ve+Rk5NDTU0NWq2WmJgYMjIy/BmtGo0GvV5PTk4OP/zhDykuLsZut9O7d29sNhsDBw7EYrEwYMAA2tvbiYyMJC8vj5CQENLT0wkODr4g+10Icf4oiuKfP/nYsWNdrk3tdjuFhYUEBgZ2mVdaCCGE+K7T6XSEh4ezb98+IiMju0z7VF9fz759+wgJCZFKZUII0R0cDqirA68XwsNBvrP0KBJgFUKclE4HISGQnw9OJyz6RCW9aB1DD79B2xELW50qBcbrGXvNKO65x4Tb7Wb16tV88cUX1NbWotFomDp1KlFRUZd1yUwhhLhUhYeHM2rUKEaNGuW/LTY2lptuuumkj+nduze9e/c+5XoVRcFsNpOfn09+fv5ZtUmr1RIcHMw111xz2mX79OlDnz59TtjG40VERDBlypQTriMyMrLT9gNkZ2efRYuFEN1Jp9NxxRVXsGTJEmpra1EUxV+y/NixY2zfvp1nnnmG/Px8oqOju7m1QgghxMUVGBjIFVdcwbx582hpaWHs2LH+wY7FxcV8/vnnvPPOO4wfP/6ElSCEEEJcYKWl8Nxz0NgIv/oVZGRIJmsPIgFWIcQpaTQQEADjx0N7Gxh3q3jQk9hYgGnnc7xHDEsNU7n6hnx+85vf8eyzz7Bo0Sfs2rWL3/zmNwDMnj2boKAgNBqNBFqFEEIIIcRFo9PpmDx5Mq+++io7d+7Ebrf7O46rq6s5evQodrudiRMnEh8f382tFUIIIS4um83GlClT+Oc//8mqVas4cuSI/3x49OhRjhw5gqqqTJs2DZvN1s2tFUKIy1BbG+zfD7W1HX+LHkUCrEKI01IU0GoVrpqs8G7jz9mt1ePe/ApJTQXctvUn/Ekbw7uaIcyek8Jvf/so/fv345///Cc7duzgnnvuoaqqirvvvpvQ0NCv1idBViGEEEIIceHpdDqmT5/O/v37WbFiBS+//DKqqqIoChqNhpCQEK666ipmzJghHcdCCCEuOzabjRkzZrBhwwZWr17NsmXLOp0nU1NTGT9+PDNnzuwyPYgQQghxuZMAqxDijCgKGAwwbZaOxZofsy4gHu/qJ0hr2M7DG6fziGY5C9y5XDXDxs0330p+fj5PPPEEr7/+Og899BC7d+/mwQcfpG/fvhJgFUIIIYQQF41er+dXv/oVP/jBDygrK+PLL7/EZDIRExNDXFycf35oIYQQ4nKjKAoGg4G//OUvVFRUUFZWxsGDBzGbzaSkpBAdHU1YWFh3N1MIIYTokSTAKoQ4Y4oCNpvCmAl6tugn84kmnJkr7yOpcTe/3Hod/zK8wnprX9RxZrKzs/nb3/5Gbm4ujzzyCO+99x41NTXcfffdzJo1C71e392bI4QQQgghvuOOH9hns9kICAggMTERRVHQ6XTodDoZ/CeEEOKydfw5MCIiguDgYDIzM/2BV61WK+dJIYQQ4iQkwCqEOCuKAuHhCr0HB+BxDODd1j9z64YfEt5yhKyaL9i/MQatNQmrVUtkZBi33347Wq2Wv/zlL2zcuBGHw0FFRQV33XUXZrO5uzdHCCGEEEJ8h6mqiqqq7Nu3j/Lycqqrq2lra0NV1S7Ljh49mvT09G5opRBCCNE9fOfJ3bt3U15eTkNDA3a7/YTnyVmzZvmnfhJCCCGEBFiFEOdAr4foGA3OITaqqoewqPZnpDj30pAxiBpXEI4CCApSGDdOS0xMDHPmzKG5uZm3336b3bt343a7AbjjjjsICAiQ0ZBCCCGEEOKCUFWV8vJyVq1axZ49eygvL6elpeWEHcdJSUkSYBVCCHFZcblcVFZWsnTpUg4ePEhNTc1JByKNHTtWAqxCCHGxmUyQlARBQSDJSj2OBFgvosbGRsrLyzl69ChNTU3Y7XZGjRpFbGwsOt3JX4r6+nqKioo4dOhQl/tGjx5NTEzMKR8vxIVgNkNCooZBYwNZePh6io9W4I3LwttupKYGtmyBuDjo21chNTWNW265BafTyaJFiygoKOCll14iMjKSadOmSZBVCCGEEEJcEA6Hgz/96U98/PHHWCwW+vbtS0ZGxgmvPW02Wze0UAghhOg+VVVVPPHEE7z11ltkZ2eTmppKXFzcCc+TRqOxG1oohBCXMUWBrCx49tnubok4CYnKXURHjx5l6dKlfPbZZ5SUlFBQUMDbb7/N5MmTTxkgLSkp4bnnnuODDz4gOjoajUbjv++5554jLCxMAqyiW5jN0LuvhrJJkbz7biTWdrBZ3Djq26je62LlilASExVCQiAzM4sf/ehH2Gw2XnnlFb788kv+3//7f8TExDBw4EACAgI6vbeFEEIIIYT4ttxuNx9++CH33nsvY8aMITc396TXnDJ9hRBCiMtNY2MjH374IX/84x8ZPnw48fHxJx0Ab7FYLnLrhBBCiJ5NonIXkdvtJiQkhHHjxhEREcHtt99+Vo8fOnQozz//PFar1X9bSEgIBoPhPLdUiDOjKB3lgidNgpISWL9eJcRexZDaVWgqyljk/TErEs3MnAk6HSQnJ3PvvfeSmprKQw89xIEDB7j55pt59dVXGTBgAIGBgZLJKoQQ4qJSVRWv14vL5cLr9QIdQZZvno9UVcXpdAKg1+vPelCQ7/FerxdVVdFoNJhMpvOzEReA3W5Ho9Gg0+m6bQCUqqp4PB5cLhcGgwGtVtst7RCXNlVVcbvdJCQkEB8fT3BwcHc3SQghhOgxfOfJtLQ0oqKiCAoK6u4mCSGE8FFVqKqCzz+H9na46iqIiurolBc9gqSLXUR9+/bltttu4xe/+AWTJk0668cbDAYiIyOJiory/0hwVfQEej3MmgVJcW4mrH+MqYt/zLjCZ5ly+Dk+/hi2b4ev+qQJCwtj9uzZvPfee6SlpVFaWsqcOXP44IMPqKmp6dbtEEIIcflpaWlh2bJlTJw4kYiICGJjY6muru6ynNvt5gc/+AHXX389+/btO6vnUFWVqqoq7r33XnJycoiKimLatGnnaxMuiCFDhnD//feza9eubmuD1+vltddeIy0tjS1btnRbO8SlTaPRkJycjMvlor29HVVVTzivnBBCCHE5MhgMJCcn09LSgsvlknOkEEL0NA0NHQHWJUugvr4j6Cp6DMlgvYi+bWbe2rVrGTp0KG63m5ycHH72s58xaNAgmStIdCtF6Tiux8TAmCt0FJddi66pnuHl7zJ+99/ZFnoFb7/Vj6AghaQkMJkUTCYTffr0YfHixVxzzTUUFRXx4IMPsn//fu666y6SkpK6e7OEEOKy9sgjj7BgwQJsNhs33HADc+fO7XT/iy++yOuvv05ZWRmzZ8/miSee6KaWfnubNm1iwYIFaDQa1q5di81mIzQ0tMtyOp2OJ554AlVVCQsLO+vn+fe//82+fft44IEHGDdunGTRnQGNRsPVV1/NmDFjiImJ6e7miEuUXq/n6quvZufOnRiNRpKTk0+ala3VamXKCiGEEJeV4OBgrrnmGpYsWUJoaCihoaEnPRfqdDqpOiaEEBeb3Q6lpVBb2/G36FEkwHoJsNlsTJ48mT59+pCcnIzD4WDp0qX8/Oc/55FHHmHs2LEn7AiEjmwL349Pa2urvwSeEOeDonT8DByoUFmcT0l1KbGtB0hoLuTGwt/wZ8vbLF1iZtr0jiCrRqOg1+tJSkriP//5Dz//+c8pLCzklVdeoaamhgceeIC0tLTu3iwhhLhs2e12tFotR44cYfXq1dx9990YjUYAnE4n69at48CBA9hsNuyX+AV+fX09zc3NZGdnk5OTg1arPWkp2oiICFRVPadStYcOHSI2NpacnBzS09O/VblbXym3E3Vy+crqarXaS7oDzLcdVqsVs9mMTidfW8S58Xg8bNy4kc2bN/Pee+/x5JNPkpGRccLPzw9/+ENGjx7dTS0VQgghLr7W1lY2bNjAunXrWLx4MeHh4SQmJp7wPPnEE0/IgHghhBDiONJTcQmIiIhg9OjROJ1ObDYbHo+HpKQk7r//ftauXUtCQsJJA6yFhYWsWrWKbdu2+W9zuVyUl5dfrOaLy0hwMGQOtLKnbDibKo8RU3SAtKovGFH5PkW7Z7Evy0JgIISHd2R063Q6+vXrx/3338/zzz/P9u3bWbJkCVqtlgceeICkpKRLunNYCCEuZdHR0UBHCd2dO3cyePBgAHbv3k1jYyMhISFERUV1eozX62XLli1s3bqV4uJiHA4HkZGRTJ48mX79+qHX6/F6vRw+fJjPPvuM4uJimpqaCAkJYdCgQeTn5xMfHw90XK+89tprtLe3k5CQwP79+ykrK8NkMtG/f39mz5592iDixo0bWb9+PSUlJbjdbiIjI5kwYQJDhgxBURReeukl3nvvPYqKiggICOBnP/sZQ4YM4YYbbsBsNnfZtldeeYX29nZmz55NTEwMX375JUuXLiU6OhqdTsf69esByMzMZMiQIfTv3x+73c7vfvc71q5dC8AzzzzDqlWrGDx4MFOnTqW9vZ0FCxZQWFhIW1sbgYGBZGZmMmHCBGJjYwFYvnw5BQUFhIaGEhgYyIYNG6ivr+f555/nwQcfJC8vD0VROHToELW1tYwaNYrp06dTUFDAqlWrOHz4ME6nk7CwMPLy8rjqqqvQaDQoikJTUxMFBQWsXLmS8vJywsLCuOaaa84ocF5ZWcmuXbtYs2YNNTU1GAwGYmNjmT59uj+A5XQ62bBhA5999hm1tbVYrVaysrLIy8ujb9++qKpKbW0tjz/+OGPGjMFut1NUVER7ezvTp09Ho9Hw/vvv86Mf/YiUlBSgYwBAYWEhixYtoqKiAovFQmZmJnl5efTr18//nli8eDGbN2+mtrYWgNDQUPr06cM111xz2m0T3y1ms5nevXujqio6nQ6j0XjCY4dkrwohhLjcaDQazGYzeXl5aDQa9Hr9Sc+T0j8jhBBCdCYB1kuA1WrFarV2ui06Opq+ffty8ODBUwZLVVXF6/Xi8Xj8t3k8HplTQVwQOh2kpSlU5yWx/9AECqvWknfsE8aWvEyxtR/7dqcTGWkiOLhjWUXpKBc8ZcoUmpqa0Ol0/lKNUVFR3HPPPUREREhnlxBCdIPAwEDMZjNWq5XPP//cH2Bds2YNNpuNtLS0LsfnL7/8kkWLFnHo0CHcbrc/eFZZWcnPf/5zEhIS0Gq11NXVsXPnTtra2nA4HNTW1nLkyBGcTifjx48nIiICj8fDqlWr2Lt3r3+KhLq6OpqbmykoKKBXr15kZ2efsKNHVVVKSkp44403OHr0KKqqotFoKCkpobS0lISEBKKjo7Hb7djtdlwuFy6Xi+bmZhwOxwmvk7xeL6tWraKxsZFx48YRExNDWVkZH374IQEBAfTr14/a2loaGhrYv38/DQ0NxMbGYrPZaGtrw+VyoSgKbW1ttLa24nQ6cblcfPrppyxZsgSv14uiKFRVVVFWVkZDQwM/+MEPMBgMFBQUsGDBAoKDg8nKyqKmpobm5mYA5s+fT2FhIUlJSXi9XrxeL62trVRWVvLmm29SVlaG86uJ0GtraykuLiYqKor+/fuj1WrZsWMHn3zyCVu3biUkJASHw8HHH39MU1PTKd8fDoeDHTt28O6771JXV4fJZPIHbEeNGoXH48HpdLJ//37eeOMNmpub8Xq91NfXc+zYMY4dO0ZgYKB/zq9XX32VsrIyoqKiaGtrQ6fT0dbWRnl5Oa+//jpz5swhJSWF9vZ2Dh48yGuvvUZ1dTVer5fGxkbKy8uprq7GaDSSnZ3NkSNHeO211/B6vWg0GjQaDW1tbZhMpnP6PIhLl06nY+TIkWdUwScyMvIitEgIIYToOSwWC6NGjTrjZc+Ux+Nhz549VFZW+q+xNRoNoaGhJCQkEBMT06mv01ehZefOnVRUVNDW1oaiKERFRdG7d28CAwPR6/X+5R0OB/X19RQVFVFVVYVGo8FqtRIbG0vv3r39gwl9ampqKCkpoby8nObmZgICAoiPjyc2NrbLVBRut5uDBw9y8OBBWlpa8Hq92Gw2+vXrR3BwcJeBmEIIIS5fEmC9hEVGRlJeXn7KDIPevXuTnZ3dqURwc3Mzu3btuhhNFJehsDDIyDVQk5/OipJ7yK5dT8aR5fSKXMWeglD2xseSmNixnI/ZbOb666/HaDTidrtZv349f/7zn0lKSmLq1KkEBwd/q1KKQgjRLVQVTteh76ux7vvy7/V2PO5UywMcH9g81WM0mq8fcw7S0tIIDQ1l5cqV3HfffQCsWrWKAQMG0N7ezv79+4GODhFVVXnzzTcpLCxkyJAhTJo0CZvNxs6dO5k7dy75+flMnTqVkJAQAgMDGTRoEIMHDyYoKIiCggJ+//vf89lnnxEZGcm4ceP8bSguLmbw4MHMmjWLyMhItm7dyu9+9zs+/fRTMjIyTjoIZ+nSpSxZsoRrrrnG35a1a9fyyCOPMGbMGGbNmsXNN9+MTqfj448/Jj4+nsceewyj0XhWQTi73c7+/fuZPn06d955J4cOHfJnqebn5zNu3Dh+97vfUVpail6v5/vf/z5Dhw5Fr9dTV1fHX/7yFwYOHMiNN95IVFQUhw4dYuHChTz33HNMmzbNn7VZX1+Pw+Fg6NCh3HnnnZ2yd3fv3k1GRgazZ88mPT0djUbDmjVrWLhwId///vcZNWoUVquVPXv28OSTT/Lyyy+Tm5uL1+tl8eLFrFu3jhEjRnDHHXfQ0tLC73//e1pbW0+53c3Nzaxfv541a9bw8MMPM378eNra2igsLCQqKgpFUaipqeHjjz9my5YtPP7442RkZFBRUcFbb73FypUriYiI4K677vKvc+fOnVx77bXcfPPNxMfHo9VquwwkrKqq4vPPP2fJkiU88cQT9OvXj5qaGl5//XW++OILNBoNGRkZrF+/npUrV/KXv/yF/Px89Ho9NTU1VFRUnPFrK74bDAYDd999d6eBp16vF4PB4P8Mqap63rJynE6n/8d3PNFqtf6BG+3t7bjdbv+gV1+mkE6n63Q885XJ9i3vGyhiMBj8AxqOb7NvWhiHw4HH40FROqbk0Ov1nbbVt26Hw4HL5fKvW6vVYjKZ0Ol0ct0thBCXkfDwcO655x4A/znyfJwnXS4X77//Phs2bKCkpIS6ujqMRiOZmZlcddVVTJgwgdzcXKBj8L3L5aK+vp4XX3yRjRs3Ul1djaIoDBw4kPvvv5/c3FzCwsL859O6ujq2bt3Ks88+y86dO9HpdMTHxzNixAgefvhhAgMD/edfr9fLzp07WbhwIStXrqSsrIyIiAgmTJjA+PHjmTp1qr8kssfjoaWlhQ8//JD333+f8vJy3G43iYmJPPDAAwwaNIj4+HhJBBBCXDwaDZhMYDZ37gsSPYIEWC8iX+ej7+QO+C9cfFkLqqricrnwer3+L84ulwvouODQaDT+Zfbu3UtAQMApR5DpdLouc1Z5vV750iwuGEWBxERoGRXMW3vHsrHyWkYdfJnhtR+yt3wwhYWxREfD6NGdzwlms5k5c+YQExPDo48+ytq1a/nRj37EvHnzGD9+PKGhoXIBK4S4tLhcUFd38vsVBQyGjvrqPm1t0NJy8sdoNF0f09DQ8VwnCrKGhcFxI73PVmpqKomJiTz//POUlJQAHdMP3HDDDbS1tfkDrNAxinz+/Pn8+Mc/Ztq0af7ytuPHj2fixIksXryYIUOGEB4eTkZGBsnJyf6O/eHDhzNp0iS+/PJLCgoKOgVYg4KCuOeee8jJyUGj0RAQEMCQIUPYuHEjP/7xj0/a9ldeeYVhw4YxZ84c+vfvD0BiYiJr1qzh1Vdf5corryQiIgKLxeIPWISHh5/1PjIYDOTm5vKDH/wARVFIS0tj06ZNbNy4kd27dzN+/HhCQkIwGAwYDAaCgoIICQmhqamJrVu3UlBQwLvvvovVakVRFCIjI9FqtSxfvpylS5dy9913Ax3Xb2PHjuXHP/4xQUFBndowZMgQpk+fztixY4GODq1//etfTJ06lUmTJhEXFwd0VEW5+eabefTRR/n//r//j6KiIoqKivwdRhEREQD85Cc/YefOnafc7paWFn9J4/z8fEJDQ4mIiCAtLc3fAXf06FHefvttfv7zn/vLMoeFhTFx4kTsdjsLFy7sFGCdOHEiM2fOJC8vD6BTBRaf/fv3s2jRIm688Ub/+yQ0NJRp06bxzjvvsHz5cu677z5qamoIDQ0lKyuLuLg4dDqdP4NaXJ48Hg9Hjx5lz549lJSUMG3aNMLCwtBoNFRXVxMYGIjJZOqUHXMuPvnkExYsWMC7777LPffcw89//nOSk5OBjuPkn/70J1asWEFhYSEul4tx48Zx5513MmrUKEJCQvzraW1t5ciRI/zf//0fmzdvxul0Eh4ezqxZs/jVr35FSEhIp87uPXv2sGLFCl566SX27t1LREQEI0aMYPbs2cyZM6dLO+fPn8+CBQvYvn07DQ0N9O7dm7lz5zJixAhSU1O/1T4QQghx6fF4PBQVFXH48GEqKyuZM2cOVqsVp9NJY2Ojv7rNmV5LeTwe1q9fz9ixY8nNzSUhIQGPx8Pf/vY3Xn31VRYvXsx7771HQEAAAAcOHODpp59m6dKl3HffffTv3x+Px8NvfvMbfv3rX3PLLbfwgx/8AOi4Lp43bx4LFiwgPDycd999l/b2dtauXct//vMfdDodP/zhD0lMTMTj8VBaWspPfvIToqOjmTNnDrNmzWLt2rW8/PLLbNy4EavVyrhx49BqtZSUlPDZZ5/x29/+ll//+tfk5+djtVp55ZVX+MlPfsIDDzzA7bff3umcLYQQF1R8PPzoR+BwQELCtxpEL84/CbBeRHa7nZqaGmpqaqirq/OXrysoKCAiIoLw8HCqqqr473//S2VlJS+99BKKovDxxx/T3NxMQkIC8fHxtLe389JLL7Fs2TJ+//vf07dv3+7eNCE6MZshNRVGT7byWtnvaY3LYM/AG2l1RNBeCRs2QGYmxMR0PicYDAZGjRrFSy+9xF133cWKFSu4/fbbeeKJJ5g1axYJCQky54cQ4tKxaROcqtyW0QgTJsCHH4Kvo+Kpp+APf+i4cD6R8HCYOBFef/3r226+GVauhBNVtNiyBb4KVp0Ls9lMSkoKw4YN47XXXgMgLy+P1NRUDh482GlZXwmt3/zmNzzyyCP+230Dw3r37o3dbkdVVYqLi3nnnXd49913KS0tpb29HZfLRVxcHFlZWZ3Wm5WVhdls9g+y0ev1RERE8OWXX56y7fv27WPWrFmd5qk3GAwMGTKEf/7zn/4BbN+WyWQiJyen021BQUEYjUbq6+tP+ri2tja+/PJLWltbycjI6HR+83g86HQ6Dh065L8tIiKC6OjoLsFVgPT0dP+cudCxzwsKCtiwYQN///vfO2UfeDweHA4HbW1t/vXHxsb6g6vQ8Rr7OrtOJjExkfz8fFatWsWIESMYP348EyZMYMqUKf65eevr69m9ezc//vGPmTt3rr8dHo8HrVZLZmZmp3VmZGR0mdf3mxoaGtiwYQMrVqzgiSee8N/u9XpxuVz06tULl8vFrFmz+Oc//8ns2bPp27cvw4YNY8SIEYwaNeq0c/eK7xav10tlZSV/+ctf2L59O1VVVbS2ttK7d28sFgt2u53//e9/eDweZs6cec7frVRVZc+ePSxZsoTdu3eTkpLiH1wLHVnf//jHP1iyZAn9+vXj9ttvx2Qy8b///Y+XXnqJPXv28OCDD/rbvHHjRp555hkcDge//e1vCQgIoLy8nFdeeYWQkBCmTp3qn8f42LFjPPvssxQVFTFs2DAefvhhDhw4wPbt2/nTn/5EXFwcAwYMwGw209TUxPr16/n73/9OXl4ev/zlL4mNjeWTTz7hxRdfpKioiF/+8pcEBwfL50QIIS4DLpeL6upq/u///o/i4mLq6+vxeDyMHTsWo9HIgQMHWLhwIR6Ph3vuuee012o+JpOJp59+2j+AyWAwoKoqDzzwAM888wwbNmygqKiIfv364fF4OHLkCIsWLeJnP/sZkyZNIj4+HrfbzW9/+1vuv/9+du7cyd69e8nMzGTbtm0UFBSg0+l47LHH6NWrF6qqYrPZsNvtvPvuu1x99dXExcXR1tbGu+++i9ls5qqrruKWW24hODiYqKgoqqur2bRpE2+88QajR49Gq9Vy8OBBPvroI2bOnMnMmTNJSUlBo9EQHx/Pxo0bKSwsZM2aNcyYMeMCvzJCCPGVwEDIz++oXnYWpdrFxSEB1ovo0KFD/Pvf/+aFF17wf9F++OGH0Wq1jB07lh/84AekpaVx7NgxysvL/cu43W4WL17M5s2baWhowGw2k5mZyf/+9z/Gjh3bqeNQiJ4iKAiGjVDYsTOUN3fNJdmgI8ii4KiCgwfhs886YgKq2jnIqtVqSUxM5M033+Smm25i1apVPPzwwxw8eJA777yTPn36dN9GCSHEZSgqKorp06fz6KOPAvDQQw8RHx/fJcDa2tqKqqr89re/ZcyYMV3mjzeZTCQkJLBr1y7mz5/PO++8w89//nPy8vKwWCy89dZbbN68udO0BoC/XNc3ncl8ihfLyTLeTtVGr9dLe3s70dHRfPTRR13W4cv29AWWjUYjBoPhhOs6UdZdS0sLP/vZz5g4cSJhx9fl/0p4ePi3qgyhKAqzZs1i9OjRbNu2jXXr1vHCCy/w5JNP8uijjzJu3DjsdjtBQUH87W9/Iy8vr9PrqCgKRqPxtNvxTW63m4CAAB544AGmTp3a5X6TyYTZbCY+Pp7169ezadMmtm7dyoYNG3j11VfJzs7m3XffPen7Snz3uN1ulixZQklJCZGRkeTk5PDiiy/651vWaDQEBgayfPlyhg8ffk7P4fV6cTqdvP/++xiNRrKysigpKek0qKCxsZFFixaRnJzMsGHDGDlyJAaDgdLSUpYtW8aWLVs4duwY0dHRVFRUUFRUREFBAXPnzmXs2LGYzWaOHj3Kpk2bWL16Nbm5ufTq1QtFUdi6dSuHDx/GarUybdo0Bg4cSEpKCi6Xi+LiYlauXEl2djZms5nm5maWLVuG1WolLy+PMWPGEB4ejlar5emnn2bfvn3s3r37jOfjE0IIcWlramri008/paqqiuzsbNra2li0aBEul6tTKfvly5dz0003nfF6tVot6enpXW6PiorCZDL5q/dBx6C8Y8eOUVtby9ChQ/3zs3q9XgYOHIjFYqGhoYEjR46QmZnJgQMHaGtrIywsjNzcXCwWC4qikJCQQH5+Ps888wxVVVW0tLTgdrvZtWsXsbGxpKSk+OdbNZvNZGVlcfjwYXbu3OkfiFhbW8u+ffu44447iImJwWazoaoqAQEBpKSk0NLSQnFx8Sm33Vep8PhqLB6PB6fTCdBp2oJvPuabf4vu45vOwfd3T6iq1wOa0I06f0aOf32+8+x2lIoK8HhQ4+M7Mpu60aV0vLoY7ZMA60WUmprKgw8+2KkUmo/VaiU0NBSj0cjjjz+O2+32H7gnTZrE0KFDaWtr8x/QjUYj4eHhWCyWHnGAF+KbFAUCAxWunAgHig00NUOQzUuEsYn2RhfbtoWTnw/fSFTyl8IODQ3ln//8J/fffz9r165l/vz5VFVVcd999zF48ODu2SghhDgb/frBxo0nv1+jAZut87ekO+6Aq646+ZyqOl3HCJbjPfUUNDefeL7X7Oyzb/c3BAcHM2zYMNrb24GOcrQnCtilpKRgNptpbW3FarV2yURVFAWdTkdpaSnV1dX+eUcDAgLQaDS0traedt7P49d1Oqmpqezfv5+GhgYSExOBjhH6O3bsIDU1tcsUCheb2WwmPT2d2tparFYr8fHxndrkOx+eC0VRyMnJoaamhujo6BOW+9Tr9f7SwZWVldTX1/tLnRUUFGA/UUb0N55Dp9MRHh7OqFGjGDhwILfccgs33XQTO3bsIDMzk7CwMEJCQqiuriYrK6vL63YuAc6goCASExOpqKjo8h7zrVOj0aAoCiEhIYwaNYpBgwYxY8YMPv/8cx5//HH27dtHTk6OBFgvEy6Xi7fffpu4uDgmTJjA4MGDeeWVV/yvv9lspn///rzwwgs0Njae03M4nU6OHj3Kxx9/zM0330xubi5vvfWW/36Hw0FtbS2bNm3i+9//PiNGjCAtLQ1VVbnuuuvYvHkzJSUl7N+/3z8Xc3FxMQ6Hg5tuuonQ0FB0Oh2hoaHMnj2b3/zmN5SUlOBwODAajaxduxav10vfvn2ZMmUKANHR0dTX17Nv3z6WLVvGbbfdRkhICM3NzSxfvpwxY8YwbNgw+vTpg6qqzJ49mw8//JCKigo2btx4ygCrrzPr+E6t46fBOdky59Px0++I0/vma/XN20RXss++PfmMng210/vsbPfdt9nPDQ0NvP3226SmpnLLLbfQ1NTEsmXL/PeHhoaSk5PDs88+i+NkVXbOoo0VFRW0t7cTEBBAcHAwGo2G2tpaKisrUVWVzMxM/1RoGo2GyMhIwsPDcTqdlJaWAlBSUoJGoyE6OprAwED/c9hsNrKysnA4HFRWVtLY2IjRaKS4uJgBAwZ0SVCJjY0lMjKSI0eO4PV6cbvdNDU1+YPNvsGAvmuG9PR0SkpKKC8vP+W22u12GhoaqK6u9t/m9XppbW3F4/Fgt9tpaWnpdN70er3+6++2tja0Wq1MbdHN3G63Pwje2tra7d8fVbVrV8DlRFE8tLW1AR2vx/Gxk+80VUWpqcG4bh1KezuOCRPwRkR0a5ngS+l45XK5aDnVNFzngQRYLyKTyURcXJy/M+tkEhISOv0fFBR0wnJwQvRkitIRB8jOhr594fCWavoUvU9CUyFluiQ+zfgpX3yhIzW1Y3rA488Lvs7RtLQ07r//foxGI+vWrWPlypUA/PKXv6R///7SMSqE6NmsVhgw4OT3K0rXi+LoaIiMPLvHpKWdOiD7LWm1WmJiYvjjH/8IdFynnOjLZXBwMBMmTGDbtm1YrVY8Hg8xMTG0t7dz4MABTCYTffv2xWg0oigKFRUVlJeXEx4ezsaNG9mxYwcNDQ3fur0+M2fO5L333mP58uX+Uefbtm1j7dq13HfffZi7edSnxWIhLy+P5ORknn32Wa677joSExNRFIXq6mqOHDlCv379/HM3ng2NRsP111/Pa6+9xqeffsro0aOJjo7G7XZTXl5OWVkZM2bMICsri6SkJHbv3s2rr77KzJkzsdvtvP7666csbwwdQdkjR47Q3NxMWloaVquVhoYGmpub0el0mEwmgoODmThxIgsWLKBfv37k5uai0Wioq6ujtrYWRVEYM2bMWW1bUlISY8aM4aOPPmLRokUMHDgQnU5HfX29v2Nu7NixrF+/Hq/XS0JCAgEBAdjtdqqrq/F4PP75bsXlwePxsGXLFu644w5GjRrVpTy4b7BBTU2NfyDJ2fBN+/KHP/yBIUOGMGrUqC6fn9raWvbs2YPb7WbgwIHEx8cDHde8ycnJJCQkUFlZyY4dOxg+fDgHDhygvr6ejIyMTtnmAQEBjBo1CrfbTVlZGUePHiU1NZWdO3cSHR3dZdBBbGwsAwYM4KOPPsLhcODxeGhubqawsJBf/OIX/tLgiqKgKAq9e/fG5XKxa9eu026z0+nE6XR26tRvaWnB4/H4O6nPVyn245/Xt06Px+Ofx1ucnm9f+V4bcXqyz86N2+3G6/Wiquolt990uo6+ie7xdTaj2+3G7Xaf1bWKb7+fi7a2NrZs2cKjjz5KdnY2W7Zs6XS/xWIhKiqKysrKb/2aer1enn32WY4cOUL//v3900U0NTXR3NyMwWDAZrN1+a4RHByM0+mkrq4O6DivarVagoODOy1nMBgICwtDURQaGhpoaWlBr9dTU1ODzWbrMgVGYGAgFouFlpYW7Ha7vyNeVVXCwsK6tCM0NJSDBw+e9jvL7t27efPNN/n73/9+wvv37dvH6tWrMZlMJ7x/x44dp1y/uPjWrl3b3U0A4Oqru7sF3UdRwPfR2HiqgezfNapK4OHD5L72GobmZnba7TQlJ/eYdOaefrxyu900NDRc0O8MEmAVQlwwvuSs/Hw4ttNLwpG19K5cQXBQLrujr2Tnzj6MHQuJiV1jAIqioNVqGTlyJPX19eh0OlatWsWSJUsIDQ3lvvvuIyUlpceOkBFCCBTl7HtptNqv52M9Uxd4JK2iKJjNZubMmQPgD5B+cxm9Xs/111/P22+/TUFBAbW1tdhsNrxeL01NTQwePJicnBySkpLIzc2lqKiI//3vf4SFhdHQ0IDJZDrtvJ9nY8qUKWzdupWtW7dSVlaG0WikvLyc9PR0rrzyypN2aFwser2exMREbr/9dtasWcO7777rH8Vvt9txu91kZGSc07o1Gg1Tp05l+/bt7Nixg7KyMgIDA1EUhfb2doKCgvB6vURERDB69GiamppYunQp1dXV6PV6fwboqbS1tbF37162bdtGcHAwBoOB2tpaUlJS6NevH9HR0RiNRq6++mpKS0v58MMPWb9+PVqtFpfLhU6n6zIH65mIi4tj4sSJfPnllyxcuJAdO3ag0+lwOp1oNBqSk5NRVZXS0lK2b99OQEAABoOBxsZGKioqmDJlygkzsMV3my9IcqIv1m63m4qKCsxm8zllJhQUFLB69WqKiop44403iIuL69Lp097eTl1dHXq9HqvV2qU8dmBgIGazmZqaGlRVpaGhAZfL1eW9qtVq/QHXlpYWfwdvTU0NiYmJ2Gy2TsubzWZ/1qrdbqe5uZmmpiY8Hg9hYWFdjoNBQUHodDpqa2tRVfWkx4Fjx47xxhtv8Pzzz/vLHUJHx3l1dTXR0dGsXr36gg1k8Xg8FBUVsW/fvguy/u8qp9OJoiisWbOmu5tyyXA4HLS0tHTKQhOn58v6utTea6NHw3EVWy8qoxG2besIkG7YsOGsB4K1t7efNqvyVHwlFE90nmxra6O6uvpbV9BrbGzkz3/+M1u2bGHGjBnccMMN57yunq5Pnz4kJiZy5513+m/zZbBOnjyZrKwsxowZ0+m7jy8jbOPGjQwYMIDAwEDp7+pGvkEiRUVFAOTk5HT7FCOffw7vvtttT9/tpk3zMGxYM9u3b2fIkCGYTKbLJ4O1sBDTp5+iaDQMys9H7d27WwOsl9LxyuVyUVVVdUE/uxJgFUJccL17w5rkYBzbQ/B4VGJaDjCk6mNe0+eyebOGiAgFi+XE5wadTsf06dP9c7ItXbqU//73v8TFxXHbbbcRERFx2vnahBBCnJ2EhAQ0Gg3h4eHA10HW44WGhpKenk5UVJT/tiuvvBK9Xs+KFSvYsWMH9fX1WK1WMjMzSUxMxGQykZqaypVXXklNTQ0bN25EURTGjx/PtGnTOHz4sD+zS6PR+Oc5Oj4YYTQaSUpKwuVynfQiWVEU+vbty5133smiRYsoKCjA6XSSkJDAfffdR2Zmpv/LWFhYGBkZGZ2242TrTE1NpaWlxb8vgoKCyMrK6lJ9JCoqivT0dP+2QEdJMZ1O55+bVlEUTCYTP/nJTzCZTKxbt47t27ej1WqJioqib9++/v0fFRVFVlbWCdvYv39/4uLiOgVKFEUhNzeXX/ziF3zwwQfs3r2bhoYGjEYjiYmJDBkyxB9EHTduHAaDgXfeeYeVK1cSExPDT37yE8rKykhKSjpp0NtisfhH/BcWFtLW1kZ0dDTXXXcdY8aM8bd17NixqKrK/Pnz+fzzz9FoNERERNCrVy9/dq7RaGTgwIEnPKeHh4czYMAA/34LCgpi8ODBPPDAA/zvf/9j1apVKIpCeHg4ubm5JCcnoygKsbGxfP755+zatQuHw4HNZqNXr15873vf6zI/sPhu02g0ZGZmsmfPHmJiYkhJSfHf53a7aWxs5JNPPiE1NbVLJsypqKpKU1MTa9euZevWrXzve98jJibmhHMl++Z1O76E9TfbqCiKP3vJ18l9ok4jX+fF8XO3Hb/u4/lu85WaPH4OojNpx8kEBgYyePBg/3b5ttHhcPDiiy8SGBhIUlKSv8Tj+eLbhgMHDhAREUFgYODl0bF2Hng8Ho4ePYpOpyM6OrrHdoL1JB6Ph5KSEkwmE1FRUfJeO0Ner5fa2loaGxtJTEy8pN5rO3ZAU1P3PPeAASrJye0cOXKE+Ph49Hr9WXUGt7a2EhgYeNoKJCdiNBrJzMxkw4YNXUrout1uDh8+zIoVK8jNze0yQOhMHThwgLVr17JmzRpmzpzJ+PHj/VN4QMeAILPZjNvtpr29Hb1e3+m909bW1uk62jc/q69c6PHt9WWgWiwW/8DQwMBA2tvbOw0Kgo7AtN1ux2Qyodfr0ev1mEwmFEXpUsIXOio1aDSa057fTCYTBoOh0/70er00Nzej1WoxGo1YLJYuAVbfccZsNmO1WuW4083cbjdarRZFUbBard1eIlhRuu8Y1TN4MZs7sugtFsvlE2AFCAhAo9WCRkOA2dxRLa2bSwRfKscrt9t9xlNRnSsJsAohLihFgZAQ6DPIyIGiaQTUlpJXuYiBe95gceK9rFkdwsCBHVmsJ7tW1+l0TJ48mcivyma+//77PPzwwwQEBDBnzhzpJBBCiPNs7ty5p11mwoQJTJgwodNtvoDduHHjTvnYvn370rdv31MuYzAYeOSRR7rcHhUVxQMPPHDa9gFcddVVXHXVVadcZtKkSUyaNOm069LpdPz2t7/tdNvgwYNPOC/4nDlz/Bm/0LFf/vCHP3RZTlEULBYL9913H/fdd99Jn/uGG2446Sj/Tz755KSPGzRoEIMGDTrp/dARKJ8+fTrTp0/vdPvo0aNP+bjIyEiuvvpqrj5NnSqj0Xja1yEmJoYlS5Z0uV2r1TJt2jSmTZvW6faAgABGjhzJyJEjT7rOsWPHMnbs2FO2TVwedDodI0eOpLi4GIvFgt1ux+v1UlJSAkB1dTWrV69m5MiRpx1o8U3V1dVs27aNXbt2MWHCBHbt2oVGo2HPnj00NTVRWVnJrl27sFqt6PV6f1D0+E4J+Lq0o2+AgS9D4pulGI8vkavVav0dfXq9vlOw08dX2lSr1aLRaNDpdP5r5hOVk/SVRD3d4EWr1crQoUPJy8vrlO3U3NzMwoULsdlsJCcnd5oX73zwer24XC6Ki4uJiIggOjq62zs7LwW+LJyamhpMJhPJyckyQPU0fPussrLSP2BA9tmZcblceDwd8+QlJyd3e8bX2Th8GI4d657n7tvXQ0xMA0eOHCEhIQGz2XxWndXNzc3nfMy1WCyMHDmSLVu2EBUV5Z8n9NChQ1RXV7Njxw62bNnCqFGjzmqQ2vFzrm7evJlPP/0Uo9HIzJkzSU9P7xRctNls/gor1dXVmEwmzGYzqqpit9tpbGwkIiLCX9khIiICr9dLfX29vzKKoijY7XYqKirQarUEBQX5O/2joqKoq6vrMg9fY2MjLS0thISEoNPp0Ol0WCwWzGYzx44d859zfdtSVVWFVqslJCTklNuu0Wj8510fj8fjH4TlGwB1fD/W8QOlfI+Xfq7u4xvo5ptGwfeadPfx7BwrgX8n1NZCWVnHZ+TIEQ06nfaiBfWMRkhKuihP1ZWqfj1VlKKg1Wg6MpS6MaB5KR2vvvm960KQbyOncCa1mbv7wCrEpSIvD17bPZaDJYXkNKwntKWE6VX/5T/tD7ByJUybphATc/IBOFqtlkGDBvHXv/4Vg8HAq6++yn333UdVVRU33XQTOTk5gHwmhRBCCCHE1wwGAz/5yU/4xS9+wUsvvYTL5cLlcvH3v/+dlpYWmpubCQ0N5Y477uiSjX46xcXFHDt2jB07dnD77bf7b/cFUrdv3857773HzJkzmTNnjj+zxul0YjKZ/N83W1tbsdvt/nnjbDYbBoPBX+7RV67X4/FQW1uL1+vFYrEQFBQEdGTiOxwOmpubO7XPbrfT0NDgz+KxWCzYbDa0Wi11dXU4HA7/+qFjDjyXy0VoaOgpr6k1Gg0Gg6FTtq4vu9TX+egL5p7Pa/Pjy1f6AswSYD093z7zdRJfiNfmu+b4fXb84ATZZ6d3fFDC9xm9VPabx9N9JYJB8R/PfPvtTDuEVVU9q+W/KSIigp/97Gdcf/31PP7447S2ttLe3s6jjz5KRUWFf077uXPnnvU0C16vl9dee40VK1ZQWVnJW2+95R+wcHyfa0xMjD/jecuWLdhsNkwmkz+D9tixYyQlJfnnGs/OzubTTz/lyJEj1NbW+gfj19bWsmXLFiwWCwkJCYSFhdHS0kLfvn1ZuXIl5eXleL1eFEVBVVUOHDjA0aNH6dOnj/+zHhoaSkpKCps3b+aKK64gJCTEP4hp586dZGVlkZaWdk77Wghx7pYsga1bYfp0+MMfoLW1I/Z4MaSkwP/P3n2HR1WmjR//nimZTGYy6b03QgIJoZPQi4CgomIvL7oW7Lqra3f13V1311139beurt1VV0VFRBAQ6UiHhNCSENIJISG9l2m/P8aZlwBBUCAB7s91eRnOnDnnnjMz55x57ue5n3/+89zs64Sc19Hz5Hp6sZFfIydhNpupqqpixYoVFBcXc//99+Pv709FRQVtbW34+vq6LuJCiJMLCYGBaRpKSsazrraMywr/H6O3/oMV193F9m1e9OunYDQ65mztiaIohISE8Prrr7uSrH/961/Jz8/nV7/61U+OUhJCCCGEEBcXZ8nod999l/3797Njxw7y8vLo7OwkMDCQhIQEpk2bhp+f32k3To8cOZLIyEiefvrpbgmEnTt38t577xEXF8cNN9xAUlISFosFjUbD9u3b8fT0dM1BXFxcTGlpKWazmaFDh6JSqUhMTGTXrl1899131NTU4Ovri0ajob29nXXr1qHRaAgPDycyMhJFURg8eDA7duwgJyenW3yHDh0iKyuL4cOH4+7ujlqtxtPTk0GDBrF9+3aSk5NdJRrtdjt79uyhtraWSy+99BcedSGEEOcLrVZLWFgYS5YsYdu2bezbt4/i4mI6OzuJjo5m4MCBjBo1ytUJ6FR1dnby3HPPsWTJEtLS0nj00UcxGo2uMsZqtdpV5lOv1xMfH88111zDH/7wB5qbm0lNTcVqtfLCCy/g7e3NsGHDGDhwIAAZGRmsX7+eRYsWcf/99/PUU0/R0dHBxo0beeutt5gzZw5hYWGufdx2220sWrSIBQsW0NLSwsyZM9m8eTNffPEFHR0dPPfcc67RV4mJidx44408/fTTREVFMWzYMAwGA5999hmVlZVcd911XHLJJWf+jRBCiJ4YDJCa6qgRLdPd9DmSYO1BVVUVS5cu5c0338Rut1NaWsoNN9yAj48POTk5bNmyBZPJxG9+85veDlWI84KiQP/+CodT+7O/YAqjqxbg3XqIiWX/4QvTXeTkGAkJ+ekEKzhK2PzhD39Ar9fz+eefuxqfDh8+zG233ebqnS2EEEIIIS5uzvtC53zQ/v7+ZGRkYLFY0Ov1mEwmfH19f1bZN6PRSGRkJKGhod2W19fXYzAY8PX1JSEhgcjISBobG5k0aRJLlixxle7V6XS888471NfXk5CQQGJiIoqiEB8fT1JSEp6enrz22mtcddVVGAwGysrK+O9//8uIESOIi4tzjSC95JJL2LVrF9nZ2cybN48xY8ZQXFzMqlWr2L17N3fddRcGgwFFUfDy8uLyyy/n66+/JiIiArvdTnBwMN9//z0FBQVERUX9ZIlwIYQQFw7ntc9kMjF48GBiY2NpbW3FYrFgNBrx9vZ2VTY4neuk2Wxm8eLFlJeX09raSlVVVbe5SwMCArjpppsYO3Ysbm5uhIeHc8cdd9Da2sq3337L4sWLAUcC+I477iA9PR21Wo3dbsfNzY1LL70Uk8nE999/zwsvvAA4Kiykp6dz6623EhAQgKIoqNVqwsPDuffee8nOzub7779n9erVWK1WoqOjSU1NZdiwYa5OViEhIUyePJnrrruOjRs3sm7dOhRFwWw2M3fuXCZMmPCTJYKFEOKMCgqCG28EiwWCg2Ukax8jCdYebNq0iW3btpGamsqMGTO4+eabXXPaOGv9Z2Zm9nKUQpxfgoMhop87dQn92Hzoambmv0rU4a14Bs6huMhOabxCRAQcNRXHcZw39MHBwdxzzz3o9Xq++eYbsrKy6Orqwmw2c8cdd0gJJyGEEEIIgc1m49ChQ65/O8v/Odntdg7/OOmer69vt8bfkzm6/OWxDAYDGo0GnU6H0WjEYDBgs9lcic0dO3bQ1taGVqtl586dREREuEYHOeNISkpi9OjRbN++Hb1ej7u7OzU1NTQ0NDB79mxiYmJQqVTY7XYGDBjAwIED2bdvHytXrqS+vp7y8nKKi4sJCgpizJgxuLu7A46k8MSJE1m5ciU5OTl0dHTg7+/Pxo0b8ff3Jy0tjYSEhJ99vIUQQpxfurq6qKqqcv1bp9Oh0+m6Pe4sWR8UFNStPPzJqNVqkpKSXBUbforJZGLYsGFMnTqVnTt3UldXh6IopKSkMHHiRMLCwoD/axNKSkpCp9PR2NhITk4OarWa4OBghgwZQkpKiuv6rFKpMBqNTJ06FYPBwI4dO6isrCQoKIj09HSGDBlCcHCwKw6DwUBMTAxXXnklq1atoqqqCovFQnh4ODNnziQmJuaUj4EQQpwRBgP8ODUefXSu04uZJFh7kJubS21tLbfccgtTpkzpNlFvUFAQBoPB9UNcCHFq9HqIiFAoTw5kR8FVRNgPUhY9Hk9fN6rroaQE+vWD6OiTb8d5Qz1gwACuv/561Go1S5YsITs7G3B0gpgxYwY6nU6SrEIIIYQQFzGLxcL333+PzWY77rGj51kEmDBhwhlJLqrVavR6PW5ubq4RMUajkTvvvJOGhgbWrl3L8uXLMZvNjBs3juuuu47Ro0e7nq9SqUhLS+O3v/0tzz33HG+//TZdXV34+flx+eWXuyorOWMPDAxkzpw5rF27lo8++ogFCxYQEBDAqFGjuO+++xg8eLDrNRqNRsaOHcsdd9zBokWL+PDDD2lsbGTAgAHMnTuXjIwM19yuQgghLnzNzc189913J3zs2Ovk1VdffcrzsHp4ePD111+fchwqlQq9J0FfxgABAABJREFUXs9dd911Sus7S94PGjTolNZPTEwkMTGRX/3qVz+5rk6nY+bMmcycOfOUti2EEGeVxQLNzWCzgZcXnKCDp+g98m70oKGhwdVT6ljOZGtnZ+e5DkuI85qiOEaxRiZ7sn3XCJb5PklH0mDcULCWKZSVQWEhRESceoecoUOH4u7ujsFg4MMPP2Tbtm38/e9/JyAggLS0NAwGw2nPpyWEEEIIIS4MHR0dPPPMM1gslm7LzWYzZrMZi8WCVqtFr9fz+uuvn5EEa0ZGBgsXLnSVJnTS6XQ89dRTPPHEE65Ga5VKdcLyxAaDgaSkJD7//HNXcthZnlF9ghvlpKQkEhMTueuuu7Db7a51eyp9fOutt3LLLbdgt9td6ztjEUIIcfGoqKjgqaee6rbMbrdjsVjo7OzEbre7rpMZGRmnnGAVQghxhuTmwnPPQV0dvPaaYz5WGVDUZ0iCtQfOkW/19fUEBQW5lttsNg4fPkxjY6PcVAjxM3h7Q1y8QmSCjp3ZQ0kEVIodTw8LtdUq8vJUDBvm6JBzqgYMGIC3tzdBQUE888wzbN68mUcffZS//e1vDB48GKPRKI1FQgghhBAXIQ8PDxYsWOBKaDrZ7XYaGhooLCzkk08+Yfbs2aSmpp6RfZ4oUelMcqrV6hMmSI/lXP9EJYh7Wv90tn0q6wkhhLjwxcbG8s033xy33G63c+TIEbKysli3bh1XX301gYGBvRChEEJc5Ox2sFodI1mP+U0jep8kWHuQlJRESUkJ77//Pn/84x9dy6uqqvj888/Zs2cPkyZN6sUIhTg/KQr4+sKoUbBrl52ODjCpWoi1H+ZgixdFRYHs3auQkXF6nXHCwsK46aabiIqK4tprr2X79u3ccccdPPHEE1x11VX4+flJuWAhhBBCiIuMRqMhIyPjhI+1tLQQExNDVVUVra2tUqFICCHERcdgMHQrU3+0+vp6fH19sdvt1NfXY7Vaz3F0QgghRN8mQ7p6MGvWLK655hp27dpFQkIC7e3tXHHFFQwaNIjFixeTnp7OPffc09thCnFe8vR0VDNI7Ace2Zu5+99D+J95lzKoaAHNTXY2boSurtPvlOPh4cGkSZNYtWoVMTExlJWV8fjjj/Pb3/6Wffv2nZ0XI4QQQgghzktGo5GYmBiuuuoqvv32W4qLi3s7JCGEEH3UxThoyMfHh4EDBzJ58mTmzZtHQ0NDb4ckhDgFvXW+utj2KwTICNYe6fV6pkyZwsCBA8nMzCQvL4/Ozk6io6NJS0sjPj4eDw+P3g5TiPOSooDBABmj4fPdidgA3+ZDJLTtorQ5j+LiZHJyIC3tdLfrKHeWkpLC559/zrPPPsv27dtZsGABRUVFPPXUU0yfPv1svCQhhBBCCHGeUqvVVFdX09HR0duhCCGE6KMu1oJYzrm8q6qqMJvNvR2OEOIU9Nb56mLbrxAgCdYeqVQqDAYDUVFReHl5MWzYMKxWK0ajEW9vb/R6fW+HKMR5S1FAq4WUFFgW7sWBwDF4HFxCWN0eoqu2UKhLZscOxyhXler0LpSKoqDT6Rg4cCDPPPMM//3vf1mxYgVZWVn88Y9/pLGxkdmzZ6NWq6VksBBCiJ/lySefJCIigmnTphEdHU1lZSUPPvggf/rTn4iNjaWmpoaVK1eyc+dOXnzxRQwGwwm3YzabWb9+PR9++CEvvfQSISEhvyiuoqIiFi1aRGdnJ48//vgFeZ2rrKxk48aNfPvtt7z//vsX5GsUZ5bFYuGHH3444Rysra2tlJeXs3DhQuLi4vD19e2lKIUQQoje0dzczPbt249bbrfbaWxsZN++faxfv560tDRpCxVCCCGOIQnWH9lsNrKysn5yvcbGRg4dOgQ4ypEmJyef7dCEuCCpVODvr9B/oIY9e6cTfWQbfvUFRFdvxxR1Lbm5nlRXQ2Dgz+uJpNfrGTVqFABeXl4sXbqUrVu3otfrcXNzY+LEiZhMJlQqqZQuhDg7bDZHuXOLpfdi0GgcHVrU6tN7XldXFzk5ORw4cIDKykrMZjMBAQFMmjSJoKAgNBrHLWR1dTUbN24kLy+v2/N9fHwYMGAAY8aMwW63Y7VaWbVqFUVFRVitViIiIhg6dCjh4eGu5+zdu5eamhr8/f0ZOHDgL37tZ9P69esZMGAAI0eOBBxzPIaHh+Pm5oaiKLS0tLBv3z5Wr1590p7+NpuNsrIyli5dyu9+97tfHJdWq8XX1/dnjS44cuQIH330EVdccQXx8fF99vrY2trKgQMH+O6773o7FHGe6Orq4t133+1x3jiz2YzVauXqq68mJibmHEcnhBBC9K7a2lrefvvtEz5mt9vp6OhAq9Uye/ZsfHx8znF0QgghCAiA2bOhre3nN5SLs0YSrD+y2WzMmzfvtJ4TFhYmCVYhfibnKNYhQ+CrDaOpPRBFUFUxYY05RJkPkFU5hNxc8PV1rPdzrh1ubm6MGTMGX19fjEYjn3zyCStXrsRqtaJWqxk+fDgBAQGuRIEQQpwpNhs0N0NhIbS29l4cHh4QEQF+fqeXZM3NzeWbb75hz549NDc309XVhcFgoKWlhWuvvRYfHx/UajWVlZV89tlnrFq1iqSkJNdoQmeyccyYMQCUlZXx0UcfceTIESwWC6GhodTX1zNnzhwAOjo6+O6772hra2PkyJFnLcFqt9ux2+0oinLGRj6q1WoCAgL43//9X0wmE+rTzWafQSEhIVx99dU/67mVlZU8++yzxMXFERMTc0YSrM7j3VeTteLiYLPZ2LdvH5ZjersoioJer8fPz4+hQ4dy5ZVXEhgY2EtRCiGEEL2jo6ODvXv3HrdcURQ8PT0JCQkhLS2Nq6++Gi8vr16IUAghLnKBgXDNNY7JZqWSQJ8jWYUf2Wy2E5aO6omiKCQmJp7lqIS48CUlgTY6nEPBQwluPoBPazkDS5eyI2ww27fD0KEKGs3P75yjUqkYOHAgISEhhIaG8swzz7Bu3Tqqq6t56KGHmD59OsHBwWi12jP7woQQF7WuLigthY8+goaG3ulgaLeDyQRXXgmjRjmSrT/9HMd90L///W9yc3PJyMjgmmuuwWAwsHjxYp577jmSk5MZOnQoRqMRcHRmGTlyJO+9954rkaZWq3F3dwcc91jffPMNRUVFPPnkk6jVapYuXcq///1vbr31VlQqFQUFBWzZsoVZs2Yxfvz4U3x9dtrb22lra3MlTtRqNTqdDpPJBDhGZep0OhRFoaurC4vFgk6nw9vbm87OTtra2ujq6sJut7tidr4uRVGw2Wx0dnbS2tqK2WxGrVZjMplOWGq0o6MDo9HYLcFqt9vp6uqiuroai8WCRqPBYDCg0+lOmoh17relpQWLxYJKpUKn07mqMPSUHLbb7Vgslm7xNTY2YrPZUKlUrjidiSWDwYBaraa9vZ26ujoA6uvrqaysxM3NDZPJhF6v7zEed3d31/G12+1UVlZiNBqxWq2YzWZsNhtarRaz2YzRaESv17s+Izabja6uLurr6wkICECtVtPR0UFHR4fruYqiuN4T5/xfQpwuo9FIdnZ2b4chhBBC9En9+/c/YYJVCCFEH6Aojt7yP7ZTiL5HEqw/cnNzY+vWrSd87NhGNGncEeLMUBTw9IS0NCjYPxXfqlyGVy5mQMFCQlMfY+9eHcXF0K/fL++g4+fnx2233UZMTAy33HILubm5PPbYY2zatIkHH3yQtLQ013dbvuNCiF/KanWMXG1ocJy/9Ppzn2Rta3OMom1udiR8TyXBCo5e7GvWrGH27Nnccsstrmod/fr1Y/78+XzzzTcEBQXRv39/wHHOdHNzw8/Pz5UEO/o8arfbKSgoYOzYsaSmphIWFkZ9fT3ff/89dXV1+Pv788ILLzB16lRGjx7tSsyejHNk5BdffMF7771HXl4eZrOZiIgIZsyYwUsvvQRAeno6U6ZMwdPTk61bt3LgwAHuu+8+nnnmGdasWcP777/Pli1baG5uJiIigmuuuYYnnngCNzc37HY7tbW1rFy5kldeeYW9e/cSExPjms/byWw2U1hYSHJyMj/88ANDhgw56j1oY/369fzhD3+goKCAhIQE7rvvPmbOnEloaGiPr622tpbly5fzj3/8g7y8PAIDA5kyZQrXX389EydO7LHywp49e3jllVdoa2tj/vz5ADz77LPU1NQQFBREe3s7X331FVqtljlz5vDAAw8QFhbG0qVLefjhh+ns7OTOO+9EURRCQkJ45ZVXuOaaa2hsbOS7777j5ZdfJi8vD39/fyZMmMB1113HtGnTXPFER0fz9NNPU15ezrZt2zCbzcycOZPPP/+cxx9/nDlz5uDp6Qk45vvauHEjV155Jfv37ycyMpLFixezcOFCtm7dSk1NDT4+Plx66aU8//zz+Pv7S8UJIYQQQgghhBAXD7sdDh6EL7+Elha47TaIjOztqMRRpJVCCNHrUlJgV2Y6ZQd+ILV2DV6tFSS3bGNZ61g2b4agoDNTAUGj0TBp0iTWrVvHww8/zJYtW/joo4/YuHEjv/nNb5g7d+4v34kQQhxFURznrx9zSudcV9fpP8disWC1WtFoNMeN7nd3dycrK4v6+nrXss7OTtauXUtkZCReXl4MHjyYa6+9lksuuQRPT08URSElJYX58+dTXV1NY2Mj+fn5BAcH4+3tzWeffYZKpWLChAmnPP9hV1cXH3zwAU8++ST33XcfL7zwAn5+flRXV1NYWNht3S+++IKpU6fyyCOPkJqailarZfPmzTz44INcddVVzJ07Fz8/P3Jzc3nuuecA+M1vfoOHhwf//e9/+eyzz4iJieHf//43TU1NPP/885SVlTF69OifjLOiooI///nPvPTSSwQGBvL666/z5ptvUl5e3uOcq4cOHWLx4sX86U9/4ve//z0ZGRkcPHiQ1157jTfeeIMjR45w8803n9JxctqxYwc+Pj5cf/31rF+/nm3btvHQQw8RHh7OrFmzmDFjBj4+PsyYMYPXX3+dyZMno9Pp8PLyorKyku+++45nnnmGF198kfT0dCoqKnjzzTf597//zZEjR7j99ttd+/rXv/7FnDlz+Nvf/kZsbCydnZ3YbDa+/PJLrrvuOleCtaKigu+++4709HQiIyNRqVSoVCquuOIKHnzwQXx8fCguLuY3v/kNNpuNJ554gtjY2NN63UKAoxPE119/fcqVio42fvx4goODz0JUQgghRN/g7Pj4c1x++eV4nGovTiHOY11d8NZbjqmAesvBg723b9HLWlth716or/+/UsEyOKjPkATrSZSUlLBs2TK+/PJLSktLAQgNDWXSpEnMmDGDkSNH9nKEQlwYoqIgIkZNYfLl/CckBU1EKFUBA/Cvgd27YehQR5nLX3rf7hxRFRsbyzvvvMMHH3zA/PnzycnJ4fnnn2fXrl38+c9/xmQyyXxxQogzxnnfe77c/xoMBlJSUti8eTMBAQH4+fnh7u7OsmXLyMzMJCQkhM7OTgB8fX2ZPn0606dPJzIykoqKCubPn8+rr77Knj17ePbZZ1GpVFx//fXs37+fp556CrPZTFJSEr/73e+oq6vj5Zdf5vXXX2fdunX88Y9/pLq6moEDB/Lb3/6WwMDAE1YV6Ozs5P/9v//HLbfcwp133kloaCgqlQqbzUZ6enq3dYcPH87VV1/NpZdeipubGzabjccee4xZs2Zx8803k5iYiEqlIjw8nJqaGl577TXuu+8+CgsL2blzJ/7+/vz+978nJiYGm83GI488wlNPPXVKxzIgIIAHHniACRMmoFKp+N3vfsfjjz/O3r172bx5MyNGjDjuOZmZmWzcuJG5c+dy3XXXodPpiIqKco1KXbly5WknWAMDAxk9ejR333037u7uREVF8e6775Kfn8/hw4cJDw/H19cXAB8fH0JCQtBoNKhUKjZs2MCKFStc8bi5uREdHU1nZydfffUVy5cv75ZgnTJlCtdccw1paWloNBrMZjNXXnklb775JmVlZZhMJnQ6HZWVlWzYsMFVJlpRFGbMmAE4Sj2rVCoiIyN57LHH+Otf/8pdd90lCVbxs1gsFlavXk1zczNWq9VVehocyVdniXGj0Xjc+SYlJUUSrEIIIS5oLS0trFy5ktbWVte0EjqdDsDVUU5RFNc0GkebOnWqJFjFRcFigRUrejfBKi5iXV1QXQ21tT+vF704qyTB2oNt27axaNEi1q5dS//+/V3zgR0+fJgtW7ZQUlJCTU0NM2fO7OVIhTj/ublBfLxCZVEcOUoEQf7uWDXu+PpCSQkUFkJIyC9PsIIjyarVagkNDeXWW28lJiaGr7/+2lWWsKOjg0ceeYSEhAT5oSCEuOg4y/vee++9fPHFF3z11Vd88803uLu7o9frGTFiBFVVVa6RYP7+/kyfPh2VSoWHhwft7e0EBwfzwQcfsG3bNvLy8khOTsbLy4u5c+dSW1uLzWbD29sbo9HIBx98wPjx42lubuaHH35gwIABBAQEsHfvXt566y3XiNKjWSwW6uvrKS4uJj09HX9//5OWFY6JiSEyMtJ1TrdarezatYvc3Fz27NnTbXlFRQVlZWW0tbVx8OBBOjo6CAoKIjo6Gjc3N8CRsD1RA9OJGAwGhg8f7oovNDSUsLAwiouLKSsrO2GCtbq6mq1bt7J3714yMzNdy2tqaigrK2PAgAF0dna6Gr5ORUBAAJGRka7Ro1qtlqCgIJqbm2lvb0dRFFfHIuffzjlia2pq2LZtG/v27es2j2VdXR1lZWVERUXR2dnpOj5JSUkEBga6XrNKpSIlJYWgoCA2bdpESEgIarWavLw8GhsbmTp1qmubhw4dYtOmTWRlZVFTU0NbWxsVFRUcPHiQ1tZWVyJMiNNhs9koKioiJyeH1tZWNBqNK1lfU1NDXV0ddrudQYMGodVqu00Z0dHR0ZuhCyGEEGddZ2cnhYWF7NmzB4vFgoeHB+Hh4QCUl5fT1taGWq0mNTXVdX8Ijuuk3JsJIYS42EmCtQeZmZns2bOHlJQUrrnmGsLCwlAUhaqqKtasWcPu3btZtmyZJFiFOANUKkf5eJ8wD0qrPWixgIfWjl7ViUrRUVSkkJgIoaGOdc8EtVpNdHQ0er3e1dC/cOFCvv32WzQaDZdffjnDhg0jJCRE5mQVQvQZ56oSzMiRI7Hb7eTk5HDkyBHsdjuxsbGsXbsWs9nsSqbpdDpCQkJcz/P09GTUqFGsWrWKDRs2UFpayoABA1AUxTVnK0Bra6trFOcTTzzBzp07URSFgQMH0r9/f9rb25k3b94JE6zgSJh0dnbi5+fXraHnREwmEwaDoduy2tpa0tLSiI6OdiUd7XY78fHxZGRkYDAYaG9vx2634+7u3i2Z6eXldcpzgarVary8vFz/1mq16PV6FEWhvb39hM9pb2+no6OD/v37ExcX51oeExPD0KFDiY+PP+3rkl6vP67TkE6nc5WDPpnOzk7a2tqOiyc2NpbBgwcTGRnZLR4fH59ux0ulUmEymUhPT2fLli2MGzeOjo4OCgoKiIqKcpWFbmxs5MsvvyQ3NxeNRuMavaxSqcjOzqarqwubdBkXP4NGo2Hq1Kn4+fkxbNgwbrrpJry9vQHH9+3AgQP88Y9/ZNSoUcyYMYOkpCTXc48tky6EEEJcaEwmE9OnT8dkMnHrrbcyduxY1/2xsxPkJ598wsiRI7n55pvx9/d3Pfd0OvwJIYQQFyJJsPagtLQUm83GjTfeyLhx41zLExMT8fHxoa2tja1bt/ZihEJcWIKCHAnUA/k2OuraiVPlYmosp9pwCRWH9FRUqEhIgFMcNHRKFEUhODiYyZMnExISQnt7O2vWrOGTTz6hpqaG6upqxowZQ2xsrDSwCSH6hHPV38PLy4tp06YxefJkOjs76erqwsPDg/nz5xMdHX1cwvJoOp3O1djS1tZ23OM2m41Dhw7xww8/EBwczMiRI/n2228JCAjA19cXPz8/IiIiKCkpOeH2VSoVer0evV5PXV3dTyYI1Wr1cUlYd3d311yxkZGRJ3z9Hh4erhFsR48YbWxsPOXe+larlcbGRiIiIgBHOVJn4lbfw+TiGo0Gf39/MjIymDNnznGPu7m5nXKC1+noEapHL7Pb7d3mpTxReXy1Wo2vry/p6endSgE7abXabvEcPQLw6H1NnTqVf/zjHxw6dIiqqipKS0sZOXKkK/FbXl7Ot99+S1hYGDfccAMDBw5Er9fz7bffsnz5cmw228+aQ1MIi8XC4sWLufbaa8nIyMDf3x+NRoOiKLi5uREXF8ecOXN48803GTJkCIMHD+7tkIUQQohzprGxkcWLFzN37lwGDx6Mr6+v695Oq9UyePBg2traeOutt5g9e/ZJK8cIIYQQFxuZZLAHGo0GT0/Pbj2znEwmE76+vq7RG0KIX87TEyIiICTQCocPM2n1s1z99S3EUkhbo5mDB6Gq6uzs28PDgyFDhvDGG28wdepUvL29WbJkCX/+8595/fXXKSgooKOjQxp2hRC/2PlyGuno6KC9vR2r1Yqbmxtubm4UFRWxe/duRowYQUBAAHa7na6uLhoaGujs7MRisdDR0UFJSQmVlZUoikJQUNBx225tbWXXrl2sWbOGhx9+GJVKhUajob293fVfc3Nzjx1bVCoVBoOBfv36sWnTJqqrq+no6KCrq4uOjg5aWlpO+toURWHIkCEcPHgQq9WKt7c3AQEB+Pv7uxKrzjlZ3d3dqaqqoqSkxLX9HTt2/OQ+jn6tO3bscMVXUVHBoUOHUKlUREVFnfA5gYGBhIeHU1RUhMFgwN/fn4CAAHx8fPD09MTd3f2szBOuUqlwc3Ojra0Nq9WK1WrFbrfj7+9PdHQ0BQUFJ4xHr9efUjyTJ0+mqamJ3bt3u963SZMmuR4/ePAgbW1tpKamMm3aNGJjY/Hy8qKsrOwnk+hCnIzVaiU/P9/1XT+6E4BarcbDw4OoqCiKi4tpbm7u5WiFEEKIc6uzs5P8/HzCwsKOq9Si0WgwmUyEhoaSn59PZ2dnL0YqhBAXKb0eYmOhXz/H36JPkRGsP7Lb7d3KjqWmptLU1MQ333xDv379XD/C7XY7W7ZsoaKigokTJ/ZWuEJckEJDISpOQ9k2HZ6N5biZW0ktWUSh1+2Ul4dSUqIQG3t2RnCpVCr8/f35+OOPeeedd3jzzTfZt28fb7/9NitXruSVV15h8uTJrlFQUjZYCHGqnEnVY//fl23fvp3m5mZXCfX8/HxefPFFYmNjmTVrFiEhIZjNZnJycpg/fz6XXnopQUFBlJaW8s4775CTk8Po0aMZOXJkt+3a7XbWr19PZmYm48ePJzk5GYAhQ4bw97//nfDwcKqqqlixYgXDhg3rMT6dTsdvfvMbHnroIby8vJg8eTL+/v5UV1dTWFjI3Xff3eNzFUXh4Ycf5vbbb0en03HZZZeRlJSExWIhNzeX3NxcnnzySVJSUkhLS+Ozzz7jhRde4LHHHqO5uZn/9//+HxUVFad0HKurq3n99dcJDQ0lICCAN954gwMHDjBjxgxGjhx5wpK3Q4cOpaSkhBdffJGwsDCuvPJK1Go1JSUlFBUV4eXlxW233XZK+z8dWq2WsLAwfvjhB0aNGoWnpycmk4mUlBRmzJjBU089RWRkJLNmzUKr1XLw4EEKCwtxd3fnrrvuOum2FUUhPDycIUOGMH/+fGpqahg6dChjx451rRMREYFOp2P79u0sXryYAQMGsH37dj799FO6urrO+OsVFxer1UptbS319fUEBQW5Go9tNhvt7e1UVlZisVikDLUQQoiLjt1ux2KxUFVVRUtLCyaTydXuYbVaaWlpoaqqytX5TgghxDnm6wtTp0JnJ/j5nbvSZuKUSIL1R1arlSeeeKLbv4uKivjkk0+YN28eI0aMAGDv3r0cPHiQoKAgrrvuut4KV4gLUlCQozPOzlAvVsXdzU01D5OW/SHbJk2ntDqUvDwYNgyOms7ujFOpVMydO5dJkybx8ccf88EHH5Cbm8uMGTN46KGHeOKJJwgICPjJOf+EEAIcyVTnVJvn+h64rQ1+bq6gubmZt99+m82bN9PW1oa/vz8zZ87khRdewMfHB0VRUBSFtrY2Nm3axDvvvENjYyOBgYEMHz6cp59+mqlTpx43CrW4uJjVq1fT0dHRbX7Vyy+/nLy8PL766iuqqqoYPnw4L730Uo/xabVabr31Vjo7O/nggw948803sVqtREZGMnPmzJ98fVOmTOHjjz/mP//5D08//TRHjhzB3d2d+Ph4brvtNlQqFYqicMsttxAcHMwrr7zCmDFjiIqK4sUXX+xxbthjhYaG8vjjj/Poo49SWFhIQkIC9913HzNnzkSj0ZwwcRgVFcVtt91GVFQUr7zyCi+//DIajYbw8HDGjBnDFVdccUr7Pl0hISG88MILPP300/znP//B39+fV155hWuuuYabbrqJkJAQXn75Zf7xj3+gUqkICwsjPT2dWbNmnfI+Zs2axUsvvYSPjw+jR4/uNm9XcnIyjz76KJ9++ikPP/wwNpuNkSNH8oc//IH777//bLxkcZHQaDRceumlvP/++2RmZnLdddeRlpYGOEZO79ixg1dffZWMjAzCw8N7N1ghhBDiHDOZTFx66aU8//zzXHPNNUyaNInExEQA8vLyWL16NQsWLGDGjBmYTKZejlYIIS5Cfn5wCu0condIgvVHNpuNPXv2dOuNZbVaSUpKQq1WU1xcDDhGTMTExLhGEgghzhyNBoKCFPoNNrCmbDZXa5/Bu7GEpNYdVGtDKS8PJT8fhg8/O/s/elRqbGwsv/nNb5g0aRJvvPEG8+fP5+2332bbtm088sgjjB8/nsDAwLMTiBDivKfRgMEA3t7Q0AAdHec+BrsdTCZHCfbTndVg8uTJpKen09XVhd1uR6VS4e7ujtFodCVXNRoNw4YN48svv8RisbjW02q1uLu7o9PpjhvtHxkZyfPPP4/dbnfNvQmOzi0PPPAAd955JzabDa1Wi6enZ4/VApzzh958881cffXVrjlR1Wp1t6Tdli1bcHd37zZXlHObo0ePZvDgwXR1dWGz2VyvyTm/q6Io+Pv7c9VVVzF16lQsFgtqtRpPT0/GjRuHm5sbHh4eaDQaEhISqKiowM/PD61WS1xcHM8++yy//e1v8fT0ZMKECVitVjQaDR4eHq5j4+bmxvXXX8+MGTPw8/Nzxefj48Nll13GxIkTMZvNrjlU3dzcTjrvVUpKCq+99lq3+9kXX3wRm8123NQWr7/+OoBrLlij0cjll1/uilWlUrneA2fD27hx446L5+jjXVpaislk6rbsaNdeey2XXnopiqK4jvHR78sVV1zBJZdc4ko8a7Va9Ho906ZNw8fHBzc3N6KionjggQf41a9+1eNxEOJoOp2OJ598kg8++IDs7Gwef/xx1/fBYrHg5uZGeno6v/71r4mLi+vlaIUQQohzKygoiKeffpp//OMfrF27loULF7o6SXZ1deHj48PYsWP59a9/LW0gQgjRG1paoLAQzGZITHQ08og+QxKsP9JoNPzlL385recc3TAohPjlFMWRDEjor2LDWj8KwyfQv/R7oio2469O4VBTKLm5MHSoY92zORpMo9Hg5eXFsGHDeOaZZxg0aBD/+Mc/2L17N//7v//LxIkTufzyy5k0aVK3OUqEEAJAq4XoaJgzB1pbey8ODw8ID4ce8l090ul0PSbJnJwJQmdi8FQ453E60baMRiNGo/GUt6UoCh4eHie9HwsICOjxMefcsiejUqlcCdejHZvk1Gg0hISEdPv30a+zp6RoT6/BmdA+WTL1RLRaLd7e3t2W9TTS4Nj1TrbPU4lHURSCg4NPGt+JjuXRetrH0c/RaDSn/VkRFzeVSkVcXBzTp08nMjKSgoICGhoaAMdny9/fn8GDB5OYmHjSz6cQQghxIXJzcyM+Pp5Zs2YRHx/PoUOHXHOSe3p6EhYWxsCBA4mLizuuOo0QQohzoL4eVq1yNC4FBkqCtY+RrMCPVCoVQ4YM6e0whLjo6fUQGangH6wlO3Aa8QfXElaxnZCASzhkHUVJiZq6Okd1hLPNOXpn4MCBGAwG1Go1X3/9NXl5eSxatIiKigoKCwu5/PLLCQsLk3lZhRAuKhUYjZCUBD8OruwVGo0j2StVzYUQFytnZ5BJkyYxevRoWlpaKC0tRafT4evri4+Pj6tDidzLCSGEuNg4q5JcfvnlTJ48maamJg4fPoxOpyMoKAij0ejqlCjXSSGE6AX19bBmDdTWwuWXQ0SEzMPah0iC9Uc2m43t27eTmpqKTqejrKyMqqqqkz7Hw8ODlJSUcxShEBcHrdaRPI2NV7ErbzwztZ54N5QQ2l6IsauOqqoASkvPTYLVSaPREB8fz7333ovJZGL58uVkZ2ezYsUK8vLyaGtrY9q0aSQkJODm5iY/OoQQgCPJepoDEIUQQpwFzrLZ7e3tVFdXU11dzfDhw/H09ESj0WC32+X+TQghxEXLeZ1sbm7myJEj1NTUkJGRgbu7OyqVqpejE0IIIfouSbD+yGq18re//Y1//vOfBAYGsmrVKpYuXXrSH9oxMTH87W9/O4dRCnHhUxRHKcuUVFi/bgDVXgmoWwrwstTh01ZOpTWA3FwYPPj/1j83cSl4e3tz//33M2LECObNm8e3335LSUkJTzzxBPn5+dx3331ER0djMBikbLAQQgghRB9gt9tpaGjg5ZdfZuPGjRQUFGC1Wvnyyy9JSUmhtbWVV155BZPJxKxZs0hNTe3tkIUQQohzxmKx0NTUxJNPPklmZiZVVVVoNBq+//57IiIi2LdvH1988QUmk4m77rqLoKCg3g5ZCCGE6DOkG9JRfHx8UKlUKIqCXq/Hx8fnpP95Sr1rIc4KrRaSkhR8/VX8kHQ3K8b+nt2pt9Ac3A83N8jKgra23otv+PDh/OEPf+Cdd95h+vTpKIrC22+/zdVXX828efMoLy/HarW6eoEKIYQQQojeYTabWbhwIUVFRURGRnLttddSX1+P2WzGbrej1WoJDw8nMzOT6urq3g5XCCGEOKcaGxv5+uuvqaioYOTIkUyaNIn6+npXm4bBYCAwMJDNmzfT2tra2+EKIYQQfYoMsfqRRqPh7bffdv37xhtv5MYbb+zFiIS4eKlU4OsLQ4fCqoabCAsHgweobOClgfJy2LfP8XhvDRTV6/WMHTuWYcOGsWzZMh566CFKSkq45557GDFiBDfddBNz5szB29u7dwIUQgghhBBYLBYWL16Mp6cn48aNY+jQobz77ruuSkV6vZ7U1FQ++OADmpqaejlaIYQQ4txqbGxk0aJFBAYGcsUVV9Da2srSpUtdj/v4+JCYmMhbb71FZ2fnaW+/ra2NpqYmGhsbaW9vx2w24+fnh7+/PyaTqdt6lZWV1NbWHrcNo9FIQEAA/v7+rmVWq5WOjg4qKytpbGwEQKvVYjKZCA8Pdw2gcWpvb6e+vp76+nra29vRaDR4eXnh5eWFr69vt/3ZbDYaGho4cuQIHR0dWK1WdDodISEhGI1G19ztQghxTqhUjnKP7u6Ov0WfIgnWHx1bCvidd96hrq6O++6777iRqh0dHaxcuZLVq1fzj3/841yGKcRFQVEc/w0eDBs3KpjNYLGCWu0Y3QqwYwekpfVegvXoRrnLLruMwYMH89e//pWFCxeSlZXFgQMHmDdvHo8++ihXX301iqLI3F5CXKDsdruMWBfiPCff4wuXxWJh69atvPzyy4wbN+6491mr1RIREUFNTQ3t7e2nvX3nZ+dEnx/nvHWKorgeP9G6R6939HbB0ch7tKPvKY9d/+j/jl7n2PnzeorZuW25ZxVCiItHW1sb27Zt4/PPP2fgwIHs3Lmz2+MGg4GQkBAqKyuxWCynvf39+/ezbt06li1bxt69e6mqquLGG2/kV7/6FRMnTnStV1hYyEsvvcS8efOOuz5lZGRwxx13cNttt7mWtbe3k5OTwyuvvMKKFSuwWq2EhYUxbtw4XnzxxW7zrAMUFxczf/58vvnmG3Jzc/Hz82PKlClMnz6da6+91nX9s9vtdHV1sWLFCv7973+Tn59Pa2srUVFRPPHEE2RkZBAdHS3XSiHEuaPTQUQEmEyOv0WfIgnWHhw4cIDKykrMZvNxj5nNZsrLy8nKyjqtbZaUlLB582Y2btxIaWkpDQ0N/P73vyc9PR13d/eTPreiooLNmzezcOFCysvLCQwM5Prrr2fChAnH9bQS4kKgKBAfD8HB0FLdjm/1PqLbcrGardSF3UZeHlRXQ1DQ/yVdeydOBTc3NyIjI3n88ccZP348CxcuZN26dezatYtnn32W9evXc//99xMdHS09HYW4gKhUKtRqNeDofPVT13IhRN9ls9lcozI0Go00ml1g2tra0Gq1aLVaurq6uj1mtVqpr69Hq9Uel4g8FVu2bGHNmjUsWbKE8vJybDYbnp6exMbG8uCDDzJy5EhXRZPOzk5eeeUV1q9fT15eHmazmbFjx/I///M/pKend6t80tbWxsGDB3n++efJysqiq6sLPz8/LrvsMh555BG8vb27fU7z8vJYt24dn3zyCfn5+QQEBDBy5Eguv/xyZs2addxn+pNPPmHx4sXs3r2bxsZGkpKSuPvuuxk1ahTR0dGnfRyEEEKcn2w2G21tbbi7u6M5QQ/2rq4uGhsbcXNz+1n3Rx0dHRiNRkaMGMH//M//8Oijj/a4rlqtZuLEidx///3079/ftdzDwwMvL69u686bN4+FCxdSVVXFhx9+iEajITs7m48//pjHHnuMp59+mri4OOx2Oy0tLdx///3Y7XZGjx7Nv/71Lw4cOMDHH3/Mq6++SldXFzfddBNqtZqamhp27tzJ3XffzW233cZdd91FcHAw33//PU888QRz587l1ltvlWulEOLciYuDP/0J7HbHKFb5rdqnSIL1GJWVldhsNmpra6mtreXw4cN0dHS4HrfZbJSVlVFYWHjaNxZNTU3U1dVhsVgICgpiyZIl1NbWYrVaf/J5K1as4LvvvkOlUpGRkcHhw4d599130el0pKenS5JVXJCMRsc1JOdwO+EH1jKs8mvadL7siZnFgRpvSkoUvL17N8EKjiSrRqMhNjYWk8lEcHAwKSkprF69mg0bNvD111/T0NDA1KlTycjIIDIy8oQ/XIQQ5xfnd9/d3Z3Gxka0Wu3PbngQQvQeZ4m55uZm9Hq9q+OEuDCoVCoSExPJz88nLCyMiIgI12N2u52GhgYWL15MTEzMz5rawc3NjbCwMC677DKMRiOKotDQ0EBRURF//etfefbZZ0lLS0Or1fLpp5+yZs0aQkNDGT16NG5ubqxatYr58+dz6NAh7rzzTsDxm3P37t18+OGHNDQ0cNNNN6HT6airq+O7774jPDycCRMm0K9fP+x2OzU1NXzyySfs2bOH2NhYrrrqKg4fPkxZWRlvv/02MTEx9O/fH51OR2trK9nZ2XzwwQeEhYUxe/ZsfH19XaOXysvLufvuu/H09JTrmRBCXAR0Oh39+vVj+/bt+Pj4uJY7rwGlpaWsXLmSAQMG/KwOpQkJCQQFBdHW1oa3tzd6vf6k6+v1ekJCQoiKinItO7pjq91up6qqij179nDkyBHuuOMOhg4dilqtxsfHh7a2Nj766CNuvfVWQkJCUBSFDRs2cOTIEaZOncrNN99MQkIC4eHhlJeXs337dhYtWsT111+PWq2mvLyclStXEh8fz4wZMxgwYAB6vZ6AgADWr19PcXExmzdvlgSrEOLcUBRHSUcPj96ORPRAWviP8eWXX9Le3s7+/ftpamriyy+/xOOoD7Ddbqe8vJzKykpSUlJOa9uenp4kJSURHh6Ou7s777///ik978CBA2zYsIHKykruu+8+0tPT2bdvH4899hjr168nNDRUEqziguO8fsTHw4EdavTNVQRW7aXT3YuI5hzyrBnk5UG/fmAw9J3OO/7+/owbN474+HiioqIwmUxs27aNefPmcfDgQQ4ePEh6ejr9+/cnKCgIOL5EuRDi/OBMsJpMJurq6lxJ1p8zAkoI0XusVitdXV3YbDZ8fHykROoFRqPRMHbsWAoLC3FzcyMxMRGbzUZhYSFdXV3U1tayceNGRowY4bo3Ox1+fn4kJSUxYMAAgoODURSFI0eOsG3bNr744gsOHDhAeHg4RqORb775BpVKxeDBg5k0aRLu7u4cPnyYnTt3YrVamT17Nt7e3jQ0NJCTk8OaNWu44ooruOyyy/Dw8KC0tJTNmzezcuVKoqKiiI+PBxyjV3fu3ElbWxtXXXUVkyZNoqCggCVLlrBs2TI2bdrkqqTS0tLCunXrOHLkCJMmTWLSpEmEhITg7u7Ohx9+yI4dO7jkkktITU0902+FEEKIPshoNDJ27Fi2b9+Op6cnzc3NWCwW8vLyKC8vZ+/evezcuZNx48ZhNBpPe/v+/v7d5k49WWdzZ8ennTt30tzcjFarxcfHh5iYmG5ts+Xl5Rw+fBhFUZgyZQqBgYGoVCo0Gg0TJ07kT3/6ExUVFTQ2NmIwGMjOzkan05GQkEBaWppr/tXBgwdTWVnJkiVL6OzsRKPRUF1dze7du0lJSXG14QL4+vqSmJhIQ0MDubm5J33Ndrsdm83Wrcy/zWZzlVh2luk/9vGjpxOw2WxyP9rLnO+P8/1QqWRKkd6kUtlQqRzviaI4/j5mJo2zRlE4Z/s6oeZmlPx86OrCPmCAo1RwLzqfzldHx3q2SIL1GB9++CGNjY3U1NRgsVj48MMPu/ViVxQFnU7HsGHDmDVr1mltOyYmhpiYGACqqqpO+XlbtmyhpqaGoUOHcu211wIQHh7OsmXLyM7OZujQoQwePPi0YhHifBEdDW4BXtT49+dIbQL+LcXEFX3PprgMcnJg3Djw8en9UaxHU6vVREREcMMNNzBmzBj+/Oc/s2LFCrZu3cquXbsYNmwYN910E5MnTyYwMFBGvAlxHlOr1Xh5eWGxWGhubv5Z8/cJIXqfs7PEzxnBKPo2rVbL7bffzqOPPkp2djY+Pj7Y7Xbmz59PW1uba+7Vl19+2ZWwPB3R0dHdRrHY7XbXyJtnn32WiooKKioq8PPz4/vvv+ef//wnkydPdo0+vf/++/ntb39LXl4eeXl5jBw5kvz8fHJycmhsbOTRRx/Fz88PrVZLWFgYt912G7///e8ZP348EyZMQKPR8N1339HV1cWQIUNc89NFRkZiNps5dOgQCxYs4IorrsBkMtHQ0MDXX3/NuHHjmDp1KiNGjMBut3PvvfeyceNGjhw5wurVq0+aYD1RI0VP89Ce7QYNaeg8Nb3x3pzv5Jj9ckc3voqfdvRxOpdzw/v5+fGrX/2Km266iYKCAqxWK1arlY8++siVpHR3d+f222/vNsL1THPOGX7gwAH++Mc/4u7ujslkYujQodxzzz3Ex8dj+jGpcODAAdra2vD19e127fby8iI1NRW1Wk1ZWRlVVVVERESQm5tLdHQ0QUFB3RK80dHRREREcOjQIZqbm12ViYqKipg+ffpxo21TU1NZv349JSUlJ30tZrOZjo4OWltbXcusVistLS2uRGtnZ2e39mabzeaaxqCrq4uuri7puNvLLBaLK8lqNneh0527hJ44nkplw83NMZWjTteFzabCZjs33xGtFn6cTaZXKPn5aH7/e5S6Osx//zv21NReHWl0Pp2vnOfbs0kSrMdYuHAhVquVF198kaqqKn7/+993u4FwNr54eHicsw9OQUEBbm5u3eYfABg5cqSr97Hdbj9hgqanGzK5wRXni/BwCAuD2pAUDhwZTmjdHhIPfEvgyOc5eAiKihT8/MDPr7cjPZ5WqyU6Opq33nqLJUuW8Oqrr5KVlcWqVavYtGkT48aN489//jP9+/dHq9XKiBkhzkOKoqBWqwkICMDPzw+LxSLXWCHOM86yc1Ia+MKkUqno378/n332GTt37mTNmjV4e3vT3t5OfHw8V1xxBddeey2hoaFn5DPgrHi0evVqWlpaSExMxMPDg3379mGxWBg+fHi3MsVxcXFERUVRU1NDZmYmw4cPJz8/n7q6Ovr3709gYKDr/tDDw4NJkybxu9/9jvLycsrKyoiJiSErK4vQ0FCSk5O7xRIeHs7w4cP5wx/+QEdHB1arlebmZnbt2sUDDzxAcHCwa11FURg0aBA7d+4kOzv7J1+j2Wzu1lhht9tpbm7GarVis9kwm82ukTpninO74GgsMZvNcs09BXa73XV/cvQxFD2TY/bzORMSzmMI50/FJrUaem8mH6tr+jCz2YxGozmtNkez2dxtNOTp0Ol0JCcns2bNGlauXElmZiahoaG0t7czfPhwhg4dypQpUwgLC/tZ2z9Vfn5+TJ06lcsvv5zg4GAsFgslJSX87W9/Y/fu3cyZM4e5c+eiUqmoqalBpVLh6enZbRvOCkM+Pj40NTXR0tKC1WqlqqqKsLCwbqNgAUwmk2tu1yNHjuDl5UVHRwd1dXUEBAQcN9rW+Xuvvr7+pK8lOzubL774gn/+85/HPWY2m8nNzWX16tXodLoTPn/Hjh0/ebzEueG8z6ipWcN11/VyMMKVU7ziio2cy1tARYEVK87d/o5lKikhqbISbXMzu7dsobmqCnsfubb29fOV1WqloaHhrP5mkATrMZw3DG+99VYvR/J/6uvrURTluB71AQEBmM1mWltbMZvNuLm5Hfdc5w/Po3/cNjU1/ewbLyHONbUakpJgTXEK+wpHMd7+HkHV+4hu3kNJ10Dy8tRER/fNBCs4bvDtdjszZ85k8uTJfPfdd3z88cd8++23LFu2jJUrV3Lfffdx3333ER0dfcLvsRCi73P2uJbvsBBC9B02m422tjZeeOEFZs+e7aoo1Nrais1mw83NDYPBQEBAAGq1+mcnATo6Ojh48CC//e1vaW5upqurC6vVygsvvMCIESPo7OykoaEBjUaD0Wh0Nag692c0GnF3d6e2tha73U5jYyNms9nV0de5nlqtxs/PD5VKRUtLC42NjQDU1dURHh5+XEOzu7s7Xl5etLS00NnZSWtrq6v0o4+Pz3FxmEwmtFotdXV1PXbgBaiurmbx4sV8+umnrt7r4GjAyM/PJzw8nO3btx/XkH0m2Gw2rFYrhYWFHDx48LxJ3PQ2ZwJcpVKxY8cOOW6nwG6309LSQkdHBy0tLXLMTpHdbqe9vZ2urq7z7rM2YgQcdUo7p9zc7Ozb52i3y87ORqVSndaxa2tr48iRI6e9X5vNRnl5Oa+++ip33XUXo0aNYvjw4bS3t2O1WtHr9ZhMpuOuR2eDr68vU6ZMcf2mstvt9OvXD29vb55++ml2795Nbm4uAwYM6HEbx8Z3dIN6Tx3aj17mHDl8smvgqejXrx+/+tWvmDRpkmuZ857kzjvvJDo6mmHDhnUbIWu32+ns7GTXrl0kJSVhMBj67Iiwi4XVaqWgoACA8PB4/vEPtYxg7UUqlQ0vr1ZGjMjhhx9S6ejQYbefm2tMcDDMnXtOdnVCGqMRo7c3KrudgQMHYhkwoFdHsJ5P5yuLxUJ1dfVZvX5JgvUYRx/s5uZmcnNz+fzzzzlw4AAAUVFRXHLJJYwYMaJbj9++avXq1Xz44YcsWbKk2/KWlpZeikiI06MoEBUFvmHuNAXEUhw2hthDPzBg3xfsie9HQYGeQ4cgJgZ66PzX65znFXd3dy677DIyMjK4++67+fvf/87KlSv597//zaJFi5g9ezbXXHMNw4cP77MXJiFEz86nBiQhhLgYKIqC1Wpl7dq1TJw4kbi4OAIDA8/KfrRaLQEBAa55Tpuamlzlhy0Wi6t01olGJTmXOZOVzhFg2mPmwHDuBxyNfs5RdUdv+2hqtRqtVusaVWqxWFwdb080Z7hGo0FRlG5J0xPRaDT4+voSGxvbrSOv2WzmwIEDaDQaDAbDGU+wOkcTNjY2otPp0Ov1cs98ipwN+2q1+pxW4zqf2Ww2Wltb0Wg0csxOg7MThMViOa3jdvAg5Oef5eD6MH9/O3p9F83NzXh4eJx2px/nyM2fo6WlhTVr1nDzzTcTFhbmKsN7rul0uuOu0Z6enmRkZKDT6aivr6eiooIBAwbg7u7uauA/mvM60dnZiZubm2s6Jr1eT2dn53Gj0bu6ulzb0Ov1qNVqNBoN7u7utLe3HzfiqaOj45Q61ZpMJgwGg2uaOPi/EsFarRaj0Yifn1+366TdbqetrQ0Ab29vvLy85LzTyywWC2VlZSiKgo+PH4cPayTB2otUKhtms+M8d+SIL62t+nOWYNXp4KippM89Hx9Ubm4oGg3ePj6OYHo5wXq+nK8sFourQsTZIgnWHuTn57No0SI+++wzfHx8XDX9i4qK+NOf/sSgQYO44447GDFixFmPxWQy0d7eTnNzc7fl9fX1aDQa9Hp9jzdSw4YNIywsjLvvvtu1rLW1lQceeOCsxizEmRQcDKGhCvVBYew5Mon4g2vpl78Yv8G/5WCTO+XlCtXVjnLCfZmzUczf35/Ro0cTHR3N0qVLef311zl8+DAfffQRGzduZOzYscyZM+e4Mm9CCCGEEOLUOasL1NbW0tLSctbKfGq1WkJDQ3nmmWdoa2vj4MGDbN68mXfeeYfU1FRCQkJQqVQ9joxxltN0Nkw4Ry6dqOqQc5nztTnXP/oxJ2dDs3NfR4+Icu7z2G3b7fafLJXs4+PDzJkzueSSS7rtq7m5mby8PHx9fRkwYABGo/GnD95pcJYmds6pFxwcLKW9T5HZbCYzM9NVCvTY5L04ntlsZtu2bZhMJpKSkn528upiY7FYKCoqoqKiguTkZFfHjZ9SXg6bNp2DAPuoyEgrsbGNHDlyhMTERNzd3U+rsbqlpQVfX18OHz58Wvt1Xpvq6upoa2s746XdfylFUfD19cVgMGCxWGhoaAAco10B17Xd+TmzWq20t7fT2tqKp6cnBoMBtVqNv78/R44ccSVNnZ/J5uZmmpqa0Gg0eHt7o9Fo0Ol0+Pj4UF1dfdzxqKurQ61Wu8oK90SlUqFSqbqda50dD5yPO5O5TjabzXVNk+kret/R92vOaYGsVjU22+kltez23smDXYj7tdutWK2O74TV6ng/7HbVWd8vgM3WiyXk7XZQqRwvUFHQqFSOco+9mNA8n85Xp/Lb5peSO8QebN68mW3btpGUlMTs2bNdvajq6upYu3YtxcXFfPPNN+ckwRoeHs6hQ4coKyvrtjwnJwcfHx98fHx6vPHy8fHBy8ur24/tpqYmDAbDWY1ZiDNJp4PQUCiKCmBfyUhm6Dwxaw14qtuxWzw5fFhNZWXfT7A6qdVqPD096devH+7u7gQFBbFy5Uo2bNjA3r17qayspLi4mEsvvZTLL78cHx+fPnuhEkIIIYToyzQaDVdffTWZmZno9fqzMoecsxNdVFQUAElJSYwZM4ZNmzaxcuVKUlJSCA8Px2w209zcTGdnJ+7u7q7nNzc3097eTkBAgGtqGK1WS0VFRbf9WK1WqqursdlseHp6uko2BgQE0NnZSVNTU7f129vbqa+vx9PTE71ej6enJ15eXqjVampra+no6Oi2fmNjIxaLBT8/v5MmRBRFcY0MOpZarXaNpj3TCSlnY6dzPxqNRu6RT4MzKa/VaiVZeIqcx+xsfJ4vZM7OHBqN5pST+YoCfSy3d479XxUC53E7nRGspztn69G8vb256qqr+PbbbzEYDK7kZV9gs9k4fPgwdXV1BAcH4/fj3FCpqal4enpy8OBB9uzZw6BBg1zXti1btmCz2ejXrx8RERGo1WqGDh3KK6+8wsGDB7FYLK7P5f79+yksLCQuLs6VYPXz8yM5OZmNGzdy/fXXd4tny5YtaLVa+vfvf86PhTg//Zyk35lIFsp+z81+hQBJsPYoPz+f5uZm5s6dy5VXXtntMT8/Pz777DO2bdt2Wtu0Wq10dHS45uABR2+r+vp6rFYr7u7udHR0kJ+fT0dHB6NHj0ZRFFJTU9m9ezd79+5l165dREVFUVlZyaZNm4iLiyMiIqLHfTp7TR3NWSJDiPOFokBgIPhFGNjhlUxm8q00BcZj17rh5ga1tXDoEAwaBOdTZ2yVSkV0dDRhYWFERkYSFRXFli1byMnJYcGCBZSXl9PQ0MCoUaPo16/fSTtTCCGEEEKIE7NaraxevZq1a9cyb948Vye3Y38TzZw5k4EDB5729nv6beUccWkymejXrx8ajYbs7Gy8vb2JjY3FbrdTVlZGeXk5ZrOZ1NRUFEUhNjaWnTt3smrVKurq6lyNvu3t7WzevBmNRkNISAhhYWEoikJKSgp79+51TWvjVFlZye7duxk0aBA6nQ61Wo3RaCQ5OZns7GwGDhxIZGSkK3GZm5tLXV1dtznjTvX1Hjsa9qeOzc9xon3I79qfdi7emwuNHLMzw3m85Lj9PKd63Hr6vJ4qu92O1Wrl66+/Ztu2bURHRxMVFdVtflCn22+//bRL7Xd0dNDY2EhdXR3gKMvb1NREWVkZubm5rnK6lZWVLF26lIkTJ+Lt7Y3ZbObgwYO89tprWK1WBg4cyNChQwHH9G1DhgyhoqKC559/nt/97ndotVp27tzJf/7zH6ZOnUpMTAxGoxG73c5ll13Ge++9x6pVq7BarVx11VUUFxfzxRdfcOjQIW655RZXWea4uDiuvPJK7r//fj799FNGjRpFYGAg69atIysrixtvvLFbBQchzrTeOmXKfvuw6Gh49lkwmx1z5J1XwV/4JMHaA5vNhpeX1wl7JUVERBAWFsa+fftOa5stLS0UFhZSWFhIY2MjdrudPXv2oNFoiIiIIC4ujtbWVj755BOqqqrIyMhAURSGDRvGjh07+P777/noo48YN24c2dnZlJaWcv3119OvX78z9bKF6LP8/CAkTIU5IJQFUX/H6OvoKODhCU1NjpJCTU2O9c43Wq2WsWPHkpaWRlZWFvPnz2fp0qXs2rWLnTt3cvXVV3P11VczZMgQAgMDZQS6EEIIIcRPaGlpARwN1FVVVSiKQmdnJwcPHqSzs/OEo4MyMjJOez95eXnU1NQQERGByWTCYrFQX1/P/v37KS4uJi0tjZiYGPz9/RkyZAjr1q1zlX7UarV8/fXXNDQ0EB4eTnx8PCqVipiYGGJiYtBqtXz55ZdMmjQJvV5PRUUFixYtIikpicjISFeSOCMjg71795KTk8OqVatITU3l8OHDbNu2jby8PKZPn45er0dRFDw9PZkwYQI7duwgMTERvV6Pr68v27dvp7i4GF9fX4YPH35G3gMhhBB9V2NjI25ubq7S61qtlqamJkpKSmhubj7h6OP29vbT3s+RI0fYvHkza9asAaChoYHc3Fy++uorNm/ezLBhw8jIyKC1tZXs7GxKSkpc1Qm6urqwWCxcc801jBs3Dk9PT1cVhfT0dMxmM2vWrOH9999HURTXHLY33XSTq4y83W4nMDCQa665hv3797N161bKy8tpbW3FarUybNgwJk+e7OrM7uvry+DBg5k2bRp79+6luLgYnU5HdXU1EyZMID093VWxQgghzgkPD+jf3zHsVtqEf5az2dlLEqw9iI6Opr6+nuzsbGJiYrrNa1NQUEBTUxPJycnd6vH/1CT0FRUVfPTRR7z77rsAGAwG3nrrLQAmTJjAXXfdRXx8PM3Nza4RrgD+/v7ccsst+Pv789577/HBBx8QGhrKb37zGy677LLT7j0mxPnIywvCwsDPX+HwYR1GX8Buw+QJba0KlZUKJSXnZ4LVydPTk/HjxzN8+HBuvPFGnnvuObZs2cK8efNYsWIFU6dO5fbbb2f06NGukejSG1gIIYQQ4ngHDhzAbrcTHx+Ph4cHgwYNoqWlhaamJjw8PI777eacX+t05ebmsmvXLhITE/Hz88NsNlNZWUlWVhY2m42BAwcSHx+Pl5cXM2bMYOnSpRgMBlcFo6VLl6LX6xk8eDDhP853ERoaSnJyMklJSSxcuBCtVouHhweHDh0iKyuLOXPmEBMT42o4HjlyJEuXLmX//v188803tLW1kZ+fz86dO+ns7GTKlCl4eHgAYDKZmDZtGitXrmTbtm1YrVbCwsJYuHAhFouF+Ph40tLSzsh7IIQQou/avXs3wcHBqFQqDAYDI0aMoK6uDovFgl6vP64s9tFzf5+OlpYWioqK2LBhA4CrCl9RURFFRUUYjUZSU1Ndpeezs7NpbW1Fq9W6Ov3ceOONrnK/TkOGDMHLy4va2lo2btyIzWYjKCiIjIwMZs2a5RqBqygK7u7u3HDDDSxfvpxVq1bxww8/4O3tTUZGBmPHjmXIkCGu7RoMBuLi4rj99tv59NNPyc/Pp729ndDQUObMmcPgwYNdJfqFEOKcsVodk8H+wqoFF6tfWu3hZCTB2oMBAwaQnZ3Ns88+y6ZNmxg+fDiKorBnzx7WrVuHt7c311xzDUuXLnU9Z8KECZhMph632b9/f1555RVeeeWVHtdRFIV33nnH9bdTVFQUc+fOZe7cucetL8TFQFHA3x8GDoSCAsf1xLupDK25neauIOrrfcnLgx8rxpzXPDw8SE9PZ8WKFcyfP5+//vWv5OTk8Mknn7BkyRKmTZvGn//8Z6Kjo3s7VCGEEEKIPumPf/wjZrOZ9957j3fffRdFUVi2bBkLFy7kf//3f/H39z8jcyq2tbWxZ88e/vOf/1BVVYW7uzv+/v7069ePf//734wcORJvb2/sdjtPPPEENpuNVatW8dlnn2E2m5k4cSJ33HEHY8eOdW1TpVKRnp5OSEgITzzxBE8//TSdnZ34+/tz1VVXce+997oadxVFITQ0lIcffphVq1bx/vvv8/bbbxMQEMDo0aN5+umnXVPPgCPBeumll1JRUcGCBQv4wx/+QENDAykpKdx///2MGTOmT82/J4QQ4uy44447uP766/n1r3/NBx98AMC//vUvqqurue+++wgMDDwjbY7JyckkJyfz1FNP/eS6zgEpp0Kv1zNw4EBefvnlU1o/JiaGe+65h3vuuecn13Vzc2PatGlMmzbtlOMRQoizprISFiyA1la4+WaIjOztiMRRJMHagwULFvD+++9jsVh46623XBd5q9WK1WpFURTWrVvXbU6Jbdu2MWDAgB63eao3JidaTxKp4mKnKGAyQUICeOotpGx+jxkbn+VQ2HAY+Gv2elxCfr5jPlZf3wujHL2iKFx11VVMmjSJhQsX8tlnn7Fu3Tq++uorVq5cySOPPMKdd95JQEDAzxpxIYQQQghxITu2p3J5eTkbNmygra3tjPVivvrqq5kxYwZmsxmbzeYa4aNWqzEYDN1KLOp0Oh577DEeeughLBYLdrsdNzc3PDw8cHNz67ZdDw8PEhMT+fjjjzGbzYAj8arT6TAajcf9PkxMTCQmJoabb74Zi8WCSqXCzc0NnU53wrhvuukmrr76aiwWCzabDY1Gc1y8QgghLi65ubmUlpbS3t6O3W6XtkghhOgLGhpg3Tqoq4OZMyEi4sJo+L5ASIK1B48++ihz5sw5refExsaepWiEEOAoOR8eDkEhCvk1yVxu7iC8fAth8UUUKJ1UV+soKIARI3o70l/O+UPGWRZn9uzZDBs2jE2bNvHee++xc+dOXnvtNdasWcMNN9zA5MmT5RwkhBBCCHESVquVrq6uM1oiSq/Xu8oQnozz3s7T0/OUtqtSqVCpVKc8mlSr1aLVajGcwrxMiqLg4eHhKhsshBBCAJjN5jN+nRRCCPEL2WzQ1QWdnY6/RZ8iCdYehIWFERYWBjh6PlssFjQajfTeEqIXqVRgNEK/RBUb9ifR5BGEb2s5gY0F+LaUUqLtx/79jgSr3X7hdOZRqVT4+Pjg4eGBv78/4eHhLFu2jC+++ILt27fT0NBAZmYmEyZM4JJLLsHvfJ6IVgghhBDiLJIROUIIIYQQQgghzgRJsPbAbrdTV1fH/v37KSwspKmpiRtuuAFvb28OHjxIQ0MDXl5exMTE9HaoQlw0FAV0OohPgOXuflQEpOLZUY1f7X6C/fZzMLgfhYWOkvSn0Hn/vKPT6QgLCyMoKIiQkBAMBgMbN24kLy+P8vJyioqKOHz4MOPHjyclJUU6hQghhBDiome1WrFYLK6/j112NLVajUqlOqfxCSGEEL3FZrNhsVhcpehtNht2u911nTy2PUHaGIQQQojuJMHag8bGRjIzM5k/fz47d+4kOzubMWPGYDQaycnJYdeuXQQHB0uCVYhzTKOBqCgFkwn2h0wksmoH/rX7CW/cx76oGRw6pKayEmJjL5wRrEdTFAWtVsuwYcNITk7miy++YOHChezatYtNmzaxdetWbr75Zm6//XZiYmLw8vKSubSEEEIIcVHauXMn9913n2se0oKCAqqqqvjNb36Dh4fHccnUe++9l3HjxvVGqEIIIcQ5980335CXl+eaB3z79u20trby61//GqPReNz6f/nLX4iKijrXYQohhBB9lnTP7cGGDRv45JNPyM/P5+GHH0ar1bp6aQUFBdHe3s7q1at7OUohLj4aDYSEQGQk7PSZTIvGB5/6IsIa9uGlbqa5Gfbvd5Skv5CnDVEUBYPBwO23387rr7/Ok08+yaBBgzCbzbz55ptcf/31fP311xw6dIjOzk5sUqNfCCGEEBeRlJQUBg0ahLu7O2q1GrVaTUREBBkZGRiNRrRarWu58z8ZvSqEEOJikZ6eTnx8PDqdznUdTE5OZsiQIRiNxuOukWq1WkavCiFEb/DygtGjYeJE8Pbu7WjEMWQEaw8yMzMxm8385S9/ITU1lXvvvdf1WGhoKJ6enpSWlvZihEJcnBTFkWQdNgw+2pdElVcCAe2leDeWEl2+kSL9THbsgMmTQa3u7WjPjfDwcObOnctVV13FN998w/PPP09xcTF33303o0aN4pZbbuGqq64iJCQEQH4UCSGEEOKCl56eTnBw8Gk9JzAw8CxFI4QQQvQt06dPp7Gx8bSeY7gQ52ISQoi+zssLMjKgq8uRYJV23T5FEqw9aGxsxGw2Ex4eftxjzvkInHP4CCHOLUWBpCQweUFB1CSC24sxNZYRX76GXaNmUlwMZWUQHQ0/Vrq5KAQGBnLbbbdxxRVX8NJLL/Gf//yH7du3k52dzZtvvsnNN9/Mfffdh6enpyRZhRBCCHFBmzZtWm+HIIQQQvRZN954Y2+HIIQQ4lR4eztGsMLFM5roPCI1kHrg7++PVqslNzf3uMdycnIoLy+X+VeF6CWKAmFhEBGhsDdwEisH/5YVU/7KjlEPYjBASwsUFEBnZ29Heu4oiuKanzUgIIAnn3ySzz77jJtuuonAwEDy8/N59dVXufTSS/niiy9obW3FfiHXUBZCCCGEEEIIIYQQQojzWWsr5ObC7t2ORm/Rp8gI1h4MHTqUw4cP8/bbb9PY2IjNZiMzM5Pt27ezevVqurq6mDVrVm+HKcRFS6uFxERYVxxJvskHb18VHXof1HbHY/v2wdChYDReXJUTFEVBrVYTFBRERkYGAQEBjB07lnXr1rFixQoyMzN5+eWX2bx5MzNnzmTQoEFSDk8IIYQQQgghhBBCCCH6mvJyeP11aGiA5593NIhfTI3dfZwkWHuQkpJCQ0MDS5cuZeXKlWg0GhYuXIhG4zhkw4YNY8yYMb0cpRAXJ+c1JC4ONnp60GTxQOUGWhUoNjCZoLQUamsdVRR0ul4Nt9eYTCaGDBlCREQEcXFxREVF8cMPP7Bt2zbKy8s5dOgQGRkZDB06lAEDBuDn59fbIQshhBBCCCGEEEIIIYQAR4nG8nJHQ3dHR29HI44hCdYehIaGMnXqVIKCgliwYAFjxoyhubmZyMhIJk+ezOjRo4mOju7tMIW4qEVEgJ8fVB62Y21uw19VjVtnM12e/Tl4WEN5uUJQ0MWbYAXHiNbAwEAmTJjA8OHDSUlJwc3Njf3797N48WK2bNlCRkYGs2bNYujQoURERKDX62WOViGEEEIIIYQQQgghhBCiB5Jg7YHVasXT05MxY8YwYcKE4x6z2WxYLBbXiFYhxLkXEADh4VBdZUdfmkd65UeEHdrCvOu/obAzkOJihfh48PWVygkqlQpPT0+uv/56pk6dyhtvvMGXX35JcXExCxYs4Ntvv2XatGk8/vjj9O/fH4PBgEajkUSrEEIIIYQQQgghhBBCCHEMVW8H0FeVl5eTmZnJvn37jnustLSUrKws9u/f3wuRCSGcFMVRdt7krcK9tpz4gmWEVO6i34EleBut5OXBkSNgtfZ2pH2Hoij4+vry7LPPsmzZMl5++WVGjx5Ne3s7X3/9NaNHj+aBBx5g27ZttLS0YLfbsdvtvR22EEIIIYQQQgghhBBCCNFnSIK1B1999RVvvfUWVVVVxz3W0NDA8uXL+dvf/tYLkQkhjhYTAyEh0BYQTW74JahsFpJyvyLQ10xtLRQVOZKs4nghISHccccdzJ8/n+XLlzN9+nRsNhufffYZU6dOZfbs2bzzzjtUV1f3dqhCCCGEEEIIIYQQQghxcVGrwcMDjEbH36JPkQRrD6qqqmhtbSUuLu64x0JCQvDw8KCkpOTcByaE6CYgAMLCwBIUTrbXeBS7lajSH/C11WK3WCgvh8rK3o6yb1IUBbVajY+PD2PGjOHdd99l3rx5jBkzBrVazYYNG/jd737HzJkz+eMf/0hFRQU2m623wxZCCCGEEEIIIYQQQogLn8EAycmQmur4W/QpMoFoD+x2O1arlc7OzuMe6+rqoqOjA6vUHRWi12k0EBoKpnATBwvjafCKwruxlPBDWylyn0pVlYmDByElBbTa3o62b1Kr1ej1ekJDQ5k8eTJhYWFs27aNtWvXkpWVxZ49e2hoaGDr1q1MmzaNSy65hMjISPR6fW+HLoQQQgghhBBCCCGEEBceRXGUb3zhhd6ORPRAEqw98Pf358CBA2zYsIG4uDjc3NxQFIWuri727NlDWVkZYWFhvR2mEBc9RYHAQAgI1VLu4U9Z0HC8G0uJLl3L3tQMjrSYqKiA+nrHeqJniqLg7+/P6NGjiYqKol+/fmRmZrJz504yMzNZunQphw8fJi8vj8GDB5OamkpCQgLe3t69HboQQgghhBBCCCGEEEIIcc5IgrUHycnJ5Ofns3jxYiIjIwkKCgKgtraWZcuWUVNTw8SJE3s5SiEEgK+vYx7WPT5GcoImkpo/n8iyDfilNVBpCeLIETXl5ZJgPVWKohAREUF4eDijR49m9+7dLFiwgB9++IGSkhJ2795Nv379GDt2LBMmTGDAgAFERERgMplQFKW3wxdCCCGEEEIIIYQQQojzm90Ohw7BokXQ2go33ADh4Y4RR6JPkARrD8aOHUtLSwsvvfQSd999N/369UNRFEpKSvDw8ODyyy/n+uuv7+0whRCAp6cjwWoKMZJVM5FrVW741ebj1XUErRJDfb2e4mJISwOVzDx9yhRFwcfHh/HjxzN27Fi2bt3K66+/zsaNGykpKWH//v3897//Zfz48cydO5dRo0ZhMBjQ6XSoVCpJtgohhBBCCCGEEEIIIcTP1dgIP/zgKM84fTqEhUmCtQ+RBGsPvLy8uOaaaxg3bhyLFi1i7969uLu7c8011zB+/Hji4+PRaOTwCdEXqFTg5wdxSW4szYmmNHIsLcYgLGodBjcLzR2wfz+0tYHR2NvRnp9UKhXp6emkp6ezZ88eFi5cyKJFi8jKymLJkiUsWbKEESNGcMcdd7jmaFX9mM2WRKsQQgghhBBCCCGEEEKcJosFmpsdiVaLpbejEceQDOFJqNVqQkJCuPvuu7Hb7YAjUSDJAiH6Hm9vSEgANy933rhiGZ4mBVQqdFaF9gY4fNiRZB06tLcjPf8NHDiQ5ORk7r//fnbv3s3777/PvHnz2L59Ozt27CAkJIT09HSuuuoqLrvsMkwmU2+HLIQQQgghhBBCCCGEEEKcMVIsswfZ2dksXryYrVu3olKpUKvVvPrqq0yYMIEpU6bwt7/9jSNHjvR2mEKIH3l4OErQh4ZCTYMGm6IGRYVaraBSOUav5ub2dpQXBkVRUKvVeHt7M2rUKP7+97+zceNGHnroIcLDw6mpqWHJkiU88sgjZGRk8Mwzz7Bv3z46Ozt7O3QhhBBCCCGEEEIIIYQQ4heTEaw92LJlCwcOHGD27NnYbDb279/Pp59+yqBBg2hra2P37t18+eWX3H///b0dqhACR5lggwESExUKC8Fus+PZcgi3zmZUZk861GHs3w8tLY71ZCD6L6dSqXB3d0en0+Hp6cm9997L1KlTycrKYvPmzWRlZbnmaf3hhx8YPHgwGRkZDB06lJiYGNRqdW+/BCGEEEIIIYQQQgghhBDitEmCtQcHDx6koqICHx8fbDYbW7duxc3NjZkzZ9LV1cXGjRvZtGmTJFiF6CMUBdzdIS7OkWz1qcxlcP7nuFnaKAweTW14GJWVUFEB8fGSYD2TFEXB3d2dxMREYmJiSEhIYNCgQezdu5c9e/awc+dONm7cSGFhIfv27WPjxo0kJSWRnJxMSkoKPj4+UnpdCCGEEEIIIYQQQgghjqbRgNEIZrPjb9GnyDvSg87OTqxWKwaDAZvNxg8//MDIkSMZMWIEGo2G8vJy9u7d29thCiGOotVCZCR4eYG66jADd/0XvbUFm6IiL3IqNa0eHDjgSMKKs8PNzY2EhATi4+OZPHkyOTk5LFu2jLVr11JeXk5mZiabN28mMDCQ0aNHM3nyZAYOHEhISAh+fn7odDpUKqleL4QQQgghhBBCCCGEuMhFRsLTTzsSrNHRMmqoj5EEaw88PDwAx0hWrVbL1q1befLJJzEaja55BK1Wa2+GKIQ4hkYDwcGOuVhzm4bQ7OaPb10ZfnUH8G0uoUyVTE4OTJniGOUq16OzR1EUPDw8GDZsGEOHDuXOO+9k8eLFLFu2jD179lBbW8v8+fP55JNPyMjI4Morr2TcuHFERkZiMBhwd3dHq9W6tiWEEEII0Rc5Kxtt376d0tJSNBoNvr6+JCYmcu+99xIWFoa7u7tr/a6uLtatW8eKFSvYsGEDZrOZhIQERo0axc0334yvr6/r3sdqtXLkyBHeeustdu7cSUVFBe7u7kydOpUZM2aQlpbWbcqFuro6cnJy+Oc//0lZWRlqtZqQkBBuueUWpkyZgtFo7Bb75s2b2bhxI8uXL6e2tpbw8HBGjRrFlVdeSVJSktyDCSGE+MVyc3PZvn07GzZsID8/n7q6OmbOnMmVV17JyJEjXevZ7XYsFgvvvvsua9as4dChQ5jNZlJSUpg7dy4JCQn4+Pi41m9vb6ewsJAPP/yQjRs3YrVaCQoKYsSIETzyyCPo9fpu18ji4mKWL1/OqlWrKCgowNvbm9GjRzNmzBimT5/eLeauri7WrFnDZ599RnFxMe3t7YSGhnL33XeTlpZGaGjo2T9wQgjh5OEB/fqB3Q5ubr0djTiGJFh7EB8fT3Z2No8//jgJCQmUlpYyZswYPD09KS0tpbm5meDg4N4OUwhxFEVxJFkHD4Z9+3woCR2Fb9dhfBpKSDi4huKEJPLyFGpqIChIqiqcK4qiEBISwt13382vfvUrioqKWLNmDV999RVr1qxh8+bNbNq0CU9PT9LS0pg2bRqXXnopqamp3UazSiOfEEIIIfqasrIyCgsL8ff3JzQ0FJVKRWtrKwUFBbz//vvccccdREZGovnxxnPdunWsXLmSffv2kZqaikajobKyki1btqBWq5k7dy4ajQa73U57ezsffvghe/bswcPDg5EjR7qmq3Fzc8NmszF8+HAAWlpa2Lt3Lx999BEWi4W0tDRsNhstLS189NFHBAcHk5iYiI+PD3a7nby8PL777jv27NlDWFgYSUlJVFVVsXfvXpqamnj22WePa5wWQgghTldLSwstLS3YbDbi4+P58ssvKS8vp62trdt6DQ0NZGdns3jxYnx9fUlJSUGlUlFcXMwXX3zB1KlTmTRpkut6mpWVxfr169m1axeDBg1CURSam5vZuHEjMTExTJs2DX9/f+x2O11dXcybN4+8vDysVitjx46ltbWVnJwcmpqaCAwMJC0tzXUNLysr44MPPkBRFOLj43F3d+fIkSN89tlndHZ2MmHChG7JXiGEOKva2qCw0DGCNTERPD17O6LzztlsU5Y6jD2YPXs2v/71rxkwYADNzc18/vnnhIWFoVarXb2Bp06d2tthCiGOoVJBUpKjNH1e5HRqPWPwqSugX+n3eHtBQwPs2wc/DkQX55harSYhIYG77rqLJUuWsH//fp577jkSExMxm8388MMPPPfcc6SnpzNo0CBefPFFcnJyaG9v7+3QhRBCCCGOY7fb8fLyYurUqdx7773MnTuXyy67DB8fH/7zn/9QXFxMR0cHdrsdq9XKkiVLyMrKQqvVctttt3HPPfeQmppKfX09H3/8MS0tLVitVsxmMzU1NXzwwQeoVCrGjx/PPffcwy233OJqQF67di12ux273U5VVRVZWVksXryYESNGcMcddzBnzhwyMjJYs2YNW7dupaKiwhX35s2b2bx5M/X19Vx55ZU8+OCDTJw4EYvF4mr8tlgsvXhkhRBCXAi0Wi1BQUEMGTKEG2644bhqCuC4llZXV/Ptt99SUFDAqFGjuO2227j77ruJiYlh2bJlbNy4kaamJlfCdPPmzSxfvhw3Nzduv/127rrrLiZOnEhLSwuffvoplZWVWK1WVzWIr776iiNHjjBy5EgefPBBrrvuOlQqFdu3b2fVqlXYbDbAUQ0iKyuL7777jgEDBnDjjTcyd+5cxo4d6+ogXlpaeq4PoxDiYtbQAOvXw8qVjr/FabPb7Wdt2zJ+qwceHh5kZGQwePBgbDYbHh4eaDQaFEVh6tSpTJw4UeYJFKIPUhSIiIDQUMgxZ5DqHkOUdSu+9YWEHMmmUDuY7GwYMsRRYUEGRZ5bzh5DiqKgKAqRkZE8+uijzJ07l127drFhwwbWr1/Ptm3byM/P529/+xuvvfYaSUlJZGRkMG7cOEaNGiW9RYUQQgjRJ9x0003cdNNN3ZZFR0eTnJzMxx9/TH5+PlFRUcTGxtLc3MyyZcsYOXIkt956K6NGjQLA19eX0NBQ7r//ftdInJaWFjZv3kxhYSFvvvkmw4YNw9PTE7vdzj333MMnn3zC999/z8MPP4xWq2Xjxo1kZWURExPDY4895hrhk5iYyIYNG1i+fDnBwcEkJydjt9uZN28evr6+jBkzhiuvvBKAuLg4fHx8yMrK4uuvv+aOO+4gMDDwuNd8Og0UZ7Mx41xs/0Imx+70yTE7Pc7jJcft57lQjltaWhppaWmufzunZDvWoUOH+Pzzz3nggQe47LLLiI6Oxmaz8ec//5mJEyeyb98+Nm/ezIwZMygtLSUrK4uGhgb+/ve/u0rmh4SE4OXlxQ033MA999xDREQEarWaxYsX09jYyI033shDDz2EVqslISGBhoYGli9fzn//+18eeugh1Go1hYWFLFy4kDFjxnDzzTcTExMDQEpKCitXrqSwsJAVK1Z0e03HOtX37qfWu1A+AxcWeU/6lnP3fvTq17GuDr7/HmprYfp0x9x4fczFfL6SBGsPDh8+TE1NzUnX0ev1JCQknKOIhBCnys0NkpNh1SEjh3wGUtcYi76jnriSVexLGExpKVRXOyoq6HS9He3FS1EUNBoNJpMJT09PDAYDSUlJzJo1i4MHD7JlyxZWr17N3r17yczMpKioiGXLlhEcHMyQIUOYMGECw4cPx2QySfk6IYQQQvQZZrOZlpYWAIxGI3q9HrPZzJ49e2hrayMyMpIhQ4a41g8KCiI2NpaQkBB27txJbGwsdXV17Nu3j/79+xMcHIzBYHCtn56ezvLly8nJySE/P5+kpCQKCwtpbGwkPT29Wwksd3d3JkyYwCuvvEJlZSV2ux2z2cy+ffuYPXs2KSkprnUVRSE4OJihQ4eSmZnJjTfeeMLX59xGV1dXt2XNzc1YrVZsNhsWi+WMj4B1zs8HjvlpLRbLRd2YczrMZjN2ux2bzYbZbO7tcM4LRx8zGc196iwWCzabrdv39VTK8tntF/sUPlbX8bJYLJjN5tMa1OE87uer2tpaDh06RG1tLaNHj3Z1qFYUBU9PTwYMGEBHRwd79+5lxowZ7N69m+bmZgIDA12lhAH8/f3JyMhApVKRn59PTEwMoaGhZGZm0r9/fyIiIlwdkADX9fOLL76goaEBX19famtryc3N5ZZbbul27QUYNWoU27ZtIy8v76Svx3muPfp8a7VaaW5udlW0OPY6efS5xvkZkHaO3uW8DjjOZ2a0WrBaezuqi5dabUWjcXxHNBoLWq0Zm+3cDH5Tq6FXbwWsVtQ2G/x4/sBsdpRw7CXn0/nKbDaf9fu4i/r25WRWrVrFihUrTrpOVFQUf/jDH85RREKIU+H87RYfDxs3qqn0H0hlUzL9SlcQXrEV0xA7B8uhvFwhKEgSrH2Foih4eXnh5eVFZGQkAwYMID4+nsGDB7saDwsKCigrKyMnJ4cDBw6wZ88eEhMT6devH/Hx8cTGxhIWFoZWq+3tlyOEEEKIi5TdbufgwYMsWLCA2NhYIiMj8fb2xmq1UlNTg91ux8PDA8+j5k5Sq9XodDq8vLyora2lq6uLzs5O6uvr8fX1RavVdmto9/X1xd3dHbPZTG1trSu52dXVhb+/f7d4VCoV/v7+tLe3097eTldXFy0tLXR2dmIwGPDy8nKtqygK7u7u+Pr6kpub22NjRH19PevWrWPp0qXd1jGbzZSWlhIdHc2+fft6HKX0czmTXTabjYMHD1JTUyNVpU6RzWajtbWVjo4OcnJy5LidApvNRnt7OxaLhX379skxO0U2m811Pjqdz5rdDhkZZzm4PkyjsVNU5Oi0sn//ftRq9WnNF9fW1kZdXd3ZCu+sa21tdZX/9fPzc/2md1a+8vb2pqqqivr6egDXazUajbi5ubm2o1ar0ev1GAwGmpubaW1tdV1/TSYTer2+23H19PTEZDJhsVhoaGjAZDK5rr8BAQHdkrEAfn5+2Gw2GhsbT/p6SkpK2Lp1K99//71rmbNzUmtrK4cOHWLv3r3o9fpuj1t/zN4VFRXh5uZ2VucMFD/NZrPR1NQEwIEDOYwaperdUYwXOUWx4+7uOE8OHbofi0WN3X5uviNGI+zZc052dULu+fmENTejbmvj4IEDtCtKr5ZkPJ/OVxaLhdra2rO6D0mw9qClpeW4EazOHyWHDh0C6LOZeSGEo0ywvz8cqe9PfssYPLtqafKKxN3d0euouBgSEsDHR8oE9zUqlQqDwcCgQYMYNGgQ9fX17N69m507d7J3714OHDhAZWUla9euZfny5fTr14/U1FQGDRrEgAEDCAsLIzQ0FD8/v9P+YSqEEEII8UtUVFSQnZ3Nhg0bGD9+POHh4RgMBlpbW2lvb0dRFLRabbcGYfi/RuH29nZXr/COjg70ev1xCQq9Xo9Go3ElgAA6OzuxWCy4u7t3W1dRFDw8PFy9y81mMx0dHdhsth7j0Ol0tLe39zg61GKxUFdXR1FRUbdRrFar1RVHa2vrWRld6hwZ19nZid1ul/u8U+RsCLPb7bS1tclxOwXOY6Yoihyz0+CcH9Nms532cTOZzmJgfZxKZae93dFhpa2tDZVKddoJ1vN5pLWzYxE4rnHHtrc6r20dHR2u/yuKgu6YHvOKoqBSqdDpdHR1ddHV1YXdbqe9vb1b4tbJzc3NtY329nbXyFLn9ffY98Dd3R2bzeaKtSednZ3U1tZSUFDQbblzpHFXVxdtbW3dRh07OxE5YzGbzXLe6WVHJ5Ha29swmRRJsPYiRbG7RrAajW1YrSrg3HxH3N2htfWc7OqE7O3tWKxWFKuV9vZ2Wltbez3Ber6crywWi+v30tkiCdYe3H777dx8883dllksFoqKivjqq69oa2vjsssu66XohBA/JTAQoqIg80gE2yJmU9t/NJXBaaAo6PVQWOgoYR8efrGXIur7fHx8GD9+POPHj6etrY2SkhJWrFjBt99+y/79+6moqHCdm00mE+PGjeOyyy4jIyMDb29vPDw80Ol0aLXaPnvBF0IIIcT5zdkIt2jRIr7//ntqamp4//33CQ4OPuG6J0oO9rSsp+cf7WT3OEev6xwN9EsEBARw6623ct1113XbR3NzM7NmzSIwMJDhw4d3G6V7JjhLLq5du5a4uDiCg4OPG10kjucs1ZqZmYlOp2PgwIFS8eUnOI/Ztm3bMJlM9O/fX47ZKXK2m1VUVDBs2DA0Gs0pnXOWLYPvvjsHAfZRN9xgZcCARrZs2UJaWtoJO9ecjLNcbnV19VmM8uw61evYyZzs2niia+exz3FeIxVF+UWdhBITE4mNjWXOnDmuZc4SwWlpacTExDB8+PBuJYidnabWrVvHgAED8PLykoE9vcxsNrNr1y4AEhIG8frrWikR3IvUait+fo1ceukW1q1Lo61Nf85KBEdHw003nZNdHc9uB4MBta8vACmpqZCS0uslgs+X85XZbKaqquqs7kN+jfTA3d39uN6/4CjHZDKZWLhwIe+//z6XXHJJL0QnhPgpKpVjHtaCAjVVXRG4h0SgUuwo2PHzgyNHoLRUISICAgJ6O1pxqjw8PEhOTiYpKYmHHnqIvLw8vv/+e1auXElWVhZVVVUsXLiQBQsW4OPjw8SJE5kyZQqjR48mMTERjUbj+qEqyVYhhBBCnCk2m43f/e53rF27lpiYGD7//HMiIiJc9xtqtZrAwEDXqK6WlpZuCciuri5qamoICAjAzc0NvV6Pn58fWVlZx41Kqq2tpb29Ha1WS2BgoGuqBXd39xNWYaqurnaVTPTw8ECtVqPRaGhubqahoaHb+h0dHdTV1REUFNRj8lJRFNzc3LqNfnU2RKvValQqFVqt9ownP49u7NZoNGi12j7bmNMXOUd2nY335kIlx+zncY6+dH5PT4Wi9PL8dr1O5TqfOT9vp5NgPbaU/PnGZDLh7e2N3W6nuroaf3//bqNT6+vrXeWDwTHXqs1mO+4a5uwcUV9fj8lkwmg0olarCQoKorGxkba2tm7rNzU1ucr9BgYG4ubm5iqVX11dfcLrr0ajwfQTw62do2iPfg3OkZCKoqBWq487r9hsNte/nd+d8/k9vVA4E+5arRaLRSMJ1l5ks6mwWh3nSYvF8X6cqwSr1drLg3P8/WHSJGhpQRMQAFptr45gPd/OV2e7k5zcIf4Mnp6e2O12ysrKejsUIcRJxMdDWBjU1EBTE3h7AdgxGWwcrlBz4ICjF5IkWM9f/fv3p3///jz44IPU1taSlZXFokWL+Oqrrzhy5AgLFixgwYIFGAwGYmJimDVrFtdffz3JycnSICeEEEKIX8xut1NZWcnXX3/N6tWrmTp1KuPHjycyMrLbaFGNRkNCQgLu7u5UVlayf/9+hg0bBjjmkquoqKCmpobExEQMBgNWq5W4uDjeeecdV0LVOVfb3r17aWxsdM1drygK4eHhFBUVsXv37m6JyK6uLrKysggLC8PPz8/VSBgbG0t9fT2FhYVk/Djxoc1mo7a2ltzcXCZOnHhc6UWnnjqpnWj5mezQdqLRRNJh7qf1VEpZjl3P5JidGc7jJcft1Bx9nE6n2sDZKMd+rnl7exMYGIiXlxe7d+8mPDzc1fba3t5OYWEh/v7+xMXFAZCQkICHhwelpaUUFBQQGxuLSqWisbGRvXv3YrVaiYyMJCgoCK1WS1JSEvPnz+fIkSNYrVZXW0BpaSnl5eWEhYXh6emJWq3Gy8uL2NhYsrOzufrqq7vFuWfPHtRqNdHR0Sd9PT2dP45dfux7firbEefGiUc7w7kqSStO7Og5Vx1/n7v3o9e+jna7o+H6qqscPZECAx3B9OL5Qc5X3UmCtQeHDx8+4QTxtbW1LFu2jO3bt7su7Kdjz549LFy4kK+++ora2lqSk5N5/PHHGTZsGF5eXid8zpo1a3jvvfe6TY4OjrkCFixYwIgRI047DiEuBj4+EBsLZWXQVFjNiP3zSMt+nx/GPE2tYToHD3pSVARJSY56+uL8caILt5+fHxMnTiQjI4PnnnuOLVu2sHLlStavX09BQQG5ubkUFRXxxhtvMHDgQKZOncqkSZNITk7G29v73L8IIYQQQpz3ysrKyMzMZOnSpYSFhTFs2DCSk5NRFIWOjg40Go1rVGdAQACxsbHU1NSwYcMGIiIi0Gq1ZGdns2fPHoxGI3FxcXh4eKAoCv369UNRFDIzM3F3dycqKorOzk5++OEHLBYLcXFxeHl5oSgK8fHxFBQUsHv3bnbt2kVERAQ2m43S0lKysrIYMGAAoaGhrhF5Q4YM4fDhw2RnZzN27Fh8fHw4ePAgOTk51NfXM2TIEDw8PHr78AohhDjPWSyWbnOsWq1Wurq6aG5upr6+3lURwd/fn+TkZDZu3EhCQoLr2rlz507q6+tJSEigX79+AISHhxMSEkJpaSmrVq3CaDSi0WgoKipizZo1hIeHExoa6rpGDho0iE8++YQDBw6QnZ1NfHw8TU1NZGdnc/DgQYYMGYJOp3Ndq1NTU1m9ejV5eXmoVCr0ej0VFRXk5+eTmJhIUlJSbx5SIcTFxs3NkVi12x1/iz5FEqw9+O9//8vnn39+XN19s9mMTqdj6NCh3HDDDae1zT179jBv3jw2bNjA7NmziY6OZvny5fzxj3/kqaeeYuzYsa5eyUfr6uqivb2d/v378+tf/9q1XK1W/6wkrxAXC5XKMcdqSAg05ZkxNB4isDqXhIKl5KePobTdk7IyOHQI5Kt0fnP2BnVzc0Or1WI0GpkwYQKpqan8z//8DyUlJWRmZrJhwwa2bt1KZmYmJSUlzJ8/n4iICAYNGsSYMWMYPXo0RqPxou55JYQQQohTt2HDBr744gs2bdrEW2+9RVhYGI2Nja6Sg35+fhiNRvR6PR4eHkycOJH169ezYMEC4uLiMBqNLFiwgN27d5OWlka/fv1cJQpTUlJITExk4cKF1NXVMW7cOOrq6li0aBEDBgxg7NixrpJXaWlplJeXM2/ePD7++GOmTp1KV1cXO3fuZPfu3dxzzz0kJCQAjvumGTNm8MYbb/DDDz+QmJhISkoK3333Hdu2bXPFaTQae+24CiGEuDB0dHRQWVlJRUUF4GjjbGhooLi4GG9vbwICAggNDSUoKIjLLruMV155hejoaJqamnB3d+f11193jUJNSUlBURSCg4NJSUmhsLCQ999/n4iICDQaDdnZ2cyfP59JkyYRERGBh4cHNpuNMWPGEBgYyM6dO7HZbFx//fUcOHCA1atX09LSwr333usa1RoeHs6UKVN4++23Wbp0KTU1NQQHB7Ny5UpKS0uZPn066enpvXlIhRAXm44Ox+ghiwViYuCo+ZtF75MEaw+SkpKYPn16t2WKoqDX6/H396d///4MGjTotLa5detWDhw4QHx8PLNnzyYwMJCgoCAeeeQRtm/fTlRUFImJiSd8rkqlIjg4mKlTp3ZbfqJ5YoUQ/ycoyFEmuMCop7QlmXHWTqLKNuA9so4yWwBHjmgoKnKMdJWc2oXBmRz19vbG29ubqKgo+vXrR1JSEqNGjSInJ4fdu3ezb98+ioqKKCgoIC8vj8zMTL777jsGDRrEwIEDiY2NxdvbW0oJCyGEEKJHmzdvZvHixdjt9hN2wH3mmWeYOXMmI0eOBODXv/41CQkJLFiwgNtvv53Ozk4GDBjApEmTeOCBB1wJU0VR8PHx4ZNPPuHPf/4zX3zxBS+//DJ6vZ6rrrqKG2+80VXaFxzz0c2cOZPAwECef/55PvroI1QqFZGRkbz66qtcfvnl3eaMmzlzJm5ubixfvpwXX3yR6upqYmJimDhxIr///e8JDAw8y0dOCCHExSA/P58PP/yQf/3rX4CjHP2hQ4dYsWIFKpWK6667jvvvv5+MjAwefPBBWlpaWLx4Ma+99hpms5lhw4bxl7/8hdTU1G5zf99www2kpKTwyiuvcOutt2K1WgkLC2PcuHH86U9/cs1zrigKJpOJ119/nfnz5/PNN9/w9ttv4+vry5QpU5g+fTrXXXedqx3B39+fcePG8dZbb/HGG2/w+eef09raSlRUFC+99BIZGRlERUWd+wMphLh4FRbCM89AXR28/jqkpkojdh8iCdZj1NXV0dXVxfDhw10/gp3zre7fvx83NzcCAgKIiIhwXaxPhc1mY9euXXR2djJz5kySk5Ox2+1MmTKFmJgYCgoKKC4u7jHB6pwPZ+3atYAjcdC/f/8e58U5+nk2m63bKFyLxXJBzNEgxKnw9obQUDCFGMhpHkanzgvv+mL8Gwrw9AiludmH4mJobwepgnZhUqvVrmTrwIEDmTJlCtu3b2fHjh3s27ePkpISKisr2bhxIytXrmTw4MEMH/7/2bvv+DjKO/Hjn9ne1XuXrGYV925jgymmQyDUBEgI4S6VJL+QI4Xc5UJyIZB2SSDlkjt6ScBUY7CxTXPBvUiyLUuWrN6lXW3fnd8f610sWzI2YMtG3/frNdbu7Dwzz8yun9md7zzfZxZVVVUUFhaSkZFBZmYmiYmJwMQeV0AIIYQQI333u9/l1ltvHfP1jIyMEUMRGI1Gli5dyvTp0/nud7+LqqqYzWYcDgcpKSmx5aKpfLOysvjBD36Ay+XC5/Oh0WhISEggKSkJnU43YvmEhAQWLlzI//3f/8VSMRqNRtLS0kZk6Ij+nTNnDmVlZdxyyy2xTE0Oh4Pk5OQRywkhhBAfVWlpKd/+9rf53Oc+N+rriYmJsZt69Ho9d9xxB5/97Gfx+XyoqorNZiMjIwOz2TzivGQ2m6msrOS+++7j7rvvRlVVDAYDdrsdh8OBRqMBPjiXFRQU8KUvfYlrrrkGj8eDTqcjLi6OuLi42LLR5Q0GAxdccAFTpkzB4/EQDocxGo1kZGRIxishxOmnqpEpHI4OBizOIBJgPcrmzZsZHh6mqqqKSZMmEQ6H8Xg8rFmzhscffxyv10tubi6XXHIJn/vc52I/Pj+M3++nvb0drVY7IjWToihUVFRQX19Pd3f3qGX1ej0Wi4UdO3bwn//5n4RCITIyMvjCF77AwoULSUpKGvFl4EhOp5Pe3l4GBgZi84aHh/F6vSd3YIQ4S+n1kV6s2YUG3t2fQ0dKFbmt75Fz6F0OlZTQEEygqQk6OiK9WMWnm6Io2O12zjvvPM477zwGBgaoq6vjrbfe4s0336S2tpb6+np27NiBTqejsLCQhQsXcu655zJjxgzi4uKw2WwYDIYx210hhBBCTBx5eXkn1ZNFo9GQmJgYu3HreBRFwWg0kp+ff0Lr1uv1sYvFJyK6bG5u7gktL4QQQpwsq9WK1Wo9oXOloihkZWWRlZX1octqtVqsVusJD51mNpsxm81kZmZ+6LInc64WQggxsUmA9Sh/+ctfKCkpiZ34/X4/u3bt4gc/+AGf//znKSkp4a233uLFF1/EYDDwla985YTWOzg4iNfrxeFwHPODNyEhAY/Hg9vtHrVsRkYGN954I5/97GfJyclhcHCQ3/3ud3z5y1/mz3/+M0uXLh2R7ulI7733Hn/729946aWXYvNUVSUQCJxQvYX4NEhIgEmTYMM6PbuKriKnbSMFjW9yoPACmixl9PQo1NRE0tiDZFmYSOLj45k7dy5z5szh29/+NjU1NTzzzDO8/PLLHDx4kLq6Ompqavjzn/9MTk4On/3sZ7nyyispKyuL3emq0WjkDlYhhBBCCCGEEEIIIYSYQCTAepQ9e/ZwxRVXxO6WGhoaYvny5cyaNYvf/va3WK1Wli5dyj//+U9Wr159wgHWj6OsrIyysrIR8+bPn8/ChQt57bXXSE1NZcGCBaOWPf/881m8ePGIgKrT6TxmLFchPs3i4qC4GFKzDKwJfpYLlR+R2b6FtK5dJFim0BFKZdMmuOACOGJIDzHBaLVaqqqqqKqq4j/+4z+oqanh7bffZuXKlbz55ps0NTXxwAMP8MADD1BUVMT8+fNZtmwZ559/voxTJoQQQgghhBBCCCGEEBOIBFiPMjg4iN1ux2w2A+B2u9m0aRMXXHABOp0ORVHIzc0lOTmZd95554TXGx8fj8lkwuv1jkjXC9Db24vFYsFqtY5a9uieUaqqotfrmTx5MkNDQwwODo65XZ1Oh06ni+1PlKS2FBOJRgMOB0ybofBcYxYHCs5nUtObFBxcQ5ejGGfm5bS0QG2tjBM+UR3dzmo0GiZPnkxxcTE333wzAwMDrFq1in/84x+88847HDx4kEOHDvHcc89hs9lYsGABV111FRdccAFJSUno9fpx2hMhhBBCCCGEEEIIIcSngqKAVgs6nVy0PgNJgPUo8fHxDA4O4na7sdlsDA8PU1dXxze+8Q20Wi0AwWCQUCh0Uikh9Xo9OTk5NDQ0UFtby4IFC1BVFVVV2bFjB7m5uaSnp5/w+sLhMM3NzWRnZ2MymcZcbrQ6Rsd+FWKiUBQwm6G0VMFk0bB50o34jA5ac+czkFqCXg8+H+zcCVVV411bcSZQFAWtVotWq8VoNGK1WrnqqqtYuHAhLS0tbNmyhY0bN7Jt2zYOHjzI6tWr2bZtG7///e+ZMmUKM2fOZObMmUyePPm4bbQQQgghhBBCCCGEEEKMKiMDvvAF8HohM1OCrGcYCbAepbKykg0bNuBwOMjOzmb9+vWEQiGmTp0aC7D29fXhdrtParBzjUbDzJkz6ejo4I033mDKlClkZ2ezdu1ampubWbZsGUVFRbS1tbF69Wri4uK4/PLLURSFTZs2EQqFSE1NxeFw4Ha7Wb16NY2NjVx44YVkZ2efqsMhxKeGwQDZ2ZCeDjuCi/Ak5+CNT8dlT0cXBpMp0oN1aCiSUlg6eYsoRVHQ6XQkJSWRlJREXl4eBQUFzJkzh4MHD7J//3527NjBli1b2LZtG4cOHWLbtm2sXLmS/Px8KioqmDp1KqWlpZjNZskgIIQQQgghhBBCCCGEOD5FgZQUuOqq8a6JGIMEWI+ybNkyXnjhBV588UWsVivNzc0sWLCA7OzsWK/PxsZGent7yc/PP6l1z5o1i0OHDrF27Vqefvpp0tLSeP/996msrGTWrFlkZGRQV1fHSy+9RFZWFpdddhmKorBnzx4OHjyI0WjEbDYTDAbZuHEjU6ZMYd68eWRmZp6CIyHEp4tGEwmcTpqksK41G31WNkZj5DylC4LdDi0t0NoKVquMxSrGZjKZKCwspLCwkHnz5tHd3c3mzZupqKhg7969tLS00N7eTk1NDRqNhoqKCmbNmkV1dTW5ublkZGSQmppKcnIyOp2choUQQgghhBBCCCGEEEdR1ZF/o71XpRfrGUOu7B7l6quv5uDBg6xbt46+vj5yc3P5+te/jlarjQVYe3p60Ov1zJgx46TWXVJSwpVXXonBYOCVV16hr6+P0tJSvv71rzNlyhRMJhM6nQ673T5iPFaLxUJbWxt79+7F5XLhcDgoLy/njjvuoKysDIvF8okeAyE+jRQlkqq+ogLWrYNgEExaP6bgMNqQH63BTovHQm0t5OeDXi/nKvHhDAYDWVlZZGZmcsUVV9DY2Mj69et577332LFjB62trdTX17N161a0Wi1VVVXMmjUrFnBNSkrCbrdjs9nQ6XTSu1UIIYQQQgghhBBCCBFx4AD89a+RtIvf+hYUFclF6zOIBFiPEh8fz3/8x3/g8XgIh8OYTKZYauCo6667jmuvvfYjjatXXl5OeXk53/72t0d9vbKykv/5n/8ZMe/666/n+uuvP+ltCSFG0migrAwSE2F4GFKGDlHe/iZJvXupmXQljZZFbN4M55wDFoucq8SJi96AE+3ZetNNNzE0NMSuXbt49dVXeeGFF2hqamL79u1s3bqVhx9+GJvNxrx587j44otZunQp2dnZsRTCR97UI2NmCyGEEEIIIYQQQggxAXm9cPAg9PWBxzPetRFHkQDrGI4XPJUeo0KcnTQaSE6GykrYsAEyDq5lasP/ktS7F5O7j30XLKK5GfbtA7MZHI7xrrE4mzkcDhYsWMCCBQv46U9/yu7du1m9ejVvvvkmmzdvpqOjg5UrV7Jy5UogkuVg7ty5LFy4kPnz51NeXi7BVSGEEEIIIYQQQgghJqpQCFwucDojj8UZRQKsYzjeRW254C3E2W3qVNi+Hepzz6PAW0t2y3pK6leQdl4rB4OZ7NqlkJcnAVbx0R15nlBVFUVRqKiooLS0lC9/+csMDg6yf/9+3nzzTVauXMnWrVupr6+nsbGRZ555BqPRSGpqKosXL+acc85h3rx5ZGVlYTabx3GvhBBCCCGEEEIIIYQQQoAEWIUQE1BJCWRmQmdLFvXWasqSSnAMtTC55h/sy/oae/dqmTEDUlPhI2QCF2KEaLBVq9Wi1WoxGAyYTCbi4+MpLS3l5ptvprW1NZY+eMeOHezfv5/GxkZ6enp4/fXXsVqtZGdnU1paSmVlJZWVlVRXV2Oz2eSmHyGEEEIIIYQQQgghhDjNJMAqhJhw4uJg8mTo6zPQYi2lKWch03b+H+W1z/F22R209JppbFTIyoLs7PGurfi0URQFrVaLxWLBYrGQnp5Obm4uhYWFzJ8/n46ODtra2jhw4AA1NTXU1dVx4MABmpqaqK2t5b333iMlJYXU1FTy8/PJz88nNzeXnJwcMjMzsdvt472LQgghhBBCCCGEEEII8akmAVYhxISiKKDTRQKsdXXQ153PvpQFVGufIqNzO1meA7QFS2loMJCfD+npkeWFOJVMJhN5eXnk5eURDofx+Xw0NTVRU1NDbW0tjY2NdHR00N3dTU9PD/v378fpdJKZmTkiwJqVlUVqaipJSUkkJiaSkJBAfHw8NpsNg8EgvV2FEEIIIYQQQgghhDhb2GxQXR0Zg1U6VZxxJGwghJiQ8vMjU3dXCvtc1fTFF5DWvZvixpXUZ+Vy6JCBAweguBiSksa7tmIi0Wg0mM1mysrKKCsrA2BoaIj9+/ezZ88eampqqKmpobGxkeHhYQ4cOMCuXbvwer2oqkpSUhIlJSWUlJRQVFREQUEBmZmZJCQkYDKZMBqNsclgMKDX69HpdBJ8FUIIIYQQQgghhBDiTJKcDFdeCX4/pKREeg+JM4YEWIUQE5LVCuXlcOiQhkNNaewp/QypPTWU1T3P9vIbqR10sH+/QkEBzJsn5y4xvhwOBzNmzGDGjBkAhMNhuru72bhxY2zc1rq6OlpbW3E6nWzatIkNGzYQCoVQVRWj0UhSUhKFhYUUFhYyadIkCgoKyM3NJSsri8TExFiQVaPRjPh75OMoCcYKIYQQQgghhBBCCHEKKQo4HDB79njXRIxBAqxCiAmruBgOHYJDDamss97M1PjHOFB4ERiMWMzQ3g6bN0eyMNhs411bIT6g0WhIS0vjiiuu4IorrgAgEAjQ399PbW0tO3bsYMeOHezZs4f6+nr6+/tpbW2ltbWVt99++5h1Wa1WsrKyyMrKiqUaTk9PJz09nbS0NNLS0khJSSEuLg5FUVBV9aTrLEFZIYQQQgghhBBCCCFOkKpCfz9s3RrpwTpnDiQmjnetxBEkwCqEmLAcDigpgYYGPZs2TOKPd+5E1ekJa/QkGqGnB/bvjwRZlywZ79oKcXw6nY6UlBSSkpKYP38+4XA4Np5rd3c3Bw8epLGxkQMHDlBfX09jYyPNzc0MDg7idDrZu3cv+/btG9Fz9ejJYDCQnJw8YozXxMTEEY/j4+OJi4vD4XAQFxcXm7RarQRZhRBCCCGEEEIIIYQ4UQMD8NZbMDQUuZCdkCCpFs8gEmAVQkxYigLp6VBVpbBzJ/R6LMTFRXraabVgNILbDRs2wMyZkbTCcv4SZ6po8FKr1aLVamPzTSYTVquVzMxMZs6cid/vx+fz4ff78fv9DA4O0tPTQ2dnJ52dnXR0dNDd3U13dzc9PT309vbS39+P2+3G4/HgcrloaWmJbSc66XS62GONRnPMY5vNFpusVitWqxW73R4LwDocjhHLOBwOHA4H8fHx2Gw2GSdWCCGEEEIIIYQQQkwsTmekB2tvL9x663jXRhxFAqxCiAnNboe8PCgoUDhwQCXOAWmd27G5Oug25dBgquDgQairg8PDXwpxVlEUBb1ej16vx2q1jnhNVVUCgQAejwe32z1i8nq9eDye2F+PxxPr7ep0OnG5XAwPD4/463K5jlmP3+8HIj1sDQZDrC7RyWg0YjAYYlN0fvR59HWz2YzZbMZisWCxWLDZbNjt9ljANjo/GriNvmY0Go8ZQ1YIIYQQQggxcajq+NwsPV7bFUKcvSZaezXRtis+fSTAKoSY0PR6SE6GigqorQX9QDdVOx4nYbCRAwXn01OQTYs7jq1bobIy0qtVTsDi0yKa9tdgMBAXFzfmctFA7JGB1egUDaRGn0eDsUdOR/eajU4+nw+fz4fX68XtdtPf3z/iNa/XSyAQAMBoNGIymWKB1mgv2Ghw9ej50cCr2WzGZDJhNBoxGo2x5UwmU2wa7TUJygohhBBCCHHm+SgXxT+Jr/XjtV0hxNlrorVXE227QoAEWIUQE5yiRFL/VlbCqlUQ6u6jaP9rpAzsQ0XhUMIUei1z2b5d4eKLISMDdNJyigkmGohNSkoiKSnphMupqkowGMTlcsWCs0cGY51OJ0NDQwwNDcV6wB45RecHg0FCoRChUCj2eHh4mIGBgdi86Pzo40AggKqq6PV6LBYLDocDu91OfHw8CQkJsbFi7XZ7LB1xXFwciYmJOBwOTCYTOp1uxBTtXXv0/Ohr0bFqhRBCCCGEEKfGeH3dlq/5QoiTNdHaq4m2XSFAAqxCCIHRGEkTXF6usH59GXvzLsQcGCS7dSPTbU/RungG+xoNbN4MF10EWq2cvIU4EdH0xAkJCSQkJJx0+WjP2aGhIQYHB2PB2MHBQfr7+2Pjww4MDMRe7+/vp7+/n+7ubnw+H+FwGFVVGRgYoK+vj4MHD6Kqamx+dDryOYDdbo8FYhMSEkhKSiI5OZnk5GSSkpJi+3Tka0emI45O0ecajWbE42ggVgKyQgghhBBCCCGEEGcmrxd27x6/7esbdGSodhyOgPT6OQPJOyKEmPAUBQwGOOcc2LwZ1ky9i9T+OkoPrqSgaQ0lh96k3X4Ra9YozJwJ6emR1MJCiFMr2nM2Gtg8UdEgaTTtcHTq6+ujp6eH7u5uenp6YgHavr6+2Gs9PT2Ew+HYWLPNzc0nvN24uDhSUlJITEyM9fZNSkoiLS2NzMxM0tLSSE1NJTk5mcTERCwWy0kdCyGEEEIIIYQQQghx+rS3wz33jNPGVUjxWPmSuZL505yRNIzijCIBViGEINIrtaoKyspg395sthRehyXkIrNtM0ve/SkHbjyXmgMGNm5UWLwYUlLGu8ZCiA9jsViwWCxkZmYCjOihevTj6N9QKDQi6Bp93NvbS3d3dyw4e+RrfX19BIPBWC/aAwcOjOihemTq4OhjrVaL1WolLS2NrKwsMjMzSU9PJzU1lbS0tFhQNjc3F7PZfLoPnRBCCCGEEEIIIYQYZz3mXLxf/y4sUSM9fuQG/DOKBFiFEOIwnQ7mzYPGRoWavItJ9x0krWsnKb11zKx5hObE29m0SaG4GOLiIr1ehRBnnqN7e55o789ooNVkMpGamhob9/XDpmAwiNPppKenJ9ZbdmBgIDZFA7Pd3d309fXhdDpxu914vV4GBgY4cODAiPFctVrtiOcpKSmkp6fHesCmp6eTkZFBTk4OOTk5xMfHx8aAFUIIIYQQQgghhBCfEmoYJRCAgBrpIaTVjneNxBEkwCqEEERu/lFVqKiA7GzoaE2kNn4+GQW7Kd/7AtO3/40NV15HW7ud2loNiYmQkzPetRZCfJKiAUqtVov2BL+wRoOygUAAr9eLz+fD7/eP+Ov1eo+ZhoeHY2PJRnvBRseSjc7v7OzE4/Fw6NAhzGYzFosFs9kce2yz2bBardjt9lha4uTk5FhANiMjg9TUVKxWK3rJay6EEKeE0+mkr6+P5uZmBgYG8Pl8JCQkUF5eTkZGRuzcEj1f7N+/n46ODvr7+wkEAiQlJVFQUEBqauqI1PGhUAiv18uuXbvo7u4mEAig1+tJT0+noqICk8mERqOJLT88PEx3dzcHDhygv78fvV5PYmIiGRkZFBUVjbgJR1VV2traaG5upre3F6/Xi81mo7CwkNTUVOLj40/PwRNCnFF27IChoY+3DlUFjwf8fnjvPTiimTquhoaPt11x9nO5XDQ2NlJXV0c4HB7xmtVqpbi4mNLSUlRVJRwO09LSQmtrK11dXYRCIeLj48nIyKCwsBCj0Rg774XDYTweD3v27KG3txe3241OpyMnJ4e8vDwSExNHnCM9Hg/9/f3s3r0bl8uFRqPBZrNRVFRETk4OOhn/UAhxmlmDg+g2bIawD+bPh6Sk8a6SOIKcFYQQ4gjJyTB1Krw1pKPJXcmuvMtI7ttHX+IkLDYtOKG2FlJTIT4e7PbxrrEQYjxFf4wbDAYMJ9itPRQK4fP5cLlcDA0NxYKq0XFfo1N0/tDQEE6nE5fLFfvb3t4eK6PT6bDb7cTHxxMfHx8LtkbHg42PjycuLg6Hw0FcXNyIYKzZbD7hYLIQQohjdXR08P777/P0009TW1tLW1sb1dXVfP/73+eSSy4ZcdHW6/Xy/PPPs27dOmpqanC73VRUVHDzzTezZMkSioqKgMi5xev10tzczG9+8xu2bNnC8PAwVquV+fPn84Mf/IDs7GwsFksscHvo0CHWrVvHo48+yt69e7Hb7VRUVHDeeefxla98BYPBgKIoqKpKMBjkrbfe4oUXXmDbtm309/eTlZXFjTfeyOLFi5k5cyYajUYyIwgxwTz6KOzd+/HWodNBdTUUFcHf/gbB4CdTN/Hp19HRwVNPPcUDDzyAXq8fEcjMzc3lzjvvpLS0FIjc3PTmm2/y6quvsnHjRvx+P6WlpSxZsoTbbruN/Px84IMhYJqamvj973/Pjh076OzsxGQysWzZMm666SZmzpwZu8EpHA7T3d3N+vXrefDBB2lpaUGv15Odnc1NN93EzTffjMPhGHGDkxBCnGrJ3hZMf/lvWN0Lf/wjJCZKmuAziARYhRDiMEWJ/CCcMQMOHYK9vnR2cw4Jld00FZ5LyGTFEadw6BDs2hUZh3XyZMnMIIQ4OVqtNjY+bGpq6pjLqaqKy+Wio6NjRJrh7u5uOjs7aWtri/Vy9fl8+Hw++vr6aGtrw+Px4PF4CAQCmM1mkpKSRqQWLigoID8/n+TkZOx2e6xXrNVqxWazxS7Ey8V1IYQ4Pr/fj1arpaqqiptvvplf/epXoy7ndDp5+OGH+dOf/sTSpUv56le/SkZGBvfffz8PPfQQb731Fn/+858xGo0ArF+/ngceeICOjg5+9rOfkZGRQVtbGz/4wQ/4wQ9+wB133MGFF14YW/fPf/5ztm/fzowZM/j973/PwYMHefnll3nggQew2Wxcd911xMXF4Xa72b59O1//+te54IIL+N73vseMGTP45z//yf/8z/+wadMmfvrTn8YuYgshhBCni0ajobS0lPvuu4/p06fH5mu1Wmw2W+z5L3/5S95++230ej1/+9vfsNvt/O1vf+ONN95g48aNvPzyy+h0OlRVpaurixtvvJHExERuueUWFixYQE9PD9/4xjfo6+vjkksu4bbbbgOgq6uL559/np/+9Kd87nOf4+qrr8bpdLJhwwa+9a1vkZCQwMKFC8nNzT3dh0YIIcQZSgKsQghxlJwcmDULhoYU9rkKWDPj/2EyRV5LTAjjdivU1oLZrJCVBQkJkdckDiGE+CQpioLdbsdut1NcXDzqMj6fj/b2dtra2mhra6O1tZXm5mYaGxtpaGigq6sLn8/H0NAQAwMD7Nmzh2AwGBs/NiEhgezsbIqKiigpKWHy5MlUVVWRkZGByWQ6ZjxYCboKIcRIhYWFpKens2DBAiwWC48++ii9vb0jllFVleHhYZ544gkuvPBCLrvsMhYsWIBer+eee+7hP//zP2loaODtt9/mvPPOo7u7m5qaGvbs2cODDz7IggULsNvtFBQU8J3vfIdf/vKX1NbWMnv2bBwOB6tWraKlpYVJkybxb//2b2RnZ5OXlxfrCfv4449z8cUXExcXR39/P08//TSVlZVceeWVLF26FKvVype//GUOHjxIb28vL7zwAnffffc4HVEhhBATmVarJT4+npSUlNg8RVHQaDSEw2GGh4dZsWIFFRUVLFu2jNmzZ6PVarn99tt55ZVX+NOf/sTu3bspKSlhcHCQ999/nwMHDvDDH/6QmTNnkpKSQiAQ4Pbbb2ft2rWsXbuWm2++GZ1OxzvvvMOePXvIy8vjrrvuIjExkVAoRFZWFhs3bmTFihWkpqZKgFUIIUSMBFiFEOIoigLTpoHbDQMDkd6skyapaBQwe/rITrHR3mtk61aIi4PPflaCq0KI8WE0GsnPz4+lwTpaNJ1wU1MTBw8epKGhgbq6Onbv3h0bL7C/v59du3aNKJeUlERpaSnl5eVMnjyZyspKpk6dSnJy8qjbkaCrEGKiio6NHTXamNd+v5/+/n4aGhq4/fbbKSoqIj4+HlVVKS0tJSsri66uLmprazn33HNpb2+no6ODUCjEnDlzSE5OjqWiX7RoET/5yU9ob2+ns7MTu91OTU1NbDy5wsLCWKaEwsJCKisref3113G5XASDQTweD9u3b6esrIz8/PzYBWyLxUJJSQnbt29n9+7dx93naMrFcDgcS1Ec3U9VVWPj4x09ht7HFV0vEFt/KBT6RLfxaRU9Tqfqvfk0CoVCp/TzfCZSlBMfM3UsGk0YRVFRFBWtNkQ4LKlUT0x4RPsW/fydcOmj2uOzlaqqDA4O8uqrr7J37150Oh1paWlMmzaNhIQEFEWJnf/OP/98pk2bhsPhAKCkpIS6ujpUVaW+vp6cnJzYuddisVBWVkZmZiZGoxFVVZkzZw5vv/02bW1t9PT0kJ6ezoEDBxgYGKC4uJjc3NzYb5ysrCymTZvGmjVr6Onp+dD9GO0cFQ6H8fv9sf0c7fWjz3FifB35/yocDqPRyHsynjSaD94DjSZ8+Bxz9rd7J0KjqKB88J2EcDgy6Pk4OZvaq9NRPwmwCiHEKIzGyNgxPh88+yz0dKtcevCPzF//ALsrbuD9STeyzzyFNWsgLw/mzBnvGgshxLGsViuTJk2iqKgo9uMwerHQ6XRy8OBB6uvr2bdvH7W1tezatYva2lp6e3tZv349GzZsiPVaVRSFgoICpk+fzpQpU6isrKS8vJz8/HwZx1UIIY7D4/HQ09OD0+mksLCQpKQkIHJzislkIj09nbi4OBoaGlBVlfb2dvr6+rDb7eTk5MTGejMYDJSWlmI0GmMp4SdNmkRjYyMOh4OsrKwRY9YlJiZSVFREd3c3Q0ND+P1+/H4/Bw4c4NJLLyUuLm5EPfPy8jhw4AD19fWoqjrmzTOBQID+/n66u7tHXNB3uVx4vV4CgQAul+uTPoyx8WOB2Fjmcv45MdHsFcFgEJfLNeJzIkYXDAYJh8Oxz/NEOGZmMxyOVX1kOl0Io9GPRqPicAwTDOrG8xrwWUNRwng8HgCGh4cJhUIndQOjy+UiEAicquqdFhqNJpYm/6WXXsJgMKDX68nLyyMUClFdXU1iYiIHDx4kEAiQmppKXl5erHy012t8fDwNDQ3Mnz+fwcFBWlpayM7OJi4uLrZ+gLKyMqxWK62trbS1tZGWlkZ7ezs+n48pU6aMqJvBYGDy5Mk88cQTDA4OHvccCZEx1wcHB0cEY6O9b0OhEF6vF5fLNeKiv6qqeL1eIPK9QafTyViv4yx67gRwu13ExemQ+7rGj1YbxmaLtJN2+zA6XYhw+NN/o7cC2EJu9LogoXDkXBF2uca1p8/Z1F4Fg0GGh4dP6TY+/d8QhRDiI1CUyJjhVVXQ0gJvvA4ajwuTd5AZW/+CJujDV/Zl6ijnpZegoCAyJusZej4RQkxQ0R/+o10AiI+Pp7KyktLSUi688EL8fj+BQIChoaFY0LW+vp79+/ezf/9+mpubaWhooKWlhZUrV2IwGDCZTCQkJFBZWcm0adOorq6mrKyM5ORkTNHc6kIIMcF5PJ5Y2uCEhAQsFsuI16NjYff09KCqKgMDA/j9fhITE0cspygKWq0Wh8OB3+9nYGAAVVXp6emJpZQ/ktlsjq2jr68Pt9tNMBikp6eHhISEY9rpuLg49Hr9MSmOj9bR0cFf/vIX7r///lhvnCNlZmby9ttvYzKZTlmGg9ra2lOy3omgq6trvKtwVnE6nbS3t493NU6L6dMj0ydBUeCKK975ZFY2ASgKbNsWebxx48aTKhu90N3W1nYKanb62O12ZsyYQVlZGdnZ2SiKQltbGw888ADf/OY3ue222/jSl75Ed3c3Go0Gq9V6zPnUaDSSmJhId3c3gUAAj8fDwMAAKSkpx9yQk5iYiNFoJBAIjDj/BgKB2I1QUVqtluTkZDweD263G7/fPyJYe7Rdu3bx1FNP8Zvf/GbU1/ft28dbb7015u+lbdEPgzhj9Pa+w1VXjXctBETay2XLTq6dPJspqNgPHiS9o5ehQSc73n+foe7uM+YC9JneXgWDwdhvplNFAqxCCDEGrRaSk2HBAthbp7DKdzW5We9S0PYuZftfIhRW8FR9mwMHs1m9Gq64AiyWM+YcJ4QQx6XRaGIpJ6NUVSU9PZ2MjAymTp2K0+nE6XQyNDREV1cX9fX11NfX09jYSFNTEx0dHbGxXzdt2kR8fDwOh4PU1FRycnLIz8+nqKiI0tJSMjMz0Wq1kk5YCCHOcunp6Xz1q1/luuuuG9H7xuVyceedd5KZmcmiRYuw2Wyf6HZVVSUQCLBx40aKi4tHvWAujhXt+btnzx4MBgMlJSUTojfmxxE9Zjt37sRms1FUVDQhjtmvfgWNjR9vHTpdkJKSQ+TkdPHmm9MP92CV734f5rLLQsyZ42T79u3MmTMHo9F4Ur2BXC4Xr732Gnv37j2FtTy1EhMTWbJkCeFwOPb/raKigvLycm655RZqampYt27diDJn6u+KqqoqcnJyuO2222Lzoj1YL7vsMkpKSjjnnHNGBIjD4TBer5dNmzYxdepU7Ha7nOPGWTAYjN3QlZ9fzo9+JD1Yx5NGEyIhwcnixdtZuXIOHo9xwqSh1wV8fOEbFzF7RpiZKSmEDYZx7cF6NrVXgUCArq6uU3q++PR/QxRCiI/BaITcXJg7D17oLObd4tvQBz1kd2+j7OBruKxp9GT/K5s22SktVSgrA6t1vGsthBAfTbR3VHx8PPHx8bH50TvjW1paaG1tjY0P2NnZSWdnJ+3t7bS2tnLgwAEGBwcxGo0kJSWRkZFBZmYmubm5ZGZmkpaWRkpKCikpKaSmppKamnpKezgJIcSZQK/Xx4KNw8PDx/T69Hq9+P1+kpKSUBQFi8WCTqc7Jp1VdNylaCqu6IVZu91OMBiMpeqK8vv9sXVYrVYMBgMajQabzYbb7T4mnaTH4yEUCn1oYFSv15OcnExCQsKIujmdTsxmc2x/T1WAFcBkMmGz2c7YizlnmkAggFarRafTYbPZJkSw8OMKBAJoNJrY53kiHDOPBwYHP946dLogXq+BcFhhcNBGIHDsuNTiWKoaxmKJRG6sVismk+mk0y2ONgb42SQ6fviRjEYjBQUFpKSkEAgEaG9vp6ioiHA4jM/nw+fzjehJGk0FGb3Yr9frsVgsOJ3OY8bgGx4eJhgMotVqsdvtsfOvVqs9Js19OBzG5XLFbk79sHOPyWQiNTV1RE/YUCgUS20fPYcdHWCNrtdisWC328/YlJsTRfTcqSgKVquVwUG9BFjHkUYTRq+PvAFDQ1bcbtOECbAqqpVAWhy6IjXyfWScr5+cTe1VMBjE7Xaf0m18+r8hCiHEx6DRRHqlzp2rsHWrwmbD5cT7OjCEvaR37WTWzr/RkTiZ1W3L2LhBR0KCQnY2HNEhTAghznqKomA2mykuLqa4uBggdpG/tbWVvXv3UlNTw759+2hpaWFgYACXy0VbWxt79+5laGgIk8lEXl4eBQUF5OfnU1hYSFFREampqTgcDqxWayzVl9lslovmQohPDZPJRHx8PDqdjp6eHoaHh0lMTIwFTAcHB/F4PKSkpACRFO5msxmn04nb7cZisaDRaEYsazabSUhIQFEUUlJSaGhoGJH+SlEU3G433d3dGI1GHA4HRqMRnU5HWloa3d3dsfH+ovr6+vD5fLF6jEVRFHQ63YiAk6qq+P3+2JjdGo0GjUbzid5AEw6HYxdvouuXc8WHU1U1dpxO1XvzaRM9Zqfy83wmCocj08dbRxhVVVBVhVBIe/ji96f7uH1SjmzftFrtCV+sVlX1U/351Ov1mM1mIHLjUGpqKoqi4HK5GBgYIC0tLfba8PAwQ0NDpKamxoKriYmJ9PT04Pf7CYVCsfaws7MTn8+HyWSKpdOPj4+no6PjmFTqoVCI9vZ27HZ77Cao44m2GUcuFwqFYjdYRduVI89h0XlHlpdz3Pg59jygJRTSTIgxP89k0YBqOKwhFNKiqmdmUO8Tparown40PT1ou0KQmhrpDTSObf7Z1F4d+fvhVJEAqxBCfAitFrKzYckSeOYZA+uLb0OnU5jvGyC5bz+Xvf099l00lc3vZ5KZpcVohPT0SDkhhPi0io59VFJSQklJCZdffjkAQ0NDNDU1UVtbS01NDTt37mTHjh24XC7a29s5dOgQq1evJhgMEg6HKSgooLq6mtLSUoqLiykqKiInJwe73Y5er0ev18cu5Ee/vAshxJlitPF8jpynqipWq5XMzExSUlLYvXs3hYWFZGdnA5G0jgcPHqS3t5eqqio0Gg2FhYWkp6czODhITU0NFRUVWCwWPB4PmzZtwufzkZGRQWFhIYqiUFlZyfvvv8+BAwfw+/0YDAZUVaW9vZ2dO3dSUFBAfHw8RqMRs9lMVVUVO3fu5LzzzovVVVVVamtr6e/vZ/LkyZ/aC/VCCCHOTKqqoqrqiPOPqqoMDw/T0dFBcnIy6enplJWVYTabaW5upqamhtTUVCAyvnRzczM9PT1UVVVhsVhITk6muLiYAwcO0NXVRVpaGlarFVVV2bx5M06nk8TERAoKClAUhcLCQpqamti2bduIi/Jut5uNGzdSVFREcnLyuBwfIcTEleRpwfj3v8MmJ3z961BYOO69WMUHJMAqhBAnaMkS2LcPtmyx8mb6TXgtiVz25rdI7t3HeR1P8ETC11i92orfHxm3NTNTzndCiInH4XBQVVVFVVUVELkwEgqFqK2tZefOnezatYs9e/awZ88empqaaGxspLGxcURAwmQyUVRUxNSpU5kyZQrl5eUUFxeTkZGB1WqNXXg5OgAgAQEhxOnm9/tjPfYhcpOJx+OhqamJ3bt343A4iIuLw2azceedd/Lkk08yNDSEy+UiPT2d3/zmN9TV1VFcXMxFF12ERqMhKyuLadOmMW3aNL7zne9w9913k56eTnt7O/feey/z5s1j6tSpJCYmoigKV1xxBW+++SZ79uzh7rvv5s4776S5uZmXX36ZV155hbvuuou4uDgAkpKSuOOOO/jc5z7H448/Tnd3N1OnTuWll17izTffpKSkhJtvvnk8D6kQQogJ6MCBAzz22GMsXbqUtLQ0VFWlra2N//7v/6alpYWFCxdy0UUX4XA4uOaaa9i6dSu/+tWvYqnPH3nkEbZt28asWbOYMWNG7KaiRYsWUVpayn333cell17KvHnz6O3t5Ze//CVlZWVceOGFGA6nILvwwgsZGBhg1apV/OQnP+HSSy/F6XSyadMmXnjhBX7/+99TUVExzkdKCDHRmMLDaPfuAl8fHJXCXIw/CbAKIcQJMhjghhvAZoNNm+JY7b2Y/itymNz6BuvnfYdsVUtLC6xYAY2NsGwZTJky3rUWQojxp9VqqayspKKightvvBFVVQkGg/T19bF582a2b9/O7t27qauro7m5mYGBAfbs2UNNTQ1PPPFELHBqs9nIysqirKyMyspKKisrmTRpErm5ubH0m0IIcTr19PSwZcsWHn74YQB2796Nz+fj73//O6+88gqzZs1i8eLFLFq0iGuvvZaOjg5aW1v57W9/i6Io+Hw+LrzwQubNm4fVagUibWZFRQV33nknjzzyCH/9619j28vOzuaLX/xirLerqqrExcVx/fXX895777Fjxw6+//3vEw6HMRgMXHzxxVxyySWxcd7MZjPV1dV84QtfoLGxkccee4ynnnoKv9/P4sWLmTdvHgUFBaf/QAohhJjQvF4vTU1N/O53v4v1ZI2e577yla+wYMGCWGr8G264AYfDwdatW3nggQeAyDh75eXlsYCpoihotVqSk5P53ve+x8svv8yrr77KypUrUVWV0tJSLr/8chYsWBD7rZGSksLChQvp7+9n06ZNbN++PZaC+ZZbbmH+/PmxlMRCCHG6KKgooRAEgzBK9hwxvuQqlBBCnIBop6jERLj8ckhLU3jnbTvrD8zkUEUVRo0WLTApsY/BAZXGPWYe77XQ2xvp+aoo0ptVCDExHdmr9MjHGo2G1NRUzj//fBYvXkwgECAYDOJyuejo6GDv3r2xoOv+/ftpa2vD6XSyf/9+GhsbWbVq1Yj0wfHx8WRmZsbGeS0sLCQ3N5fMzEySk5Ox2WzSw1UIcUpEx+cCmDFjxqiv63Q6Jk+ezEUXXcSWLVuor6/H4/EwZcoUli5dSnV19Yixi9LT01myZAlNTU3s3LkTj8eDxWJh+vTpLFiwgPj4+Ni6DQYDc+bMwWq1EggEOHDgAHa7nUmTJjF79mwmTZoUq59OpyMlJYUrr7yStWvXUldXx8DAAHl5eVx44YVUV1fHersKIYQQp0t06JHa2lqGh4dRFAWr1cq0adO47LLLyMnJwWg0oqoqU6ZMYXh4GIPBwPbt2wkEAhQXFzNjxgyWLFkyItuN2Wzm4osvpre3l71799LT04PRaGTRokXMmzePwsLCWB3MZjOlpaVoNBqGhobo6OiIjV1+2WWXkZ+fj8lkGq9DJIQQ4gwkAVYhhDgJWi0kJMCsWWC3a1i71sjevUaSdBDnUJla9yQpzVvo0aaxzXktr4RmEAjAwoVgNoMMHSiEEBHRu8rNZjNmszk2Pzk5mYyMDIqLiznnnHNwOp24XC6Ghobo7u6mtbWV5uZmmpqaaGpqoq2tjeHh4di4Szt37sRisWC1WrFYLJhMJiwWCw6Hg5SUFNLS0sjIyCAtLY3k5GSSk5NJTEyUHrBCiI8kKyuLrKys2DjUH+aqq67iqquu+tDl9Ho9qampfPe73z2h9aalpZGWlsbSpUs/dFlFUZg7dy5z5849oXULIYQQp1pBQQH33HPPhy4XvbFoyZIlLFmy5EOX12q1pKam8u1vf/uE6pGQkMDs2bOZPXv2CS0vhBBiYpOrSEIIcZK0WkhKgoqKSMA0HIaDB8EQGCaldTslLW9SqOqI83Syvfci1nMxOq2d6ikKCQkg1++FEGJsWq0Wi8WCxWIhNTU1Nj8QCOByuejr66O7u5uuri66u7vp6+tjcHCQgYEBBgYG6Ovro6+vj56eHjo6OhgaGiIUCmE0GnE4HMTHx5OYmEhcXBwOhwO73R6b4uPjSUhIGPW16PMje6oJIYQQQgghhBBCiIlJLvMLIcRHoNFEerJOnx5Jf//yy+BqDXJIX0i8tZCMwVpmNz5Fums/L3pC7ArMQRPMorDMSFKygsUivVmFEOJk6PV6EhISSEhIoKioKDZfVVWGh4fp7e2lq6uL9vZ22traaGlpoauri56eHlwuFx6PB6/Xi9vtpr29nYaGBrxeL16vl0AggKIoJCYmkp6eTkpKSqxna0JCAklJSSQnJ5OUlITFYsFoNGI0GjEYDLG/JpMJk8mE0WiMpS6WQKwQQgghhBBCfHy7d8OTT56+7Wk0EP3Z+eKLkc4VQoyHQX0y/mWXw5RhSEmRMejOMBJgPc38fj9ut5vh4WFCoRAGg4G4uDiMRiOa40Rb/H4/Ho+H4eFhgsEger0eh8OByWQaMVaPEOL0URQwmWD+/Eiv1uefj+c1zXc4mDqHuYeeoeLAi+R3buIrPdt5YehbbBv8DG3ziyidbqWgUIPVCgaDjM8qhBAfh6Io2Gw2bDYbeXl5x7weDAYZHBykq6uLtrY2Dh06FEst3N7eTkdHB319fXg8HkKhEG1tbTQ3NxMKhY6ZtFrtiABsNPAaTT2cnp5OUlISiYmJWK1W9Ho9Go0GrVaLVquNPdZoNCOm6Lzo/gghhBBCCCGE+MDgIOzcefq2p9NFYlkANTWnb7tCHM2tjyM4cy7MD0Jc3HhXRxxFAqynUTgcZteuXTz99NM888wz9PT0MHnyZO69917mz59PQkLCqBfVVFWltraW5cuX89hjj9He3k5hYSH33HMPF154IYmJiXIxTohxEg2OzpsHdju88YaB2trz2GOawaTU67i55gfkdmziun3/SXvbUyyvuYf/mXwdWcVW5s9XmTldxWZXQAOgSKBVCCE+YTqdjqSkJJKSkigvLz/mdVVV8fl89Pb20tzcTGNjI83NzSMCsG1tbbS1tREMBuno6KCjowNVVWPlj1xXlNFoJDExkdTU1Ni4r0f2ik1MTIwFaFNTU4mLi0Ov1x+Tgvjo73gf9vxEXxNCCCGEEEIIIcSZza+1ECouh0oV9Prxro44igRYT6MNGzbw5z//mS1btvCTn/yEadOm8fvf/55/+Zd/4cEHH+TSSy/FZrMdU66mpobf/va3bN68mW9+85ssXryYp59+mq985Sv87ne/4+KLLyY5OXkc9kgIcaSKCiguhuZm2LXLwdYt5/KDhDWcv/9hrtl3HyZtgKQ0HXqHhZoa2LktxDL/i+SeX0rpJYWk5JgxmcZ7L4QQYuIxGo1kZmaSmZnJ3LlzgWMDp6FQiI6ODpqbm+ns7IyNAdvZ2TkiCNvV1YXP58Pn89He3k57e/uIbY0V9Iz2xHU4HMTFxREfHx8bLzYhIQGHw4HNZouNCRtdxuFwYLVasVgsWK1WzGYzBoPh1B0sIYQQQgghhBBCnBaWwCC6TdsBH8yeHRmzTpwxJMB6Gr3++usMDAxw00038dnPfha9Xs8vfvELtmzZwjvvvENubi7z5s07ptyrr77KwMAAl19+OV/84hcxGAz827/9G+vXr2ft2rXk5OSwZMmS079DQogRFCWS8regALKzFRYtUqmrM/L+ujv4ry0XYejvZMBQiMcLSYlhHLi46u9fx7rOh+tXOfSk5hPMzEHJzcE4KQdHdQHmqkkoCfGRHMRCCCE+cccLeEapqopGoyErK4v09HTC4fAxUygUiv11uVwMDAzQ29tLb29vLCDb29vLwMAAAwMD9Pf309/fH5unqipOpxOXy0V7ezsajQZFUY75G52Ofn7kfJ1Oh9VqjQVco2PGRseJNZvNsfkGgwG9Xo9erx8xtmx0vk6nQ6fTodfrRywbna/VamOvR/8enRJ5tMeKohyTNvno3rtCCCGEEEIIIcREluBrx/jk/8GWfsjJgfh4GWvuDCIB1tMkGAzS0NAAwJQpUzCbzaiqSlxcHFOnTqW7u5vW1tZRy+7btw+9Xk9FRQUWiwUAm83G7Nmz2bZtG52dnadtP4QQx6cokXEatFowGBSmToW8PCsNc4po2pdNc4eR8KCCbziEe3CILlMehf1bsA/XYe1qRN1vBpMJjcWEzm7mYNUltF3zdYw5aViNAexdDSS/8Fc0diuaOBsamxXFaEDR6yMbNhojEd5p0yKVCQahqSkyaTSRSVE++KsokTJJSRAduzAUgn37wOU6dueiLBZITobU1A/mbd8eKTsWmw0yMyO5lCFSt927IRw+fpmCgg9SYAwNwcGDkbKj0WjAbIaSkg/q294O3d1jl9FqI3UqLPxgXkMDOJ1j7090MI6MjMhzVY0cM7c78nisMgUFH+x/IACNjcce56P3p7IyUhYi+9/RcfwyWi1UV0ceKwp0dUFvL3g8Y5ex2aCo6INAfksLDAyA3z92mfT0yPuv00X2+dAh6Os7/vtZWBjZf602su7Ozsh7czylpZH3VKOJ7Hdvb2Qai04X2ReLJbL//f3Q0xN5P8dit0c+m1Zr5HlPT+Q4H2//U1Mj/2/M5sg+9/dHuq+P9f4DZGdHvggbDJH3f3AwUmYsihL58pyYGNl/jyeynY6Oscvo9ZH3Jjk5Un54OLL84ODYZazWyPJJSZH6u92Rz+bx9j8hIbK8wxEp4/VCXd3x9z85GdLSIm1OKBTZzv79x9//pKTIcdNoImV6emCM70tA5P1PSIgcN4i8N42Nx99/kylyjNPTP5i3a1fkPYpW5fBf7eEJqzWyfHT8k3A4MiBQOIwKJIdCBAMB/CYTgdRU/HFx+CorCWRmEtRoCAQCBIeGCNTW4vd48Pl8eDwePB4PXq8Xr9eLx+PBGQzSYrXidLlwu93o+vsx9vcTPLxcdHmf308wGCQQDjMMNBwOXmq1Wgo0GuI1GkIaDV6NBo1Wi/bwX41Gg6oo9Gs0tB0Ozmo0Gko1GqyKgjYa3D0yqKvREFYUWhSFwcPzdYpCkaJgPzroe/h9VA6fb2qBwOHnFiBLUbBD7PXY8ofnKRoNuw5vU6PR4HA4OO+887jjjjvGfj+FEEIIIYQQQohPCZ0aQNPXA129x79OI8aFBFhPk+HhYYaGhjAYDKSlpQEf9IzIyMhgx44dDA0NjVq2p6cHk8lESnRk7cOys7N56623cB3nQnsoFIr1qIjy+XwjngshPnmKEokh2WyRyW43kJVvoKwvcp1/sF/B0+mgM/1b9DftQ2ltRT/Ui9EzgNk3gKW7D3tLIwf8A6x3hAmngUMXoKDjEJc+/w8UkwGNxYRiNIL+cERXoyFkNNNWtYy93VNQNVp0Ph/5W96hYMs/PwioHjV5bUl0F8+ncdGtkdhrMEjV8idwtO89dqcOc6Xk01VxLh1TlsXmzXnoN2gD3jGPyVBmGYfmXcdQ9mQAdB4P0//+azQBH8ooy6uHy+y79FsELZEgRlxzE8UrfofeO3q7F9bqcaXms+ezP4lFRLI3vEP6zjfQe0ZvY4NGC4M5ley79NuxeaUvP4ejpQadzz1qmYDZTvvUi2md/ZlYZSueeQxbdyOa0OiB3IDRyr7LvhPbf/2wi+IVT+JorR1z/8M6A1u+9BAhY+R07WhuInvTP4lrrRt1G9H9ef/O/4ntf/q2LaTWrsXa3TRmmcGscuqu+B5hQyTAmvf2GpL2rcfo6huzTMvsz9A2/bJI3cJh8tetIm3PGjShwJhlai//LkPZkwkbzOhdLrK2vEnG9hVjLq8Cu274Ge7kHFStBlt7G2m7VpNau27MMgGzg9or7mY4rQgUSNy/l/Rdq4g7tHvs/c+eTNOCGxlOLwYgZfdOst9/HtPQ2MHftqkX011xLu7kXJRQmOS9uyl88y9jvv8AjYtvo2/SbPy2RPQeNwkHdlC0+i9j77+i4cDSO+gtXUBYZ8Dc10dy3Ttkv//8mGX81nha5lxDZ9X5AFg7O8ne+E8SG7eOWcaZUUJH1QX0lC+KlOnqpPTlhzE6e8Ys01Myn67K8xjMqUQJhzH3dVP9xC9R1LG/X3RUXUDbjMvxxaWiCQSxdTZT8c/7x1w+rNHSVXEeTYtvIazVoPX7Sd39PvlvPzZmmYDZQW/xXBrP/SIQac+KVzxHYsOWMcu4E7PpKVtA66yrY/Nm/OX3GNxjB2WdGcW0zryK/sIZh7cTYOafP2jPdIenaNZ3FXBmllJ/0VfxOSI3plh7G6h69//QeZ2o4TD+QICA308gECAQCOALhui1p/P2zK/i8QXw+31k7VpFXutLaJxDseUCgQDBcJiQquLXGuiOz+b1mdcTDPoIBv2cW/s6uX1NmIK+UffFo9GxzZHGa8kFhEJBwuEgC9tqyfEPox8jYO5G4RGzg3qtAVUNYwqHuNjnpDQcGrU9A/ADTwHRVqUQmAlUHLWccnhCUQgpCr85IkCblJRCZmbOmO+LEEIIIYQQQgghxOkiAdbTxOv1EgwGsVgsmI4aZNFiscQukI1V1mQyYTQaR8w3m834D1+IG0tHRwf19fUcOnQoNs/j8YwZzBVCfLKiMcmEhMikqpGOlMPDWvr74+nr+yz9rcMEG5rR9XRiGOrG5OzBM9yJ39mOM24hw1hw98JwKIyxS0ufJomwK4hmIIA27EEJh0ANo6AS0hiod3WxzgiqBoy+EKH3m0nZtB4FFVQif4lcNFdQcTqyaGpK5T3t4R64gRAZr25Ef2hTbJmj9WdUU99ZxK4j4o+VL7yBwT/2DR89eQPsDiyltSDy3OQOULb8dfSB0YOYAL35A2xO8OM53LEwu76HzBdWYfL0j7p8SGugL2sKG3KI1XrW6npsG1ZhHh6916PP5KCzyM+GpA/mxa/Yiq7hbQze0dtKryWJgz0lbD7cwVVBJePV9Whbd6ANjX43mdccz27HbbH9tzp9JL6yEePBd8fc/4DOxPuTA/gOnzayD/RiXr0R48H3xizjNzlYX00swFr97kH0W95F27FrzDK9BUNsTAkRPDxso/J6Lcada1CH2sYsc3Coih3eSN00YRXd6zU4Nq9EO0YQB6DWfitthSX4jWAd8hJ+q4aE98YOsALsyPo3+tLDhLSQ3txPaNMuHFvHLuOxJrMz4U66syOfgUm72tFu2oTxwNhB2Z4CJ7tCF9N5OG5TvrmFuDfXwMChMcu0dOVT2zeT3nTQhsIU72ghc/lrxw0w14fOpbGrmmEHmF1+8msOkbX8OAFmRcN+zcXU94UI6iG+e5iSbftIXjN2GbctlXrXLPYMR54ntw5hXLUFS91rY5bpze1lX+9k9h2OJ6a0DpH54hrUwZYxy3RUW6jpm0JrEWjCYeK7nJQsX3HcAGtLeyY7vEsZSgSdP0TqoV6KjrP/YY2OltY0NhpChHR69L4Qkzc1kv7q8d//lio7G8yR57pAiLhXNx93/wdTS2lsSWfrER3Wy158k7Cra8wyvTk91A7P42BXdDthJr/wOnr/2O1ZX14/26xfYCgx8jyldYjcF1dhcn9wI4P+8BTdfzI0qEtnYTDoMBggV21gWn8AiyvaI10BjLGutX6DlfbUcoYXfJtAwEsw6GXZYDfFPjeWMdqzYb2FxMyZdFVeRSgUIBQKsGzDnygebMUQHv3z7NIa2Je3AH9cDqoawhzwsezgOqYOd48ZYPUqGv6WPY9ObaShmewb4oK+A8zxRtpz9Yh/o/xoyM+ZFzlrqSpxcQ7i4opQVcmIJIQQQgghhBBCiPElAdbTJDq2lKqqhI5KORkKhWLjTo1Go9EAHNPrNBwOf+hYVXv37uXpp5/mjTfeGFFO0goLMT4UJZLBMz4+MhUUADOshELl+P3leL2RLKBeLzjdKlluuNgTyQAR9BhQukvYl/sDgv1O9B4nBp8TbdCHJhxAEw6CCq70GVisCmjAaNISLCimL3QhEEZzOBCrhEMoaiTQ6rYkEcguJHoPh06jwVMyBWei4YN6H3XR2xNfSCglY8TQsK6qeeiD7sPLH8ubUoFqj4uV0Rh0DFfNRRcaPSCnHi6jMehjZdS4eIYr5xD0j57uNaTR400sQnNEvYIZuQxXzCHkG703ml9vxZtexuGmNlLXgnJclgCGwPCoZXxGB4H07Fi9FBQ8xdW4kixow6P3YPQZbKiOD/ZfMRrwFlfiiht18UjdtQY0et0H+++IxzupClfc2O2+X2+NLH94kWBqBp7SKbjSHGOW8aRWotVrUQ9vJ5hVwHBwJqpn7FS8gYwcFL32cOdphUBOES7fPLRjBGQA1IQENNEyJiP+7EJcUxaMuTwANisanQY0oNod+HIn4QqNXcZrjAObLfYZCCUm4y2qwGUbu2epN7USbPbYcQ4np+GePBNlOHfMMv7sArBaIvuiKISSUnFVz4/8PxxDMCUDxWCIZOg26Aklpx13/1VFIZSUhqLTRD6fZjOBjLzjlvGYEgimpH/webba8BaW4zKOnSLZk1xOKDElVka12hiePBPceWOW8eaVotrjIpnHFQUsFlzV80e9ISMqkFMUSYGuAY1Og+qIO+6+hBUtgZwiNFoNqgYUnYZgatZxy3iNcfizi2L7omg1H7r/bkcugfScEW2Aq2IWIe/A2NtJKiMcl/jBdnQahivnog2N3iMfwJM8Obb/AKrViqtyDkHf6IHPsKLFk1CIRqt88P85JQN3xSzCY9QtoDPjTy7D4UiOzVNKZ+Kxq4R9ox8Dv8FGUuEFzJ9+W2yeKdiEu3cf/jHaZ7/eypy5d5GZE3kv9IFhHOt+gqtr95ifgaDWwM2X/QmXKQFVVUnq20fCjkdwdu5CjZU5oqyqEtToufWyPx2+LUjFaFSoqrKOun4hhBBCCCGEEEKI00kCrKdJXFwcJpMJr9fLwMAAELkTH6C3txez2YzNZhu1bEJCAsFgkMGjxg/r6enBZrPFxmUdzTnnnMPcuXMJHjH2oNPp5IILLviYeySE+CRptZGhHM3mSE/XiKMv0xuALOBqjmcKcHnsmRW44fA0tiLg3NgzE3z3l8ddPgUoAS4+cuZd/zhumWRg8og5Drh77FSn0e2MLDMNePq4ZdKAshFzbj48jS0TmH7kjG/+6LjLQ+SdWBp7psA3f/WhZUa+C4nA2OlRo/51xLOph6fj++aIZ1cdnsaWzNFpOu84PI3tXI78zGiJ1PRfx1ocgGtGPEsC7jw8je3zI56VH56+PeqyUZ8b8WzR4Wlsx+7/RYensS08PEXogQsOT2Mb8f+F+MNzLh5t0ZjLRjzLAW45PI1tZALVScC/H3f5ZCJHNUI5XOb/PrTMzNgzHVAAP37lQ8vMiz0zEWmtXj1umdQRZSzAZw5PY8sG5seeGeE7//6h9SoCzj9y5jef+NAyI9sZI3z7+O3ZyOMMUAz/8dRxy6QCpSPmXHF4GlsGUHXkjG/+v+MuD5E2cMT/km/+4kPLjHwXrPD/PrzMl0c8qwKOf64B+OGHLiGEEEIIIYQQQnw6BRQD4ZQ0yDSCwfDhBcRppfnwRcQnQafTUVRURDgcZtu2bbH5qqqyfv16kpKSyM7OHrVsWVkZPp+PXbtGpnd86623yMzMJCMjY8ztarVazGYzdrt9xKQ9stuZEEIIIYQQQgghhBBCCCGEOGN4dHaCU6bDnDngcMh4OWcY6cF6miiKwkUXXURbWxuPPfYYWVlZVFVV8Ze//IXW1la++tWvUl1dTU1NDX/84x9JT0/n+9//PhqNhksvvZT6+npeeOEFMjMzWbBgAcuXL2fTpk384he/oLKy8rjbFUIIIYQQQgghhBBCCCGEEGcJRaHPnI3v9q/CeeNdGTEaCbCeRtOnT8ftdrN8+XJ+85vf4Pf7sVqt3H333SxcuBC73Y7H46GhoYFA4IMx7EpLS7npppt45ZVX+Pvf/87DDz+M2WzmO9/5DkuWLCEpKWkc90oIIYQQQgghhBBCCCGEEEKIiUMCrKeRw+Fg5syZOBwO9u7di8fjITk5mblz55Keno5WqyU7O5svfelL2O32WO9Ti8XC9OnTiYuLY9q0abhcLuLj45k9ezZZWVno9fpx3jMhhBBCCCGEEEIIIYQQQgjxiVBVUj1NmB94FF5zwr/8C+Tng0ZG/jxTSID1NEtNTSU1NZWFCxeO+npaWhqf+cxnjpmfnJxMcnIyc+bM+UTqoaoqoVCIQCCATicfAyGEEEIIIcYSDodHZJgRQgghPkk9PVBbO751cDrHd/tCCCGEOJYlOIhu90bo74Ubbxzv6oijSGRtAgqFQgC0tLSwc+dOjEbjONdICCGEEEKIM5eqqjgPX3kOhUKoqjrONRJCCPFpsncv3H//eNdCCCGEEEKcDAmwTkAejwe9Xs/vfvc7fve7341LHcLhMH6/H5PJNC7bF58OXq8Xg8GARtIiiI8hFAoRDAblZhPxkamqis/nw2g0xtL7C3GyfD4fOp0OrVY73lURx2EwGPB6vYRCIRmmQwghhBBCCCGEmMAkwDoBpaens2LFCrRaLQaD4bRvPxgMUlNTw/nnn8++fftGjDcrxIkaGhqisrKSxx57jLlz547LZ1mc/bxeL48++ij/+7//y2uvvYbdbh/vKomzTCgUor29ncrKSnbt2kVycrLc9CFOmtPp5JxzzuHuu+/mM5/5jNzwcYaK9mJNT0+XITaEEEIIIYQQQogJTq4MTECKopCamhp7fLoFAgFsNhsAdrsdh8MhAVZxUqJp+RRFwWq14nA4JMAqPhK9Xo/JZEKr1cbaIyFORigUwuVyAZFzmt1ulx6I4iPRaDSYzWbsdrtk+DiDyfdWIYQQQgghhBBCgARYJyRFUcb1wtCR244+lgtV4mQd/TmSz5D4KI787MjnSHwUo32G5HMkToaqqvIZOovIeyOEEEIIIYQQ4nQJKnrCCYmQogEZpuaMIwFWIYQQQgghhBBCCCGEEEIIIc4gHZZCPPf+FywKQUoKyE2/ZxQJsIrTTlEUzGYzU6ZMQavVSk8A8ZFoNBqqqqpkDF/xsWg0GpKTkyktLZW0ruIj0+v1TJ06FZ1OJ+2R+Eg0Gg3l5eUkJCTIZ0gIIYQQQgghhBAABDUGwimpkAFoNONdHXEUCbCK0y4a0PjSl76EXrq1i4/IYDBw2223kZmZiUZOLuIj0mq1VFRUoCiKtEfiI1EUBZvNxpe//GXMZrMEx8RHYjAYuOGGGygpKZGbPYQQQohxsno1NDVFHisKOBzQ0QHbtoGqntptt7Wd2vULIYQQ4uxkDQzS9+JOtm3zsT9uJsP6BE7x15IRsrLgootO4wbPMhJgFaddNMD65S9/ebyrIs5SiqJgMBi4/fbbx7sq4iyn0+morKyksrJyvKsizlIajQabzca//uu/jndVxFkqek67+eabx7sqQogJyO/3MzAwQFdXF8FgEI1Gg8lkIisrC7PZLDcyigll40ZYvz7yWKeDSy6B3t7I/GBwfOsmhDj9+vr6GBwcxOVyEQwGMZlMJCYm4nA4MJvN4109IcQEYQv041/5JgeDTt7IL6TDEn9a0wRPmyYB1uORAKsQQgghhBBCCDHBqKpKe3s7zz33HH/4wx/o6enBYrFQXl7OT3/6U6qrq7FYLJKdQQghxISiHu6yvnLlSl599VXWrl1LT08P5eXl3HjjjVxyySVMnjwZQM6RQohTzhxyUjy4Bbu/lzXZn0eB09qDVRyf3I4qhBBCCCGEEEJMMFu2bOHRRx/lZz/7GV//+td5+umn+fnPf05GRgY33HADO3bswO12j3c1hRBCiNPK7/ezfPlyfv7zn+N0Ovnxj3/M6tWrWbBgAcuXL+eee+6ht7c3FogVQggxcUkPViGEEEIIIYQQYoLZunUre/bsYe7cuVx00UUkJSXhdrtJT09n1apVbNy4EbvdTlVV1XhXVQghhDhtfD4fL7zwArm5uSxevJjzzz+fhIQEbr31VlwuF3V1daxdu5Yrr7xywqTSD4XgD38Av3/86tDdPX7bFkKIsUiAVQghhBBCCCGEmCBUVUVVVerr62lvb2fp0qUUFRWh1+tRVRWbzUZaWhr79++nvLz8mACrqqqEw+HYeqICgUDstUAgQCAQ+MTrHQgECIVCsfWHw+FPdBufVtHjFgwG8fv9Z2Svq+FhOHBgfOvQ33/kswDhcIhwOAgEkGR8JypIOBw8fNz8yHE7MdF2LfpXq9WeVOAu2h4e3S6Lk6eqKn6/n40bN3LhhRdSVVVFfn4+qqoyffp0Jk2aRENDA1u3buWyyy5Dr9ePuo5wODziHBUOhwkeHsw5+j77j4hWRs+dR76m1WpP/Q6foFAI3nkHPJ7xrsnpFDjclilIe3YmCAGR/yOR87KWiZKcVSVIiDAhVFSi30tOX3ryoSHYvPmI+qhhQqHIe1FXF8Bg8KMop7a9KiwEm+3kywWDwU/8N8nRJMAqhBBiwqqrq6OlpQWz2cyCBQvGtS7Nzc3s3LmTQ4cOYTQaKS8vZ+7cuccd0+Xpp58mPz+f4uJiEhMTT2NtI5qbm1m7di3Dw8MA3HzzzdhstglzF68QQghxtgoEArS3t+N0Opk6dWrs3K0oCnq9nmnTptHe3k5XV9cxZcPhMB6Ph+Hh4REX8oeGhggGg3g8Hrq6uj7x9MLRi9NOp5Pe3l40Gg06nVzS+DCqqhIMBhkYGMBgMNDV1YVOpzvjxg2sr4f77x/vWkSpKEqQ4eEBPJ4QoVAnodCxQRRxLEUJ4vX24XINEQp1EQrpOJ0Xgc9WTmeI7u4hnE4nXV1dmEymk/pN5XK58ByOfEmA9eMJh8N4vV7q6+v5l3/5FzIzM4HI+VFRFHJzc8nOzqa2tnbMm3yCwSBerzf2Ozm6XqfTSTgcZmhoiK6uLiwWy4jXPR4PTqeT7u5ufD7fGRdgDQYjfyeGyHnA7R4AFGnPzgCqGiIQiLSTwWAXoZAJVZ0I155U/KFeBlUfIQL4w72EQp2oyunb93374N57P3iuKGEsFg+XXurk+ee76e/3EQ6f2vbqrrvg8NDXJyUQCNDT0wOcuvOj/BoRQgjxqRIOh9myZcuHLpeSksK2bdvYuXMnSUlJ4x5g3b17N3/4wx/YtGkTFRUVXH311cydO/e4ZX7yk59w1VVXcdNNN41LgPXQoUM88sgjNDY20tDQwEUXXYTFYpEAqxBCCHGG6+/vx+v1otPpSElJGRFs02g0pKam0tzcjMvlOqZsW1sbf/vb33jwwQdH9L6J9jDduXMnzz777Cmrezgclu8aH0H0otKZFliNUtUz78L9ihUqqgqqemYeszPVq6+qKAqEw3LcTtQbb4BG8/Hat2AwyPTp03G5XDgcjjP2//qZzufz0d/fTygUIiEhAavVOuJ1m82G1Wrl4MGDY16s37ZtG88++yz//d//HZsXXdbv9/OjH/2IH//4x6OWPZPPcYc74E4oK1ZE3jdpz84cTz4ZJhw+M/+PnCqKqvK/aghQCb93BeoZ0r4vX3763otVq+Dj7HYoFMLtduPz+TCbzZ9cxZAAqxBCiE+ZQCDABRdcEPsBc2S6pSN/HN12223ccMMNXHLJJWfMDxiDwcAFF1zAf//3f3/iJ/xTYebMmfz9739n/fr1XH/99eNdHSGEEEKchI96F3dycjLXX389M2fOHNF7R1VVhoeH0Wq1mEymT/zifjgcZnh4mNtvv52vfOUrzJs3D6PR+Ilu49PK7XZz3333kZCQwFe/+tWz4nvmeHO73fzoRz+isLCQL37xi3LMTpDX6+W5555j3bp1/PrXv8ZsNkug7wQEAgH279/PPffcw0MPPURSUtJJ9dCP3uDicDhISkqSY/4xHXl+PPpYRnuyHu8cWlxczG233cY555xzzHqdTicmkwmDwTDitWAwSE9PD1/+8pf5xS9+waRJk0ZNPyxOH7fbzYMPPoiiKHz7298e0eNYnH5HtpN//vPJt5Pik3O2tVeqquLxeJg5c+Yp+X8sn0IhhBCfKgaDgbq6utjzrVu38o9//IPt27fz6quvxuabzWYsFssxX8g+ysXGI390fVj54/3YVRQFk8lESkrKR6rTx6n7yZZVFAWj0UhSUhLx8fEnvV0hhBBCjB+j0YhOp4ulQjzye0D0IoTBYBj1YonRaKSoqIi8vLwR86PltFotBoPhE7/AHwqFGBwcRKfTUVlZybnnnisXO09A9IL+H//4R9LT01myZAl2u328q3VGix4zh8NBdna2HLOT4HK52LZtG++//z5LliyR4UNOkNfrJS4uDoAFCxaQlZV1Uhero6nAAbnx5GPSarUYjUYURcHn8x0zdp/f7ycQCBz3pou4uDhsNhuFhYUj5kdvRIqeg488TwYCAQ4dOoSiKMycOZPp06fLeznOnE4njzzyCIqicO6558p5YJx93HZSfHLOtvZKVVW8Xi92u/2UBOUlwCqEEOJTJy0tLfY4MTERi8WCXq8fMR/g0UcfZfXq1aSlpXH//fejqipXXnkl2dnZWCwW9u3bx+bNm7Hb7Xzve9/j2muv5Re/+AWvvPIK/f39TJ06lbvuuotzzz03ts5Dhw7x4osv8uyzz1JTU4PVauW8887jhz/8IdnZ2cfcqXoiBgYGePTRR3nqqafYv38/GRkZfP/73z/mx15XV1dsuYMHD+JwOJgxYwbXXnstV1xxBSaTieHhYcrKyrj33nu57LLLYmPK+Hw+Vq5cyR133ME777xDbm4uq1at4vHHH+e9995jaGiIlJQUPve5z3HbbbeRm5t70vshhBBCiDOD1WrFbDajqiq9vb2x+aqqEg6H6e3txWazjRrA1Gg0aDSaUS9qncqAZzAYxOfzAaDX6zGbzdKr8AREAy9arRatVovZbD4lPYw/TaLHTKPRyDE7SaFQCL1ej6Iosf+jEmD9cNGbVwFMJtOoPRzF6aHT6bDb7RgMBgYHB2PjqEZvRBoeHmZ4eJjk5OQx24SPcp6MZn+ASJA8+jkQ4yPaK1yr1cZuhJfzwPiSdvLMcTa2V6fyN4oEWIUQQnyqfFgP0SOFQqHYHahRfr+flStXMm/ePC699FI+//nPs27dOu69917effddysrK+OEPf0hLSwtvvfUW//7v/87cuXNjwcv777+ftrY2LrzwQr73ve/h9/v585//zI9+9CPuueceKisrT3qf/vCHP/DOO+9QUlLCXXfdhUaj4e9//ztdXV2EjhqsSq/X853vfIfU1FS6u7tjwV6XyxVLb7ZkyRLWrl3LtGnTYgFWr9fLP//5TxYsWEB8fDzr1q3j+eefx+1288tf/pKkpCR6enrw+XzyJVYIIYQ4iymKgl6vJy8vj5aWFt59912uuOIKtFotELnp6u233+b6668nKytrnGsrhBBCnD4ajQaz2Ux1dTW1tbWUlpZSXV0NRIJu9fX1NDQ0cO2118bOm0IIISYuCbAKIYQQR7HZbCxcuJBly5ZhtVrJzMzkf/7nfxgcHOScc86hsLCQ/v5+VFXl/vvvp6mpidLSUtauXUtPTw9Tpkzhs5/9LGlpaYRCIUKhEPfccw/79+8nPz8fm812wnXp6Ohg3bp15OTkcM011zBnzpzYGGTr1q0bMfZZXFwcy5YtIz4+HqvVitvtJhAIsHLlSt555x1uv/12NBoNl19+OT/72c9obm6msrISvV5PT08Pb731Fj/84Q+xWCy0tbXhdDrJysqKpeBzu9243W5JCSyEEEKc5RRFYeHChTidTp599lnmz59PSUkJnZ2drFq1CrfbzZIlS6ioqBjvqgohhBCnTbS34i233MJf/vIXwuEwer2ekpIS/vnPf/Lee+9htVq58sorZfxHIYQQEmAVQgghjpaXl0dZWRl5eXmoqkp5eTlWq5WsrCwKCwtJSUnB4XBQWlqK1+ulra2NkpIStmzZQltbGwaDgddffz22vsHBQTo6OmhtbWVoaOikAqyHDh2ivb2dJUuWMGfOHJKTkwmHwyxbtiw2NkxUtEfKO++8Q39/P36/n8bGRpqamjAYDAQCAXQ6HfPmzUOj0bB//35aW1tJSkpi9+7duFwuFi1ahNFoJDU1FZvNRmtrK6+99ho5OTkUFBSQnZ0td+oKIYQQnwKlpaUMDQ2xd+9eXn75Zex2Ox6Ph97eXq6//npKS0txOBzjXc2Y6PecBQsWkJaWJmlHT4JWq6W6uprExET5HneCtFot06ZNo7i4WI7ZSdBqteTl5TFr1iw5bidBo9EQFxfHOeecg8lkkvZtnOn1es455xy2bdvG0NAQ//jHP7Db7TQ3N5Obm0tFRQXZ2dmf6PsU7Tm7aNEi4uLi5DNwBtBqtVRUVKAoigTTzwDSTp45pL0aSVoHIYQQ4iipqamx/PyKoqDRaLBarWRkZMS+WBsMBiwWC6qq4nK5AGhvb6e7u5vu7m4aGhpGrLOkpASLxXJMSt8P093dTSgUIiEhgcTERCDyZSYtLQ2LxRILsIZCIbq6unj++edZu3Ytbrcbv9+Py+Wivb2dgoIC/H4/er2e3Nxcqqurqa+vp66ujrKyMtatW0dZWRlFRUVotVqmTJnCvn37WLFiBU888QRFRUWUlJSwePFiJk2ahNVq/VjHWAghhBDjKycnB61Wi9Pp5LHHHqOvrw+z2cykSZP48pe/THZ2dmysqzOBoigYDAauvvpqcnNz5WLnSdDr9SxevBiLxSLH7QTp9XqWLl1KSkqKHLOToNPpqKioQK/Xx8ZiFR9Oo9GQlJTEtddei9VqleM2znQ6HVVVVVx99dWsXbuWjRs30t/fz6RJkzjnnHNYvHjxSd00fSIURcFqtfLZz36WpKSkCR+wOBNEb+qSAOuZQdrJM4e0VyNJ6yCEEEIcRavVHvMF4egv1Ud+mYum6Q0EAhQXF3PRRRdx8cUXH7PehISEk/4hFr3zOxwOEw6H0Wg0qKpKKBQakR7Y5XKxdetWfvKTn/D1r3+dyy+/nISEBOrq6nj88cdpamoiGAzGll+2bBmPPvoou3fvxuFw8NZbb3HTTTeh0WhQFIXs7Gy+8pWvcNVVV7Fx40bWr1/PL3/5S1asWMF//dd/UV1dLV9ohRBCiLNcZmYmt956K7feeut4V+VDaTQaTCYTd95553hX5axyZGBanJjoMbvuuuvGuypnHb1ez5w5c5gzZ854V+WsotPpyMzM5Gtf+9p4V0Uc4dJLL+XSSy89LdvSarXExcXJZ+AMET0PXHbZZeNdFXGYtJNnDmmvRpIA6wSnquqYr32UC+fHW99HXacQQpwtysvLOXDgAH6/n9zc3E8kLVZhYSEGg4FDhw7R3NxMQUEBqqpSX1/PwMBArEdsb28v+/btw2Aw8B//8R+xAPHu3btxOp3HrPeSSy7hmWeeYd26dbS0tNDW1sb1118fa6dVVcVgMJCfn09+fj7XXXcdl1xyCTfccAMHDx6kpKQEs9n8sfdPCCGEEEIIIYQQQgghzjYSYJ3gOjo6ePfdd3nkkUfYsWMHnZ2d/OpXv+KKK64gOzv7I61z/fr1PPvss7z66qu0tbWRlJTELbfcwu23305eXt4nvAdCCHHmuOmmm1i/fj1PPfUUnZ2dXHfddcTFxdHQ0MCLL77InXfeyeTJk0/qZpNJkyaxePFi3nvvPdxuN7fccgvBYJB77rknlr4YwOFwkJWVxfDwMH/84x+5+OKL2blzJ3//+99Zv349paWlI9brcDhYuHAhTz75JDt27GDJkiVkZWXFXn/hhRfo7e0lMzOTwsJCAJ577jkcDgeJiYlnVMpAIYQQQgghhBBCCCGEOJ0kwDrBBYNBwuEw5eXlXHbZZXzta18bkXLyZD355JO88sor+Hw+fvCDH5CXl4fT6URVVRmvTwjxqZeamsq9997LypUrWb16NS+++CKhUIiUlBSqqqrQarUn3ZNfURS+/vWv88QTT7By5UpWrlxJSkoKN954I4cOHYr1kk1ISGD+/Pl87Wtf46GHHuL3v/89JSUlVFdXo9PpaG9vP2a9CxcuZMeOHbjdbq644ooRdTMYDGzbto2//vWv9Pf3o9VqycnJ4YEHHjjpILEQQgghhBBCCCGEEEJ8mkiAdYJLSkpi/vz5VFZWEhcXxze/+c1jllFVlUAgwNNPP83GjRsZGBjAarVSVlbGxRdfTFlZGQDt7e28+uqrmM1mbrzxRmbOnIndbsfv9xMIBHA4HKd794QQgpKSEr70pS9xzTXXHPPaeeedR0VFBSaTKTbvRz/6ERaLhfz8/Ng8q9XKww8/TFFR0YibRSoqKnj00UeZMWNGbIzWkpIS7HY7c+fOZXBwkHA4jMViITk5+SNnBsjNzeWmm25i0aJFOJ1OTCYT5eXllJSUkJWVRU5ODlqtlvT0dG6//XaWLFlCIBAgPj6etLQ0nE4nw8PDWCyWEesNhUJotVoyMzNZuHDhiNemT59Oeno6V1xxBV6vF0VRiI+Pp7y8nLi4OAmwCiGEEEIIIYQQQgghJiwJsE5wFosldsFdVdVRL5gHAgFef/11XnvtNaxWK3Fxcfj9fnbu3ElHRwf/9m//Rnx8PHv27KGtrY1Jkybh8/lYvnw5AHl5ecyfP/8TGYtQCCFOVmJiIomJiaO+lpeXNyJ1uaIoLFiw4Jjl9Ho9y5YtO2Z+SkoKl19++Yh5ZrOZwsLCWFrdkxEMBqmpqeGPf/wjlZWVLFq0CEVRMBqNFBcXU1xcPGL53NzcEc9NJhOlpaXHpAM+kqqqBINB3G4327Ztw+PxMGXKFDIzM0csl56eTnp6+nHre/DgQV599VV27tx5knsqhBBCCCGEEEIIIYQQZy8JsIrjCofDDAwM8NBDD5GVlcUtt9xCdnY2nZ2dvPHGGzz22GNceumlLFq0iF27duHz+WhtbWX16tUcPHgQVVWx2+0AzJs3j/j4+PHdISGEOEMlJCQwadIkBgYGeO2119BoNCxatOiUbOvAgQPs2rWLtWvXYrfbOffccz/STTBdXV2sXbuWzs5O5s6di9FolJ6tQgghhDjG0NAQ77zzDm+++SY9PT2x7BjZ2dmce+65TJ48eUT2kNH09fXx9ttvs2rVKvr6+giHw9jtdmbPns3FF19MWloaOt0Hlzjq6urYunUra9asYWBggOTkZMrKyrjkkksoKiqKjWN/JguHw6xevZr333+fpqYmBgcHAUhLS6OyspK5c+dSWVl53O9foVCIFStWsHHjRlpbW3G5XNhsNqZOncqcOXOYPn06er0egM2bN7N+/XpWrVo1Yh0ajYaMjAz+3//7fx/pJsLTKRQKsWrVKjZu3EhLSwtDQ0NA5ObBKVOmMHv2bCoqKsYsHw6H8fl8vPTSS7z//vt0dXXh9XpJT0/n6quvpqys7JibELu7u9mwYQMvv/wyQ0NDGI1GcnJy+PznP09eXh5Go/GU7vMnZf369ezYsYPdu3fT09MDQHx8PLm5uVx00UVMmTJlxP+xI6mqGjv2O3bsYP/+/QwMDJCens78+fOZMWPGiJtADx06xJo1a3j++eePGaYqLS2Na665hosuuujU7ewptG3bNjZs2MDrr7/ORRddxLJlyz60fTt48CC7d+/m1VdfpaenB4fDwaRJk7jwwguZOnVqrL1SVRWAFStWsHXrVvbt24fH42HSpEmce+65TJ8+neTk5FO9i2IUgUCAVatWsXbtWtrb2/H7/eTk5HD99ddTWFg45k3fUV1dXezatYvnnnuO3t5eTCYT2dnZXHXVVVRXV2MwGIDIZ8Dn87FmzRq2b9/Ovn37cLlcJCQkUFJSwsyZM1m8eLH8Lgd27NjB1q1beffddxkcHCQtLY3q6mqWLl1KYWHhcY9ROBxm06ZNrFmzhvr6eoaGhkhPT+eSSy6hoqJixM3uHo+H9vZ2XnrpJXbt2sXw8DAmk4mioiJuvfVWUlNTz5rzwKnkcrlYt24dK1eupLe3F0VRyMzM5NZbbyUvLw+bzTZm2ba2NjZv3sy2bdtoaWmhp6eHRYsWMW/ePObNmzdqmbfffpvNmzeza9cuhoaGyMnJ4ZxzzmHmzJnk5OScqt08q7z33nts2bKF7du3Mzg4SHZ2NvPnz2fOnDkjOqMczeVy0dbWxnPPPcehQ4fo7+9Hp9Nx7bXXcsEFF2A2m0cs39zcTF1dHRs2bKCxsZGhoSGmTp3KpZdeyrRp08769koCrOK4/H4/zc3NrFy5kg0bNpCRkYFWqyUvL4+5c+eyZs0aXnnlFRYsWEBXVxft7e309PRQWFjIvffeSyAQ4N577+W+++7j17/+NTNmzDgrfsgKIcTpNnXqVAoKCvB4PGg0mtjNKafCihUr+Otf/0p6ejqXXnopS5cu/Ujrqaqq4sEHHyQYDAKRMWiljRdCCCHE0YLBIJ2dnfT09DA8PBz77rB3714CgQBDQ0MkJiZit9tHvcjS19dHTU0NL7zwAgMDA7GAjNfr5bXXXiMlJYWpU6fGLga1t7ezYcMG1q5dS1dXFxqNhsbGRgYGBlBVlTvuuAOz2XxWfG/p6uqiu7ubwcFBfD4fEAnGOJ1O+vr6yM3NxWazjXqznMfjoa2tjRdffJH+/n4CgQAA/f39rFu3Dr/fj8VioaqqCoDOzk527tzJunXrjslCdXQQ7EylquqIY+b3+wFobGzE5XLR399PdnY2drt91Pd/aGiIuro6VqxYwfDwMIFAgHA4THNzMytWrIgds+gQSL29vezZs4cXXniBtrY2FEVBVVV6enqIi4vjhhtuID09fczA5Jmkr6+Prq4u+vr6Yp+1jo4O+vv78Xg8ZGVlkZiYGAv0HCkYDLJ7925WrVpFW1sbPp+PQCBAa2sr7777LkNDQ6SlpcWGGnE6ndTW1rJ27Vqqq6tHDCkVDSKebVRVZXBwkO3bt/P666+zdu1aMjIyxrz4H9Xf38/mzZtZs2YNDQ0N6HQ6nE4ng4ODeDwe8vLyiIuLQ6fTEQqFqK+v5/XXX6e5uTn2Pm3btg0An8/HJZdcgkajOesvWJ9N3G43bW1tLF++nM7Ozlhbu2PHDux2O0uXLmXWrFmj/t8BGBwcZM+ePbz00ks0NDSg0WgYGhqiv78fVVVJT08nJSUFo9GIqqps376ddevWsX//flRVJRwO09nZidPppLOzk5KSElJTU8+KdudUUFWVtrY23nrrLd5//316enrQaDTU19fjcrkIBALcfvvtGAyGUc8DgUCA/v5+XnzxxVgZjUbDvn370Gq1uN1uEhISYgHBAwcOsHHjRt5++22AWMYwp9NJamoqy5YtIysra0JndhwaGqKhoYHly5fT0dFBOBxGVVW6u7t56aWXuOKKKyguLo7d8DVa+ebmZvbt28fg4CBvvfUWdrt91JtXQqEQbW1trFy5MhYc12g01NTUEA6HcbvdXHPNNRO6g0A4HKa1tZU33niDvXv3MjAwgEajoba2lkAggNvt5oYbbhjzGPn9fnp7e6mpqWFoaIj6+noGBweZPn167Dv+kQYHB2lpaYlt67333sPr9TJ79uzTsbun3MRsacUJc7vd7Nu3j1AoxLnnnjvitXA4jFarJTU1NfY8EAhw+eWXc/fdd5OVlYWqqjz44INccMEF1NbWUlhYSFJS0njsihBCnNHMZvMxd3mdCoqi8K1vfYtvfetbH3tdZrNZ7vwTQgghxIfS6XSkp6dz0003kZqais1mIxQK8Y9//INHH32U5uZmqqqqmDx58qjl9+/fzxtvvME//vEPfv/738d68zQ2NvK1r30Ns9lMIBCIBVg3bNjASy+9RE1NDT/84Q+ZMmUK69atY+3atfzXf/0Xl19+OVlZWZhMptN5GD6S6MVZm81Geno6qqry+uuvs2LFCt544w2WLVtGWVnZqBdu+/v7Wbt2Lc888wx33XUXixcvJi8vj4MHD3LvvfeycuVKvF5vLMAKYDQaycvL4w9/+ENsOCGIvIdHBsHOVIqikJqaymWXXYbD4SA1NRVVVVmxYgUvv/wy69atY+nSpZSXl48a7GhqauLxxx/nrbfe4rvf/S7Tp0/H4XDw7rvv8tOf/hSfz0d6ejrV1dUA1NbWsnLlSp577jkefPBBKioqaG9v59VXX+VnP/sZ06ZNw263ExcXd7oPxUlLTExk9uzZLFy4kLy8vFggZ82aNdx///2cf/75I3rSHcnr9fLoo4/y5ptvMn/+fK677jry8vJ49913efzxx9myZQvTpk1j5syZsc+qRqMhOzubf//3fx/xf1+r1WK1Wk/bfn8SokHhuro6Nm3axL59+8jPzz+hmzj27t3Liy++yDvvvMNdd93FueeeGzvuv/nNb1i2bBkVFRXY7XZ8Ph/PPvssr7/+OnPnzuWGG24gMzOT3/3ud6xZs4a6ujqWLFly3J5g4pPX3d3N6tWreeqpp/jOd77D3LlzSUxM5NFHH+Wvf/0rqqoyadIk0tLSRi3f2NjIqlWrePTRR7n33ntZsGABra2trFu3jl/96lcsWrSI6dOnx9qzRx55hB07dpCfn89XvvIVsrOz2bJlC8uXL+exxx5j3rx5XHjhhRP6c/DOO++wfPlynE4nd911F1OnTuWVV16JHdMrrriCtLS0Uduz4eFhdu7cycMPP8w111zDNddcQ0VFBS+++CJ/+9vf6OnpoaSkhMrKSsLhMGvWrOHxxx8nLi6OH/7whyQlJdHe3s7y5cv5+c9/Tk5ODklJSWddu/ZJampq4o033uCpp57i5z//OdXV1YRCIZ577jl+9atfkZ6eTlpa2pgxg1AoRFxcHBUVFZSUlFBXVzfmDQuBQIA1a9bwj3/8g6qqKr74xS9SWVnJI488wptvvsmuXbtYvHgxmZmZEzbAGgwGWbt2Lf/85z/Jy8vjtttuo7q6mscff5y1a9eydetWzj///FhHu6NFz3l5eXmUlpby1ltv8e677465vXA4jNVqpaKigsrKSg4cOHDK9m08SIBVHFcoFMLtdqPVann77beP+QGqKAo2mw2NRkNqaioWi4Xk5OQRY/mVlZWh0+no6urC6XRKgFUIIYQQQgghJhC73R5L93nkxax77rmHzZs343Q62bFjx5gB1qamJg4dOsScOXP4zGc+E7tIWVBQwDXXXMPu3btpaWmJLf/4448D8PnPf54bb7wRRVEoLy+nrKyMjRs38tRTT3HTTTdRUFBwqnb5E6EoCueffz6qqo44bv/yL/+CVqtl9+7dbN68mYKCglHTDw4ODrJ161ZmzJjBpZdeysyZM4HIcbvyyivZsmULNTU1x2xTp9ORkpJyVl4M1mg0XHDBBcDIz9pXv/pV/H4/f/rTn9i8eTOTJk0a9eJsS0sLr7zyCt/85je58sorY+mAS0pK2LJlCx0dHTzzzDOxAOvq1avZsmULn//857n55pvR6/WoqsqcOXN45ZVXeO2119DpdCxevPg07P3HM3fu3GM+a4WFhRQXF/Pkk0+yY8cOMjMzSUhIOKasz+fjmWee4Qtf+AIXX3xxrNdmXl4ebreb119/nYceeoiHHnpoxE2lOp2OxMTE2I37ZytVVRkeHubuu+/mnHPO4dvf/jaPPvroCV28f+qpp3A6nVxyySV87WtfQ1EUKioqmDRpEjU1Nfzv//4vd911F2VlZbjdbh5++GFuuukmLrvsMhYtWoSiKNx///3cc889vPPOO6xYsYKrr756zJ5g4pPX0NDAI488wk033cTNN98cS6U+ZcoU3n///Vj65y984Qujln/llVeoq6vjoosu4mtf+xoajYbp06czZcoU3n33XZ599llMJlMswLp161aqq6s5//zzmT9/PgA5OTn4fD7q6+vZunUrixcvnrABVlVV+fvf/05KSgpXXXUVN9xwA4qiUFJSQk5ODj/84Q95/PHH+eIXvzhq29PZ2clf//pX5s2bx6233sr8+fNRFIXJkydz4MABOjs7efLJJ7nvvvtobm5m9+7dDAwM8Je//CV2DbysrIw5c+awfPly1q1bh9Vq5ZxzzhmHo3Fm2Lp1K6+88gqf//znuemmm0hISEBVVebOncvKlSt59913iYuL4+qrrx61/OTJkykvLwci7+9999035g0sHo+Hhx56iHnz5nHVVVdx+eWXoygKP/nJT1BVlTfeeIMnn3ySb3zjGxM2dbPf7+fhhx9m2rRpXHLJJVx77bUoisKPf/xjjEYjzz77LE888QRf+9rXRtxsF5WYmMjcuXOZM2cOAAMDA2zatGnM7VVXV4+4me/nP//5J79T4+jMz4cjxpXFYqG0tDQ2Fmt2djZFRUWxqbCwMPaDo7q6GrvdTn9/P93d3bF1NDY2EgqFSE5OnrAndyGEEEIIIYSYqBRFQaPRjEhbGQwGWbNmDR0dHdhsNsrKysYsn5mZSWZmJnv37qW2than04nX66WlpYX169eTn59Pfn4+qqoSCASor6/HbDZTVVUV26ZGoyExMZHp06dTU1ODy+U6Xbv/kSmKEqt79LiFw2Hef//9WKq7ysrKMXtx2Gw2Jk+eTH19PXV1dbS1tREOh2lra2PLli2Ew2GmTp06oozP56OpqYlrr72Wq6++mi984Qvcd999tLe3x9JenslG+6yFw2E2btzI3r17AaisrBwz+BQOh/H7/ZhMptg6ous0Go10dXVRV1cX+6y1tLQwODjIrFmz0Gq1seVNJhOzZs2ipaWFjo6O07b/H8eRnzVFUQiHw9TX17Nhwwa8Xi9lZWWjBlejfD4fer0evV4/4rjp9XoCgQDbt28nFArFlg+Hwxw6dIhvfOMbXHnlldxwww38+Mc/Zt++fQwPD5+OXf7E9PX18cADD1BSUsLcuXOPO87v0erq6jAajce0VwkJCcyaNYuamhqcTmdsnMeenh4mT55Mbm5uLMBgt9vJzc0lNTWVXbt2jTjO4tQKBoP09/dTX1/PrFmzRqS61+l0TJkyBUVR2L9//5jraGhowOPxMG3atBGfAYvFwty5c2loaKC3tze2/OTJk2lra2PHjh309vaiqir79u2jtraW3t5eZs+efVZkaDgVom3z3r17SUpKoqysLHZMo1kYq6qq2LVrFx6PZ9R1DA8Ps2vXLqZNm0ZSUtKI96SyshK73U5tbS0Q6S0ZCoVi7f6RbahWq0Wv19PY2EhTU9PpPAxnlOgwEa2trcyZMyeWdlZRFPR6PTNmzIilAB7LaOf20YTDYbxeL7W1tRQXF5OTkxNrJ7VaLfn5+eTm5rJr166zZuiDT1r0e05tbS0FBQWxbAvRz2xubi5FRUXs3LlzzHPJkef4E0lJf+SyZ8PwHCdLerBOcNG88D09PbG8/T09PTQ1NaGqKhaLhaKiIhYvXsyvf/1r7rzzTkpLS9HpdPT09HDw4EFyc3OZOXMm06ZNo7y8nNraWh599FGuuuoqgsEgv/nNbygsLKSoqOisSCkkhBBCCCGEEOKTpaoq/f39rF+/nsbGRgKBAHV1deTm5jJjxgyys7PHLJubm8v06dPZsmULTz75JGlpaWi1Wvr7+2MXoMvKylBVFbfbjcvlwmg0kpycHFuHoigYjUbS0tJoaGiIjc15NoiOXfbee+8RCARoaGigr6+P888/n7y8vDHH2XM4HMyYMYOqqiree+89Dhw4QEJCAr29vXg8HqqqqliwYMGI5QsKCli4cCHp6emxjFabN2/GZDJx3XXXkZmZeVaM6zc4OMj+/fvZuHEjwWCQAwcO4Ha7Wbp0KXl5eWOOhWc2m0lPT2fHjh3MmzcPu92OXq+nvb2dxsZGDh06FEuN5/F4GB4eJhwOx248B2IXKdPT02lubj4rgvlRHo+H7u5uXn75ZQKBAJ2dnXR0dHDxxRdTWFg4Zq9mjUZDTk4OjY2NNDY2Ulpait1up62tjYMHD9LU1ERnZ2fs2JlMJjIzM1m0aBGJiYlotVr8fj9bt27FYDCwdOlSZs6ceVb0wuzt7Y2lBr7++uspKysbM3AzVvnExMQR7RVE0nWnp6fT1dWF3+/H5/PFxlJOSkrCbrcDH3zeHA4HNpuNrq6us3Yc27OR3+9neHiY4eFh0tPTYze8RAMOKSkp9PT0jAiQHm1gYIBAIHBMCmGdTkdGRgZr167F7XYDkf9ry5Yt44033qCxsZGHHnqIuLg4Wltb6ezsZPbs2UyePHnMG28+7aJjbLpcLqxWK4mJibHXFEXBbDaTnJxMY2PjqGNFQiRo2t3dTWpq6jGB6uTkZPR6fSxrhsPhiF3r3rBhQyy7o8vlora2FpfLFRsTfKLyer0MDw/j8/lGpJyNBunS09NpbGxkYGDgY2/ryPFvExMTR7STAHFxcTgcjtg4sBNRKBRieHgYl8tFQkLCiFiNoijY7Xbi4+M5dOjQhD1GJ+vM/1YsTimXy8WuXbt44okngEhDtHr1ahoaGpg0aRKzZs3ivPPO41//9V958sknef7557FarWi1WsLhMDqdLvYFICkpiSuvvJLVq1ezfv16mpub0Wq1tLe3x1JkTNQTvBBCCCGEEEJMdD09Pbzwwgu88cYb+P1+FEXhi1/8IvPmzTtuz7iMjAymTJnC3Llz+etf/0o4HEZVVVRV5YILLmDatGmxMSOHh4cJhUIYjcZj0prpdDpsNhtOp3PMC6tnoqGhIbZs2cKDDz6I1+tFUZRY6rukpKQxg4U2m43KykoWLFjAP//5T1pbW9Fqtfh8PhYtWkR5eXks1S1AWloas2fPprq6mvz8fJxOJ7t372b58uX89re/ZcqUKcTHx58VN04PDg6yYcMGfv3rX8eO2ZIlS7joootiPZJGk5SUxIwZM3jvvfeYM2cOwWAQm83Gtm3b2LdvHx0dHcTHxwPgdrvx+/1oNBpsNtuIHhzRi5Qejwefz3c6dvkT4fF4aGpq4le/+hVerxdVVcnMzOQb3/gG6enpY6ZT1Ov1zJs3j23btpGUlER2djaZmZls27aN3bt309zcjM/niwX+7HY7FRUVFBYWkpmZSTgcpr29nb/85S/87//+L3q9npKSkjN+iKlQKERjYyPvvvsuHo8nNmbd0am3j8flcqEoyjHtlVarjbVXoVCIQCAQC9ZbLJZjrq+ZTCaMRiNOp1MCrKeR1+vF6/UCkc/10e2x1WqNnZvG4na7Y23NkTQaDXa7neHh4VgGAUVRWLp0KQcOHOCNN95g1apVGAwGgsEgM2bM4OqrryYrK2vM88KnXTgcjn0PMJlMI1KSQ6StslqtOJ3OMYNHwWCQoaEhbDbbMTcUWSwWFEWJ/V9MTk4mLy+P+Ph4nn/+eUpKSoiPj6erq4vXX38dj8eDy+WKfUYmoui5EhjRwzvKZrMRCARO6saUsQSDQYaHh2Odxo4+Z0XbyaGhoY+9rbNVNAgdDof/P3t3Hh9VdT5+/HNnn2yTfd9DNiAhbEnYd0RUQFCKS21d2qq1LrWt2lZrrdWf2talpVprrVstqMiOILJvQQNhhwSy79tkMplkMuv9/ZFvbokJi4oict6vF6/WO3c5985k7p3znPM8GI3GfoMI9Ho9BoNB3Eu+ABFgvcx5PB46OjooLy8HYPr06QA0NTVhMBhITU1Fp9Mxf/58XC4XO3bsUKbsBwcHk56eTkxMDNBzk585cya+vr5KkFav1zNlyhQWLVr0rX8wFgRBEARBEARBEL4+iYmJPP744zzwwAN0dHSwcuVKVq5cSVlZGeHh4aSlpQ24XXl5OZs3b+Yf//gHv/71r8nKykKn01FeXs6vf/1rAgICuPrqq5Xam981ERERLFiwgIkTJ2K1Wtm8eTM7duzg0UcfJSMjQ/nd/nnt7e0UFhby97//nZtuuon8/HwSEhKoqKjgmWeeYenSpVgsFn76058CkJqaSmpqap99jBgxgiuuuIJhw4axfft2/Pz8lPqa32ZRUVHceOONzJw5k46ODjZu3Mi2bdt44oknSEtLIzU1dcDZkYMHD+Y3v/kN999/Pw8++CBtbW1otVri4+MZN25cv0Dqd43JZGLkyJF89NFH2Gw2Dh48yO7du3nwwQcZNGgQmZmZSoD5dL6+vjz++OP8/ve/56OPPuL5559HkiQSEhIYMmQIU6dOZcOGDcr6oaGhTJkypc8+ZFlm3LhxTJo0iYMHD7J9+/Yz1uP7tmhubmbdunWsXLmSf//734SHh38n0x8K3x5er5f//Oc/bN26leDgYF5//XXi4uI4cOAAGzZs4MknnyQhIYFx48YNWDtRuLDUajULFiwgPj6exx9/nHHjxuH1egkNDWXEiBGMHz8e4Dt93xCEy50IsF7mQkJCmD17NrNnzz7rehqNhptuuombbrrprOsFBARw5ZVXcuWVV17IZgqCIAiCIAiCIAiXOK1WS3h4OKGhoXi9XlJSUmhvb6euro4lS5bw2GOPDbjdli1b+OSTT5g3bx4LFy5UZkBkZGTQ2trKW2+9hclkYsaMGQQFBaHVaunq6uqXbs7pdGI2mwkNDb2ksitpNBr8/f3x8fFBlmWSk5OJiIjgzTff5M033+RXv/pVv/SiAJWVlSxevJjZs2dz3XXXkZmZiUajITU1FZvNxrp161iyZAl33XWXkqrv87RaLSaTiaSkJNra2jCbzd/EKX9lGo0Gk8mEn58fXq+X5ORkgoKCWLZsGW+88Qa//vWvBwwU6nQ6oqKi+Pvf/47VaqWzsxOn00lkZCRvv/02TU1Nyowmk8mEwWDA7XYrdRB7eb1eWltb8ff3P2Na3W8jlUqFwWAgMTFR+RsdOnQox48f57333uPmm29m5MiR/baTJIng4GB+97vf8eCDD2Kz2ejo6CAyMpKdO3eydevWPrXwzhRsCAgIUGaj19fXf63neiGcOnWK8vJyjh49ypw5c5TvFYfDQVNTEwcOHGDVqlVcc801vPjiiwPWqgsODkaW5X7fVy6XS/m+0mq1GAwGZeKCxWKhq6urz2zy3jS1KSkpIsj7DfLz81MGXrS2tvarVd3W1qbU1D0Tk8mE1+vt9/3q8XhobW0lKCgIg8GA1+vFbrfz0ksvce2113LFFVcwZswYNBoNycnJBAQE4PF4eO2118jKyrosA6xqtZqgoCA0Gg02m63fTEWHw4HFYiE0NPSM6e61Wi2hoaGYzeZ+5QTa29vxer1K6uHeFLczZsxg1KhRmM1mXC4XOp2OgIAAfvCDHxATE9MnVfHlJiAgQPkstrS09Js53Nrail6vvyDZMXQ6HYGBgahUKtrb2/vNHLfZbHR2dhIaGnrZBr17r5FarcZqtfYrY9CbYjk0NFTcS86TCLAKgiAIgiAIgiAIgvC16u3IOr1Dszd9n9vtpq2t7YzbWq1WrFYrgwYNIiAgQElnplKpCA0NxW63K/XpdDodkZGROBwOKioqmDRpEoCSovHkyZPk5OT0Sxv4bdZbY7E35aNer1dSUba2tuLxeAbcrjfIk5qaSkBAgBLo0+v1Sprc9vZ2ZFk+Y0ej1+vF5XJhtVrRaDSXRE1M6H/NDAaDEphvbW09Y2pISZLQarVERkYSFhaGy+XC7XZjMBgoLy9Hq9Uqs3x1Oh2hoaH4+PhQUlLCFVdcAfR81txuN8XFxWRkZFxSHeu9gfbeTlW9Xk9gYCA6nY62trYzpjvuvd5hYWGEhITgdrtxOBxKmsGmpiays7PP2Vnrdrvp6OgYMLXjt1FkZCTTp08nKCioz99QS0sLmzdvJjQ0lKysLEaNGnXGv7G4uDhcLhcVFRV9lnd2dlJSUkJCQgJGo1GpK+3v7091dTXNzc1ERkYiyzJOp5PGxkba2tpISkq6bAMHF0PvAJjIyEhKSkrIzc0FUNLYl5WVIcvyWeuMR0VF0dXVxalTp/osdzgcHD9+nKioKAICApBlGZfLRUtLC3q9nuDg4D7f6yaTCV9fX2pqas54X/iukyQJnU5HdHQ0VquV6upq8vPzAZSBDOXl5WRnZ59xoJXBYCApKYnS0lI6Ojr6vFZRUYHdbic+Pl5Z1lt+wNfXl/DwcLxer5JmuKqqitGjR/dZ/3Kj1WoJDAwkKCiI4uJiJk+eDPS8H16vl5MnTxIZGdmvBvGX0TtIKDY2ltraWlpaWpRjATQ2NtLU1MTgwYMv2+ChSqVCr9cTGxtLfX09TU1NymuyLNPU1ER9ff1lfY2+KBFgFQRBEARBEARBEATha+NyuWhubsbPzw+tVotKpcLj8WCxWLBYLHg8Hvz9/QGoq6vD4/Gg0+mUzjadTqcEE9va2jCZTEiSRFdXFw0NDeh0OiVgqlKplJmtR44cobW1FR8fH6xWK5WVlVRVVXHjjTf2q3X3bSTLMg0NDRgMBnQ6HRqNBq/Xi9Vqpbm5WZnBplKpaGtrw2q1otVqiYiIUIKLRqNRuW4dHR3odDol8OpyuZTrDj2z4rq7u/H19UWn0yklhcrKyrBYLISEhAw46/PbpHfmY2+NSrVarVyzlpYW7Ha7cs1aW1vp7OxEo9EQGRmJSqVSAoMul0sJ8Hk8Hk6ePElJSQmJiYnk5OQoAcX4+HgqKiooKiqitbUVPz8/nE4nVVVVlJWVccUVV1yQTuNvQnNzM5IkYTAY0Gq1ymy5hoYGOjo6lL9fu92uzOQNCQnBYDAgy7JSR1KtVqPRaJAkifLyckpKSrBYLMycOVMZYGG32zGbzQQEBKDVapFlGYfDQVVVFa2trSQkJFwS1y0mJobp06eTl5fXZ3lJSQknTpwgPT2dhQsXMmrUKACqqqpQq9X4+/tjMpkAyMzM5PDhw5w4cYLGxkYCAgLo6uqiqqqK4uJiZs2ahb+/PzqdjqCgIBITEykuLiYpKYn4+HglXXptbS1Op5PMzMzLtv7mxdA7OzUjI4OioiKmTp2Kn58farWa5uZmKioqyMjIYNCgQciyTE1NDZIkYTQalRnJKSkpNDU1cfToURobG/H398flclFbW8vx48eZPn26kqWgd1ur1UpTUxM2m035uzSbzVitVkwm02UbGOn9bh48eDAWi4Xjx49jNpsxGo1YLBYqKyupra3lxhtvxGAw0N7ejsVi6XPv9PX1JTs7m2PHjlFdXU18fLyyfUlJCW63m8GDByvH7K21rVarlXq4ra2tHDx4kK6uLpKTk0lISLiIV+XiUqvVREREkJCQwL59+5SAnizLNDc3U15eztChQ4mPj8fr9VJdXd3ve7J3cIHb7VYCsx6PB6fTSVdXF2q1Wnm+1Ol0ZGVlUV5eTmlpKUOHDsVoNCp/j+3t7QwdOvSy/hvRarUMHTqU6upqTp48yfDhw/Hx8aGlpYXKykrMZjNZWVloNBpaWlro6upCo9EQFRWFJEnKAJLe2sIul0sZ7GO32/u8F4DyfvXO8O/9b4fDgd1uV54bLtV7lwiwXoZ6U9Wc/tArCIIgCIIgCMKZybKMzWYjLCxMPEMLwhfU3NzMX//6V6ZOnUpkZCR6vR6bzcayZcvYvHkzqampTJ8+HYDFixfT1tZGSkoKDz74INBTG/To0aO8//77jBkzRqnBWlFRwSuvvKLUDu3tmJk7dy7//ve/WbFiBUOGDGH48OFs3ryZrVu34nK5uPrqqwkLC7to1+N8eb1e/vGPf5CZmUlSUhIhISHYbDY2btzIxx9/zKlTp/jd736Hr68vq1evZsOGDURERPDb3/4WX19fgoODGTduHIsXLyY2Nhar1UpCQgLl5eX8+9//xuv1kpubq1y3zZs3c/z4ccaNG0dsbCwWi4WioiL++9//olKpyM/P79Op/G3kdrt5+eWXycnJIT4+nuDgYGw2Gx999BHr16+nsrKSRx99FIPBwNKlS9mxYwcRERHKMqvVSnFxMXV1dUpApLq6mhdeeIHm5mYWLFjAnDlzlOONGzeOtrY2XnzxRSZMmMCQIUOoq6tj9erVOBwOJk6c+K2/Zr3ef/99JEli6NChxMTE0NnZSVFREVu3bmX//v089NBDxMTEcOrUKZ577jmioqK44447SE1Nxe12c+TIERobGwkKCiIsLIzGxkZeeOEFysvLSUlJ4ZZbblFmQJ88eZJ3332XmTNnEhUVhdvtprq6mueffx6LxUJGRgbjxo27yFfk3IxGI0ajsV8w2G63YzQaMZlMxMXFERkZSVdXF7/73e8IDg5m8uTJyufommuuoby8nC1btvD2228zffp0ioqK2LJlC6dOnWLBggVERkYqgbWbbrqJf/3rX3R2dqLVaomNjeXPf/4zJ06cIDExkcmTJ1+yndSXqvj4eBYsWMBPf/pTUlNTyc/PV+qjNjQ0MGfOHCZPnowsyzz99NNoNBpycnK47bbbAJg6dSpNTU389a9/5e2332bChAnU1NSwbds2jh8/zp///GflHufn58eIESPYtWsXZrNZma134DapI4IAAQAASURBVMABVq9eze7du3n00Ucvy/TAvSRJYuHChfztb39jxYoVJCQkMGLECFauXMmOHTuAnueEgIAAPvroI5YvX05ERASPPPIIJpOJsLAwFi1axDXXXMOHH35Ie3s7WVlZLF++nE8//ZTx48f3uQ+cPHmSU6dOERgYSExMDPX19RQUFPDqq68ybtw4xo0bx6BBgy7W5fhWGDp0KNOmTePhhx8mNzeXYcOG4fF4eO+99+jo6GDkyJGMHj2a7u7uAb8nXS4XDQ0NtLS0KIG9trY2ampqOHHiBH5+fsTExODr64vBYOD73/8+v/3tb3E4HOj1erKzs/nXv/5FQUEBJpOJa6655owpoi8HOp2Om2++md///vd0dHTg7+9PTk4Ob775Jjt27MBgMChp75ctW0ZhYSGRkZE89thjygAsh8PBiRMnAGhoaKC7u5umpiZKSkoICgoiICCAuLg44H+puXtT/9vtdnQ6HdXV1Zw4cYLAwEBCQkKUgPql5vL9JF3GWltbeeCBB6iurhYdQ4IgCIIgCIJwnnrrWiUlJV1S9RsF4WJzu900Nzfzy1/+ErPZjNvtxtfXl6SkJO69917GjBnD8OHDgZ70ba2trX06WaZOnUpiYiJBQUH89a9/xWw2I8syJpOJCRMmcMcdd5CRkaGsP2PGDIxGIxs2bOD//b//R1tbG+Hh4QwfPpx33nmH6OjoSyYA0dLSwuLFi6mvr8dqteLn50dsbCyjRo3i/vvvZ9KkSWi1WqxWK3V1dQBK+tuEhAQeeOABZFlm586dLF26FJvNhslkYvjw4cyaNYuZM2cqx2pvb2fv3r28+eabtLe34+fnR2hoKGlpaTz77LOkp6d/6+uJyrJMS0sLf/nLX2hsbMRms+Hr60t8fDz5+fk8/PDDyjVrb2+ntrZW2Q56vuetVivPPPMMDQ0NeDwe/Pz8GDVqFE888QTp6el9Zj+PGDGCoKAgjEYjL7zwAhaLBYPBQHJyMv/9738ZPnz4t/6a9Wpvb2fXrl289NJLmM1mfH19CQsLIyUlhaVLl3LFFVfg4+NDbW0ttbW1qFQqpT5hb4f3P//5T4qLi+no6MBgMDBq1CgefPBBJkyY0Ke+nt1up7y8nLvuuouOjg6lZm5mZiZvvPEGgwcPvmQ7Ws9ElmVllunpaUezs7O5++67yczM5K233uJPf/oTgYGBDB48mH/9619kZWUpgWmj0cg999yDWq1m27Zt3HPPPXR1dZGRkcH3v/99ZsyYcUmkVv6uiY6OZsGCBTQ3N7N69WreeustnE4niYmJPPfcc4wePVqpwVpXV6ek3O6VlpbGTTfdREREBK+++irPP/88RqORpKQk3nzzTXJzc5XvEbVazUsvvcSSJUvYvXs3P/7xj+no6CA4OJjMzEweeughfvjDH172n4PZs2ejUqn45JNPePrpp2lrayMqKoqxY8fyyCOPEBYWhkqloqOjg7q6OiRJUtIq+/n5kZeXx1//+leWL1/OE088gdVqJSoqinvuuYeJEyf2CZjabDYOHjzI0qVLaWtrw9fXl9jYWBYtWsR99913SaWJ/7qkpaURHBxMd3c377zzDs8//zzQMzjhX//6F6NGjSIgIAC73T7g92RLSwsvvPACr7/+OgAdHR1UVFSwYcMGnnrqKfLy8njqqacYPnw4er2euXPnYrPZ2LRpE4899hjt7e0kJiYyb948ZsyYQVhY2GUdE9FoNMyZMwe73c7mzZv5/e9/j8ViISEhgSuvvJIrr7xSuUZms1m55/ey2+2cOnWKadOmKRkonE4nixcv5p///CcpKSlMmzaN5557DuhJrb1q1SqefvppoOdvRpIkioqK0Gg0XH311Xz/+99XSi1caiS59ylSuGw0NzczefJkEhISGD58+GU9YkMQBEEQBEEQzqW34/hPf/oTBw4cICMjQwRYBeEL6Ozs5NChQzQ1NdHd3Y3X60Wr1WIymUhMTCQsLExJPbtnzx4cDgcBAQGMGDEC+F/91NLSUiorK+nu7kaWZfR6PVFRUaSlpeHv79/nt21zczN1dXWUlpYqaW9DQ0NJT08nJCTkkuhY83q9FBYWKunZnE4nWq0Wf39/wsPDiYmJITw8HEmSOHnyJJWVlfj4+DB69Ggl7arX6+XYsWPU1dVhs9lwOp3o9XoiIiKIjY0lOjpaCd6cOnWKqqoqzGazciyj0UhwcDBDhw7F19f3Wx+Y9nq9fPbZZ8o1c7lcaLVaAgICiIiIIDo6mvDwcACOHz9OXV2dcs00Gg3d3d2YzWb27dtHV1cXsiwrNVkHDx6spMk9XWdnp5LOtbu7WwkW5uTkEBQUdMn0uRw+fJimpiba29uV8/Dx8SEwMJCUlBQiIiJQqVS0tLRQVFSEj48PQ4YMITAwEK/XS3NzM4cPH8ZiseByuVCr1URGRirpfntrJ0NPZ/mxY8dobm7G6XQqNeFCQkLIzMwkICDgkr7PtrW1UVhYSGBgIIMGDSIoKAi3282WLVswGAzExMSQnJzcZ/3GxkaKi4vp6upSrkVqaqqSkhH+NxCgpKSEuro6WlpacLlchISEkJycTHR09CUT0P+u8Xg8nDp1ivLycjo6OvB4PJhMJrKysggODsbHxwdZltm2bZtSP/z02e02m43GxkaOHDmC3W5XvkcGDx5MZGSk8t3b+0xaXl5OQ0MDbW1tOJ1ODAYDwcHBREdHK8G/S+E+93Wqr6+nrq5OeW7w8/MjKiqK5ORkgoODlTTmpaWl+Pj4MHLkSCUw3Zu9oKysjNbWVhwOB/7+/qSnpxMeHt4nXX5TUxN1dXWUlZXR3d2t3Kejo6MZPHgwarX6sn8vAJxOp5I2vqurC0mSCAgIYPjw4QQGBqLX68/4PdnV1cXhw4c5efLkgPsODw9n5MiRStpt6Anq1dTU0NjYiMPhwGQykZSURHR09Le+3ME3pbKykrq6Ourq6pRrFB8fT2xsrDIopDc7ha+vL7m5uahUKlwuF1arlY8++mjA/fr7+xMVFaXUpLZYLFRVVXHo0KEB14+LiyMlJeWstaq/zUSA9TJktVoZO3Ysd9xxB9///veVWjWCIAiCIAiCIPTn9Xppb28nPj6eo0ePMmjQoEumw1wQBEEQBEEQBEEQhAtP9ApcpiRJQqfT4ePjIwKsgiAIgiAIgnAWXq8Xl8sFiNkAgiAIgiAIgiAIgiCA6tyrCIIgCIIgCIIgCIIgCIIgCIIgCIIgCCACrIIgCIIgCIIgCIIgCIIgCIIgCIIgCOdNBFgFQRAEQRAEQRAEQRAEQRAEQRAEQRDOk6jBKgiCIAiC8BXJsozX68Xj8SDL8sVujiAIX4BKpUKtVqNSibGngiAIgiAIgiAIgiCcHxFgFQRB+AKcTujsBEe3F29nN7Q0o26oQVdfha6tEadvEI7ULEhLwzfCD19fkKSef4IgfPfIsowsy9hsNrq6uvB6vSLAKgiXGEmS0Gg0GI1G/Pz8lGWCIAiCIAiCIAiCIAhnIgKsX5HX66W1tZWSkhIsFgvd3d2EhYWRkZFBeHj4GbfzeDzU19dTWlpKe3s7Ho8HnU5HSEgIycnJfbatqKigrKyM5ubmPvvw9/cnPz+f4ODgr+38BEHoIctgtULLgRo8lTWozC2oLS2o6muRq8tRV59Cbq7BExBO+Zjv0zAuDv9kP0JDwWQCH5+efwYDaDQi4CoI3xWyLGO322lra8Pj8aBWq0VgRhAuIb2DJBwOBw6HA7VajdFovNjNEgRBEARBEARBEAThW04EWL8ir9fL0aNHeeWVVygrK+PUqVPk5+fz0EMPnTXA6nQ62bp1K8uWLaO6uhqHw4GPjw+DBg3i6quv5tprr0Wv1yNJEtu3b+ff//43RUVFhISEKPtISEjgxRdfFAFWQfgayXLPv85OOHwYGhbvJrlwCfGNhZi6G1HLHtwaPS61ASc6VO3lVBgsbO1S4zGBKUAmK6aVsDgDIbFGomNUhIRKGI0gMhEKwqVNlmXcbjdmsxmHw0FYWBgGgwFJkkSQVRAuEb1/x11dXbS3t2M2m4mJiUGWZfF3LAiCIAiCIAiCIAjCGYkA6wXgcDgYPHgw8+bN45VXXjmvbdxuNwcOHGD8+PHk5eUREhLC8ePHWb58Ob/85S9JS0tjxIgRyvohISEsXLiQJ554Qlmm0WgwmUwX/HwEQeghy+D1QkcHbNoE69bBmIo2wswlBHU34Fbr6DSE0xA+jIrQUZzSpKF1dtKSMAqf2GA8Hhmr2Y3vuhc5EjiC6rixxGSHMHqMmtGjJfz9/zeTVfThCsKlR5ZlXC4XnZ2dhIWFERgYKAIygnCJ6h3Y2NLSosxGFwRBEARBEARBEARBOBMRYP2K1Go1M2fOZObMmQCsWbMGs9l8zu38/Px47rnn+izLyMggIiKC48ePs27dOoYPH6501KpUKnx8fIiIiLjwJyEIwoC6uuDUKfjoIygshOBgaB81nR1JETi1ftT5p1HliaG5VYXRAGnpYDRCUw00N0KQr4sc/XGuK34SgNqTWayquJ/lJ+azb18gV10FgweL4KogXKq8Xi9utxtApBQVhEucSqVS/o5dLhcqlUoMmBAEQbgMyLLc57/Fd78gCIIg9Dj9Hinuj4IwMBFg/Yq+7JfLQNv1zoSx2+0EBQX1ec1sNrNlyxY2bNiAwWBg1KhR/OIXvyAxMRG9Xn/G47jdblwuFy6XS1nW0dGBx+P5Uu0WhMuBLENZGewtkCnbWkXUofWkjr4RbbAfbe5Eyj1xtFsl3G1qgkMkZs6UyM2FlBRQq6GkBPbsgX2fqjjaFkzBiLsZduxdIi0nuOH4Y+yz7mN15y9ZXJHI9OkwfTr4+fVsKwjCpUekBBaE7wbxdywIgnD5KS4u5tFHHyU9PZ0bb7yRwYMHX+wmCYIgCMK3wm9+8xtaWlpIT0/n5z//ufi9JAgDEAHWb5HDhw+zceNGvF4v06dPV760EhMTuf7665k7dy5hYWG0tbXx3nvvce+99/LHP/6RYcOGodVqB9xnQUEBy5cvZ9u2bcoyj8dDeXn5N3JOgnAp6R2YtWsX7N4N0r5CRh/5LzlVq6ix72H1Nf+kokaDj4+azCxITe35FxPTEyDV63tmo2ZkQFAQxMer2fZJBG+5f0VO1CymH3yO6OZDjKpeTqCjkXXqR/noo2zq6yUmTIDkZPD3v7jXQBCEL0f80Lj4Vq1axapVq5g9ezbz58+/2M0RLjHib1gQBOHb7fDhw+zYsQOv18vNN99MYGBgv3W6urqoqqri73//OwsXLmTIkCH9Bq9/nsvlorm5mcjIyD4D0wVBEAThUiDLMm+88QZdXV3ExsYyd+7cAderqqpi586dHD9+nDvvvJPIyMhzlkWxWCyYzWY6Ojq+jqYLwneCCLB+S5SUlLB27VoOHz7MjTfeSHx8vPJaeno6cXFxSprgrq4u/P39efTRR/nss8+IiIggLi5uwP1GR0czceJEYmJilGXd3d389a9//drPSRAuRbW1PQFWT9Ehso4vJ6dyJUHORooDojBbJDRqGD0asrN7AqtBQT1pgU9nNEJ0NBgMEj4+OrZsSeBwZRDuVAf52iWkNe0ko3Er8iEd64f+giMHh9HZqWbECBgyBKKiRNpgQRAuDlmWuf/++8/ZwThq1CjGjRtHenr6N9Syc2tububYsWOMGjXqC21XXV1NYWEhR44c4dFHH/2aWicIgiAIwlfR1NTE3r17OXHiBFdeeSV+fn5oNH27tDo6OigqKuKdd94hNzeX1NTUi9RaQRAEQfjmHDx4kBMnTpCamsqsWbPQ6XT9BpAWFxfz8ccfU1hYyA9+8IN+KfIFQfhyRID1W6C6upo1a9Zw5MgRkpKSWLhwIT4+Psrrn6+7Kssy1157Lc899xylpaU0NzefMcCakJBATEwMXq9XWWa1WvnPf/7z9ZyMIFyiZBm8Xjh4ENoO15BbsoqcunUEupqpic7lWMoc2trVpKVLjB4NaWlgMJx5fzodhIf3zEhVqWDnzgBK9FfildS4VAaGNG5mWMVKSofOpdabRUmJmu5u6O7uCeBGRIggqyAIF0dzc7MSYLVarVRVVVFTU8OsWbOUdTo6OpR1en+YybJ8SaZLbmlpYffu3Xz00UciwCoIgiAI31JJSUlMnDiRd955h9raWkJDQzGZTMrrsizT1NTERx99RGpqKikpKYSEhPQZNCZJEiqVCpVKddZjybKM2+1W1j392cbj8eD1elGr1cpzT++zkMfj6Vevrnf7S+35SBAEQbh0XHHFFRw+fJjDhw/T1NREbGys8lrvfWn79u20tLSQkZFBYmKiUqqw1+n3tbMZ6D7Ye5zee2fv/a93uSzLeL3ePvfI0+/H4h4pXMpEgPUikmWZ9vZ21q5dy0cffURWVha33nrrec0GMRgMBAUF0dXVhd1uP+N6arW633R/l8t1zh8UgnC5kWWwWGT2be8irXQdo0qXENlVSmPEMD4b8WOOB45BaoO8PIiLO3twtZdKBT4+MHEiBAbCJ5/4ckK6Gos+EkmvI6VhF26jP1HR0GKBigro6urZdtKk/6ULFs8ZgiB8k1566SXl/584cYIPP/yQFStW8PLLLwM96ffMZjM+Pj60trZiNptxOBzExcVhs9nweDyYTCal01OWZRoaGuju7iYqKgqDwYAsy3g8HsxmM21tbbjdbrRaLQEBAQQEBPQZaPZ5vT8E6+rq6OzsRK1WExgYOODzkNlsxmq10t3drfwI9Pf3JyIiApVKhcPhoKWlhZaWFrq7uzl8+DAAoaGhhISE4PF4sFqtWK1WnE4nKpUKX19fQkNDMRgM4nlKEARBEL4h8fHxTJkyhdDQUNatW4dOpyM/P1953eFwUF1dzUcffcSdd97JW2+9xZNPPklJSQnt7e3ExMQwYcIEZs+e3WfQ2EA6OjpISEjgscceY8aMGQwdOlR57dlnn+XDDz/k/vvvZ8GCBRgMBhwOB/X19fzhD3+gsLAQs9mMTqdj9OjRPPDAA2RkZAyY0lgQBEEQLoQpU6awatUq9u3bx9KlS7n//vv7ZHno7Oxk06ZN+Pn5kZOTw49+9CMKCwuxWCxIkkRMTAz33HMPkyZN6hOcHcgTTzzBhx9+yNNPP83MmTPR6XRAz314yJAh3HzzzVxxxRWMHTsW6MlAsXHjRlasWEFBQQGSJJGcnEx+fj4//elPiY2NFQFW4ZImAqxf0emzNk4fheH1evF4PMpIDrfbrXTsaTQaZVTHypUreeaZZ7j11ltZuHAhaWlp/UY89o4m6R0BIssybW1t1NTUkJubi6+v7zd70oLwHSPL4HLJfPopqAp2MefQkwR111MXNYqiYT/gQPr3qDvVM7N05Eg4baD0OUlSz7+cnJ6A6caNWvbLebweOITRI4uoTpoISIQEy+hUHlobYd06NR6PxOzZoNX2tE88awiC8E2QJInQ0FDlvwMDA/Hx8UGtVivLCwoKeOCBB4iLi2Ps2LG88847lJaWsnz5ct577z2ampr43ve+x/XXXw/0jHB95plnOHLkCH/5y1/Izs7G6/XS3NzMK6+8wpIlS2hpaSEqKorZs2czd+5c8vPzz1gPxuVyUV5ezs9//nMKCgoICgpi/vz5tLe390tztHz5clatWsXRo0ex2WwEBwczceJEnnzySYKCgjh16hRLlizhnXfewePxkJeXB8B9993HT37yE1pbW1mzZg2rV6+mqqoKo9HI6NGjue+++8jJycFfFM4WBEEQhG9E7yCpKVOmsG/fPrKzs8nLy1M6ZU+ePMnhw4dxu91MmTKFgwcPEhcXx9VXX41Go6G8vJxTp07x8ssvk5KSQmJiIlqtdsBjybKMzWbD6XT2yQYGPR3IXV1dSj+Nx+OhpKSEF198EY/Hw6JFiwgMDMTj8bBz505efvllrr76aq699tp+KY0FQRAE4ULQ6XQMHTqUxsZGPvnkE372s58pM0xdLhe7d+/GYrGQkZHBhAkT2L59Oz/5yU/QarV0d3dTUVHB4sWLkSSJKVOmEBUVdcZjORwObDYbbre7z+/v0++dvRkdPB4PL7/8MpWVlYSEhPDII4+gVqspKSmhqqqKJ554gueffx5fX18xeFm4ZImnuwvAZrNRVlamBD6tVitlZWUEBwcTFBREXFwcL774IiUlJUyZMoUbbrgBh8PBBx98wE9+8hN+85vfcPXVV2MymWhqagLAaDQSEBAAwOuvv45KpWLYsGEEBwdTX1/PE088QWdnJ1OnTiUtLe1inr4gXPLcbmhqhA2rXTxcdDdB9npqY0bz2ai72Jd+I2ZzT1D12mt7/vfLBjuTk2H2bAgMlNi40Z9tzokkyRKSBIbuNtIbtmFz6vlUcyUffNDTrjlzeoKsgiAI3zbbtm1DlmWeffZZEhISCAwM5MMPPzyvbYuLi3nzzTdZt24dL774IikpKRw6dIhXX32VY8eO8fjjj5+xlmplZSX33XcfDQ0NLF++HB8fH9588002b97cr+NSkiRuvfVW4uPjMRqNnDhxgkceeYRHH32UP/7xj6Snp3PrrbdiMBjYtGkTW7ZsAcDX1xcfHx+am5sZNGgQ/+///T+SkpJobm7mt7/9LX/4wx+45557mDNnzle7iIIgCIIgnBdJkjAYDEyYMIHFixdTWVlJW1sbwcHBQE+AtbS0lOjoaNLS0pSO5d5ngGPHjmG1Wtm1axeHDx8mNjb2jAHWL6K1tZWSkhL27t3Lj3/8Y8aNG0dYWBgulwu3283bb79NXFwcEydO7Ff+SRAEQRC+qt7JXenp6ZSVlfHBBx/Q1NREREQEOp1OCbD6+vqSlJREZmYm3d3dZGZm4uvrS3d3N8eOHWPVqlUUFxeTnJx81gDr+fJ6vVRVVfHpp58SHBzM5MmTmTx5Mmq1mv3797N9+3aWLVtGfX09cXFxGI3GC3A1BOGbJwKsX5HH46GoqIhrr70Wh8NBd3c3APv27cNoNHL99dfzt7/9jZaWFurq6rBYLADY7XbefPNNnE4nTz75JM8884wy8tJoNLJgwQJl5EhraysfffQRFRUV2O12goODycnJ4cMPPyQrK0t8AQnCV2SxwJZNHuSSkxi8duzGIPbm3cfxQdfQ1a3CZpO45hpISgK1+ssHWCUJYmNhyhQJPz/48EOorITEaAez191DUsUW2gPiCB5azcakn/Dhh+DxwMyZPYFdMZhLEC4NvSlsT69ncjHpdDo0Gs0FT7szfvx4fvrTnzJ+/Ph+dVbOxu12c/ToUdasWcPixYuV7RMTE7FarWzdupUVK1YMGGBtb2/n6NGjFBQUsGrVKmWma0hICAaDgWXLlvVZ/+abb+7TrtjYWGw2Gw899BC//e1vCQoKwsfHR5ml29vx2XutRowYQU5OjrKPxMREnnzySe68805OnTpFd3c3hvPJGS8IgiAIwldmMBiYMWMGf/7znyktLaW4uJj8/HxkWebIkSOUl5czYcIEwsPDCQ8Px+12K7XiRowYQWVlJVVVVezcuZOpU6dekL6U4uJipcTAokWL0Ov1yms333wzb7/9NhUVFRQXF4sAqyAIgvC1GTp0KNXV1bz88sscPHiQMWPGEBwcTHd3Nxs3biQtLY3BgwcTGxur3CO9Xi9+fn6MGzeOrKwsamtrOXHiRJ8U/F+Wy+Vix44dWK1Wxo8fz9y5c5Xf2ePHj0er1fLKK69w5MgRAgICRHxDuGSJAOtXpFarGT58OJs2beqXOkalUhEUFIRGo+FnP/sZ3d3dyqxUf39/Fi9eTGdnZ790dr3b9X7p3HbbbSxYsACHw4HX60Wj0eDr60tkZCR6vV7kKReEr8BqhVOn4LN9arwJySxJWonJWkNd9CjMdgMdNomUlJ6aqF8luNpLpYKQEMjNBZcLVq6E+mYtJbFTCWk9SUTTYcYc/AdOnR9bo2/ik0/A64Vx43qCsyLIKgjffi6Xi//85z+88MILF7spADzyyCPMnz9fqY1yoURGRpKamvqF0921tbVRX19PWVkZ999/f596qy0tLQBnfLaxWq3U1NSgVqsZMWIEWq1WqRkTGxvbr3brsWPHWLduHYcOHaKlpYXOzk7a2tpobm7Gbrfj9XqVYw0UIG5paaGwsJC1a9dSXl6O1Wqls7OTkydPYrFYsFgsREZGfqHzFwRBEAThy9FoNKSmpjJq1CgaGxtZt24d+fn5VFZWcuDAASwWC4sWLUKSJN577z22bt1KQUEBDQ0NyuA3vV6PwWDA4/FckDbV1tZy/PhxTpw4QWpqar/XOzs7iYiIoLa29oIcTxAEQRAGEhERweDBgxk+fDjvvfeekgq/tLSUgoICbr31VoYNG0ZLSwuvvvoqa9eupb6+HpvNhsvlwm63k5ubS2Zm5gVpT+/A6tLSUv7whz/wzDPP9Hnd4/HQ3d1NZWUlOTk5F+SYgnAxiADrVyRJEv7+/uf8IoiJienz3xqN5rxT+0ZGRorOO0H4Gni9UF8PRUVgbpOIjTXQqMvBEpxCh9eX7g4V/v6Qnw+nlST8yjQaCA6GvDxobYXdu1XsD56OIaWV4ciEtRxn7MFXsPjGUuQ7nr17e+oQjh7dk2ZYBFkF4dvN6/XS1NTEoUOHLnZTgJ4g4ecHc10IBoMBPz+/Pst6g5WfP15vDRb4X+0yHx8frrrqKoKCgpT1vF4vBoOBhISEAY/p8XhwOp1IktQnmKrT6dDpdEqAVJZlWltbeemll7Db7URFRZGdnY0kSZw6dYqSkhKcTudZr4vT6WTjxo2sXbsWtVrN2LFj0el0SoDW5XLhdDq/wBUTBEEQBOGr6H3OmDZtGuvWrWPv3r10dXWxYcMGbDYbSUlJZGdns3TpUpYsWYJareaWW24hJiYGnU7HZ599RkFBAS6X67yejWRZ7ree1+vF7XYr/+10OtFoNAwdOpRHHnmk38Azr9dLZGTkGZ9tBEEQBOFCkCSJsLAwrrzySl577TW+//3v43a7+eSTT5Tfw21tbaxZs4YlS5awYMECYmJiCAgIQK1W8/LLL5/XAKTelMQD3UdPr8sqyzJdXV3Ex8czb948pk+f3m99WZbJzs4mPDz8wlwEQbgIRIBVEITLVns7nDolU37CSZjbjMEQiRc1XfogLK09gdDkZBg27MLXQdVoIDISJk7sCbKWlSWyP/pq1F4Xox0dxNYWMPbYa1hHRnCqLZmiIl1PrVYDxMR89Zm0giB8fdRqNVlZWfzwhz+82E0BIDMz87xS935RKpUKtVrdZ5nBYBgwPXJzc7PyQ0un02E0GvH19WXcuHH9UgFLknTG2bY6nQ4/Pz88Hg/Nzc3KD7HOzk5l5G2vyspKtmzZwvXXX89VV11FYmIisiyzatUqJEnC6/Uiy7Iyc/XzPxDb29spLCyktLSUH/3oR0yePBk/Pz/279/PypUrle0FQRAEQfhmjRgxgoKCAoqKijh27Bg7d+7EaDSSkZGBn58fRUVFOBwOMjIymDp1KhEREWi1Wpqbm9mzZ88579+9A7mcTmefwVRWq5Wurq4+AVZfX1/l2SQ3NxcfH59+z106na5P6mBBEARB+DoEBQWRn5+vpNKvqamhsLCQ4cOHExoayqlTpzh27BhGo5Fx48aRmJiIn58fkiTx6quvDjiw6PM0Gg1arbZPVk6Xy0V7ezsul0vJ8KlSqQgJCQF6Jo+NGTNmwNrnvr6+4h4pXNJEgFUQhMuS1wsVFXDyqBNPZQ3jurfQ2DKWltAMuh3Q1SURHw85ORAd/fW0QaWCtDSYMQNWr4ZahuBFQi/byT/wD7IPv0NrSCqu5O9T0RhDYaEOrRamT4f/yzYuAq2C8C2k0WiYMWMGU6ZMudhNAUCr1fYLhH5dIiIi+PTTT2lubsZisaDT6WhpaeHkyZP4+voCEBgYSGxsLIGBgRw5coS8vDx8fX3xer04HI4+o14/z9/fn9jYWPR6PTt27GDmzJmo1WpKSkooKyvr0wna2NiIy+Vi8ODBDBs2DJ1OR3NzM6dOneqzf61Wi06nw+l0YrVaMRqNqFQqrFYrVqsVf39/8vPziY+Px263U1pait1u/3ovpCAIgiAIZzRkyBDi4+P57LPP2LRpE7t372batGkMHz4cgOrqakJCQsjIyGDo0KGoVCo6Ojro7OykpaWF4ODgs+5fkiRCQkJoa2vDbDYrWS/Kyspobm7uE2CNiooiIiICs9mM3W4nODgYo9GIJElK+sPezmhBEARB+DoFBAQwfPhw/P39OXToEJ2dnRw6dIh77rkHf39/rFYrLS0tpKWlkZWVRUhICB6Ph/b2dhobG5WA6Nn4+vri6+tLXV0dDodD+e1cUlKCw+FQfmur1WrS09NZvnw5VqsVl8tFcHAwarUaWZZxu904HA6l7I8gXKpEgFUQhMuSzQYHDoD5SD0jq5cz/+Aj1B0ZwRs/3EZTox4//56Zq8OHf/1BzOHDwemEDRugwpnJ5tQ78XVaGFX0KhO3P0mHXxSuqKuptUSxeXPPLNaZM3tmwQqC8O0jSRJarfay7EgbOXIkS5cuZefOnURHRxMTE8O6deuorKwkIyMD6JnFkZGRwYwZM1i8eDGBgYGMHDkSh8NBWVkZVquVuLg4rrnmmn779/f3Jy0tjfz8fJ5++mn8/f0xGo0sW7aMbdu29Rn5Gh8fj8FgYNu2bfj5+REZGcm+fftYu3ZtnwCryWQiJCSErq4utm/fzuDBgzGZTMryffv28f777zN//nxOnjzJu+++S3Nz89d/MQVBEARBGJDRaCQ7O5ujR4/yzDPPYLPZyM7OZuLEiUiSRGJiIps3b0aj0TBixAhMJhNvv/02O3bswGw2n3P/arWaMWPGsGPHDmRZJiwsDK/Xy7PPPkthYWGfgWsjR46kq6uLpUuXcvfdd/ODH/yA7OxsTCYTNTU1bNq0iczMTKZOnSpKPwmCIAhfK5VKhb+/P7Nnz2bz5s3U1NTg6+vLddddR2BgIIGBgYSEhLBhwwYKCwuJjY2ltbWV//73v9TW1uLv73/OYyQkJBAfH8+bb75Jfn4+vr6+FBcX889//hP4Xzp/vV7PvHnzePfdd9myZQuVlZXcd999REZGYrVaKS8vZ+fOnfzsZz8jOjoao9H4tV4bQfi6iO55QRAuO7IMn34Khw/LxJbtY1L9UrwqDbUxuXR7NHQ7JCZO6gl8nsezxVcmSZCb2/O/mzZJHD4Uy4oxz2B0tBFVv4+24EHoQv0JckFbGyxbBj4+MGnS/7YXBEH4NpgwYQJ33nknS5Ys4ac//Sl6vZ7rr7+eG264gWPHjinrDR48mN/85jdER0fzl7/8hYqKCnx8fEhKSmLq1Knk5eWd8RgJCQn85S9/4d577+Xaa68lKCiIG264gUmTJnHw4EGg50fd0KFD+fWvf80bb7zBj3/8YwwGA3l5eTz22GPcdtttyv5iY2OZNm0aRUVF/OAHP8BsNvPggw/y05/+lJtuugm9Xs+///1vnnvuOXJycvj5z3/O7373u6/vIgqCIAiCcFaSJJGVlUVjYyPLly9nzJgxDBo0iMDAQCRJ4ic/+QlOp5PCwkJuvfVWfHx8GDt2LEOGDCEiIuKc9eX0ej0PPfQQL7zwAnv27OHjjz8mJCSEG2+8EVmWOXLkiLKuTqdj1KhRvPXWW/z973/n1VdfxWq14vF4CAoKIjU1lSFDhvSpHS8IgiAIXwdJklCr1SxYsIDCwkICAgLIzc0lIiICjUbDyJEj8fHxobq6moceegi1Wk1YWBi5ublMnTq1T4aGM5k8eTKBgYE899xz/OQnP8HPz4/U1FR++MMfcujQoT5p8g0GA8888wzbtm1j06ZN3H333TidTnx8fAgODiYtLQ1fX99vLOOWIHwdJFkUj7rsWK1Wxo0bx1133cWtt94qRogIlxVZhuZm+NvfwHWynElH/s7Mo3/BbgjitdsLONSZgp+/xPe/D9nZcIYygF9Lu1wuOH4c1q2T2b8PMuI7CZTb6PQNx6vWISPhcEBjI6jVcMcdPSmMDYZvpo2CIPTldrvp7OykoaGBhIQE9Hr9dy61jdfrxe124/F4lOcFj8eD0+lErVYPmM7H7XbjdruV2iua/5tu7/V60el0feqdnr6uJEnKD8LefwPprQvjdDr7HEOWZbxeb580fJ9vi0qlQqPR4HA4lPR9vfVYXS4XHo8HWZbRarVKu3v3Af+bnexyuVCr1Wg0mq+lvq3wzfN6vdjtdqqqqkhMTESv1/d5b71eL+3t7YSGhnLs2DFSUlKUz4ggCILwzWtvb6eqqoq1a9eSmJhIfn6+Um+9u7ubTz/9lIqKClpbW9FoNKSnp6NSqeju7sbpdHLllVfi4+NDc3MzGzduJCwsjGHDhhEeHo4sy9hsNnbv3k1NTQ3t7e1K7fiKigoaGhrIy8sjMzMTjUaD2+2mq6uLnTt3Ultbi81mw+Px4OfnR1RUFKmpqQwaNOiMNeYFQRAE4UKRZZn6+no2btyIzWZTskNJkqTUSt22bRs1NTXIsoy/vz+pqal0dHTgdDqJiooiPz8fgA0bNtDV1UVYWBjjxo1DkiQcDgctLS3s2LGD+vp6dDodERERDBs2jHXr1jFs2DBSUlKIi4sDoKuri4qKCoqLi6mqqsLlcqHT6fD39ycqKooJEyZgMBhEkFW4ZIkA62VIBFiFy5ksw44d8M47MObYa0wpf51wczEnU69kxZzXOXxCy8yZErNmQVzcNzs7VJahqwtOnYL335c5dRJSkjxodGoklYRfRz1+1jqajfGUtIURGQnXXw+Zmd/MTFtBEPq6HAKsgnC5EAFWQRAEQRAEQRAEQRC+CNErIAjCZUOWweuFI0fA2NFEUmMB4ebjdPlGcDTzOjq6dRgMkJ4OJtM3n3pXksBohKQkuOIKCYsF6ps0RERApO0UaSfXklS+icawodhGPEp9o4HNm3samZEBAQHfbHsFQRAEQRAEQRAEQRAEQRAE4XIkcpoJgnDZkGWwWKCsDFJaPyWm/RgqWaY5NIOqmDG0tUFUFMTH9wQ6LwaVCnx9ISsLxo7tWWa1gtvuJKC9msSKbQw99j4ja1cSYHRxskRm714oKemZ/SoIgiAIgiAIgiAIgiAIgiAIwtdLBFgFQbhseL1QWSnT1CgzuGkLod21WEwJVMZPoMMYQUcHpKVBSAj8X/m+i0Kt7pmNOnVqz8xUux0apCjqgodgDk7B1F7J2IK/kCmdQO11cvhwT5C1oqKnjqsgCIIgCIIgCIIgCIIgCIIgCF8fEWAVBOGyIMvg8cDRo+Do9uLjakdWa6iPHknxoKtwOHpmjw4bBnr9N58e+PNUKoiIgLlze2rBmr1BfBZ+NTvH/JJuQyAxdZ8xaccfyPCvRXZ5KCqCjz+GxsaeQLKori0IgiAIgiAIgiAIgiAIgiAIXw9Rg1UQhMuCLENnJ3z2mYRfgJq1c//JZx2n8Kp1NBoSMDdBTAwMHnxxZ6+eTpJ66sHOmwerV0N5eRifBl+JPFvDdctuYMixD7AbQ9CO+CnH1EPZt0/C5YI77oDAwJ5zvtiBYkEQBEEQBEEQBEEQBEEQBEH4rhEzWAVBuCzY7XD8ODQ0QFgYqDXQFpxCuyket7unfum4cT21V79tQcnsbLjySsjMhAa7icKIq1k3ezFelYaR+18jf//fGWbfS3AwFBbCG2/0BJPFLFZBEARBEARBEARBEARBEARBuPDEDFZBEC4LXV1w5JCXwM56fKQgvJIBJBXd3T3B16CgnkCmSvXtC7CqVDB0aM//93gkDh008GnKIkJGFzP8wL8JsFYT0N2EXwxERsJnn/XUkb3mGjCZerYXBEEQBEEQBEEQBEEQBEEQBOHCEAFWQRC+85xOMJuhvNjBVVUvk1hZxuFhN1Mbk4vFGYrTCampEB19sVs6MEkCg6GnjS4XWK0SFdUB7M26gy6fUJrCh1AfPQKNBvz8wOGAPXt6gsb5+T3BVhFkFQRBEARBEARBEARBEARBEIQLQwRYBUH4zuvshNoaL9baDnJrPyTUWkpp6pXIbg8uV0/N1fT0nvTA31aSBAEBkJEBbW2wciWckDLxputwmMJw6gOQkNGqPEQYu6g0+1NQIOHj0zMzNzT02zczVxAEQRAEQRCEL8/r9WK327Hb7RiNRoxGI6qLNLJSlmXcbjednZ14vV78/PzQarVI4kfIRWG323G5XHi9XkwmE9DzHjmdTqxWK76+vuj1ejSay69bUJZlXC4XNpsNrVaLr68vkiSJz6ogCIIgCF+YmNMkCMJ3miz3BCSrTjrxa60k3FKCV6Wl3RSHDT+8XggM7AlcStK3OwipUvWk/B0zBkaOlOjslKjSDaJTbQJk9A4rUQ0HSG/YSkSgg+oqmYICOHYMOjpETVZBEISBuN1uzGYzRUVF7Nixg507d+J0Ovut5/V6OXHiBEeOHKGrq+sLH8fpdHLixAkKCgrYsWMHBw8evBDN/9oUFhZy8uRJbDbbRWuDLMs0NDSwZ88erFbrRWuHIAjCt1VHRwfPPfccGRkZPPPMM7S3t1/U9nz66acsWrSIWbNmUVBQgCx+gFw0S5cu5e677+aGG25Q3oe2tjbWrFlDdHQ0L7zwAuXl5Re5lReH2+1my5YtzJgxg4cffpi2traL3SRBEARBEC5Rl99QNUEQLiseDzQ3Q90JKznmLahkD81hg7EEJmLu9kWSIDYWEhMvdkvPj1rdExCeOxfq6qCsrGd5kK+b0JbjTNv0G4LNJVhuXIszIJ2TJTpkWUKthtxc0OkuavMFQbhE2Gw2uru7kSQJg8GAr69vn9e7urro7u7G4/FgMBjw9/e/SC396qxWK9u3b+cvf/kL5eXl6HQ6CgoKCAsL67Oex+Nh8eLFWK1Wfvvb35Kamnrex5BlmdraWv74xz+yb98+Ojs7GTVqFMuWLbvQp3PB3H777UycOJHbb7+dnJyci9IGr9fLli1b+OMf/8ibb77JyJEjL0o7BEG4PGzZsoU1a9Zw9OhR/vznP5OWloZWq73YzTovsix/I8HMTz75BIvFQkBAADNmzOg346+3Hb1t+bYFWNeuXcu7777LkSNHlGUqlQqtVktsbCz5+fnk5eUxYcKErzyj0e12c+TIEQ4ePEhSUhIjRozAz8/vQpzGWcmyTGdnJx9++CEGg4H58+ef83263Gg0GsaOHUtKSgp1dXUsWbKEu++++2I3SxAEQRCES5AIsAqC8J1mNkNFhUx7RRu5LWsBKEm7BofWD3t7T93VrCzQ6y9yQ78AlQoiIuCmm+Df/4aGBpAcHpIcNkztVZisNcz/8Cbev+49TvkOorRUg83WE2TNz+/Zx7d5pq4gCBffH/7wB5YuXYrJZOKWW27h5z//udI5J8syb7zxBm+++SY1NTVcf/31vPDCCxe3wV9BYWEhK1euRKVSsXnzZkwmEyEhIf3W02g0PPnkk8iy/KU6SP/1r39x6tQpfv7znzNjxoyvFJQ+vUN0oE7TM712KZFlGZVKxbx585g+fTqBgYEXu0mCIHzHWa1WKisrOX78OHa7/bINPp3N3r17qampITIykhkzZvR7PTY2loULF9LV1UVcXNy37j7U1tZGaWkp5eXljB07Fr1er6SLrayspL29nbq6OiRJYvz48V85wFpSUsKaNWsYP348mZmZ30iA1eVyUVRURHV1NXl5eeTl5X3r3oeLTZIk/P39yc7OpqioiK1bt3LHHXeg0+nEtRIEQRAE4QsRAVZBEL7Tqquh7pQdn+ZKkup2AXAscz7N3QFoNJCQ0FN/9VKUmgoLF8Lq1VBRbmC/cSyOBe9yw3+vIaLpKHNW/4hPpj3NUf8xNDZq+O9/e+rNiglAgiCcj5CQEGpra9m0aRN33303xv8rVO10Otm6dSuVlZVERkZe5FZ+dW1tbXR1dZGTk8OgQYPOum5AQMCXPk5FRQUpKSlkZmYSHx//pffTy+VynXFmldvt/k7UVHO73RgMBgwGw8VuiiAIggAcO3aM4uJikpKSBnw9Pj6eW265BVmW0Wg038pglVqtJigoiBtuuIHAwEDcbjdWq5X169ezZ88eqqurUalUjBs3DlmWv/Q5eL1eqqqq2LVrF+Hh4Tgcjgt8JgNzuVxs2bIFt9tNbGwsGRkZ38hxL0WjRo2itLSUbdu20draSnh4+Hfi+UkQBEEQhG+OeHIQBOE7y+mE0lLoPllFdsdOJKAhYhjtgQk012iJiYHkZAgOvtgt/eJ6f+cPGQLd3bB9u8TxY0ZKfIewYt6/uf79RUTX72Pc7ufQDbuDAzFX02JWsWQJ+PrCoEE9wVZBEIQziY+PVwJbW7ZsYfbs2QBs27YNt9tNcnJyvzS6Xq+XNWvWsHbtWoqKiujq6iIhIYG7776b6dOno9fr8Xq9HDx4kNdff52ioiJaWlqIjIzkqquu4uqrryYzMxMAh8PBb37zG6xWK4MHD6awsJDjx4/j7+/PjBkz+NWvfnXOztsVK1bw4YcfcuTIEZxOJ4mJidx+++3MnTsXlUrFL37xC5YvX05DQwMajYZVq1Zx7bXX8vjjj/ebYerxeHj44Yfp6OjgV7/6FSkpKezcuZNXX32V5ORk9Hq9kvI3Ly+PefPmMWPGDDo7O7niiis4ePAgsiyzadMmBg8ezNy5c/nZz36G1Wrl2WefZdu2bVitVoKDg8nPz+e2224jLS0NgNdff52tW7cSHR1NcHAwK1asoLGxkZKSEsaOHcuVV16JWq2mqKiImpoabrrpJu699162bt3Ku+++y8GDB7Hb7cTGxjJ79mzuvPNO1Go1kiTR2trKli1bePPNNzl58iSxsbE88sgjdHZ2nvMzUl5ezqZNm1i6dCnV1dUYDAZSU1O5//77GT16NDqdDrvdzooVK3j99depra0lKCiI/Px8rrrqKqZOnaqkT54zZw4333wzNpuNXbt2YbValZnTzz33HP/4xz+UVMU2m43t27ezePFiysrKCAwMJDc3l6uuuopp06ahUqkAWLx4MWvXrqWmpgaAqKgopk6dysMPP3zOcxMEQej1RWeynn5f+iqzYM+WoWCg18/nmF+0badnrzjXsXrXPT1A9WWPd77rn2nbc63n7+/PFVdcoQwUk2WZG264gZ/97GesXbuWpUuX8vTTT6P7v/oq59uWM12vM6VMPtf1HWjds5FlGYfDwYcffkh6ejppaWnKOZxru6/qy753X2a7C3EsgNzcXIqKilizZg0fffQR119//VcaTCcIgiAIwuVHBFi/Io/Hw/Hjx1m1ahXl5eW0tbWRlZXFggULGDp06Fm3lWWZo0ePsmTJEsrLy5EkieTkZGbOnMn48eP7rFtcXMyOHTuUDqfExERuueUW0tLSlBklgiD01dAANTWgbagho20PXpWGsuTpdHv1eL0S8fE99VfV6ovd0i9Pp4PBg8HlApdLoqTYQHHQGHZM+DVjdz9HfPVu3BojMhJFMVfT2CixejXMnw9xcZdWamRBuOR4vT0jPc5GpeoZ7dDb4eN29/w71zand5Y5nT3HGohO17P+l6DRaBg0aBABAQFs2LBBCbBu3LiRmJgYTCYTHR0dfbZZs2YNH374IUajkRtvvBGj0Uh1dTV//OMfCQ4OJjs7G4PBgCzLBAQEcPPNN6PT6aiqqmL9+vV4PB7UajVpaWnIskxLSwu7du3C6/UyYsQI8vLyKC0t5YMPPmDkyJHMmDED9QBf4rIss3fvXhYvXkxUVBQLFizAaDRy8uRJnnrqKZKSkhg8eDDXXnstLpeLPXv2EBwczI033qgESwfaZ0tLC+3t7Tj/73212+2UlZVx4MAB5s6dy5133kl1dTUFBQUsW7aM+Ph4kpOTeeCBB3juuedQq9VMnTqVkSNHkpSUhN1u5+mnn6a0tJS5c+diMplobGzk5MmT/P73v+eVV17Bz88Pq9XKiRMnKC0tJTc3lx/84Ae4XC4kSaKmpoZly5aRm5vLuHHjCA8PJykpiWPHjvGnP/2JQYMGsWjRIgwGA42NjSxbtozg4GCuu+46NBoNa9euZfXq1ajVau655x5kWebNN9+ktbX1rJ8Pm83Gli1bWLp0KcOGDeOGG27A6XTS0NCA0WhElmXa2trYtWsX//znP5k6dSoRERG0t7dz+PBh3nrrLfR6PWPHjsXtdlNdXc3SpUvJzc1l9uzZhIaGkpqayoEDB6iurlZm/lgsFgoLC/nTn/7EhAkTmDdvHjabjf379/PBBx/g8XiYMWMGe/fu5e2332bq1KnMmTMHjUZDd3e3EnwVBEE4X+Xl5bz00kt8/PHHPP744wQHB/P2229TUFCAVqslLS2NSZMmcc899/T5jumtcbl9+3Z27tzJli1bqKysRK/XExoaSnp6Oj/96U9JS0vD5XJx+PBhFi1axGOPPcaUKVP6ZVX46KOP+NnPfsZdd93FjTfeSHR0dJ/X7XY7R48e5Z133lHunZGRkUyaNIkHH3wQo9HYJ8D08ccfs3fvXvbv3095eTk2m42goCAGDRrE1Vdfzfe+9z0lU0LvYKFjx47R2dnJsWPHiIuLA3oGZI0bN45nn32WwsJCXnjhBSwWC48++ii5ubnKNXE6nWzcuJGlS5dSUlKC2WzGYDAwZswY5syZw5gxY/qk6D906BCvvfYaH3/8MX//+9+xWq0sW7aMTz/9FL1eT3Z2NpMmTeL222+/IN/ter2e5ORkYmNjKS4upqWlhbCwMHQ6HW63m1OnTrFkyRKOHj1KZWUlZrMZf39/hgwZwtixY7nxxhsJDAxEkiSOHTvGhx9+yJ///Gc6Ojp46623WL58ufLM8uCDD3LTTTcRHh4O9KRe3rVrFx9//DGlpaXodDpiY2MZMWIE995773nPrOzq6qKqqorjx48zZ84cEhMTv9A1+Pvf/86mTZuoqKjgySefZNKkSXR2dlJSUsKyZcvYt28fra2tuN1u/Pz8mDhxIjfffDMZGRn4+voq+/n0009ZvXo1b775Ju+99x6HDh1i69atFBUVodFoyM/PZ+rUqSxYsKBPWt76+nry8vK49tpryczMRKVS8Z///If6+nrCw8MZPnw4t9xyC6NGjVLec6/XS319PUuXLuXgwYOcOnWKpqYmDAYDKSkpjB49mh/+8IdER0f3C7AGBgYSFxdHbGwsH3/8MVdddZUIsAqCIAiC8IWIAOtXJMsyDQ0NVFZW4vF4lNkakydPPut2Xq+X9vZ2Xn75ZRobGzGZTMiyTElJCbW1tURHR5OUlIQkSVRWVvLRRx+xc+dOfHx8iIiIoKSkhNdee40777yTtLS0M6aIE4TLWWUltLSARhdKU2IuGr2asqTpdHSqMBh6Aozh4Zd+PdKAAMjIAIcD2ttV1LaYODDoOoJaT5F+ai2xNXuw+UZQlTABh38gx4/Drl0wfnxPgFkEWQXha1JTA//615lf12h6ptHfcMP/voh27YJt28DjGXgbHx9ISYHrrvvfsvfeg/LygQOzP/lJT7HpLykpKYnw8HDeeust2tvbAfjss8+YN28edrudffv2AT3PQx6Ph/feew9/f3+mTJlCXl4eRqORiooKNmzYwNatW4mPjycqKoqoqChmzZpFcnIyRqORmpoaiouLOXnyJMeOHVNmbkJPp25OTg6TJ0/GZDJx+PBhduzYwfbt25k2bdqAAVaAVatW0d3dzfjx45k0aRJGo1HZdu3atSQnJzNy5EhKSkqorKwkLi6Oa6+9Fq1W+4Weq2RZxu12M2XKFIYOHUpzczPV1dXU1NRw9OhR0tLSmDVrFu+++y5arZZJkyYxZswYvF4vFRUVrF69mgceeICJEycSGBhIU1MTn3zyCa+++iqHDh1izJgxQE+naXJyMuPGjWPs2LGoVCqlo1CtVpOens7s2bOJiIgA4JVXXkGSJCZOnMiIESMwGAxUVlZSXl7O0qVLmTNnDk1NTRQUFNDe3s5NN93EzJkz6e7upra29pwduR0dHZSVlVFfX88vf/lLRo8ejcPhoLa2ltjYWNRqNY2NjaxcuZK4uDjmzp1LVFQUFosFlUrF7t272bhxI2PHjlX26ePjQ1ZWFtOmTSM4OBhJkjhw4ECf49bU1LBlyxZ8fX2ZO3cu8fHxdHR0oFKpKCgo4OOPP2batGmcOHGCxsZGJkyYwPDhw9FoNHR0dCifY0EQhPPldrsxm83U1NTw/vvvEx0djdvtJjc3l5qaGqqrq1mxYgU5OTnk5ub2GQD9/vvvs379ek6dOoUkSYwcORK1Wo3L5cJsNlNcXExCQgLQk7mhpqaGjo4OXC5Xv3Z0dXVRW1tLe3s7ngGeEz799FMcDgeNjY0MGzaM1tZWLBYLK1asUDJFxMTEKOvv2rWL0tJStFot2dnZynlWV1fzr3/9SwlohYWFodFoGDduHC0tLbS2tuLn56f0eYSFhfXJPtHS0oLZbMbpdCqzC5ubmzl48CB/+9vfsFgsBAQEkJCQgMPhYO/evZjNZkpLS/nRj36kBIKdTqdy3d9++238/PyQZZm8vDyqqqooLi7GYrGQnp7O2LFjv1KfSO/91G63K/V39Xq9EsRzuVwcOnSIkpISZFkmLS0NlUpFW1sbZWVlNDU10d7ezi9/+Us0Gg3+/v4kJyeTmprK0aNHiY2NJTs7Gx8fHwCSk5PR6XR4vV42bdrEhx9+SGlpKWq1mry8PJxOJ21tbWzduhWHw8HPf/5zIiMjz3mOVquV0tJSXC4XcXFxA9aU/zxZlnE6nSxdupTVq1cjSRJXXHEF6enp6HQ6SktLOXLkCCdPniQmJob4+HglrfLmzZtxOp3MmDGDuXPnKtfS6XRisVioqanhjTfewOFw4HK5GDVqFNXV1RQVFWE2m/F4PNx0003K9fd4PNTU1FBUVERZWRk6nY74+HjCw8OpqamhoKCAtrY2nnrqKSIjI9Hr9Xg8HsrKyjh48CBWq5WkpCQGDRpER0cHzc3NbNiwAbPZzOOPP46fn1+fYLxKpSIwMJDo6GiOHTumDKATBEEQBEE4XyLA+hVJkkRAQABjx44lLi6O2tra89rO7XZz6NAhPvjgAx544AGmT5+uPFy/+eabbNq0idtvvx1Jkti7dy87d+7E7Xbzwx/+kKSkJFasWMHzzz/P6NGjCQsLU0Y+CoLQw+XqSQ9stYIqPI2DCT+gITKHuuhRWJpUREb1xBy+CwNUJQlCQyEnBzo6YM0aiQp1Cp9l347e2UGQpQwk0MsOQkOhqgr27OlJFaxWQ0yMSBcsCF+Lqip44okzv67Xw/TpsGjR/5Zt3w5PPdUzYmIgoaEwc2bfAOu778KWLT35wj9vzpyvFGCNjIwkJSWFjo4Ojh07hizLWK1WkpOTsVgsSoAVegJuO3bsUDrYSktLgZ7OsvDwcPbu3cvcuXOV2a+xsbFUV1fT3d2N1+slICCAuro6ysvLP3fKoUybNo2MjAwkScLlcpGZmcmJEyfwnmnmLj0zbfPy8hg7dizp/1dsOyAggDFjxrBx40Z+9KMfERAQgF6vR6PRoNVq+6UFPh86nY60tDSmTJmCJEmEh4eTkZFBW1ubkqHEx8dHOYaPjw++vr5YLBZlFkxkZKQSlAXQarW4XC4KCwvJz88HemYUZ2dnM2vWLPz8/Pq0ISsri7y8PKWD2+VysWrVKjIzM3E6nZSVlQE9weqIiAjWrFmD0+nk5MmT1NXVER0dzdy5cwkMDARg/vz5Srrjs9Hr9RiNRtrb26mqqiIkJIQhQ4Yo6QibmprYsmULN9xwA01NTTQ3NwM9z8+yLFNQUNBnf6NHj2bMmDGkpKQADBhAqKmpYceOHQwePBiLxYLFYlGuj8PhoKioCK/Xi16vx8fHB7PZTF1dHUFBQQQGBn7h2TyCIAi9PB4PJ06cQKVSMWLECNLS0jhx4gS7du1i3759bN68maFDh2I0GvF4PFitVj788EOOHj2KXq9n2rRpjBw5ElmWMZvN1NfXX9BZ9WVlZajVanJzcxkxYgSNjY0cPnyYdevW8cEHHzB06FBCQ0OVLA2SJBEZGUlkZCQJCQmoVColULV+/Xo+/vhjYmJilADrNddcw/79+5FlmcjISG644QYAjEYjwWepuSLLMjU1NXz88cfs2LGDWbNmMXz4cFJSUmhvb+c///kPRUVFtLe3M2PGDNLT0/sMnvJ4PBw+fJghQ4YwfPhwBg0axOHDh9m0aRPHjx9ny5YtjB49+ksNjnK5XMr/b25upra2FpvNRnBwMEajUXl/eteJjo4mNDSU2NhYTCYTVVVVbN68mZMnT/L+++9zxx13KPebrKwshg8fTllZGampqcybN08JeA4aNAi9Xk93dzerV69m//79GAwGpk6dSlZWFjabjaNHj7Jr1y6WLl3KVVddhdFoJDQ09Kzn1dHRQWVlJbIsExERgclkOue16A3Kvv/++7S1tTFmzBgWLFhAcnIykiTh9XpRqVQkJCSQk5NDYGAgXq+X2tpa3n77bbZu3YrRaGTq1KkDPkcVFBQwdOhQcnJylOe3devWcezYMQDmzp2Lr69vn/e8oqKCsLAwEhISmD59OlqtloKCAvbt28eaNWu4/vrrGTdunFKqwuVyERISQkJCAikpKQQHB9PU1MSePXs4ePAg7733Hj/60Y9ISEhQgty9/P39iYiIYNeuXdjtdiWbiiAIgiAIwvkQAdavqPcHTG5uLtBTI8tsNp9zO4fDwfLly4mLi+OWW25R0vsYjUaOHj3K0qVLue2225BlmS1btiDLMnPmzFFqVd1333385z//Ye/evaSlpYkAqyB8jsXSE2B1u8HX5IPZP43W4J4ZUbbOnkljISE9E8i+C1SqnvOZOhWam2HzZiiJzkc94m50uLAEJ9HpF4Eky8THyZSVSWzbJuH1woQJEBHxpbOICoJwJjod/F9trwHp9f2LQPv792xzpgBrSAj8XxBMERzcs81AAdavOHpCr9cTGxvLqFGjWLFiBbIsM2zYMOLi4uj+3PFqa2ux2+0sWbKElStX9uk0djqdZGZm4vV6cblcnDx5kvfee49t27bR0tKCw+FQ6o+OHDmyz357a8GeXtstMDDwnIPaqqqqWLRoUZ9Ub1qtlsGDB7N582bc50rFfJ50Oh1JSUl9lvn6+qLVavulUD5dd3c35eXlOBwO7rnnnj5p67xeL2q1GqvVqiwLDAwkNDS0X3AVIDY2ts8sFVmWKS0tpbS0lE2bNikdhbIs4/V60Wg0OJ1O6uvrgZ4gduBpn6v09PQB0ySfLiIiguHDh7Nnzx5+/etfM2rUKEaPHs2UKVOUNMtWq5Xy8nJee+013nnnnT7np1KplEBqr/j4+LN20kNPauJjx45x4sQJNmzY0Gefbreb9PR0PB4PU6ZM4eWXX+aZZ55h0KBBSkf32LFjlefm863XJwiCAD1BnKysLObPn891pw10WrJkCfX19axZs4bbb7+dkJAQurq62LdvH+vXr2fMmDHMmzePO++8s8/+Tq8deSFm15tMJnJycnjmmWeUZcePH0ej0fDPf/6T+fPnExsbS3x8PACPPPIIarVaCUz2tufYsWO0trayYsUKpk+fzuDBg9FoNEyYMIGIiAgsFgsRERHMnDnzvGphut1ujh07xltvvUVKSgqPP/44GRkZaLVaZTbo888/rwTCetvVu0+n08moUaOYP38+V1xxBQDz5s0jMDCQN954gzVr1nD//ff3C5ydjcfjwWw2o1arcbvdWCwW3n33XXbs2IHT6WTChAkYDAblWcZoNDJ//nxuuOEGVCpVn3MdNWoUq1at4s9//jOHDh1i5MiRSqrltLQ09Ho98fHxTJw4kdjYWGW77u5uampqePPNN5kzZw7XXnst1157rfK62WymqKiIK6+8knXr1uHj43POAGtnZ6cyWCssLOycA8fcbjeHDx/mL3/5C9u2beOpp55i+vTpZGRkKOsMGTKEjIwMDAYD8L/32ePxEBcXxx/+8AeOHDnC0aNHlUFhp4uKiuKmm25SSk1AzzPEsmXL+Pjjjzl58mS/FMM1NTVce+213HXXXcrgsVmzZvHxxx/zox/9iNdff53ExERCQ0PRarWMHTuWKVOm9Htvpk2bxsaNG7n77rvZvn07s2bNUmaM9/L19SU8PJz29nba2tro7u7u0xZBEARBEISz+Y6EFi49LpeL/fv3M27cuD4dWL0di0/834wXl8tFaWkpERERDB48GOjpDJIkifz8fOrq6mhsbDzjcc70I0cQvuuKi6G5SUanlfHzAWQJkHA4eoKqKSnfjdmrp1Opes5p0SIwm+HgQfBGTCQgoOc1SZaRAIOrg6REPyqqVGzeLGGz9Uxy6+2bF/3NgnCBjBwJp06dfR21uu/ohrvvhh/96NzbnO6f/zxzDdb/6wz7KsLDw7nyyit5+OGHAXjyySeJiYnh5MmTfdbr6upClmUeeughpk2b1q9TT6fTERERweHDh3nnnXdYtmwZv/71r8nNzcXPz4933nmHPXv29Ju1OFCq2t4ZkGfT2+k70HoXOrB2pnS6Z5th6/V66e7uJiIignXr1imzPk9vo8lkUjp39Xr9GWfnDPRaZ2cnv/jFL5R6pp8XEhLSr1bgF7kuKpWKq666igkTJlBUVMTWrVt55513eO6555QOWofDQUBAAH/605/Izc3ts39Jkvqdc+9s4rNxu934+Phw7733Mm/evH6v63Q6jEYjPj4+fPLJJxQUFCjZYN5++21SU1NZs2aNKK8hCMKXMnXqVKZOndpnWWRkJNnZ2axatUoZvGO1Wlm9ejUul4urrrqKhQsXfu1tGz16dJ8AHfQMwLntttt4/fXX2b9/PwkJCUqA9fR+CFmWsdlsuN1uZFlmzJgxbNu2jdbWVux2+xcKXn5eaWkpJSUldHV1cdtttxEZGdnnu37ixIls376d0tJSNm7cyC9/+ct+g3yuuuoq8vLy+iyLj48nIyODjz/+eMCMB2fSm8Fh7NixfZ4VXC4X2dnZLFy4kLvuuqvPPVKSJCXA2Lu+0+mks7OT6Oho0tLS8Hq9HD58mLS0NIKCgs7ZDrPZzNq1a3E6neTm5pKTk9NnsH7vTOGUlBQOHjzY7/wH4nA4sFgsaDQafHx8+t1nT+dyuXjppZcoLi7mxIkT/Oc//2HMmDH92q7RaPq8X263G6fTid1uZ8SIEQQEBNDW1nbGAOuiRYuUvqxe06dPx2q1smXLFj755BOioqL6BDWzs7OVWeK9goKCyMjIYMaMGWzZsoWWlhbl2cXwueddt9uNzWbDz8+PuLg4/P39OXr0aJ+yBL30er0yGM9isWC320WAVRAEQRCE8yYCrBeJ1+uloaGBsLCwPulHdDodISEhdHR0YLfb6ejooLu7Gx8fnz4zC6BnRGJJSQmdnZ1nPE5v2pvTZ2lYrdYv9ANEEC5Fx46Br6WWcWVvEaE1cyrlCkqTZtDa2pNhMyWlZ6LYd40k9QRZb7utp/TjiRM9E+HCw0Etu4iq28f33lvApqlPYUyeTbktnO3bob0dbrml/2Q6QRC+ApWqp2bqF6HVfvFZpxcgiHo2wcHBTJ48GZfLhSRJjB8/fsCAXUZGBj4+PrS2tqLRaPrNTuxVUVFBa2srkyZN4kc/+pHSudna2tpnxuZXlZ6ezuHDh5k6daoyW8HpdLJnzx7S09MveoDNx8eHoUOH0tDQgFqtJj4+/oK1SZIkhg8fTlVVFcHBwWd8L3rT5dbW1tLS0qKk2issLKSrq+u8jhUQEMCkSZOYOHEiv/71r5k0aRKfffYZgwYNIiIigpCQEMrLy1m0aNEFSYUZFBRESkoKpaWlZzwv+F9n+OTJk5XP2saNG/nJT37CkSNHyMnJETNYBUH4QrRaLSaTqd8AIr1ej5+fHx0dHcrAGqfTSU1NDQEBAQQHBw84k/BCfwcFBgYSFRXVZ5nBYCAuLg6VSkVrayttbW3Ka+Xl5RQVFVFYWEh5eTmdnZ3K4J/6+nqcTifd3d1Kf8SXZTabsVgsSJJEYmIiOp1OOXdJktBoNISEhBAUFER9fX2/wUlarZagoKB+GRwMBgNGoxGr1fqFBpar1WpCQ0O55ZZb8PX1xel00tLSwqpVq/B4PHi93n7vlyzLdHZ2snbtWo4cOUJFRYXSr+LxeJQU+B0dHefd1+JwOKiursbr9fLaa6+xZs2afqlpe2ubGwyGfplDzqT3WvQOzB+I1+tl5cqVWK1WoqKiuPfee8nLy8NkMvVrg9PppKmpiQ0bNih127u7u5VzP378OAkJCdhstgGPFRsb2+96hoWFKc+SvZ+100VGRhIQENCnLSqVCqPRSFxcnNJX1hv8dzqdbNq0iYMHD1JSUkJbW5uS/tlisdDV1XXG2saCIAiCIAhfhQiwXmRneuA93x8I51pv27ZtvPvuu6xfv77PNi0tLeffSEG4hMgy2Gw9M1gHN28lu3odQa5GkGVOJc7AYukpeWgy9Z8E9l0gST3XIDS0p0TjqlU9Qdb6ekgKtjP4+DL8OpuY8cmv0E7qQpV8DTX6OIqKerb94Q9RZrwKgvAVfZmO029qmy8oNDSUrVu3AhATEzPg84ufnx8/+MEP2LBhAxaLhfnz55OSkoLNZqOwsBBfX1+mTp1KcHAwOp2OvXv3smPHDmJjY1m9ejXbtm3DbrdfsDb/+Mc/5rHHHiM0NJS2tjZMJhNbtmxh/fr1vP322wOm2v0mBQQEMH78eEaMGMFdd93FPffco8zwqK6u5siRI0ydOpXs7OwvvG+1Ws0DDzzA/fffT2BgILNmzSI5ORmXy0VJSQknT57k3nvvJScnh6ysLDZu3MgTTzzBnXfeic1m47nnnqOpqemsxygvL+fo0aO0trYyYsQIgoKCOHDgAPX19UyfPp2QkBD8/Py45ZZb+Nvf/kZERATjxo1DrVZTX19PTU0NKpVKqeF3vjIzM5k3bx5PPPEEqampXHHFFWi1Wurr66msrMTr9XLTTTexfPlyPB4PmZmZBAQEUFpayo4dOzAajWf8DAuCIJyNWq1Gp9P1GwyjUqnQaDRKQAd6AlidnZ3o9fqzZiA4X+fTP6DT6foFQtVqNb6+vkiShMPhwOl0KsHCTZs2sXfvXk6cOIHH40GlUqFSqXC5XH1qk37Vwdm9x5UkCT8/vwEH2+j1egwGQ7/ngN4ArE6n65fhQK1WK9f9i1CpVPj7+zN79myCg4OVAGtXVxcnT56kqqqK4uJiRo0a1eccduzYwZo1a6irq1Pa2dsmx/+VdnC5XGfNXnE6j8eDzWZTZsOeaWBTTk4O8fHx50wP3HtuOp2uz3t3pnqiVquVlpYWAgMDCQwMJCgoaMAsEhUVFXz66aesXLmS1tZWZdaoWq1WSg/0pukfiI+PT7/Pf+/7DT0ZUD5/zc40+1aj0eDr64vH48HpdCqTCfbv38+aNWsoKytT0m33novdbkeSpD5/n6fzeDzKZ0in04n6q4IgCIIgfCEiwHqRqFQqgoKCsFgsfR4m3W43HR0d+Pr6otPpCAgIQKfT4XA4+s1UbW9vx8fHp186lNMNHTqUH//4x1xzzTXKMrvdziOPPHLhT0oQvgVkGaqrobUVUhp2EWorp9MUTXPoYHp/8w0a1FMa8bvatypJPcHj+HiYMqVnMtyRI1Dd6sPB7FuIqf2UmNpPGbXvZdRuO97U70FALAcOwOrVcNVV390AtCAIX1xvJ1pvnVG1Wt0vONU7S+KHP/wh/v7+HDhwgOeeew63241eryckJITrr78ejUbD0KFDmTlzJtXV1Tz66KP4+PgwaNAgRowYQXV19QVr94wZMygpKeHgwYP84Q9/AHo69O6+++5+JRouBkmSCAoK4tlnn+Xf//43r732Gg6HA7VaraS0+7Ip6iRJYvLkyTz44IMUFhby/PPP43a70Wq1BAYGKiny9Ho98+bNQ6vVsmnTJu6++26Cg4O58sorOXz48FmPoVaraWxsZP369bz77rt4PB70ej2zZs3iiiuuICEhAbVazaJFi+ju7mblypX897//VTr7ExISmDJlyhc+t4iICGbPno3NZmPr1q3KjB8fHx/i4+OVc5MkiRUrVvDGG28oNW2DgoL4zW9+c16pGwVBED7vi8zClyRJqQfZ++9sAzt614eBg6m9swXPpjfY9Xm9y1QqFZIk4fF4qKmp4aWXXsJqtTJ48GCuv/56oqKi0Ol0WCwWduzYwcsvv6y0/avoPe7pbTlT2we6Rhci+8HpejMcZGZmEhkZqRw/ISGBX/ziFxQWFvKf//yHnJwcJUhntVp59tlnOX78OPn5+Vx99dWkpqbi4+ODLMt89tlnPPbYY1/oWvU+O0mSxMKFC5kwYcIZg3u997hz0el0+Pv74/F4sNvtuFyuAfcpSRI5OTmcOHGC9vZ2Vq5cyXXXXUdgYCAajaZP6uStW7fy+uuvU1JSwj333ENqaiqhoaEYDAY8Hg8PP/ywMvN3IF6vt991Of1zNdD7O9A2vdv1fk56/9ntdv7xj3+wfv160tLSmD17NllZWfj7+6NSqThx4gSPPvroGT/LLpcLm82mDAC42M+HgiAIgiBcWkSA9SJRq9UMGjSIEydO9BlxabPZKCsrIzExEbVajVqtJjw8HLvdTnV1NSNHjlQeDE+ePElISEi/1MGnCw8PJyQkpM/DrtVq5Y9//OPXeXqCcNF4vVBeDjprC1GtR/FxtFEfkEt15Cg6O8HXFxISegKs33UGA6Sm9qQIdrvhyBENxYYhhI6+mwnODoLMpQw5vgwZNd70G6jURlBQ0JMmePTonpqsIsgqCJenmTNn0tbWxqBBg4D/zSA53dChQ1GpVErdKoCkpCSuueYaBg0aRFVVFV1dXej1eiIjIxkyZAhGoxGdTkd+fj6SJFFWVoYkSWRmZmIwGGhtbSUiIgLomXlw7bXX4nA4+gTETCYTV111FaNHjz5jR6QkSYSHh3PdddeRlpZGQ0MDHo+H4OBg8vLyCAkJUToPs7Oz0el0mEyms14TlUrF/Pnz6e7uVlLppqSk8IMf/IDw8PA+6+bl5REZGUlIb3FrYOHChajVauLi4vpc0zFjxuB0Ojl16hQdHR3KNY2NjVWOM2bMGMLDw/vUIuv1y1/+kuHDh/eZ2SJJEqGhoVx77bUkJCRQU1NDV1cXWq2W4OBghg0bpnSgZmRkoFariY6Oprm5GZPJxLRp05Rn1d7O588LDAwkJycHtVpNa2srTqeTgIAAhg0bxpAhQ5TgcFJSEjfccANJSUm0trYqM4eio6MZOnSosq+HH36YkSNH9plZ3Jvq+Fe/+hWxsbFAT1A4ISGBhQsXEh0drcy07d1nRkYGKpWKrKwsOjs7aW1txe12YzQaiY6OZvTo0WetSScIgnAh6HQ6EhMT2bp1Ky0tLdhstgHTBPcyGAzK6x0dHf1Spra2ttLa2nrWY5rNZmpqapT7DPQMrq6oqMDj8RAWFkZISAhOp5MNGzZgNpuZO3cujzzyCDExMco2VVVVfPbZZ2c8zhfNABAaGkpwcDAej4dTp04xYsSIfteiubmZ5uZmJZ3xxZCZmckVV1zBypUreeedd7j33nuJiYlBlmWam5vZvn0799xzD9dddx3jx49XtmtsbKSqqmrAfZ7tWvXezyRJIiwsjMzMzH4pns9nP6fz9/cnOTkZ6Em9a7FYBryP995fFy1axNGjR/nzn//M7bffztNPP608F0BP39GJEyeoqqrivvvu4xe/+IUyS1qWZcrKyjAYDGctW1VVVUV8fHyf56ympiYaGxsBiIuL6xfUrK6uxmKx9NtXV1cX5eXlGAwGJW202Wxm1apVTJo0iRtvvJH58+cr16u3pnDvrNaBdHR0UF9fT3BwMKGhoRiNxjOuKwiCIAiC8HkiwPoVybKMx+Ohq6sLWZaVFCWdnZ1YrVa0Wi0Gg4GysjI6OzsJCQkhJiYGrVbL2LFjeeGFFzh+/LgyurW4uJiDBw8yYcIEZRTrkCFD2L9/P4WFhYwePZqAgADKyso4efIkubm5Z3wIB5Q0P6fT6/UX7UeLIHydZBk8HigthVjrUUydtXjUOiymRJpNg7CZISoKIiIun8BhQABkZvZcm/Z2icpKFfsTFxBkLiPr6BLCm46S7X0XuzEId8q1nGryZ9s2CR8fGDq0J9h6uVwrQRD+Z9q0aedcZ/DgwUpK2169AbuMjIyzbhsXF9enA3ggGo2GuXPn9ltuMpmYNWvWOdsHkJWVRVZW1lnXGTp0qBLoOxu1Ws2cOXP6LEtOTlY6Mk83atSoPqkFJUliwYIF/daTJAm9Xs/MmTOZOXPmGY+dl5dHXl7egK/df//9Z9wuMTFRqbN6Jr6+vuTk5JCTk9NneXp6+lm3CwgIYOTIkYwcOfKs62m12nO+D4GBgTz44IP9lqtUKoYNG8awYcP6LNfpdKSmppKamnrGfZ7P51AQBOHr4ufnx5QpU3jnnXfYtm0boaGhXH/99X3WOX02nVarxc/PD5PJxPHjx/sE8AD27NlDQUHBWY955MgRPvnkE8aMGaMsa2hoYNmyZXi9XgYPHtxn4FTv/57eZ+BwOKirq2PdunUDpnzV6/VKiuHzFR8fT2JiIkajkeXLlzNt2jSCgoKUFLP79+/n6NGjdHZ2Mn369IuSorX3ekyePBmz2UxBQQFLly7llltuITQ0VOmvgf59LJ9++inbtm0bcJ9GoxGVSjVgCmCTycTkyZN56qmn2Lx5MyaTiZtvvrlPe3qPabPZ0Ol055xdGRQURGZmpjKILS0t7YwDpSRJIi0tjdTUVLRaLS+99BIvvvgic+bMYfbs2X1mVZ9+3r3LXC4XH3zwAY2NjWctu7B27VqioqL6zMDdvXs3u3fvRq1Wk5+f32/74uJijh07RkVFhfIc097eTnl5Obt27WLkyJEEBQUpbTl9Ruvpn58DBw6wZcuWM86IhZ6BCZWVlWRlZfWpDywIgiAIgnA+RID1Amhvb6ewsBCPx0NzczMdHR0cOXIElUqljM5ftmwZxcXFTJ06lZtuugm9Xs/VV1/N888/zzvvvMPUqVPxer3s3LmTmpoaHnvsMeXBbtq0aZSVlbF9+3aio6NJTU3l3XffRaPRMHbs2HN2nAnC5cLrhc5OmZISmNX6CT6eDswhqTSHZdKt8sVu7wk2Go2XV43RoCDIyuoJsi5ZItHYqmX7yAfQuB0MPrGM8KYjTNz1FJbgZLpjxlNRCRs39lzPkSNFTVZBEARBEARB+CKMRiPZ2dlkZGRQXl7OmjVrMBgMyuCirq4urFYrUVFRpKWlYTQaMRqNDBs2jJKSEnbt2oVOpyMoKIj6+nr27NlDWVnZWY/Z3NzM4cOHWbNmDbGxsXR0dHD06FG2bNlCSkoKgwYNIiIiArVaTUJCAgaDgdLSUtavX8/o0aNxuVxUVVVRVFSk1Ab9vJCQEDQaDXV1dXz22WcEBASg1+vx8fHpl82hl4+PD0lJSeTm5lJUVMSaNWvIysoiLCwMu93OypUrKS0tJTg4mMmTJ1/UGpjx8fFkZGQQFRXFpk2buPLKKwkODsZgMBAdHU1xcTGffvopWq0WHx8fampq2LVrF6dOneq3L5VKRWRkJBqNhurqavbs2YPX60WlUhESEqJcl/z8fGpra1m/fj0+Pj4kJiai1WqV1LWVlZXExsaSmpp6zsFpPj4+xMTEEBwcTHV1Nc3NzedcPyIigpkzZ7Jnzx4OHTqkzA4dO3as8hn08/Nj3759FBQUEBgYiNvtpqGhgX379mG1Ws8aYC0rK2Pnzp243W4iIiJobGzk448/pqysjPT0dAYNGtRv1qhOp+Pw4cMsW7ZMSZ1cXFzMzp07sVqtSq3308tY1NXVsX//fqKiojCZTDQ1NbF7924+++wz9Hr9gIHT7u5uzGYzTU1NzJo1S6QHFgRBEAThCxMB1q/I4/Fw5MgRrrvuOrq7u5XlBw4cQKfTsWjRIl555RXa2tpoamqio6MD6JkFER8fz+uvv86TTz7JAw88oNTB+MMf/sDEiROVffWm0Vu6dCnPPvssLS0tZGdn8+KLL5KbmytSmAjC/3G5oLISWptlhtWuw+iyUhI5nLqwYXg8oNH0BFgvx2BhQEBP2l+nE954A+rbjGwa/RBdfmGM/uzvmKw1jNz/T6rnjSchASoqYN066OiAGTPAx+e7W7NWEARBEARBEC4kvV5PWloaM2bMYP369WzdupXGxkby8/NRqVSYzWYaGhqYOnUqsbGxGI1GfH19mTVrFi+99BLr16+npqaG5ORkjh49itVqPeesUUmSaG1t5Z///CcjR46kpqaGkpISDh8+zA033EB6ejpBQUF4PB6GDh1KTEwMJ0+e5PXXX6ehoQGHw8GhQ4eoqqoiKipqwLS3ycnJHDlyhH379vHBBx8QHR2tZOk6U4BVrVaTkpLC/PnzKSgo4O2331Zm01osFlasWIGPjw9jx45l6tSp/UoSfJOCgoJITk5m+PDhrF+/nsrKSuLj4wkICCA3N5dPP/0Uj8dDXV0dISEh7N+/H5vNht1u77ev3vMOCQmhsrKSFStW0NbWhkajIS8vj8GDBxMeHs7ChQt566232L17N9XV1UyYMAEfHx+6u7tpbGxkz5493HDDDZhMpnMGWA0GA2FhYaSmplJeXk5dXd056/+aTCaGDx/OHXfcwVNPPcWOHTvwer0MGTIEf39/kpKSSEpKYufOnURFRREeHo7T6aS4uBibzXbO2sCSJLF7925OnDjB4MGDOXToEPv27cNgMHDllVcSGxvbL6geExNDRUUF//3vf2lubkatViuDDMLDw7nmmmuUMgparZbx48ezYsUKNm/eTHt7O/Hx8RQXF1NVVUV9fT1+fn4DXoO2tjYaGhqwWCzk5eVhMBjOei6CIAiCIAifJwKsX5FarWbixIlnrekgSRJPPfXUgA+2EyZMYP369f3W/7zc3Fxyc3P505/+dNb1BOFy5nDAqRIvES1HCTOfQJK91EeNpMqUjc0GYWGQnn75Bgp1Opg0Cex2WLYMGq1GdqbfTl30KJJLN7JnTE96RoMB4uKgqQk++gjMZli4sKd+7eV67QRBEARBEAThi3riiScYO3YsGzdu5KOPPmLr1q3KrMGhQ4cycuRIZcB0UFAQ9913H62trWzZsoX33nsPgOnTp/Ozn/2M6upq7r777jMea+7cuVx99dX8/e9/58UXX8Tj8RATE8Ott97KE088odTOVKlUJCcn88QTT7BmzRrWrl3Lk08+SVhYGJMmTeLmm28mICCA/fv39zvG9773PQICAnC5XLzyyivYbDYSExOZOnUqU6ZMOWPbEhISuPHGG/Hz8+Nf//oXO3fuZPny5fj4+DB58mQWLVrE5MmTz1qn9puSnJzMbbfdxooVK1i1ahVarZaZM2fy17/+lSeeeIK9e/fy2muvAT0phe+88066urq45ZZb+uxHrVaTnZ3NT37yE9avX8/u3btZtWoVXq+X3//+98TGxuLr68sdd9xBVlYW27ZtY+XKlbz44otAT5rpyMhIJk6cyPTp00lKSjqv9uv1ehYuXMjixYspLi7G4XCcM3Co0WiYN28esiyzZMkS3nrrLYxGIw899BBz5swhLS2N//f//h8ffvghTqeTkJAQ8vLyePHFF/n+979/1v6wP/7xjxQWFrJhwwZWr16t9KFdddVV3HLLLQOWr8rJySE7Oxu1Ws0rr7xCbW0tkZGRjBkzhrvuuouhQ4cq2/n6+vK73/0OX19ftm/fzpIlS3A6nYwaNYobb7yR4OBgfvGLXwzYtoKCAoqLiwkICODqq69W6scLgiAIgiCcL0k+UyEC4TvLarUybtw47rrrLm699VYxA1b4TpBlaGiAlxd70HxWwC1HH8Jl8GPPmAfZFzQdW6dEfj7cfntPkPByDBT2fts7HLB2LWzZAna7TEiAG5PRiUvro6yrdXTQ5dZh7jTQ1QVjxsDNN4sgqyCcrrfmekNDAwkJCWdMPyYIwref1+vFbrdTVVVFYmIier2+T6ev1+ulvb2d0NBQjh07RkpKykWdZSUIwoVns9no6OjA4XAQGRmp3NedTidtbW3YbDYiIiL6pUPt7u6mo6MDi8VCQkICOp0O+F/9zK6uLuWfy+VCpVKhVquV9Ks6nU6p8SnLMmazWVkXetK4mkwm3G43TU1NBAUFERAQgFarxePxYLFYaG9vx9/fH19fX9rb27Hb7ciyjEajwcfHR0mnevpzit1up7Ozk87OTlwuF2q1GqPRqHz/NTc3ExYWhq+vr/J95/F4lPTG3d3dyjGMRiPh4eFKylWv10toaCgGg0E5ptfrpbOzE6vVitPpxOPxoFKpMBqN+Pn54ePj02cmY3d3NxaLhc7OTmJiYvoFCbu6urDZbLS3t5OcnHxeqYU7Ojpob29Xgs8DfY97PB66u7upr6/H399faZvH48FsNtPd3d3nvfH390eWZRobG/u8N73a29vp6uqiu7sbj8eDLMuEhIQQEBCgHL+7uxu73Y7NZsPpdAIonxODwaDs83zOsXeG7fXXX09ycjI333wzs2fPVl6z2+00NDQQHByMn5+f8nmF//0NdHV1YTKZCAoKAnrqrba1tSmfq952hYSE0NjYiNfrxd/fn8DAQCRJYseOHSxdupTFixcraXt7r6skSRgMBnx9ffH39+/zuayuriY+Pp6bbrqJ733ve4wfP155v3qPaTKZ+nyuZFnG6/VisViw2+04nU5kWUav1+Pv749araalpQWDwUBgYGCfz9Hdd99NTU0NaWlpPPvss/3+RgRBEARBEM5F9AoIgvCd0N0NjY3Q0KgiMHEo6xL/BpIKi38sHruETgepqZdneuBektQTZNXrYeLEnpTK+/ZJtLRq8aq1+Gl7OoGyD75NYuVWyhKmcjjhKpqlIPbuBT8/uPpq8PeHi1gaSRAEQRAEQRAuOD8/vwFrSep0OiIiIoiIiBhwO4PBoKRmPV1voMbX1/e8Zsb1BndCQ0PPuE5AQECf/1ar1YSEhBASEqIs652pei69dV/PdDyTydRvmVqtxt/f/4wzTY1GIzExMQO+plKpzrrt5xkMBiIjI8/4uo+Pz1lrvw7kfI6vVqvx9fVl0KBBfZZrNJqzHutM+zWZTANey9P1foZ6A5pfhUqlIiwsjPz8fOrr69m2bRuzZs1S6pX6+fn1O7deZ/obUKvVREVFDbhNbGzsWdujVqsxmUxfeGC/Xq8nKCjonNek97xO/xv4vM+fk8fjobS0lNLSUsLCwpg5c6YIrgqCIAiC8KWIAKsgCN8JnZ1QXw8dNomQRBONuhwkvNjtEl4vmEyQmHixW3nx9f5mDAmBvLyegOv+/dDaCmoV+Gm7SSndwP9n777D46ivxf+/Z/uudtVWvXdZsmxL7h0bTDXYmGJaIJQkhJtCArmBb0guJIQEEm4uCUnILySQhBYIoRuCjY2NjZvcm2T13vuqrLbN749BiwUGbLAtG53X88xja3dm9rOz2tXOnM85J632PUL7GtH7PezNWEGjN4ItW7TjOGsWREZqPW2FEEIIIYQQQpweRjJEFy1axLZt2z61fO94paoqHR0dREREkJ+fz8yZM8d6SEIIIYQ4Q8nlcSHEGU9VweWChjo/huEhLHoTKkZQdAwOaevExcFxTG7+0tPpIDUVAgFt2bIFunvAEqbSb4/FbzCR2LQdXcCL1xSCmnoRVe12NmxQsFhg0iSIipIgqxBCCCGEEEKcbi699FIuvfTSsR7GaclgMDB37lzmzp071kMRQgghxBlOLo0LIc54gQB0d0NzlZvMgX3Etpnpjsxi2GTH7dbjcGjZq8dYLWvc0OkgPV0rGRwIwJo1Ch1GGxvm/D8MvmGyK94iqXE7tsFOBu3R+OPmUVFvYs0aBb8fpk3TMlmlXLAQQgghhBBCCCGEEEKI8WQcdyMUQnxZDA5Ca6vKYE0rVx/8H77x+EzyDv0b42AfgQCEh2uBRPFxOh0kJGi9VRcvhrY2aPZGs3rB/ewuvIn+kBiiOw6x4uUbSOo7SEaKj4YGlbfegnXroKdHyyAWQgghhBBCCCFycnK44YYb+Pvf/05ycjJGo/GYtouMjOTvf/873/zmNykoKDjJoxRCCCGE+OIkg1UIccZrbYXGWh9qaztZze+hEKA1djIdg1YMBkhMlADrp1EULQh9zTVaJus774AvPIL3pn6fjug8Fr/7E6I7Srn+qfP451UvY0ycSn1nCG+/rfW9vfpqiI39sL+rEEIIIYQQQojxKTY2ltjY2OPubRoSEsINN9xwkkYlhBBCCHHiSQarEOKM19IC7upmcnu3oQv46A5Pp9OZTdeAGacTUlLA4RjrUZ6+RgKjZjOsXAnnngter0JTbwj7Ey/gtWVP0BI7BdtQF1EdpdgYIj4erFbYuRP+8hdoaNCCs0IIMR5ccMEFfO9732PPnj14vV7KyspwOp1s3bqVoaEhKioquO+++1iwYAG9vb2fuJ/h4WGeffZZsrKyqK6u/sLj2rdvH7fddhs33ngj6pe0vEBNTQ2PPPIIeXl5X9rnKMSZSFVVWWSRRRZZTqNFCCGEECefZLAKIc5objc0NYGnroWpfcWoOj01qWfhVUz4/RAXp5XAlezKT6coWqnfkBC48ELt5z17FJp7bKihk1h10R9Ird1IRfaFDFvCMOggLEzrv1pWBs89B1dcAUlJYDKN9bMR4vTg92slzIeHx24MJpM2GeIYK7MFDQ0NsXr1at577z0OHz7M0NAQmZmZfPe73yUnJwfTB2/0yspKnnjiCdatWzdq++TkZM4//3xuueUWVFXF6/Xy29/+li1btuDz+ZgyZQorV65k0qRJwW3+85//UF1dTXp6OhdccMEXfu4nU19fHwMDA/h8PvR6PQkJCfz9738PHhu/38/g4CC9vb2feYFreHiYnp4e/H7/Fx5Xamoqt9566+faV0VFBbfccgs/+9nPmDdvHgbD6Xma4Pf7cbvd9PT0jPVQhBAfoaoqHR0dAJjNZhT5Ai6EEKeEqqoMf3DSERUVJZ+/QgghxClyel45EUKIY9TZCW2tAZS2VtK6d6EqempTFzLgNmA0KsTHQ1TUWI/yzKAo2hITA/Pna8HTvXt1tHSHoIZPY8AeR789HlWnx+gdwj7cS7jfjd+RRkkJrF4NixZpGcM221g/GyHGls+nlS/fuBE+JYHxpHM4YOpUyMg4vskPr776KmvWrMHn81FUVIROp6O+vp5f//rX3HvvvcF+WoODg1RXV9PX18c111wTvJgTGRlJdnY2oF3w2bRpE++++y45OTkEAgHq6ur4xz/+wa9+9SsAuru7Wb16NUlJSSQmJp7w4zBCVVUCgQA6ne6EXXhSFAWbzcbixYuxWCzodGNXIMbhcJCXl/e5th0cHGTbtm10dXWdsKyHkeOt1+tPyP6EEKcvVVXp7OzkRz/6EeXl5Sf0c1YIIcSnG/nOlZubywMPPIDT6ZTPYCGEEOIUkACrEOKM1tICg239RPTU4+yvxWew0Jg4k95+HWFhWgZrWNhYj/LMotdrwZhAQAu4FhcrdPRbUJ2ZmBTQ+73Etu4hoWkXep8b3YQrKdWnsHOnVmbY54O0NLDbx/qZCDF2vF5oa4NNm2BoSHtfnWp+v/aejIo69uxyVVXx+/289NJLeDwezjnnHC688ELMZjPbtm3jjjvu4OKLLyY0NJSoD2av6PV6MjIy+K//+q9gcFGn0wWzXFVVZcuWLQAsW7YMm83Ga6+9xltvvcXw8DBms5kNGzYwODhITk4Oubm5x/T8VFWlurqaiooK+vr6CAQC2Gw2EhMTKSoqArRAcXx8PAaDgY6ODvr6+sjMzKSwsJDm5mYqKiro6OjA6/USEhJCSkoKEydORFEUFEXB7XbT2tpKSUkJPT092O12pkyZgtfrHTUOl8vFG2+8wbnnnktkZGTwPp/PR2trK++//z4ul4vQ0FBycnJISEjA9ikzUYaHh2lububQoUP09fVhsViIi4sjLS2NmJiYTwzi9vT0UFpais/nY8GCBQDs2LEDt9uN1WrF5/NRV1eHTqcjMzOTnJwcbDYbdXV1vPvuuwQCAd577z1cLhd2u51p06aRmpqKx+OhubmZgwcP0tfXh9lsJi4ujtTUVOLi4tDpdKiqyj//+U8KCgoYGBigs7MTv99PfHw8DQ0NTJw4kfT0dIwfpFN7PB46OjrYsGEDl1xyCTabjfr6ehoaGujo6MDtdmM2m0lISGDy5MmSDSfEGSAQCLBnzx56e3spKir6WCZ8IBCgpaWFsLAwbDabvKfHiM/no6WlhZiYGIxGo7wOY2Ak27Czs5O4uDiZiDRGVFWlv7+f/v5+YmNjx3SS3Bfl8/nYtWsXQ0NDBKR3jxBCCHHKfOkDrCNflo5HZGRk8KKgEOL0parQ2AjG5nriXJUY/B66QpPojMqlr1xHZrYWWLBYxnqkZx69HrKytNKiigLr1kFPD0RGgjEwTGblGgr3/A2934uqM+CdfD1lbRG8/76C16sFdnJytGMv12zEeBQIaCXM+/u1jG6b7dS/FwYHteDu0JA28eFYeTwe9u7dyxVXXMGSJUvIysoCIDExkYcffph3332X/Pz8YIB1ZJvW1laMRiMWi4XQ0NBgIG0kqykrK4uUlBRiY2M5ePAgQ0NDDA4OMjw8zDPPPMPy5cuZMmXKMX0HCwQC9PT08K9//Yt169bR0tICQHR0NLNnzw4GWO+44w5mzpxJTEwMNTU1tLS0cO2115Kdnc3q1atZvXo1FRUVuN1uIiMjmTp1KnfeeWfwIltDQwNvv/02zz77LF1dXcTHx3PdddeN6qvq8/loamriK1/5Chs3bmTq1KnB+wYGBli/fj0vvvgijY2NhIaGctlll7F06VLy8/OP+ty8Xi+NjY28+uqrrFq1iubmZkJDQ5kwYQIXXXQR55xzzqgg7pFqamp47LHHGBwcDAZY//73v1NfX09MTAxms5n3338fn8/HnDlz+N73vkdWVhaHDh3i6aefxufz8cILL7Bq1SpiYmK45557SEhIoKWlhVdeeYXXX3+dlpYW7HY7OTk5nH/++VxwwQU4nU4AbrzxRm677TaGhoaoqqpCURQWLlzIc889x3XXXce3v/3t4O+Fy+Vi06ZNfPOb32TBggVYrVa2b9/OmjVrKCkpoa+vD6vVSm5uLj/4wQ/Izs7GIn/QhThtKYoSzOJfsGABP//5z3E4HMH7R8rFr1+/ntzcXBITE0/bUuRfZoFAgKGhIdavX8+cOXMICwuT4N4Y8Pv9dHZ2smPHDhYvXozZbD6jg3tnKp/PR21tLdXV1Zx11lkYDIaxmXDg92snDj6f1rNHrz/uEweXy8WPfvQjSktLsVgsMnFCCCGEOEW+9Gc0Gzdu5O233x5125GzuUa+dIyUQtPpdNx+++2kp6efukEKIT4XrxcqKiCkqYKk4QrclnBqU8/Cjx6fTyEtDcLDx3qUZy69Xst6W7pU+/9rr2m3O8PM9IYm4wpNJLl+C0veuQvUAP6p36C6zcbmzdDRoeB2w7RpH2buyTmeGI8URZuoEBLyxd4Dqnr8248EeY+X3+9HVdVgFufIdyS/34/RaOTAgQPBAKOiKPj9fnbv3s15552Hw+GgoKCAyy67jPPOO4+IiAgURWHixIn885//pKWlhc7OTqqrq4mPj8fhcPDMM89gMpmYPn06MTExuN1udDrdp2bVeL1enn76aR566CG+853vcM455+B0Omlra6OysnLUum+//TYXXHABt9xyC5MmTUKv17N9+3YeeOABrrzySm699VacTieHDh3ixz/+MVarlbvvvhuLxcLLL7/MCy+8wIQJE3jsscfo6+vjJz/5Cc3Nzcd0LNva2vjrX//KL3/5S2JiYvjjH//IP//5T3p6erj33nuPuk1zczOrVq3it7/9LT//+c+ZO3cu9fX1/O53v+OZZ55hcHCQr371q8f6cgJw8ODBYHD5O9/5DsXFxdx2221MnDiRkJAQFi1axMMPP8z555/PAw88wLnnnovJZMLhcNDW1sbbb7/Nr3/9ax588EHmzJlDU1MTjz32GM899xyDg4N8/etfDz7Wc889x4033siPfvQj0tPTcbvduFwuVq1axc033xwMuLS2trJ+/XqmT59OQkICOp0Og8HAeeedx9e//nUiIiKoqanh+9//Pv/3f//HPffcQ2Zm5nE9byHEqTXymW00GnE4HNiPKGeiqio+nw+r1UpISAgOh0MCe2NAVVX0ej1WqxW73Y7D4ZDA3hgIBAIMDw8HXwcJiI0Nv99PSEgINpsNu90enAR2ylVWwt/+Bnv2wK9+pc1U/hyfjyaTKfj9XQghhBCnxpc+wNrS0sLevXtH3bZv3z6Gh4dxOp04nU48Hg81NTXo9XqmTJnCwMDAGI1WCHE8amuhuRkC8Wfhi4qjpreEzsgs+vq08rQZGRAaOtajPLMpihakvuIKMBi0IKvPZ2BrzlfpjJrArG2/peDg81yw+g7sA22YZn6XuuE4SkuhqQna2+HCC0Gu2wjxxZyq6ySKomC32yksLOS9994jNDSUm266CZvNxksvvcS2bdtISkpieHgYAKfTyfLly7n66qtJS0ujtraWxx9/nAcffJDi4mJ+9atfodPpuP766ykrK+O73/0uHo+HOXPm8NBDD9HR0cH999/P66+/zurVq3nrrbdobW1l6tSp3H///cTHxx/1IpHb7eahhx7iG9/4Bt/61reIjo4GID8/n0WLFo1ad968eVx77bUsXboU0C4uf+1rX+Oaa67hhhtuICMjA4C0tDQGBwf50Y9+xO23305JSQk7d+4kLi6Ohx9+mJiYGAB+/OMf853vfOeYjmdcXBx33XUXZ599NgAPPvgg3/rWt9i/fz8bN24MZpkeadu2bWzYsIHvf//7XHfddQCkp6cTCAT4+9//zn/+85/jDrDGx8ezaNGi4Lizs7N54oknKC0tpbGxkeTkZCIiIgAICwsjJiYmmFm2e/du3nzzTe64447geDIyMlAUhaeeeoo33nhjVID1oosu4rrrrmPSpEmAlh2ycuVKfvOb31BTU0NYWBhms5mmpibWr1/P7bffHnyNL7300lHjTk9P59577+XOO+/km9/8pgRYhTgDfdqFfgkCnHpH67Etr8PYGjn+8jqcHsbkdfB4oLVVu8DxwXfs4/nyf7T3tRBCCCFOjS99gPW6667jyiuvBLRZgn/6058ICwvjW9/6FoWFhVgsFgKBAB0dHdx+++3Mnj2bcEl5E+KMUFUFfX1gsobRkTiNTrWIgKqjs1bLXk1I0Mpyis9PUbTMOYMBli0DoxHeeUehvRO89hm4znmQPkcic7f+hjlb/w97fzPbp/0XFTHT6enV8a9/QW8vrFihlQuWQKsQpz9FUbj//vt57LHHePLJJ3nggQcwm83k5ORw6aWXUlpaGrz4FBsby4oVK1AUBZ1OR15eHhMnTuShhx6iuLiY4uJiZs2ahdFo5L777uPHP/4xoPVt7enp4f777+fWW2+loqKCNWvWcMUVV5CVlcWqVav4yU9+wl/+8pePjc/r9dLe3k5zczPz58//zD5+GRkZJCQkBNcJBAIcPHiQ4uJi/vSnPwUzqFRVxe1209vby8DAALW1tfj9fhISEoiOjg5uP3Xq1FFZWZ/GZrMxbdq04LahoaEkJyczODhIXV3dUbcZ6Uu6du1aHnrooeDtHo+HwcFB5s2bx9DQEFar9ZjGAFqgNzk5edRxiomJob+/H7fbfdTjN3JbV1cX77//PuvXr+fhhx8O3u/1ehkcHKSwsJChoaFg+d6JEycSHh4e3N5gMDB58mRycnJ4++23iY2NRVEU9uzZw9DQEMuXLw/uc+/evbz22musX7+ehoYGBgYGGBoaCr4mR/a+FUIIIYT4UlBVrTywx6P9XwghhBBnjC99gNVkMgV7efl8Pp5//nl+9KMfUVhYiNPpRKfToaoqVquV7373u9x3331cfPHFJCUljfHIhRCfZOSco6REa1eityqoOgMBVSuJOTgIEyZIcPVEGQmymkywaJFWrWjLFoXmZj0+SyLqrO8S0BmYs/URJhx+jYCix1gwwOGExfT1wdq12vbnngtOpxasFUKc3tLT0/nBD37AjTfeSF9fHx6Ph8TERO6//37i4uKCwTSdTjeqZ6peryc5OZn4+HgOHTpEQ0MDs2fPBhgVEOzq6mLPnj2UlZXxk5/8hCeeeIK0tDQyMzOZMGECTU1N3H///Ucd28hjqqp6TL2yLBbLx/q69vf3s3LlSubOnRvsHzoiEAgEM2JHHu/I8ol6vf6YsxsURRlVAnMkED3yOEfj8XgICwvjsssuY/78+aPuU1WVqKio4y5hZzAYPtbrUKfTEQgEPnEcI7xeL1arlRtuuIGFCxd+bDwRERGjxmOz2UY91sgxWLp0KZs2beL888+nr6+PsrIypk+fHuzl29LSwq9+9St6e3uZM2cOBQUFWK1W9uzZw69+9Su8Xu9njlUIIYQQQgghhBDiVBl3l7lra2ux2WyYTKbgBS5FUTAYDDgcDhobG4Nl74QQp6+eHmhshPyWtYSaPXiGk+iIyMLtt2I0QlqaFhCUSksnxshxDAuDGTO0IOuuXQrV1UYqScY0+QbMnn4yK99mwB7HoCMGs1lbv6sLtmzRsldnztT6un4QmxFCfOBYeqwebZ3P05v1WJhMJpKSkkhISMDn8+Hz+QgEAhw6dIhFixZ9arUPt9uN2+3G7/djNps/dr/f76esrIxVq1axYsUKYmNj6e/vD06KM5lMWK1WXC7XUfevKAo2mw2n08nhw4eZNWsWISEhnzieo/WiSkxMDGZWZmVlfWwbi8USnIjX3d2Ny+UK9g6tqanBfYzNbYeHh6mpqSE5ORmAoaEhurq68Pv9HwvsjnA4HERHR2M2mznrrLM+dr/BYPhcfQs/Kyg8Egj9aJm5kJAQYmNjMZlMRx2PXq8fNZ6j9fJTFIXzzz+fV155haqqKurq6mhoaODCCy8MBmOrqqqoqKhg1qxZrFy5kvj4eAwGA1VVVaN6AQshhBBCCCGEEEKcDsZdgDU+Pp6NGzcSERFBZmYmNpsNv99Pe3s7a9aswel0fizLQQhxelFVaGmBvo5hLqh5lVhfI/UDC+i2JTAwbMXh0IJ4x5ngI46BokBsLEydqh1fVYWqKh3loRMxTLkJlyOBupR59IanodOB2awSFeajucPA1q0KgYC2bVqaZBgLcaRjCZKOrHNkUPVkTSJpaWnB5/NhNpsxGAz09PTw/vvv09fXx7x584iKisLv99PT0xMMIFqtVvr7+ykuLqayspLw8HDS0tI+tu/6+noOHDhAX18fl1xyCYqiEBUVxe7du2lpaSE0NJSamppgZuNH6XQ6rFYrCxcuZN26dUyZMoXc3FwsFgtut5u+vj5yc3M/8bkpisI555zDoUOHKC0tJTIykvDwcFRVpbu7m56eHiZPnkxaWhrR0dGUlJTw7rvvMm/ePLxeL2vWrKGnp+eYjqPL5eKdd94hMzMTi8XCrl27qKurIyoqiuzs7KNuk5qaSm5uLrt27aKqqorU1FR0Oh0ul4u+vj5MJtMnbvtF6HS64GTDwcFBzGYzRqORpKQkCgoK2Llz56jx9Pf309fXh16vJzc39zMDoFOmTMFms7F161Zqa2vxer3MnTs3eL/X68Xn82EymbDb7RiNRlpbW9m1axc+n++EP18hhBBCCCGEEEKIL2JcBVgVRWHZsmWsXr0an8/HlClTiIqKwuPxUFpayr///W/OO+88IiMjx3qoQohPoapQUwOmrhbSGzaS4jpIwGRlZ+51uFyQmgrR0VKK9mRRFIiL07JQQ0LA7dZej4r46TTPKUTR60CnQwn4sLp7ieiuwOScSHWrjfff19Hfr5VyzsyE42ghKMQZKxDQlrF43M+rtLSUhoYG9Ho9VquVhoYGnnvuOWbPns38+fOJjIzE5/NRV1fHM888w/Tp0wkPD6e9vZ0333yTrq4uFixYwIQJE0btd3h4mG3btlFWVsaiRYtISUkBoKioiLVr11JcXExtbS27d+9mwYIFnzg+k8nEjTfeyF133cXLL79MUVER4eHh9Pf309vb+5kB1muvvZbvf//7/Oc//6Gjo4OUlBQCgQCNjY10d3eTm5tLamoqU6dOpbKykr/97W+43W68Xi+bN2/+xOzajxocHKS4uJiMjAzsdjsvvfQSw8PDFBYWMmHCBPx+/8e2mTBhAgsXLuT//u//eOaZZ5gzZw4Gg4G2tja6u7tJSEg4KQFWi8VCXl4e27dvJzs7m9DQULKyssjKymLJkiU88MADPP3008yZMwej0UhHRwddXV1ERUV96vEGgkH0oqIiNm3aRE9PD/PmzaOgoCC4TlJSEvHx8ZSXl/PKK6+QlZVFVVUVhw8fPupxEkIIIYT4UoiIgLPOguRkraeOlOESQgghzhjjKvyg0+m455570Ol0vPTSS/z5z3/G7/ejKApms5mvfOUr/PCHP5QAqxCnMfWDPqtlZTChYxMhvl767XF0RmTiskTjdkNBgZZdKeclJ1d4uJaN6nDA3/8O9fWQlGTAZgOdqmJ195JX8hJnr7uHl1Y8hT5+DrWddrZu1dHWBhddBIWFWrlhkNdLfPmM/E4PDY3++VRxuz9/CWGPx8Mbb7zB9u3bGRgYICoqigsvvJB77rmHsLAwdDodiqLg8Xg4fPgwL7/8Mr29vcTExDBt2jS+9a1vcfbZZ3+sV2hzczN79+7F5/Nx7bXXBm9ftGgRe/fu5ZVXXqGtrY1p06Zxxx13fOL4jEYjl1xyCd3d3Tz11FO89NJL+P1+UlJSuOCCC4LrhYSEYDabR5WtVRSFOXPm8PDDD/PUU0/xl7/8hba2NiwWC5mZmVx//fXo9Xp0Oh3Lli0jNDSURx99lP/6r/8iOTmZn/70p9TV1WGxWIL9WEeyP4/82Ww2k5aWxje+8Q1+8YtfUF1dTVZWFt/4xjc4//zzMRgM+P1+jEYjdrs9OMbExERWrFhBVFQUv/vd73jqqafQ6/UkJiYyd+5cCgsLP/G4jATEj8wmtVgsWK3Wj70WFosl2CYDIDo6mttvv5377ruP6667DqfTyUMPPcSKFSu4+OKLCQsLCwZ9dTod8fHxzJo1i4kTJwb36XA4MBqNRy0TDHDeeedx8OBB4uPjmTlz5qgS0pmZmXzta1/jhRde4NFHHyUQCDBjxgzuuOMO7rjjjuA4R3rwflpZaCGEEEKIM0ZYGMydq13IiIzUeusIIYQQ4oygqOO0odHQ0BDt7e10d3djNBpJTU3FZrN9Zn+qL4OR8n633XYbN910E1ZJIRNnkEBA67/6ox+p3PDuTUypfY2mpFkUT/kaO1Ivp60NfvADmDTpw8CdOLkCAairg7/8BSoqtHPCyEiVuO4Slr96E0mN2/Hpzaw599eU5F5KbSCJzk6w2xUuuwzOOUd7rcbBx6/4kvH5fAwMDNDS0kJqaipmszn4PWJ4WJsI8uSTWh/isRIeDsuXw6xZUpZbiE8TCAQYGhqirq6OtLS0jwXmA4EAvb29REVFcejQITIzM4NBXyEEqKqKy+ViyZIlFBUV8fDDD2O324N/F1VVxev18s4775CXl0dycrK8h8ZAIBBgcHCQtWvXMn/+fMLDwz9XX2/xxfj9fjo6Oti2bRvnnnvux/7miFPD5/NRXV1NVVUVixcvxmg0js01QVXVFvhcfUBUVaW/v58777yT/fv38/bbb+NwOMbF9U0hhBBirI3bM5quri5aWlrQ6/VkZ2cHg4yqqsqXECFOYx4PVFWp9HV4yGl6F6unj7aYAuoipjAwoJUGzs6WSZ+nkqJASgp885vw4ouwfz80NoIak82LV7zAxW/cSmbVGs5d89/Etuxh9+QbKU+cT0cnPPUUtLdr2axhYRIUF18eJhPk5sLdd8Pg4NiNw2qF0FCtpLcQQgghhBDiNNPZCTt2QFMTLF2qXdSQ65JCCCHEGWFcBVhVVaW3t5ef/vSnbN68ma6uLubNm8cvfvELTCYTP/vZz3A4HFx77bUkJiYe9/7feustXn/9dQ4ePIjf7yc3N5fvfe97TJw48aizEVVV5Rvf+Aa7d+/G4/GMuk9RlODYwsPDWbNmDc8//zzbt28ftV5BQQE333wzS5YsOe7xCnEm8nqhpkolvaMY23APwyYHXZGZdFiT8Q5oAQ1Jyj61FEVbYmNhxQqtbcyuXQr1TQY8UQm8edHvWbz+PnIOv0Z+6UuE9jXgzL+KHfnX0+0ysnYtDAxobWfS0iQQJL4cFEUrVe50am2VxnIcOp1coxFCCCGEEOK01NMDGzfCnj0we7Z2AiEzxoUQQogzwrgLsD799NNUVFRw3nnnsX37djo7O/H5fCiKQkJCAq+//joXXXTRcQVYVVVlx44d/PWvf8VqtTJv3jz0ej0lJSXcf//9PPbYY59YeufCCy+ksLAQn88HaKVi2traePjhh1m+fHkwMNvX10dHRwcOh4OVK1cGt4+LiyMtLe2LHRghzhCqqvUUrCjzU9CzCUPAQ0tsEb32JLyKCYMBMjI+DPiJU8tohIQEmD8f7HYoLlZoajLgC89g64zv4DaHklP+JklNxZi8A1iHu9lYdDuBgJ7duxU8Hpg+HfLztWxWIc50iqJlZUtmthBCCCGEEOKohoe17NWKCu2ChxBCCCHOGOMqwBoIBHjppZeYPXs2K1euxO12U1ZWBmgZo4WFhfzud79jaGjouPf9xhtv0NrayuWXX86SJUswGAxs3LiRH/3oR+zevZu5c+diO0rzs/PPPx+/389IK9ze3l42btyIyWTinHPOwWw2B9e1Wq3k5ORw4403Bm8zGAyYTKbjHq8QZyKvV5vc2digMtdTBUBLXBFdlnj8AQW7HVJTx3aM453RCMnJWnlUkwk2bVJoa4OS0JmoEwN4DVayqlYT2VVJTPtBTGYtu6+jAw4e1M4t3W4oKICoKG2fEiwXQgghhBifRiZYGgza90whhBBCCCGEOF2MqwArwMGDB7n33ntJT0/H8pE6lJGRkfT19QWzSY+Fqqqoqsqbb77JrFmzOOussygoKEBVVWJjY/nNb37D2rVrKSws/FiAVVEUQkJCRt3W1tbGjh07iI+PZ/r06aOCp36/H5fLRWVlJXq9HofDQWxs7FEzY48cXyAQGHXbkQFdIc4kQ0PQ3Aw9vQpuZxLNCVOpS55LuyEev18LyCUkjPUohcGgvQ52uxZkfestha4uKHPOYbDQyWBINEn1W6hPmoOqM2A2Q2ysSlsbHDqk0N2tBVpnzoTwcG2fEmQVQgghhBifvv1tuOwyrTWhEEIIIYQQQpwuxl2A1ev1otPpUI5ytb6trQ2LxfKpAcuj8Xg8HD58mBtuuIGoD1KuFEXBZDIxa9YsDhw4wPDw8GfuJxAI0NzczPr161m6dClWqzU4Tp1Ox9DQELt27eKKK67A4XBQVFTELbfcwpQpU3A4HEd9Tm63m/7+/lFZuS6XC6/Xe1zPUYixpqpan876ehjyGnn/7P9hx/D38BtMdLQbMRggJQUcjrEeqQAtIBoaCosWaYHWf/4TWlvB58yhf+p/YZnyVQZCYrQXFgjx9ZISaaCz30x9vYGXXlLo7YWLLgKbTXpIitOfTFwS4swm72EhTl9+f/AroxBCCCGEEEKcNsZdgHXOnDmsWrUq2GNVURQURcHr9fK73/2OwsJCHMcRoVFVNdjHNSIiYlRWrKIoREdHU1pait/v/8x9NTc3s2fPHhobG/nKV74yKmCamZnJDTfcwG233UZSUhJVVVU88MADfO973+P73/8+11xzzVEDw+vWrePxxx/n1VdfPebnJMTpqqcHystVtMrZCh5LKKoKvgBEOCA7e4wHKEZRFK2U2+zZWk/Vf/1LayszYA4lNjYUgwIKKjq/h2WvfZ2BkGhKJ1xKadISOrvgxRcVWlrgiisgJkbLjJUgqzgdjVSzEEKc2eR9LIQQQohTzmjUTnhTUuCINmFCCCGEOP2NqwCrXq/n5z//Oddddx3btm2jubmZ4eFhvve971FZWUlbWxuvvPIKKSkpYzK+vXv3smXLFgoKCpg+ffqo+woKCpg4cSKgBW4nTpzIxIkTufbaa9myZQtFRUXB+4+0ZMkS5s2bNyqDtr+/n4svvvjkPhkhTrDBQWhpgZYGP8mWbiAKUOjv17IbY2Ol/+rpbMIE+NrXYPVqKC6G6mpITIQQG+SUryKlfhMhA+2k1WwgJe8yNs35b0JCQnnvPS3z9cILtb6sERFj/UyE+JBOp8Ng0L5KDQ0NYbVax3hEQojPKxAIBCu+GI3Go1aGEUIIIYQ44ex2yMvTgqt2u8wqFkIIIc4g4yrACpCfn88///lP1q1bx549e2hra8Pv97N48WKuvPJKCgoKPtab9dMoikJERAR6vZ7e3t5RgcyR7Fan0/mZZYeHh4c5dOgQ1dXVXHXVVeh0ulH3f/RngLS0NKKioujv76etre2oAVaTyYTRaBw1I99sNh93GWQhxlpXF3TUDxJds5fv7PwqrYlFvHHxn2nqC8UWopCQAE7nWI9SHI2iaEtsrFbyNyEBNm2CykrtNavKWMJ7C37MtJ3/H86ucqbufoKYtoOsWfwLdOm51NcrvPQS1NbCrFmQlSXnnOL0oCgKRqORkJAQOjs70el0WCyWYHUMIcTpT1VVfD4fg4OD9Pb24nA45HuyEEIIIU6d+Hj46lfHehRCCCGE+BzGVYBVURTMZjN5eXk4HA4WLFjA0NAQqqoSHh5OVlZW8MLo8TCbzaSnp1NVVUV3dzdJSUmoqorX62Xv3r2cddZZmEymT91HaWkphw8fxmKxcM455xzT4/b39zMwMIBOp8P8CWVEjnaR95N60ApxOuvshMH6TtI6ionqrWTIEYOKgnsYkpK1oJ1hXH2inXkMBi2gOnWq1it30yYoKVGo84ZiyFqG2xxKXunLpNVsIK12A+ev+yGbZ34fJWIOvQMWduzQAu2zZkFhIZhMEmgVY0tRFAwGA5GRkXR0dNDd3Y1er5e/sUKcYQKBAKqqYrFYiIyMBJD3sRBCCCFODZ8PBgbA69V66xiNYz0iIYQQQhyjcRWOUFWV2tpajEYjCQkJpKen09PTQ1lZGfv27aOhoYH58+cTEhJy1IzRo1EUBZ1Ox+LFizlw4AA7d+4MznzfuXNncJ9Wq5U9e/bQ1dVFdHQ0kyZNGrWfnTt30t7eTkZGBllZWaPu8/l81NbW0tvbS0JCAlarld7eXlavXo3L5SIxMZGEhIQTdpyEON34/dDeDkN1HUzs3QEodDqz8fj1gEJ0tNayRK6Fnv5Ggqxms3beqChQWgo1umTcyRfgNoXitoSTWbWGrIr/4DWGoJuqctg+la6hcEpLtXNPnw8mTdIqKB3jx7UQJ4WiKFitVsLDwxkaGjqmnutCiNOLwWDAYDBgtVql1LcQQgghTq2ODli7Vuujc+ON2uxxqaYhhBBCnBHGXYD1rbfeIjs7m2nTpqEoCuXl5fzjH//g0KFDhIeH43A4KCwsxG63H9e+V6xYwf333897771Hb28vBoOBTZs2kZOTw7x587Baraxbt46DBw8ybdq0UQHWoaEhduzYQSAQYMaMGdhstlH79nq97N69m507d5KTk4Pdbqejo4OXX36ZlJQUpk+fTlJS0gk5RkKcjgYHoa3Fj7exlYzeXaiKjtrUs+gfNmAyacHVDxJOxBlAp9MyWAsLwWrVgqXl5dBiicaddAE9YWl4jVZyy94gv+RFmuOL6CrIRjWH43JBSQm4XNq+JkzQJvnq9RJgF2NjpFJEaGgodrsdv98/qiy/EOL0p9Pp0Ov1xzzBUogj9ff309/fT29vL16vF1VV0ev1mEwmYmJiCAkJQa/X4/P5qKmpYWhoiEAgMGofdrud0NBQoqOjg7f5/X68Xi/Nzc0MDg4G9xsWFkZMTMzHKia43W5cLhddXV0MDw9jMBgICQkhLCyMsLCwUeuqqkpXVxe9vb3ByUEWi4WoqChCQkI+sTqSEEKIk6CrSwuwbt4MS5dqJYOFEEIIcUYYVwHWQCDAH/7wB+677z5UVaWtrY1Nmzbx2muv8fWvf5333nuPP/zhD/z0pz8lJyfnmPerKAqLFi2is7OTF154gT/+8Y/4/X4KCgp45JFHiI6ORqfT4fP5GB4exuv1jtq+tbWVpqYmEhMTmTdv3sf2r9PpGBoaYvfu3bz00ku4XC5iY2OZP38+N910ExMmTMAgtVHFl1hrK/Q0DWJuqye+pwS/wUJN6ll09RqIcEJcHISHj/UoxfFQFC2DdeJELdj68stw4AC0DpvxRk6me/Ev6Q1LY9rOP1ObehaDNicWI5iMKiGWABUVep5+WuvpOmOGlhVrMEiQVYwdRVHQ6/XSu1EIIcaZ3bt3s2bNGl555RXq6upQVZXQ0FAyMzO58847mT9/PuHh4XR1dfG1r32N7du343a7R+1j8eLFLF++nO9+97uAFgAdGhqipqaGu+66i+LiYjweD9HR0Sxfvpy7776biIgI9Hp9cFJPeXk569at48knn+Tw4cNER0czd+5cVqxYwcqVK1FVFUVRUFUVVVV5+eWXefnll9m9ezc9PT1MnDiRb3/728yfP5+MjAxASmULIYQQQgghxKcZV1E5VVWpq6sjLS0Nq9XKzp07qaurY9myZdxzzz0sXbqUq666it7e3s+1/8svv5zLL7/8E+//4Q9/eNTb09LSeOWVVz5xO7PZzPXXX8/111//ucYlxJlMVaGxESy1ZcR17UPVGehwTqA3PA1Xk8L0mVoGq8Q0zkyKAqmpcNNNH07abWhQGIwM5f25P2DX1FsYNoeh6vSgqlh8/UQNN2GZkENNDTz3HJSXK5x1lhasNZslyCqEEEKIUycsLIyioiImTZpEcnIyiqLQ2NjIe++9x80338xjjz3GggULgsHK5cuXs2TJEmbPnh3cR0hICA6HI/hzIBBgw4YN/PKXv8RqtfLoo49it9uprq7mwQcfxGg0cvnllzN9+nQAGhoa+MUvfkFFRQVnn302v//97zlw4ADr1q3jnnvuITo6mtmzZ2Oz2ejr62PdunX87Gc/47zzzuOqq64iLS2Np556ikceeYTt27fzs5/9LNiPWAghhBBCCCHE0Y2rAKuiKBiNRtxuN4FAgIqKClpbW7nkkktQFIWIiAgGBgakf5oQpxFVhbIyCKk+SHbfTjxGO2XZF+Ee1jIWMzIgImKsRym+qNBQuPhiyM6GTZtgyxbo6YGMjAh0CihAeE81Ew++wLz3f8X+Sdex+pyH6BiwsmMH1NTAtGlwzjkgFdOFEEIIcaokJycTERGBoijBIGlycjLR0dH87W9/o7a2ltzcXGJjYwGtHHBcXFwwSxQ+LFM9oqamhoMHD1JfX8/DDz/MrFmzMJvNJCUlsX//fjZu3EhhYSFFRUUoisK7775Ld3c3GRkZXHfddWRmZhIfH4/X66W1tZU33niDSZMmYbPZ6O3t5bXXXiM/P5/Fixczf/58HA4HN910E7W1tdTX17N582YuvvjiT3zOgUAAv9+Pz+cL3jaSdRsIBFBVFb/fP+q8euS2I7c/ViOH5oiHE5/Tka/DyGskrQ1OPb/fHywVPvI6fLR0uDj5fD7fqNdhzFoF+P3oVBVl5P35Oa5JyntZCCGEGBvjKsAKMH36dP7whz9QUFDA5s2bMRgMzJkzB1VVqampwel0YjQax3qYQogPtLVBW6OXKc2HSeo9iNcaSlX6Ejo7tbKwqalacE6c2UZKBufkaK9rWhq8+aZCebkWMLVawd7fSkRXFVZ3D1P2/YPIrjLWLPoFIbF5dAzYeO89qK3VgqyzZklfViGEEEKcfBEREUQcMdtPVVVMJhPx8fHBNjFHBhO7u7spKyvDbrdjNBpxOp3ExsYSesQX2rq6OhoaGtDr9Zx99tmEhYVhMBiw2WwsWbKEVatW0djYyMDAACEhIezcuRO9Xk9OTg7Tpk0DIDw8nEmTJrFv3z42b96M2+1GVVX6+/vZunUry5YtY+LEiaSmpqKqKrNnzyY1NZWGhgb27t37qQFWt9tNbW0tFRUVo57b4OBgsK9re3s7Q0NDo47LSBDJ5XLR3t5+TGX1VVWrVqOq0N5+bK+J+GSBQACPxwNAT08PXq9X+k+PAb/fj8vlQlVVOjo6MBqN8jqMAb/fT39/P36/n46Ojo/1tj5V9F1d2IeGMPn9dHd342tr02aTH4f+/v5Rn7lCCCGEODXGVYBVp9Pxne98h7/97W9s2rQJp9PJggULiIuLIxAIsG3bNiZNmoTdbh/roQohPtDYCD3dKrXR0zlUcCUGv4fWmEm46rWSsOHhWmBOnPkUBUwmiI6G6dPBZoO334bmZggJAaM9B/2ka/GYHRTt/ivJ9Vs4f91d7Jt4DaXxZ9NkTaOhQeG116CrC+bM0X4/pEW1EEIIIU6mkb6mHo8Hv99PY2Mj69evx+/3k56eTlxcHAB6vZ4dO3YEJ/pGRkayaNEiLr/8coqKioLnobW1tfT19ZGWlkZEREQw8GKxWJg+fTp+v5/W1laam5vJzMyktLSU+Pj4UVmxADExMeTn5/P8888HxzYwMEB5eTkFBQXBMsCKoqAoCtnZ2fT393P48OFPfb6dnZ288MIL/OY3vwkG60aOg8fjITMzk927d2O1Wj+2bSAQoK6ujvr6+mM+vjNmQCAAO3Yc8ybiGJSWlkqf3TE0km24f//+MR7J+Dby+b1nz54xG4O9vp7Mvj4iVZVDJSW4BgdRj7MH0sjEFiGEEEKcWuPqsrOiKMyfPx+Xy0VnZydJSUkUFBRgsVjw+/0UFBSQn59PdHT0WA9VCPGBujoYcOtpjJ/O3qRojN4B+o3h+P1aeWCrVbIUv0xGMlmdTigq0i6mbdwILS3Q7HcyGDaDoUlh+PVGJh78F6l1m9D7PYT2N1OWdDZljql0dlpYvx48Hpg0CRIStACt/J4IIYQQ4mQYHBykoqKCSy65hJ6eHhRFITQ0lCeeeIJFixYRGRnJwMAAV1xxBXFxcURERGAwGKioqOChhx5i3759nHPOOdxzzz2Allno8XhwOp2jHkev1xMTE4NOp8PlctHd3Q1Ae3s7aWlpo7JgAWw2GxEREbhcLoaGhujr66Onp4dAIIDT6cRisYxaPzw8HKPRSFtbG6qqfmLwLSEhgTvvvJPbbrttVElKl8vFlVdeSVJSEmefffaoicuqquLz+di4cSPZ2dkkJCQcUwYrwO23a60kzj33mFYXnyIQCOB2u9m4cSMzZswgNDT0mF8HceL4P8hU3LVrFwsWLMBkMkkG6xjw+XzU19dTW1vLvHnzMBgMYzPpwO9Hd+214Pcz22I57uAqaBmsb7/9NocOHToJAxRCCCHEJxl3Adbw8HCuvvpqenp6GBgYwOv1Ultbi81mY+nSpcH1hBBjS1W1Pks1NeBT9QxGJlMfnkwgAO4BMJu18sBm81iPVJwMOh04HDBvnvYab9kC1dXQORSCzzGZnlnJAOSWvUFC0w5C+xqwuTsZmplIiz2V5mZYu1br41pYCOnpEBb2YQ8vIYQQQogTZaQ/6oMPPojL5aK1tZXS0lJ+//vfEx4eTlFREaGhoVx88cVYLBaMRiOKopCRkYHb7ebFF1+kuLiY5uZm4uLigkHLzzovHVnv09Y/8rYjg6EjWatHW/ez+vjpdDpsNtuoAK2qqhiNRgwGA3q9HpPJhMlkGnX/SABp5P5jDex5PB9WOhFfzJH9b41GI2azWQJ7Y8Dv92P4oMzOyOsg16FOvZH+14qiYDKZxi7ACmCxaBdBPuf7UYL0QgghxNgYVwHWkb4vnZ2dbNmyhfLycnp6ejAajaSlpXH++ecTFRU1tl+qhBBBvb3QUOPDqg5j0+tRAkb8fj09PVovppQUCbB+mY1cSJszR3u9t27VSsM1tejxxzpZs+gXdERNYPqOP+HsLCOuZQ/O7gp601NJS4OGBli/XsuCnjEDZs6EiIgPSwbLx7wQQgghTgS9Xk9oaChLlizB7XbT0dFBeno6DzzwAPv27cPpdFJYWEhycvKo7UJDQ1mwYAGrVq2itbWVtrY2YmNjgxfK3W73qPVVVQ32Uh0JyoBWOvjI3pojfD4fw8PDGI3GUUFPRVFwu92j+qcCeDweAoHAUUv7HmkkOHvkxXxVVUedR4+sc2TQ9qP3HUswQFW1BT533EF8xOd5HcSJdeT7QafTyeswRkaOPRB8DcbkWmB/vzazvKcHJk8Gu/24PvBGfp/kOqYQQghx6o2rACtAVVUVX/nKV6isrCQsLIyIiAi8Xi/V1dUkJiby7LPPkpeX95knlUKIk0tVoawMDLXlzOzdgC82gZaEqXSYk3C5YOFCrUennId++SkKZGVBbCzk58Pq1bBzp0JYmEKg4Ebqk+aQUr8Zv85IdfrZKKjodZCaotLbp1BVBbW1CgcOwNKlWu9eRdF+x+QcVAghhBBflKIoGI1GYmJiAEhJSSE3N5ennnqK3bt3ExcXR2Fh4VG3TU5Oxm6309zcTEdHB6qqEhYWhslkoqenJ9gfUFEU/H5/cJ2QkJBgSWCn04nb7cblco3at9vtpqenB4fDgdlsxmazYbfbMZlMdHV1BQO4Ixmrvb29eL1eIiMj5UK9EEKcKm1t8OqrsH8//PSnkJkpFzqEEEKIM8S4+osdCAS48847iYyM5KWXXmLfvn1s27aNHTt2UFpaSlpaGv/zP/9DTU3NWA9ViHFPVbXzi6l1r3H29gc5e/295O3/F16vVua1oEDKvY43djtMmQK33QZf+cqHQfhqQw47J32V/ZOvDa5rHezgmueWMafueSY6WwkNhb174ZFH4PnntcnBgcCYPRUhhBBCjAOqquL1ej+WKXqkkpISuru7MZlMxMTEoCgKOTk5REREUFpaSnt7e3D7wcFBNmzYgNFoJCkpiZSUFBRFoaioiObmZkpKSkbtu7GxkV27djF9+vRgKViHw8HkyZPZsWMHbW1to8a6f/9+Ojs7mTJlysk5IEIIIT5uaAgqKmD3bhgYGOvRCCGEEOI4jKsMVlVV2bJlC08++SSTJ08mJCQERVFQVZXY2Fj+3//7f3z1q1/92MxfIcSpFQhoVXIOHYKvt63D7umkKnIG9eGT6O+HqCiZ1DkeKcqHvVnPPRcSEmDVKqiqUuhzKURGQkgIKAEfczf/L6l1m0hq3EZl+hL25V/DobQL6XYZeeMNrZ/r2WdDbi6Eh0smqxBCCCE+n/Xr11NTU8PkyZOJiYnB4/HQ2NjIli1bKC4u5q677iIlJYXy8nLeffddpk+fTnh4OAC1tbU8/PDD9PT0UFRURFZWFoqikJ+fT1FREW+99RY/+clP+OpXv4rdbqe6uprf//73LF68mAkTJgRL8q5YsYLdu3ezdetWfv/733PRRRdRUlLCG2+8wY4dO7j33ntxOBwoikJERATXXXcdv/vd74iMjKS/v5/k5GT+9a9/UVpaSn5+PhdeeOHYHlQhhBBCCCGEOAOMqwAraFmsIz1oPtprwWw24/f7gyWShBBjw+eD+joVX0MrcT2HMfnddEVm0RSex/CwVibWbpeg2HikKNpitUJenvbvli1QWgqdnVpgPjpKR2neCmLaD5JSt5HMqncI760jpXEL2wtuoj4qm4oKhf5+LRN68mTIzpZ+vkIIIYQ4fu3t7ezZs4dDhw4FzzGHhobo6uriggsuYNasWSQmJtLf38+2bds4fPgwRqMRgKGhIRRFYdGiRcyZMyfYpsZmszFx4kQuu+wyduzYwXPPPYfBYGBwcJCoqCiWLl1KZmYmOp0OVVVJT09n8eLF7N69m40bN1JbW0t3dzf9/f3MmTOHWbNmYbFYALDb7SxcuJD33nuP6upqXnjhBex2O5WVlRQWFjJ37lwSEhLG7HgKIYQQQgghxJli3AVYc3NzWbNmDREREeTl5eFwOPD5fDQ1NfHqq6+SlpYm/VeFGGM+H1RVqcS37cHq6WEgJJru0FRc5mh0Aa0fp14vAdbxTFG0IHtODhiN4HRqGc/19dDapuAPm4Jt2q30hqWQVrOemLYD2AdasAz3cCj7UvaELaSj3cKOHQodHdDRARMmaH1eR/YvhBBCCPFZzGYzPp+PPXv20NHRgcViISIigrS0NL72ta8xZcoU9Ho9dXV1uN1utm7dysAHJSCjo6M566yzuPDCC8nPzw/uU6fTkZubyw033EBrays7d+7E4/EQERHBeeedx7nnnktYWBhAMCv1kksuISoqihdffJG33nqLyMhIpk6dyvnnn092dnZwcrHVamXKlCmsXLmS1atXs2/fPvr6+sjNzWXZsmVMmzYNu91+6g+kEEIIIYQQQpxhxlWAVafTsXz5clatWoXJZKKiogKn04nH46G8vJx169Zx8cUX43Q6x3qoQoxbqgpuN1SWq+R3bMQQ8NIalUenLRkPJkJCID19rEcpThcmkxZkjYiA6GjYsQMOHVLoGrSwO/FiuuwpuOxxZFa9Q1RnKdN2/wV7fyueBZFU2QrodFnZvx/a2rS+rFOnakFWk0mCrEIIIYT4bMuWLWPZsmWfuV5eXh7PPPPMMe/XZrORk5PD448/fkzr5+TkkJOTw1e/+tXPXFdRFFauXMnKlSuPeTxCCCGEEEIIIUYbVwFWRVG47bbbaGlp4fXXX+fvf/978D69Xs/555/P17/+daKiosZwlEKMbz4f9PWqVJX5uLhrPfqAh+b4IlpNyfj9WvArOXmsRylOJ4oCMTFaL9X0dFi3DjZt0oKmgajJdM7IoiZlIVP3PklO2RvkVKyiJW4KvdOTMcZZ6euD2lpoaNCW88+H+Hit/LBOJ4FWIYQQQgghhBAnSUwMXHklzJsHCQnaSagQQgghzgjjLsAaFhbGI488QkNDA7W1tXR1dWEymcjKyiIjIyNYOkkIMTYGBqCmyo+vqZWM9m3oVD+NiTNpNqWi12vZilK1TByNyQSJiXDttdrvyauvQk0N9NpsDMScRcuF0yjJu4x57/+andO+waAtGr2iEhEOofYAPb0Ka9cqlJfDkiUK06ZpAX0JsgohhBBCCCGEOCkcDpgyBbKzISxMTj6FEEKIM8i4CrAeKTExkYSEhODPiqJIcFWI04DLBVWlHpK6D+A1Wul05tIWnsOQEkp0GOTmjvUIxelOr4dZs7RevWvXwvbt0NgIHeYQ3JmXUJa9FJQPZwWn1mxg4qEXqEpfwoH8FdQ3wDPPwNat2n5mzfqwN6sQQgghhBBCCHHCGAzaLHKzWfu/EEIIIc4Y4/Iv90svvcSLL77IgQMH6OnpwWg0kpqayi233MIVV1yB2Wwe6yEKMS75fNDRAQcqrAxkn81j0/djdXdRq8tECSjExUFq6liPUpzOjpwnExkJl1wC+fmwcycUFyscLlOJj9cRHq5NrIlp2Uvu4Vcp2vM3Cg6+wMT051m74Kc0RWTQ1GTi1Vdh926tWtPcuVrZYJmLI4QQQgghhBDihOjrg717obUVzjkHnE456RRCCCHOEOMqwBoIBPjHP/7B448/TnJyMhdccAFhYWH4fD7q6ur43//9X/r6+rj88suJiYkZ6+EKMe709kJTE3R1KzidZvpCkhmwx9LdbCI8EpKStOo5QhwLnU4LiGZlQUQEZGTA5s0Khw9rmdJRUdDjSKE2bRGR3VVkVbxFZtUaQl2N7M+9goMpF9FkyaCx0cCrr0JVFSxYoO3HZJJzXiGEEEIIIYQQX1BLCzz3nFZCKTdXO3mVPqxCCCHEGWHcBVife+450tPTWbp0Kbm5uTgcDnw+H01NTfh8Pl555RUWLlwoAVYhxkB3N7Q2+mDIg9ViJaDo8OuteHxaNmJCglTMEcdHUbQga3y8Fpx3OLTfpf37oacH3KZQAs4Z+KcZ6XRmk3v4NZIat2H0DhHdW0F5/ELKnbNpUVLYvVsLzBYWau1xoqO1fQshhBBCCCGEEJ+LqoLXC8PD2v+FEEIIccYYd6GKXbt28eijj3LuuefidDqDt+fm5uLxeLj11lsZGBgYwxEKMT4FAtDRodJf3UZB83aizXaaEqbTq4ai0+mIiYG4uLEepThT6fUQGgpTpkB4OISEaEHW3l49TUoCvbHRNDsn4jHZyap8m6j2EsJ7a4jorsI8yYd3wjW0tyvs3w+dndDWBhMmQHKytj8J/AshhBBCCCGEEEIIIcT4Me4uCVutVqKiojCZTB+7Lzo6mpCQEHRSikOIU87jgbYmP8ZDe7lq73+jO6TnhStfpCEwAZtNR3y8VtJViM9LUbQlPV0L1qekQHExlJdDW5cRX2QK78y9l/rE2cwq/j1xrftwdpaTWv8+ByddTUICDPSr1NVCc5NCWZnC1KkwdarWJmekfbeUDhZCCCGEEEIIIYQQQogvt3EVYFUUhUsvvZTXX3+dxMREsrKyUD64Eu71enn22Wc5++yzg31ZR7bR6/XHtH+/308gEED9oKTHyLaKogQf50iqqhIIBPD7/Ufdn9FoDG43ss+RxziW/QtxJmltBVdVOyH1h4npq2TYFIIrNJGeOh15E7XywCEhYz1K8WVhtWr9VCdM0DJZN26EkhIFoxECKRdQlzKf/JJ/Y/a4qE+eB4oORVWJMA/hTPTQ1m+lotxEWZnC9u0K554LM2dqvVlHyMeyEEIIIYQQQgghhBBCfDmNqwDriH/+85+8+eabZGdnk5CQgNvtZu/evdTV1XHVVVfxxz/+MRiwjI2N5a677jqm/b7wwgs8/fTTFBcX4/f7mTx5Mg899BDTp0//xADoM888ww9+8AM6OjpG3W6z2ejt7R0V3C0tLeXPf/4z//znP+nt7WXGjBncfffdzJ49m4iIiM95NIQ4PdTWgqVsHwktG/EarVRmXsCAMQxfQCEzU+t3KcSJFhUFixZpWag7d8KqVXD4MDidIbhyb8BigSM/vWds/z2Fe/9OefZS9uWtpCJsGpWVCmVl8P77cO65kJOj9XoVQgghhBBCCCE+lcWilVfq7tZmAgshhBDijDGuAqyqqlJSUkJOTg6KojA0NER1dTUAkZGRhIeHU1lZGQyGKopCX1/fMe33jTfe4Be/+AWzZ8/m0UcfxWw28+9//5srr7ySzZs3ExcXd9RMWFVVsdls/OlPf2L+/PnB23U63ahSxVu3buWZZ55h3bp1PPzwwyQnJ/OHP/yB++67j29+85t85StfwWg0ftFDJMSY8PmgojxAdMVBcru34jWGUDJhBR2dCqGhCllZEBk51qMUX0Yjc19CQ7WM1rw8WLsWtm9XaGjQzm+josBiVlECfnLLXieip4aZxb8n9/BrVKeexfaiW6kKn8a+fVBVBfn5MH06TJwov7dCCCGEEEIIIT5FeDjMmwcZGVrvGWlbJoQQQpwxxlWAVa/X85vf/Oa4trFYLMe03jPPPENOTg7Lli1j3rx56HQ6kpOTWbNmDatWreKqq64iLCzsqNsqikJCQgJZWVlHvV9VVXbt2sXhw4e58sorueCCC7BYLNx111185zvfYdeuXUybNo3Jkycf13MT4nTR2gre8hrsTeU4vJ30hqVQnXoW3c0wbRrExmqTOoU4GUZ6sxqNEBMDF14IWVmwa5fWn7W5WSv9Gxuj5z/n/x/5h14kt+w1wnvryD/8MgktuyhPP4/N+V+n2ZDMwYMG6uth714oLIQpU8Bul5LBQgghhBBCCCE+IjJSK4UkhBBCiDPOuAqwAqSnp2Oz2UZlhx6ppaWFyMhITEc20vsUqqri9/vZsWMH11xzDdnZ2URGRqKqKtnZ2eTl5bFjxw6WL1/+iQFWr9fL888/z86dOzGbzSQlJbFkyRJiY2MB6Ovro66ujuHhYRYsWIDT6QRg4sSJJCcn093dTVVVlQRYxRmroQHCavcR2VOF12ijNWYSPeZYAoEPy63KJE5xsikKGAxaxqrJBBERWqWm0lKorlZoaVXpt05lON9MpzOX5IbNJDVsJa51LxZ3D+H9jRRP+ArlYdPpG4ygpESbPFBfrwVZ09K0iQLyuyyEEEIIIYQQAgBVBb8fAgFt1q/MzBVCCCHOGOMqwKqqKi+//DILFiwgPj4es9kcvC8QCFBWVsaaNWu4/PLLSUhIOOb9Dg0N0draSmJiIo4PGu8pioJeryc7O5va2lq8Xu9Rtw0NDaWgoID+/n5KSkrwer3s3LmTrq4ubrnlFmw2Gz09PfT09GA0GklPTw9uazabSUhIoKmpiba2tqPuPxAIEAgEUFU1eJvX6x31sxBjZeTXsKY6QEzDTqL7qxm0RVObOBfXoAG7HTIzpQ2JOPVCQ7Ws05gYSEiAffvg4EGF3l495ZbJtKRn0hQ5ka6ITNJr1hPTfoBJ+5+lNnUh3cmTUfTgcmmTBzo7taWwEJKTtapPNpsEWoUQQgghhBBi3KushL/+FXbvht/8BnJztZm/QgghhDjtjau/2IFAgAcffJCOjg7OPfdc0tLSsFqteL1empub+cc//sHLL7/M3LlzjznAqqoqfX19+P1+7Hb7qMxXRVEICwujt7eXQCBw1O3T09P59re/TWxsLCaTiaqqKl5++WV+9rOfcdZZZ5Gfn09/fz9utxuDwRAM4I6w2+0EAgEGBwePuv++vj46Ojro6ekJ3jYwMIDb7T6m5yfEyTY8DJVlAVJ6WrHohukKn0BN4ny6u7XganKylk0oxKmm02nVmsLCIDtby0Bdv17LSHXrQxgMn0VL9GQOZy1l5q4/kV79Lq2xk/GYQ7EaIcQ4jMHVQ0unkc2bwikvV5gyRWHSJG1fDgeMzPORScpCCCGEEEIIMQ55PFrpo5oa7QKJEEIIIc4Y4yrAqtPpuOWWW/j1r3/Nhg0buPHGG5k7dy6VlZXcc889lJeX89BDD43KEj0WymdcGf+k+xVFobCwkMLCwuBtkyZNYsaMGWzdupXnn3+eu+++G0VRgvv4aObpZ2WibtmyhSeffJLXX3991DYej+dTtxPiVKmvh8YmhffybqU9tgDMJhpipzJUBdOnS0lVMfb0ei2jddEiKCiATZuguFjLTu0IWOmPmUzbhX8gvLcWV2giAZ0RRVVxdlUwvfgxesNT2Dbpa9R0OFj9tp7iYoW8PIXZs2Hy5NETCCTQKoQQQgghhBBCCCGEEKe/cRdg/f73v8+5557Lz372M+6++26Ghobw+XxMmzaN7du3Exsb+5kB0yMpioLT6cRgMNDV1TUqM1RVVdra2oiJicFwjOU9FEXBarUyefJkqqur8fl8REREEBISwvDwMJ2dncHerADd3d3o9fpP7O+6ZMkSzjrrrFElil0uF+edd94xP0chThZVhT17oMelw5w0lcG8qXi90NenZQ1OmSKVccTpQ1G0/qyXXgqzZ2tlg7dt03q0+nwKKSmp2BTQKWAbaCel/n1m7vgDALO2/pZts25nT/aVVPtT2LxZz/btWvWn887TAq0Wy9g+PyGEEEIIIYQQQgghhBDHZtzlhSmKQmpqKrm5uej1epqbmwG49NJLg8HV4wmwAphMJiZPnsyBAwdobW0FPswS3bBhA1OnTh3V7/WzDA8PU1JSQkxMDHq9npiYGBISEvD7/Wzbti24Xn9/P4cOHcJsNpOVlXXUfRkMBqxWK6GhocHF4XCgk5RAMcZUFYaGtACVxaJgNCqAwvCwQl+fQl4exMdL9qo4vSiKtsTGwuLFcNtt2lJQAE1NCpWVCt3d4DJGUpV+DmvP/gV9jkQc/c0s3nAvNz9/Hjfsvp2zdeuJcfooKYE//hEeeUQrP9zSAp9QUV4IIYQQQgghhBBCCCHEaWJc5Yapqsq+ffv45S9/SXNzMxdffDHZ2dkcPHiQRx55hPLycr73ve8FM1KPhaIoqKrKtddey+OPP05sbCwejweTycRrr72Gy+Vi2bJl2O12XnjhBaqrq8nJyWHFihWoqsqTTz5JVlYWCQkJ6HQ6ampqePXVV2lqauLSSy/FYrGg0+koKiri0KFDPPnkk2RmZpKQkMATTzxBV1cXS5cupaCg4BPHd7TbjjeILMSJ5vNBRbmK4+A2Zrj30KMW0enModcfgcGgZa/q9WM9SiGOTqcDo1Hr0VpUpPVU3b1bKx3c3Aw9PXp6LEkMTbqJqoxzyD/0bwoOPEeoq5HJh54nrX4ThbHTWDfrRzRbMygvV2hqgqQkmDBBC9impWmPIx/XQgghhBBCCCGEEEIIcXoZVwHWQCDAAw88QCAQ4IorrmDevHnEx8czZcoUoqOjeffdd3nggQf4/ve/f9x9WM8//3zKy8s5fPgwZWVlKIrC4OAg3/rWt8jKysJoNFJZWcm+ffswHdFwr6Kigo0bN+L3+9HpdPj9ftxuN9/97neZPHkyRqMx2Ku1r6+PF154gd///vcYDAZ6enpYtmwZCxcuJDQ09EQfLiFOGlUFrxcOHlSZWPcm07tWUx1oZrfPjMceQUQE5ORo60pwSZyuFEWbBBASAjab1ks1Pl4rGVxZqdDaaqaiPxarKQp3gY226HxS6t8nqWEr4T01+PVG9I4QHBZtX14v1NRAeztUVWnlg/PytKCrwSDvBSGEEEIIIYT40rHZtAsgHg/Y7XLiJ4QQQpxBxlWAFWBoaIgrr7yS8847j5iYGHQ6HdHR0SQlJeHz+Xj//fcZGBg4rn0qikJmZiYrV65k8+bNVFdXEwgEKCws5MorryQkJASdTseECROwWq2jyvlOnjwZVVXp7u4GICwsjLS0NC666CIiIyODmabx8fEsXLiQQCDA1q1bGRwcpKCggKVLl5KVlYVeUv3EGSQQAFefSsXBYa5uXUNS1y6aU2YxPBQgYIOUFK0EqxBngiPLBjud2r/JyVBWBlVVCl1dBspMBdSn5tASNoEOZy4x7QfxGm24rREY9BAephJVt5N+l0p7VxylPQk0NuppaYGJEyEhASIitHNvKZsthBBCCCGEEF8SSUlw661agDUyUk74hBBCiDPIuAiwDg4O0tnZSXx8PPfeey9TpkxhYGCAwcFBbDYbBoOBuLg47r77bu6//35CQkI+1+PMmTOHOXPmfOL9K1asGPWzoihcffXVXH311Z+5b0VRSEhI4Nprr+Xaa6/9XOMT4nQxPAwtjX5cpY2k9exB1eloip1KmzUVs1krkWqxjPUohTh+BoM2QSA+HvLzoaQEtm+H8nIY9JnwhM+iProIu78Xh6cTv0Hrz20a7mPW/r9i9A5SGzeLUuMCampiWd8cSUmJnsmTlWA2q8OhvT9kXo0QQgghhBBCnOEMBm02rRBCCCHOOONiWtT+/fu566676O/vZ9q0aRiNRl577bVgJuiIvr4+3n777WA2qRDixFNVcLlUKg8OMenwixj8w3RFZtNoz2XQGklUFGRnj/UohfhijEaIiYEFC+C//guuuUYLvPb2Ql2zibrBaJpDJxAIaO+JxMZikhq3Mnn/M1y09k5ueesyruz8/8gNa6GjYZhVr/v5619Unn0WduzQ9uPzEdxeCCGEEEIIIcQZqKMD3ngD/vQnaGmREzwhhBDiDDIuAqydnZ1s2rQJj8cTvO35559nw4YN9Pf3B2/z+/1UVVXhdrvHYphCjAuBAHS0w4HNfVxQ+2cUVPZMuYFafxImk0JGBqSmjvUohTgxdDqtrO+iRfDDH8K3vgXz5mnZpxUVUF2tZXTXJs9nw8L/oWTCCjwmO86uChav/x/++/Fcbqu4kwXWnRg9/RQXw2OPwc9/DqtWQVsb+P1j/SyFEEIIIU6usjLYuXOsRyGEECdBXx/s3g1r12ozaQOBsR6REEIIIY7RuCgRrKoq6kdmgH30ZyHEqdHRAS0HO3DuXUfUQA1ucxilOcvp7I0jJ14rDywtR8SXyQettLFaYepUrXRwSwvs2webN0NVFRiNJnpiL+Zw6rlEuarJqvgPhXv/Rkz7IabtepzJ+55i09wfsnPyTbQbE+nshGeegTVroLAQJk+GjAytB+zI4wkhhBDi5PN6vXg8HjweD4EPLoorioJer8dqtWIwGNDpdMHzz8HBQbxeL/4PZkgZjUbMZjNGoxHdEV+CVVXF7/cH1x/Zr9lsxmq1oigKyhF/9H0+H16vF7fbjd/vR6fTYTQaMZlMmEymUeuqqsrw8DDDw8P4/X4CgQAGgwGLxYLRaER/GvYhePdd7fvTtGljPRIhhDjB3G5t5u3+/XBElT0hhBBCnP7GRYBVCHH6aG2FrgPNzKj7NwpQkncZLb4ojBY9yclaGVUJEIkvI0XRMletVkhO1oKhU6bA3r2wa5dCc7ORjm4DLaYcOibEUZ59EWk1G5h04Fks7m76wpIZdkRj04HJGCCko5ZGTzKbN+vZv18hMRFyc7UAbnq69ljyXhJCCCFOrq1bt/LOO+/w8ssvU19fTyAQIDQ0lKysLH7wgx8wd+5cIj7orTc8PMyvfvUr1q1bx6FDh/B6vSxatIivfe1rLFiwILgewMDAALW1tdx9991s374dj8dDVFQUK1as4K677iIiImJU0LS0tJR169bx5JNPUlpaSkxMDPPmzWPFihVcccUVHxv3s88+y0svvcTu3bvp6emhoKCAb3/728ybN4+MjIyTf+CEEEIIIYQQ4gw3LgKsyqdcYf60+4QQJ9bgIDQ2qtQ16Ei2hjBsdnAo7wraB21EJSokJUFY2FiPUoiTS6cDk0nr02q3Q0iIVha7vBwqKxVaWszUD0bRgJPOpDA6I7KweHppiSskoDeiI4BDdXHh1p/QbkqkImoO9VFF1LkTaG42Ulqq9TGeMAGSkrT9n4aJKEIIIcSXgsPhID8/n+TkZGJiYlAUhdbWVnbt2sUPfvADfv3rXzN79myMRiOPPvooq1evZsqUKdx8881YLBaefPJJnnzySUpKSrjrrrsACAQCbN26lUcffZTh4WHuu+8+bDYbTU1N/O1vfyMiIoKlS5cyefJkVFWlubmZ3//+95SWljJnzhx+/OMfU1FRwa5du3jooYdITEykqKgIq9VKX18fmzdv5pFHHmHatGn88Ic/JCEhgTfeeIO//OUvHDp0iB/+8IeEh4fLubIQQgghhBBCfIpxEWAFbbbw+vXrCfsgetPR0UFVVRXr168nPDwcgJ6enmD5JSHEidfZCQ0NUO+OojL/EvzRcdTFzWSwyURSEsTFaYEnIcYDRQGDAWJjISoK4uO1QGt1NVRXKzQ3KzR7k2iPSMJmGMZk1aNHQR/wYu9vIrf8DbL0JlISD1LTN42akIk0WLKp78ykqSmUhgbIytKCrNHR2uQFq1WyWoUQQogTKS4uDrPZjE6nIzIyEkVR6O7uxul08vTTT1NdXU16ejqhoaG8+eabZGRkMHfuXObPn4/JZKKhoYG3336bnTt30tTURHx8PM3NzZSUlHDgwAG++93vsmjRIqxWKw0NDRQXF7Nhwwby8vKYOHEiiqKwY8cOamtrsdvtLFu2jKKiItLT0/F6vVRVVbF27VomTJiA1WrF5XKxZs0aHA4H06dP56yzzsLpdGIwGPi///s/ysrK2LdvHwsXLhzrQyuEEEIIIYQQp7VxEWAd6T3zzDPPYDQaURSF3t5eSktL6e/vx2QyoaoqXq+XkJAQDIZxcViEOKVUFerqoKlJodsUx+Hsq6hQr6BvUI/RrJCergWZhBiP9HotwBobq5X4rauDAwe0Pq1tbTCsmLEGwOIHC35M7n5aYycT1ltHWs160qvX0R2eTnXKIg7qz6ekZwK7W5IoOWQhNU1HdjZkZkJCgpbROhJolWCrEEII8cXExcURFxcX/FlVVcLCwggJCcFkMtHb20tnZycej4fi4mJuvvnmYBleVVW58sor2bZtG3V1dVRUVBAbG0t1dTVVVVUMDw9z7bXXEhERgcFgICIiguXLl/PjH/+Yuro6hoeHMZvNbNq0iUAgwOTJk7ngggsAiI2Npauri7KyMt555x1uuukmIiIicLlcrF27lkWLFjF79mwKCgpQVZXly5fzyiuv0NzczLZt2z41wKqqarCn7JG3jfSgHfn5o/8euc3R9vFJjvy+coybiE9wtNfgWF8HceLI63B6ONrn2JjQ6bSTtPBw7cRQVY/7w05+f4QQQoixMS4iifHx8SxbtmzUbeecc85R101MTMTpdJ6KYQkxrni9UHnYR2eritWkQ1F0BBQDra2QmKj1jDyi7ZQQ45JOB6GhMHGiFmidOxd27IDdu6GxUcsCt1qteJzTeerqN8kv/TeTDzxLbNsBInuqiO48zIzdf6Y2dQFvnvO/lPrz2bvXzL59Kk4n5OYqTJum7dtq1c7fdToJtAohhBBfxJEXtgOBAE1NTaxdu5aBgQGysrKwWq0cPnwYn8/H1KlTSUxMBLR2NWlpaSQnJ9Pa2sqePXuYO3culZWVdHd3k52djdPpRKfTAWCz2ViwYAE+n4+mpiYaGhrIyMhg3759xMXFkZubO2pcCQkJFBYW8uqrrzI8PIzf78flcnHw4EHuuOMOoqOjg+NQFIWJEyfi8XjYv3//Zz5fj8eDx+MZ9dz7+/vx+/0EAgF8Pt/HqkP5fD4A/H4/Pp/vmAMCer3WWkGv184pxOenqurHXocjA+Pi1Bh5j4D2vtDr9VKSewz4/X78fn8w4WLMhIWhW7IE8vIIREZCIHDcH3byXhZCCCHGxrgIsBYUFPDHP/5xrIchxLhWU6Oi7Cgmu7oLNTaOTnUqXh8MDWlBpNhYrVyqEOLD7NKUFG055xyoqIC9e2HPHqiqVlAUOx1pX2VPwfXEdx4gs2o1E0pfIbl+M2k161EtVmIiFJw6cA9Bb4/Khg2waRMkJ8OsWTBxotb72G4f/dhCCCGEOHZDQ0NUV1dz/fXX09vbSyAQwGKx8Mc//pGzzjqLnp4eurq6MBqN2O12zGbzqO0dDgdWq5WOjg5UVQ22rvnoxF+9Xk90dDQ6nY7+/n56enoArf1NamoqoaGho9a3Wq3BrFW3243L5aKvrw+/34/T6cRisYxaPywsDIPBQGdnJ6qqfmLAp7m5meeee47HHnsMj8cTvD0QCNDe3k5cXBzvvfceVqv1Y9t6vV7KysqorKw85uO7ZAn4/VqQ9d13j3kz8QlGAtu7du0KBu/FqRcIBFBVlc2bN0twdQz5fD58Ph+bNm0au0GMBEbj4mD/fm02yXEaGhqiqanpBA9MCCGEEJ9FwhlCiFNi/94AU3Y9Qeqe1+iPTGbtvHt5134JSUkwbZrWH1IIcXShoVBUBAUFcPHFcOgQbN0KpaVa2e16awEVuXkUF36DyL4akhs20x2RSUCn/ZkvaHyLKXufwquY2T3hGja3nM2/XjDwpl0L4E6YoO07J0e7eCnXeIQQQohjZzAYiIyMZOXKlbhcLrq6uqivr2f16tXk5eWh1+vx+/0oioJOp/tYMGXkNr/fD3wYeDla8GvktkAgEFx/5N+Prj/yeCPlRwOBQDDD6VjG8UkcDgezZ89Gp9MF11VVleHhYf785z/jcDhIS0sjJCQkuM3I41dUVBAVFUVYWNgxB/deeAEGBrQJmUVFx7SJ+AQjmXoVFRUkJCRgsVgkyDoGAoEAg4OD1NXVkZKSgsFgkCDrGAgEAnR1ddHV1UVqair6zxHYPCHcbujogMFBSEoCi+W4T8gGBgZwOBx0d3efpEEKIYQQ4mgkwCqEOKlUFVwuGFq3FXt9CVa/i+aQWGri59DfDBdeqJUGHqtzGSHOBCMZrSYTOJ0wc6ZWRriqCg4dUigrU2ht1dHWqcdmyqUlIxlFp12oMQ27iGk7SHbFmyhARu06FtozKEs/j0Px51BflcvqunA2b9YyW6dNg+xsiI4Gs1mCrUIIIcRnMRgMOJ1Orr/+eoaGhmhubmbnzp389re/ZfHixSQmJmI0GoNB0UAgMCqoNVLa0Wg0BvenKMrHSlYeWcZSr9cH1zcajaNKv44YKUOq1+vR6XQYDIZgAMHr9X6snORI2d6R/X4Su93OzJkzKToi2qmqKi6Xi1dffZXQ0FBSU1NxOBwfG3tVVRVOp5PExEQMx1C+RlW17zudnVqSV3r6Z24iPkUgEGBoaIiKigri4+MJCwsbu6DSOOb3++ns7KS+vp7k5GTMZrMEusfAyGdmb28vqampYxfobm+HmhqtJ8yUKRATo/VxOQ4ul2vUZ64QQgghTg0JsAohTrqqKkja/yahvfX0hqdSEzObNm8EYWHaLHQJ4ghxbBRFm4xgtWqLxQLx8Vr2aX091NToqKsz0+gyo/ZrpX8dFjO1yfMpnvEtEhu3k9SwjbSh7UR4WsiuW0ezI5s6ZxHViQuoGM6jpUXbZ0qKFnBNTNTO8T9SRVAIIYQQH9DpdJhMpmBv1aysLKZOncpbb73F+++/z6RJk0hOTsbn89Hf34/H48FisQRLtfb39+N2u3E6nSiKQmhoKCaTicbGRoBgud6RoEwgECAkJCRYEtjpdDI8PEx/f/+ocbndbnp6eggJCcFsNge30ev1dHd3Mzw8HNw/QF9fH16vl8jIyE8NMow8X5PJFLxtJEN1JAt2JJg7sp+RLNqR7Q0GwzEHWP1+bQkEpKXIFxUIBIIBVb1ePyroLk4dRVGCx33kvSAB1rEx8pk18n4YkwBrVxe89BJs3qzNpI2LO64PO1VV5XdICCGEGCNyeiKEOGlUFXw+lfKtXUyr20SIu5PqpGlUxs+jf0hPfr4WvJFzeiGOz8h5v8OhLbGxkJoKGRlQWwuVldoE6MFB6PaZGDJOoj0jkvTIKbTEFRHTfpDIzjLSWzaT3LGLBE8NgbhEOkx59PVBf5+fxgaF8iiF+ASFlBTtvRodrZXzNhhkUoQQQgjxWQKBAB6Ph/DwcPLz8zEYDBQXF+NwOMjJyQGgurqauro6vF4v06ZNQ6fTkZuby969e/nPf/5DR0cHkZGRGAwGhoaGWL9+PQaDgaSkJFJSUlAUhalTp1JcXMyhQ4dGPX5DQwO7du1ixowZWCwW9Ho9DoeDKVOmUFxcTH5+PikpKYB2gX7fvn10dnZy0UUXnfJjJYQQQgghhBBnGgmwCiFOGlXVJmN2r9tFdOdhFIOB5siJ1EYWoXhh+nQtC08CNUJ8MWazlmUaHa2VDq6vh5ISrUdrczO4XHZcplzaUnPYm7mCjOb3yal7h6SWHYT31WHwezAaITJS25+upRVvVTtdZUZaQiI4GB1Oco6VnBwtiBseDiEh2uNKz1YhhBDjWXFxMY2NjeTk5OB0OvF6vbS2trJnzx4OHDjAN77xDfLy8nA6nZxzzjm88cYb+Hw+vF4vZrOZP//5z3R3d5OTk8OECRNQFIXs7Gzy8/MJDQ3lt7/9LZdddhkhISHU1dXx9NNPM2vWLDIzM4MZpOeeey579uxh9+7dPPvssyxYsIDq6mrWrl3Lvn37uPXWWwkJCUFRFMLCwli+fDkvvvgiSUlJBAIB4uLiePvtt6msrCQ1NZWFCxeO8VEVQgghhBBCiNOfBFiFECeFqoLXq7J3d4Ds4ucwDPfTlDyTqtBCeoggMREKC8d6lEJ8uSiKFvDMyNCWBQu0dj4lJdrS0KDQ2m+i076Y8jmLCfd1kNS6E/tQO7Up84OB0sKmVRTu/Tseg43SxCXsHl7MrsZsdm02ExVvYkK+jqxshbQ0LXvWaNQy0UeqUknAVQghxHhRV1dHcXEx1dXV2O12/H4/PT09VFZWkpmZSWFhYbAf6bJly3jppZfYtWsXg4ODGI1G9u7dS0pKCnPmzCHyg5lOERER5OXlMX/+fHbu3InVasVisdDZ2UlfXx9XXnkl6enp6HQ6VFUlPz+fSZMmcfDgQdauXUt3dzcNDQ3U1NQQHx/PvHnzsFqtgNY/ddGiRbzzzjuUlJQESxNv3ryZmJgYioqKyMrKGstDKoQQQgghhBBnBAmwCiFOikAAXL0qW1Z18d+NL2LxD1KecQEV4dPR62HWrA+z5YQQJ0doKEyerPVoHRzUygfv3w9bt2olhGt9UZTbzic8BsJMoGit0cioXkt0RynWoU6yqtdwkc5Ia0wBe3JWssl3KRvqU1n3roWICEhNVSgq0jJn4+K0QOsHLdYACbYKIYT4cvP5fDQ0NPDaa6/R1taG1WrF6XSSmZnJfffdx4wZMwgLC0NVVW6++Wa6u7tZv349q1evxuv1snDhQlauXMncuXOD+9TpdBQWFnLnnXfyk5/8hL/+9a94PB6cTieXXHIJV199NeHh4YDWyzEmJoYbbriBDRs28I9//INXX32VqKgoZs+ezdVXX01hYWGwr6Ddbmf+/PncfPPNvPbaazz99NP09vaSn5/Prbfeypw5cwgLCxuLQymEEOOXonw4W1UIIYQQZwwJsAohTgqXC3YWB+gq66Q7PINeBQ7aZ9ITmkxGGsycOdYjFGL8UBStpG9eHkyYABddBGVlcOgQlJdrJYUbGz8sNfzK0r+Q0rSVjKo1pNesI755N/Ete4ht3cd5yv/QFFvIhql3sjXySvbvV9i5U+vNmpmpBVqzsiAhQbtNCCGE+DK78sorufzyy1GPnF2EFvjU6XTBwCaA2Wzm7rvv5q677gquf7T1AGw2G3l5eTz//POj9q3T6dAd5SJ8Xl4eubm5fO1rX/vUMYy4/vrrue6660btW6/XH3VdIYQQJ5HJpM1UTU8Hi2WsRyOEEEKI4yABViHECefzQVsbvL9VT48zg+evfgX7YBvl/dmEhStMmgRRUWM9SiHGj5FrpYqiZZfa7TBpEuTmQm+v1qe1okILuDY2QuuQjVrdPA7kFhFVcCtRww2k16wnu+JN4pt3oej0GK16IiMVwsJB9ftJPvgWZX1TqSyNxhpqJDoa0tK0x8jIAKdTe3y5biuEEOLL5JMCnh81ErjU6/XHtN+R9Q2GYztlVxQFvV5/TPtXFCUYfBVCCDHGkpLg1luhv187gTrGvxNCCCGEGHsSYBVCnHBdXVp2XF29QkSMkb6wVFqJwes3kZKikJMj5wxCjJWRIKfZrC1WK4SHa+f1U6ZoZYRra3XU11vp7rbSNRRBpS+OqvhEDscvIm6gAr/RQntsAXqDgiHgI2SohYt23M8cXRSt4Tm0RU2kJaqA/XW5HDwYQWwspKRoS1ycVh48JESCrUIIIYQQQohxzmqF1NSxHoUQQgghPgcJsAohTii/HzrqBmgrbiexpRN9whRU9HQM2IhwalVv4uLGepRCiBEGg5bRGhKivTfj47WM06YmbWlp0dHRYaO7N5MuNZMyWyEWnQed0YriAxMBQgY7iBxsIMW1g37Xbjp70mluzqTBkkW7PQNXTCZ7kiZQnhBKdKye2FiIjYXoaIiI0HrFSnarEEIIIYQQYtzxemFgADwebear0SgnRkIIIcQZQgKsQogTyuVScR2qJ2TjBs5qLaEsw0pzeB5DQ1BYqFW8sdvHepRCiI8aOYePiNCW7Gzo64PWVqir03q1NjRAT08oAz4wDINJBbMObF4jB7OWk9CxD9tQJ1F9VSS272am6qcrPJOKvrmsDtxGRXc+ZRVWQmwBop0qqek6klMUkpO1IKvVqmXVmkwgVQuFEEIIIYQQX3rl5fDoo7BtGzzxBBQUaLNghRBCCHHak7/YJ9DQ0BButxuv1wto/XIcDgcGgyHYQ+dIqqoyNDTE8PAwPp8PVVVRFAWj0UhISMio7dxuN4ODg3g8nlH7GFnXYrGc/CcoxGdQVait8KJu28acHb8jzl2LJcJK6aSfY7fryc+HxMRTN55AIBBc/H7/qEVV1Q/GrB5125F+Wkcuer0++O9I7yohvqx0Om0CdXg45OTAokVQUwOVlVBSogVbu7theNhEm2kiDQv/SLS/mbTG90mr30RSczFRXWWEuRqY2fM0DXnnYkrOpEe14u4Zpnl/L3U7VAyhVpzxZjLzjKSk60lKUoiJAZtNKyVuMIzuISuEEEIIIYQQXxqqCsPDMDQEgcBYj0YIIYQQx0ECrCeIqqq8/PLLPP300+zcuROfz8fkyZP55S9/ycyZMwGOGox59tln+fe//82hQ4dwuVyEhoYydepU7rrrLmbOnBkMuq5atYo//OEPvPvuu6P2M3PmTH74wx9y2WWXnbLnKsQncbtVOtbsJmzDuyT1l9Jnj2f71NtobtCxYCFkZkJY2Ml57CMDpSP/7+/vp6WlhcbGRurr66mrq6O6uprKykpcLhc+n+9jQdhAIIDRaCQqKoro6GhiYmKIi4sjISGBxMTE4L9hYWEYjcbgYx7t/S0BWPFloShaparsbG0591zo6Pgws3XfPq2ccP1APAfMV+AouoLIuUPE+hrJrF1LdsV/qElfjNfswKaDjN4Sihr+ysSDL1CefA47689nV8lC3g2Jx+iwEBOrkJcHubna50ZEhILBoF17OHJMQgghhBBCCHHGU1UJrgohhBBnIAmwngAjwdV7772Xs88+m9tuuw2z2cwzzzzDxRdfzJ49e4iLi8PwkRIfqqqyceNGlixZwh133EF0dDQNDQ08/fTTXHzxxezatYuEhAT0ej0AMTExXHvttTz44IPBfZjNZhwOxyl9vkJ8kn07vSSuf5r4ijfpcySyvfAbHOhLJi4ezj//5PZe9fl8dHR08P777/P222+zbt06mpubg1nfH81Y/aTM1RFHBkdH/n/kv2FhYcTHx5OamkpmZibZ2dlkZGSQmZlJfHy8vC/Fl5pOBzEx2jJ1Klx+uRZsraiAgwe1/zd0WqhwZ7I9JIPIRbcQbtRjUEAB7P2tJDYVEzLUQWHZC0wp/xcBdHSGZ1IXNY2SyLns2zWfN8MnEx4OKamQlQWpqZCUpH2WHDG/QQghhBBCCCGEEEIIIU4pCbCeIE888QQzZ87kqquuYs6cOQBkZmayZs0aXnzxRW688UbCw8NHbaMoCv/7v/+LyWTCZDKh0+nIyckhJSWF//znP7z//vssX74cq9UKaCVLbTYbCQkJo/ajk0Z1YoypKrjd4HrmNRIPbscSGKTGWcSWvJsZ7FJYsUILipjNJzbrrL6+nm3btlFcXMyePXs4fPgwAwMDwXLdfr8fm81GVFQU8fHxJCYmkpKSQkpKCuHh4RiNRnQ6HYqijCoFPDw8THd3N52dnXR0dNDe3k5bWxvNzc20tLTgcrno6uqit7eXiooK3nvvPQwGAwaDIVi2OyYmhvT0dLKyspgwYQI5OTmkpaUFy4YLcSY78n2s02k9U9PStPf53Lla6eCWFuWDoKtCba2OmlptUrbFAr32hTRd9DSpXbtJq9tIWu0GnF3lRPVWEu6qJ7d+DQtC0/n/vrqZ/kEdlZVQXerGYNJhDTURHa1lt6ana2XHIyK0MUhWqxBCCCGEEEIIIYQQ4lSQq/xfkKqq+Hw+9u7dy6233kpycjJWqxVVVYmJiaGwsJDdu3dz9dVXf2xbRVGIiooadZteryckJASfz/exIIzL5WLPnj3ccMMN2O128vPzWbp0KSkpKZhMpqOOz+/34/P58Pv9wdsGBwcJSOkRcUKplO8eIH3bc0R0VNARNYH9qcuoHYwhKwtmzND6KX7R4IeqqgwPD1NaWsqLL77I9u3baWtro6uri56eHtxuNzExMcydO5epU6eSnp5OREREsE+xzWYLLkcGV2F0dmogEMDj8TA8PBz81+1243a7GRoaoq+vj87OTtra2mhra6OlpYWmpiaamppobW2ltbWVhoYGDh8+jMPhCC52ux2n00lMTEww4JuamkpycjIxMTGYzWaZMCHOOCPva6NRWywW7f0eFQUZGTBtGrS1QX09NDdDSwv09NgoG06nSu8kPGkKsclXEe+rJ7bnMNGdpThcTfQ7EjBbdOgMYLWoTN/2OLEtexmyRdEWlUf1wUnsjssjNMZCVLRCfLyW2RoVpWXWnugJHUIIIYQQQgghhBBCCDFCAqwnwMDAAN3d3cTGxmK32wGCGXFpaWmUlZXh8/mOaV+dnZ2899572O12cnNzg0HWyMhI8vPziYqKIiIigqGhIdasWUNvby+XXHIJhYWFR+33WFFRwY4dOygpKQneNjw8THt7+wl45kJo2auDg9D9ynpS6najoFLrnMbBuLNRjAZmz4boaC3L7fM/hkpnZyfl5eXs3r2b7du3s3HjRmpra4mJiSEpKYkZM2aQkpJCWloa2dnZZGdnExsbi81mO6EZoyNBXpfLRW9vL93d3cFs15GM1yNv6+jooK2tjcrKStxuNxaLhbCwMJxOJ06nk9jYWKKjo4mMjCQyMpKIiAgiIyNxOp3BPrAOh2NUMFiI09lIv1ajEex27f2fmKiV9+3qgvZ2aG9XaG830tHhpKvLyeHhCVR7+gm1NBLpqCfc14HicICiaPsJ9JLXvYXMhrdxGx10tKbSVJFGW0gag5HJDEclUhWXRFVCAsZYJ3FxEBsLkZEQGqqNw2qFDyruCyGEEEIIIcTpIToali/Xeq/Ex3+xiydCCCGEOKUkwPoFqarKwMAAgUAAq9U6KpCjKAohISH09/cfU8Zod3c3u3bt4rXXXmPBggVkZ2cH95eamsrSpUuxWCxERUXR0tLCE088wauvvkpkZCSZmZmEhoYedZ+HDx9my5Ytwdt8Ph+Dg4Mn4NmL8U5Vwe+Hykpo2VzFhICJ7pgCyqNm02zPITVZy141GI4/k2ykR2pHRwcNDQ3s37+fTZs2sW7dOqqrq0lMTGTu3LkUFBRQUFDAxIkTmTBhArGxsSfhmX5IURQsFgsWi4Xo6OiP3e/1eunu7qa5uZnGxkbq6uqorq6mpqaGrq4u+vv7GRoaYnBwMBgw7u/vR1EUIiIiiIuLIzExkaSkJFJTU0lJSSEmJgabzRYsJ24ymTCbzZjNZkwmE0ajMViieKRMsaIoEpAVpwVF0bJaExK0xe/XJmV0dGjZrLW1WnZrZ6ed3pBcOry5qKpW8tfo0q4v6Ic9dNpTCYvMwerpJWGgnIzO7ej8XjrCMmm051LmnENJ3GLq4p1YLCqx0QEyY1yExVmJjDUR6VRwOLTsWotFW3Q6yXIVQgghhBBCjKGwMJgzBwoLtd4ncoIihBBCnDEkwHoC6PX6YFnRkaDQiEAggP4YUmaGhobYtm0b//rXv2hububJJ5/EbDYHAyQZGRlkZGQE18/IyCAlJYUrrriCAwcOUF1dzZQpUz623+nTpzNlypRRGbQul4slS5Z83qcrRJCqQn8/rFkD1WGXEJ1RT3tMAYft8zBZ9cydq03APP79qni9Xrq6uli9ejXPPvssO3fupKenB5vNRmpqKtdccw0333wzycnJn1gieywYjUZiYmKIiYkZ9Z5UVZWenp5g0LWmpobKykrKy8spKyvD5XLh8XhoaGigpqYGn8+H1+vF5/Nhs9mCGa2RkZFERUUFHyM6Oprw8PBRpYhDQ0OD5YaPXPR6ffDfI/8v2bHiVNLrweHQlvR0mD0benuhsVFb6uq0paNDuz0QgF5rNG8W3UPchGtJ7NhNUtMOkpu3EemqI9TdTsRAIxH6PkzJsQzHzsblgoYSF6Z3NrEvNAV/uJPQGAsJqSYS003EpxiJS1AICdEyZPV6bRkJuMrbQQghhBBCCHFKmExanxNVlZI7QgghxBlGAqxfkKIoREZGYjAY6O7uxu12A1owJRAI0N7eTnR09KeWKA0EArz55pv84x//YHBwkD//+c/k5eV95mMnJiYSFRXF4OAgbW1tR11nJKPtSKqqHlPQV4hPo6rgcqls2wrFxQrxOem8O/XXtLRo5wRTC2Du3OPdpzZBwe12s2vXLm6//Xb27t2L3+/HZDIxceJEVq5cyc0330xsbOwZFRQcyVCNiIigoKBg1H2BQICWlhaqq6uprKykoqKCsrIyDh06RHl5OcPDwzQ2NtLY2PixSRwf/XmExWIhPDyciIgInE4n0dHRwd6vCQkJxMfHExsbS3x8PE6nMxikPvKYftL/hTiRFAXCw7Vl4kQtoOp2a9mtNTVQVgYVFdDZZafePYmt1kkYJ1xP2EyVVLWWzLbNJDVtoy80mdaEqZjNYDFDumsHV+65EdNwH532FOrCJlMROo3tYTNpjJ+BOcpOcqqOlBSFxCSth2tCgpbh+knjFEIIIYQQQogTqqUF3n0Xqqvhhhu0kxK5ZieEEEKcESTAegIYjUYKCwvZv38/c+fOJSUlBQCPx8O6dev45je/icVi+cTtH3/8cR5//HGmT5/Od77zHfLz84/pcZubm2lvbyc2NpaIiIgT8lyEOFaDg1BTMsS2f9RhMk3A4YC+Pq3858SJsHix1vPweLjdbvbs2cNjjz3Gs88+i9/vx263c8UVV3DVVVcxe/ZsQkNDv3TlbxVFIT4+nvj4eObMmRO8faTfa11dHW1tbXR0dNDe3k5bWxstLS00NzfT1tZGd3c3fX199PX14XK5UFUVt9tNS0sLLS0tox7no4+rKApWq5X4+HjS0tLIysoiIyOD1NRUUlNTSU5OJiYmRiZliFNGUbTPjvR0bVm0CDweaGuDpiZoaNCuPVRWKuztS2OHLg196jVYrWA3KtiHwWJWsQ52MWiNxDTsIqavkpi+SqbzCioKfkVPc+T/z959x8dR3/kff81s77vqXbIsy0XuHWyDMTWUxJRQExJIIZfcL8kllw457peQHnJJ4H5JuBAICeVISCBUY6qp7r3JVVZvK21vM/P7Y9lFcgHbAQvZn+fjMQ+tdmZH3y3anZ339/P9Tubxhi/zUtHZBJ2VWK3Z0bnq6mDcuGz1fWkpFBZm53AVQgghhBBCiPdcKARr1mSXD3/4+IYBE0IIIcSIkID1n6QoCoZhcOONN/LjH/8Yn89HJBLBarXyv//7v8RiMT760Y/i8Xi4++67aW5upqmpiY997GMYhsFvfvMbfv7zn7N06VIuuugiAoEAPT09ALhcLhwOB6lUipdffpl9+/Yxd+5cCgoKaGlp4ac//SnhcJiZM2cedSgrxHtB06BzbRvB3z3Fv/7j/7K+6TpervpPurssNI5XmDUrG1IcbQZqGAavvPIKDzzwAE8//TSdnZ3ous5ll13G1772Nerr6/F6vVitVlRVfV/v20h4p0pRh8NBQ0MDY8aMQdf1/KJp2rDfc0OUZzIZIpEIAwMDhEIhBgYG6O/vp6+vb1g4293dTXd3N6FQiGg0yp49e9i/fz+vvvoqZrM5P4yw1WrF4/FQV1fHuHHj8m0ZM2YMlZWVBAKBkyrsFiPv4JeTooDNBpWVUFYG06ZBJqNkhwFuzYWuCu3t2WGFW1shnVbYq17C6+efSaV+gKroDiqCmyjr2khp1wa84XYq+zdRVqwx0GChwA5EI9TueJbxzz/LgYJpbA9MIlzSgFJaTGGJmbo6qKrKhq5FRdk2Sb8DIYQQQgghxD8lk4H+fujogHR6pFsjhBBCiGMgAet75IILLqClpYW1a9fyn//5n0A2GLntttuorq7GbDbT0dHBrl27KCwsBLKh0kMPPURbWxuPPPIIK1asyFe6KorC9ddfz9VXX42qqnR0dPDEE0/w8MMPk8lkcDgceDwe/v3f/50zzzzzHStkhXivtW0PkXr6BRqf+3944t140kE6uxS8Xpg5Exob4R1Gxc4zDIPW1lZ+//vf8+KLL7Jjxw6i0Sj19fXccMMNnHfeeYwdOxa73X5SBqtHQ1GUww71fTi54YKHzt+aTqdJp9OkUilSqRTJZJJkMkkqlSKRSBCJRAgGg3R3d9PR0UF7ezsdHR3DQtju7m7a29vZsGEDLpcLp9OJ0+nE7XZTWFhITU0NY8aMoa6ujtraWioqKvB4PEfVZiGOhqK8PU8qZIcodziyFadjx0I8DtEoDAxATw90dSl0djro6rKzJ+Jjr1GHWTkdhyeEv3GQskwr1bEdtFfNRXP5sJrAkYoxqe9lpu57hPGty4mbPaRsXmKuYgYDtQwWjmVTcSPP1s3DWeigqFiluDhb4VpQkF28XpnDVQghhBBCCCGEEEKIU4Gc/X4PKIpCaWkpl112GQ0NDXR0dGAYBiUlJSxZsgSHw4GiKCxatIhx48ZRVVWVv92VV17J+eefj67rh+x37Nix+SqyqVOnous6wWCQZDKJx+OhpqaGWbNmUVJScsqGT+LECw9qpJavwLn8UQI9zYQ8Vawrv5BoQmXufIXGRggE3jlgyA19++abb/Lwww/z7LPP0tbWRmVlJeeeey5nnXUWS5YsoaamRqojj0HusbJYLFgslnfd3jAM0uk0sViMwcFBBgYGCAaDBIPBQ37PDU/c09NDX18fe/bsIZlMYrPZKCoqys/xWlRUREFBQf660tLS/JyvxcXFWCwWeb8S/zRFyXbiMJvB5cpep2nZoYQjkewoWwMD0Nur0N9vZ2DAzsBAUbbqNWTQEQvTHJpJKFmF1mfFbAFNtxIM1NNXPgVPuI2KyB4soSiZPivhziKCtlIG7OVsPfd3tPba2bsPiiwDVJk68bgNlMpynGVeAgUKXq+C252dz9XlglwfKHk7E0IIIYQQQgghhBDi5CAB63uoqamJpqamI64/44wzhv2uKAqf//znj2rfM2bMYMaMGf9U+4T4ZxhGdulfuQvb04/i2fwqKZubzXUXsaroAkoLVebMgYoKsFqPvJ9UKkVfXx8bNmzggQce4IEHHsDn8zF9+nQWL17MBRdcwPz586X68QRQFAWr1YrVasXv91NbWztsva7rxONxent7aW9v58CBA7S2ttLe3k5nZyf9/f2Ew2EikQj9/f3s27ePSCRCOp3G7XZTUVFBbW0t9fX11NfXU1NTg9/vx+Px4Ha78Xg8eDwevF4vJpNJwnTxTzGZslWtDgcUF2evy2QgHM6GrcFgdgjh9naF3l4vwaAXSxyMVDaYHdCdbCw+hx61lML+ZgpDe/ElunCnB3BkQhSnuimLtOLzQkZRiCcguf8A5n3PoCaDDBbW019aTqjSh7PUjb3Qjb3IjaPEjavIicsNdruC1Zp9j7RYsgGxvOyFEEIIIYQQQgghhBh9JMEQQhy1eF+M2O/+RNmq57FlouyuOINnpvw7Sd3KkrNh8uS3q8kOZhgG8Xic1tZWXnzxRe688042bdpEQUEB55xzDjfddBMzZ87E6/We2DsljkhVVVwuFy6Xi9raWk477bT8ukwmw+DgIC0tLezatYvt27ezfft2du/eTW9vL7FYjJ6eHtra2njxxRdJpVKoqkpFRQVjxoyhvr6ehoYGJkyYwPjx4/Nz7Oaqby0WC1arFUVRJHgVx81szlbUBwIwZszbHUWCQejuzg4n3NmZne6ou9tKl3Uie2wT0UrBpBr49H5Kky1UhrdTFtyGI9FPxunFY1XxKjA+tJ8zex+mvGMdqp4mZvHT7h5Hl2ss3e569vrG0l86keD4+dTUQkkJlAaSFAZ0fAETTp8Zi1XND39sMoGqyjDDQgghhBBCnDLsdqiryw7D43SOdGuEEEIIcQwkYBVCvCvDMMCA5jueZvyL92Lva2XbmAtZNvXf2ZOq5rzz4JxzshVZB4cCQ+cFXb58OXfffTdPP/006XSaQCDAT37yE6666iqcTqcEaaOI2WymsLCQwsLCYdX1hmHQ19fH/v372bZtG1u2bGH9+vWsW7eOgYEB2traaG1tZcWKFRiGgWEYKIrCmDFjaGxsZPz48UyYMIGmpiYmT56M2+3Oh6xDw1Z5rYjjkQsuCwuzy8SJ2es1DRIJ6OrKhq0dHbBvn0JXVyF7BgrZbJ5B6q3OI46O7HkPpxMGzIV0lExDTaco7NuOPRNh7MBaxg6sQTEMMqqFbl8D3wlsYe++bLjbENyInyCZQDHpqnqqxjuprFIoKlYoLFQIFIDLrWAyKfn304Nf7vLyF0IIIYQQ4iTh9cLMmVBaCn5/tselEEIIIUYFCViFEO9K12DzKwM0/Ne/Ygt3sbP+Ap6rvZH1njM4fQ5cfXU2XD2S1tZWvvGNb7B8+XJ6enoIBAIsXryY22+//ZBhacXolwteZ86cCZAPUtva2ti5cyc7duxgx44dbNu2jU2bNtHV1cWePXvYs2cPTz/9NJANUFVVZcKECUyfPp2mpiYmTJhAY2MjdXV1uI5UKi3EcVDVbGA6Zkx2yUkmYXAwW+na3Q1tbbBnT/ZyXx+0p+bzfN181DEGHkuCsalt1EU3UxHaTsnADlyxXoKBeoa+zX34sf/HpK1/xZYKk1Es9LjrOOCZTIt3AusC4wiVNJCqGoNrXCVVVVBWBkVFUFAAHg/YbCf+8RFCCCGEEEK8T4qK4OKL3/5delMKIYQQo4YErEKId5RIwI4d8Ie/+WiYcjsLuh9hefnH2Ft7DrNnKFx5ZXbOQxj+PcAwDBKJBI8++ig333wz7e3taJrGOeecw8c//nEuueSS/HDAUo148jjSc6koCpWVlZSVlbFgwQIymQyappHJZOjq6mL79u00NzfT3NzMzp072blzJ93d3Wzfvp1du3bx97//HZPJhNlsxmazUVNTw8SJE2lsbKShoYG6ujqqqqooLi6W+XvFMTvSW5DNlp3PtbAQGhtB17PVrtFodpjh/n6Fvr5sANvS4qCzYyr7ok2kvRn0Ug0VHcVswtyeDXDd1iSDrgoG/LX4QwewJwYoi+ymJLqPGV1Poysm+jx1rK69jL8O3srKldm2ndP5JwyXi1RxFVRV4a4vprjMTFFRtm1+f3b/MqerEEIIIYQQo0w8nu3BGY1mhwp2OuWgXgghhBgl5Cy0EOKIIhGD5mb4xz8UenoV/DPP5aED04l7Spk4w8GSs7OdLQ8+9o/H4+zYsYN7772XJ598kv3791NXV8fHPvYxzjnnHMaPH4/f75dg9RSRe55NJhMmk2nYOsMw8Hq9VFRUMH/+fOLxOLFYjEgkQmdnJzt27GD37t3s2bOHAwcO0NnZSTAYJBgMsmvXLlwuFw6HA4fDgc1mw+l0UlxcTEVFBeXl5ZSUlFBcXExBQQE+nw+/308gEMBut8vrT7yr3JDCB4/SZbeDzweVlZBOQzqtkEhAJGIhGLQQDGYrXwcHob8/G8DG4xAetPD3wk/ztP1S7FqUQKaHyvQ+yuL7KIrtxxdpI+YqQSkuorw8+/9hSsU5Y9mvsadC6BYbht2B7vYQ8VYy6KthZ6CKwdJGIlUTMZWXUFiYnXPW58uONubxSPgqhBBCCCHEB1ZfHzz5JOzcCV/8ItTWwkHfm4UQQgjxwSQBqxDisKKdISKvbyGxbCfdgxdTUFhIr15ILFDI5MkwZ252KM2hxYKGYbB3715ee+01li1bxssvv0xrayvnnnsuH/nIR1i8eDE1NTU4nc6Ru2PiA0VRFKxWK1arlUAgkL9e13VisRjTpk2jp6eH3t5e+vv7CQaD9PX10dXVRWdnJ11dXXR3d9PZ2UkkEsEwDNxuN36/H6/Xi9frxe12DwtiXS4XTqcTl8s17HqHw4HT6cwvdrsdu92eb5/NZstftlgsmEwmCWlPUSZTdhk6XK9hvD2Xazz+9s9I5O2wdXBQJRyuIxqtIx7V6B2M0dffx85IH9ZoP7b4ABmznUF3HdFoduh1p5FAc3qwp3twhDuw9kUxUIhafPitBcRtAZqrFtPc6KGzvASbzcBrTfCh7nuJBgpp8xeAP4AS8GMq9GMt9uL0mHE6s6MP2O3ZvyPncIQQQgghhBgBoRCsWgWvvQbXXw81NSPdIiGEEEIcJQlYhRCHSPaESLzwOspfHqXw1c2Mneintfwj9PZmQ9XZs2H8+GxVFGSD1WQyyZYtW3jhhRd48sknWbVqFQ6Hg/PPP58bb7yR8847D7fbLYGUOCqqquJ2u3G73YwdOzZ/fTqdJhQK0dbWRktLC62trbS3t9PV1UUwGCQajeYrYKPRKO3t7cTjcZLJZH7RdR2bzYbH48Hj8eSDVpfLhdvtHnadw+HAbrdjs9mG/RwasprN5mFLrlI397vFYhm25K7PhbY2mw1VVeV/Y5RTlGyHE7c7u+QYRnaJxSAczgaukQiEQib6+z309XkIh+sIhyEYh1QqWxVrZCARB5Om8kbNVfhCB3BFu3DG+3FoYZxaGKcWwZ/uwa/1Y9WTJJMQC2ukI30UPXMnIUcZUVcxSXcRWkERppJCbJVFpAq8tJfVkyivw+614XIaOG0Z3Goc1ePC6lCxWBQslux9MpsPreIVQgiRpet6fr75oXLzyecu52iadsi2B98mt31uu9zfeLd959qh6/qw/eb2efCxxuHafqR9CyGEEEIIIYQYTgJWIcQwmUic8IurMf/u/+F69TnsVg8z+p5lbfdHKCiAM86AyZOzQ1DmTshEIhF27NjBL37xC55//nkGBwcpLy/n9NNP57vf/S7jxo2TEzTiPWGxWCgsLKSwsJCpU6fmr8+F/H19fbS3t3PgwAFaW1vp6Oigq6uLvr4+BgYG6O/vJx6Po2kamqaRTCaJxWJ0dXWh63r++tzl3EnK3AnIoScsTSYTdrv9kMrYXCibq5J1u935Slq3243T6cTtduPz+SgsLKSgoACbzZYPZg8OaHOhbe7n4U6Qig+u3DDDBwev8HbV6+AgDAy8Xek6MAC9vdDVpRAO+1k57TMkk6BlDEypGL5EF6XxfZRE91Ic3U9vyUTSRWUEAmDSNEqMHvypHoqS7Zj605iMDKqeRtE1dMVEv72c5xq/wOuTPkXCbcNty1Bu7WVyZj32sVW4Spw4fRacXjNOrxmH24zJZsaw2VFsFlRVQVUZtuRekvLSFEKcal588UWef/55XnnlFXbv3o3ZbKaoqIjJkyfzzW9+k5qaGhwOR377z33uc7z22mu0tbUN209FRQUXXXQRP/jBD7BYLEA2AG1vb+dnP/sZb775Ji0tLTgcDpYuXcrll1/OvHnzhk2/0NfXx/r16/n+97/Pnj17MJlMVFdXc9NNN/HhD38Yj8cz7G++/PLLPPfcc/ztb3+jp6eH2tpaFi9ezHXXXTfsOEsIIYQQQgghxKEkYBVCAG/1kNd1gk+9ifM7X8G2exsxe4At5Wdzb/3/paAArrsOpkzJDiuZC5tisRiPPPII3/zmN+nt7cVsNnP66adzww03cPXVV+dPEAnxflIUBbvdTmVlJZWVlcyZM+eQbXIdAqLRKN3d3cOGHR4cHMwHsP39/QwMDDAwMJCvhM1VxUYikWFVJOl0mnQ6zeDg4LC/c/Dld7vO7/fnw9aCggKKi4spKyujsrKSiooKysrKKCkpobCwEI/Hkw9ZD7fkHg/xwZerei0szC5DvfWWzMAABIO5AFYhGHTR21tPR0c9+/uzlbGJBGgDoPeDapjo1Sp4aPZPqEjsoSi6n4LIAXyRVjzRTiyZOAWJTgq8KXw+A90E+mAY174XuWDFtQAM2Erpc1YTdFXQ4i4n5qsgVVZNYspczFMn4fWB12vgc2v43Dpur4LT9dbrT3nr9ffWZVAOCV3l5SmEOJnk5ohfuHAhl156KYqi0N3dzYYNG/je977Ht771LRobG/PHxLFYjNLSUiZOnMj555+f34/L5aKuri4fmOY6Mf7gBz+gtbWV6dOnc8UVVxCNRlm+fDmqqhKJRDjvvPMAGBwc5I033uCOO+6gurqa8847D03TaGtr41e/+hXFxcVMmzaN0tJSDMNg1apV/O///i+7d+/mQx/6EJWVlWzdupXdu3fz05/+lDvuuAOPxzMswBVCCCGEEEII8TYJWIUQWZpOz31P4//S9ZjDQXoCjbxY/XGebPwy9ZOdXH891Na+fWK8v7+f119/nR/96Ee8+uqrAIwfP56vfOUrXHTRRVRUVIzgnRHi8BRFyVeS1tfXH/PtDcMglUoRi8WGLdFolHA4nA9jo9Eo0WiUSCSSD28HBwcJh8OEw2EGBwfp7++nt7cXTdPyge7u3bvf8e+bTCZcLhc1NTXU1dUxZswYampqqKqqorKykurqaqqqqjCb5eP9ZKCqUFCQXQ4nHs8Gr7nq11AIgkET3d0l7Gn7OOsGs+FrMgWZNCiZFP5kF+XR3UQKqommfJgc4LfFKXGESVg9OFJh/Mku/MkuCL79t5JmF3/b/S0e2joBQzERiHewoO0hZvYuY4+7gqi/Cq2qBnNtFebqcixVpdjK/LgLbHi94POByyXhqhDi5FNcXMykSZOYPn16/thi7969pFIp7r33Xq677joqKyvx+/352xQWFjJlyhSuuOKK/HWqqmKxWPKdpOLxOG1tbTz99NOcd955LF68mNmzZzM4OMjq1avZvn07TqeTc845B0VRaGlpYdOmTWzevJlbb72V+fPnk06n2bJlS376jqKiIkpLSwF49dVX2bt3L3a7nQ996EOMHTuW8vJynn32WV544QV27tzJ5MmTcebmBBFCCPH+yPW6tFjkYFkIIYQYZeQMrBCnOEPTSbV20XvrnZT+5deYImH2lM7nsTFfpqXpAhbNd3LxxQrFxdlj/VgsymOPPcZDDz3ECy+8QCwWw26386UvfYlPfepTVFZWYrfbpYJOfOD8s69JwzBQFAWbzYbVasXv9+erYofOX3bwde+0ZDIZBgcH6enpyVfT5oLXzs5O2tvb6ejooLu7m76+PuLxOKFQiG3btrFjxw5UVR22mEwmHA4HDQ0NTJgwgYaGBurr6/NBbFFRkfxvjhLv9jQZRnY0AbsdSkuz1a7Z+V6V/NDD8Xg2dA2HIRw2CIeshEOV9PeU09mtkg6pxOOwP13OXv/1PH7eZbhSAxTHWyhKtlKY6qAg1UlBogOnFiIxdjKN4xUUFcraO5h8YCOT2p/DUBQMRYW1JhSTCqoCqkq7bxLLx32OVeM/nm0nnUzteQ6fI4VSUoyprBhzRSm22jLcRTZcLgWXC2y27DkmIYQYDS688EIuvPDCYdeVlZVRU1PD7bffzr59+xg3btywgDX3mZ0LVIf+ntPX18e6detoa2vjmmuuYfbs2bjdbgzD4JprruG+++7j1VdfJZlMYrfbWbNmDVu3bqW2tpZPfvKT+c5WNTU1PPXUU6xYsYKxY8cyY8YMDMPgiSeeoLi4mDPOOIMlS5YAUF1djaIorFixgmXLllFbW3vYgPVwc8gebh7aodu+07ojMQxIJrM/h14njt/xPA/ivfduo9uIE+MD8/9gNmd7I5aUZEPWbENOfDuEEEIIcczk9JUQp7BkEg60KOx8LsWYFeupiITYVHkBj4/7N5g1m8UL3cydp1BUZKCq8Pzzz/OHP/yBtWvX5ueNOvvss/n85z/PjBkzKC0tHdbzXoiTydDX9XvxGs99eff7/VRWVpJOp8lkMmQymfzQw6lUilQqRTqdJplMEg6H6evro6uri/b2dtrb2+nq6qK7u5vu7m76+/sZHBxkcHCQrVu3Yrfb84vT6aSgoICxY8fmg9fa2loqKyspKCiQIQBHmYPnPB369OXOx9jt4PVmw1ZNU976aSKdNpFOQyqVHWI4GlWJRGxEwjbiYR/xwTLiA9NpG0ixK5QiFUmhpTQGrCWED2T/4EC0nIT3w+wfX0Eg04M/1Y0/0Ykn0YMr0YstHcHsiGF227HZsn/L1Labcev+QFlsN1gsKBYLWC2oditJh5+EM8CGykXsqz+LUFUTXo9BsW2Q8v4tmAJeTIV+LIVerAEXDrcZpxOs1rfnuRVCiA+KTCZDKBQCwOPxHBJSbtq0iRdffJFf//rXlJSUMGPGDM444wyuueaa/Hytvb29bNq0iYkTJ1JeXo7L5crffsGCBTz11FNs3ryZHTt2MGXKFHbt2sXg4CALFiwYdpxis9lYsmQJP/zhD+no6MiPxrF582auvvrqYXOtKopCeXk5c+bMYfXq1Vx33XWHvX+GYeSPTYZeFw6H83PZ545rDr4NgKZppNPnh/qNAAEAAElEQVTpdw0yOjrgq1/Nfo6ZzdnPuiG7FMdB1/X885I75pRjwBNP0zQ0TQPefh5UVR3hVp16MpkMmqblO77CCE21UlcH3/9+9iDeZMr+PMY3u3Q6ja7r70/7hBBCCHFEErAKcSpKJunvN9i+y8yGzSb2rffSVfYRWvQqNo+7FNeCeTSd5mXiJPB44mzZspPly5ezfPlyVq9ejaZpTJo0iSVLlnDmmWcyf/78/LyQQoijk/t/sVgsWCyW/AnVI9F1PT88cSQSIRQKEQqF8kMTh8NhQqEQfX19dHR00NHRQVdXFz09PRw4cIBIJILVamXz5s0UFRVRUFCA3+/H7/dTUFCQn/O1urqayspKSkpKcDgccrJnFBoaur7TOVNdz567yYatCqkUpFIWkkkLiQTDlmwQC5FI9nc9VoA5PJ+e8Hi6QlG0UARTNIwpGcUUj2JKRonb/BwwTyEUyp4cTyQV+k2FOPQuHNEI9nQfjlQIVc9gUW3YzA7SDQW0JmbRMgAWVWdsaBcTt/0cq01FddlRnHZUpwPD6Sbs8qC5vHTWziNW2Yji9+GwaTj0KO5wJya/B7Pfjdljx+IwY7UqmM0Sxgoh3l+6rtPc3Mxdd91FU1MT48aNo6ioKL9+wYIFTJ8+HafTid/vp62tjddff50HH3yQffv28d3vfheLxUIymWRgYICCggLMZvOw4+xAIIDdbiedTtPX15cPN5PJJAUHjSuvqiqFhYUkEgni8TiJRIJwOEw6ncblcuHxePLb5kbq8Pv97Nu3Lx8AHay7u5vHHnuMP//5z/nQFLKh0Y4dO6isrGTlypWHBMu5EGPv3r20tbW963eHVArOPfft3x0OeP31d7yJOAq5EGbLli2YTCb5DjcCcv8LhmGwdu1aOd4eIYZhkEwmSaVSrFq1alT/L8RiMbq6uka6GUIIIcQpRwJWIU4hhmFgdHSiv/wKvX1+1ndMYk1HJZEBD7HKD9NZMQvr7GnMXqBSXNxHV9cBVqzYwRtvvMGTTz7J3r17GTt2LDNnzmTx4sWcddZZjBs3bqTvlhCnBFVV89WoB588hbcrQ4LBIG1tbbS2ttLR0UFnZ2d+iOHcfLADAwNs27aNUChEKpXCZrPlhzOsq6ujpqaG8vJyCgsL8fv9+Hy+fBDr8/nkZNxJQlWzFaBWa3Z+1MPR9bfC0UR2yOFYLBe62kkkyonFyolEssFrNPrWurhBJp5GS2aw6CaKtGyIa5gq2K5cSlt4HtZECFtyEHt8AEsyiiUTx6Il6LDVEcx4GBgANIOSth6cm1biTA9g0ZIoRgZDMZE0u0hYfaTtPnbNtrF3fDnJYh8ec5Kq2F7m7H0IAl7UAg+610XGbUd32FDtVjSLncGyCaQLyzBZTViUNJZ0DGsijOqwZRenDZPdgsmsoKqKhLJCiKO2bds2XnvtNTZt2sTSpUupqKjAarXm18+dOxdFUfLhZkdHB+l0mtWrV7Ns2TK++MUvEggE8lWgVqv1kM9ci8WCyWQaVhWayWTQdX3YMMOQDU2tViu6ruer5nLVoyaT6ZB521VVxWw2v2OFqcVioaSkhAkTJgyrUk2lUuzZswer1Yrb7R5WdZsbQjgUCmGz2XC5XO8aKkWj2XnGhxqSB4vjMHSKCqfTedjXl3j/GYZBIpEgEongcrnk2HqE5DobpFIp3G43iqKMzPMwOIiyfTv09mKcdhr4/dkD9WOQm8dbCCGEECeWBKxCnOwMAyOTgWgUvbcfnnuOzPd/TNw0if7qLxAuK8fuMqN7SiiaXsz06SFcrj7Wr1/Ds88+y7PPPsuBAwcIBAJMmDCBa6+9lqVLlzJu3LhDTsgIIUZO7gRqaWkppaWlzJw5M79O0zSi0SgtLS00NzezY8cOdu3axd69e+nt7SUSiZBIJNi0aRMrV64kkUigKApFRUXU1tYyduxYGhsbmTRpEmPGjMHr9WKz2Q5ZVFWVk0MnGVXNLhbLkU9q586/J5PZADYWU4jHrW8t2RPk4TAMDNQRDtfRFc2GtamUQTKhw2AQR7QHR7yXsDlAv7UURUmgmjNkXBa2ls7FE+/GkRzAmolh0jOYdB01k8YS7mKwJ8puc4retgzuVAyjawsfXv1zTEYGxdDRUUmZHSStXqI2H0lXAavO+gY908/F6nPg1SOUDu6kumMVpqIAlpIA1hI/1gIXFqcFk9WEYbGScBaScXowmRRUPY05HUfV0igmE5hUFLMpu5hMKGYVRVVBkXBWiFNFLjx85plneOWVV1AUhc985jOUlJQM22727NnDfq+srMTj8eBwOPj2t79NR0cHTqczPzdrbvjKoYZelwspc5/BhxsiUtO0fHCQ229u24O3NwwDXdffMfwMBAJ86EMf4uyzzx52u3A4zNatWwkEAjQ1NeF2u4etz2QydHV1UVlZSUVFxbt+l2hvH16xOmEC3HDDO95EvAtd14nH43R0dDBmzJh8xzlxYmmaRn9/P729vYwfPz5/HC1OrEwmw/79+4nH40ycOPGQ0QJOmOZm1MceQ1m3Du3ii7Nvdsf4fxmJRCgoKKCjo+N9aqQQQgghDkfSESFOVoaBoWmQyWC0taM99yLx39yDZ90KzIqZUodOQVEbAWeSmkYrixZpNDXFeOSRh7nnnnvYvHlzfkjR0tJSPvnJT/K5z32O8vJy6RkpxChjMpnwer1MnjyZyZMn56/XdZ3BwUEOHDjA9u3b2bRpE+vXr2fTpk309/cTDAbp7+9nzZo1+ZOwZrOZMWPG0NDQQGNjIxMmTGD8+PFMnDgRj8eT74GfO3k7NHSV8PXkkzvBbxgGFouB12vg9b5dqZRbN/SypmXD1WjUYGAgRVdXlGBQJRIpIBrN4I+0EA6nGRzMsMNQWTv9C6TToGdATadwJCJ4EoP4UwMEUkF2m6vojw+gGSoOJYlmSrHfMwZfohtHKoTJ0CETw56J44h1wYBKx84+XhtMkjSZqQi3s+jA4yzccRsACtm26qikLC4iNh+DgVrWnvEVuhZciscDBfFuyva+hm9gP4rfh6nAh7m4AGtpAEuRD2uRB7PPheKwY6jm7Dyxho6qvz2UZjZ5VUDJXlYgm2bnJ5V9O1BR8tsLIT6odF3ne9/7Hi+//DKNjY388Y9/pLKy8qhum+vMZBgG+/fvp6KiIj9ixapVq4ZViQL09/cTj8exWCwUFxejKAo+nw+73U5fX9+wbTVNo7e3Nz8fu9PpxGw2Yzab81MODJVMJgkGg5SUlBwxAM116hpamZtjMpnyVbBHun2u0urdgr2D51zNzcUqjt/Qqmez2YzFYpFgbwSoqpp//eemC5Hj5BNPUZT8d5fc/8OIMAwIBqG9HbOuvz3p9DEwm83yvyyEEEKMAPl6IsTJKpnEWLaczIMPYzz3HNbuNjxkTxg/XXEjr8/5EqULx3HZ5BhW6wYee+wvXH31/XR2dmIYBk6nk9NPP51rrrmGq6++mkAgMNL3SAjxHlMUJT8P65QpU/joRz+aX9fZ2cmuXbvYvn07W7duZdOmTaxdu5aBgQGam5tpbm7mqaeeGra/6upqxo0bR0NDQ34ZN24cY8eOxW63n+i7J04AXddJJBJ0dXXR2dlJf38//f39+aGocyF9X18fAwMDhEIhIpEI4XA4Xzn9XvsT8A2THbPZhcNZTaHJQaFqp1C1UqiYKVJMrO98hd7BvWD2ktZi1MT3ssM9Bl8mhi8dwqnFUNGxp8PY02GUTJrWPSleTUFGg4m9u7l0573Udz5xxHbsKz+NV2Z/mV0zrsTrNagJb2XaijuxaxEMlydbEuzzoQT8qAU+zAU+1LFjMNVWYi32Y7OBJXekLudchThuuq7T1tZGSUkJNpvtPd+/YRgcOHCAP/zhDzz99NPccMMNnHPOOflw9WhCk46ODg4cOABAUVERVquVgoICJk6cyK9//Wu6u7uprq7Oz2m6evVq+vv7KSgoYOzYsaiqSl1dHfv27WPlypXDKl5TqRSvvvoqY8aMobS0FEVRsFgsTJgwgd7eXrZu3crpp58OZB+rrq4u1q9fz6WXXnrE+eEPd5+ONJxwbtvDrX+3x+ZwqyWD+uccz/MgTgx5Hj4YPjDPwzG040jvv0IIIYR4/0nAKsRJxjCyc+Z1/ezPFNz7C2z7dqLp0Gst59XyK1k14zMUzSrEa3qD1evv4K57XmPPnl1kMmnS6TQlJSVcc801LF26lClTpuB2u6VHrRAnqSP9XxuGQWlpKcXFxcybNw9N09B1nUwmQ1tbGzt27MiHrLnLnZ2dtLa20t7ezooVK1BVNb+YTCZqamoYM2YMNTU1+aW6upry8vL8/HTS63rk5Spb+vr66O3tpa+vj76+Pnp6euju7qarq4vu7m56enro7e0lGAwSDofzVapHu+T+Vk6uesNsNufnBDy4ouNwVbGZTIZEIkE8HieVSuXXa1oCTUuSTPYziMI+sq/3t2pG0fpex1Cyr7ftwLOGzveMbJmUgoEV8AFewA/Ykv3sWvdv9Gy5DbPZQw/gTAXpsVfixcBraHj1FF4tgUtPYkYnFE+x/UA/6zIHMJt9zO3bzxkbl1EcP5ArSX27WvWt5bVxn+CNxo+zv/w0bGqahv6VfOqJy8hYnWRsbjS7C83uQne6s4vHw+CiD5OYeRpqYQE2JYU93I1n8xuY/B4sBR7MXicmjxPV7URxObMT7lqtklKIU0YymeRnP/sZDQ0N1NXVUV9fT2Nj43s2FOTmzZt55ZVXWL58OWeddRbTp0+npKQk34HEarXmKzkHBwfZvn07Xq+XwsJC7HY73d3dPP/887z++uvU1dVRVVWFzWYjEAgwadIkfD4fy5cvJ5VKMXHiRKLRKE8++SQAU6dOzYeuTU1N7N+/nzfeeINly5YxadIkNE2jubmZlStXcv7551NbW5sfXWLRokVs2LCB1157jdmzZ1NRUcHWrVtZuXIl8Xic008/fdgcqkIIIYQQQgghhpOAVYjRzDCgrQ1j61bSbd0MeqrYUbaYzZuhfccSLkk8DoV17KpcwIG6JiL+Hnb1/4G//PF1YvEuotEBYrEIFouF0047jYsuuogzzzyTiooKAoEADodDAg8hTkFD52jLyQVXDoeDqqoqFixYQCKRyC99fX3s2bOHlpYWDhw4QGtrKwcOHODAgQOEQiF27tzJ/v3780MKDl0sFgs+n4+CgoJhS6661ufz4fF48Hg8eL1ePB4Pbrc7X4kkHUCGy4WP8XicaDRKLBYbtoTD4fwQ0IODg/llYGAgX2mayWRIp9Nompa/nPuZu5xbdF3HarVSWFiI3+/PP0e5xefz5Z9Dl8uVH6LS5XLhcrlwu9354dkOtxzu/h18XzVNQ9M0UqlU/jUZi8UOuf/RaDRfQZu7Lh6P55doNEo0GiUejdIej9OWyWACVCNNMtlDJtmPophYq8AuQ8dp6JgAE0Z2MQxM6DiAZHgbXTt+wMDuO1EUE+2ZKIlkD2XYcCsWXIoJt2LCi4Lb0HHqOpt7OlhnrGRfRwy7asMW2oQy0I+NfqyqCUNVQVExVBOoKobJxOu9jazeOI2QpwCvFmV833que+Nr2blhzSYU01vzwZqyE+rqZisbTv8X9i+8DovbhivZR+nOFVSsfgzd5gCnE+wOcDjAbge7DcXvR5s0GaZMxWIBSyaOueMApkQE1W7Lbpff3p4NcE0mCXHFB0Imk+HZZ59l48aNNDQ0MGXKFJLJJIWFhXg8HpxO5z81ysKqVav429/+xsaNG7n22muJx+Ns27Ytv76uro7CwkJcLhcDAwO88MILeL1eKisrcblctLS08OKLL9LR0cGiRYsoLS3Nfz42NDQwZ84c3nzzTZLJJH19fQwODrJu3TpmzJjB6aefng9vGxsb2b9/P06nk8cee4ze3l7S6TQ7duxgcHCQ0047jbq6uny7lixZwq5du2hububZZ59l3LhxvPLKK+zYsYPq6mpmz559xApWIYQQQgghhBASsAoxumQyEIlgtLTAlq3om7eg7t8L7e1k4tBVNJe/jz+T7m6DeChNsqKJWHwve5Mbadm6FsPcSyjUQkfHAXw+H5MmTWDq1KlMnjw5P6xnVVXVe9ajXwhx8si9J+RO+nq93vw6wzBIJpNMnDiRwcFBQqEQ4XA4H9z19/fnKx9zFZG56sdgMEgmk8FqteJwOLDb7Tgcjvxlu92OzWbDarXmfw5dhm5z8JILbw9ecvPCmUym/HLw77nK26FVuLnQOTev7NA5Zoe+Zx4pFNR1PR8IDr2cCzKHLrnwMhcYplKp/JJMJocFiclkMn9d7nLuNrlAdOiSSqWIx+OH3D5XCZpMJlFVNR9+ut1uAoFAPij1er14vV7cbnc+RHW73fnnbOjzdPBzcvBzkXuOjhSmHq2hj2vusTvSfU+n0ySTyWGh8Tttn3usk8nksDA29xjG4/FhYW4kHicYzz620USQeLyDTCbDDiCECadiwmJksCoqVhRsgAUDi2HQPrCGztgBwmY/ZsVMMB0kaeg4MbBrOg7DjEM148SMw7Dg1M280rqVTbGnidrL8BtpjPAODnSnsRlxbHoGi5HOLnoaMxl0xcwWBlgRNjCsUJqIMH/vdsZsfhJMZgyLJTv311uLYjYT9Zaxacq1bJ05FbMZCqK9zNv4J6p61r49T9iQ2xkmE5GycfROWEj/pIWYTAb2+ACVz92LKZMEswUsb/0tixXFagWrBaO6Fn3MWCgpwaQaqJkklo1rUWwWFJcTpaICZMoCcYycTicPPPAAjz/+OK+88gqPPvooqVSKCy+8kLPOOov58+cPm58cjq3jztq1a1m+fDkAX/jCFw5Z/53vfIeLL76YWbNmYbFY2LhxIxs2bKC7u5t4PE5FRQVz587l2muv5dprr83PAZibV/XXv/41t912G48//jh33HEHTqeTK664gmuuuYbTTjst/3cKCws5++yz8fv93HzzzTz00EP5EST+8z//k3POOSf/2a0oCkuWLEHTNJ555hnuuOMOurq6GDt2LGeffTaf+MQnKCwslO8DQghxIsl7rhBCCDHqSMD6Htq9eze7du2ip6cHwzAoKChgzpw5FBcXv+OX05aWFrZv305PTw+6ruP3+5k+fTpVVVXDhsXLDSm1e/duUqkUxcXFTJs27X2bT0iMoNw4v6oKioJhgNHcDGvWoLa1QksLbN0Km7eg9weJ6mY6HKVsDvh5c+AZotEuNG0X27TdxOO7GRhoYXCwN99bfsqU8xg/fjyTJ09m6tSpNDY24vF4RvpeCyFGKUVRsNvtlJWVUVZWlr8+F3qFw2G6urryw8rmQtZcwBqJRPIhVS6wyi3BYHBYeJgLvABUVT1iwDq0OvadAtaDg9WDQ9aDg9bDhau5n0d6bA4Xqh4cCOZC1YND1qHh6dDHYGgomrs8NHhNJpMYhoGiKMOG282Fmrkw1O12U1RUhM1mGxZuOxyOfLg6tHp4aDVqLlj1eDz5KqeROhk/9DnJVXP9s3JDEOce76GvzYMv5wLWaDQ6ZH2uwjs+7PkZGtymUimiB72+tVQXlnQrqWSSXZkULaqCVTewA463FueQn/sH1tAb20/a5MalmIilw5gAK7wV3mYvW1UTDtWM2exgRX8LGzY/j666KNX6sQ/2UKx7segKlrSKmeyXBJORwUSaSG+UbWR4JZY991ceilK1fiuBzhWYdA3VyLy1rZafLravegHrZ5axZf9CzCYoCvdz6UP340gG3wpjLdmf1mzIis1K98TFtM1wMlhbgkXVcSUGmf/o/4DVSjJQSs/8i1HmzKGyUs5BiqOnqiqTJk2ioaGBf/mXf2FwcJCXXnqJZ599lv/+7//me9/7HmPGjOGyyy5j4cKFjBs3blgnonfzwx/+kFtuueWI610uFzabDZPJREVFBb/73e/y1f+GYaCqav79+eBKWlVVqaqq4mc/+1m+M46iKPn3bJPJNGz7wsJCzjrrLJYtW0Ymk8m/LzqdzsN+XzzzzDOZP38+3/zmN9F1HZPJlO+8JIQQ4gSpqoLPfQ6uuALq6rLngYQQQggxKkjA+h4JBoM8+uijvPTSS7S1tWEYBkVFRXziE5/g8ssvx2q1HnLS0TAMYrEYTz75JMuWLePAgQPouk5BQQFLly7lhhtuwOFwoCgKkUiE9evX88c//pHNmzeTTCYpLi7m6quvZsmSJdTV1clQrqOJYWSrUVOpYYuRTr91OY2RyRCpn0Y0bpBOZ7A++jKe//4pzn07SCkmYqiE0Aii0moNsNPiZUOmjwMHvk939yZSqRgOhx2Xy4Xf76K2toKGhgbmzZvHkiVLaGxsxOl0Ss90IcT7Jhd65UK5xsbGYetzQ72GQiF6e3vp7+8ftgwODhIMBgmFQvmq2HA4TCQSyYeRuq7nf+q6ng+7cieuc9cPDTgPF3S+0zyhh5s39HDziB5JLug8UpXr0ND24OXgkDd33cEBcO6E+NDrTCYTFoslH5jmhud1u90UFBQQCATyQzD7fD4CgQCBQICioiI8Hk++avdUpShKPvT4Z+YhzFV45167uSUajRIOh/Ov71AoNGx9JBLJV4QnEol88B7WNAaGhPCa1o2mdaClNfo0jW5NY6X6VmivZ0McALPJisPixGf1oERfgMx6TGYPMdVO3DBo9o/HhRkHpmyQa4DVMLAaBhmTm+Z0mu7uzSiKCWIH2Gpxk/bVYTXS2Iw0NiOF3UijKgoKKruNItYfsLAyGcakqlTFoiwe1NGTKVRSKBhgGCiG/tZisLe7nldbI+wuBTM6xZEQMx79K4qh0+etZXXLJCyWbMAqxNEa+r/sdDrxeDwsXryY6upq3njjDd544w3efPNN/vSnP/HCCy9QV1fHtGnT+PCHP4zX681XlB5JrsPJ0TCZTPh8vmNqu8lkOurAV1XVfEejo5HrjCQdLYUQYgQ5nTBuHNTWgtstvciEEEKIUUQC1veAYRg89dRT/OY3v+H888/nC1/4Ajabjfvvv58vfOELzJ8/n5qamsNWVKxevZof/OAHXHjhhdx44414PB6eeOIJvv71rzNv3jymTp2KxWJh9erV/PGPf2TlypX85Cc/oba2lttvv51f/vKXJJNJbrzxRpkj50QYeiI9d9CbqzZ96wRmttzUGHbZMAwMmw2DbCUTqRRqRwdq6wHYty9bkdramp1PtbUNo60dTTXz/C83sWqTRkdHN+O3tXNOv0Y9Ci1mD2vNDp7VorySjtKZ6kLP9KBG3j6xXlpawsyZM5kzZw5z5sxh5syZlJaWntCHSwgh3kkuvMsFfGPHjn3X2+TCzmg0OiyQys2tOXTOzaFD3g6dLzZXOXi44WCHzi06tKJ06OWDQ91cYDu0jQe3+eAq2KFhaa7iNldpOrTyNheI5uYtHRqW5ipMh67PbZ+rOLXZbNIBa4TlKrztdjvFxcXHtY9YLDYsiD14ztzccNxD1+Xm2Y1Go2QymWznAlL0p3sxUj0Y4bc7D+x8hw4Guftg6/4rLpcPl8tPq9PLVp8bW0kdNpsLq9WdXcwunIodm2FFNTnQzDqF1hWoqhvdq/C/ps/jyKSw6gYWXcOsJTFnElgyCayZBK2+JnosfpLJGClNYzCusalkARYtQdBWxr6oj8L+DIZhlnOP4rik02mi0SjJZBKz2Yzf76ekpAS/34/ZbKarq4uBgQG6u7spLS1l7ty5FBUVjXSzhRBCnMwMAzQN0unh55yEEEII8YEnAet75Le//S0LFy7k4x//OHPnzsUwDKZMmcLjjz/O/fffz+c//3kKCgqG3cYwDH77298ybdo0brzxRubOnQvAxIkTefnll7nrrrv48Y9/jM/n44033qC5uZkvf/nLXHTRRQD813/9F5dccgmrVq1i+vTpLFiw4ITf7+NxNNU+H1SKrmMkEtkh7XK92Q0Dtm5FaWmBwUEIh99eQiHo68Po76f/1v+kz1NEb2+ExOYdNPzXD6jZvubQv/HWogLf+OR49qT6yRg6XuBXQAiIpAcgPQBke6qXlJTS0NBAU1MTU6ZMYdasWUybNk1OrAshTjq5ys5jqRgSYrTLhedDh+A+Wul0Ol8NOzAwQDAYHDZM99CANhfM5oLbcDicH246kYiRSMTo6+t4T+6T2Wx+6365cDhcOJ0u7IlXsfXdhzXswGq1E7E5+Mn8KqxWJxaLHb9/PRU2BVU9/z1pgzg1GIaR7xTT1dXF9u3beeSRR3jmmWdIp9OUlpZy7bXXcvXVVxOLxdi8eTP3338///Ef/8Edd9whAasQQoj3VzAIr76a7Xh/5ZVQViZVrEIIIcQoIQHrP8kwDNLpNBs2bODSSy8dduLLarVy1llnsWbNGhKJxGFvv3LlSq677joKCwvz19ntds4++2yeeuopUqkUXV1dtLW1YTabmT9/fn47j8dDU1MTwWCQXbt2jZqAtb29nVUvvIBv1Sps0SiKkRsibvjPlMXCzjlzyLw1f523u5vyXbuwh8MompavDlV0Pd/LL2mzsXLhwnz1Rf2OHVQcOIAzGkXRdVRNA13HlMlkw1LDoL24mOVz5+YrkC54/XXq29txx+OYdB2TpmPSNKyZNBZdR1cU7qqbxF/L6kilNYxkilt3r2NRpA9Lrnp1aAUroBgGVzz3HGsVhbQB1brOt9JpLgD2AfuBVqDtreXAW9d1JXvRAYfDgbewkIrycioqKqiqrmbs2LE0NTUxbtw4CgoKsFgsh1RHCSGEEOLUlqvS8/l8VFdXA4cf+vpww2LnhjeORCLDqmMHBwfzc87mqsdz24TD4fxctLFY7JBhj3NDFmcymfz2WcqQc4nDL0O2c0VhYRFW63VcdZUErOLopVIp7rrrLp544gmam5sZHBxkwYIFfPe732XWrFmMHTs2Pzc3QGNjI7Nnz2bu3LlDXp9CCCHE+6S3F558El5/Hc48E0pKZB5WIYQQYpSQgPWfZBgGwWCQdDpNIBDAbrcD5If9Ky4uZt++fWiadtjb9/T04Pf7h82Tk7tdd3c3uq4zMDBANBrFarUOC2IVRSEQCNDX18fg4OBh9z90mMOcaDR6xPacCLt27eKeX/6S/9i9m8bcsLpvyZ1LMwyDTkXhxqeeIvrWdUsyGb6STDJ+6FC8Q26TAdoVhZ+98UZ+H19KJmlKp6kbchtlyG01YO/u3fzPxo35NkyLRmnKZAi8dRtlSEgK2crSlp0beXPvdjKGgckw2JhKENA1kkAUiL31M0K24rQP2KNpJE1WzDYHYZeT3zldPO5x4S7w4/R7cXg9OD0epng8zPF6cXi9FJWWUl5ejs/nw26354eMzA0habfbsdlsp/w8eUIIIYQ4vNzxwfEcJxiGgdPpxOfzUVZWlh8e++AhsnPLka4fuj6VSg0bsjsWixGPx/NLMpkctuS2SyaTOJ1Opk2b+l4/ROIkl8lkeOyxx6iurmbhwoU0NjZSX1+fP8Z2OBzD/j/sdjvl5eX867/+KzU1NSPYciGEEKcMTYNMRoYIFkIIIUYZCVjfA7l5rQ4XcpnN5vz6w0mn0+94OyB/skpRlEPmcTWZTNk5tQ4KKnM2bdrE888/z+rVq4f9zfb29mO+n+8Vq9WK2xegLWnCktExFDAgOz8pvPW7Sp9qQqccRVEBhYgSZ48RRNPTGIqCrihDbqeQURT6VDM2W81bj6dChzLIOlOMVj2DoWS30xUTuqqgKyqaorLd7CTgLHqr6lNhiz9CigxOBTCbMEwmMKtgtaLYrKh2K9gsnG8zY7aasFtN2G0WOh0WTFYzWCxYzWasZjMBiwXDakVxOJhst6NZrKgmy5B59izY7TZsNitW66GL0+nE5XJhtVrz8/UJIYQQQpwIuSG5VVU95Bj0eOSOWXNzGh885/HBcx8fPAeyyWQa1tlQiKNhMpmYNm0aU6dOZeLEiYwbNw6v13vE42pVVXG5XFx88cXHPW+yEEIIIYQQQoiTnwSs/yRFUXA4HKiqSjKZHFYpahgG8Xgcp9N5xOFanU4nyWRyWEXp0NspioLNZsNisaDrOvF4fNjtk8kkiqJgtVoPu3+TyYTdbsflcuWvS6fTIzp8bFVVFR+57lqKp8/DpKXzISm8FbS+FZz6VDOf8lSiqdmAtTSToDgxgFl7K2DN3e6ty6qiUKCYuclblQ9Yq5MhCtMxLIaWDWKVbLBqKCr6W0u92c5NjkIURcFkUilKR3GQQVUA05CA1WJBsVlRbBZOs1lYZDVjsZqwWlWsVjN2uwWr1ZwfYiwXolosFhwOh1SaCiGEEOKUlj3WMmEymUa6KeIUYrPZ+N73vpd//R3cWUDXddLpNIZhYLFYMJlMWK1WFi5cOEItFkIIIYQQQggxGkjA+h7weDx4PB56enqIxWLA2z30W1tbKS8vP+KJpIqKCnp6eobN0appWv52qqri9/vxeDyk02k6Ozupra3Nb9fb24vZbKagoOCw+580aRKNjY3DAtxQKDSsovVEq66upvqGTx7VtnOPY/+Lj+M2QgghhBBCiJNPOp3moYcewm6309jYyIwZM4atD4VCPPvss8TjcRYsWMDYsWNHqKVCCCGEEEIIIUYTmTX9n5Qbtnfq1Kls27aNjo4O0uk0mUyGUCjEqlWrmD59Ona7nUQiQTQaJZlM5m8/a9YsNm/eTFdXF6lUinQ6TSgU4o033mDWrFn5eVcrKiowDIOVK1eSSqXIZDL09PTQ3NyMw+FgzJgxh22f2WzOV7AOXUayglUIIYQQQgghToR0Os0999xDLBbD4XAcst5kMuH3+7n//vvZtWvXCLRQCCHEKc3lgilT4IwzwOMBGfVMCCGEGDWkgvU98pnPfIZvfvObOJ1OwuEwNpuN++67j1gsxlVXXYXH4+H//b//x7Zt25g+fTqf/exnURSFz372s1x55ZXce++99Pf34/V6+cc//sGGDRv43e9+lx8meN68eezYsYNf/epX1NbWUldXx49+9COCwSCzZ88+pCe2EEIIIYQQQpzqNE2jubkZq9U6bNqUnNzcvnv37iUUCo1AC4UQQpzS/H44/XRobITCQglYhRBCiFFEAtb3gKIoXHrppcRiMR588EE+9alPkclkaGpq4rHHHqOyshJVVenr66OtrY2ampr8befNm8evf/1r7r77br7whS+QSqVobGzkoYceYvLkyflK0wULFhAIBHA6nXz+858nFAoxY8YMbrvtNk4//XQsFstI3X0hhBBCCCGE+MAKh8NYrVZsNtsh61RVxel0EolESKfTI9A6IYQQpzSfD2bPBsMAk0kCViGEEGIUkYD1PWIymVi6dClLlizJz6dqs9koKipCVVUUReFf//VfSSaT2O12IBvMKorCOeecw5w5c4jH4xiGgc1mo6CgIH87yH7xb2xs5Oabb+aLX/wiuq5jt9spKCjA4XDktxNCCCGEEEIIkaUoCgUFBbS3t9PV1UVxcfGw9clkku3bt+N2u7FarSPUSiGEEKesVAoGBiCRgNJSOExnICGEEEJ8MEnA+h7yer14vd4jri8qKjrs9W63G7fb/Y77VhQFm81GSUkJJSUl/1Q7AQzDIJ1O50NdIYQQQgghxOEZhkEsFstfFqOH2Wzmkksu4a9//Sv79u3jYx/7GNOnTwegpaWFVatW8cMf/pBFixZRVVU1so0VQghx6tm3D37zG1izBu68EyZOBLOcrhVCCCFGA/nEPgWlUikMw+D5559ncHAQsxy4CSGEEEIIcUSGYZBIJPKdFHVdH+kmiaNksVi4/PLL6evrY9u2bfz0pz+loqICgMHBQYLBIEVFRVx66aXU1dWNbGOFEEKcejKZbAVrVxfIUPVCCCHEqCLJ2inIMAwmT57M/v37efrpp0fk78diMTZt2sTs2bMl4BXHJZPJsHbtWsaPH4/H48nPVyzEsdB1ne7ubrq6upg8eTImk2mkmyRGGcMwSKVSrF27Nv+ZJsP2i2OlaRobNmygurqawsJC+Uz7AJNj19HHZDJx+umns23bNlasWMGWLVvYsGEDqqpisVgoLCxkyZIlLFq06F1HFRJCCCGEEEIIIXLk7MApqLCwkF//+teYTCYsFssJPxGcTqfZunUrZ599No888gher1dORotjYhgG4XCYSZMm8eMf/5jTTjtN5swSxyUej3Pffffxhz/8If9+JMSx0DSNjo4OJk2axIMPPkhhYaEE9eKYhUIhFi1axL//+79z2WWXYbfbR7pJ4jAMwyASiVBcXCwh6yiiKAoWi4XPfe5zXH311bS1tbFt2zZsNhvl5eVUVlZSXl4+0s0UQgghhBBCCDHKyJmBU5Cqqu/JPK7HK51O43K5APB4PLjdbqnUEMckN/eZoig4nU48Ho8ErOK4mM1m7HY7JpMJj8eDx+MZ6SaJUUbTNMLhMJCdU93j8UjAKo6JYRgYhoGqqjgcDjwejwSsH2DSEWd083q9eDwexo0bh6IoKIoi30OEEEIIIYQQQhwXCViFEEIIIYQQQpyUcp0Y1q5dy969e2lrayMcDuc77A31kY98hGnTpo1AK4UQQgghhBBCjDYSsAohhBBCCCGEOCnpus7mzZt55pln2L9/P6FQiGQyediAddGiRSPQQiGEEKc0jwdmzACHA3w+kCm0hBBCiFFDAlZxwqmqSiAQ4MorrxyROWDFycFsNnP55ZdTWloqQ7uJ42YymRg3bhwXXHABFotlpJsjRqHcUOVXXXUVdrtdPtPEcbFYLFx00UXU1dXJZ5oQ77FUKsVvf/tbli9fjtfrZcqUKdTU1Bz2/drn841AC4UQQpzSamrgi18c6VYIIYQQ4jhIwCpOOEVRKCws5IYbbpB5M8Vxs1qtfPzjH6e8vFxORovjZjKZmDhxIj6fTwJWcVwURcHlcvHpT38ah8MhAas4LhaLhauuuooxY8bIHL5CvMfS6TR/+9vf+PrXv86SJUtoamo64rZyTCmEEEIIIYQQ4mhJwCpOOFVV8Xg8LFmyZKSbIkYpRVEwm80sXrx4pJsiRjmTyUR1dTXV1dUj3RQxSimKgt1u55xzzhnppohRKveZdvrpp490U4Q4KSmKgslkory8nKKiIsxm+QoshBDiA6S9HZYvhz174MYbobISpMOdEEIIMSpIF10hhBBCCCGEECclVVWZPn06/f399PT0YBjGYedfFUIIIUZEJAKbNsGKFRAKgXxGCSGEEKOGdN8VQgghhBBCCHFSMpvNLFy4kE2bNmGxWCgvL8dsNh92SHeXy4XNZhuBVgohhDhlpdPQ2wutrZBKjXRrhBBCCHEMJGAVQgghhBBCCHFS0jSN1atXs3LlSh555BF+9rOf0djYeNiQ9Ytf/KJMQSGEEEIIIYQQ4qhIwCqEEEIIIYQQ4qTl8XiYP38+hmGgqipWq/WwFawyP6sQQgghhBBCiKMl3yCFEEKcspYtW8batWsJBALcdNNNI9qWVatW8fe//501a9bgdrs5//zz+fSnP33YE8A5N910E6eddhpnnXUWtbW1J7C1WatXr+YXv/gFfX19APzhD3+gpKQEk8l0wtsihBBCHI7FYuGyyy47qnlXj+ezdNeuXezatYu9e/fS19eHqqq4XC7Kyso466yzCAQCWCyW/PaZTIYdO3awdetWmpub0TSN0tJS6uvrmT9/Pi6XK//Zr+s6oVCIl156iZaWFoLBIFarlaamJqZMmUJNTQ2qqub3HY1GaW9vZ/ny5fT396MoCn6/n/nz59PU1HTI8Me7d++mubmZzZs3E41GCQQCjB07lhkzZlBeXv6OxyBCCCGEEEIIcaqTgFUIIcRJJZPJ8L3vfe9dT6TOnj0bgJqaGjwez4lo2jvq6elh/fr1tLW1cdlll1FeXv6ut3nllVcoKipizpw5J6CFh/J4PIwbN450Os3DDz9MPB4/qhPYQgghxIlisVi45JJLMAyDdDpNMpkknU7j8XgwmUwoikImk0FV1WFh5dHatm0by5cvZ/v27XR1dWE2m3E6nZSWluL1epk3bx5+vz+/746ODl599VWeffbZfMBaXFzM1KlT8fv9zJw5E0VRMAyDTCbDxo0b+dvf/kZzczOhUAiz2cyUKVPIZDK4XC6Ki4uB7PFPZ2cnL774Ig888ACDg4P5gLW/v5/i4mJKS0uxWq0YhkE4HGblypW8/PLLrF69mng8jsfjYcqUKaTTaS666KIjzlUrhBDiPWQ2QyAAZWUwpEOOEEIIIT74JGAVQghxUtF1nVdffTX/++DgIJ2dnYRCoWFBZCAQ4Nxzz2XMmDEfmJOHuZOm//Zv/3ZIlckHUX19PZ/73Od47bXXePjhh0e6OUIIIcQhch1/NE2jra2N7du3s3//fj784Q9TWFiIqqp0d3fj8XhwOBzDqk2PRktLC/39/Vx77bXMmDEDgE2bNvGnP/2Jz33uc9x///3Mnj0bq9UKwF133cWKFStIp9PcfvvteL1e7rvvPt588002bNjA008/nQ9BBwcH+cIXvkBRUREXX3wx5557Lj09PXz5y19mcHCQrq6u/AgcfX19LF++nG984xvccMMNLF26lGQyycqVK7n11lupqKhg8eLF1NfXA/Dcc89x1113EQwG+fKXv8ysWbP4+9//zssvv8xXv/pV5s+fT2Fh4TE/HkIIIY5RaSlccQUsXgyVlXAcnX2EEEIIMTIkYBVCCHFSsVgs3H///fnf165dy1/+8hfWrVs37HqHw4GmacTjcUwmE06nE4Du7u5hFS2pVApFUfD5fDidTgYHB4nH4+i6jtVqxev1Yrfb8/vNZDLEYjFisRjpdBpFUbDb7fh8vnetBFEUBavVit/vH3a9pmlEo9H8Pk0mEz6f75BqUU3TiEQixGKxfDWO1WrF6XTicDjyFTHt7e34fD4cDkd+vjnDMIjH4/T19VFWVobZbCYejxONRkkmk+i6jslkwuVy4Xa7MZvNWCwWvF4vbrf7uJ8vIYQQ4v2U+9y75ZZbWLNmDb29vcTjcSZNmoTT6SQWi3HHHXeQyWS46qqr8iNcHK0bbriBj33sY1it1vxnam1tLU1NTcybN4+tW7dSUVFBbW0tkUiERx99lMmTJ/PRj36UBQsWoKoqPp+Pp59+mm9961usWbOGyZMnE41Gee2119i5cyc/+MEPmDdvHoFAAF3X+bd/+zceffRRnnjiCW688UYsFgsvvvgiK1eupKGhge9+97u4XC4Mw2DixImsXr2axx9/HL/fT319PYZhcO+991JUVMSHPvQhrrzySiwWC1/60peoqqri+9//Pg8++CDXXXddvkJWCCHE+8TrhdmzQdfBaoUPSOdfIYQQQrw7CViFEEKcVBRFoaSkJP+73+/HbrdjNpuHXQ/ZOUOXLVtGWVkZv/jFLzAMg+uvv57KykpcLhfNzc2sXr0at9vNN77xDa666ip+9KMf8fjjj9Pf38+0adP4yle+wrnnnpvfZ0tLC3//+995+OGH2bZtG06nk7POOov/+I//oLa29rgqU4PBIPfccw8PPvggu3btory8nG9/+9tkMplh2/X09HDPPffwwAMPsG/fPjweD7NmzeKjH/0ol156af5E8owZM7j11ltZunQplZWVACQSCZ588kluvPFGVq1aRXV1NcuWLeO+++7jtddeIxQKUVJSwsc//nE+9alPjcicr0IIIcSxSqfT/PnPfyYajXLmmWdSV1fHzTffjKZpANjtdsaPH8/999/POeecc8z7z3XQGspisWCxWNA0DbPZjMlkIpPJsHfvXgYHByktLWXKlCn5Y4LKykrq6upwu93s3LmTMWPGMDAwwO7duykrK6Oqqio/l6thGMycOZPnn3+elpYW2tvbqampYf/+/QwODtLU1ITX683Ph+71epk1axZ/+9vf6OnpyQ89vGPHDs444wwmTJiAw+EAwO12U15eztixY9m8eTOJROKw91nXdTRNG3Yckuuopes6hmGgaVr+Mc6tz/2eu/270TQYOq27qsJBhz7iGA19HnLPkUzvcOLpuo6u68Dbz0Pud3HiDH3cNU07rmHi3xPRKMqBAzA4iNHUBC7XMYes8r8shBBCjAwJWIUQQoiDPP744yxZsoTrr7+eW265hccff5z/83/+D48++ijnnnsuv/3tb2lpaeGRRx7hS1/6EmvWrMHhcBAOh/nWt77FwMAA1157LUuWLCEWi3HzzTfzL//yL/zkJz9h1qxZx9ye2267jZUrVzJ79mx+/etfo+s6X//612lvbx92clNRFJxOJ7fffjt1dXW0tbXxu9/9jnvvvZeuri6+8pWv4HK5uOKKK1i2bBkzZ87MB6zxeJz77ruPpUuXUlRUxFNPPcWDDz5IOp3mL3/5C+Xl5bS2ttLR0TGsYlcIIYT4IMtkMixbtozJkydzzjnnMGXKFG699db8iBI2m43x48fT1tZGJBL5p/9ebmjf7du34/P5KCgowOVyoWla/nPb7/cPm2vd6XTi9/vx+/20tbWRSCSIxWJ0dnZSWlqK2+0eNlRvdXU1TqeTeDxOV1cX1dXV9PX1kUgkmDhx4rD2mM1m6uvrCQaDhEIhNE0jmUzS29uLx+OhtLQ0v62iKHg8HiorK2ltbSWdTh/2PiaTSfbv38/u3buHhUKxWIxQKEQ8Hs9XCg+VyWTQdZ1IJEJvb++7hhmhEFRUvP27zwc9Pe94E/EuDMMgmUwCMDAwQDqdHrlQ6RSm6zrhcBjDMOjr68NisXxgpiw5leRGCdI0jb6+vnzHlBPN3NOD8403sLS2Muh0opWUYBzj/2U0Gj3kPVcIIYQQ7z8JWIUQQoiD1NfXc9VVV3HBBRegqipVVVX88pe/xO/3c9lll1FRUcGkSZMAePHFF9m6dSszZ87kf//3f1EUhUsvvZTrr78+P4faL37xC8477zy2bt1KfX09gUDgqNuyd+9eXnnlFRYuXMiNN97I+PHjMQyD22+/nSVLlgzrqVxUVMSnP/1pzGYzqqpSXV2Npmncf//9rFixgq9+9asYhsE111zDJz/5SXbt2sXkyZOx2Wx0dHTw/PPP8+CDD+J0OvMnPsePH8/s2bMxm81UVVWh67rMxyaEEGLU0DSNTZs28S//8i/MnTv3kNAwN8JFMBg8YsXmschVh/7+979nypQpNDQ0UFhYSDQaJRgMoigKDofjkMpXi8WC3+8nGAySyWRIJpMMDg4SCAQOOemfG50jk8kQDAYxDINIJEIymTxkmgFVVQkEAiSTSRKJBPF4nMHBQTRNw+l0HjLMf276gy1bthyxyrS3t5eHHnqIn//85/mwLiedTlNfX8/atWvzlbHw9ly4hmGwf/9+9u/f/66BkmHA0KJiRYHVq9/xJuJdDD1u3L59O4AEeyNg6POwYcMGQJ6HkTD0fWnt2rXAyDwP7v37Gfu3v1GwfTtbAwHCY8ZgHGPYG4/H6ZEeKEIIIcQJJwGrEEIIcZC6ujpKSkqw2+0YhoHH48Hn8zF27Fg8Hk/+5GNxcTGaptHb2wtkT1Rt3ryZbdu28eijj+b3l0wm6enpoauri1AodEwB6759+4hGo1RXVzN27Nh8aDt58mQ8Hs+wqoNEIsHGjRt5+OGHaW1tJRaL0d/fT2trK3V1dSSTSaxWK9OnT6e6upqtW7cyadIkKisrefnllwkEAsybNw+bzcaMGTNYv349y5cvp7+/n+nTpzN//nymT58+Yr27hRBCiONhGMawITmHSqfTdHR04HQ635MORH/84x95+umn8yNd1NTU/NP7/KCpqKjgK1/5CjfddFP+ulzIe+WVV1JVVcVZZ52F2+3OhxWGYZBOp3nllVdoaGigoqIiP2ftkXR0wNe//vbvjY1wyy3vy106Zei6Tjwe55VXXmHOnDnDhpMWJ46mafT397Nu3ToWLVqEzWaTSuIRkMlkaGlpoaWlhQULFmA2m0cm6N66FfPKlagHDjBv/nyYMgXe5f1xqNz77zPPPMPWrVvfx4YKIYQQ4mASsAohhBAHGToUn6IoKIqCxWLB6/XmT36YTKb8XGhDh1pzu91UVVUxfvz4YfucM2cOM2bMwOVyHVNb4vE4hmFgt9vzQ/MqioLL5Rp2IjiZTLJr1y7uuOMOIBsSm81muru7SSQSpNNpUqkUNpsNr9fL6aefzr59+9i2bRt2u52XX36ZBQsWEAgEUBSFcePGsXTpUsrKyuju7mbr1q2sWrWKM888k4suuoiysrLje3CFEEKIE8hkMjFjxgzWrFmD3+/Pj0AB2XC1t7eX++67j0mTJlFYWHjcf0fXde6++26efPJJbDYbt956K1VVVVitVuDtSlLDMPJDAA+tYk2n0wwMDBAIBDCbzfnP62AweEgl6eDgIMlkErPZnP/cdrvdWK1WBgcHD2lXMBjEarXmjyUMw8BkMhGLxQ4ZFjmVShEOhw9bOZujqipOpxOHwzGsEs9ms+XnnLXZbMPmnTcMI38MZTabsVqt7xqwWiwwtEA2k4G3Hk5xnIbOf2uxWLBarRKwjgBN0/LH8VarFavVKgHrCFBVNR+q5t6TRiRgtVhQVBXeagdW6zEFrIAM9y2EEEKMEAlYhRBCiIOoqnrIl2tFUYZ9aR26Pndy0eFwUFhYyJlnnsnll19+yD7cbvew4fKOhtvtRlVVYrEYsVgMt9ud76WcSqXyfzscDrN161aeeOIJbr/9dk477TQ8Hg9r1qxhYGCA1tbWYZU7S5Ys4Ze//CWbNm3CZrOxadMmvvnNb+YD5UAgwJIlS5g6dSrbt29n69atPProo/z+979n8uTJFBcXywk5IYQQH3hms5lzzz2XjRs38tJLL9He3o6maaxdu5bW1lZ6e3vZuHEjl156KRVDJ/w8SrnP5K1bt/LMM89gt9uZNWsWZ555Jg6HI38sYDKZKC8vx2QyMTg4SFdXF2PGjAGynalCoRCDg4OUl5djs9lwOp2UlpbS3d1NNBolnU7nA5nW1lai0SgOh4Pi4mIURaGgoACHw8GBAweGtU/TNPbv308gEMDj8WA2m7Hb7RQUFBCJROju7j7kvrS3t1NZWXnEil5FUQ45BjAMY1g4kTueGFrBOnSdqqrvGgYoSnaY4Lf/Bkh+8M871udBvPeG/j/kngN5Hk68od/5cv8PIxKwvhWu5tqBqh7Tm13u9STDTAshhBAnngSsQgghxHukqamJrVu3EgwGMZvN+WHX0uk00Wj0uKoEampqcLvdHDhwgJ07dzJp0iR0XWf9+vVEo9F8wBqJROjs7MRkMrF06VLcbjepVIqBgQH6+/sP2e/8+fO5++67WbduHd3d3cRiMc4555z8F/NIJIKu63i9XhYsWMDpp59OWVkZn/3sZ+np6SGdTkvAKoQQ4gPPYrFw3XXXsWXLFp599ln+8Y9/YDKZeOCBB4jH48RiMYqLi7n88suprKw85v2nUin27dvHXXfdxZYtW/jGN77BeeedR2Fh4bDqTrPZTH19PV6vl87OTjZv3kxVVRWKotDR0cH+/fsJhUKMHz8+P9pFQ0MD7e3ttLe3U1VVhd/vzx8DhMNhCgsLqaysRFEUampq2LlzJ5s2bcqHr5DtgLVmzRpqa2vzYazZbGb8+PEEg0F27txJMpnEZDKRTCbp7OykubmZc889Nz9yhhBCiPeZyZStWpWQVAghhBhVJGAVQggh3iOXXnopL7zwAk888QShUIgrrrgCn8/Hnj17ePzxx/n85z9PU1PTMfUurqurY8GCBaxatYpkMsnHPvYxdF3nlltuGdZT2ePxUF5eTiqV4p577uH8889n8+bNPPzww6xfv57GxsZh+/V4PMybN48//elPbNy4kXPPPXfYsL/Lli2jp6eHsrIy6uvrAXjqqafw+/0EAoFhw/4JIYQQH1SKolBeXs5dd93Fjh07ePPNN9m2bRvxeJyysjImTJjAhRdeOKza9Fj8/e9/569//SvPP/88f/zjH2loaADIV4a6XC5sNhsWiwWPx8PSpUt59dVX+elPf4rb7cbj8fDnP/+ZN998kzlz5jB79mysVisej4czzjiD8ePH8/Of/5zzzjuPc845h97eXn7+85/T2NjIhz70ofwQxGeddRahUIhHHnmE733ve1xyySWkUilWrlzJo48+yu9+9ztmzJiRf0w++clPcuedd/LnP/+Z4uJiZs6cyaOPPspLL72EYRhcffXV+P3+9+ZJEEIIcWQuF0yYALoObreErEIIIcQoIgGrEEII8R4pKSnh9ttv57HHHuOhhx7if/7nf0in09TU1LB48WIsFstxnbz99re/zT333MP999/Pn/70J8rLy7nlllvo6OjIz19WUFDA4sWL+fa3v83PfvYzbrnlFmbNmsW5556Lz+dj9+7dh+x3yZIlbNmyhUQiwZVXXjlsncPhYPXq1bz00kt0dHRgMpmYNWsWd999N1OnTj2+B0gIIYQ4wXKfu2azmbFjx1JWVsb555+PrutYLBbsdns+XD2ez+h169bx7LPPEg6H+dKXvoTNZhs21OdnP/tZzjjjjPxn56c+9SkqKip47rnn+NrXvoamaRQUFDB79myuueaaYccKPp+P//qv/+Lee+/l8ccf58EHH8RsNjNr1iyWLl3KokWL8tsWFhayZMkSfvCDH/DQQw/x/PPPoygKHo+HW265hbPPPntYR6olS5YQjUZZsWIFd955J4lEArfbzcSJE/nMZz5DUVHRu86RKoQQ4j1QXg4f/zjE41BWJmOhCyGEEKOIfGMSQghxUps1axaTJ08mk8kcsu6aa67hiiuuGDb3zkMPPYTJZBpWoen1elm7di0Oh2PY9QsWLGD37t243e78idmysjI++clPcu2115LJZDAMA5PJlD+JezwKCgr4whe+wKc//Wk0TUNVVRwOB5dccglWqxWbzYaiKJSUlPClL32Jm266CV3XMZvNWK1WNE1D0zQ8Hs+w/QaDQdLpNHV1dSxZsmTYurPPPptFixaRTqfzc7eazWacTuewOdaEEEKIDzJN09i+ffs7btPe3g5AZWXlMVdtzps3D03Tjri+oaFh2D6rqqpYuHAhPp+P7du3o2kaZWVlNDQ0MHny5GHHJBaLhZkzZxIMBtm3bx/BYBCLxcLUqVOZPn06xcXF+f1aLBbKy8s566yzSCaT9PX1oaoqfr+fhQsXUlpamj+GURQFv9/PvHnz8Pv91NbWEolEKCgoYNy4ccyePfu4O4UJIYQ4RhYLFBRkJ5qWji1CCCHEqCKf3EIIIU5qFosFi8Vy2HV2u/2Q0NPn8x2ynaqqFBQUHHbfhYWFw64zmUw4HI783GfHIplM8swzz/CRj3yECy+8kM9+9rMoipIPVA/e58FtV1UVp9OJ0+k84t8wDINkMkkwGOSpp54iEolw5plnHrJvq9WaH3bwSFatWsVPfvITdu3adYz3VAghhDgxMpkMzz77bL6z0FCGYWAYRr6T1AUXXHDMAeull17KpZdeetTbm81mpkyZwpQpU951W1VVCQQCXHHFFUe1b7fbzYQJE5gwYcJRbd/Y2EhjYyOXXHLJUW0vhBDifZBKQU8PRKNQUwPH8T1SCCGEECNDAlYhhBDiA6ChoYGrr76aOXPm4Ha78/Oevh+ee+45nn76abZv387MmTM599xzhw1neLQCgQCnn346TU1NXHzxxfj9/uPajxBCCPF+SSaTfP/73z+kyjSdTpNKpdA0DYvFgsPhoKKigkmTJo1QS4UQQpySdu+Gn/0MXnsNHngApk6VSlYhhBBilJBPbCGEEOIDoLa2luLiYpLJZL5i9f2STCZJpVLMmjWLs88++7hPJldXV/Oxj30sf9La5/PJcIJCCCE+UNxuN+vWrcMwjEPW9ff3s23bNv77v/+bT3ziE8ydO3cEWiiEEEIIIYQQYjSSgFUIIYT4ALDZbMPmd32/KIrCZZddxmWXXfZP78tmsw2b/00IIYT4oFFVlerq6sOuKy4uxuPx0NXVxdq1a5k8efL7OoKEEEIIIYQQQoiTh4zjJ4QQQgghhBDilONwOCgvL2fBggW8+uqrtLe3j3SThBBCCCGEEEKMElLBKoQQQgghhBDipHS4oYGHrjMMA0VR6O/vJ5lMnsCWCSGEEEIIIYQYzSRgFUIIIYQQQghxUspkMjz33HPoun7IunA4zP79+/nLX/7C+PHjKSoqGoEWCiGEEEIIIYQYjSRgFUIIIYQQQghxUkqlUvzoRz9C07RD1plMJsxmM8XFxVx//fVMmDBhBFoohBDilFZeDp/8JFx4IVRXgyqzuQkhhBCjhQSsQgghhBBCCCFOSoqiEAgEDglYFUXBbrfj8/lobGxk0aJFFBYWjlArhRBCnLJ8PpgzBzQNHA5QlJFukRBCCCGOkgSsQgghhBBCCCFOSk6nk7/97W8j3QwhhBDi8BQFzGYwmaR6VQghhBhl5JNbCCGEEEIIIYQQQgghTrTWVvjtb+GrX4W9e+Ewc4YLIYQQ4oNJKlhPQYZhYBgGigw7IoQQQgghxFEbegwtx9KjQzKZ5Pe//z36cZyw/shHPkJ1dfX70CohhBDiLbEY7NgBq1ZBJAKGMdItEkIIIcRRkoD1FGQYBt3d3ZjNZiwWi5wcEkIIIYQQ4h3kOihGIhFKS0sxm+Vr1GihaRorV66kv7+fdDqNoih4vV4AEokEyWQSRVEoKChAPWhoxsWLF0vAKoQQ4v2laRCNwsBA9rIQQgghRg05M3AK6uzs5JJLLmHHjh0j3RQhhBBCCCFGDcMweOWVV5g4cSJ2u32kmyOOgmEY9PT0sHXrVpLJJC6XizFjxgDQ19dHb28vsViMadOm4XK58uG5oihocqJbCCGEEEIIIcQRSMB6CnI4HCSTST73uc9x0UUXYbVaR7pJQgghhBBCfGDlqlcvuugibDYbJpNppJskjpLZbOacc84hEAgwd+5crr/+enw+HwDxeJydO3dy6623Mn/+fC655BImTZo0wi0WQgghhBBCCDEaSMB6CsqdEKqtrWXWrFnS+14IIYQQQoh3YBgGAwMDQPZYWqbYGD3S6TT33nsvX/ziF1mwYAEejwfIVqja7XbGjBnD//k//4dvf/vbTJo0iaamphFusRBCCCGEEEKI0UAC1lOUoiiYTCYsFotUsAohhBBCCPEOdF2XY+ZRStd1Ojo6MJlM2O32YdXHqqpiNptxuVx0d3cTj8dHsKVCCCFOSS4XTJ4MqgoeD0gnLiGEEGLUkIBVCCGEEEIIIcRJSVEUbDYbbW1ttLW1UVBQkB/BJ51O09/fT3NzM2azGVVVR7i1QgghTjk+H8ybB/X1UFAgAasQQggxikjAKoQQQgghhBDipGQymTj77LN58MEH2bZtG1deeSXTp08H4MCBA6xevZr/+q//Yv78+VRUVIxsY4UQQpx6/H5YsGCkWyGEEEKI4yABqxBCCCHEP8EwjJFughDiPSJzq5587HY7P/zhD/nNb37Dyy+/zKc//en8OsMw8Hq9LFmyhG9961uUl5ePYEuFEEKcksJh2L0bgkGYORO8XqliFUIIIUYJCViFEEIIId4DmUwGTdNGuhlCiGOkKAomk2nY3Jzi5KEoCkVFRVx66aXMnDmTAwcO0NvbC4Db7aawsJBx48ZRUVGBzWYb4dYKIYQ45fT3w7PPwpYtUF2dnYdVCCGEEKOCBKxCCCHelWFALAa9vdnvf6EQxOOgaZBOD18yGVBVsNvB5QKHI3vZZssuDkf2O6Pfn70sxGim6zrpdJre3l4SiYRUswoxSqmqisPhoLCwEIvFIpWsJxFFUTCbzUybNo3x48cTCoXYv38/Xq+XQCCAz+fDarXmtxVCCCFOqGgUtm2DN97IVrPK9wkhhBBi1JCAVQghxDCGAYODMDDw9tLTA3192VGLolFIJrPhqq5nt88tudtDdlQjVQWzGUymtxerFZzO7MhHgQCUloLPlw1dPR5wuyV4FaODYRik02l6enpIJpM4nU7MZrOcoBdilMl1lIjH43R3d+fn4ZT/5ZNDruOLpmmEw2E6Ozvp6upizJgx+Hw+zGYzmUwGRVFQVRVVVUe4xUIIIYQQQgghRoOTOmDdvn07mzdvpq2tbdj1Pp+PCy64gLKyMnRdJxqNsmrVKpqbm9E0jbKyMiZPnkxtbe2wYaLC4TCrVq2ipaWFeDyOy+WioaGB+fPnoyhK/iRMJBKhpaWFdevWEQwGcbvdTJ06lYaGBrxeb35/hmGwadMmNm3aRCgUwmazUVVVxYwZMyguLs5vp2kae/fuZdu2bbS3t6PrOtXV1SxcuBCPxyPDmQkh/mm6ng1N+/qgqwtaW6G7OxuuhsPZJR4fHqQOPe+sKMOX3Ha6PvzvHBy+2mzZStZcsOr1QkEBFBdnf+aCV5NJpqERHzy5gDUajeL1evMn6iWUEWJ00XWdVCpFKBQiHA6TyWSwWCwj3SzxHjEMg4GBAW699VZeeuklmpubAXjyySeZPn064XCY2267DZ/Px1VXXcXMmTNHuMVCCCGEEEIIIUaDkzpgXb16Nffccw+bNm2ipqYmf31VVRWzZ8+mrKyMaDTKxo0b+d3vfsf+/fsxDAO/38/555/PBRdcwMSJE/O9nt98803uu+8+9u7dSyqVwuFw0NDQQFlZGXV1dSiKQjqdprm5mSeeeILly5cTi8Ww2WzMnTuXK6+8kqlTp+JwONB1nb6+Pv785z+zevVqotEoZrOZ2tpagsEgl112Wf4kbVtbG8uWLeOZZ56hu7sbwzAoKirCZDJx+umn4/P5RuohFkKMYrqeHdI3Hs9WpXZ1wY4d2aWrKzsksK6/HYQ6HNnKU4vl7SA153Ch6+EYRrbyNZXKBrqxWHbI4RyzOfs3ioqgri47BU1lZTZ4tdvfHmpY+pWIDwJd19E0DcMw8Pl8OBwOCVeFGKXM5uzXolAohKZp0lniJJJOp7nrrrvo6OjgjDPO4IYbbuDb3/52/jue0+lk3rx5PPjggyxZsmSEWyuEEEIIIYQQYrQ4qQNWgEAgwMUXX8wPfvCD/HVmsxmv14thGOzYsYM77riDLVu2cOedd+LxePjv//5v/vrXv9LX18ett96KyWQikUjwrW99i6KiIm688UYmTZrE5s2bue2223C73fzoRz/CarXS3d3NP/7xD+677z4+8YlPcOWVV/LKK6/wn//5n1itVlwuF5MnTyaZTPL444/zu9/9jv/7f/8v8+bNY9euXTz66KN897vf5bTTTqO6uhpd13nooYd45plnKCoq4qc//SkOh4Nvfetb3Hrrrdx5553MnDlThrISQhyVXBCayWTDzY4O2LXr7WB1cDAbcgYCUF6eDTOP5vzy0Z6DVpTs/nNBaiDw9rpMBhKJbNi7axds2ZL9+4EAjBkDNTVQW5tdvN63hx4+lr8vxPshN6ykEGL0kv/jk1cmk+GFF16goaGBRYsWMWnSJG655ZZ8gG632xk3bhzt7e1EIpFj3n84HKavr4/9+/cTDAZJJpMEAgGampqoqKjI/51kMsm6des4cOAAmUxm2D58Ph+VlZVMmzYtf52maSQSCTZs2EB3dzfpdBqLxUJ5eTlTpkzBbrcPe81Go1G6u7tpbm4mGAxitVopKCigoqKChoaGYR0GDMOgra2N/fv35+cQd7vdNDQ0UFJSQmDoAZoQQoj3l6q+PYeO9CQWQgghRpWTPmBVVRWHw0FJSckh6xKJBDt27OCVV17hl7/8JYsWLUJRFG6++Wa+853vsGrVKrZs2cLkyZN54YUX2L59O4888ggLFizA6XRSX19PKBTiu9/9Lt/97nexWCysWLGCLVu2MGfOHG6++WYAGhsb2bhxI5s3b+a1116jqamJeDzOb37zG6699lquvfZaCgsLmTNnDuXl5dx000088MADfO1rXyMSibBs2TLKysr4/Oc/z+mnn45hGPzqV79iwYIFrF69moqKivxcUUIIcTi5YBWyQebatfDyy9DcnB0GGKCwEMaNG7nheM3m7DDBbjeUlGTbnEhk531duRJeey0buBYXw7RpMGNGtr0Hz9cqYasQpyZjyBudVB4KIXI0TWPTpk188pOfZMGCBcPeKyDb+ba0tDQfjh6rzs5OVq1axUMPPZSf0mXq1Kl8+9vfpry8fNg0Mr/5zW947LHHSCaTw4ahnjRpEhdccMGwgDWRSNDS0sKvfvUr1qxZQywWw+VyMX/+fG6++WaqqqpwOp35+9PS0sLLL7/Mfffdx86dO3G73TQ1NXHWWWfx+c9/HpvNhqIoGIZBJpPh5Zdf5rHHHmPdunUMDAxQUVHB1VdfzZlnnsmcOXNQVVXeS4UQ4kSw27NDNw0OZr/cynuvEEIIMWqc9AFrf38/y5Yt4/HHH8dutzN37ly++c1vUl9fT3t7O7t378ZisbB48eL8bWpqaqivr6e7u5sNGzYwadIk3nzzTRobG6msrMTx1tl8j8fDWWedRTgcZvv27UyfPp1du3aRyWSYO3fusHYsWLCAdevW0dLSgmEYxGIx1q1bx1e/+lXsdnt+u6KiIubMmcObb74JwKZNmwgGg8ybN48pU6bkt2tsbKSmpobdu3fT2dkpAasQ4l2l07BzJzzxRLY6VNOyc5w2NGTDzQ/a9zhFyX6/dDjens81mcwGwk8+CcuXQ1kZTJ4MEyZkhxQuLf3g3Q8hxIlx77338oc//IGPfexjfOYznxnp5gghPkBisRgWiwWLxUIqlRq2TtM0gsEgFosF03FUDqVSKUwmE1OmTOG6667j9ttvf8ftTzvtNJYuXcqFF16Yv85isQz7Tgjw+uuv87Of/YzOzk5+8IMfUF5eTnt7O9/5znf4zne+w2c+8xnOO+88IFtF+6Mf/Yj169cza9Ys7rzzTvbu3cvjjz/Oz3/+c9xuN1dddRU+n49YLMb69ev54he/yLnnnss3vvENZs+ezV//+lfuvvtuVq5cyW233cb48eOP+bEQQghxHOrq4Otfz16WL7NCCCHEqHJSB6z19fV8/OMf59prr6W0tJTe3l5+//vf8+lPf5qf/vSn2Gw2wuEwNptt2DymiqLgdruxWq309/djGAbd3d0UFBQMm4/JbDZTVFQEQE9PD5lMhlAoRCaTOWRYpcLCQnRdJxqNEovFGBgYIJPJUFxcnP8irygKVquVQCCQnw+2r68PXddxOp24XK78doqiUFhYSCQSIRaLHfExyGQypNPpYcNQRSIRNE17bx5kIcQHXjgM+/fDqlXZytVgMFut6nBk51NV1X/+e5xhvLffBQ/eV27OV4cjW8VaVJSdx3VwEF58Ed54I3vd2LEwfTpMnJjtCCzfT4U4NoZh0NTUdEgAcbBLLrmEK6+8ktNOO+0EtezdaZpGOp0+5mOcrVu38o9//IMXX3yRp5566n1qnRBipJhMJqZNm8b69espKChg3Lhx+XW571v33XcfEyZMoLCw8Jj3X19fT3l5OQsXLsTpdHLffffR19d3xO2tVis+n2/YCEu573c5nZ2dbNmyhc2bN/OLX/yChQsX4vF4qK+v52tf+xo/+tGPWLBgAXPnzsXr9bJ8+XJaW1tpaGjgW9/6FpWVldTW1qKqKslkkj//+c9ceOGF+Hw+gsEgDz74IFOmTGHp0qWcffbZuFwubrrpJvbt20dvby9///vf+cY3vnHMj4UQQojjkPuyK4QQQohR56QOWCdOnEhdXR2qqmK320kkEhQVFfGv//qvvPnmm9TV1aHrOoqiHNJbOTckUu4knaZpmEymYV98h94ut52u6xiGcdj95dbrup7f3mwe/hTk9jn07xqGgaqqh8wLZTKZ8n/vSNatW8eyZcvyFbEA6XSa1tbWd3n0hBCjXSqVrVjdsiU7v2p7ezZMLSnJBpXHW7X6Xoepx7J/Vc0uJtPbc7Cm09lhj/v7s0tzM9TXQ1NTdr7WwsJs2CqEODpf//rX0XUdgLa2Nt58801WrVrFD3/4w/w29fX11NbWAm8Pzavr+qgcUjKZTNLb28uBAwdGuilCiPeB2WzmwgsvZMOGDaRSKZqbm9E0jVWrVrF37156e3tZs2YNS5cupbKy8pj373A48iMcAcOG/j2czs5OnnvuOfr6+rDZbFRWVjJhwgTKysry3yE7Ojro7OxE13XmzZtHYWEhVqsVi8XCwoULSSQSdHZ20tXVhcfjYevWrZjNZmpqahgzZgwmkwmn08mYMWOYPHkyzzzzDJFIhEwmQzweZ/369UyaNIm6urp8h2GHw0FjYyPRaJQtW7a8430wDANN04Z1aDEMg2QyiWEYGIaR/947dH3u99zld+sQo+vZ474cRcmOwCKO39Dn5eDnSJw4ufM8ucvvdl5HvD+GPg8j+v/Q14eydi1KZyf6+edn58Q5xuNpeQ0JIYQQI+OkDlgDgcCwSlLDMDjrrLMoKCjgwIEDFBQUYLVayWQyJBKJ/Lw0kB3qSdO0/Jdll8tFPB4fdsCl63q+etTpdKKqKjabDVVVicfjw9qS+91qtWK1WnE4HCiKQjQaHXYQpGka8Xg8X63qdDpRFIVUKkUqlcJqtea3jcViWK3WQ0LaoZxOJ2VlZdTX1+evS6VSrFq16tgeTCHEqGEYEInA5s2wZg3s3ZutYlVV8HiOo7LTMDBpKVyRTlzRHpzxPizpKCYthUlLo+ppTFqa9opZ9BQ3kbE4ULUUnnA7dfteJGO2kzE7yJjtpC0OUlY3CXuAuKOApM2b/RvDOq8cvhlDr1eUbLjqdGbvbyaTHT44GoW+vmxla0cH1NRkQ9aKiuz31NxHwijLf4Q4oS6//PL85W3bthEOh9m2bRsf/ehHAWhvb+fll18mGAxSU1PDhg0b6O/v5/LLL6e5uZlYLMaECROYMGECkD1eeuGFF+jp6WHJkiWUlJRgGEb+JP/GjRuJxWJ4PB4aGxtpbGykvLz8iO3TNI1IJMLy5cvZv38/drudSZMm0dXVdci2GzduZOfOnXR3d5NKpfKBwxlnnIHVaqWnp4fVq1ezcuVKent7+fGPfwzA3LlzmTFjBolEgl27drFz504GBwexWCxUVVUxd+5ciouL3zVIEUKMPLPZzNKlS1m7di1vvPEGGzduxGaz8cILL5BMJhkcHMQwDD70oQ9RXV39vrVDURQcDgfRaJQVK1bw5ptv4nA4aGho4JJLLmHu3Ln5jisdHR0Eg0E8Hg9VVVX5jrZWq5XGxkZsNhv9/f20t7fT0NDA3r178Xq9VFRUDPtuWFBQwNixY+np6SEUCuW/U+7Zs4eLL7542ChOkJ0qZ9euXezatQvDMI7YYSadTtPf309PT8+w77KRSIR4PE46nSYSiQy7TW7u11wQG4lE3nVI5kQiO51FjsORPcYVx0/X9fxcw/F4HLPZfEhHbvH+y533AYhGo2QymVHXQe1koGkayWQyP9rcwUUVJ4q6Zw/W++/HtGoV8fp6dKs125v4GEQiEdLp9PvUQiGEEEIcyUkdsB6OxWLB5XKRTCax2WwEAgHS6TQdHR3U1dUBkEgk8kP4lpaWoigKlZWVPPPMM8Tj8Xw1ayqVorW1FZPJRGlpKWazOT+M8MEn+To6OrBYLHi9XqxWK263G6/XS2tra3743tzJxq6uLiorK1EUhdLSUqxWK6FQiGAwSGlpaX67vr4+/H4/Ho/niPd3/PjxjB07dljv4HA4zEsvvfTeP7hCiBFlGG+Hq1u2wLJlkCvI8nqz4Sq8e7hoTscxFAVdNWOoZhRDwxXtZtK2vxLo341/sAV7Iog1HcWcSWDOJDGn47x22lcY9NWSsTiwpGOUdG/hjJdvI2nzvrV4SFq9xJxFhL0VDPrr6CibQX9BQ/4OqHoaxdDRTLajTkEVJTvUscUCLtfb1azNzdmhkbdvzwatjY3Z+WYLCsDtlpGYxPsnV73zQelFnht68mhOGCmKMuy4wul0YrVaUVU1f30wGOTuu+/G5/Pl55jv7e3ljDPO4O9//zvd3d1cddVVwwLWf/zjH2zevJlJkyZRUlJCNBpl586dPPDAA+zcuZNEIoHD4WDs2LEsXryY888/H6/Xe9g2xmIx3njjDX7zm98QiUTw+/3s2bOHtra2Q04srVq1ijfeeIO2tjYSiQQWi4XCwkKKiopoamoiFAqxZ88edu3aRTgc5rHHHgOyHesmTJhAe3s7r776Km+++SYDAwOoqorb7SaRSLBo0aLjqnYTQpxYqqoybtw4/ud//oe1a9fy3HPP4fF4iEaj+QrPq666itLS0vc1aLLb7Zx55pmcf/75FBYW4nA4OHDgALfddhubN29mwYIF/PKXv0RVVQYGBkilUhQUFAzbR260I6/XSyqVYmBgAMMw6O3txePxHPK90OFw5Dsc9/f3E4vFyGQy9Pb2EggEsNlsw7b3+XxYLJZ3HOIYslW4d911Fz/5yU8OO6R8ZWUlK1aswG63H/azZ+fOnezcufOoHrfLLhv++4svHtXNxFFYt27dSDdBAG+88cZIN0HA/2fvvuOjqrP/j7/u9JnMTCa9914IkAChV+kiKthX1wJY1rK6q9/d33bXsn1dt+iu66KioIIooBQVBJEaeklCEgiB9N7LtPv74zoDIaHZAP08H495BGbu3LkzkzL3vu85h88+++ySPba5rIzEigr8W1vZtWsXbfX1yBcxE1yWZbq7u6msrPwat1IQBEEQhP58qwNWT3WpVqtFkiTcbje1tbVUVlYyfPhw4uPjva13N2/eTHh4OCqViqNHj3Ly5El0Oh2pqamoVCoGDx5MVVUVZWVlREdHYzabaWxsZMuWLQQGBhITE4NWqyUuLo69e/dy6NAh2tvbMRgM2O12du3ahc1mIyoqCpVKhdFoZNCgQWzbto1p06ah1+txOp1UVVVRWFjID37wAwASEhIIDAyksrKSAwcOMG7cOAAOHTpEfX09sbGxBAUFnfU10Gg0fSpcXS6XOEtVEL5lZFlpo9bZCfv2wbJlUFurtAO2Ws9zAqwsI8nuz8PSbvwbS+jRWWi3hNFt9EPtshPQcIQpHz2BW6XBrVIjS2pkSYWMklLKkoTG2QMogZLaZcfQ04Kpqx6fzlqkzx9DubhQuV041Tq25z7CJxN/iyxpULkdWForMHY30WKNwqXW4dLocau0yNKFDYr1hK0hIcpzb22FmholaN29G+LiYPRoyMxUQtavagatIJxOlmVaW1tpbGy81JsCKHPgLRbLV35G/uHDhwkJCeGxxx4jMjISX1/fc3bV8JBlmWPHjvHqq6+yZ88ennrqKWJiYsjPz+ell15i0aJF3nmGZ3K73ZSXl/OHP/wBh8PBX/7yF4xGI2+++SaHDh3qE7CaTCauv/56IiMj0ev1FBcX86tf/Yrnn3+eP//5z8TGxnL11VfT1tbGxx9/zLvvvuu9n9FopKamhqSkJEaMGEF0dDQNDQ089dRT/Pe//0Wn03HdddeJihNBuIy53W7a29v5wQ9+wD333ENSUhIDBgzA4XB4x7p4TsD9un+WDQYDV199tXf/U5Ik0tLSiIyM5Mknn2Tv3r3s3LmT3Nzcr3U7vgqhoaE8+OCD3HTTTX0qWBcsWEB4eDhjxozBbDZ7b/NUsO7YsYP4+HhCQkLOW8FaWwtPPnnq/wkJ8OijX/nT+U7xBDE7duxg8ODBWCwWcWzgEnC73TQ3N3Pw4EGGDx+OTqcTnycuAZfLRUVFBeXl5QwbNuyCPsd+HVSFheh37EB94gRDhgzBnZmptGu6CO3t7axdu5YjR458TVspCIIgCEJ/vtUB6xtvvIEsy2RlZREQEEBVVRVPPfUUHR0djB07lgEDBqDX6xk9ejS/+c1viIiIwGKx8Le//Y2ysjKmTp1KRkYGsiwzfvx40tLS+Nvf/kZ1dTUDBgzgwIED/POf/+See+7Bx8cHlUrFmDFjKCws5OWXX+Z3v/sdt956Kxs3buS9997jnnvuYcSIEYByNvG9997LvHnzSEtLY8SIERQVFfHee++hUqm46aabvFUkU6ZMYcWKFfzzn/9Eo9FgNBp57LHHSEpKYsiQIYSEhFziV1oQhEvJE67W1sKmTbBmjVLFGRcHp3UV73sn5R+onT1Y2ipJKVpF5qElhFft4XD6Dewach8nYsbiUuupDcqkyRZLTcgA6gPTaLVG0WXww6E14tD6YNebabFG0W1QqiR69L4cjxnLO9cvxtjVgLGzEUN3E+aOWnxbTuDXVIJPRx0NgamAcjDBr6mU4Tv+xqC9/6PFN4qy6HEcS5hMWfRoukyBuNRa77IXGrb6+ioXh0Npk3zwoHJJTITcXMjKgrCwU6+TOK4hfBXsdjv//ve/+clPfnKpNwWAv//978yfP79PpdKXNXLkSO677z7vZxvggg7SOp1O8vPzWbt2La+88grDhg0DICYmhqamJj7++GNWrVrVb8Da2tpKfn4+O3fuZMOGDeTk5KBSqQgODkaSJN56661ey9988829Dv5HRETw+OOP89BDD/HUU0/h5+fnDVM1Gg3BwcG97j9w4EAGDhzoXUdUVBS/+MUvuPPOOzl27Bg9PT0YxJBnQbhsSZKELMvs3buXtrY2tFptrxEy3yRPBfzpdDodKSkp+Pv7U1tb6z3IbzKZ0Gg0dHR09FreM7vU09rVZDIBYLFYvGNvTme3273rMJvN3nE2ngreM09K8XRrOnM7z+TpBmCz2Xptm+cEY61Wi9ls7jdglSQJvV6P2Ww+b8Da2qpcTm2fcoKc8MV55qWDckzCbDaLgPUS8LSmBeWkrrNVewtfL6fT6f296OPjc+lGP5hMSFotkkql/F738bnoFsFw/hnggiAIgiB89b7VAWtDQwMrV67k6NGjdHR0EBAQwPDhw1m1ahVpaWkYjUYyMzN58skneeaZZ7j55pvp6elhyJAhPPjgg0ybNs27LpVKxRtvvMHvfvc7/vSnP1FfX09oaCi33347v/zlL70fZAIDA7n99tsJDQ3lb3/7G3/5y18IDw/n0UcfZc6cOcTFxQGg1+u54YYbqKur47///S9PP/00vr6+jB07lkWLFvU6wLdgwQIiIiJ47bXXmDt3Lk6nk4kTJ/Lss8961ycIwndXRwccOACffKJ89fNTqjelc2SRKpedyPLtJBz7iLjSDYRV7UH9eXteGRX6njY0TuUgnSyp6DCH8I8HC/EEnHKflfb+v0uto80SQZsl/NQSp4UckuxG5XZ41w9gaavE0N2ESnYT0FhCQONRBu9fiFtS0xCQTEX4UI7HTuBowhQ6LKEX9RppNMrrYrMp87zKypQWwgEBkJICQ4cqYes5Oq4LgnCG0NBQEhMTL/p+DQ0NVFRUUFJSwrRp03odUHQ4HFitViZOnNjvfZubmykrK0Ov15Odne29b1hYGFFRUX1CgW3btvHGG2+wfft2qqurvYFCZ2cnHR0duN3uc25rZWUlGzdu5PXXX6ewsJDm5mZcLhednZ00NTXR0NAg2gQLwmVMkiRUKhWyLNPc3NwnsLwcGAwG7wkwnZ2dyLKMn58fRqORtrY2Ojs7MZlMqFQq3G43LS0tdHV1edv/SpJEUFAQx44d87YMBuW5d3Z2UldXh8FgwGKxoNPpvCeT1NfXe2dAejQ2NtLT03PODkmedZ/ZKUmWZex2u7cl/emVup7bPb9zPbefL2BVqZSTCE89xkUXdQln8Lz2gPc9Ot/7IHw9PD8barXa+14I36zTZ02f+TvrG3VaSyW1SqX8orvIFsGXbNsFQRAE4TvuWx2w3n///dx55504nU7vBw69Xo/VakWj0Xhn2ERERPDss8/yi1/8AlmWvTNSjUYjcOqDb1RUFM8++yzd3d3eOaye2WQekiQRFhbGjTfeyPTp03E4HKjVaiwWCyaTybsuz47NnXfe6Q1NVSqVd+f39A9Ger2e6dOnM3bsWO9ZyQaDAZvNdslamAiCcHmorlaC1V27oK4OwsPPM19UlpHcTuYsv43wyl0Yu5u8QWptUCYFqddSkjiNFt8Yuo2fV3h4DoxJ/f++keW+jyUjfX7dqRtk6fT7qHCreq/vZNQI6oLS2Db8MUJq9hNZvp2Yss34NR8jsOEIfs3H8W09SX1Q2qmA1RPanmdn8vSbDQaIiTlV1bpvnzKzNjpaaR+cna28huJYk/BF6XQ65s2bx+zZsy/1pgAQHBz8tZzRrtVq+1Rvnn4g/XSez2KgVFT19PQQEhLC888/36cTh0aj6VUVdTanf1Y6c8asLMtUVFTw6KOPEhERwa233kp6ejparZa9e/fyk5/8BIfDcc6Atbu7m0WLFvHee+8xYMAA7r33Xmw2G1VVVfzqV7/C5XLhdDrPu52CIFxaGo2GadOmceDAASwWC9HR0Wc9CH2h86pP19+87dOvO/PfZ66/traWxsZGHA4HgYGBSJJEXFwcoaGhtLS0kJ+fT0ZGBiaTia6uLnbu3ElPTw9hYWHEx8cjSRKZmZnk5eVx9OhR7HY7Op0OWZapqqriwIEDxMbGYrPZ0Ov1GI1GsrKyOHDgABMnTsTtdnsrfQsKCmhqaiIjI0McqBcEQfgmSZIStAqCIAiCcEX5Vqdzvr6++Pr6nnMZz9m3/v7++Pv7n3NZz3Lno9Fo+rREOttjWywWLOcpmZIkCZPJ5G0BJQiCIMtKoLp2rRIQdnRAYCCYTOcPBmWVmlZLBCHqA59Xhg6jMiyHhsAU2izhtJtDcWr08HllaX8B6unb0d9t5z0m188CLo2BDp9gug02WnyjOBk1kv0D78C35SSB9YUENByhzRJOo1+89z4DDryOrfk4bdYIqkIHUx+Ujktzqg3qmdvnCZ5PPzHYZAK7HU6cgPfeg0OHYOBApY1wQAB8xV1Vhe8ASZLw8/M772eQb8rXdUZ7f0GE1Wqlq6urT5vKY8eO4XK5AOXzWWBgIBqNBpVKRXZ2dp/1nq2axsfHh+DgYBwOB8XFxSQlJSFJEo2NjdTV1fWqxjpy5AhVVVXcfvvtzJo1C5vNRk9PD3v27AFOhR6e6p0zw9ba2lpKS0sxGAzcfvvtZGZmotPp+Oijj7xhhCAIVwan08mHH37IqlWr+Ne//kV6ejpGo7FPxdjcuXMZPHjwRa3bbrfT1tZGVVUVoLQy7+zs5Pjx4xw6dAir1YqPjw9Op5MXXniBiRMnEhISgkajoaKigt/97ndUVFQwaNAgxo0bh0qlIjIyksGDBzN48GAee+wxnnjiCcLCwqisrOSXv/wlI0eOZNCgQfj7+yNJErNnz2bDhg0cOnSIxx9/nHvvvZcTJ07w/vvv88EHH/DYY495/yYFBAQwf/58br31Vl5//XVqa2sZNGgQq1atYv369aSkpHDbbbd9NS+8IAiCcH6xsfD//p9y9m9SkjjTVxAEQRCuIN/qgFUQBOHbyO1W5lF9+ins2aO0vDWblcuZJ71qe9oIaCjC1NVITcgAOsyhgERx8tU0+SXQbfClPiiNRr8Euk0B/T7euXKZrzyzkVRK0GoO/XxbQdfTRlVYNtbWcpwag1JZK8uATMqRlQTV59Nt8CM6IJm6oHSqQwZSFZZNt9EPSTr7WcAqlRKe6nTKzFqVSpntdfgw1NfDsWMQH69Uu54+p1UQzuf09ojfNQkJCWzYsIHCwkKKioqwWCwcPnyYkpISb6Wqj48PcXFxpKSksHLlSuLj44mMjMTpdNLY2EhnZycWi4WUlJQ+67dYLMTExBAREcHixYu5++670Wq1bNmyxRucenhC087OTnp6eujs7OTYsWNs2bKlVzhqNBoxmUx0dnZSWlrqrfj1hMd2u5329nYAKioq+OSTT2hpafm6XkJBEL4izc3NgHLy68mTJ7Farbjdbrq7uzl27FifEzkkSfpCP9v19fXs2rWLF154AYCDBw/S09PD//73P1atWsWwYcMYPXo06enpFBYWcvjwYe8JHZ4Tc2+77TaGDRvm7aCkUqnIzMzk/vvv55VXXuGll17yPl50dDR33303WVlZ3vbHvr6+3HzzzWzbto09e/bw05/+FLfbjV6v5+qrr2bGjBn4+PgAeCtY582bx9GjR3n99ddZsmQJDoeDCRMmMHLkSDGGRhAE4ZtkMCitqFwu5d+CIAiCIFwxRMAqCIJwBXG7T81c3bQJ2tvB3x98fJSAUJZBQgkfbc3HCa45SNzxTzB31JCfNpf8tDlIEpRFj6YsejRulRZZfXn/KbDrLdQHpVEflHbqSlkGWcapNSGrtAQ2FBFWtQe7zkJZzFiKE6dRF5xBqzWSLmMATq3xrOuXJNBqlfmsVis0NMDx41BVpYSsyckwYABERirLnDYiRxCEMwwaNIigoCAKCgp45513CA4OpqSkBLVa7Q0sNRoNiYmJzJw5k7feeovly5cTGxuLy+WisbERrVZLRkZGvwGrwWAgLi6OqVOn8uGHH2Kz2fDx8SE/P5+amppeLYtjYmJISkpi7969uFwugoKCqKyspLW1tVfAarPZiI6OxsfHh3fffZeIiAhSUlIICwsjMTGRoqIiVqxYQV1dHU1NTVRUVGC327/+F1MQhC9l165duN1uhg0bRlpaGikpKdTV1VFdXU1iYiI6na5Pq/Ev2nlApVJ5R7cMHTq0121qtRq1Wo3BYCA1NZUTJ054Z0BbLBYGDBjAuHHjSE5O7hX6hoSEMHbsWEpLSzl06JB3Fmt2djYjR470tlKXJAmtVktubi4mkwm73c6xY8cwmUwkJiYydOhQEhISev0ODgwMZNasWWzatMk7XzoyMpLJkyeTlZWF1Wr9Qq+DIAiC8AU4HMpOaEeHMrfGePZ9V0EQBEEQLi+X91F1QRAEwcvths5OKC6Gd99VWgTHxCgnuXqOD0rISLIbn/Yasve8TMahN/FtLafTJwiHxkhB+hwAXOcIHC/UuVoHf+0kCSQ16yc+RWzZp8Qf+5jwyjwsbZWkFK0ivWAZJyNHsj/rexxNmEqzf/wFrVKthuBg5eTh5mYoK1NC1v37lfmsubng66tUs4qgVfgu0Gq1WK1WQkNDvdfpdDqCg4Px9fXt0yI4KyuLW2+9lRUrVvDmm2+i0+m4+uqrmTt3LsXFxd5ZsLGxsdx5552YTCbeeOMN3njjDYxGI1FRUYwaNYqwsLCzblNISAiPPvoov/jFL/jXv/6Fr68v1157LRMmTODw4cOYzWbvDMN7772XpUuX8sYbb6DX6xk8eDAPPPAAx44d825LcHAww4cPZ/LkySxcuJDm5mYWLFjAnXfeyYwZM5BlmWXLlrF+/XoyMjKYN28eDQ0N+Pr6nrWVsSAIl94LL7yAw+Hg5Zdf5qmnnkKSJFavXs3y5ct54oknvK3Kv6yIiAgiIiKYNWvWeZd98sknL3i9Wq2W4OBgHn/88QtaPjg4mEmTJjFp0qTzLitJEsOHD2f48OEXvD2CIAjC16S+Xpn9U1IC998PUVGiTbAgCIIgXCFEwCoIgnAFkGWlWjU/H95+W5kXmpoKGs1pIZ8sI8kuzG1VXP/u94gq34HaZafBP5HipBnsyrnvK9uW/v59sb6KcLLNN4qDWbdxMPMWzO1VxJZtIuvA6yQc/Yio8m20+EZRG5ypBKzejZUBTyLd/0ao1cr8VT8/pW1wdTW8/jrs2AETJkBWlnK7Z79XBK3Ct1VKSgpPPPEETzzxhPe67OxsVqxYcdb7zJ07l7lz555zvZIkYbPZWLBgAQsWLLiobdJqtURHR/Pqq6+ed9mbb76Zm2++uc/1N9xwQ6//p6am8txzz/W7joyMjF7PH7igIEUQhEvvzFnJJ0+eZPPmzXR2doo5yoIgCMLloaUFtm1TLjfdpLROEgRBEAThiiACVkEQhCtAYyNs3w4ffqiEfWlpfU9q1fe0EFO2mVmrFmDuqMGu82HLyMc5lHkTdUHpeEPFr4DDoVxcrlMXp1P5+vlYMVQqJQD2XNRq5eL5/1dKkmi3hHMo8xYOZ9yEX9MxBu5/laMJU6gLzgRA4+wmpHo/iSVr2T1kAR0+wchS7w05sypXksBkUmax9vQoFa0vv6xUDmdnw5Ahym2CIAiCIFz+ZFnG5XKJcFUQBEG4vMjyqR1pQRAEQRCuGCJgFQRBuMzV1sJHH8HOndDUpAR6Z1ZOmtuqSCpezVUf/x/G7ibqA5L5cPIfqYwYRpfRHyTVRT+uLCuBaXe3Mg6mo0MJGT2tdD2hqUp16qvBoLTPhVMhbE+P0tr49DDW7VbWr9Eo9zEala96/RlVuRfqtDvIqGjyi2PLqP/DqdHjVil/6oxdjeTu/BspRe8zeN9CipJnUph6LZXhQ+g2+vdajSdoPf3/ej3ExSmvR10drFkDu3bBwIFKVWt4uKhkFQRBEIQrwZntzQVBEARBEARBEAThYomAVRAE4TIly0owuWGDEuR1dirzQXU6Jcg7vfiiy2Cj0S+eJr84qg2D2TzqJ1SHZdOjtyKrLmx+iywrl7Y25eJwKI+j0SiPGR0NISFK21xfX/DxUa7XapWvOp2yrOrzLNdT1drTo1zsduVrd7fS7ritTanMra9Xnltz86nwVaVSQlez+dSM2Qs+FipJyJIGu97S62qH1khFxHDCK3fj11xKesFyok5uozYoneNxEyhKvpoOc6hnFWeuElCCZKMRgoKU59LeDp9+qlS2jhyphK1W69dQoSsIgiAIwkVzOp20tLR45yV3dnbidrtpaWnBbDb3mcHq4+ODXq+/FJsqXACnU/ns6OcnTmoTBEEQBEEQBOHSE4eABUEQLkOeDkF79sDu3UoAaTYr7WolSVlA6+jCpdEjSypcGgP1gansHPYw3QZfTkaPxqXW9Tn6JMsybreTzs56urubsNvbsdu76O7upKurA7u9g87ODrq6upBlGZ1OhdGoxmTS0NmpobtbQ1OTGptNj6+vEV9fM76+Puj1Vnx8LFitFnx8TGi1OiRJwu1WDoZ52gc7nUpwa7crs03b25WRM62tp4LdlpZTl9ZW5aun3bBerwSuXyTAdGh9OJowmR6dhciK7URU5OHXXIpv6wn8mksJrj1EceIMSuMnnTWU9lTvGo1KsKzVKs+hrEyp8K2uVmbjRkeDzda3jbMgCIIgCN+cffv28cgjj3hD09LSUmpra/nJT36C0WhEperd4ePhhx9m/Pjxl2BLhQtRXAx33w2LFyufiQVBEARBEARBEC4lEbAKgiBchmRZCes2b4aGBqUq0mz+vDpUltE4u4k/9hHt5jAaA5LoNtjoMIdwOONGnGodEuB02T8PUNux2ztwONrp6Wmjq6uRtrZKOjpq6O5uobu7jc7ONtrbW+npaUGWW5HldtRqN1qtGr1ei06nRa/XotVq0Wg0GI1GzGYzvr6+2Gw2/P398ff3x2az4evri9VqxWKxYLFY8PX1xdfXF7PZjFqt7tWWz1OF66kGbWtT2iDX1cHJk0p75OZmJYz1BLUOhxJceipnVaoLq2JwafTUB6ZRF5hGRcQwEo59RETFDoLqCwhsOEJo9T66DP4cjxuPzPmTUU+LZINBCYLLy5Vtr66G9HRITFQqjs1mZXlRaSEIgiAI35xhw4ahUqkwGAzezx6pqanEx8f3G64CfSpaBUEQBOFrZ7PB2LEQEQEBAWLHURAEQRCuIGIPUhAE4TLjdiuB4qefwqFDSjtaH5/PqyFlGbXLTlBdPlM+epya4AFsG/kjyiOG4QbsbidOeztOZxft7TU0NpbQ1FRKS8txmptLaWwsobn5OLIMKpUGtVqNRqNGrVah1arRatWoVKrPW+mpABmnsweHo5v2dhlZlj+vgnXjdrtxuVy4XC6cTqf33xqNhoCAAOLi4khJSSEtLY309HTi4+OxWCwYDAb0ej1GoxGtVguAwSBhMEBgoDLn1DP/tboaKiuVy8mTUFGhtIbr7laqWa3WUyGr5wLn2CeVJCSgLiSTupBMrC0niT7xKekFywmr2kOLbzSg3Fnt7EHj7AZk7DpLv1WtnopWmw0sFqipUSqOi4shORlGjIC0NOX9u9AgWBAEQRCEL2/8+PGkpKRc1H2io6O/pq0RvojTx2EIgiB8a/n6wrBhkJIieqALgiAIwhVGBKyCIAiXEVlWwtX9+2HtWiW0M5uVak1kGZXLjq2plOuX30ZAYwkqZxeWplLwS6DZ3kFV1W7KyjZz/PgGGhqKcLsdgPR55YZnR02FweCPzRZLSEgYEREBREX5ExsbSHBwEIGBgfj5+aHRaHC5XNjtdnp6euju7qanp4eenh5aW1tpaGigrq6OmpoaqqqqqKqqoq6uDrvdTkNDA/X19ezcudMbymq1WmJiYhg0aBAjR45k7NixDBgwAJVKhUql8laXSJLknf0aGalcQKlcbW6G0lIoLFTaJ1dVKVWtBoOyX+qZf+o5IHe+fdNW3ygODbiNIynXElR7mJrQLNwqZQWh1XuJLN+OxtnNvkF30mkKQpb6T3A92xsRoVTjNjbC9u1KQD5yJFx9Nfj7n2oZLPaZBUEQBOHrlZube6k3QfiSxOclQRC+E0wmpf2Ry6WcRSx++QmCIAjCFUMErIIgCJeRri4oKoK331YCxZiYU/tXGmc34ZV5XP3+fQQ2HKHFJ4zfJs7g0/yllG78NS0tx3G7nb3W5+sbg79/IjZbEj4+ychyGhERA5g0KZgxY9RER0sYjV9+H07+PNF0u93U1tZy7NgxCgsLOXz4MPv27WPfvn20trZSUlJCSUkJy5YtQ61WEx4ezowZM5gyZQrDhg0jNDT0rO35NBqlwjUwEIYOhTlzlErRwkI4cgROnFACV60WwsKUcPpCObQmKiOGnvaE3KTnv8PAA4swdtYzfPtz7Mh9mJ3DHsSuM3MqrO5Lp4PQUKW7U3MzrFoFBw/CtGmQk6MErWKfWRAEQRAEQRAEQaCzU2nX1NqqtD8ym8UOoyAIgiBcIUTAKgiCcJmw25Ww8P33laAwIUHZr5Ik0No7SDmyghHb/ox/QzENagPXdTVw4MAiOmUXLrcTlUqLn18MkZEjiYkZQ0TEMHS6YNrbjbS1qdHr1QwYoGHaNDUJCSoMBlCrpa9k3+306tOQkBCCgoLIycnB5XLhcDhwOp1UVFSQn5/P7t272bFjB3v27KGiooJXX32VJUuWYDabSUtLY/z48UybNo2cnJwz1n3q8WRZOdE3MxNSU5V90poa5fXbuxeOH1faCVutSvteo/FU++CzPIEzrlBxKONG3JKa9IJl+DUdY+zmZxhwcDG7c+6lKPlqWnyjz9o2GJSgNyBA2YaqKli8WGkfnJsLWVlK62dBEARBEARBEAThO6y8HP75T9i5E156CTIyzrPzKgiCIAjC5UIErIIgCJcBtxvy8+Gzz5QWuGFhn7cFBtQ97WTsfpGsw2/hX5dPlezkRy43e5Ex2KJJi8glNHQQAQFJWCwR6PW+GAw2urqstLZqMRhUDB4MgwfDgAFK6GcwfD0nxUqShFqtRq1We+ereqpbrVYr0dHRjBo1iubmZmpra9m3bx9bt24lLy+PhoYGduzYwZEjR3j33XdJTU1l+vTpTJgwgaCgIHQ63WmPo3zVaJSLTqcEriEhMGiQUtman6+8lvX1yutrNCrVo1rthT33+qB0dg0N5ljCVSQc+4iB+18joLGYEdv/QlLJao7GT6Eo+WoaA5LO8loo+8V6vVLR2tUFx45BXZ0SBOfkwMCBX997IQiCIAiCIAiCIFzmXC7o6ICWFuXfgiAIgiBcMUTAKgiCcBk4eVKZKXr0qBIWms0AMnV1BchFKxlVsBz/2sOUO7tZKGk4FJxJRsxoQkOz8fdPwmqNxMcnEK3WjCxDQ4MyCzQiQqnwTE9X2g0HBCiP900Gep4KVL1ej16vx9/fn+joaBwOB4mJiWRnZ3P8+HFKS0s5cuQI+fn5HD58mNLSUsrKyti4cSPp6ekMGDCA1NRUIiMjvev0UKmUoFKvVypWfX2V2a0nTyqX8nKorVXCTa1WuV2r7Xti8KnZrRIOnQ8tWhMdPkF0+ITQZIsj4eiHxJzYTOTJbXSYgimLGXue5658NRqVIFiSlKC1oEAJfqurITsbwsOV+awiaBWEb15PTw+lpaV8/PHHlJeXo1Kp+OlPf4rljD7jLpeLt99+m66uLmbOnElISMgFP4Ysy7S3t/P+++9TUlJCZ2cn0dHR3H///V/10/nK/OlPfyI+Pp7c3FwiIiIuyTa43W527drF6tWrueuuu4iJibkk2yEIgiAIgiAIgiAIgnAmEbAKgiBcYp2dsG+fUtXY2Ql+fm5kuZvy8v0cObISR/7bpLRVIqn1nLDFsTMwleiYMSQmTsPPLx61WqnslGXlhNe2NiXEi4qCYcOUqtXwcCXgu1xIkoROpyMuLo64uDjcbjdVVVXeFsJ79uyhtLSUwsJCtm/fTnx8PIMHD2bYsGFkZ2eTnJxMeHi4d12n1qtc/P2VS2ysEqweP65UtR47poTPra1KwKrXK4G2Wn3q/mdsKE6tidrgTOoDU2nxjaHdHEpgfSGt1ki6DTZlOVnGp6OGHp0Vl0bfb+tgrVYJf7u7lffo+HFobIT2dqW6OCICfHxOVS4LwqW0f/9+Tp48iVarJTY2lpSUlF63l5SUcPz4cTo7O4mKimLw4MGXaEu/vKqqKj799FPefvttAgICMBgMuPqpHpBlmdraWjo6OnA4HBf9OPv372fZsmV0dnbi4+Nz1nnTl4tFixYxduxY4uPjL1nACtDW1sbx48fp6em5ZNsgCIIgCIIgCIIgCIJwpsv7yI4gCMK3mKda8sQJZdxKU5OMweBAlluoqjrCZ589S0nJOnQ6M1pLBLsD0zHFT2RQ5i2Yzb0rp9xucDqVzkK1tZCSAjNmKNWrFsvlXxmpUqmIiIggIiKCiRMn0tLSwvr161m+fDl79uyhqamJVatWsWbNGtLT07njjjuYOnUqAQEBmM1m1Gp1n6pWUNoGx8YqYfPgwXDkCGzfrnxtblaqXk0mPp9Heypo7UOScKu1lCRNpyxmDGGVe+gxWGnyTwBZRnI7SSxZR5NfHM22WDpNgTg1xj4vvCQp1ax6vTJzt7IS1q5VvgdGjYLERCUY1uvF2B3h0lq8eDHLli3DYDBw880387Of/QzV59+UbrebFStW8MYbb1BfX8/1119/RQesBQUFbNmyBaPRyF//+lcsFgtWq7XPcmq1mrvvvhtZljGZTBf9OKtWraKuro558+YxadIkzEqrgi/E03od6PO771y3XUlkWUaSJEaNGsXgwYP7VBQLgiAIgiAIgiAIgiBcSiJgFQRBuIQcDvjwQzh5UsZiceJ2H2Pv3hVs3/pHXF0NaNQ6MjNvJnXQXYSGDkKj0fe6v+c4ek+PEhi2tChB4q23KnNcL/MCqX6p1Wr8/f254YYbuOGGGyguLuaDDz5g5cqV7Nq1i127drFz507S0tJ48MEHmTFjBqGhoWg0GlQqVb+BglqttAUeOlRpyXv4sBK0FhYqgbTbDcHBYLX2zkT7yyYcOjMnYsciyyAByG5MnfVMXfcYaped/PS5HMy8mZPRo3BqjMiSqs/KPC2N4+KUatZ9+5T20JmZkJsLWVlK8Ou5yxWckQhXMD8/P8rLy9m6dStdXV34+PgA0N3dzfbt26mqqiIsLKzXfWRZxu1243K5cLvdgBLynf7zKcsysizjdDp7LaNSqVCr1d4gV5Zlb6WoSqXC7Xbjdru9y3oqQM8VIrpcrnNui91up6GhgY6ODlJSUggNDT3r7xEAg8GALMvebfSs37O8p/LV81zUajWyLNPT00NZWRmRkZFERUURGBjovQ3wvhaeUPHM18Jz++mPY7fbsVgsdHd3o/787BDPOmRZ9lbinvn8Pdvl+b/nPXM6nd7Hv9DqWs974nK5vM+lv/fbsx2eZc58fUBp1Xzm8wDQaDSYTCbvbUCfbT59narTzk4583E9r61WtAoQBEEQBOFyoVYrrYxstnOc8SsIgiAIwuVI1McIgiBcIm43bN2qVK/q9Q0UFDzP8uW3sWP9Txjd1cAetZ5fXP1vZl71OyIihnlbAZ+pvl6phFSpYNYsePBBZf7ot2XfLDExkUceeYRVq1bx0Ucf8cADD+Dj40N+fj4PPPAAo0eP5pFHHmHTpk39tvU8k1qtBJjz58OPfwzf/77SRrmhAfLzlba9F7CaU+EnMsbuJhoCklC77Qza/wo3LLuZG9++gfijH553PRYLpKUpVat5efDSS/DPf8LBg6cCdEG4FOLi4khNTUWSJNauXeu9/qOPPsLlcpGcnEx8fHyv+8iyzNtvv83NN99MfHw8wcHBjBgxguXLl3tbvMqyTF5eHt///vdJTU3Fz8+PzMxMfvWrX3Ho0CHvunp6eliwYAE33XQTTz/9NDNmzCAmJobMzEx++tOf4nQ6z/sc3nzzTWbNmkVUVBTBwcGMHDmSJUuWeAO3BQsW8OCDD/LOO+/w97//HR8fH+bPn09ra2ufdTmdTubPn89NN91EUVERABs2bGDWrFn86Ec/4mc/+xmxsbHExMRw++238/777wPQ0dFBamoqb7/9NkuWLGHixIkMGjSIZ555BlmWaW5u5qGHHvIGvJmZmTzwwAMUFBR4H/sf//gH11xzDffffz+/+tWvSE5OJiAgALfbTUJCAj/60Y944oknGD9+PPHx8fzxj38E4MMPP+TGG28kISGBsLAwcnNz+f3vf9/rtaurq2PRokWMGjUKPz8/Bg8ezOrVq2lvbz/v63v06FGef/55Bg8ejJ+fHxEREVx11VVs3LjRG453dXWxcOFCsrOzCQwMJCUlhfnz5/f6niorKyMqKorf/va3PP744wwZMoTk5GTefPNNXn/9dRISEsjLy/Mu397ezrvvvsuIESPw9/cnKSmJu+66i1WrVnn/DsiyzO9//3uGDRtGSEgIISEh5OTk8Itf/OK8z0sQBEEQBOEbY7UqZ9nOmAF+fuLsWkEQBEG4glyBtU2CIAhXPqdTqZxctQqqq1dz+PCzNDUdRO3oYIik4SW1lnBnF1NPbuHThCm0e2Z9fu709sKgVD6OHatUr+o/L3L9tuyXeSq2TCYTOTk5ZGRk8MMf/pCXX36ZV155hdraWl555RVWrlzJwIEDeeihh5g2bRqSJPWpQjvzNQkLUypXhw5VKkg//VQJNmtrlYpXX9/elaSy3HcdsqSmISCF17+3lpQjK8ne819Cq/cRX/oxEZV5lMaOZ8OEp2gMSERW9f6ze/p6AwOVk5bb2uDAASgpgTFjYPJk5TZRcHUFcrmUobtnI0nKmRF6/alvBrtdKW0/330MhlPXdXef/awAT//rLygtLQ2bzcY777zDnDlzAHjvvfdITEwkIiKCqqqqXsv/5z//4b333iMtLY0FCxZgs9nYvXs39913Hz4+PowePRofHx/0ej1ZWVnce++92Gw29u7dy/PPP09HRwd33HEHOTk53nVu3boVk8nE3XffTUhICLt37+a5555jwIAB3Hbbbf1WW8qyzJo1a/j1r3/NhAkTmDdvHlarlU8//ZQHH3yQyMhIRowYwbPPPsvAgQNZu3Yt4eHh/N///R++vr7nbd97ehve1tZWli5dyr333suKFSsoKipi4cKFLFy4kIiICLKzs1m/fj0PPfQQGo2GW265hdzcXKxWK52dndx1113Issxf//pXwsLCKC4uZt26ddx+++2sX78em80GQHV1NRUVFUyYMIE33njDW40J8NZbbzF16lQeffRRUlJSMBqNbN++nUcffZQ5c+Zw7733YrVayc/P569//SsajYZHHnkEnU7n/f2ZnJzMX/7yFzo6OvjDH/5AdXX1OV+D5uZmli9fzqJFi7xtjzs6Oti/fz8hISHembWrVq3i97//Pb/61a9ITU2lsrKS5cuX89e//hWn08k111zjXeerr77KrFmzeOaZZ4iJicFqtbJx48Zer3ddXR2ffPIJP/7xj/nZz35GTk4OtbW1LFmyhJdffpnm5mZuu+02Vq9ezYsvvsjjjz9OTk4OWq2Wuro6amtrz/m8BEEQBEEQvlHh4XD77Zd6KwRBEARB+AK+MwFre3s7y5Yt49///jfXXHMN3/ve94iKisLlctHQ0MDChQtZv349DoeD9PR0rr32WkaMGNHrAFtNTQ2vvPIKO3fupLm5mcDAQO9Bu9Pn/9XW1pKXl8eSJUsoKysjODiYOXPmMGHChF6t9GRZZvny5bz77rtUVVVhNpvJycnh5ptvJjk52bucw+Fgy5YtrF69mr179+JyuRg2bBgPPvggISEhos2ZIFxhZBna22XWr3eyZcsbHDnyZ9rbj2HUW7nKJ4SHXD2EtlbQ7JfAniEP0GX073Vfj4oKJWcZPhyGDVPmd56e03zbeNpO+vj4EBUVxQMPPMCMGTNYv349a9eu5eDBg2zZsoXS0lLeeecd7rnnHrKyss4alEjSqYvVqlSRhocrLYT37YPSUqirU2739z/7LFsZCSQVPXpfipKvpiYki+gTn5Fc9D5xpRtIOPYxvs1lvDNnCS22GNzqvr+zPduh1SqhrsGgzNP95BMoL1fe4/R0CAr69lQmfyccOgTz5p39dp1O+eH9059OvbGLFsH//qcErf2x2ZRviN/+9tR1P/kJ7Nql9Ao/06JFyjDmLyghIYHw8HCWL1/uDVP37t3Lww8/TFdXl/c6TzvfRYsWMXXqVGbMmEFKSgpqtZqYmBg++ugj1qxZQ0pKChaLhaSkJIKDg7FarWg0GqKioigoKKC2tpYDBw70ClgNBgN33HEHQ4YMQa/XY7PZWL9+PVu2bOGWW24567a/9tprZGZmMmfOHIYNG4ZGoyE6OpodO3awaNEisrKyCAoKIjAwELPZjK+vL/Hx8ahUql5tZs9Ho9EQGxvLvHnzvNWUhw4doqCggP3795OTk0N0dDQ+Pj7odDoiIiKIioqiu7ubffv2kZeXx6pVq4iLi0Ov15OUlITVauVnP/sZ69ev5/rrrweUz4MjR45kwYIFxMXF9TqBZMCAAUybNo3JkydjNBpxu90888wzTJo0ieuvv56kpCQ0Gg2RkZHU1NSwZMkS7r//fkpKSti/fz9BQUE8+uijpKen43K5uOOOOygpKTnn825tbaWxsRGtVstVV11FSkoKLpeLxMREzGYzWq2W8vJy3n77bebPn8/06dPx8fEhOTkZh8PBmjVrWLVqVa+AddSoUcycOZORI0d62zGfqaSkhDVr1jBnzhyuv/56zGazd50ffPABa9eu5dZbb+XkyZMYjUZyc3PJyMhArVbjcDi8ldSCIAiCIAiCIAiCIAhfxnciYO3s7KS4uJi3336bkydPUlZWRvfnFSUVFRWsWrWK1atXk5ubi06n49ChQ7zzzju0t7dz3XXXeWdZ/etf/+LAgQOEhISQkpJCU1MTb7/9NiEhIcyaNQuNRkNbWxubN2/mrbfeQqPRMGnSJCorK1m0aBEAkyZNIiQkBIfDwf79+3nhhReIi4tj2LBhtLS0cPDgQerq6njmmWcwm81IksSnn37KypUrOX78ONnZ2Wg0Gnbs2MG///1v5s+fT3R09KV8eQVBuEjt7W4OH25i2bIVFBX9h+bmAsLCBjPOEsZ1XU3k1B3GqfNhR+4j1Aem4lL3nbva0KBUwebmKpf4eGVsy3eBJElotVoiIiIIDg4mKCiIAQMGsHv3bjZv3sz27dtpbm6mpqaGESNGMGbMGDIyMggICDjL+pSL0ahcTCYICYHjx5Wq1rIyaGpSKkv9/ZVM7PTsRZJAliUkCbqN/vTorXQZ/Wnyi6cyLIeUolV0G2w4tafNYz3rc1Pm5qpUSt4mScp2tLcr1crp6UqQ7u9/ztUIl4u2NiX4PBu9XmkDdrrKSti9u/+wFJRy5uDg3tcVFSn36a9atqPj4rb5DL6+vsTGxhISEsKmTZsACAgIICYmpk+FY21tLcePH2fjxo2cPHnSe3KD2+3m6NGjtLW10dnZiSRJdHR0cODAAfbu3UtTUxMOh4Pdu3fjdDpJS0vrtd7IyEji4uLw9/dHkiQCAgKIjIykoqKi3wDOY9++fVx//fXExcXh9/nrHBERQU5ODuvXr8dut6PRaLwnyalUKnS6/luxn4tOpyMuLo6IiAgkScJkMhESEkJJSQm1tbW9ZpJ6ZsdqtVpaWlo4cuQIDQ0NvPzyy2i1Wm9oWl1dTWNjI0VFRd7naDabiYmJISkpCb2+99+FpKQkEhISvM/T4XCwY8cO/P39eeGFF7BYLADY7XZKSkooLi6mu7ub48eP09HRQVhYGJmZmRiNRgBvpfG5+Pr6EhUVhVar5YUXXiAnJ4eUlBQyMzPR6XS43W4aGxvZs2cPGo2Gqqoq7/MrLy/n+PHjmEymXutMS0sjISEBX19fgH7bvtfX17Nz504CAwN55plnvNdXV1dTWFjonT2bkZGBSqXilVdeITMzk/j4eBISEkhISLiwN1YQBEEQBOGbUFYGy5dDQQE88QTExYmzagVBEAThCvGtD1hdLhcVFRWsW7cOX19fwsLCvFUJLpeLY8eOsWLFCoKDg/n+97+P0WjknXfe4aOPPuLjjz9m3Lhx2Gw2KioqeOutt5g8eTLXXHMNsbGxFBcXU1JS4q3WUKvVlJaWsm3bNo4fP87jjz/OyJEjKSgo4Be/+AVbtmwhMjKSkJAQenp6WLlyJTU1NfzgBz8gMzOTqqoqVq9ezbvvvsstt9zCiBEjcDgcrF27lpKSEgYOHMjtt9+OTqeju7ubd999l3HjxhEYGNjnAJUgCJennh4nxcUVvPfeJrZufZmmph2EheUwIm4i13XUMrapFJ3bybH4SRxOvwGnRo+MhKdOye1W8pL2dkhJgZEjlXD1PN0sv7W0Wi3JycnExsYycOBAb9vSPXv2sG7dOgoLCykqKmL06NFkZ2eTnp6OwWDo0zoYTlWn+voqFa1hYRATA8XFcPiwst/b2qoErEajUm3qCVqVkPXzryoNrb7RtPuEUBeYTqdPEJ3GALqMfsgqNRpHF+b2KmzNZVSHDqTb0HfOjqdrrE6nzIStqVEeu7ZWCdfT05VqW43m21ux/K0QFATnqLBEq1X6e5/+JmZmwo03KmdQ9MdiUYYGn27cOOWx+mst/CXTeI1GQ0hICMOGDeODDz4AYPDgwYSHh9PQ0NBr2YaGBhwOB11dXTQ2NtLW1ua9LSUlhZiYGMxmM42NjeTl5bF06VK6urpQqVTIskxHRwdOp5POzs4znoJ/r/BRpVJhNBr7LHempqYmAgICMJzWTlmtVhMaGkpTUxNut/tLvTYeGo2GwMDAXtfp9XrUarX3hL7+OBwOamtr0Wg01NXV9aqadbvdjBs3jsjISO/z9vHxwWKx9AlXQXmNPCEqKBXF1dXV+Pj4UF9f752nKssyvr6+TJkyxXtioGfdnnAVIDg4uN/Wy6ezWCwMGzaMqqoqCgoK2L59O/n5+eTn5zN+/HjCwsLo7OyktbWV7u7uXgGrJEkkJCQQERHRa50BAQHnbc/c3d1NfX09Vqu1V4tqWZZJSEggKioKSZLIyspi5syZVFRUkJeXx5EjRwgJCWHIkCFMnjy53zbygiAIgiAI37jOTmWnc88eZWf/HCcQCoIgCIJwefnWB6xNTU3s2bOHjz/+mN/85jf8/Oc/9x5M6ezspLS0lMLCQl566SXS09ORJInbbruNgoICSkpKKCoqYsiQIezcuZO6ujrmzJnD8OHDMRgMBAQEcNNNN/HDH/6Q1tZW9Ho9+/bt48SJEwwYMIAbbrgBUKolPvnkE/bu3cvBgwcZM2YM3d3dvPfee0yfPp1x48bh7+9PYmIikiSxdu1a1q1bx/Dhw2lqamL37t3ExMQwd+5c0tLSkGWZBx98kDfeeIP8/HySk5NFFasgXAEcDgfHjlWwevUaXnnlBRoa8rHZ4hiRs4DrXA5GnNhMYGMxNcED2DnsYTosoQDecNUzzrGpSclMpk1TOn/2c6z9O0en0xEfH09MTAzTpk3j5ZdfZtmyZVRUVPDmm2+yYcMGJk+ezJ133klaWhr+/v6oVKqzHlyXpFNBa2ysEmZv2aK0Dm5pUXIsk0kJQD0h55mrcmv0tPjFsiP3ESTZhSwpZyFb2ipILnqflCMryRv6ACejRtJpCsKt6p2WetYZGKgUMzY2Kh1nT5xQihwnTFAqbY3G/h9fuAwkJsJ//3v22z3zVE9/866+GqZOPf99TvfII8rZF/05fVbrFxQQEMC4ceN48MEHkSSJP//5zwSfWUWLEnBJksS1117LlClT+lSNa7VaAgIC2Lt3L+vWrWPHjh38+te/JisrC5PJxEsvvcT27dv7BJ/qfs7glyTpnNWroISc3d3dOE8Lq2VZprOzE71e/5WGa/1to+fxzsZTNWs2m/n1r3+Nj49Pr22SJMnbzQSU1+9soadWq+2zDZIkMXnyZK6//npCQkL63MdqtXordh0OB06n07v+rq6u876+KpWKoUOHkp6eTn5+Pnl5eWzYsIFly5bhcrmYNm0asixjsVj43ve+x8SJE/u85meOuejvefTHYrEwa9Ysvve97/X7Wuh0OvR6PU8//TQHDhxg//793lbMa9euZeTIkecNcgVBEARBEL4Rbjd0dSndb/rp3iEIgiAIwuXrWx2wulwuPvnkEz766CMmTpxIbm5ur9tramooKytDq9UyfPhw7/Xh4eFERUVRUVFBYWEhOTk57Nu3j/j4eEJCQryVED4+PgwfPpyOjg6OHj2Kr68vZWVlOJ1OBpxRXZKTk8PmzZuprKxElmW6urrIz8/nV7/6lXd9kiRhs9nIyspi//79ABw5coSWlhYiIyNJSUnxLhcXF0d4eDhlZWXU1dWdNWA928Gx8x00EwThq+VyuThx4iR/+9vfefPNt2hrq8NsDmHmzBfJsUUz7r07Ca3eR11gGvsH3sHxuAm97i/LyomtTU1KXjJnDgwa1Ddn+a7zVKf97Gc/47bbbuPll19mxYoVHDlyhNdee43ly5fz2GOPsWDBAvz8/LxVcecKWo1GSE5WsrLBg2HjRjhyRAk5jUalcFCrPZWR9VmVJCFLyp9bWYaIip1kHH6byIqdxJzYzN5Bd7F15OO0WiNwagxA37RUr4fQ0FMB+9q1SlfYWbOUYkazuW9OJ1wG1Golib8YWq1yuRhfQYh6Lr6+vuTm5np/XoYOHYp/P5WxCQkJWCwWGhoakGWZ8PBwb3WqJzTVaDRUVlbS0tLCkCFDmDt3LpIk4XQ6qa+v71X1+mUlJydTWFhIQ0MD0dHRSJJEZ2cnu3fvJjk5+ZLPsDcajaSmptLY2IjT6SQ4ONhbnep2u3G73RcUNvZHkiQGDhzIyZMnMZlMvd4Lz/uhVquJjo5GpVJRXV1NTU0NoaHKiT179+49b4WwZxv1ej05OTkMGTKEefPmMW7cOA4fPuydcRsUFMTx48cJDQ31vuZut/sLfxb18/MjLi6OY8eOERoa6m3xfPr3med7Sq1We7ft+uuv58MPP+S+++7zdoYRFayCIAiCIAiCIAiCIHxR3+qA9bPPPmPDhg1oNBoee+yxPre3tbXR1taGXq/HarX2OshisVjQ6XTeg4Q1NTUEBAT0qhzQarXelnC1tbU4nU5aWlpwOp3eGVge/v7+yLJMe3s77e3tNDY24na7CQ4O7tUSTq/X4+fnR3FxMbIsU19fj9vtxsfHp08b4KCgINrb2895AMzpdHqrEjxaW1u/srZ4giBcmD179vDDHz7G7t27cLkkQkOHMmvWi4SEDMDRUUddUDoutZ6SxKnkDbmvz/09M0BtNrj2Whg1SoRp5xMTE8OTTz7JPffcwwcffMC///1vDh48yK9+9SsWLlzIY489xtVXX01sbOx51+UpGhw0CDIylIB11y6li1NxsVLpGhGhLOPJDM72/hQlzaTTGMCwvH+QUvQ+OXteIq1gOXlDf8DhjBuoC0rnVN1ybwaD0ro4IECZzfqvf0FODowdq1Qzn9YhVBC+MpIkERgYyO7duwF6taI9fRmz2cz8+fNZsmQJVVVV3HjjjaSmptLS0sK2bdswm83MmDGDgIAAdDodmzdvZv369cTExPD222+zYcOGXp9XvqyHH36YBx54ALPZzKxZs/Dz82PdunXeKsZLXcFotVoZP348w4YN44477uDxxx8nKysLSZIoLS1l7969zJgxg+zs7Itet1qt5ic/+Qm33XYber2eq6++muTkZOx2OwUFBeTn5/Ozn/2MnJwcBg0axKpVq/jpT3/KY489RltbG0899RQ1NTXnfIxjx46xd+9e6urqyM3NJTAwkLy8PMrLy5k6dSpBQUFYLBbmzZvHL3/5S2w2GxMnTkSj0XDy5ElOnDiBJEnMmzfvop5beno6N954Iw8//DCRkZFce+216HQ6ysvLOXr0KG63m/nz57N48WJcLhcDBgzAZrNRXFzM+vXrMZlM3sBdEARBEARBEARBEAThi/rWBqxVVVX861//Ijo6mnnz5qHX63Gdo9XGlXCQ5Yts4/r163n11Vd5//33e11/vqoEQRC+Gm63m3379nHTTTdRXl6ORhNMWtq1jBv3Y6zWKAA6fQJZM/15tPZOXGotsqr3r+aGBmX+ZlwcTJoEw4eLcPVCeH5nev4OzJ49m5UrV/Lb3/6WkydP8vjjj7Nw4UJmz57NbbfdRmJi4nnWp3zVapUZqAkJyujLXbtg0ybIz1eCT3//s7dtliSw662Uxk+iMmIoMWWfctXHP8G/6Sijt/yO9PylFCXNZE/2fBoDk/t9fFlWWhMnJirtinftUkLejAwleM/KUtoWC8JXSZIkrFZrr//3t8wjjzxCdHQ0q1at4rHHHqOxsRGLxUJGRgY/+MEP0Ov15Obm4na7aWho4Pvf/z4qlYoZM2Ywc+ZMioqKvrJtnj59Or/5zW9YtmwZ9913H3a7nZiYGP71r38xduzY884Y/SZYLBbeeecdnn76aX73u995Z7KGhYUxdOhQgoKCvtDnP0mSmDRpEq+++iqvv/46P/nJT2hqasJoNBIXF8ctt9zibZN+9913ExISwn//+18mTZpEZGQkP//5z3niiSfO+RgGg4HGxkaWLl3K7373Ozo6OggPD+eee+7h1ltv9Y6+mDdvHr6+vrz00ks8++yzqNVqQkJCyM7OZu7cuRf93EJDQ5k7dy42m42///3vvPDCC0iSREhICIMHD2bWrFlIkoSvry9///vfOXr0KD09PVitVgYNGsTChQv7nAgpCIIgCIIgCIIgCIJwsS79kaWvSVFREWVlZWzatIl169ah0+mQZZmioiIOHz7Mp59+yjXXXIOPjw92u522trZec646Ojqw2+3YbDZAmT924MCBXpUVTqeTpqYmQKlQVavVWCwWNBoNLS0tvbanubkZSZIwmUyYTCZ8fX1RqVQ0NDT0qia12+20tLQQEBCAJEn4+fmhUqno6uqiq6sLo9HoXbapqYn09HRvi+H+DBs2jOjoaB544AHvdR0dHb3+LwjC18PpdFJRUcFDDz1ERUUFBkMSgwffQ2bmdVgtEaiRkQEkFQ6tD06NERmQkZA41Ra4uVmpThw9WmlRexlkAlcUlUqFTqcjNDSUG2+8kSFDhvDKK6/w7rvvUlhYSGVlJR9++CGzZs1i3rx53t+/ZyNJSudXoxEiI8HPD9LS4LPPlBmpFRXKbTbbqfmoZ65AljR0G2yUxk1k6Q1vM+DgYjIOv42tuYyo8m1Uhg/tFbDKcu/1eCpqrValqrWtDQ4cUOazFhTAxIlKS2ERxAtf1MMPP4zdbveGqv39TEyePJkhQ4Z453iC0olj+vTpjBgxgvb2dm+bVqPRSHBwMD4+PqhUKoYMGcKf//xnWltbvSMS1Go13d3d3s86Op2O3/zmN7hcLsLDw72PERoayhNPPEF3d/dZ2/xKkoRWq+W6665j3LhxdHZ2Issyer2e4OBgNBqN9zlNmzaNESNGnLdlsEaj6bM9ubm5/POf/+z1+QzgxhtvZMaMGb3GQPzud7/zVgOf/poGBgbyxBNPcN999+FwOLzP3cfHx9uy99Zbb+Xqq6/G19e3z3atXbuWwMDAXqGhJEloNBrGjh1Leno6HR0dOJ1OVCoVer2egIAAb8vnkJAQ5s6dy7hx4+ju7kan0xEeHs7777+P1WrtM0vXIzg4mDlz5jBhwgS6u7txu93odDr8/f3x8/Pztje2WCxcf/31jB49mp6eHkDpAuPj4+Pd5rCwMNavX094eHiv56hSqZg1axY5OTnEx8d7r7NarUyZMoWBAwfS1dXlXafJZMJms6HRaJgwYQIZGRn09PR4WyL7+PgQGBjYq3uMIAiCIAjCJaXTKTtv8fFnP1NXEARBEITL0rf2MH1kZCR333031dXV3utkWeaVV14hODiYESNGMHz4cMrLy3E4HBw+fNg7o7WhocHbFi0uLg6VSkVKSgqLFi2iqakJu92OTqejq6uLQ4cOYTAYiI6ORqvVEhYWxqFDhzh69Giv7Tly5Agmk4mgoCDUajUmk4mYmBgOHz7M+PHjMZlMyLJMW1sbJSUl3m2JjY3Fx8eH2tpaysrKSE1N9bYsrqmpISwsrN85aB42mw2r1dorxG1ra+vTblgQhK+W0+mkqqqKP//5z+zduxetNpDk5LuJj78aP79ofHqayTqwiE5jAEdSZmPXm5FVysFoT7jqckFtrdISduhQpULRx0eEZl+EJ2wICAjA19cXrVZLVlYWn3zyCTt37mTPnj00NzdTVFTE7NmzGTNmDDab7ZwH4SVJ2RfWapUg1WSCmBilkrW8HBoblSDW319Zrm/QqsKus1AXlMH+rNtpCEghsmIH3XorNaFZ3sV0PW04tEZk1CBJSNKpNsSeoFeSlPmsbW2wbZtS2TpihDI71mgUs3qFixcREXHeZfz8/PpUAnrCUs8JamdjNpvP26JXpVIRExPT53qdTkdUVNR5tw+UE+DO9TnpQpcB5bmduT1Wq7VXZa+HZ/bo6eLi4vpdp1qtJjIy8pyPHRwcTHBwcL+3DRgw4Kz3s1gs/bZ0Pp1WqyUgIKBPkHq+91Cn0xEYGOgNjM9GpVKd9zXW6/VkZWX1uV6SpH63Ta1W4+vr22/gfPr2n+85CMJXwTNP2DPj2MPzGcJzMsXpy53+1bPMmTPhz7be05c7c/n+lj19Wy503VdCdydBEIRvjbAw+P734brrIDpa2ckTBEEQBOGK8K0OWK+99lpvJQCAy+Vi3bp1JCcnM3fuXNLT09m+fTuhoaG8++67REVFodPp2LRpExUVFYSEhJCUlIRKpSI7OxuVSsWWLVswm82EhIRw4sQJ1q5dy6BBgwgMDESj0ZCamsq+ffs4fPgweXl5JCUlUVlZydatWwkNDSUpKQlJkjAYDIwfP56NGzcyceJE4uPjaW5uZteuXdTV1TF69GhvVUFSUhI1NTV88sknWK1WNBoNK1euRK1Wk5iYeNbKAlB2ps/cofZULAiC8PVwu91UVVWxatUqli5ditstERU1h6SkWQQGxmNydRJcc4DBe/9HpzGQk1GjcGqNuNXKz6osK5emJiUYy85WWtL6+4tw9cvyVLUNHjyYuLg44uPjSUpKYvv27ezfv5/FixdTV1fHiRMnyMnJITEx8bwtOiVJqSJNSFBaBIeGKjNaS0qgslKpQDYYlHBcrT7jPZQkZElNfXAGrb7R1AZnoHK7aPRPAllGkl2kFr5Lj85KfVAqLb7ROLWmXuuQZSVE1emUkLWpCfbuVaqfW1qU7QoMVJYRBEEQBOGrVVpayp49e1i2bBmHDh2ioaGBrKwsHnvsMSZPntznM8S///1v1q9fz/79++no6CA7O5vbb7+dsWPHEhYW5l3ObrdTW1vLb3/7W7Zs2UJ7eztms5mJEyfy05/+lKCgoF6V9ydPnmTLli288sorHDhwAF9fXwYOHMjUqVO56667+mzHmjVreOedd8jLy6O+vp7Y2FjuuOMORo8eTWZm5tf7ogmCIAin+PhAkrL/J8JVQRAEQbiyfGsDVk8LuNM5nU70ej0+Pj6EhITg7+9PfHw8EyZMYN26dSQlJWE0GlmxYgUAw4cPJyoqClmWycjIYPTo0WzYsIGuri7i4uI4fvw4eXl5zJ8/H4PBgCRJDBgwgPz8fPbv389rr73GhAkTOHDgAGVlZUyYMMFbZaDX67nxxht56KGHWLVqFampqZSXl7Nr1y7i4uIYO3YsAEajkUmTJrFixQrWrVuHXq9Hp9PxxhtvkJubS0ZGhjg7XxAuI7Is09jYyObNm3nxxRepra0nKmokCQkPExYWjckg4Vt/nOSi9wmpPUSzbzQaZxeS7D5tHdDTo8xeHTxYmbkaEiKqEL9qNpuNKVOmMGTIEHbv3s0rr7zC1q1b+eijj9i+fTvTpk1jxowZDBs2jNDQUHx8fC5gncp7FhcHx47B7t1w8KASsoLS8UmrVd7LMzNbu95CZcSwU1fIMobuFkZt+QMutZ6i5JkcTZhCQ0AynaZAkHp/Q6jVShWtwQD19UrIWl0NQ4bAgAEQFXUq5BUEQRAE4avR09OD0+kkMDCQ2bNn884779DW1tbrRF+A7u5uPvzwQ9577z0CAwO59dZbsVgsfPbZZ7z33nucOHGCRx55xHsybEFBAUuXLuXIkSNce+21mM1m2tra2LhxIwsXLmTmzJkMGjQIWZbp7u7mzTffJC8vD4vFwo9//GOam5s5duwYS5YsITo6mpEjR2Iymeju7ub48eP8/e9/x9fXl8mTJxMREcHhw4dZuXIllZWV+Pn5ER4eLk7KFQRB+Ca0tEBhobITN3KkslMpfv8KgiAIwhXhWxuw9keSJHx8fDAYDN6qzqSkJB566CF6enr47W9/i91uJycnhzvvvJPJkyd776dWq/nDH/7An/70J9555x3q6+sJDQ1l7ty53H///d45U35+flxzzTVYrVb+/ve/8+abbxIWFsaCBQuYNWuWt7WcXq9nypQpPPHEE7z88su8+uqr2Gw2xowZw/3339+rKnXu3LlYLBYWL17Mr3/9a5xOJxMmTODJJ5+84BZ5giB8M+x2O6tXr+Y///kPhw/nY7OFMGTIP7DZYtHrNRgczUSVbyd73/9wqXXkDX2AJv9EXBpl1oosg8OhtAb284NZs5SOQecZDSh8Cf7+/lx11VWMHTuWlStX8vTTT3sPSK5bt46RI0fywx/+kGHDhnlPpjlfRaufnxK0pqUps1HXrlUqWjUa8PUFi6V3yNr/6mQC6wvR97Rh7ighuPYAKUdWcnDAbewddCfdBj9klbrXtnjmwwYHK49z8iR88IEylzU3V2kbbLWeCuvFfrsgCIIgfDk+Pj5ERESQm5tLfHw8W7ZswW6391pGlmW6urpYvXo1HR0djB49munTpxMQEIDdbmfdunV0dXVx4403Eh0dTVdXFyUlJXz88cekpKQwdepUgoKCqK2tJT8/n48//pikpCTS09PRarWcOHGCHTt2UFNTw5w5c7juuuuoqalh7dq1FBYW8vHHHzNo0CBMJhOdnZ3s2rWL4uJi5syZw+TJk0lKSiIkJIR//etfHDhwgMOHD/eafS0IgiB8jVpblTNzjxxRWledYwSCIAiCIAiXl+9UwKpWq3n//ff7XBcREcFf//pX/vrXv57z/pGRkTz33HPnfZzw8HBuvfVWbr311nMuJ0kS8+bNY968eedcTqfTMWvWLGbNmnXexxYE4dKRZZnFixfz3//+l61btxIQEMldd71MSUkmwcESWq1M8sEPyDrwOlpHF7VBGezIfQSXWvf5/cFuV/avnE6YMwdSUkTF4TdBkiT0ej1z587l6quv5vXXX2fhwoXs2bOHFStWsGbNGm688UaeeuopIiIivCfVnCtoVamUitLcXKWCdOtW2LwZSkuVAD0wUGn7DMp775mt6l2lpOJk9CheufMTRn/2e5JK1hBas5+g+gIG7VvIuil/4VjCVcpsVkBG6hXYGgyQmKicEF1aqgS8eXlw7bWQmalsX6/HEwRBEAThokVHRxMdHc2YMWMA5cSt6urqXsvIskxHRwcrVqxgwYIFTJ06lSFDhiDLMg8++CBHjhwhPz+fbdu2ERkZSU1NDUeOHKG4uJh//etfpKWlYTKZiI6O5oEHHuB73/seRUVFNDc3ExgYyKZNm6itrSUhIYEf/OAHaLVaYmNjcbvdNDc3s3z5cu677z4CAgJoaWnhvffeIyMjg2nTpjFhwgQAYmJiyMvLo6ioiLVr13pPNu7P6XNbT7/ubNef6z7ncq6bz3NX4Sy+yPsgfPVOf83P9TMifL0um5+H1lbYtUvZYbzzTqX1kGhfJQiCIAhXhO9UwCoIgvB1WrZsGX/5y1/Iz88nLW0gN9zwIyoqJhESolQuhlXvI7XwPaJPfkaLNZo1057zhqsALpcShnV0wPjxMG6c2K/6pnlmZN95551cc801bNy4kVdffZW1a9eyZMkS1qxZw/z587nttttISUnpNfvsXEwmmDhRqWo9dEgJOg8dgpoaiIlRblcev+99m22xrJn+PPuq9pBx+G0GHHydoPpCbnnrWgpSr+WTCb+lyS8OVP3/Sff1BbNZ+b46cgSeew4mTICrroKgIFEdLQiCIAhft7a2Nk6cOEFNTQ05OTlER0d7b7NYLCQlJVFfX8/u3buZM2cOR44coaKiAn9/fwYNGuTtvmQymRg/fjwGg4GTJ09SWFjIqFGj2LNnD8HBwaSlpfX6bBIZGcmwYcP429/+RkNDA6Ghod4K1vnz5xMSEtJrOwcNGkRzczN79+5FluWznkgmyzIOh4Oenp5e17W1teFyuXC73TgcDpxOZ5/7ALhcLhwOx3mDDJdL+Qx9OrVaORHxtFULF8HtdnvfF6fTicPh8J44KHxzXC4XLpcLOPU+qMSO3zfO6XTicrmQZdn7c3FJWqO7XKjcblSe7fgCv+AcDgdut/v8CwqCIAiC8JUSAasgCMKXJMsy+/fv56mnnqK4uJicnBzGjr0Nq/UaCgrUJCWBxtVDzu7/EFW+lVZrFAVp11MVnqOsQJKQZWXkisulVDtOm9b3gJLwzZAkCa1WS2BgINOnT2fgwIHcdNNNPPfccxw8eJCXXnqJ9evXM3nyZK677jpycnLO2zIYlAOCfn4wdCgkJEBRkVLRevSocltQEBiN/YTqkgqXWkd16CBafKMoTprOoH2vkHnoTQzdzciSClnq/8DY6Y9tNiszYFtb4eOPoaxMaRmckQGhoaKSVRAEQRC+Lt3d3TQ1NQHKDHij0QicOpBvNpsxGAw0NDQgyzKtra3Y7XZsNluf0QQajQaLxYLD4aClpQVZlmloaECv12M2m3stazAY8PPzQ5Zlmpub6erqwuVyUV9fj81mQ6/X99pOq9WKVqv1buvZ1NXVsWrVKhYvXtyrHbLL5aKoqIjIyEjy8vIwec4g+5wnxCgtLaWysvK8QYbdrnwmPp0kKXPmRRb1xciy7A1hDh8+jEajEbN2LwHPz4Isy+zdu/e8I0iEr4dnhrXdbmfXrl2X7D0wlZYSUVeHtbubwoMH6ezsRL7IEx86Ozupra39mrZQEARBEISzEYfvBUEQvgS3201HRwd//vOfKS4uJi4ujquuup7k5Fns3++L1aoEpdamCvyaSlA7e6iIHsKhzJtxak8ddGpqUsLVmBgYM0aZoSn2sS8ttVqN1WrFaDTi5+dHSEgI77//PqtWraKwsJCGhgYOHTrE8OHDueaaa0hPTz/vTrlaDT4+oNMpX4OClG5QBw9CY6NSTWo2K7f1WpUk4dQaadOE06P3pUfvS21wJk22ODqNSp9hlcuBzt6OobuZZr+4Xo/rmc2qUikVrSqVErB2dMCJE0qon5amPLYgCIIgCF8tT0UngFar7VMxqNFoUKvV3rDSU4l0ZqcMz+cMjUbTqxLRbrej1+vRnHF2nlqt9q7D4XB4K7UcDgdarbZPxZwnbDtzhuyZNBoN/v7+xMfH96pSdTgcFBcXo9Fo8PHx6RWweloIt7S0oNfrMZlM563YkyTlxLAzrzMaxYmIX5Qsy7hcLlpaWjAajeh0OhHsXQKeYK+trQ2j0YharRbvwyXgdrtxu93Y7fYL+p30dTEYjWg0GlSShNFoRPLxueiAVZKkPn8DBEEQBEH4+om/voIgCF9Cd3c3H3/8MWvWrEGj0TBjxkyysqbQ2hpHQwN4Oq+5NDpK4ybR5JdAdeggakIGeNdht0NbG4SFwcCBkJoq2rZeTrRaLcHBwUydOpWgoCBCQkLYvn07hw4dYv369RQWFlJVVcX48ePJyckhJCQEg8FwnnUq1aye9r1+fpCfr7QMbm9Xvic8QWzvoFWFXW+hImIordYInGoDdr0FJAlLWyVRJ7cQXHuIowlTqIjIxanRg3TqQIEkKev081NC/YYG2LdPqZ5uaYH09FPVrOIYjyAIgiB8NSRJ8h64d7vdfVrjeq7zLKNSqZAkqU+7x9NnNZ6+TrVa3e8M1NOrFT3r9Pz7bNvhuf1c/Pz8mDlzZq85rZ4WwYWFhfj7+5ORkYH5tDO3PBV7tbW1REREEB4eft4woLIS/vzn3tep1bBggRKyChfP7XbT1dVFVVUV8fHx+Pr6ihbBl4DL5aKxsZGGhgZSU1PR6/WiRfAl4HQ6KSsr4/jx46Snp1+6im6NBlVICCpfXxKTk5UWQxcZlra3t+Pv709VVdXXtJGCIAiCIPRHBKyCIAhfkN1u58SJE7z44os0NjYyevRoZs6cQ3t7Jnv2SEjSqdmabdZI8ob+AGNXA26VBpfGgOeYVmurErilp0NWlhK6CZcXz452Tk4OGRkZbNq0idWrV7N582bKy8v5xz/+wWeffcb3vvc9hg8fTlxcHH5+fucMWj1VpfHxSrgeE6O0vDty5FS7aE9b3z6Bp6SizRp56v+yjK25lMxDb5FYsobA+iPkDXVSH5hGpykAl1rvXYHncQMDoasLmpvh8GGorlb+PXy4cptOJ9rvCYIgCMJXwWg0EhAQAEBjYyOdnZ1YLBbv7W1tbXR1dREdHY0kSdhsNnQ6HY2NjX3W5XQ6aWlpQafTeVsIBwYG0tjYSOsZ5Z5dXV3edQQEBGAymdBoNAQFBdHU1ER3d3ev5VtaWnA4HAQGBp7z+UiShE6nQ6fT9blNrVajUqnQaDRnDVBVKlW/lbx919V3FKEsK7mDKNT6Yk6fhavRaPqtZBa+fiqVyvv9r9Vq0Wq1ooL1EpAkyVs97Pl5uCQCApTZLcHBaIKCvtCOmEajET/LgiAIgnAJiN0SQRCEL8DtdlNZWcl7773Hhx9+iI+PD//v//0/zOYM9u3TUVcHwUEyKtmFJLtxq7TYdWal2hC84arTCbW1ylzO7GyIirqET0q4IAaDgalTpzJmzBgKCwt57bXXWLx4Mfn5+fz4xz9m0KBBXHfddVx99dUkJydjMBh6VY30x2hU3v/ERCgpgW3bYPdupco0PBwMBuUgI5ytslRGltQ4dCZcGj2pR94jpmwT23N/yJGUa2gMSMSl1iOreh/INBqVALerS6meXb4cjh9X5p1FRytVtCqVqGb9omT51M/6pSQqkr96LS0taDQa9Ho9arUat9tNc3MzVqvV27qzp6cHh8OBxWI56wEvWZax2+10dnZitVq/dBWR0+mku7sbWZb7zGL8tnC5XNjtdrq7u73hkiBc7sxmMxEREQQGBnLw4EGioqIICQlBlmU6OzspLS2lvr6eG264AUmSSEhIICwsjObmZvLz80lMTMRgMNDd3c3u3bvp7u4mLCyMhIQEAAYMGMA777xDSUkJTqfTGxhUVVWxf/9+YmNjvTNXjUYjAwcOZN++fYwaNarXdubn59PQ0EBmZuZ55sv3ve3Matgzl+3v9vP9/J7rZvGj/8V8kfdB+GaI9+HycEneh+BguO46pY2Rn99F74Cd7fevIAiCIAhfPxGwCoIgXCTP/KhNmzbx1FNPoVKp+PGPf8zw4aNZtcrM0aOgUslYDXaCag5jbSmnJHEqbrXujPVARYVSLThpEsTGiorBK4nJZCI7O5uBAwfy6KOP8vTTT/P222+zb98+9u7dyz//+U9mzZrFY489RmpqqnfH91w77VYrDB6szEPNzYWVK6GwUAlYAwNPzUjtswpJxYmYMVSHDiL6xGamfPgjguqPMHHjL8g8vIRDmbdwIOt7tPjG9LmzSqUEqbGxSnvirVuVkHfUKKWaNS5OCXfFMZ+LI8tKFXJbmxJgXyoGw1naTZ/H+Q7UnOuA+ZnLnWuZ038eTl/ucj/IOH36dDIyMrj33nvJysri6NGjpKens3nzZrKzszl58iQvv/wya9eu5dNPP8Vms/W7HrvdzuLFi3n88cfZvn07iYmJX2q7Dhw4wHPPPUdnZydLly69qPue+T5dru/B8ePHWbp0KX/729+orKy81JsjCDidTnp6emhrawOU8RF2u52mpiaqq6sxGAwYjUbMZjOjR49m586dBAQEYLFYsFgsrF+/nvLycmw2G4MGDUKlUhEcHExMTAwhISEsXbqUOXPm4OfnR2NjI0uXLiU6OprY2Fj8/f2RJIkhQ4bw4YcfUlZWxqpVqxg5ciTNzc3k5eWRl5fHuHHjMJvNqFQqzGYz48ePZ9GiRezcuROr1Up4eDgFBQUcOnQItVrNyJEjL/GrqhCZgSAI3wmeFkMajdjpEgRBEIQrjAhYBUEQLpLb7eadd97hb3/7G06nk5EjR/LEE09QUGDkwAGlKjUoCEwddUz+6HFiyzazefRP2Z2zgDZrBKAcMOrqUgKt66+HhAQxS+pKpVKpiI6O5p///CePPfYYixYtYsWKFRw+fJiFCxfyxhtvcMstt/DII4+QlJSE8QLeaINBqWhNTYUtW2DTJjhxQql2Dgo6extpu87M0YSp/HfeGIbu/AfD8v5JYP0Rxm16krSCd/n4qmc5ljCl3/tKElgsSqvq6mpYs0ZpWZyTA+PGQWRkv3cTzsJuV4LqV19VZt1eKjYbXHMNDBt2cb9jOjs7eeutt1i5ciX79u2jvb2dzMxMfv/73zNo0CD0ej2gVDs9/fTTLF++vNf9ExMTufnmm/n5z38OKEHi448/zrp163A4HIwaNYoHHniAESNGeO+zZMkSCgoKSEtL49Zbb/3Sz/2botVqSUxM5Pjx44SGhl669nJAZmYmf/nLX75QJcOhQ4cYM2YMr732GjNmzDjvbERBEBTd3d3U1NSwf/9+QGkB3NbWRkFBASaTidDQUKKiovD392fmzJm8+OKL7NixA61WS2BgIO+++y4ul4usrCxSU1ORJAlfX18SExMZMmQI69atIyQkhICAAOrr69m4cSOjR48mMTERk8mELMsMGDCA5ORk9uzZw/Lly1GpVFRXV5OXl0dtbS3z58/H9PncCrPZzIQJE3jllVfYs2cPACkpKWzatImGhgYGDhzI8OHDL9nreTqRMwiC8J3Q2QlHj0Jjo7LzZbWKX4CCIAiCcIUQR04EQRAu0gcffMCKFSs4evQo4eHh/PGPf0SnM7BzpzLDUq8HP2c9MSc+JfrkNmTgaMIUuox+gBKu2u1K9WpmpjJuxWwW+1BXKk+Vl1arJSEhgccee4w5c+awdetW3nrrLT777DOWLl3KJ598wqRJk5g9ezYjR47E39//LOs79W+TCcaMUVoH798P+/ZBWZkyozUi4tR81tPvLKPCrjOze8i9lMWOZ8DBN4g9vpEuo43a4AHneB7K96ZaDSEh0NMDLS2wYQMUFcHYsTBypBL+iu/V83M6lRMoGhqUk9EvxQkU3d3K76TWVuV3zsVsw1/+8hc+++wz4uPjueOOOzAYDHzyySfcc889vPHGG6SmpqLX63G73ahUKoYPH+6t6AellXZQUBCgnJTy1ltvsWvXLn74wx8CkJeXxzPPPMPKlSsBqKysZNWqVYwbN46rrrrqq3wZepFlGafTiUaj+UorNDUaDREREV+6xe+XpdVq8fPz+0L3lWWZ7u5uXC7XV9Zqzu1243a7RVgrfKtVVVWxdu1aHn744V7XP/vsswDMmDGDW265hdtuu4177rmH9vZ21q5dy09+8hPa2trIzc1l3rx5TJgwwXvyCsCQIUOIjIzk//2//8fTTz9NW1sbVquVKVOm8NOf/pTg4GBA+RxiNpt56KGH2LRpE//+97+5+eab8fX1JTs7m3vvvdfbehiUDhyDBw/mqaeeYvHixTz//PPU1taSkJDAggULGD9+PPHx8d/QqycIgiBw8iQ8/7zSSmjJEsjKEq2tBEEQBOEKIY52CIIgXISjR4+ybNkyduzYQWhoKHfddReZmQMoK5MoKpLQasFkdOPXdIzMQ0tQu3o4kjSLRn9lBiYoQUd7uxKOjR+vVCOK/advB61WS0BAAD4+PgQHB5ORkcG2bdtYunQp+fn5fPDBBxw+fJgBAwYwfvx4rrrqKgIDA/sNejxzM00mZTav2ax8LShQwtbqaiUw8/MDrfa00PPzf3Qb/akOHUiP3kJJwlSQJDpNAd5+ewlH19Fsi6XVGoVD53P6XdFqle9JlUqptK6qgtWrlcccNkypZhVB6/m53crF06b3UnA4lG240LxMlmUcDgcff/wxSUlJzJw5kxEjRqDRaIiOjuaDDz5gw4YN+Pv7E/X50GiVSuU9kO8JWCVJ6hU25ufnk5ycTG5uLv7+/nR1dfHyyy/T1taGxWLh5ZdfJjk5mUGDBhEQEHDB27pp0yZve02Xy0VgYCDZ2dl873vfA+DBBx8kKysLg8FAcXExlZWVTJkyhRtuuIEDBw6wfv16ioqK6OrqIjAwkBEjRnDttdd65xe2trZy8OBB3n//fcrKyggODubWW2+ls7PTux0ul4vq6moeffRRfvvb3xIXF+e9raenh0OHDvHuu+9SXV1NWFgY06ZNIzs7+6wnWQC0trayf/9+Vq1aRXl5Ob6+vgwcOJBRo0aRkZFx1pmupaWlfPDBB/T09PCjH/0IgP/973+0trZis9no6elh+/btqNVqJkyYwLRp0wgICGD79u389a9/xeFw8Kc//Yk33ngDf39/7rrrLkaMGEFHRwf79u1jxYoVVFRUYLFYyMzMZNSoUWRlZaFWq5FlmVtvvZU5c+ZQX19PcXExTqeT7Oxstm3bxrXXXsv48eMxGAyAUiV95MgRfv/73/P8888TGBjIjh072LFjB8XFxbS2tmI2m8nOzubGG2885yxbQbiU4uLiuPvuu5kzZ06/txsMBu/3PcD8+fO5/fbbcTgcyLKMTqfDaDT2ClcBdDodkZGR/OMf/8ButyPLMpIkodfr+/15iIyM5IYbbmDmzJk4HA5UKhVarbbPej2mTp3K2LFjsdvt3hMhTCYTOp2u3+UFQRAEQRAEQRCE3kTAKgiCcAFkWcZut7Ns2TK2bt0KwPDhw7nuuuswGn04eFDp6OPvDwGOGsKr9hBZvgOHxsjBrNvoNtiQVWrcbqUysKsLUlKUClYxauXbx2AwEBkZSWhoKAkJCQQFBfHZZ5+xZ88e8vPzKS4u5ujRoxQUFDB8+HCys7MJCAg4a2tRnQ6Cg5UWvoGBymX3bigvV77vjEbl0itoBZxaE3VBGTT6J6JyO5U5wLKMf0MRAw+8TqcxgIqIoVSGD6HBPwlUpwIxtfrUOtvblWrWbduUmaIDBiizWQMDlW0Tzk2j+fp+zmX57Ov9osWUDoeDqqoqxowZQ2JiojfwtFgs+Pn5sWvXLiZMmOANWF0uFxUVFSxcuBCDwUBwcDApKSnExsZ616nX65FlGYPBgF6vR6PReKtICwoKOHDgAHfffTdJSUkXVAXqcrk4ePAgCxcuxG63e2ccOhwOTpw44V1uzZo1HDp0iJSUFIxGIxaLBbVaTUVFBW+88QZNTU1IkoTRaKSlpYWlS5cSEhJCbm4uWq2WvXv3smrVKvbv309UVBRut5uVK1fScFrfZ7fbTVtbG8uWLeORRx4hOjrae1tzczMrVqzwbuPBgwfp6urCbrczbdq0fp9bW1sbBw8e5PXXX8flcmG1WnG73Xz66ae0tbUhSRKZmZn93re5uZmdO3f2CoD37t3LoUOHCAwMJCEhAZPJRF1dHYsWLSIiIoKcnBx0Oh1WqxVJkrBYLAQEBODn54dOp6O9vZ2CggJee+01XC4XFosFWZbZtm0bra2tqNVqsrKyAFi+fDldXV3eal6z2Ywsy5SUlPDBBx+Qm5vrDZqamprYunWrN/AFKC8vp6GhAZVKhcViwW63s2LFCvz9/Zk4ceIXrs4VhK+T5/eZzwWeSePj43NBy3pOVLnQ73vPdnhaAZ9v3WcGv4IgCIIgCIIgCMLFuWQBq9vtpqqq6qLuo9PpvO3mBEEQvmkFBQW8/vrr1NTUMHz4cK6++mrS0zNpb1dmVUoS6LRuwqoOEnt8I4aeFmqCMzmaMAWXWgnOenqUtp1Go9IaOCBAhKvfZp6qv/nz5zNq1ChWrlzJli1bKCwsJC8vj40bNzJp0iTmzJnDwIEDiYyMxN/fv985rZ5q1thYCA9X2vh+9hkUFytje5xO5ftKrz8jWJMkXBoDrtOu8m86SkTFDiytlUSWb6Mo+WqKk2bQ6J9Ej/7UzB9JUgJWm02pwKyqgh07lErWrCzIyICwMCX49SwvfLPOfM3PFbhe+DolTCYTra2tNDU1eSuh6urq6Ozs5OjRo3R0dABK1bbNZkOtVrN8+XI0Gg0Wi4VRo0Zx1VVXkZmZiSRJZGdns3//fvbu3YtKpaKiooKBAweiVqt59913iY2Nxd/fn8rKSo4fP47ZbCY2NvaslVd2u50333yT7du388gjjzBixAh8fX1pamqivLy817KlpaUMGDCA66+/nsTERFQqFevXr2fz5s3cdNNNjBs3Dl9fX44ePcozzzzD66+/zsCBA+nu7uaTTz5h69atTJgwgbvuuouOjg7+8Ic/9Aowz6Wrq4uioiJ+/vOf4+/vz1tvvcUHH3yATqdj2LBhWDw/PKc5efIkmzZtYv/+/fz6179mwIAB1NbW8tJLL7F9+3Z0Ot1ZA9azqa2tRafTkZ2dzfDhw8nPz+euu+5ix44dREZGkpmZyZ133smiRYu47bbbmDp1KlqtFpPJxIkTJ9i4cSO7d+/mqaeeIjMzk7q6Ol577TV27dqFVqv1BqygVCuPGjWKCRMmEBERQU9PD7W1tSxevJjW1lasVqv3+2n79u0MHToUPz8/VCoVQUFBTJgwgdDQUKxWK5WVlfzyl79kyZIlZGZmioBVEARBEARBEARBEITLxiULWJ1OJ4sWLep1nSzL3oun5ZFnBpQkSURFRXlbvgmCIHxTPC0zn3vuOY4dO0ZISAizZs3i2muvxelUAq6SEqXC0Cy3E1P2KfGlH9Nt8GPP4HnewMrtVqoAZVmpXB027FI/M+GblJ6eTlpaGmVlZWzatImlS5eyZcsWNm7cyIcffkhubi6zZ8/mqquuIjk5GaPR6K1oPb2FsCQpIWpODiQkKFWlu3bB8ePKvM3gYCVo9YSs/YVtTX7xnIgaSWzZZkJrDhBUl09y0ftsGvsLTsSMxa7zQZbUvYJWnQ5iYpTv4eJiOHFCaVc8cqSyLT4+SkthEbJeWl9VuJqdnc2hQ4f46KOPsNlsmEwm1q5dS0lJCcHBwdjtdgD8/PyYPHkys2bNIjo6mvLycl599VUWL15MaWkpf/jDH9Dr9cyYMYP9+/fzv//9D7vdztChQ3n44YeprKxkyZIlLFmyhLVr17JlyxYaGhpISUnhiSeeICkpqU8Lbc+s0FdeeYX58+dzww039DoBLycnp9fygwcPZvr06YwdOxZQTvJ7+eWXGT16NKNGjSIyMhKA5ORk5syZw1NPPcVvf/tbjh07RmFhIUFBQfzwhz/0PsaCBQvYt2/fBb2egYGB3HPPPQwdOhRQWhYXFhZSUlLC7t27GT9+fJ/7HDx4kB07dnDNNdd4n0tkZCRTpkzhzTffZOvWrTz88MMXNUM2KCiIkSNHcuONNwIQHR1NZmYmpaWl1NbWkpiY6A17zWYzfn5+3t8/BQUFbNq0idmzZ/fankmTJrF06VI+/fRTfvzjH3sfa9y4cUyfPt0bAjscDqZNm8Yvf/lLysrKCAwMRK/XU1VVxa5du/i///s/73MZNWoUPT093palMTEx3Hjjjfzyl7+kubn5K5sNKwiCIAiCIAiCIAiC8GVdsoDV4XDwn//8p9d1XV1dtLS0YLfb8fX1BZQZVJ5qiPHjx4uAVRCEb5QnXN2zZ4+3XeP999/P7NmzMRpNtLbCp58qlak+PpBauJroE5+hcXRRFZbOvsF3fb4epbWq06mEYpMmKSGY8N0iSRKxsbHExsZy8803s3fvXv74xz+yevVq7+zB5557jjFjxnDfffcxYcIEVCpVr5ONTmezwfTpkJ0NBw7A1q2Qn69UnUZHK189ecTpM1obAlNZMXshcaWfMHD/q6QcWUlEZR63vnkNB7K+x6djfk6zLRaXpm/1oK+vMg+2uVkJWAsLlXbFs2crbYPPFewKii9SZfpVVKZejF//+tc8//zzvPbaa/zmN79Bp9ORlZXFNddcw6FDh7zfiyEhIVx77bXe+6WnpzNgwACeeuopdu/eze7duxk1ahRarZZf/vKXpz0fmerqan72s58xf/58SkpKWL9+PbfccgupqaksX76cX//617zxxht9ts3pdFJfX09NTQ2jRo06bzvMuLg4wsLCej12fn4+O3bs4IUXXvA+F1mWcbvddHd309HRwYkTJ3C5XISHh/cKcAcPHozZbL6g19FkMjF48GDv/61WK1FRUbS3t3Py5Ml+71NfX8/mzZv56KOPePbZZ73Xu91uHA4H48aNo7u7u99K97MJCQnxBskeQUFBdHR00N3dfc77elr5btiwgT/84Q99tmfo0KF0dXV5tyc9Pd37OR6UKueMjAySk5P56KOPiIiIQJIk9u/fT3d3N7NmzQKU13///v0sX76cjz/+mPLyctrb23E4HN73xOl0XvBzFgRBEARBuGKo1X3nvQiCIAiCcNm7ZAGryWTiyJEj3v/v2LGDDz74gLKyMn7xi1+QmJgIKG3dXnjhBbq7u5k9e/al2lxBEL7Dmpub+eEPf4jL5eLaa69l8uTJREdH09mpVK7u26e0bFWpoNkWR11QBt0GXw5k3YFLrQRUbjfU1kJ8vNIaOCnp0j4n4dLztAh96623KCoqYtGiRaxatYrCwkKWL1/OypUrGThwIA8//DBTp04lMDDwrBVrwcEwcaJSSbpvH6xZA0VFShgaEHC2MF+iNG4C5RG57Mq5j6F5/yTr0GKyDrxBQH0ha6b/nYrI4f0+nkqlzBu2WpX5rDt2wJEjMGECjB4NoaFiNuu5nP42XmhweiHL9AnTv4SoqCh+//vf8+STT9LZ2Ul3dzfBwcHceeedREZGnjPcCw0NJTw8nAMHDlBWVsaoUaP6LFNXV8dnn31GcXExL774Ik8++SSZmZkkJSWRnJzMyJEjeeihh/pdv0qluqi5gXq9Ht0Z35Dt7e3en62QkJA+94mIiGD37t0X/BhfJYfDQXBwMAsWLGD69Ol9bvfx8Tlr6+SzUavVfWbbSpLk7Rxzvu2x2Ww88MADzJw5s8/tRqOx1/thNBr7faybb76ZVatWMXXqVBobGykoKGD8+PH4+/sDyvzVxx9/HIAbbriB0aNHY7FY2LZtG48++igOhwO3231Rz1sQhCvXZ5/B6tWXeisEQRC+AdHR8NBDcPvtygGDzzv6CYIgCIJw+btkAaskSd7WYwAff/wxLS0tPPLIIyQmJnpvi4uL48477+Sdd97hrbfeYtq0aZdqkwVB+A6qra1l+fLl7N27F7PZzMMPP0xiYiKSJNHUBHl5yvzLqCgl1KgOHUSTXzwqt5MevcWbdFRXK2HXkCHK7EpxYqogSRKSJKFSqUhKSuKJJ57gjjvuYPfu3bz33nt88MEHHDhwgMcee4zY2FiuuuoqZsyYwbBhw/qEK5Kk7IfbbKcC/E2blO/PykqlpbC/v1Jl3etOSDh0JqrCc/hoyh8pSJvD+E2/ZlfOfTT7xp5j25WvGo0SsppM0NSkBLsFBUrQO3Cg0lJYHB/onydY/Sp/F3y165JQq9Xe8MzlctHe3s7mzZuZN29er4rOMzU1NVFfX4/T6SQgIKDP7U6nk7179/L666/zm9/8Bq1Wi9PpxOVy4Xa7kWUZl8uFy+XqZ+1KwGqxWIiMjGT79u0MGTIEn17f3Od/bhkZGdTU1ODn5+c9qe90Go2GiIgI1Go1VVVVNDQ0eJ/LgQMHvDNoz6ezs5MDBw4QFRUFQFtbG5WVlTidzj4VpR6BgYGEhYVRWVnZ77Z5fnd81Tyfzc8MMf39/YmKiqKiouILb48kScyePZsXX3yRw4cPc/ToUU6cOMF9993nvW9BQQEtLS3Mnj2b+fPnYzQakWWZVatWiWBVEL6DKivh4MFLvRWCIAjfAItF2XkSBEEQBOGKc8kC1jPV1dXR2tqKxWLpFbxqtVrMZjMOh4OqqqpLuIWCIHzX9PT0UFRUxMKFC7Hb7dx1112kpaVhNBrp6ICTJ5X2qL6+p9qiujR6OtWBgAxIyLLSFri9XQm+EhOVQEoErMLptFotfn5++Pj4EBgYSFpaGtdddx0ffPAB69atIz8/n9raWrZs2UJGRgbTpk1jypQpGAwGbzjhCesMBggLU9pQx8bC/v1w9Cg0NJya0arRnN4yWIVLo6fdHMrxuPGsMf2dhoAkukxKVZlPezXRJ7bg01HDwQG3fX7igMr7mCqVUq3q56cEuTU1sHEjHDumnEwweLAS7orv+d6+zOvxTbQLPnz4MD09PZjNZgwGA+Xl5SxatAibzcaUKVMICQnB4XBQXl7O1q1bGTJkCDabjdraWlasWMHevXuJiYkhKyurz7r37t3L/v37SUxM9M70TE5OZvny5eTn59PT08OOHTtISUnpd9skSUKv13P77bezfPlyoqKiyM3NxWq10tLSQmVlJVOnTj3n87v99tv5z3/+w3vvvUd7eztRUVG4XC5OnjzJiRMnmDNnDqmpqSQlJbFhwwZefPFFbrnlFrq6unj11Vepqam5oNexsbGRRYsWERkZia+vL++99x4lJSUMGjSIQYMG9Xuf9PR0hg4dypo1a8jJyWHEiBGo1WpqamqoqqrCZDIxadKkC3r8i6HRaAgICGD//v2MHj0ak8mEwWAgOTmZ0aNHs3z5coYNG8bw4cPRaDTU1dVRVVWFRqNh6tSp562EjYuLIyEhgTVr1lBZWemdC+vh5+eHSqWitLSUgwcPEhMTw5EjR3j//fdxOBxf+fMVBEEQBEG4LLhcYLcrX41GZQdL7DwJgiAIwhXhsglYbTYbJ06cYOPGjQQEBHjbtdXV1bFt2zZOnDhBYGDgJd5KQRC+S44fP84nn3zC4cOHCQkJ4ZZbbsHPzw+1Wk1d3anQKjTETUzZZlxqHY0ByXQbbMiqzxNXGRoblZNSMzOVVsKay+Y3r3C50el0BAUFERAQQEpKCmFhYaSnp7N3714OHjzIvn37OHLkCCdOnKCgoICRI0cyYMAArFartyWnJCnfY2FhyqxUf3+IiFBa+JaVQX29UnFqNp+x7y6p6Db4URYzBlDSWsntxK+plEH7FuLTUYups55j8ZOpDcrA/nmFtiQpgZ9efyq47e5W2mc3NiqXQYOUalad7rt5rMDhUI6ZXIrHPU/mdVbV1dVs376dxsZGJEmis7OT8vJy7r77blJTUzGZTDgcDhoaGvjoo4/YvXs3Go3GG7qmpqYyYcKEPpWuTU1N7Ny5k+rqambOnOmd1Zmbm8vmzZvZsmULeXl5tLe3M2fOnLNun1arZe7cuRQWFvLJJ5+wd+9ejEYjGo0Gf3//cwaskiQxdepU8vPzOXr0KNXV1fj4+KBSqXA6nYSGhuJ2u7HZbIwZM4bGxkY2b95MbW0tBoMBX1/fPi2Hz7WdwcHBLF68GLvdTlFREcnJyd7Xpr+ZonFxcUyePJmKigrWrl1LXl4eGo0Gl8uFyWTqN7T+KlitVqZNm8bOnTux2+3YbDZmzpxJdHQ0U6ZM4fjx4322x2g0kp6eft51S5KEyWRi+PDhrF69mu7uboYPH05oaKh3mejoaEaOHElZWRkLFy4kKCgIWZaJj49n165dX8tzFgRBEARBuOSOH4fXX4cDB+Cpp5R2ROKggSAIgiBcES6bv9iDBg3i5MmTfPDBB6jVahISEgAl4Fi/fj0Oh+NrOVtfEAShP52dneTl5bF69Wrcbjfjxo1jxIgRaLVaHA4oL1cCJGQZX1032Xv/h1OtZ9+gO6kJycKhNyPLykmoTU1Ky9SEBKV6VRDOR6VSYTabmThxIiNHjmTbtm188skn5OXlcfToUTZu3MjmzZuZPXs206dPJzU1lYiICAICAtCctjNusUBamhK2RkfD7t1Ku722NiV4MxhAqz1Vge1pG+whyW40zm5MnfUE1RcQWF+ItbWc4qQZ1AQPoN0cilN3qjWrWq20Kbbblcc4eVI5CaGxUangjohQfga02m9/0CpJyuuh0SiB8xcNOr+Mnp5T23CxrZotFgt2u50TJ07Q3d2Nr68vU6dO5fvf/z4+Pj7e9tYmk4mgoCBKS0vp6OjAz8+PzMxMxo8fT05OTq/vR4Du7m7UajVxcXGMHj3ae31aWhrTpk3j008/pampyVvFfTYajYbBgwczf/581q5dy8mTJ3G5XISEhPRqYztq1CiSkpJ6tRCWJImkpCTuu+8+1q5dy6FDhygvL0en0xEREUFGRgYajQZJksjNzUWr1bJs2TKKi4sJCQnhnnvuobm5mfT0dKxWKyqVCh8fH6666ipsNhtqtRqTyURSUhLTp0/nhhtu4LXXXqOyspLIyEiuueYacnNzUavVuN1uwsPDGTduHCaTCVAqOYcPH47RaGTp0qUUFxejUqkICgoiKiqKmJiYc75vmZmZ9PT0eK9LTU2ltbWV8PDwXstmZmYiSZJ3BqrNZuO2227j5ZdfZv/+/fj6+npP4hgyZAharZa3337buz2BgYGEh4cTFxfnXeekSZOIjIw864zYSZMmUV9fj1qtZuzYsb261oSEhDB37lzWr1/P4cOHaW5uJi0tjTvuuIOWlhYCAgK833OxsbGMHTv2rK+DIAiCIAjCFaOnR+mLfvSo8m9BEARBEK4Ykny+fl7fkPb2djZs2MB///tfdu7c2eu2zMxMbrrpJm644QZsNtul2cBvkdbWVkaNGsX999/PXXfdhdFovNSbJAiXFVmWOXDgAP/4xz9YuHAhYWFhLFu2jGHDhiFJEjU1sHYtfPYZmHQOkuQi7v1PDhIya6f+lcKU2bRbI3C5lNbA9fVw333KWBWz+VI/O+FK5XK5OH78OOvWrWPRokUUFhbS3t6OwWBg/PjxzJ49mwkTJhAcHOwNwE6fi+h2K/OC8/Lgww+V8NNkUkJYo1EJ4voLPfXdzURU7GT0Z78nvGo3Onsbzb6x5KfPoSD1OuqCM7DrzHiqXj087bHr65WTDGJjYcwYGDAAQkKUitcrfT6r0+mko6OD6upqYmJi0Ov13tfcblfaJC9ZogTMl4rNBtOmQXa28j4LgtA/t9tNV1cXJ06cIDY2Fr1ej+q0X1Jut5uWlhYCAwPJz88nISGhzwkEgvBdJssybW1tXHXVVQwePJg//elPmM1m799FWZZxOBx8/PHHpKWlERUVdc6fobffhkWL+l6vVsPixcpnGOHiud1uOjs7Wb9+PaNHj/aeGCR8s1wuF/X19ezYsYPJkyf3+ZsjfDOcTielpaUcO3aMCRMmoNVqv5Y59+d1+DD86U+wdauy85CVdVEVrLIs097ezo9+9CMOHjzIunXrsFgsl+a5CIIgCMJ3zGVzVMBsNnPNNdcwZcoUSktLKS4uBiA+Pp7o6GisouxLEIRviNvtZtGiRaxZs4agoCCuu+46cnNzASU0KiyE4mLo6ZGJ92tj6MYX0bh6KI8YTnnkCNqtEd5wqaJCqV4dOBBOK6AShIvm6e5w//33c/fdd7N8+XL+9Kc/UVhYyPvvv8+6deuIjo7mjjvu4IEHHvDOMwQ+rzZUAv7x4yEjAzZsUMLWqqpTLYUNhlOP59kf7zHYOBY/meOx48ne/RL/n707j4+yPvf//7pn3zKZLJN93wMJEPYdQRZZVLCu1Vq1Ws+x1R6t7fHYTaun9dd6uui3tlat1N2quBRxA0T2HcKSAEnIRvY9k0ky6/3742MGIuDSIgnweT4eI5i5Z+bOhJncc78/13VN3/QI4d01TNv8WwoO/oMDI69m07Qf02eOGrS/iiIqVePiICpKtCd++WXYuRMmThSXEzv/n2+f/w0GMXP57ruhr2/o9sNkEu89X7KjrSRJkiRJkiRJkiRJkiRJX8KwCVgHGAwG0tLSUBSF9PT0oVtBJknSBev1119n7dq1tLS0MGvWLO6///7QdZ2dsHs3tLRApNWLo6uaoj3PALBt0l10hacAYvahyyWCjcWLBwdXkvTvMhqNXHvttaF2mi+88ALr1q2joqKCBx98kN///vd873vf45ZbbiEpKemkeZFOJ1x9NUyeLP49b98uqi3NZkhOPqFl8AmCGj07J/wnpfnfYPyuJxlZ8hrRLSXkl65gT9F3BgWsqjo4MNXrRdjockFlpWivvXEjzJkjqlpP0030nKfVQni4uEiSJEmSJEmSJEmSJEmSdP4YNgGr1+tl69atLF++nI8++ohAIMC6detIT0/nzTffpKKigpycHL7xjW986ftcvXo1q1atYtu2bbS2toZmbt1+++1MmzaNiIgIAoEATU1NPPbYY6xcuRKv18uYMWO44YYbuOiiiwZVztbX1/PYY4+xYcMG2traiI2NZfHixdxzzz1otdpQENzQ0MDGjRv561//Snl5OfHx8Xz7299m0aJFJCcnh+5PVVWef/55nnvuOY4dO4bdbmfq1KnceuutFBQUDHpu1qxZw2uvvca2bdvw+/3MmDGDn/70pyQmJg6aXyVJ0r9OVVW6urr4f//v/3H48GEmTpzIDTfcgNPpDG2zd6+oxANIUWoYte8F9P5+GmNHU5U6kz6TA1UVFWtdXTBpEuTknL79qiR9VQO/axRFQa/XM3v2bCZOnEh5eTkfffQRzz33HOXl5fzxj3/k5ZdfZsGCBVx++eVMnz7909bBx+8rKUlUkY4ZI4LWTz6BI0dExanDIaoexVjWgRsp9FqdbJlyN0dyluBsPojR66IjIiN0nzZXA16DFa/R/ul+Hn88m02EuG43NDXBiy+K19T8+eJ1YjKdX6+T8+l7kSRJkiRJkiRJkiRJkiTpuGETsK5fv55Vq1bR3t7Of/7nf/LQQw/h9/tRVZWYmBh2797N5s2bv1LAajQaGTlyJJmZmYSFhREMBtm2bRu//vWvuf/++5k+fTotLS28/PLLrFmzhltuuQWz2cyaNWt46aWXaGtr4+abb0ZVVYLBIA8++CDHjh1jxowZJCYmUl9fz2uvvUZUVBQ33ngjer2ezs5OPvjgA1544QXS09O59tprOXz4MMuXL0dVVRYvXkxycjJer5fNmzfzu9/9jjlz5nD55ZfT1NREaWkpv/zlL/nrX/9KeHg4iqKwcuVK3nnnHTo6OrjtttvQ6/W89tpr/PrXv+ZHP/oRWVlZX+NPRpIuLH//+98pKysjLCyM6dOnM2/ePLRaLaoKHg/s2SPCU4vWg7OrnLzDb6MqCnvH3ITH5ABFQ18f9PdDRARMmyaq9yTp66AoCiaTCaPRSGFhIfHx8UyfPp3Vq1fzyiuvUFdXx5tvvsnOnTspKChg8eLFLFmyBIPBgKIo6HSiyjopSYSfqamwaRMcPgyNjWK+md0+uMJU1WjxGu20OEfQFZ6CJugjqBX/yB0dlcxc/xABrZ7KtDkczZhHvyUydFuNRoSONpsIb/v6oLRUzGgdM0a00k5Kku20JUmSJEmSJEm6QISHw9Spos1QZKRcpSlJkiRJ55BhE7Du3buXlpYWLr74YubMmcOvfvWr0HUJCQno9frQXNYvKyMjg7i4OAwGAzabDVVVSU1N5Z///CelpaVkZ2dTVVXFhx9+yIQJE1i2bBlGoxGTycTrr7/Oxo0bWbhwITExMaHKoG9961ssWrSIhIQEKisrqaio4KWXXuKaa65Bp9Nx6NAhdu/ejdfr5brrrqOwsJDq6mr27NnDzp07SU9PJzk5GY/Hw4oVK7BarSxevJicnBza2tp4//33efbZZ9m6dSsLFizA4/GwevVqOjo6mDFjBkuXLkWv1+N2u3n66ae59NJLiY2NJSws7Ez/SCTpghIMBmlpaeGVV16ho6ODJUuWMHPmTGJjY0Pb1NRAVZWoRo33VJFUtx179zFctnjKsy7BrzMSVBV6e8X2eXmQmSn+Lj8jSV8nRVGwWCwkJyeTkJBATEwMKSkpbN26lR07dnDkyBEqKyupq6ujrKyMhQsXkpeXFwpaDQbxeT4sTISqMTFi1nBbG7S3i4A1PPx4QArg15vx682D9iO6pYSkY1sx9XcQ2V6Bs7WUyvQ5HEuaQlCjA0VBUcTMV61WLD5QVWhthS1boLkZcnMhOxsSE+XiBEmSJEmSJEmSznMOhwhYR46UAaskSZIknWOGTcB67NgxdDod8+bNIy4ubtDcVZvNhkajweVyfaX7TExMDP1dVVVUVSU3NxeDwYDH46Gjo4Oqqipqamp4+OGHQ7NfFy9ezJYtW6iurqasrIzo6Gh27dpFb28vc+fOZcyYMRiNRsLCwrjsssv47ne/S0dHByaTiYMHD9LY2MjIkSOZM2cOAE6nkxkzZrB582YOHTrE/Pnz6e/v58MPP+Tqq69m7NixREREkJSUhNvtZsWKFaxbt4758+fT0tJCSUkJ2dnZLFiwgLS0NFRV5Zvf/CaPPfYYhw8fZuTIkacNWIPBYKgCd8BAZbAkScf5fD42bNjArl27cDgczJ8/n6KiIjQaDaoqQqD9+0Xb38hIsHu6MPZ30hMWz7HESbRFZoOiwdMvKl0H2q6e0GVckr52oipVR35+Pnl5eYwbN47Vq1ezdetWSktL2bBhA3v27KG1tZX58+eTl5eH0+nEbDajKKJ978iRImyNi4ODB8Wigu5ucf9mswhbFWXw5/6BmauqRktj3BgS6neSWL+D2KZiHJ1V6L1ummMLcVtjCGr0oaBVrxftiN1uEeTu3QsNDaJ98JgxoprVbj/58YYj+XtVks5tA58VJEmSJEmSziqrFUaMGOq9kCRJkiTpXzBsAlafz0cwGDzlPFGXy4XH48FgMHzl+w0EAvT29tLe3o7f7+eDDz5Ar9eTnZ0NQF1dHTqdjqKiotBtYmJiSEhIoLq6mvLyciZNmsTBgwdJSUkhOjoa46e9Ei0WC0VFRfT19VFVVUVUVBR1dXX4/X7y8vIG7UdhYSGrV6+mqamJYDBIX18f5eXlFBUVhe5PURTCw8PJz8+npKQEgKNHj+JyuYiPjyfz01I4RVFISkoiLi6Ouro62traSE9PP+X373a76ejooHvg7PinX/N4PF/5uZSk81UwGKSrq4s///nPBAIBZs2axYQJE4iLiwtt09cnZlQOhELdkekczZwPioaKT/9UUejsFK1PMzNFUCVJQ0FRFBRFYdy4cRQVFVFRUcEHH3wQaoH9u9/9jg8++IBvfetbXHzxxWRmZmKz2dDpxGFBTAxcdJGoJj14ELZtE7NZe3vFAgOD4Xg164nhZ0XWJbRF5ZJf+jq5h/9JbPMBRu1/kYzKNWye8kPKshbSHZ4yqPJ1oGWwxSIWMNTVQW2taFM8Z44IWq1WUfWq0Zz95/LzDCwG++xCJkmSzk0nBqzKcF/VIUmSJEnS+WFgpWljI8ybJ1Zry+MQSZIkSTonDJuANTk5mUOHDrFt2zYuueQSQJzkCAQCbNy4kWPHjp0UWn4Zra2tvP3229x77714PB4sFguPP/44s2fP5tixY/T09GA0GrF/pszMZrNhMBhob28HoKWlhcjIyNDJZwCdTkdUVFTocQKBAN3d3fj9fhwOx6D7i4iIQFVV3G53KPQMBoNER0ejOeGMscFgwOFwcOTIEVRVpa2tjWAwiMViwWKxDLrPqKgo3G43fX19p/3+N2zYwDPPPMM777wz6Ot+v//LP4mSdB5TVZXu7m42btzI2rVr0el0/Od//ic5OTmfXg9+v5gTefQoxMeLCr5erZPy7IWUZy8M3ZfPKwKoggIYN060VJWkoabRaMjOziYjI4PrrruOP//5z/zf//0fpaWl/Pd//zcjRozgiiuu4LbbbiMxMTH0O0mjUUhMhNhY8e9582Z4/33xOoiMFDOGTabj1asDOiPS2TLlXkryryLv8NtM3vo7wruPcckHd5NzZCUbp99HZcbcU+ynuE+7XVS0lpVBRQVMmABz50JamghiYficbxioGAbo6+vDbDZ/wS0kSRquAoFA6Jj6VAs+JUmSJEmSvhadnbB+PezbB2PHig9bw21lqSRJkiRJpzRsAtYrrriC5cuXc//997N27Vr8fj9/+ctfqKqq4sCBA8yaNYtbb731K99vVFQUV199NTNnzqS7u5sVK1bwk5/8BEVRBs1WPF/NmzePWbNm4fP5Ql9zuVwsWLBgCPdKkoaXyspKHnroIQBuueUWCgsLsVqtoes9HtiwQQStZvPpP+vU1Yl2p0VFkJ9/NvZckr48jUZDZGQk999/PzfddBOPPvooK1asoKSkhMOHD/PUU09xzz33cNddd4U6K4CYlRoZCUuWwPjx8NFHsGOHmElsMIhWwqfKFbscqWyf+H2KR32LyVv/wKTtf6Q+YQI9tvgv2E8xCzYnB1wu2LRJtOceMwYmTRKV4QNB61BTFAW9Xk9YWBgtLS0AmM1mNBqNrH6TpHOEqqr4fD7cbjddXV04HA60Wu1Q75YkSZIkSReK/n7x4aqkRLTOkiRJkiTpnDFsAtaMjAzuvPNOpk2bxhtvvEFeXh4bNmwgMzOTn/zkJ8ycOZOMjIyvfL9arRa73Y7NZkNVVfLz8zl06BAff/wxEyZMICwsDI/HQ1dXF3a7PXRCtKenB6/XS2RkJCDmqO7du3dQ5aff76etrS10vU6nw263o9Pp6OjoGLQf7e3tKIqC1WrFarUSERGBRqOhpaVlUFtBr9dLR0cHTqcTRVGIiopCo9GEKl9PDH1aW1spKCj43IoZnU6HTqc7qeWZRq6GkyQAKioqeO+99zh48CA2m4177rkHh8MRei/weKC6WrRJjY2F0QdfIqb9EM2xBVSlXUSvNQZVBZ9PbDt6NGRliSpXSRpOTgz84uPjeeihh7j++ut5++23ef311ykrK+Ohhx7inXfe4X/+53+YOnUqERERoWpRVRWtg6+8UlS07tkDxcXiXIDRCImJoo2vohAqMVXR0G92sGn6jykZ8Q16whLoN4nSboOnm+TazUR0HGXv6G+LtsGKZlB1aliYaFPc0QE7d4pK8uxsmDZNLGTQ64e2mnUgYI2JiQEIHRMMXCdJ0vA3cIys1WoJDw/H6XQC8jUsSZIkSZIkSZIkSdLnGzYBq06nw+l0Mn36dDIzM3G73QQCAaxWK06nk/Dw8EHteb+sgTl0A4GiXq9Hq9Xidrux2+1otVr8fj+7d+/moosuAqCpqYm6ujoAcnJy0Gg0FBYW8tRTT9Ha2orH48FoNOJ2u9m1axcWi4W0tDT0ej3JyckcOHCA0tLSQfuxb98+bDYb8fHxaDQazGYzOTk57Nq1i9mzZ2OxWFBVlc7OTkpKSkIVptnZ2djtdhoaGqioqGDUqFGoqkptbS0NDQ0kJSURHR39ud//iX+e+JxI0oXO7/eza9cuXn/9dTQaDddffz3JycmD3mtcLlE919WlkhDpYfTBF4lpLeFoz1y67Un0WkWw0tQkwqeCAhHEypeYNFwpioJWqyUsLIyCggJiYmKYPn067733Hs899xx79uzhxz/+MRdddBGXXnopU6dO/XQBkqhmNZvFjOHoaFGpvW+fGBlUXS0C0YiIE4JP8R98Bhtt0XkENTpURQPBAGHd9Uzd/H9EdB4lrepj9hd8k2PJU3FbY0BRQq8hnQ4cDjGjta9PhKx1deLPqVNF6+ChDlp1Oh3R0dHY7XYCgcCgRU2SJA1/Go0GnU4X+pwgSZIkSZIkSZIkSZL0RYZNwPqPf/wDVVW59NJLT5q16vF42LhxI4cPH+aOO+740ve5Y8cOVFUlPj4ei8WCx+OhuLiYI0eOsGDBAjIyMnC5XKSnp/PCCy+QnJyM0Wjk3Xffpa6ujtTUVLKzs9FoNEyYMAG73c6qVatQFIXk5GSOHj3Km2++ycyZM4mIiECr1VJYWEhxcTE7d+7k/fffZ+zYsVRUVLB+/Xqys7PJz89HURRMJhOLFi1i9erVzJw5k7y8PJqbm1m7di0ul4s5c+agKAqRkZEUFhZSVVXFypUrsVqt6PV6/v73v2O328nLy/vcgFWSpNM7fPgwW7dupaKiAqfTyTe/+U1MJlNoAYLPB62tIsgxmyCtaSuxLQcw9nfhMdrpscWhqhAIQE+PmBUZH3/qdqmSNByZzWZSUlKIiorC6XSSnJzMW2+9xc6dO3G5XNTU1LB3715mz57N+PHjQ61vTSZRtWqziUA1Ph5274baWmhpEa8Bi0VsMxB8BnQnlnUrBHRGusKTSazbRmbFR5j7Okho2EVt8lQa4sfhtsWGbmswiBBVpxNzjnt6YPt2Udk6apSoanU6h+a1N/B+YTAY0Ov1g7pSSJJ0bvjsgkxJkiRJkiRJkiRJkqQvMmwC1vfff59AIMC8efOwWCyDrvN4PGzdupUPP/zwKwWse/bsoa6ujoiICEwmE36/nwMHDuB0Opk8eTLp6en09PSwcOFC3nrrLf7xj39gNBrZvHkzUVFRzJw5k5iYGFRVJS0tjSVLlnDw4EG8Xi9xcXE0NTXR1NTEHXfcgdFoRFEUsrOzGT9+PGVlZbz22muUlZVx9OhRAoEAEydOJP/TwYxGo5GlS5eyceNG3n33XYqLi2ltbeXo0aNMmjSJcePGhbabN28e77zzDtu3bw+1I/z444+ZP38+ubm52IbLMDpJOof4fD42bNjAli1b0Gg0TJo0iUmTJg2q7na54NgxqK1ViQwPMGLHCsx97bRF5dAYN4bO8FRUVWxnNov2wA7H6We0StJwpCgKNpuNoqIicnNziYiIICoqin379vHJJ59QUlJCbW0tPT09TJgwAZvN9mnQClarqCCNixPzh3fsgIoKcLvFwgOvVwStWu1nK0wVei1RHCi4FkVVSajfQUrtZpyth3C2lHA0s4ZjiRNpjc7DrzOHKlpNJhG2er1i8cP+/SLQbWoSM1uTk0XgazAMzfMoAxpJkiRJkiRJkr4SvR4iI8Wq1aH4ICNJkiRJ0r9syAPWrq4uVFXF6/USCATo6uo66eRkS0sLvb29GL/iUEO9Xk9FRQUVFRV0d3djs9nIzc3lf/7nf5gwYQIOh4OoqChuvPFG3G43K1aswOv1MmrUKK655hpmzpwJHG+n+OMf/5g///nPbNq0ifb2dmJiYrjyyiu59tprQ+3EwsPDmTt3LhaLhWeeeYY///nPxMbGcuONN7JgwQISExMBUekybdo07rzzTl566SXWr1+P3W5n8uTJfPvb38bhcIS+jwULFmA0GlmxYgWvv/46fr+fadOmcc8994TuT5Kkr6ahoYG1a9eyf/9+MjIyuPHGGwe9x6gqNDfDkSPQ61bJjuwk79CbaP0ejqbPpTFuDKqixf9plWturrh8Zn2IJJ0zNBoNNpuN73znO0yfPp1nn32W1atXU15ezjPPPMOWLVv49a9/TVFREREREeh0uk8DRfHvfsIEyMiAXbtEy+DKSmhrg2BQXD8wn1VRQEXBa7RzNGMetcnTGL13OaP2v0hkRwU5ZatIr1pHWdYlrJ39EJ0R6YBywn6KoDUxUVSyVldDfT0cOgSFhTB2rAh8zebjjydJkiRJkiRJkjQsWSyQlydWpdps8gOMJEmSJJ1Dhjxgff755/F6vZSVlaGqKi+99BLmE3r8BYNBDh8+TGVlJWlpaV/pvm+++WZuvvnmz91Gq9USHx/PL3/5S375y19+7rYJCQk89NBDX/i4cXFxXHHFFVxxxRWfu52iKFx//fVcf/31n7udwWBg/vz5zJ8//wsfW5KkL6aqKi+88ALFxcVYrVbGjx/P4sWLB23j8UBVFRw+rBJu7CevbCV2Vz29lmgq0y6iJToPVRWVdD4fzJwpPgvJ4jXpfJCbm8uvfvUrrrzySl599VWeeeYZiouLueyyy/jxj3/MjTfeSFpaWihkHRAVBfPmwZgxUFICmzfDwYMiZE1OFi2DB71GFAWfwcrOid+jNP8bFBx8lZEl/yCxbgfZZavYU/SdTwNWxKqHE26nKGLmq80GnZ3i9VpWBlu3wpw5MH364NekPE8hSZIkSZIkSdKwk5gIt9461HshSZIkSdK/YMgD1r/85S+43W5aW1sBaGxsDFWDgqhCdTqdzJ07l6uvvnqodlOSpPOEqqpUV1fz/PPPU15ezmWXXcbtt99+UuV8ZaWoiOvshJyIHqZ88DsUNcjeUTfSHpWNqtHR1yvak2ZlwcSJorOPJJ0vFEVh3LhxjBw5kuuvv54f//jHfPTRRzz88MO89dZb3HrrrVx11VUkJCScdFunUyw6GD8e9u2DVatE+GkwiBA2LEws0D6R2xbLtkl3caDgWuIa9pBYt43K9Dmh6yM6jhLUaHGFJRLUDn6xORwQHg59feI1+be/wYYNx8PeiAgZsEqSJElDy+Vy8dxzz/HSSy/R1dU16Lro6GhmzJgRWszr8/nYt28fb731FmvXrsXn85GYmMjYsWP5z//8TyIiIkKfmVVVpampiVdffZXNmzdTUVGB2WxmxowZzJkzh9mzZ4dmqAP09vZy4MABHn/8caqrq/F4PDidTm666abQiBxJkiTpLAoEoL9f/DnQ+keSJEmSpHPCkP/W3rhxI6qq8sc//pFAIMBtt91GWFjYoG00Gg16vR6DnEUgSdIZ8Mgjj9DY2Ehubi4XXXQR48aNG1SFFwiIqrvqarD5Osiu/4SYlhJ8OgsHC66l255EIKjg9YrQZvZs0bJUks4nA68Jk8lEQUEBr776Ks899xyPPPIIR44c4Re/+AVvv/023/3ud7n66qtDM0hPDDKtVtE6OD8ftm0TFa01NSIEdThE2Bpa2/DpDd1WJ5UZc6hOmxn6mqmvnZnrHyK5dgtNsYXsGnsbRzPnD9pPEOcjkpNFBfqxY/D3v8PGjaJt8OjR4joZtEqSJElDIRgM0tLSQnNzMxkZGRQUFISuCwsLIz8/P/T/O3bsYP369Wzfvp2CggK0Wi0dHR3s3r2bl19+mZtvvhmbzYaqqgQCAV566SV2796N3+9n0qRJeL1e9u3bRzAYxGg0Mn36dAD6+vqorKzk6aefpre3l+zsbPR6PS6Xi5dffhmr1crYsWOJjY0968+PJEnSBau1FdavFycgrrtOzGL97GpUSZIkSZKGpSEPWAdmjd52222oqkpcXBw6uVpLkqSvQSAQoLy8nJUrV+Jyubj55puZPXv2Se85x47B0aOiGs7uNNPmy6V41LcIaPR0hScT0Bro6RbXp6SICjk561E6Xw3MIXc4HFx77bVkZ2fzt7/9jc2bN7N9+3aam5vZunUr//M//4PT6QxVgw+8HnQ6UV06ZYqY0VpaKhYwVFaKS2SkuD70GlI0BLUGgtrji6rCuusw9ndhczdiPdpEdOthapMms2v8f9AcU0BAZww93okzWvv7obZWBLoHDkBBgaiqjYuTr1dJkiRpaERFRbF48WKuu+660Nc0Gg0GgwFVVQkGg3z88cds3rwZr9fLTTfdhNVqZePGjbz33nv87W9/47LLLsP06eq+7u5unn/+eRITE5k6dSpLly6lra2NRx55hJ07d6IoCtOmTQOgvb2dgwcP8tprr/GDH/yAmTNn4nA42LdvHz/+8Y8ZOXIkERERMmAdBtQTRiOc+Pd/VzAYRFVVFEVBVdXQvznp7Br4OZz49wv15zCwWFK5kA/O29rgvffEatSLLxYfViRJkiRJOicMmySzoqKChoYG0tLSmDRp0qDr9u/fT3l5OXq9niVLlgzRHkqSdK7z+Xz84x//oKmpiby8PKZMmUJGRsZJH+aOHIGmJjHy0Wgz0KmmsXP87agoeIzhBIIa+vvFPMlRo0T7UUk6nw28RmJjY5kxYwYWi4WRI0eydu1adu7cicvlwufzccMNN1BYWIjNZjvhtuISHi4qTO12EX6WlYmgtakJenvF183mU3fEcltjKB59I50R6STXbiaucS+W3hasva1Upc2kOnUW7ZFZeI32UHBqNou23RqNqGitrRWLw+vqoKgIsrPFY8o1XZIkSdLZpNVqsdlsREdHn/L6np4e1q1bRzAY5J577mHy5MkoikJiYiLp6eksWrSI4uJijEYjBoOBTZs2UVZWxl133cWyZctCC5hbW1tZsWIFb731Fg888AAGg4F9+/axdu1akpKS+MEPfkDEpwexBQUFrFmzht27d2O325k8efLnfg9fJfD7vG3/neDwDGaOw1YwGCQQCAwK4/5dqqri9XrRarX4fD48Hs9Jo1Kkr18wGMTv96PT6fB6vaFOMBcaRVHQ6XRotdozupDg3zFc9uOCeJOTJEmSpPPAsDmtuHHjRqqqqli6dOlJ13V1dbF161Z6enpkwCpJ0r/E5/PR2NjIihUrCAaDzJ8/n5EjRw4KglRVVKUeOiQCH4MBtAYtXuzUJR0/0dTXI7Z1OqGwUAY00oUlLCyMWbNmkZiYSFJSEna7na1bt7J8+XL8fj9LliyhqKjolB0p9HqxIDsyUoSssbGwdy9UVIDbDV6vqD41Gge/rtzWWMqyF9MWlUNbZDYZ9iTimvaRe/htotoOE9FRRWn+MmqTpxLUGk6qnvV6xWu6owN27RKLxNvaREVtbKyYCStfx5IkSdLZUFtbyy9/+Usef/xxjEYjo0ePZtmyZYwfP56IiAj2799PZ2cnGRkZg4LOiIgIMjMzSUxM5ODBg6SlpREREcGePXvIysoiMTERu90e2r6oqIhdu3axZs0ajhw5Qk5ODnV1ddTU1DBjxgz0+uPzzDUaDTNnzuSZZ56hqqrqC78HVVXx+Xx4vd5BX3O5XKFA0O/34/f7B10/8P/BYBCfz/eFQcapfjdrteD3i8v5yu/343K56O3txePxnNH7HqiUdDqdtLe309XVdUEGe0Nt4PUQHR1NY2PjBRuwgghZIyMjMZvNZ30smN/vJxAIDHp/GpKfg9+PJhhEM7AfPt9XDlj9fv8FWwUtSZIkSUNp2JxOrK+vx+v1kpOTc9J1qampmEwmDhw4MAR7JknS+cDtdrN582b27t1LZGQkl112GampqSdtV1cnwh6t6idS6cbm6sdjDMdnsALic05Xl6jEy8qC9PSz/Z1I0tBTFIXs7GwSEhIoKiri17/+NevXr+epp56itLSU66+/nrlz55KYmBhqYXgig0GMFoqNhZwc2LQJiouhuVm09bXZRNCq1x+vgA3qDLTGjKQ9Kpuy7EWMKf47hftfJqynkcIDL9FnjqQhfhxerQFUFUUNoioaUBQMBnFfNpt4/R44IEYcjRghZrNmZYnQ12yW7b4lSZKkr4dOpyMtLY0rr7wSk8mE1Wqlt7eXvXv38vLLL1NWVsYtt9xCW1sbgUAAk8lEeHh46PYDbYQdDgednZ309/fj8/lobW3F4XBgNBoHVSJGRERgs9nw+/2h+3S73fT09BAdHT0oRFAUhejoaHw+H263G5/Ph06nO23Q0NHRwfr163nvvffw+XyheuC2LwABAABJREFUr/t8PmpqakhLS+PgwYNYLJZBtxuoyKyrq6Ozs/NzgwydTowX+CyNBg4fPr/HE1qt4nOHoigYDIavpcLUZDKh0Wgu2FBvOFBVFYvFgvZ8/sf8BVRVxePx0Nrait/v/1ILL87047tcLvx+PyUlJUNWzW2qqCC2owOrx0NleTn9ioL6Ff9d9Pb20t7e/jXtoSRJkiRJpzNsAlafz4ff7z/tAY3f76e/v/8s75UkSeeDYDBIQ0MDf/rTnwC44ooryM3NDZ28gOMLRHfvFpVtafomJlW9TkLDbvaNuoGjmfMAUQnn9UJurmgPfJYX2UrSsGK1Whk3bhwvvPACv/nNb3jsscfYvHkzBw8eZN26dfzXf/0XY8eODVWyfvYknkYjKlmvvhomTIAdO0TQWlMjXpMJCSL0HKAoENQa6Haksn7mz9hXeD2Tt/0BRVU5ljQJrzEsFK5aelvpNzkIaPWA8mkLMhGkRkSIMHfLFvF4WVkweTKMGyeqWQcOReQ5R0mSJOlM0el05OXlkZaWRnh4OBaLhc7OTrq7u9m2bRtdXV0sXLiQ3t5eVFVFp9OdVM2lKAoWi4X+/v5QtVJfXx8mk+mkkMZoNKLX61FVNXSfA1WnZrP5pN/JZrM5VFk60Lr0dPx+P62trRw5cmRQwBoIBEL75na7T6qmGpj5+WWqMgfGC5zq62738d/V55uBSjqLxYLVasVms30tAVwgELigg73hYKCa+EL+OQzMA+7o6KCvr2/Q+8nZ4vV6CQaDuN3uIVtwEOzrw+f3E1RV+np7cff0fOWAdaieP0mSJEm60A2bgDUxMZF9+/axZs0aMjIyBl23bds2amtrT1ltJkmS9EUaGhpYt24dmzdvRq/Xc++9954090pVweWCzZtF5VzB0ZUUHn6FqPYjaIL+UMDa0CDCmcJCUXknSZKogvj5z3/O/Pnz+fnPf862bdt49dVX+fjjj7nzzjv57//+79OePFIU8fpLT4e0NLjoIti/H9avF+26tVoRwprNn6lWURQ6IzJ4/5LHgOMr3TVBH7GN+/j2c3PYO/rb7C26mdbofHw686Dq1NhY0ea7sxNKS8VjfvQRLFgAEycer2aVJEmSpDPBaDSeNNtUVVXy8vK4++67OXDgAOvWrRtU9TlQyXXiSf+BQOKLnFgF9lW3/yJOp5Mbb7yRa665ZtDtXS4Xl19+OTExMUyYMIGwsLBB1/t8Pj755BPS09NJTEz83BD3zTfh/fdP/rpWC9deO3gB1vliYD5qXV0ddrud8PDwU3YC+XcfYyBMGqielFWsZ99AkN7X14fNZrtgWwSrqorJZMLn8xEZGUlkZCRGo/GsPb7f76e6upqqqiomTJjwuZX7XyuHA826dWiqqykcPRoKCr7y/BKXy0VsbCytra1f005KkiRJknQqwyZgXbhwIU1NTTz00EMUFxczdepUAHbs2MFHH31EVlYW3//+94d4LyVJOteoqsquXbt4+umnMRgM3HTTTaSmpp50QsfvF7MZGxshx9nOiLqPiGvcQ1t0HrvG3YaqilEoHo8IV7OyRMtRSbrQnXgSYsKECbz44ou8+uqrvPjii2zfvp1f/epXbNq0iccee4yUlJRTzlY68TyG0wmzZsH48bBnD6xeDVVVxytZIiJOON8wcMMTzgnrfX2MLHkNg7eH8bv/SsHBV6lKnUXJiKs4krMYv8EauplGI+4vPFy0Jq6rg6efhk8+galTxbmN2Njzuw2hJEmSNLTsdjtJSUkcO3aMqqoqZs6ciUajoa+vD5fLNSikDAQCtLS0EBERgcViQa/XExMTw969e0+qCu3s7MTlcqHVaomJiUGr1WKz2bDb7TQ3Nw+qLlVVldbWVnQ6HTab7QtDvYHWtSf+Th8IaLVaLRqNBr1eP+h4+8QAV6vVotfrv7By71RzVlVVHAecj7PTVVUlEAigKAoajeZrCT8VRRkU3F+owd5wMPC8D/y8L0QD3/vARafTfe7Ci6/DwOtMp9MNmk19VuXnw+9+B14vOofjXzrRoNfrL9h/R5IkSZI0lIbNx5KRI0fy7W9/m5iYGD7++GPWrFmD0WgkKiqKZcuWcfHFFzNu3Lih3k1Jks4xZWVlbN26lUOHDhEWFsbtt9+OwWD4TCWACE63bRMna0ZWvkt0ZzleYxiNsaOojxfvPc3NIvwZORLi4mR1myR9lk6nIyoqimuvvZaRI0fy9ttv89RTT7FhwwZuvPFG7rrrLmbNmkV8fPwpbz9QYaooYLeLtsFpabBvn7gcOyZmp1qtEB0tgk9FIfRiVFXwGqxsn3AHPbY4xuxdTkRHBVlHPySuaR+j9r/AgZHXcih/GX6d6dOTiuLmFouolPV4xGM0N4tFF/n5ImhNTxeBrHzdS5IkSWeSx+Ohvb2dnp4eIiIiyMrKIiwsjM7OTg4cOMCUTweRulwu6urqaG5uJiMjIxSy5uXl8cwzz9DS0oLb7Q6NwDh8+DCNjY3YbDZSU1NDYWxcXBzFxcUEAoHQPqiqyt69e3E4HMTHx39h4Ha660/19c+7r38n2Dsffx+fqur4TIefp6pUlgHr2Sd/DsKJFfmfnQt9NnzV96yvjU4n5pSo6vGVnV9hP87m3FpJkiRJkgYbNgGrxWIhPz+fsLAwRo0aRXt7O1qtFofDQVZWFsnJyYNW70qSJH0RVVXZtGkTGzZsQKfTMXv2bHJzc0/60OTxQG0tVFaqRIV5yd+9kvDuY7RG5VCVdhFeg41AQLQQHjcO4uPPz7ZkknQmaLVanE4nEyZMIDw8HKfTyV//+lf27NnD448/TllZGfPnz2fcuHGnXaE+EHparaJlt8UCSUlw9CiUlYkZrfX14vrw8ONBq6KAipbu8BRK85fR6Ugj6dhWkms34WwpIa26EUtvK1HtR9g89V58eisqx0NWo/H4gnGvVzxOa6t43IGgNSFBBq2SJEnSV+f1eikpKSE2Nhaz2YxWq8Xj8bB3715qa2vR6XRkZ2fjdDpJTU2lsbGRdevWkZmZiU6no6Kigu3bt2OxWMjIyCA8PDw011Wr1VJaWkpKSgr5+fl4PB62bt1Ka2sr2dnZhIeHo9FoSExMJDs7m40bN7Jv3z4yMzMxGAw0Nzeze/duUlNTyczMHOqnSpIk6cLS2ytWknZ1iQ8dNttQ75EkSZIkSV/SsAlYQYSsSUlJKIpCT08PI0eOxGg04na7CQQC9Pf3n/EZJJIknb/q6urYunUrpaWlxMTEcOWVV4ZW9Q9QVfF5prRUfJ4ZYSklsWkP2oCH5phCapOnoqoKPT0i6CksFC1FZfcdSfp8YWFhjB49mri4OHw+H++88w67d++mo6ODpqYmOjs7mTJlCna7/bT3oShiQXdsLERGigrTpCTxej18GDo6xMVoFBeD4fiq8y5HGl3hKbQ482mNziP52GZiG4uJaT5Atz0JTVBU7iioEFTFnxotWq0IbX0+6OkRCysOHRLzl1taxHtAfDw4HOIxZdAqSZIkfRlut5vnnnuOqVOnEhcXh9lspq2tjT/96U9UVVUxYsQIpk2bhs1mY8qUKaxZs4Z//OMfFBQUYLPZ2LBhA6tXr6aoqIicnBwcDgeqqjJq1Cjy8vLYsGEDnZ2dfOMb36C1tZWVK1ditVpZuHBhaK5gTk4O3d3d/L//9/94+eWXmTVrFg6Hg+LiYoqLi7n00ksZO3bsUD9VknRGBINBvF4v/f392Gw2OW/2NHw+H729vRiNRgwGg2wzOxSam+Gtt+DgQfjpTyEzU84okSRJkqRzxLAJWL1eL01NTZSUlLB9+3aqq6v55S9/SUxMDDU1NXR0dBAVFUV+fv5Q76okSecAVVXZsGEDxcXFeL1ecnNzueSSS07aLhAQAc2BAyo6rcqoo29h7WvBFZZAY+wo2iJzCASgrQ0yMiA7W1TNSZL0xXQ6HQkJCfzkJz8hKiqKF198kcOHD/PSSy9RWlrKD3/4Q6ZMmYLD4fjCE156vWjN7XSKhd3FxbB5s2jn2919vNJVrz8+l01RNLRF59EWlUNF5jzSj65lZMmrHM69HL9OpKN6rxtzXxum/k5cYQn0mSMBBZ1OISJCdOvq7RXzmZuaoLwcioogL08Ev1brQLD79T+fkiRJ0rkrEAhQX1/PfffdR3t7Oz6fj4iICCZMmMBPfvITpk6dSmRkJAA33XQTI0aMYPny5dxyyy14vV5SU1OZNm0aP/vZz0LbARgMBp555hmefPJJVq9ezd/+9jfMZjOXXHIJl112GZdffnloW4fDweTJk3nxxRd54IEHWLFiBf39/cTFxfHII4+waNEiEhMTz/pzI0lfh+bmZl566SV+/etf8+GHH5KXl4dZtiE6yerVq7n77ru5/fbbufbaa087ykP6GvX2ihWd27eLFZ6y5a8kSZIknTOGTcB67NgxXnzxRZ5++mnsdjuHDh3innvuITo6mtLSUjZs2EBkZCS/+MUvhnpXJUk6B3g8Hl5++WUOHTpEXl4ey5YtIzw8/KTtXC6oqhItQOOi/Iz86HV0vj4qMuZRnziRIBp8Pujvh6lTj7cjlSTpy1EUBYPBwF133cX48eN54okn+OCDD1i/fj179+7lN7/5Dddccw0Wi+XTmaifn1RqtaJ6dOZMGDMGdu4U85MrK6G9XXTUio4+HrKKfdDQHZbEvtHf4kDhtQAENaIXcHRrKQUHXiG77D12j72V4tHfwmsII6DVgyqC1rAwEbT29MCRIyJkTU4W1axFRWKRuV5/vLJdhq2SJEnSZ4WHh/Pwww/jdrvx+/2oqopWq8VmsxEVFYXNZgv9DjQYDBQVFZGUlMT3vvc9VFXFaDRis9lwOp2hCjNFUVBVlfj4eO644w6uv/56+vr60Gq1hIeHExERMagdv6IoWCwWJk6cyF//+lf6+/sJBoMYDAbi4uK+1IInSTqTVFXlD3/4A1u2bKG6uvqk67VaLePHj+fuu+8mPT39K913REQEy5YtY9SoUaF22J/12muvsWrVKo4cOcJjjz1Gdnb2Sd1Vtm/fzptvvsnatWtDX9NoNNhsNnJycrjkkksYO3bsoMUJ7777Lr/85S8BeOCBBygqKiIuLi50fSAQYP/+/fzwhz+kr6+P7373u8yePZuMjIyv9D2eKcFgUM7xHA7kz0CSJEmSzjnDJmB94403OHjwIPfccw/f/va3SU5ODl03atQoiouL2b9//xDuoSRJ5wpVVVmxYgV79+7F5/MxYcIErrnmmlNsJ9p+7tsnFo3akxU2zLyfkQdfpTT/ChrjxuDxiBmMiYkwaZKoVJMk6V8zdepURowYwapVq/jd737Hrl27uPXWW9m4cSM//elPSU1N/dLt2xRFLHi4+GLx2iwvh127YMcOsQA8IkJUmOr1J5yrUBSC2sEv4oT6XWQe/QhnawkLPryHqZt/y7ZJd3Gg4FpcYYkENTqUT28bFiYqV91uUc1aVQWffCJms158sbhOqz3+ePIctSRJkjRAr9eTlZX1pbbVaDSEhYURFhb2hdsqioLRaCQ5OXnQZ+jT0Wq12O12RowY8aX2RZK+bjU1NdTV1eHxeJg4ceKg6zQaDRkZGf/SqCi9Xk9CQgLR0dFYLJZBrW9VVcXtdnPw4EF27dqFwWBg165dREdHnxSwdnV1UVlZSVNTE9OnT8disYTuo6qqio8++oju7m6uv/760G1aWlrYsWMHVquVnTt34nQ6BwWsLS0tHDlyhJKSElpbW1m8eDG9vb1f+XuUJEmSJEmShtawCVirqqowm82DWhgNGFh5297ePgR7JknSuURVVfx+P48++ijNzc0sXLiQhQsXnjR7FUQ1WkWFqEiLigJVq6NkxFWU5l9BUKMn8Gn1qscDs2eD3S4DE0n6d4WHh3PllVcyceJEnnjiCX7/+9/zwgsvsHv3bu6++24WLVpETEzMV7pPq1VUk+bkwNy5oqJ1/XoRuprNImw93et37+gbOZY4ifxDKxi7+xnCehqYve4XTNr2GBWZ8ynJv5LK9Nn4DcffQywWSEkBr1dUwW/eDHv3wqhRotI9J0eEv/L9QpIkSZIk6YvFxcWRlJTET3/605OuMxgMoc9yfr+fY8eO4XA4CAQCeL1evF5vqKLUbDaHwlhVVenv76erqwuDwYBerx+0iK++vp76+noAFixYwKZNmygqKiIlJeWkxX56vZ78/Hzuu+8+YmNj8fv9tLe38/vf/56NGzfS3NzMtddei0ajCd1Wo9GQlJTEnj17yMnJYdy4caHrjh49yqFDh4iIiKCtre0Lnx+3243b7SYYDBIbGwsQui9VVWlpaUFRFEwmEzabDb/fT3d3Nx6PJ1Qxr9PpsFqtmM1mjEbjaR9rYHZtY2MjMTExGI1GtFotqqqiqiptbW34fD4iIyMxGo0oikIgEMDv99PZ2YnH4wl9/0ajEYfDgVarlbNdJUmSJEk6Lw2bIxyNRoOqqni93pOua21tpbe3F5vNNgR7JknSuSQQCPDWW29RUVGByWRizpw5TJky5ZQVcTU1ImB1uyEyUvm0uk1PQGdC1Wjp7VVwu8Xcx/HjRVgiAxNJ+vcoioJeryc1NZV77rmHJ598kqioKMrKyvjlL3/JL37xCzZv3vwV71NUjprNkJAACxbA974HS5eK6vPubtFCuKkJ/P7B3bcCOhOtzjx2TPgeL17/Lutm/ozusETM/R3kHXqLWesfYsrW34e2V1XxeBqNqGiPiIC0NNFCeO9eeOEFePZZ+PBDMR82EDgjT5skSZIkSdJ5S6vVYjabiY6OPulit9tDra4bGhpIT0/nj3/8Iw888ABXX301eXl5zJgxg9/85jfs2LEjdJ8tLS089dRTjBkzhoMHD4aCvwErV65Eq9VyySWXcN111/HRRx9RU1NzynNSA5XikZGRREdHExcXx4gRI7j11luJiYmhqanppIIAo9HIN77xDYqLizlw4MCgx9+zZw/FxcUsWbJkUBvv0/nnP//J97//fW644YaTWvn6fD7uuOMO7r77bl599VWCwSA1NTX85Cc/4bLLLmPcuHGMHDmSxYsX8/jjj7Nv377Pfayenh52795Neno6q1evprW1NXSdy+Xizjvv5PLLL2f79u0Eg0EAuru72bNnDzfddBMTJkxg9OjRzJgxg3vuuYfq6uqTnntJkiRJkqTzxbCpYE1NTaW4uJiPP/6Yq666ChAHsZ2dnaxZs4a6ujpGjhw5xHspSdJwpqoqfX19LF++HLfbzaWXXsqoUaNwOBwnbevziXC1vh4iPI1M3L+Sbkcq1akzCGiNqCj094sgpbAQnM6z//1I0vlqIGRNSEhgyZIlaDQali9fTklJCStXrqS5uZmqqiquvPLKk6oNPv9+RUtgux1MJvFnZqaYsVxRAceOQV2dqEB1OMScVkVRCOhMuK1Gei1R+PQWmmNHkVS7mZTaTXgNNjrD00KPoff3og348OnNoDWg0YhwV6sVoavPB2Vlov34oUOQmwv5+WJmq0YjF2lIkiRJ0r8jEIA77xQLqcaOHeq9GQLBoJhf0tEhDjpOZDKJYfSxsaLNRlOTWGV2IlUVByQJCeL/OzvFEPv+/sHbKQrEx4sVZKoq7qep6eQZkRYLREaKA6sz4Mse8z377LPMnDmTG264gQceeIAPPviATz75hJKSEhISEj53XutAJeaqVasYM2YM8+bNIyMjg7S0NA4dOkRiYiKTJ0/+3H0MBoP09vayatUq+vr6SE5OPukzp06no6CggJSUFFpbW9mwYQNz586lqamJ0tJSmpqauPPOO/nLX/7yhd/vrFmz2LJlCyUlJWzdupUJEyag1+vx+Xy0t7ezYcMG7rrrLsaOHRtqfzxu3DimTZtGXFwcOp2O1atXs27dOnbs2MFf/vIX4uLizkhVqdvt5sMPP+TRRx9l5syZfPe738VisdDa2soLL7zAT37yE2655RYWLFjwbz/WecvpFCtDx40TrztZ7StJkiRJ54xhE7BOnDiRzs5ONmzYEGpjsnLlSoLBINu3b8fpdDJnzpyh3k1Jkoax/v5+9u/fz+bNmzGZTCxcuJCsrCy0Wu1J27a2ivmJfW1uMvpLGbv3b3SFp9IYN4Y+s54+jxa/X5wrGDVKzl6VpK+DRqMhPj6eq666Co1Gw6pVq9i+fTsfffQRXV1dqKrKwoULCQ8PP+Xr+HQUBYxGUb0aHS3+TEkR7cDLy4+fl9TrxblIoxE0GgVV0dEelUNHRCZtUTm0OvNR0XAseUrovuMbdhPbtI8eayxt0Xl0OlLxGWwYDOJ9wuMR7cc7O8W5yPp6cSksFOcyIyPFY8rzJpIkSZL0r2luPjkPvGAEAmI2wbp1Ihg9UWqq+OBy5ZXQ1QVvvikG1H+GYrPB//6v+J+DB+GDD0RrnxNpNHDTTeIAxu+H3bvh1VdFwHuigfkMnxNIfhmNjY0cO3aMn/zkJ4O+rtPpmDFjBhMmTCA8PDz09bi4OMaMGcPMmTOJjY3FYrGEWv6uX7+e1NTU0z6Wz+ejsrKSlpYWYmJiyM/Px2g0Mn78eOrq6jh48OBJAavP56OkpIT/7//7/7DZbKGAdd++feTn5zNt2rRTVqIajUaKioro6+tj27ZtzJ07l927d+P1eklOTiYmJuZLhcqRkZGkpKQQHR3N5s2bKSoqQq/X43K5QhWpmZmZpKSkoNFoiIuLY+rUqZhMptBxtNlspqGhgaNHj7Jv3z5iYmLOSMB64MABjhw5gtFo5LLLLiMrKwuDwUB3dze9vb388Y9/pLy8nEmTJp1y4bOEWMgwZgxkZ8s5I5IkSZJ0jhlWAavP5+P555/n+eefJz4+nldeeQWv10t2djYzZ85k5syZQ72bkiQNU6qq0tHRwYoVK+js7KSoqCi0YnfwduLP8nIReli7GhjRuYXkY1txdFShCYiWUC6XqEhLSYGsrLP93UjShUNRFMLDw/n2t79NSkoKTqeT9957jw0bNlBTU4PRaGTKlCk4nU4M/8JKB6MRkpJEq+/8fCgtFTNaKytFEOrzifOGer24aDSARktTTCHNMSNBZdBJjqyy9yja+yzd9iQq0+dQlTabtqgcemyx+HVmjEYFo1Hcr9sNjY3iUl4Oo0eLitaBghCTSbzPSJIkSZIkfSnBoPgQs2+fOMA4UU8PREWJv3u94uBj586T7kJxOI5/KGpthZIS0XbjRBoNLF4s7sfnE4+1c+fJAWswKKru/k09PT00NDTg9/sHfX2g40lhYeGggLWgoIAxY8aQn58PwJQpU/jkk0/o6Ohg69at3HDDDad9rP7+fnbv3o3BYCA+Pp74+HgURWHKlCm89dZblJaW4vF4MBgMofAzGAzS0tLCJ598gsFgIBAI0Nvbi6qqTJ48maSkJLxe7ymPVceNG8f27dvZs2cPXq+XLVu2oNPpGDlyJGaz+Us9P0ajkdTUVFJTU9myZQu33XYbJpOJzs5Otm/fTlxcHMnJyURGRqIoClFRUQSDwUHPq8FgwGw24/f7OXToELNnz/5S7Ym/yMGDB6msrMRisWCz2WhqagLE6J7k5GSampqoq6ujra1NBqyno9eL1254uFzZLUmSJEnnmCELWFVVpauri7CwMDQaDYqiMH36dCZNmsS+ffsoKSmht7eXnJwcioqKiI2N/cqP4fV68fl8BAKB0GwInU6HyWRCq9WGDpYHZlj09fXh8/lQVRWNRoPBYMBgMAxa1RcMBvF6vXi9XoLBYKjN4cCB8Yn36ff76evrIxAIhO5Pr9efdBDr8Xjwer0EPh3UNrC68LP7GAgE8Hg8+D5tBXSq70WSLlRer5eamhqee+45NBoN3/nOd4iLiztl1ZvfL85JdHYEGdm+nxEV/8SvM1Kavwy3LRZfUIvbLcLVUaNEm1FJkr5eWq2WuXPnkpeXx/jx43n44Yc5evQoN910Ez/72c9YunQp6enpX6ll8Il0OlE9OnUqFBVBcbEIWisqRMc7rVZ05zKbT6guVTTwmYeyu+oAhbimfcQ37Gbc7qcoz7yEHRP+k6bYUfh1JoIaHXq9BodDnCfp7RWFIZWVEBMDeXkibM3PF0GrVitnPEuSJEmS9CXo9bBsGcyYcXKLYLP5+AeX6Gj4r/+Cm28evI2qEjxxZsGMGeLApK9v8HaKIuYb2O0ijF20SBy8fJbVekZmqaSkpDBx4kTuvffez+yGgsPhGBSuAuTm5uL8zOMmJycTFxdHVVXVSXNKB6iqSk9PD2+//Tbjx48nOTk59PXZs2fz0ksvUVpaSl1d3aA2w3q9nvHjx/Pggw8SExNDIBCgq6uL5cuX88EHH3Dw4EEyMjJITk4+6Th1+vTplJeX8+GHH1JbW8sHH3zArFmzmD59+ld6jnJzc6mpqeGhhx7C7XZjtVppbW1l9erVXHzxxTidTjQaDcFgELfbzXPPPcfmzZspKSmhpaUldD4pNjaWxsbG0z5HX9VA1e/evXu56KKLTrq+r6+Prq4uWlpayMzMPCOPed7p6RHV5C0t4jUZESE/GEiSJEnSOWLIAtbe3l4yMjLYvXs3SUlJvPDCC6iqynXXXcfUqVOZOnXqv/0Yb775JitXrmTnzp3U1dVhNpuZPHkyP/vZzxgxYgRmsxlFUUIzKu677z5WrFhBT08Pubm5XHnlldx6661ER0cD4qC7qamJZ599ltdff50jR44QHh7Oddddxy9/+ctQyKqqKi6Xi40bN/LTn/6UkpISYmNjueaaa7jqqqsYP378oOD01VdfZfny5ezbtw9FUSgqKuLhhx9mwoQJqKqKoij4/X6Ki4t5/PHHWblyJR6Ph9mzZ3PfffcxZswYrFbrv/18SdK5SlVVysvLee2112htbSUlJYXrrrvupBWyA58hy8rg8GGI6GtgRM92kuq20meKYPukO1EVDe3torIsNxfk6GdJOruSkpL41re+xYwZM7j11lvZuHEj9913H+vWreOWW27h8ssv/5dDVhDnKiwWmDJFFFzU1IiwddcuMatVVUUrX5ttcBvfgYd7+/Jnia/fxciSf5BdtoqYloMUHniJwgMvcTT9YnaN+y7VqTNx2+JCt7NaRccvj0ecN/nkE9i0SSzimDkTJk0aPLpMnk+RJEmSJOmUFEXMWD1VqHniai2jEdLSTp6Zqqqi6nQgUI2IEJdThW0nBrFO5/Hq2NM95r/BYDAQHh5+ytmpiqKcsQXlHo+HhoYG3n33XQKBAK+88kpoAfzAeZysrCxee+017r333tBiXY1Gg8ViISUlhfj4+ND2eXl53HXXXezatYuXXnqJH/3oRye13Q0PD2fEiBHk5OTwX//1XzQ3N5OVlcW4ceNobW390vuenZ1NT08Pqqqybt06CgoKqKioYOfOnaHgF8S5tgceeICNGzcyatQoHn74YRITEzEajbzwwgvs3LkztGj/VBRFCX0Pnw1hfT5fqHhhQF9fH9HR0Sxbtox77733pJ+Vqqo4nU6iTvXvRxIaGuD558Xqz2efFSs05TwRSZIkSTonDGkFq9frxeVyEQgE2LJlC8FgkG984xtnLCw8ePAgMTExPPjgg2RmZuLz+Xj44Ye54YYb+Mtf/sK0adPQ6/W0tbXxwAMP8O677/L4448TGxvLO++8w8qVKzl06BDLly8HRPXqD3/4Q44dO8b8+fN57LHHqKur4wc/+AF6vZ7/+q//IjY2FpfLxSeffMKtt97Kddddx1NPPcXOnTt5+umnqa2t5Yc//CHjx49HVVVWrFjBz372M5YtW8Y999xDIBDgtdde4/LLL2fPnj04nU60Wi0ffPABf//736msrOTFF1/Ebrfzi1/8gvvvv5/vfe97XH311WfkOZOkc5HX62XXrl38/e9/R6/Xc99992Gz2U75QVxVYcMGMR9xfNUqcurX0WeKoCx7EW1ROagotLWJ4GXkyMGhhyRJZ4derycrK4v33nuPhx56iCeffJIPP/yQAwcO8MEHH/Dzn/+clJSUM/A4kJEhRpZdfLFYOL5+veiSV18vQtaICBGQnqghYSxNcaPZOukHJNbvYMzeZ8k9/E/Sqz7GbXHS6UgPBawnMhjEPNhAQJzXrK+Hv/0N3n8fJk4Uo5dSUkRVqyRJkiRJ0kkGAs0vE76cag6BqooDkRPv78vc15fd7t+gKMopuw+dSnV1NR0dHYO+1tTURFtbWygAPZXa2lr27NlDWFgY3/nOdwj7zEFXVVUVDQ0NrF27lrvvvntQWDoQPA7so6qqWK1W9Ho9gUAAl8t1yqpQRVFIT09n7NixPPHEE0yePJnk5OSvPPrCYDAQFRXF+PHj2bZtGx0dHbS1tRETE0NOTk7oPJrP52Pv3r1kZ2czdepUpk2bhtVqxefzodFoTrufA/R6PTabDYDu7m76Txh4fOzYMdxu96DtY2NjsVqttLe3k5mZecoOa3q9Hr1e/5W+3wtKMChWYvb2ntyGW5IkSZKkYW3IAlatVsuYMWP40Y9+RF5eHjt27EBV1UGVoJ+VmprK7bff/qUf484770RVVcxmMwaDAVVV+dWvfsX8+fM5dOgQOTk5OJ1OGhsbeeONN/jZz37GnDlzMJvNREdHYzabef3119m3bx+FhYVs3bqV/fv3c+WVV3LjjTcSFxfHiBEj+N73vsfy5cu5/vrrcTqdlJWV8fHHH5OcnMz9999PeHg4mZmZNDY2snfvXlatWhUKWJ999lmmTp3KlVdeSVFREaqqkpqaytq1a3njjTe46aabUBSFnTt30tjYyF133cWMGTPQarX84he/4O6772b37t1MnDiRtLS0M/TTkaRzy/bt21m7di09PT2kpaVx5ZVXnrLCTVWhrg4OHIBYbSu5zRuIbd5HZ3gqxaO/jYqGtjYRqhQWiqBDVpJJ0tk38Nq1WCz88Ic/pLCwkL/85S/s2bOHFStWcOjQIR544AHmzJlzUpXAV3uc4xe7HcaOhZwcOHJEVLVWVIiK08ZGsdgiMvJ4FUVQq8Fti+Voxlwa4sexfeKdjNr3AgdHXE2HQ1Rf6Hy9RLRXkFC/k9L8K/Aaw0DRoNWK0NZoFC3LOzvhww9hxw5RbJKfLy6fdq2T70OSJEmSJJ3XBkYinRjmwfHjLp1ON+iY7/Dhw5SXl5OVlYXdbqexsZHy8nJcLhczZsw47fFhbW0txcXFZGRksGzZMiIjIwddX15eztq1a3n55Zdpbm4OVYUO7J/X6w3to8/no6amho6ODrRaLVFRUaettE1MTGTixIls3LiRefPmkZqa+pWrcjUaDWFhYUyaNInNmzfT2tqKwWAgNzeXqKioQQFmb28vBoOBsLCwUIhcUVFBU1MTvb29n/s4er0eq9WKw+GgoqKCzMxMIiIi8Pl87Nix46Sq26ysLMrLyzly5AhlZWWkpqZisVhQFIW+vj6ampqIjY0NdYaTJEmSJEk6nwxZwKrX67n33nt55513aG5upqenh2AwSGVl5WlX8n12dukX+exMDlVVCQ8PJxAIhFYfut1uKisr6ezs5OKLLyY8PBytVkt6ejrZ2dloNBoOHDhAYWEh+/btw2w2k56eTlJSUmgV3sUXX8xvf/tbjh07RmpqKk1NTVRXVzNmzJjQAbnRaKSwsJBDhw5RWloamtG6e/du7rrrLpKTk7FaraiqSmJiIoWFhezatYtvfvObtLW1UVdXh9FoDK0+BBg9ejTR0dG0tLRQU1NzyoA1EAjg9/tD811BtHD5bFsXSTpX9ff3s2nTJjZu3Ijdbufqq68+6YPygEAA9u+HtjaY17GW+K7D+HVmmmMKqU8Yh6qK68aMESGHnL0qSUNn4KST0+lk3rx5hIeH88477/Dee++xe/duHnzwQaqqqvjGN75BeHj4GQlaTSZxMRpFm+C6OjE39ehRUW1aUyOCUbtdVL9qNDq8ehs+vZU+cwR95ii6wpPxGMWcMEtvKwUHXyHnyCoyj35EdcoMapOn0hmRgdcYhl4vZsM6HOD1isvhw1BbK96rcnNhxAhIShLVrzJolSRJkiTpfOTz+ejp6aG+vv6k6/R6PTExMRiNxtDXiouLiY+Px2AwUFBQwNtvv822bdsIDw9nyZIlpzwuDAaDoZa6c+bMITMz86TZrjExMTQ3N9Pd3c327dsHzRT1eDw0NjYSDAZDFavPPfcchw4dwuFwMGnSpNMej8bFxTFv3jwmTJiAzWZDp9N9bpve07HZbMyZM4ennnqKI0eOkJOTw6JFiwY9rkajIS0tjdLSUuLi4kJzYZ944gn27t37hcGuVqvFarUyatQo1q5di8ViQa/X09HRwWuvvUZlZSWpqamh7SdPnhxqu/yb3/yG66+/nqSkJHQ6HceOHeO9995j2bJlzJkz50tXKEuSJEmSJJ0rhrSC9eKLL8ZgMNDW1kZrayvBYJC5c+eetoI1Njb2X348VVUJBoOsXr2aiIgIEhISsNlsuFwuGhsb0Wg0pKSkhA5MTSYTDocDm81GbW0tINqhhIeHEx4eHlodqNFoyMzMxO/309zcTF9fHy6Xi46ODsaMGXPS/huNRurq6vD7/bjdbtra2khMTMRisQDihLJeryc9PZ3y8nICgQCtra24XC4sFguJiYmh+wsLCyMqKor+/v7Tzu6orKykuLiYsrKy0Nf6+/tpa2v7l59LSRpODh48yK5du2hqaiInJ4fLL7/8lHN6AgHo6RFVaVot6PUqfWEx1FsdVKfOpM8UibtHdL4qKICYGBGgSJI09GJiYrjooosIDw8nIiKC999/n40bNxIMBunr62Pu3LmkpaWd9vjhyxp427DbRZvemBhRRZqeLmY3l5eLRRidnSIYNRpFIKvTKfgMNhrjiwbfnxrE4HUT3l1DdGspke0VxDUV0xxTSItzBK1RufSExWMxg9ms0N8vOoO5XOL9qrFRhLw5OSJkjY4W+yXfmyRJkiRJOp8cOXKEf/7zn/ztb38b9PWB8y0vvvgio0ePDn399ttvp729nSeffJK9e/cSHR3NlVdeycKFC8nOzj5liHj48GH27dtHQ0MDl156KSaT6aRtzGYzycnJTJgwgZdeeomRI0cC4hzKmjVrWLduXWixvsViIT09nSuuuILZs2czderUzw0vB6pc4eTZpl+WzWZjxowZOJ1OKisr8fv9LFu2bFDAarVaefjhh3nwwQd56623ePLJJ3E4HNx6663odDoaGxu/8HEcDgePP/44P/vZz3jyySd59NFHSU1N5b777uOJJ56gu7s7tG1kZCTf+MY3GDVqFI888gj33HMP3d3dKIpCXFwcM2bMwGQy/VuLISVJkiRJkoarIQtYFUUhLCyMRYsWAWK2QzAY5KabbgrNeziT/H4/FRUVvPTSS0ydOpXs7GxsNhsdHR243W60Wi1ms3nQAbFer8dkMuFyuQBwuVyYTKZBrVcURQnNenS73fh8Pnw+Hx6P56Tvw2w2o9Pp8Hg8eL1e3G43wWAQq9U6qDp34LkZmI3R29uLz+cL7c+JLBYLPT099PX1nfL7bmpqYvv27axfv37Qc3HiAbEknav8fj8ffPABJSUl2O12xo8fT1FR0Sm39fng2DHR+tPhgCb7eA6p3aBoOJY0mWAQ2ttF1Vp+vpyBKEnDjc1mY+rUqaSmpuJ0Onn22WfZsWMHdXV1tLe3s2DBAnJzc3E4HF+55dqpKIqoVrVaRbiZnw8lJbBnj6hkdblExanfL6pLDYbjo84GHt5jtFOdOgtLbytxjcVEdB4lrnEPblssdQkTKc+cT03KDFqd+SgKmM3i4veLoLW1FZqbRVVrTg5kZ4vW5VFRopW5rGqVJEmSJOlcd8cdd3DNNdecNNsTxLkRs9lMRkbGoK9HR0dz0UUXcfPNN+NyuTAYDMTGxhIVFRUK8iIiIrj66quZOHEi2dnZqKrK97//fa699lpGjBhxypmgiqJQWFjII488gkajISkpCafTyc9//nP+4z/+Y9B2A+eQnE4nERERgwLEBQsW8M477zBixAisVuspRteoaDQawsPD+ec//0laWtpJHdhOR6/X87e//Y2+vj7CwsJITEwcdP9arZbExET+53/+h66uLrxeLzqdjsTERPr6+vB6vVgsllDnuIkTJ/L3v/+dxMTEUCconU5HZmYmDz30ED09Pfj9fkwmE+np6WRkZOD3+8nKykKj0YTOX+Xn5/Pggw/S3d2N3+8HRCc3h8NBXFzcl/reLlgD7XMyM8XqTUmSJEmSzhlDFrB+1ve+971QO9uB4PGztFptqNLzq/D7/TQ2NvKb3/yG1tZWHnvsMdLT00PXDxyMDqwiPPH/Bw58QayeHPjaiU683YmXz34PA7cduH7gfoPB4En3GQwGQ9cPbD9QhXvigfvAY5zuZPKkSZMYO3Zs6AAXRJg9b968L3zeJGm4a25u5t1336WiooLp06dzzTXXnLLtkKqC2w1790JXFyQmQrc2kz3OzND1Pg90d8OiRRAbK4ILSZKGF61WS0pKCnfddRdjxozhzjvvpLq6mkceeYQdO3Zw8803M3/+/NCJrDMRtIrHFaHmjBkwbhwcOgT79ongs6FBBK1RUaLyVaMRF4B+cySH8pZyKPdyUmo2MGr/i6RVryfMVUdO2Uqyy1dxOGcJb3zjFVRFK96MUNFpwW7XEBYG/f0iZP3kE9i+XYS9hYWilXly8kCr4uNtjiVJkiRJks4ViqKQnZ1Ndnb2V7qdwWAgOTmZnJyc025jNBpJSUkhJSUl9DW73U5ubu7n3rfD4RjUjcxqtZ52BM3pxMfHEx8f/7nbDHQvmzlzZiio/CID20yaNOlztzGbzYwYMeJL7WtUVBRTpkwZ9DWNRhNqE/xZpwqCdTodYWFhFBYWfqnHlD4jPBymTBEH95GRxz9MSJIkSZI07A2bgFVVVRoaGti+fTvbt2+npaXlpIAyOzub+++//yvdJ8ChQ4f43e9+x8cff8zq1atJS0sLhTBGo5GoqCi8Xi+dnZ2hyhdVVenv76e7uzt0AOl0OtmzZw/9/f2hoFRVVZqbm1FVlaioKEwmE2azGZvNdlLb3q6uLnw+HzabDbPZjEajQafT0d7ejtfrDe1zIBCgpaWFmJgYNBoNDocDk8lEe3s7LpcrNCdEVVU6Ozsxm80nzQ4ZoNPpTppdq6qqnH0hndMGXtvPPPMMlZWVREdHM3ny5EEzck7k9YpWm1u3qkQ4QKsBBUAFFQWvV1SvxsTAtGly0agkDXcGg4GLL76YtWvXcs8997B69Wreffdddu3axbJly/j1r3+N3W4P/a4+kywWGDsWRo8W7YIPH4YdO0TgWlcnKuQjI8V2goKiUahJm0VN2ixs3XWkV60jv/QNkms3U58wEfXTfdQE/Rj7O9EE/bhtcSiA2QSpKRAIKnR3Q3W1qKT94AMoKoLJk0Vlq812/FyMDFolSZIkSZIk6RzhdMKSJUO9F5IkSZIk/QuGTcD6z3/+k2effZZ169aRn59PTEzMSSdFB1r1fhXvvfcef//73ykrK2PVqlWkp6cPul+Hw8HIkSPRarWsW7eOxYsXYzQaaWlp4ejRo3R1dTFhwgQAxo8fz3PPPUdNTQ0ulwu73Y7f72fNmjVYLBaysrIIDw8nNjaWlJQUNmzYMGhfDhw4QE9PD/n5+YA4QTxmzBh27drF1KlTQ21T+vv7WbduHbfffjsGg4Hs7GwSEhKoqKhg69atLFiwAICjR49SXV0danksSReS1tZWnnzySZqamrjllltCs1dPpblZVK+21Xv5Zu9TxBw4zJ6i79AWlYNPb8HrFdWry5aJ6lW5YFSSzg1xcXEsX76cN954g2effZa1a9fy9NNPs2bNGp544gmmT5+O0Wj8Wh5boxHnQqKjYdIk0TZ4xw7YtUtUtfr9or2w0yna/g7oCUvgQMG1lOZfgcHjIqjVAwqqCknHtjBx+59Irt1MZfpsikffSFXabFRFg0YjwtvwcDFTuqtLVLVu2SIWuxcUiEtmpmxxLkmSJEmSJEmSJEmSJElft2ETsG7ZsgVVVfnd737H/PnzT1lhafiKPTtfeOEFXn31VTweD7/4xS8IDw+nra0NEPNQB+apxsXFsXTpUh5++GHsdjtOp5NVq1axdu1axowZE2oPM23aNPLy8nj//ffx+/1ccsklNDQ08Oijj3LllVeGKk5zc3OZPXs2b7/9No888ghXXHEF+/btY8WKFTidThYvXhwKgm655RZ++9vfEh8fT2dnJ4FAgDfffJPe3l6uvPLKUKXruHHjOHToEI8++ih2ux2bzcavf/1rdDodRUVFg1oeS9L5zu/38+STT9Le3k56ejrTp0+nsLDwlAHrwOzV/cVBIjWdTN35GDZ3E50R6fSbI6jXp9LTI4LVqVOPt9qUJGl4G3i9GwwGLrvsMvLy8li1ahV/+tOfOHr0KN/61re47rrruPnmm8nJyfnKxxBf/PjH/67XQ2oqxMWJKviKCigthbIyUdUaDIqgVbQQVkCjxa+YCGgNoepVRQFHRyVhrnrCehrIL11B5tHVtETncShvGRWZ8+kKT8GnM6PTQUSEuL/+fmhpgdWrYfNm0QJ99GhxSUiQ72mSJEmSJJ0/YmNj2bdvHwkJCdhstqHeHUk6M8rLYflysSr8N7+BnBzQDZvTtZIkSZIkfY5h8xu7p6cHu93OxIkTSUxMPCP3uXbtWrZs2YJGo+H//u//sFqtoeuuuuoq5syZQ1paGpGRkdx55508+uij/N///V+opWB+fj5Lly7F9Gm/UKvVyh133MG7777LmjVrWLNmDYqiMHr0aG677TaioqJQFIXw8HAmTpzI9773PdauXcu6detQVZX09HTmzZs3aJ7HokWLKC8vp7i4mK1bt6KqKgaDgZ/+9KekpKSg1WpRFIVp06YRCAR47bXXePDBB0Ntfr/97W8zffp09Hr9GXnOJGm48/v9NDU18eKLL+LxeFi8eDGjR48+bZVaUxMcPQquY51M7nofR1c1fSYHjbFjcJuj6O8RYw9HjxYtgiVJOrcoioLNZiM/Px+73U56ejrPPfccH374Ia+99hoVFRUsXryYuXPnfi2LkQbCS71eXEwmEXymp4v3n4qK47Nau7rAaBTtfM1mBZ1u8GKy6rRZ9FmiSKjfSUrNJpJrN5FUt52wngZyjvyTFudIKtNnU5a9CEWrQ6sV82F1OrGYxOcTlbSNjbB/vzg3k5kp5rY6HPI8jSRJkiRJ5zaDwSDnfErnH49HrMosKxOrJyVJkiRJOmcMm1NtSUlJaDSaUIXpmTBz5kxiY2NPeV18fHwoODUajYwdO5Ybb7yRAwcO4PF4cDqdFBQUMHHixNBtFEVhypQpGAwG9u/fT2trK0ajkTFjxlBYWBgKOfV6PYmJiVx99dU4HA6am5ux2WyMHj2awsJCIiIiQvc3sN3u3btpaGgAIDExkfnz52MymUIVOvHx8cycOROdTkdpaSmBQICMjAwuuugiEhISzthzJknDXW9vLx9++CFlZWUkJCQwZ84cUlNTT1m9GgyKsKG6MoCpq5nx1a+jDXipTL+YtqhsXAErPp8IHsaMEcGHJEnnJrPZTEZGBk6nE7PZTFRUFGvWrGHdunW0trZSU1PDxRdfHPo9fqZnsw7Q6cR7it0uKloTEkR165Ej4v2ovR3cbujtFdvabDBQXNvlSKPX4qQtKpfmmALqEscT31hMTNM+Ums2EOaqx211Upa9GFUV4a4OP1qzlqBJwecT99vfD5WVorL16FHRQjgpSexLdPTxFsKyslWSJEmSJEkaSqqqDvUuSJIkSZIk/cuGTcCalpZGXV0d77//PjabDavViuYzgxBNJhPJyclf+j5vvvnmL7WdoigYjUYuv/xyLr/88s/d1m63M3v2bGbPnv2525lMJvLy8sjLy/vCxx83bhzjxo373G20Wi1JSUlcffXVX3h/knS+8vl8NDQ08OKLLxIIBJgzZw6FhYU4HI5Tbt/TI8KFzppuUtylZNSux68zc3DkNfSbInB1Keh0otJMjjGWpHOfRqMhPDycZcuWkZ6ejsViYevWrezbt4/y8nIqKirw+XyMGTOGqKiok44zzuy+iGrWpCRxyckR70eHD0N1tQg/e3tFBb3ReLwCVtVbaY/Kpj0yk7LsRaRVrSOr/ANimvfjM1jxGO2oGi2KqqIJ+Eiu2YTH5MBtddJvcmB0WAmqCr29IsxtaxNdx5xOyMiArCxISxOzXC0WEfLKoFWSJEkaTmTeIkMnSZIkSZIkSToXDJuA1ev1cuTIEQ4ePMiWLVvIzc09qe1tRkYGd9999xDtoSRJQ62zs5Ndu3bx8ccfYzKZuPXWW4mLiztlJZqqQlUVVB5VsdaXMbl9JQZvD00xoziaMZdexUJfn6jsGj36eEWXJEnnPkVRKCoq4rHHHuPFF1/kH//4B9u2beONN95gw4YNPPjggyxatIiIiAj0ev3XGrQOvD05neIyZoxoHVxWJtr4DrQPtlhE1avJJMJZjUaDT2ehLGsR5dmLiGgvx+jpxmMMD923raeRK978Fm1RORzNmEtN8nRanfn49Ga0FjM2qwafX6G7W1TPlpWJOa3Z2TB2LOTmimpbo1EErXJeqyRJkjQc/OxnovPDhUZRFPR6PYqi4PP58Hg8px2DIknnC6/XSzAYRFEUtFrtF99AkiRJkiRpGBk2AWtDQwNer5fsT8vIjpziE9XX1c5PkqThT1VVSkpKeOKJJ1AUhaVLlzJ27FgsFstptofdu6G1rp+Cxt2MPvI6fp2JLVPuxq8z0tqkYDKJgKGg4Cx/M5IknRUWi4XbbruNuXPn8s477/CHP/yBqqoqvvOd7zB//nx+/OMfM378eOx2O3B2jjOMRkhJEYs7Zs4UC0F27YIdO8TsVL8fzGaIigKrVQSeqgrtEVmDwk9FDZJxdA0mTzfpVetIr/oYr8FGW2Q2B0dezb5RN9Bji0Ov0xIVCZGRCn6/mAO7a5e4OJ0wYoS4ZGeLFsInkoddkiRJ0lDo6oK+vqHei6Gh0WgwmUz4/X66u7vRaDRndLSBqqoEg0H8fj8+nw9VVeV5liGgqip+vz/0c9BoNBfcz2Hg36LL5UKj0aDT6b7WRY+SJEmSJElfh2ETsN5777388Ic/HOrdkCRpmCovL2fNmjVs3rwZq9XKgw8+GJqjfOrt4cAByKz+mImdH6Lze2h2juBAwbX4VS1dXTBxIhQWyupVSTrfpaWlcccdd7Bs2TIef/xx/vCHP/DRRx+xadMmFi5cyI033sjChQvR6c7uYZFOJ1r2ZmbCokXH37dKS6G2VrQQjowUQahePzjwVBUNe0ffSGPsKPIOvUV22XvEtBwkvnEPcU3FzP7451Smz2HjtP+mMX4s/cZwdDoR3EZFgdcr2gdv2AAbN4pK1sxMmDTp+PuiLCKQJEmSpLNnIGCzWq309PTg8XhwuVwYjcYzGr4Fg0H6Pk2wZcXg0FBVlUAgQH9/P4qiXLDB4sC/RbPZjNFovGCfB0wmMbfI5RJtbSRJkiRJOmcMecB655130t/f/4XbKYpCVlYWP/7xj8/CXkmSNJwEg0E++ugjVqxYQVhYGNdeey3p6emn/AA2MK5o0yYRHuiSJnAw3EuPM53m2FEENXoa6iAiAkaNEp9jLrDFwpJ0wVEUBZ1OR2JiIvfffz+XXHIJ//u//8vOnTt599132b17N6+88go/+tGPGD169FmpIBhUjaqAzSaq6XNzReVOTY0IW/fsETNbFUVUtNrtn1a2AigammML6YjMYve47xLRXk5a1SfklK0koWEXybWbAPBrDSgKKEE/Bm8PHmM4BgPExipER4PPJ8Lc4mLxmHFxoqo1J0fMa42OFmGwJEmSJElfv4iICLRaLd3d3XR2dp7x+x8ItUwmkwxYh9BAwGqxWC646tUTaTQa7Hb7hf08JCXB7bdDfz/ExspVjpIkSZJ0Dhny02V9fX1fKmAFvvR2kiSdX4qLi9myZQvV1dXEx8dzyy23oNPpTjt7tbZWzDY0mQBbBLWR02mNGYnHGIbXp9DTA7NmieBALhCVpAvDwFwnh8PBxIkTeeSRR/joo49YuXIlBw8e5MMPP6SmpoalS5dy3XXX4XQ6T5oF/3XSaMBgEJWqRqOoIE1JgaIiUdlaWSlaCLe3Q0sLmM3Kp/NTDQRNBjzGMPrMEXQ60qnImk9My0EcHZV0RqQT1BoACHM1MG3Tb9AGPFSlXcSxpMm4bPHozGb0etGa2O+Hzk4xq3X/flE9m5wsKm1TU0XYqihyYYokSZIkfZ3sdjs2m41gMIjP5ztj9xsMBunv72f79u2MGTOGsLAwGbIOgUAgQGdnJ7W1tUyaNAmDwXDBVm8OfO8XbLgK4kOA0yn+fiE/D5IkSZJ0DhrygHXp0qX4/f4vtW1kZOTXvDeSJA03fr+fDz74gL1792Kz2ZgxYwYFpxmaqqoQCIiKr5bmIM4YBb1JR68mmj5LNMEgtDdDeDiMHg0xMXJxqCRdaBRFISwsjAkTJuBwOEhOTmb9+vVs2rSJzZs343K5qKurY8aMGYwdO5bExMSz2jpYUUS1aFiYqGqNjhYVpVlZUF9//NLaCh0dIpg1GsFk0hA02PBF2OhypNIWlYutpwG3NRZVo0UT8GF1N5FzZCUGXw9R7WWkVq+nLSqH9sgs2iOz6HSk4zGb0WrF7DuXC3p6xONVVIigNSMD4uNFm2GbTQTCkiRJkiSdGSeGTBqNJnQ5U4LBYGgGq16vx2g0yoB1CAQCAfR6PX6/H4PBcEG3xx34vi/ogLWtDXbtEgfdixaJsPVCfj4kSZIk6Rwy5AHrkiVLhnoXJEkaxmpqali7di01NTUUFhZy+eWXY7VaT7ltMCgqr3btAmf3UdJ1nfhUJ70WJz6dJVSZNWmSCAlOczeSJF0AFEUhJyeH5ORkCgsLSU5O5r333uPw4cM88cQTlJSUsGDBAiZNmkRGRgaxsbFn/cSPoogF7YmJkJAAeXni/EtNDRw+LKpaOzpENzG/X4SdWi3o9QqqOYpec1To3IyiBglqdLQ48wnvriWm6QCp1Rtw2eJoiSmgPn4c9QnjaIodTUdEOmFhmlDrYLcbysqgqko8bkaGqGaNixMzYm028X6q1cpzQZIkSeea3t5ejh07RllZGR6PB51Oh91up7CwkPDw8LM+n/zLKi0VIz/y84d6T74+A8cdZzIAHZj3qaoqGo0GrVYrA9YhoigKqqqGfgYXasAqAd3d4iTGgQMwdapYySj/PUiSJEnSOWF4flqSJOmCp6oqqqqyYsUKDh8+jNFopKioiHnz5p1mexEylJaqVJSpfLtpORkHtlOeu5gj2UtosWfidosAYto0cDhk9aokSWA2mykqKiI/P59Fixbx61//ms2bN7Nu3Tq2bNnC2LFjue6661iyZAkRERGYTCbg7K+yH5jBarWKStJJk+DoURF4lpSIBe8dHWKhidUqKvW1WnFuRqMBv9ZIc0whK654kcyKD8k58g6JdTsw97WTUrOR9Mq1+HQmPpn5M7ZOuRtV0WDQBjDaAkRaVXyKgW6XQk2NCHbNZjEiKj1dzGrNyhInugdCXo1Ghq2SJEnDnd/vp76+nhUrVvD888/T3t6O2WwmMzOT++67jwkTJhAWFjYsK8veeguam8/vgFWSpAtEX59Yzbhrl1jZKEmSJEnSOUMGrJIkDVtdXV389a9/pb6+niuuuIKlS5diNptPua2qioWfn6wDQ38XEw8uJ7y3kc6oTGqSpuE1ifmFEyaI9sAGw9n9XiRJGt5MJhPjx4/njTfeYOXKlfzhD39gz549fPLJJ2zdupUnn3ySBx54gHnz5mH49A1kqE44K4oIMnNzxWX+fKirE7NaDx0SVT0VFSLkjIgAu13MpA4qWvpMERwYeQ0HRl6Dzd1ESvUGMo9+SGr1esJ6GuhypAHi+zL1d+DorELv66U+YQIRdgOOcIVAUKG7GxoaFMrLYc0a0cls3DgYOVKEruHhotXxiU/RMDw/L0mSdEHbtWtX6Hfeb3/7WwoKCqivr2flypVcffXVvPXWWxQVFWGz2YZ6VyVJkiRJkiRJkoYdGbBKkjQsBYNBHn30Uerq6khISGD+/PnMmjXrtNu3t4vZq0cOeLml/hHC+lrodKRyNP1iqiKLcPeIE/6LF8uZgZIkfb4lS5Ywf/581q1bx0svvcSbb77J7t27ufzyy5k8eTJ33XUXF110EXFxcUO9q4CYwZqRIS5z5ohW6AcOwN69InStrRUthE0m0XEsPFzczm2NoXTENygdcQV6Xy+Ojko6IjJRFdGSLLVqPWP3PE3G0dX0WqI5krOEkvxvUJs8FW24FYdDQVXB6xWti1euhPffF3NjMzJE+JudLQJX+b4rSZI0/GzZsoUDBw5w2WWXcdlllxEWFkZ+fj4ZGRl89NFHrF+/HrPZzPjx44d6VyVJkiRJkiRJkoYdGbBKkjTs+Hw+qqqq+Mtf/kJfXx/f+ta3mDJlymnnAwUCcOwY7NriJaa7nMnFT6INetk59rvUx43F3auht1eMM8nKElVUspJKkqTPOrEi1WAwcNFFF1FUVMR3v/tdli9fzvPPP8/OnTv5j//4DwoKCli4cCFXXHEF+UPcn/DE9zOdToSo06aJiv2Bma0VFSJsra8XF6MRHA4Fmw0MBgWf3kprdB6q5vihYVCjw2MIw2uwYXM3MXrfC4wseR23JZq6xEnUJk+lNmkyTTGFxMXpiIkRYavLBfv2iYDXahWzWseMEa2Ek5KOz2uVJEmShoaqqgSDQaqrq2ltbWXp0qXExMSg0+lQVRVFUUhLS6OqqoqGhoZT3j4QCBAMBlFVNfR1j8cTuq6/v3/Q/FZVVfH7/fj9fjweD/39/Scd23u9sG6d6ErzZdTXw7vvwuzZ8tj+ywoGg/T39+Pz+ejv76e/v1/O/hwCgUAAj8eDz+ejr68v9LqTzq6B96OB14Pf7x+an0N/P4rfj6KqBD0e0TL4K86/7u/vJxAIhEYtSZIkSZJ0dsiAVZKkYUVVVbq6uvjDH/5AZ2cnhYWFXHzxxaSlpZ32w05Tk5hD2H6klUtr/4zJ2019/Diq0ufQqEnA06cQEyMC1q/4OUWSpAuUoigYjUaio6OxWq3ce++9XHLJJbzyyiusWbOG4uJijh07xpo1a5g1axbXXXcdWVlZQ36ScmABicEgqkaNRoiMFJWkoq3v8bC1vV38P4iQNSxMj9X66X0AtclT6YhIZ9/oG4lp3k9KzUZSajfh6KzG0tdOQsNOoltL+Wjeb0GnQ6sFrUZFpwO7XcHvF5Wz9fWiRfvWrRATI2bIJidDQoIIX/V6eWJckiTpbPP5fLS2ttLb20teXl7oOFtRFHQ6Hfn5+bS0tNDe3n7K23Z0dNDa2jroRL7L5aK/v5/Ozk7KysqwWCyh6wYC1rq6OvR6PW63+6SAtacHHn9cjP74MkpKxDzy+HjRFl/6YsFgEI/HQ0NDA+Xl5YSFhQ35scuFKBAI0NXVRX19PUeOHMFgMMifwxDw+/00NDRQX1/P4cOH0el0QxOwVlai6epC8XoJVFWJA/mvuBqxt7eXzs5OQLzOJUmSJEk6O2TUIEnSsNLd3c3u3btZtWoViqJw3XXXkZube9rZq4EAVFbCsZIunE37GV33HqqicKDgOtrD0+nqMWE0Qn4+pKbKk/iSJH01Go0Gq9VKTk4OiYmJOBwOxowZw7Zt29i3bx9btmyhvr6eqqoqpkyZwoQJE8jMzCQsLGzIKxEGZrXq9WCziTmpcXEi3MzLOx58trSItsI9PeKi1YLFAj5jNL3OKDois2hx5tMYN4ajGXOJaisjsr0Mva+PgNZAUKMNnQ0fW/w3VI0WV1gi7eHptFuScGlNeDzQ1SUux46Jk+LR0ZCYKPYnJkYEwSaTrG6VJEk6Gzo7O+nr60On0xEVFTXod5ZGoyE6OpqqqircbvdJt21sbOSpp57iN7/5DV6v96TrDxw4wBtvvPG17v+JVq06aw8lSZL09frmN/+tm48fPx632014ePiQfxaRJEmSpAuBDFglSRo2AoEAtbW1vPPOO1RVVVFQUMDll19+0kmfE3V0iEqsnvJGRrdvJLKrktbIbA7nXkpH0I7fL1pSjholAgZJkqR/haIo2Gw2Lr74YoqKihg9ejSffPIJ27Zto6KiguXLl7Nz507mzp3LxIkTQ4FsTEzMsKhIUBQRXNrtEBYm5qJ2dYlwtb5ehJ51ddDcLEJWt1u0atRqFbRaM25LBu3h6RzNmEdkexmxTfsw9XfRZU8SbYVVFYPHxbjdT6EJ+umIzKTZOZLW6Dy67Un02OLo0MfS6THhcmnp6BCti0tLxXt0SooIW51OsY9Wq7gYDEP9zEmSJEmfFRcXxx133MFVV101qFJKVVVcLhc6nW5Q9SqIiiq3282ll17K97//fZYsWYLJZDrbu37B8/v9NDY2ctlll/G3v/2NESNGYJC/bM86j8fD7t27ufPOO1m1ahWRkZGDWmpLZ0dfXx//+Mc/eOmll3jjjTewWq3ndCjp8XgwmUzExMSc09+HJEmSJJ1L5BGcJEnDRnd3N7t27eKVV17BaDTyne98h9TUVIxG4ym3DwbhyBHR7lLT3kFasJIeWxz7Rt1Apz2V1kYDNhvk5oqLJEnSmRAZGcmSJUuYOXMmpaWlPP/887z77rvU1tby+OOPExMTw5QpU1i8eDGzZs0iKioKm82GVqsdFic7BnbB4RCXrCzw+cS81qNH4eBBqK4WLYQH5uCZzRAWpqDTaWly5NESmXfSPGuruxm9vw97dx3O1lLyS9/ErzXQkDCOo2kXU502k/bIbHrDo/Aqx6tai4vFzFabTbQNTkkRl9RUEbgOtDvWauUMbUmSpDPFYrGg1+sJBoP09PQMavWrqio9PT2YTKZTHofr9XqcTieRkZGDvq6qKl6vF41Gg16vH3RdIBCgp6cHrVZLfHw8ubm5J4Ww0tfP5/NhtVoBSEtLIy8v77SftaSvT39/P62trSiKQnZ2dmgGsnR2ud3u0HOfm5uLzWYbFgsj/1V+vx/gpPdfSZIkSZK+PvIITpKkYUFVVTZs2MCrr75Kd3c3ubm53H777Z+7sr2vD7ZvFzNYtWkT+bDg92SXvUtp3jJ6/Qb6+2HcOCgsFJVQkiRJZ5LdbmfSpElMmDCBH/3oR/zlL3/h1VdfpaGhgbfeeouVK1eSmJjId77zHW644QZiY2PR6/WhEzfDIWyF4zNb4+NFC+GpU0V3gNpaEbiWl4uFLNXVYmGL3S4uZrMIPge0R2ayYulzpFavJ616PfENuwjvriWlZhOp1RvgE5XdRbeye+yt1CVNwmJWsZhVEmKDeH0aOrsVKirg4EEFjQbCw8Xs2MJCUXEbFyfeyzWawSHrMHkaJUmSzilmszlUrdXU1BT6uqqqBAIBGhsbsdvt2E7RAmZgTuupAqHTHbsHAoFQO2GdTofBYJDB3hBQFCVUsarX6+XPYYgEg8HQ68dgMGAwGGQoNgT8fn9o7urAa+FcDljla1mSJEmSzj4ZsEqSNCyUlZXxzjvv8P777xMbG8vvf//7L2wbtn27qGDVaiEyUqFXG03x6G8DUH1EVECNHw+ZmWfjO5Ak6UKlKAopKSn86le/4r777uOjjz7itddeY82aNVRWVvLTn/6UBx54gDlz5nDZZZdx0UUXkZeXh3YYDhtVFDFONSJCXEaNAr9fVJqK8FNcWlrEIhcQlaeRkSL8bI4dRXPsKHZM/D4Gr4vItjKyyj8gp+yfJNTvoi0yG7fViaqCLuAhrnEvY/Y8S0XmAmqTptCbFk1A0ePzierZXbtg61Zx306nCFpzcsSfaWkgiz0kSZK+OkVR0Ov1JCcnU1NTw86dO7nqqqvQaDSoqorH42HHjh1cc801xMXFDfXuSpIkSZIkSZIkDUvytJQkSUMuEAjw5JNPsnr1auLi4rjsssuYOXMmcOoKL1UVrSzXrIHEum0oMTH4lSSCij50ncEAc+ZARoY8AS9J0tfrxPepsLAwLr30UubOncuxY8d4//33efnll9mzZw8ff/wxmzZtIiIigtzcXBYtWsQVV1xBamrqsKlmhZMrQnU6EaCGh8Po0dDbK+a21taKqtbycmhpUaipEe+9YWHiEjCG0RQ7mlZnPjsm/ie2nmZ6LVF4DHZRNevtIffwO4zZ9xyFB17GpzfTHplNQ9xYjiVOpCZxChGZGahAb69Cdzds2yYCV4sFYmNFdWtampjfGhkpqmolSZKkL2fOnDn09fXx9NNPM3bsWPLz82loaOC9997D7XazYMECRo8ePdS7KUmSJEmSJEmSNCzJ2EGSpCH3wQcfsGnTJlpbW5kyZQq33XZbqHXVZ6kqBAKwbh30H6zg8t2P4NC4KM9fws6xt9OHmZYW0eJyxAgRCAyj3EKSpPOcRqPBaDRiMBgwm81ERUUxd+5c9u/fz9q1a9m0aRN1dXVs27aN8vJyXn75ZYqKipgyZQoTJkwgNTWVsLCwof42BhmYe6rRiJbABoMIOJOSoKhIVJrW10NVFdTUiOrWtjbw+xUURYfVqsNut+B12FA1GlBE6zW/zkRdwgTKshaSWL8Dq7uZ+MY9RLWXkV3xHv0mBx2OdD6c9yhaSzwmk55AQPwO8PtFe/jmZhGqhoeLCteBGa7x8SKAHZjbCmIxT29vL83NzTQ3N9PV1YXb7aa3t5fe3l7cbjc9PT309PTQ19eHz+fD5/Ph9/tDfx/4/9M/VwpGoxGLxRK6WK1WbDYbNpsNu91OeHg4DocDh8NBREQEUVFRmM3mYRWyS5J0YcjPz8fn89HU1MQ//vEPNBoNwWAQgB/96Efk5eWF5nX+uwaqZpcsWUJ6erqcNzlENBoNVquVZcuWERUVNSy7aVwItFotsbGxLF26FJPJJI8BhohWqyU7O5uFCxfKFs2SJEmSJP1L5KcaSZKGjKqquFwuXnzxRcrLy8nMzGTevHnk5+ef9jZ+Pxw7prJ9G0ysfIWMtu2oZit6Xy8+VUtbOzgcImCNjpbVq5IkDY2BoC0+Pp64uDiSk5PJyspizpw5HD58mJKSEvbv38/OnTupra1l//79vP/++6Snp5OZmUlubi4jRowgKipq2J1002jAZBIXVRXBZmysaNvb1iYC1uZmaG0V/9/eLi6gR6sVAa3JBOhN1CdOwGNyEN5ZTXhXNY7OKiI6q3B0VhLXuJew7nqCWj1anQaNBsK664hqOYTfD3XWbFqNifh8GpqbFZqbvRw61IPJ1IrV2ozF0oxG04nf301/fze9va5QgOpyuejr68Pr9Q66eDwePB4PPp+PQCBAMBgkEAgMugyED6cyMJdwYK7dwMVoNGI0GjGZTJjN5tDlxAB2IHwduDgcDiIjI4mKiiIiIgKDwXBOzwWTJGn4iY6OpqCggMsvv5x33nmHzs5ObDYbKSkpLFu2DKfTecZCh88GrDLYGxoDAesVV1xBVFSU/L0yRLRaLTExMSxbtgyz2Sx/DkNEp9ORk5MTmok73I65JUmSJEka/s7r6KGzs5P6+noaGhpwuVx4PB6mTZtGfHx86AOdqqp4vV4OHz7M0aNH8fl8hIeHk5mZSUJCAuYTes15vV5KS0upr6+nt7cXg8FAfHw8o0ePHnQw5vF4aG1tpaSkhI6ODoxGI+np6aSlpWG320P3p6oqx44d49ChQ7hcLrRaLVFRUWRnZxMbGztou6amJqqqqmhsbMTn8xEdHc3o0aOx2+1y9a90Ttu8eTPr1q3D7/czdepU5s2bh8ViOeW2wSC43bB7l0rf4Rom1b+JzdfJ0ZSJ1DtH4/Ya6O2FKVMgNxeMRlm9KknS0FMUhaioKKZMmcLEiRNpaGhg//797Nixg927d3Ps2DGqq6vZvXs3VquVtLQ0Ro0aRVFRUeiYwOl0EhERgdVqHVYn4RRFVImGh4tLaqqYzdrZKcLVpiZR1drQIL7W2wter1gs06fV0alJojEmCX2iit3bSmTnUaLajhDddoTI9jI0wQD9pnBURQOqSmR7GaP2P48u4KXZOZKWiAxaNUbq+lSqe/qo7e6ktbcRn6+eQKAeaMfn66Cvr5PeXnEsqNPpMZksmM0mjEY9er0+FIqaTKbQsZVWq0Wj0Qy6aLVaFEU57Qk4VVXx+/2hqteBP71eL263m/b29lCIO3Dx+/0YjcZQoDpQ1RoZGUlMTAxOp5Po6GjCw8Ox2WxYrVbCwsIICwvDbrcTFhaGTqcbVv8uJEk6d8TExLB06VKWLl36tT6OoigYDAauuuqqr/VxpM+n0WgICwvj+uuvH+pduaBptVoSEhL45je/OdS7ckHT6XSMGDGCESNGDPWuSJIkSZJ0jjqvk7mamhree+89PvnkE6qrqzl06BCvvfYaixYtCgWsXq+X6upqnnzySTZt2kR/fz8xMTEsWbKExYsXk5+fHzphVV5eztNPP83u3bvp7OzEbDZTUFDAT3/6UzIyMlAUhWAwSH19PWvWrOGFF16goaEBq9XK1KlTuf766xkzZgxmsxlVVenr6+Ott97izTffpLm5GZ1OR1ZWFkuXLuWqq67CYDCgKArd3d2sX7+et956i4MHD+LxeEhOTuYHP/gB06ZNw+FwyJV20jknGAzicrn405/+RFtbG2PGjGHWrFmfO+fJ64WGepXtG7yMr32LuPYSfEYbR9PnUB4zDbdbnOCfPRusVlFlJUmSNJxotVqSkpJISkpiwYIFtLW1sWbNGtatW8eePXtobGykpqaGQ4cO8dxzz5Gens7kyZMZP348BQUFpKSkYLPZQu1nB9qpD6fjALNZXOLjYeRIEabW1cGxY6KNcF2dqHLt7hbv6zodWCwKfpOTzmgnVTETUVQfOl8n9vYyuvq78AfbCAa8JNTtIPLw20T1dzIScGv0lOotFAf9dAe81AV99CgamnVmtFoDWq0ejUYHWDAa7RiNeszmcGJi4oiLiyIqykZkpA2Hw4rDYSMiIgyHw47VasVgMKDX6wddBr524vOtqmro78FgkP7+ftxud+jicrlwuVx0d3fT2dlJR0cHHR0dtLe3097ejsvlCoWynZ2dtLa2UlpaOqgtcTAYJDIykoSEBJKSkkhJSSEtLY3MzExSU1NxOByYTKZQe+qBitmBQFiSJEmSJEmSJEmSJEk6s87rgNXn84Vmn9ntdm6//fZB16uqSmVlJc888wxvvPEGTz31FCkpKSxfvpw33niDmpoafvvb32IymVBVlfvvv5/GxkauueYapkyZQmVlJf/7v//LT37yE5YvX47JZKKvr493332Xxx9/nDlz5vDEE09QUlLCfffdh9/vJxgMMm3aNHw+Hzt27OC///u/+eEPf8i8efNoaWnhnXfe4b777qOgoIDRo0ejqirvvvsuL7zwAj6fj0ceeYT4+Hj+93//l7vvvptnnnmGKVOmyHkR0jllYIHBypUreffdd9HpdNx0001cdNFFp63AUVVoalLZssFHb0klV5U+iD7ooXjETVQlTKUt4KC/H+bPh7y8s/wNSZIk/Qs0Gg1Op5Nrr72Wa6+9lq6uLvbv388nn3zCxx9/zJYtW6itraW6upqXX34ZnU5HfHw8EyZMYObMmcyaNYuMjAz0en2owlJRlNCfw4GiiLmtaWniMn069PaqtLWJwLWyUmXfvuD/z959x7lVX/n/f9171etIo9H05m6Pu3HDYDAQIJRQnGw2oQRIIWwKyYaQskk2bTf1+1uyKaSwS7LUUEJLAji4YAM2xbj3MjOeXtW7dO/vDzGCwYWO23k+HvehGele6aM7RdJ93/M59PYadHcbGIaBpmUwmULk83uIxXYwuOVuhof3Eg3toy7ey85cglNRWKwolBk6c7Ix5gKKYRBRNFZZPXyzeQl+/wS83gY89gAWcxBDqaagV5LNe9BM4HYrVFcXe7Y2NBT7t9bVgcv1at/Zkd34Xu1OwzBIJBL09vbS3d1dWrq6ukqVza2trcRixemNd+3axc6dOzGM4r4ama64srKyNLX0xIkTaWlpYcaMGaX+eof63ThWfkeEEEIIIYQQQgghjkcndMA6e/ZsZs+eDRSrWQ9l3759/PWvf+Xmm2/moosuAuAHP/gBX/va19i6dSsrV67k/PPPZ9euXSxfvpzf/OY3nH/++QQCAaZMmYLVauXDH/4w//Ef/0FjYyNr167lxRdfpL6+nl/84heYzWYmT55Ma2srjz/+OM888wyLFi0ilUrxm9/8hrPOOovPf/7zBINBAGpra9m/fz+/+93v+PWvf42iKDzyyCM4HA6uuOIKzj//fAD+8Ic/0NLSwqpVqwgGg0ySREkcR9LpNNu3b+fzn/88hmHwmc98hrPPPnvU1NivNzgImzYabH+qm89vuwF7Jkxv5Qxenv1ptivTyWSKlVIXXPA+PhEhhHgXeTweFi1axKJFi/j6179OOBxm+fLlrFixgmeeeYa2tjYOHDjAgQMHePDBB0vbjExtNmXKFFpaWpg+fTrV1dXHbIBmt0NFRTFENYxWstl9JBI76OjYTWvrPvr7O0gkhg657SCwRbPyJ289Vf4JLLL5mF/IMCXRT3OkHStQNv0qPrLk+wCY82nOXfYV/MN76a2cQVftPDobFjJsqyUcKVbU7twJhUJxWnmvF8aPhwkToLYWqqrA7y/e9l5xOp2MHTuWsWPHHvJ2wzAIhUK0tbXR1tZGa2sr+/btY/fu3ezYsYO+vr7S8txzz43atra2dtTvx5QpU5g2bdqolhVCCCGEEEIIIYQQ4q07oQPW1x5YPNRBxlAoRGdnJ8lkkjPOOKO03siBrs7OTrZs2cK5557LCy+8gNPpZMqUKZSXl6MoCi6Xi9NOOw1FUdiwYQPBYJD9+/eTyWSYPn36qCnkFi5cyN/+9je6urqIx+OlCtbrr78em81WWq+8vJy5c+eyZs0aDMOgq6uLnp4epk6dytSpU1EUBcMw8Hq9zJw5k46ODvr6+g4bsI70/srlcqXrYrEYhULhXdvPQrwVhUKBzZs3c9NNNxGJRJgzZw5f+cpXqK+vP2wYkMvBpk3Q+tR+5m2/k3G9z5Iz2Xn8g/9Nm3UC6YRKYyOcc07x4PgxmikIIcQRvfZ/oKqq+Hw+Lr30Ui666CJyuRw9PT1s27aNdevW8eyzz/Lyyy8Ti8VKvVxHKhVNJlOporGhoYH6+vrStMQNDQ00NDSU2hC8FzKZDKFQiIGBAfr6+ujp6SlVY3Z0dNDZ2cng4CDxeBxd19F1nUKhQKGgl77XNBOBQBU1NZNwOicCY9G0JszmRqzWaux2B16vhs+r0GEx6MHAVMhizqcxXtMjtbJvM8GBbdR3PEdT+2p01YSumhjyjaGr6hR6K2fQUzWLft8koiY/sRisXw8vvggWS3G6+fLyYoVrU1OxwrWuDhyOYu/Zd+qNfgaGYaAoCj6fD6/Xy7Rp00btM13XCYVC7Nu3jz179rBnzx527drF9u3baW1tpbu7m76+PlavXl3qIWsymRg/fjwzZsxg6tSptLS0MHHiRGpqakotNIQQQgghhBBCCCHEkZ3QAesbSSQSRCKR0hR9IxRFwe12Y7FYGB4exjAM+vv7KSsrw2q1lqYwVRQFm82G1+tlYGCAfD5PNBoln8/j9/tHHTQrLy/HYrGUHtNsNtPf308wGBx1MMtiseD3++nr6wNgaGiITCaD0+mkrKys9LgAgUCAeDxOMpk87HNct24dDz30EE8//XTpukKhQGtr6zvfgUK8DRs2bOCee+5h48aNuFwu/uM//oPq6uojHtTdtasYsLZFKrBMPo2u6Fz2N59NT2A6vX12glUKs2bBxIkSrgohTgzKKyGhxWLBYrFgGAZ2u53q6mrmz5/PtddeSyQSKVUz7t+/n9bWVlpbW+no6CCRSNDd3V3qxTnSl9NisWCz2SgrK6OsrAyv14vH48Hj8VBWVobP5yv17hyZdvi1Sz6fJx6PE4/HSSQSJJNJEokE8XicUCjE4OAg4XCYdDo9qodoJpMhk8mQzWbJZDLk83kURaG8vHxU8DsSBFdVVVFW5sNisaOqdrJZG+GwlaEhK4ODFrq7VXp7oW+oWH2qqmC1GDhsOk6HgemVtqghXzMvzP0cnbULCAzuJDC4A//wXioHtuOLHGDC/ifZP+YcNk+7gv1NZ2ExGwStUeyJASK2KuKGg/5+lZ6eYvDqdILPV6xsra6GYLAYwFZUFKcWLv7s3t3fg5HLw02h73Q6CQQCzJgxg1QqVVqGhobYu3fvqN+NtrY2BgYG2LJlC/v27eOJJ57A4XDgdrupqKhg0qRJTJ8+nWnTpjF+/HhcLpeErkIIIYQQQgghhBCHcFIHrIVCgXw+D3BQD1NN01AUpVT5mcvlMJlMB1XFKoqCyWQil8thGAaFQgHDMDCZRu/akWpWXdfJ5/OYzebSfb7Wa+9v5HGL/ci0gw5wmc1mUqnUEatRa2pqWLx4MbW1taXr0uk0v/zlL9/sbhLiXdPZ2clTTz3F3//+dwzD4BOf+ATz588/YiVVLAYbNxZ79eUsTsKBGTxj/gbDvrF0x92YrSpTphSnB7bb39/nI4QQ75fXhq1er7fUf3PChAkMDQ0RCoUYHh5meHiY/v5+enp6GBwcZGhoqHT9yJLNZrHZbKXFarWWvrbb7aX3O689oWykd2ehUCCbzZaWXC5XCk3T6TSJRIJMJoOiKNjt9lJwW1NTQ3l5OX6/H5/PVwpzRwLe1we+Iye6jcjnIZWCZBISCYhEYGAA+vpgeBhCIYhGFZJJjWSo2LdbVcFh9pGqWEyPbwqezACuRB/uaDflob14w214IwfImR1krW5UFVSzQVP4ZWZs+hMZ1UHIVs2wvYYhex0hdwPDRhNdCRu9vQq7dhUDV5cLAoFiyFpVBWVl4PEUr7fZ3vsTf0wmEy6XC9dIwkux8jWbzTJ58uTSzz0UCjE0NERfXx8dHR0cOHCAjo4Ourq6aGtrw2QysX37dtauXUtlZSXBYJDa2lrq6+tpbGykqamJxsbGg94PCyFODoZh8Oijj7JixQq2bNlCJBJh3LhxfOQjH2Hu3Lk0NjYecftoNMratWu57bbb6OnpwTAMampq+Jd/+RdmzpyJz+crrfvLX/6SNWvWsGPHjlH34Xa7mTlzJv/v//0/7CfpG/9cLsdf/vIXHnvsMQ4cOEAmk2HMmDHccMMNTJ48edSJ46/X3d3Nyy+/zJNPPsnu3bvp7+/nlFNO4aKLLuKSSy455DZr1qzh2WefZfny5QwPD9PQ0MBpp53GhRdeyMSJE0/a14NQKMTjjz/Ovffey+DgIJqm0dTUxL/+678ybtw43G73IbczDIP29nZWrFjB888/T2trK729vVxyySWcc845pZnVRsRiMe644w7uvvtuIpHIqNsCgQCnn3463//+99+z53msa21tZdWqVdx7772EQiG8Xi8TJ07k+uuvZ9KkSQcd5xuRy+V49NFHWbNmDa2trQwMDAAwbtw4lixZwmmnncb48eNL6xuGQT6f57bbbmPVqlV0dXWRy+WYNm0an/nMZxg/fvyo/2FCCCGEOHmc1AGr2WzGarViGAbpdHrUbblcjkKhgM1mA8But5PJZNB1vbTOyMHNTCaDzWZDVVXMZjOqqpLJZEbdXzqdplAoYDKZSgcMbTYb6XQawzBK643c38gHxpH7HTmA+fr7NJvNB4W0r9XY2Ehtbe2ocUejUe666663squEeMfS6TQrV65k2bJldHV1MW3aND7xiU/g9XoP+cHcMIrL7t3QuilCLmbB4bGTcQfY7b6QVEoh2gOTJxfD1ZoaqV4VQpw8FEVB0zTKy8spLy8vXa/rOtlslu7ubvr7+xkYGCiFrIODgwwODhKJREilUqWq0tcu8Xi8NPWsYRgHLaqqYrFYMJvNpfdRLperVCHrcDiw2+04HA5cLlcpSPX7/VRUVJRCVr/fj9frHRWiHonJBG53cYHi60M2C0NDxXB1aKjYq3twsPh9OFwMYtM5M31KFYPWKhQbqGUGtpoU1fHdVMT244+0MVw+nnDZq8FA+dAuJu56DEsuQdIRIOqpJeJtIFzWTL+rmQGtilbfbMLJKkIha2l8LlcxZPX7i4vPNzpsdTiKJwKZTO/965WiKFitVqqrq6muri5dXygUiMfjpX6uIz19e3p6GBoaYmhoiN7eXrZs2UI2m6WiooL6+nqam5tLfWJramqoqKggEAjg9/txOp2Hra4VQpwYMpkMe/fu5cEHHySTydDY2IjD4aCzs5MnnniCUCjExz/+cRwOxyHf14fDYXbt2sUf//hHNE1j8uTJKIrC8PAwf/zjH/nMZz4zqj90f38/Q0NDqKrKWWedVbofu91Oc3PzSVtZH41G2bt3L/feey92u50JEyZgNpvp7Ozk3nvv5aKLLmLJkiWHDZ9TqRSxWIxkMkltbS3btm2ju7ubUCh00LqGYbBz504ef/xxdu/eTXV1NRMnTqS3t5cNGzYQiUT42te+ht1uP+leA/r6+tiyZQt//vOf8Xg8VFdXUygUGBgY4Pbbb+eTn/wkkyZNwnqYBu6JRIJYLEY+n6empoYXX3yR3t5eYrHYQevquk5/fz99fX00NzfT0tJSus3j8TB58uT37Hke69rb23nmmWd45JFHCAaDjBkzhng8Tk9PD7fddhtf+9rXqKioOGTIWigU2LhxI/l8ntra2tIJZJ2dnaxevZre3l4+97nP4XK5UFWVcDjM5s2b+dvf/obX62XKlCmoqkp7ezsPPPAAH/jAB1iyZMkRj80JIYQQ4sR0Ur/6O51OvF4vUDybs6mpCSi+iY1EIqUDS4qiUF1dTSQSIZlMks/nMZlMFAoFotEo8XicqqoqTCYTZWVlmEwmBgcHS32zoPghMZ/P43K58Hg8pNNpqqur6enpGVWBmslkGBgYKB0MKy8vx263k0gkGB4epqqqqhTs9vf3M2bMmFEVC693qMrXXC530n0IEkfPyAkEe/bs4d577+Wll16ioaGhdLb7kUSjsH5VFMeWdTR5ysj5xpHGT6GgMhwqHrSeNw/GjClWCQkhxMlOVVVsNhtjxoxhzJgxo24bCUlHKhlDoRCRSKS0hMNhQqEQ2Wy2FLK+vt/na6slnU4nTqcTl8uF2+3G6/VSUVFBRUUFbrcbq9X6nlW2KApYrcWTa2pqitcVCsUK15HK1gMHoKOjGLjGYsUK2EJBIa46iDtm0uGfiaYV70tVQc2DpkDO5KC3cgauRC+WXJKycDuBwZ2Ycik0PUeobAzLzv05bXVnkrRaKWTzGINDZPYn2L/Hzh6TDcVhw+K04C7TqKsrVrZWVUFlZTFstVrBbC6GrWbzq/1c3+vgVdM0vF4vM2bMYMaMGUDxfW84HKatrY1t27axadMmNm7cSG9vbymM3bFjB6lUClVVmTZtGjNmzGDatGlMmjSJ+vp63G536fdiZNYWIcSJI5VKsXr1ap577jkuuOACLrjgAsaMGcO9997Lo48+SigUYsmSJYwdO/aQ2/f29vLSSy/x+OOP8/3vf585c+agaRrPPPMM//Ef/8GcOXMIBAKlgBXA7/fT2NjIN7/5zdJ1I33GD1eVdqIbGBhg9erVrF27lptuuom5c+dSVlbGAw88wJ133onf76elpeWw1cQj/d1Hem9v3br1sCGgYRg8++yzPPvss9hsNq688kpaWlp4/PHHWb58Offffz9XXnklTU1Nb/pkqRNFa2sra9asYd26dfzsZz9j8uTJpFIpnnjiCf7whz8wb948KisrqaqqOuT2mqZRVVWFpmk0NDSwevXqN/ydLi8v56KLLuJjH/tY6bqRk95OVps3b+aZZ55hy5Yt/PSnP2XixIns2bOHFStWcMcdd/CRj3wEh8NRarX1eplMhhkzZtDU1ER9fT0Wi4U///nPLFu2jK1bt7J06VLGjh2LYRgMDAzw2GOPsWvXLr74xS9yyimnYLPZ+N3vfsff/vY37HY7c+bMwe/3v787QQghhBBH3QkdsL624mKkgnPka13X8Xg81NbW4na7efbZZ5k/fz6KohCNRmltbSWRSJTOTJs5cybZbJbt27fT0NBAMBgkFouxdu1aNE1j6tSp2Gw2mpubsdlsbN++nUQigcPhQNd1XnjhBUwmE7W1tTidTvL5PHPmzGHdunVcd911uN3u0hu3TZs2MWfOnFKwW11dzeDgINu2bWPChAkoisLQ0BDbt2/njDPOIBgMHuU9LcSRZTIZfvKTn/DCCy/gdDo588wz+Zd/+ZfDrm8YUCgYPL3KIPvXf/DP6/8N3eNjQ/IaXpz5GWKx4sHyD38YZs8uVgkJIYQ4spHWBq+vej1RaNqrVa5jxsDChZDLFQPW/v5i6NrdXZwZYWAAenqKoayigMVSnO7X6VR5eerVbJx6Bb5IO4HBHQQHtlHVv5mq3o34wq24491kzQ5yJjuqCq5CiLl7b6WpbRW9VbPorZhKp3Uy3ckGBmN+DuxWKaBicZhxuSEYVErBcGVlsZdrIFAcv6oWxzOyjHgv80pVVUtVxbNnz+aqq67CMAw6OzvZunUrGzZs4OWXX2b9+vWlqp1NmzZRKBSwWCxUVlYyb948zjjjDM466yzq6uqwWCyoqlrq5SuBqxDHL8MwiEQi3H777Zx11lksXbqUM844A8Mw+Na3vkV7ezt79uzh0Ucf5Utf+tIh/95ffvllVq5cyemnn84111xTClJnzZrFo48+yvPPP4/H42HixImlbTRNw2azEQgE3rfneiwbmVr2z3/+M0uXLmXp0qU0NzdjGAbTpk1jxYoV7Ny5k+XLl3Pdddcd8j6am5tpbm7m/PPPB4pTMR+qGnjkmMldd91FXV0dS5Ys4dJLLwVg7NixOJ1OfvrTn/Lggw9y/fXXn1ShkmEYrF+/nqeffpp/+qd/4vLLL8flcmEYBqeccgr33nsvzz33HGVlZVx00UUHba8oCpMmTWLSpElA8eT3b3zjG294ArymabhcLvl74NUTuJctW0ZHRwcf+chHuPzyy1EUhZaWFqZOncpf/vIXHn/88VLw+Xo2m42f/vSnB11/8803k0qluP/++1m3bh0NDQ1YrVa6urq49957+fznP8/FF19MU1MTuq7zk5/8hCVLlrBt2zbWrl3LhRde+J4/fyGEEEIcW07ogDWdTtPf308oFKKnpweAtrY2tm7dSnl5ORUVFYwZM4YLLriAn/3sZ0ycOJHGxkb+53/+h5deeokFCxZw5plnoqoqEydO5Oyzz+bWW29leHiYRYsWsX//fr7//e/z4Q9/mNraWsxmM/Pnz2f79u0899xz/Ou//itf/OIX2b59O7///e85//zzWbRoEVCc3uiGG27gnHPO4dZbb+Xcc89lcHCQRx55hP3793PrrbeWPpxecskl/OlPf+LWW2/F6XRSU1PDd7/7Xex2O2eeeeZBFSpCHGt+85vf8Pe//514PM5nPvMZbrrpptL024eSzcKWzfD0XV18bf3NBOIHaC9fTNrkJpEs9mM95xz44AeLUy7KcVshhBCHYjIVp+2tqChOJw/Fk3gGB6Grqxi6dnYWl56e4nWZDCiKit3ejN3djLPqAux2sJjBmeijsm8L3TWnUDAXX8fMuQRNbatoan+apvanS4+dM9mJuWvoD06lu3oOK+q/RCjjpLVVYceOYrirqsVAuLy8GArX1EAwWBxvMPjqlMhHQ11dHXV1daUD8YVCgT179pSq2F544QXa29tL0ww/8MADQPEA/rx581iwYAHz589n5syZJ22vRCFOBLquk0gk2LJlC9deey01I9MGUAyLpkyZQjweZ+PGjaNa37xWV1cXBw4cYOnSpaOm0FRVlcWLF/PCCy/Q1tZ20DarV69mzZo1eDwexo0bxymnnMKVV1552Iq0E1mhUGBoaIhdu3bxhS98YVSPT0VROOWUU+jp6WH79u3v+LFG+nhv27aNU045ZdQ0tIqiUFtby8yZM1m/fv1BrZFOdPl8nq6uLnp6erjhhhtGVZ6aTCYWLVrEwMDAQb/P71RHRwc/+MEP+NWvfoXFYmHGjBlcdtllnHLKKSdl6JrL5di3bx/ZbJYFCxaMus3pdHL66aeze/fuUm/VNyudTpd+p8vKykrFDV1dXQwPD3PqqaeWeq0qioLb7aalpYV0Os3WrVslYBVCCCFOQid0wLpv3z5+8YtfcPfdd5fOwvy3f/s3NE3jnHPO4YYbbuADH/gAN954I4ZhcOONNxKLxZgwYQKf+MQnuPjii0tTriiKwq9+9St+/vOfc8cdd/DTn/4Uj8fDkiVL+M///M/S1Dp2u52lS5dSUVHBL37xCxYvXkxZWRmXX345V199dalnhtlsZsGCBdx2223ceuut/O///i9Wq5XZs2fz+9//vvQhRlEULrvsMtxuN/fccw+f/exnSSQSzJo1i9tvv50ZM2actD1oxLEvl8vxwgsv8L3vfY9YLManP/1pPv7xj9PQ0HDYapZUClr36/zljgTXrrkOf6KTkK+ZTVM/zgu1l9HbqzBrFvzzPxd72QkhhBCH8/qXGsMoXhcIFENNwwBdL4adiUQxcO3qgs5OhY6OYm/XcLgYvuq6gUIQt2MJ9oSG3ShWviaclSz7wM+o61xHTc/LVAxswxfajz0Vwh/aT1mknfqOtaxd8GU0r0IAqOzdSPP+FRiFAgeyU9mTmsGzHUEKiglNK96v210c57hxxemFKyqKYy4re+9f/17/Gm0YBpqmMWHCBMaOHcvVV19NPp+nt7eXrVu3snbtWp5++mlefvll2tvb6ejo4OGHH8ZsNuN2u5k/fz5nn302ixcvZsyYMTidTqlqFeI4kc1micfjZDIZ/H5/6YSJkb9hj8eD1WplaGjosAFrIpEgHo9TUVExqlJPURQCgUCpN+iIkamG582bh9/vL01XvmLFCsLhcOlkzZPp/0gqlSKZTJLNZgkEAqVgb2Qf+P1+uru7CYfD7/ixCoUCsViMdDpdanE0QlEU7HY7ZWVl7Nq1a1S7o5NBIpEgmUyi63qpnRS8OktIIBBgz549xOPxd+XxTCYTTU1NLF26FJvNhtPpJJlMsmnTJu6991727t3Lpz71qfe0LcOxKB6Pk0qlsFqto2ZlURQFTdMIBALs2rWLVCr1lu532bJltLe3EwgEmDJlCiaTiUQiQTQaRdf1g/72FEWhrKyMvr6+Q/YyFkIIIcSJ74QOWMeOHcu3vvUtPve5zx10m9vtLn3ACwaDfPnLX+bqq6+mUChgt9vx+/14vd5Rb1IrKir4yle+wqc//Wmy2SyapuHxeEpnsMGrHxLPO+88Zs6cSSqVwmQy4fP58Pv9pTB05I3fRRddxLx588hkMiiKgtPpJBAIjApNzWYzp59+Oi0tLcRiMQqFQqmS9WT7YCmOH8lkkm3btvH5z3+eWCzGokWLWLp0KTNmzDjsFEjZLLS16qz5yyBnPfk9xg+uRdfMPD/387zsO4dw2kZzM1x6abH/6uunUBRCCCGOZOQ141DB60io2dhYfD3KZiEeLwasQ0MwNKTQ06PQ3a2SSECsH/J5UAwr+/SpeANj8FZfisuUwmkkcKf6KQu34hveh6bnMTQzqgIoUBHazewtf8SRGCCr2cmodqK2CiLuesLeRobcTfR6JrIjcTptbcXpg2224jTGHg/4/VBXNzp0dbmKz+G9eF0cea+paVrpPaphGDQ1NVFZWcmCBQv41Kc+RX9/Pxs3bmTTpk1s3ryZPXv20NfXx/Lly3nhhRf45S9/SXV1NRMnTmTatGlMnz6dWbNm4XK55P2sEMeofD5PJpPBMAxsNtuoClQAq9WKpmlHDDJyuRzZbBa73X7Q37rdbiefz5PNZkvXTZ48maamJmw2GxUVFfT29rJixQrWrl3Ln//8Z6655hoqKytPqv6TI/sQivvs9Z+nbDYbhmGQTqff8WPpuk46ncYwDCwWy0H72WQyYbVaSaVShw3VT1SZTIZ8Pl8Kmg/1+5zL5d61yl6TycSkSZNoamrC4/HgdDoJh8PEYjGef/55wuEwF154IY2NjSfV62g6naZQKKCq6kEzY6mqit1uJ51Ok8/n39T95fN5enp6WLZsGel0mpkzZ1JfX4+qqmSz2dLP0263H1TgMPL478bfnhBCCCGOPyd0wGq322lsbKSxsfGI65lMplKv0zdar6amZtS0SIdbz+v14vV6j7jeyNlubzTF0cjUI+6jOU+cEG9BMplk8+bN3HLLLWzbto0xY8Zwww03MHPmTBwOxyG30XVoazPYt+IAwSfuZ0bHY5iMLC/M+QKbKs5hwFRFRVDh9NOL0yiO9KkTQggh3ilFKYaYmgavTEqCYRQrSDMZSKeLMyzE4xCNFkPXSKS4xGIqkYid4WE7fdlyugug6AVMWhq7aypuexi7JU8qb8akKigYJB0B+iqn4x/eizfSgT/aRtC0n2x0O+lBD1FHFe2V8+geezr5fHEsdZ1rsaeGydo89LkraS+rRvW4cLkUPJ5i8Or1FvuSe73Fxe0uBq8m07v/mqkoCmazGbPZjMfjoaqqiqamJhobG1m4cCH9/f309vbS1tbGzp072bp1K/v376ejo4Pdu3fz/PPPEwwGqaqqYuLEiUyaNIlx48ZRX19PWVnZG/ajE0K8/wzDOChQe6cB28j2rw2H5s+fP2qdsWPHlv5PfOxjH2PDhg0sWLCAYDD4jh77RPRuhGwjlXmHc7KFqq/12v1yqP1gGMYb7r+3wmq1HjQFrmEYTJo0iS9/+cts3bqVVatWcdVVV51Ur5tvZv++2Z+BYRjE43H+7//+j6eeeoqPfOQjXHvttaVZ6t7ovk7mvwchhBBCnOABqxDi/ZfJZNi6dSv3338/jz/+OG63m6uuuooPfOADlJeXH/LDiWFAby/sXJ8gvHoLp277M+XpLvaMO58XJ15BB824y61MmwYzZxb7rgohhBDvJUUpBpMmU7FydISuF8PWRKIYuI5Uufb3QyhUDF2TSY1Uykkm42QgU4uugxp75eQgQFfGk2j4OL6KbsqTHfhTXTgzIWzpMNZMBIuRwUX81R6seoE5G5cR6N5EQnUzbK5kQKsmZq8g6ygj5vIScvvJ+yugIlgKWH2+V6tbHY7iYrMVpxi22cBsfvdmg1AUBYvFQn19PfX19RiGQSaTob+/n507d7Jt2zb27NlDd3c3/f399Pf309raSiwWo7m5mYkTJzJ27FgaGxupra2lsrKS6upqamtrcblcJ9WBYyGOJXa7HZ/Ph6ZpDA8PH1SpGo1GyWQyo6ZLfb2RaWb7+/vRdb10vWEYDA4O4nQ6R01Deyjl5eXU1dXh9/tpb29n2rRp7/zJHUfcbjcejwdFURgYGCCXy426fWhoCFVV8fv97/ixTCZTafataDRKJBIZdXsqlSIcDhMMBk+6dkVlZWU4HA50XWdgYOCQv88Oh+MNf5/fKY/HQ21tLZ2dnbS1tZ10IZ/f78dqtZLNZhkcHBx1Wz6fZ2BgAJ/Pd9iTu19r06ZNPPbYY/z3f/83v/71r1mwYAF1dXWl2z0eD2VlZRiGwcDAAIFAYFT4GgqFMAxj1FTFQgghhDh5SMAqhHjXFAoF9u3bx4MPPsidd96JYRgsWbKEG2+8EY/Hc9iDo8kkbNwIO15K4OsYxKtFGfaNY/X8m9ljmYqhWpg8GebNK/ahE0IIIY4WVS0Grk4njBRPjRzXjMVeDVnD4eLXPT0wOFisfE0mIZtT6DXX01NVj6aB2Wzg1DL4Y+2URdopix3Alo2SKKujUCg+nqmQIxDey9ieZzDn02j5NJqeI2EvJ+RtZthZzwHvNHZULGZL5OxiBQ1QlWnD5tBw+i14AlY8FRac5TZ85SqBgILL9WrQOhImjyzvdKYIRVGw2Ww0NDTQ0NDAueeeSzqdZvfu3Wzfvp2tW7eWqlqj0SjPP/88y5cvR1VVAoEAU6dOZdasWcybN4+mpibcbjculwun0yk9XIV4H2maht1uZ+zYsezatYupU6cyZsyYUjVra2srQ0NDB1WdvlZFRQVVVVVs2rRp1JSdhmGwceNGysrK3nA2qUQiQTgcJh6P4/F4Sn0QTxaapuH1emlsbGTz5s3MnTsXv99f+jns2LEDm81Gc3PzO36skRNmxowZw8DAAG1tbcybNw+gFCzu3r2bxYsXn1TTNEMxfA4GgwQCATZt2sQHPvABoPi7XCgU2Lx5M1OnTn3D3+d3KpPJlP4eXt/a6mRgNpupq6ujp6eHbdu2cf755wOUpsneuHEjixcvHtXO61BWrVrFsmXLePbZZ/nmN79Zqox/7XELr9dLMBjE6/WyZcsW6urqcLvdGIZBKpVi//79lJeXl3pHCyGEEOLkIgGrEOIdGzljdnBwkF/96lc89NBDJBIJZs2axa9+9avDfugzjGIl0LZtBmvWQH+4kqqWC1jWFEDLptjqX8xQv8Jpp8Gpp4J8ZhFCCHEsGnmJG5mq97UMo1jx2t9f7OUaChUD176+4uwN0ahCT8hGR34ihmUiakUx8LTZwBYrVp1qhTy7ms8nbi3HF96PP7SPslgn5nyaqsFtVA9sIRDswFThJzHm7OLjZnNc+tA3ieOm39ZAr7WBnbYmBpzN5JxeHE4VZ5kZf6WJikqNQMDA5ytOixwIgNOpoGmvVriOLK89V+qtHs+12WxMnz6d6dOnA8Uqk+7ubp5++mnWrFnDCy+8QFdXF8PDw6xcuZJ//OMfFAoF6urqmDt3LnPnzuW0005j4cKFB/WBFEK8NxRFweFwMHfuXLZv386UKVOoqanB7Xazd+9eWltbAZgxYwaKorB9+3bS6TQOh4OJEyeiKAr19fWMGzeOdevWsXv3burq6lAUha6uLnbv3s3ZZ59dCm1HTti0WCx4vV6sVivJZJJdu3bx8ssvY7VaaWhoeFOVaSeSkerUGTNm8OKLL3LGGWdgNpuxWCzs27ePzs5O5syZw6RJkzAMgw0bNpRaEo2Errquk81mS70iR3rfJpNJwuEwmqZhtVqxWCxomsacOXMYHBxk8+bNzJ8/H5/Px4EDB9i1axfhcJjZs2ePquQ7GaiqSn19Pc3Nzbzwwgvs37+fyspK8vk8+/fvp7u7mwsuuIDGxkZyuRwbNmzAarVSWVlJVVVVKRBPpVLkcjny+Ty6rpPJZEonEWiahsPhQNM0stksO3bsIBgMlvp/ZjIZNm3aREdHByaTiXHjxp1UAevIFMwTJ04kkUjw0ksv0dbWRllZGZFIhE2bNtHb28uUKVOoqKggFouVTkBobGzE6/VSKBTYu3cvTz75JLt27SIQCHD22WeX2nel02lMJlPpbyIQCDB58mSeffZZJkyYgMlkQlVVNm7cSCgUYty4cYwfP/7o7hghhBBCHBVyZEII8Y6MhKupVIobb7yRp556ilQqxemnn86tt95K1WFKTkeqffbuNXjovhy9AybcXjD5KtmpX0w4DD1dcNZZcPHFUF0tPVeFEEIcfxSlGJI2NRWXEYYBhQIMD8PAQDF0HRp6NXgdHCxWwXZ1gWG42Gy+AtPYK7BawW7T8ZniNCa2UTW8A//wXlJ2Pz1Vs4qPCZTH25h0YBn21PBBY4o5q+j1TmRDzYW8ELyIlxyTMXQAA7vVwO5S8fkMqqqKVbrl5eD3F5eKimL1rqYpHGlGwjfzmm0ymWhoaOCqq67iqquuolAo0NnZyebNm1m3bh1r1qxh7dq1dHZ20tnZyT/+8Q+uuOIKFi1a9OZ/AEKId8zlcnHZZZdx0003laaOHTduHH/6059K0/UuXrwYRVG477776Onpoampia9//esATJkyhaGhIf70pz/x8MMPM3fuXDRNY/Xq1XR1dTFz5kxmzJgBFIONRx55BJfLxZQpUygvL6ezs5PHHnuMF154gXHjxjFjxgy8Xu/R3CVHRW1tLRdccAFf+MIX+Mc//kEoFMLn83HXXXeRSCQYP3488+bNwzAMfv/732M2m5k5cyaf/OQngWKgOjg4WArFY7EYhUKBrq4utmzZUpp2NhAIoCgKF198MbfccgurVq2iqamJadOm8cgjj/Diiy/idDo566yzsNvtR3OXHBUtLS309PTwve99j2XLljFlyhSSySSPPfYYiqIwa9YspkyZQiqV4pe//CUVFRWce+65pSrLXC5HZ2cn/f39FAoF0uk0Q0NDtLe3s3XrVjweD2PHjsXpdJJIJPjTn/7EokWLqK6uxmazMTQ0xK9+9StaW1uZMmUKp5566kk5jf5pp53GwMAA9957L08++SSTJ09m586drFq1CpPJxKJFi6itraWjo4P//u//pqamhquvvhqv10sul+P+++/nz3/+MxMnTuSaa67BZrPR29sLFCvGy8rK8Pl8qKpKZWUlF110EbfccguNjY1EIhFsNhu//OUv0TSNSZMmlU4eE0IIIcTJRQJWIcQ7lsvluO6663j88cfJ5XL88z//MzfddBONjY2H3Safhx3bddZ/+2GuXff/eH7xzXRUnUks6yUUKh5UvugiuOyyYu+4k/AzoxBCiBOcphUDy0CgGLiOBJaFAmSzxcB1YKB4ORLE9vfD8LBCT8JNa3IehmUuBHU0TcFcULH2gN0GKj6eOvOHBIb3UBZpwxs5gDdyAGdyAHeiF1ein2hwPOHqOM4aUAs5fMP7+OTtpzHoGcOAs4lBWz2D9jp22usYdDYS8Tej+wK4vQrBYHHsfn+xz+tIAFtW9mpv17dqpDKorq6O8847D13XiUajrFu3jnXr1pFMJpk3b95JVakjxLFgJGCNRCI8+uijfO1rXyMUCtHS0sJnPvMZlixZQiAQAKC/v5+enh6cr2leXVdXx/nnn89vf/tbfvazn/Hb3/4WXddpaGjgtttuY9GiRVRUVADFYGPfvn2livZoNEplZSVTpkzhkksu4ZOf/CRlZWUn5f+Bmpoali5dyvDwMHfffTe33XYbmUyGSZMm8fOf/5zZs2fj8/kwDIOenh7MZvOoz2PDw8Pcd999fPWrXwUo9Q99+umn+fGPf8yCBQv46le/yqWXXoqiKFx00UWoqsqTTz7JD37wAwYGBhg7diznnXce//zP/1z6mZ1sWlpaCAaDKIrCb3/7W/r6+jCZTEyYMIE777yT6dOn43a7CYfDdHZ2UigUiMfjpe37+/v50Y9+xB133AEUfw7t7e08/PDDmM1mTj31VH71q1/R0tJCoVCgu7ubr33tawwPD5PL5fD5fMydO5dvfetbnHrqqSdt789Fixbh9/upqKjgJz/5CUNDQ/h8PqZPn859993HhAkTsFgsZLNZOjs7UVW1VL2dy+X405/+RHd3N21tbSxbtmzU/5TKykquv/56brrpJhwOBw0NDXzxi18kkUjw2GOP8ctf/pJcLscpp5zCT37yE6ZPn37STZcthBBCiCLFMI507rk4EUWjURYtWsQNN9zAtddee1KedSreHYVCgVAoxL//+79z1113kU6n+exnP8vHP/5xZs6cedgPGbGYwZ6NSVr/6yEWP/VtvMleNs+4mmfHX8M2z0J0HRYtgg99qHig9p32gRNCCCGOJyNha6FQXPL5V7/O5YpTDofDxeA1Ehnd8zUchnTaIJcuoMRjmApZND2HRcliVzN4iVCTaaMy1cZA1TT6amYR99RgzsZpbFvNFfdcRF61kFfNFFQzecVMQTGTV83omoU10/+FZ8dcTdzsQ8tn8GV6GBffRMxTSzJQj+Evx+PT8PkU/P7ilMleb3HxeIrVr2bzmztxamQqxWQySTKZxDAMbDbbUalc03WdSCRCIBBg+/btjB07VqYpFicVwzAYHBxkeHiYeDxOoVDAbrcTDAbxeDylz5Stra1ks9lSD+aR0CKfzxOJROju7iaTyQBgsVhK/QzNZnPpb76trY14PE42m6VQKGA2m3E4HLjdboLBICaT6aQMWKH4v6i/v5/BwUHS6TSGYWC326mtrcXpdGKxWDAMg927d6MoCi6Xi5qaGgCy2WypUvJQRtb1+/2l68LhMOFwmOHhYfL5fOl/cCAQwOFwnLQ/h1wux9DQEH19fWSzWRRFwW6309DQgN1ux2Qykc/n2b17N2azGb/fT3l5OYZhkM1m6ejoYHBw8KD7VRQFt9tNU1MTDoeDXC5X+nvI5/MYhoHJZMLlclFeXo7b7T6pg71UKkUoFKKvr49cLofJZMLpdFJbW4vD4UBVVZLJJG1tbVgsFqqqqnC5XBQKBbZs2UI2my2daPBaZrOZyspKqqur0TSt9L+pu7ubUChEJpPBMIzS34zD4Tjp+kILIYQQokgC1pOQBKzi3ZBKpdi9ezf/8z//w1/+8hf6+vq49tprueqqq5g5cyZut/ugbQwDhvoLdL/QQeLOh6hecRcNgy/TXTuPZZNvZEtgCXqwiunT4QMfgLq6V3u+CSGEEOLV/uXZLKTTxcuRr9PpYvgaixWD1mgUEglIJouX8bhBJp7DnIxiSkVJm9xkrG4KJhtmspSnu5i5/yH82R682QFc6SEc6SEcySEcqUHsqWH+evZ/8eLkT5Cw+LDH+mhqf5rTX7qFjNlJzuoiZ3OTc/nIu33kXT5S7iAdlXOIVo7H6VRwOgxcLnB7FNzu4iwVTmdxsduLi8VSrO49lkjAKoQQQgghhBBCiNeSowJCiLcsFAqxYcMGHnvsMe6//34ikQiXXXYZV1xxRWlKpNczDBjsSjO0ZjvGY8uoXn4/DUMb6Kw/lWear2Jr+WLUmkqmToHTToP6+uJ2Eq4KIYQQr1KUYvg4Eka+1kj4mslAPF4MVlOpVwPWWEwhGrUQjweIxQKkUsV1iyGtmZitnucnXoU71Y8jNYQtFcKefmVJDePODtHqm03BbMVqBW8uS9AcoirXgTURxZKJoSsaKbOHpNlD0lRGyF7D/mke2pLjQFHwZgcYk9yKW28j5XWR9boY9rhRvS40txOTx4nmcaJ6nNhcZux2sFqLoavNVlys1qOz74UQQgghhBBCCCFGSMAqhHhLhoaGWLduHffddx8PP/wwUOx/8o1vfIMpU6Zgfd1Rz5Ea+dhAmv6ntqDc92eqVz+IL91DX6CFp6fcwDMVl2Hz25kzQ2HhQhg3ToJVIYQQ4q0aCV8djuLyeoZRnG44FitWt8ZiI5WtEIkoDA+bCIUqSCYrGEwVK2JfnZ7YwFTIFmeWSJvR8qBmbHSZm3i54VJc8R7c8R6sehqzkcFsZPHoIZzZNFXuBP3lkMlCsKON6ZvvoKX1b0StASLWSsLWSqKOSlLOAGlnOfHyJoYbZqDU1uLzQbk9QdAcxl7ppmKMh8ZGeZ8ghBBCCCGEEEKIo0sCViHEGxqZSTyVSvG3v/2NX//612zYsAG3282CBQv4/e9/T01NzUE9eEZ6yGUy8OIj3TT95sdUb1uOycjR75/Eo0v+i9XKmfg9CkuWwNy5UFt7FJ6gEEIIcRJQlGL/U7+/uLzeSAA70tc1FiuGr7FYMYDt67PS31+siE2noTtXQbvrPJ6ZcR6GYaDqeSryvZRnu/FnevFnenAWonT5p6FpCnY7+MwxnEoKs5GhItVBMNWOaugoho5C8bK9fDZ/jX2TtUOXUShAY2g3s7seo2/iGVR8+AwaG9//fSeEEEIIIYQQQgjxWhKwCiGOaCRczefzfOc73+GPf/wjQ0NDjBs3jqVLl/Ltb38bp9P5um0ADAyj2APuoYdg7aoq/ilRid3bQHdgOg/N+gE70s20tMBll8HEicX+a0IIIYQ4OkYC2ECguLzeyKwUxemGX12iUYhGFYaGzAwM1DM0VE9PoniCVSYD2SgUQsVt9xYW8eK4iQQb/5VArptguoOKVDv+ZCdliS7ciV6yvkrszVWMrytuM33LdqYknmNtbByZTHEcUsEqhBBCCCGEEEKIo0kCViHEEWUyGXbt2sVXvvIVVq9eTS6X49JLL+W6667j/PPPx2Q69L+RxGCaHSt7eOT5Kna02amqsvPCed9hVUynL+FCdbi55Dz40IfA4wFVfZ+fmBBCCCHeEkUphptOZ3GprHz1tpHwdaQPbDZb7P86MhVxMYSFWMxKNFJLOFxDT8hgdxQyaYNs1iCXNdALYKCgRzSIgskE+dxUDtR+iiHvVMYenacuhBBCCCGEEEIIMYoErEKIQ8rlcmzdupX777+fe++9l56eHjRN4+abb+ayyy5j0qRJmEymg6YFTg6nCD+1nszdDzB2/XImV3+K3BmfJ5vX2DtYgdkM42YqnLZYYcYMcLmKB2ylEkUIIYQ49r329fpwr92GUQxG7XYoKysGrq8uSumyUCgGsfH4q0syWQxmU6mR3rAQH55Ed2QsZocFt1veMwghhBBCCCGEEOLok4BVCHGQHTt28OSTT7Jy5Uo2b95MZ2cn06dP57rrruOss86isbERh8NRWt94pdnq0N+fR3vycZwvrMWzZxfm2CDNrk2sHjbI6gaVNRotLTBjBjQ1gdtd3F4OlAohhBAnjteeOKVph19vpFd7Pg+5XPGyUHj1MpcrBrDZrJVs1oqqgs/3/jwHIYQQQgghhBBCiCORgFUIARRD0ng8ztNPP82KFStYtWoV+/fvx+FwcMkll/DBD36Qiy++GL/fX5oW2DAMjHyB5I52lLXPoT2xAssLz6AO9hO3lLOp9lK2lp+JZlIY3wjTp8PkyVBbCzbbUX7CQgghhDiqRoJYi6W4HMlIGDuynRBCCCGEEEIIIcTRJAGrECe5XC5HLBajt7eXHTt2cOutt/L8889jNpsZM2YM8+bN4+qrr2bhwoUAKIpSqjbJRDMU9raRf+BhtLv/D1d/K3FTGf3eaeyrPJWXx32UwcY5zJgMc+bA+PHFfqtyYFQIIYQQb4W0ExBCCCGEEEIIIcSxRAJWIU5ChmGQzWbJZDL09fWxYcMG7r//fh577DF0XcflcnHOOefw0Y9+lAsuuAD7K+WmRi5HXlfIFjQGh1S6Xxom/5t7OXX598lpNiLWCl5quJyXGpfS07iApnFm/vl0mDkTrFY5MCqEEEIIIYQQ4tih6zrZbBZVVTGZTKiqerSHJIQQQgghjhMSsApxEjBG5tR7RTqd5qmnnuLhhx8uTQUMxerUBQsW8G//9m8sWLAAv9//6vaGgb76WdoGXKwbGMumDj997X6C+oeYZv01zzRcyT/GfAbT+GYmz7Rx8SkwaVIxWBVCCCGEEEIIIY4127dv51//9V9paWnhuuuuY9q0aUd7SEIIIYQQ4jghAasQJ4lkMsnmzZt55JFHuOeee+jr6yObzaIoCuXl5VxwwQV8+tOfZu7cuVgsFpRMBnbtIv/cC6SWrcG8ejm2gQ6SFWextfnf2OFbjKZZSZTN5KsfaadpopUPnqIydRpUVIDZfLSfsRBCCCGEEEKIE8HatWv561//SqFQ4KabbiIQCBy0TiwWY8+ePXzzm9/k85//PPPmzSMYDB7xfkdmd8rn8+i6/l4NXwghhBBCnIAkYBXiBDU8PMzGjRtZv349GzZsYMuWLQwODpJMJkkkEvh8Pk499VTOPfdcFi9eTHV1NW6XC9Nd95Bb9Szq9s1ofT2YUilc6TSk06SxMkg5qt1KbY1BXb3ClCkwcYKd2jqw2RQsFlBVmQ5YCCGEEEIIIcS7I5/PEwqFWLNmDddeey1erxfz687qjUajvPjii2zcuJFUKoXJJIe8hBBCCCHEe0febR5Hent7Wb16NU888QShUIiGhgYuv/xypk+fjs/nO9rDE0fJyAfN3t5eOjs7OXDgADt37mTXrl0MDg4SCoUIhULEYjHMZjOnTJvG2ePHM83rpd7upMwRQHNPpLfXzNYBmHD3csq3P4M23Ec2rzJkraazbCrd42cSbZ6Bc0ojp04eQ1kTVFZCWZmCywWvtGmVYFUIIYQQQgghxLuqvr6eBQsW8Pvf/57Ozk6CweCo4yCGYTA4OMiqVasYN24cFRUVKIrC4OAghmGgqioWiwWLxYL1DfrY6LrO4OAgTqcTq9U6KqhNJBJkMhnsdjs2mw1FUTAMA13XSSQS5HI5dF1HURTMZjMOhwNN06S3qxBCCCHECUgC1uNEf38/zzzzDPfccw9ut5va2lra29u5++67SafTnHHGGdhGEi5xQtF1nVQqRSKRIB6PE4vFiMViDA4OlpahoSFCQ0MMDw7S3d9PR0cHvb29TLHbmWa1UqmZcHvLcOsGEyMRZvf0UDs0hDWdoa3PxsrcZfSHFEIhiPXXUWueiT7WQ66yjkJtPdnqJhyNY3E1NxKssxAIKJSVgcMhgaoQQgghhBBCiPdWQ0MDZ5xxBoFAgCeeeAK73c6pp55auj2TydDR0cETTzzBjTfeyF133cX3v/99du7cSSQSoa6ujjPPPJOLL76Yiy666IiPFYvFqKur4wc/+AEf/OAHmT59eum2n//859x3333cfPPNfPSjH8Vms5HJZOju7ubb3/4269atY3h4GKvVyvz587n55puZMmWKnBQvhBBCCHECkoD1OLFz506WL19OV1cXP/zhD5k4cSJ/+9vf+MMf/kAgEGDChAk0Nzcf7WGK1zAMAygGpIVCobSM+j6fJ5/JUMjlKORy6Lkcej5fuhzI50mmUkQiEbLhMMbwMJnhYcKDg/R2dNDT3s5QTw+5ZBKTYaCoGgcCNZisfhobx3K+muZsPcYUPY1fN7DF4mg7dpDftZeMyUnY5KStYSIv6hkyFgsmE/TMuQjDehp6bT3amEZ8TWXUBCAYBK9Xpv8VQgghhBBCCPH+UhQFl8vFxRdfzHPPPUdLSwsLFy5EeeXD6datW1m/fj0AF1xwAevXr2f69OnU19djs9nYvHkzzz//PD/60Y9obGxk0qRJB00x/Fojn+cPd/3IZaFQYMuWLXz3u98lEAjwta99jcrKSnK5HA8++CD/+Z//yeWXX87VV199xMcTQgghhBDHHwlYjwOGYbB582b27t3LJZdcwrnnngvAZz/7WVatWsXevXtZv379cROw5vN50skkWjaLepgPLQAGkLVYGFlD1XVMhQKqrh9+G0Uh/ZoPLaZCAa1QOOzjGEBBUci8ZsofSz6PSddRDjc2wyClqmRVtfShylkoYDYMlNetZ+g62WyWZCJBZypFLJUilU6TS6Uwp1LosRjxgQESQ0Okw2HSkQjZaJTMK5d3xeN0DwyQy+eZDJyJwkwMaoGpgB/wvbK4gYTVwVcXfQx79Vy83gXMf+nPTNr2FyoGt2GoGjmTRt5XRdxRwYB3PMO+sQzWzWfcGJ3geKiqgvLy06isBJ+vOO2vhKlCCCGEEEIIIY4mRVGw2WyceeaZrF69mra2Nnp6eqipqQGKJ6Xv37+fiRMn0tjYiNlsRlEUKisrsVqtBINBIpEI3d3drF+/njFjxrwrgWdXVxc7duzgwIEDXH311cyYMQOfz0c+nyeXy/Hzn/+cnTt30tXVRVNT0zt+PCGEEEIIceyQgPU4kM/n6e7uJh6PM3fu3NL1qqoyY8YMNm3axP79+w+57eHOujya9u/fz+P33MOYNWtwJ5OHXskwSFutPDN3LrlXepUEh4aY0NqKOx7HgGIAOvL8DANDUUhaLPxj7txSD5TJ7e3U9/XhSqWK+8IwQNeLl4aBDnR6PPxj/PhSVemSfftoCoexZbOl9RRdB10vXT7i87HS7Safz2Pkcnyqv5+5ySQWXUfVdTTDQDMMVMDyyvJJYCtQAJqAHwJXjDzdQ+0C4HZUdAVU1cIYzczFwPm5V/eZ8Ur6OZKBpjUvDfZP0W+MY3hYYZfndJJTynDqcVLltWjNDXhnNONqKsdfrjLeB3M8YLVKkCqEEEIIIYQQ4thltVpZuHAhAAcOHGDXrl1UV1eTy+XYtWsXnZ2dLFiwAJ/Ph91uJ5lMltrtuN1uKisr8Xq9bNiwgUsvvfRdGVNrayu7du0il8vR0tKCqqpEo1EMw2DGjBnkcjm6urpoa2uTgFUIIYQQ4gQjAetxIBqNkkgkMJvNBAKBUbf5fD4KhQLhcPiQ246cNZnP50fdX6FQeC+HfEStra08cPvt/Kq9nemHWccAuoCPrl5N7JXrLgTOMYzDbpMHDgAXr11buu5bhsE5wPgjbPMkcM9LL5Wuu8AwOAWoOMJz+GsoxBZApxieVgJzX/n6cLyaFafZjm5y4FZNmDJRyISBV6p1FY2caiKrmslpVrJmOx8567/IVszC4ghSHe0g2rOO1aGdZG1usg4fSWcFSqAcS7Ufe40PV72Pj9R6cLjA5QKXcy4W8ymo6ishrqIUw1gJU4UQQgghhBBCHEdMJhNjxoxh5syZDAwMsHz5cs4880w6OzvZunUr0WiUyy+/HIBHHnmElStXsm7dOnp7e8nlcuRyOex2Ox6P5107JtLd3c3u3bvZu3cvCxYsOOj2dDpNbW0t3d3d78rjCSGEEEKIY4cErCe4p59+mrvuuosnnniidJ1hGAwNDR21MdXV1XHWxZey4a/P0ppIHXa9mGZhcuVMsqoGKDjTIdZFDtCaS2K8EhQWKz8VQEFXFKImC3OqTwEUFEUlFutgdWKALYUMoGAAhqKhKCqGomAoKgfs5ZxeOR1FUVEUjY7hPfw9HcKm66Co8Mq6aGYMxYShmtDKx3NpWROoZkyKyoFwK3/OxtDMZlSzBc1sQbVY0aw2TDY7FpebTzRM4gqXC7NVxa7pBAoxXlRymN12rB4LVoeK1aZgtSrYLeAyKXzb6S3ep6ah6hMw6U2oer44HkXFUNRiU1RNRVEVVE1F0RQUZaRXqvLKvpBMVQghhBBCCCHE8e/CCy/kwQcf5OmnnyYej/PQQw8Rj8eZMGECs2fP5n/+53+49957cbvdfOlLX2LMmDHYbDaeeeYZVqxYQTabfcPZvhRFwTCMg9bTdX3UCezZbBaz2czs2bP52c9+hsl08GG2srIygsHgu/PkhRBCCCHEMUMC1uOAw+HAZrORz+eJRCKjbovH46iqisvlOuS2U6dO5bOf/SyXXHJJ6bpUKsXXv/7193TMR9LU1MQ1X/gc5o9egekIZ40WFJVJVk9pGlx7IYc3n8Ksv36bV9PDgqIy1VZWut6TT+EoZDEZBUYC1tLKr9xvRrNwltVT2sabS2Ap5FCLExG/5v5fCTVRmGdxkjbbURQVUHDkklj0PKjFYFdRiwuqhqqqKCYTM2wuFJNWDEIVA9WoQFUMFJOGalLRNFBVBVUdCUfBobw6da+imJA/WSGEEEIIIYQQJ7O5c+fy3HPPsX//fl544QVWrVqF1+tlxowZWCwWtmzZgsvlYvr06SxZsgSfz4emaWzZsoVYLIbD4Tji/SuKgsvlIpVKkU6nS9cPDQ0RjUbJ5XKl63w+H2VlZUSjUZqbm3G5XGiaNur+TCbTu9LvVQghhBBCHFskrTkOWCwW/H4/FouFffv2sWTJEqBYidrW1oaqqlRVVR1y22AwSHl5Obqul66LRqOHDWTfD06nk+YJ42HCG69b+zbuv+5tbNP8NrYZzf8W11cA+YAlhBBCCCGEEEK8Fc3NzdTX12MymfjHP/7Bpk2buPjii5k2bRoA4XAYm81GIBCgsrISk8lEX18fAwMDDA8PU1lZecT7VxSFyspK+vv76e7uJh6PYxgGW7ZsoaenZ9T0wrW1tdTW1hKPx2lvb2fs2LF4PB40TSObzRIOh3E4HHi93vd0nwghhBBCiPefBKzHAU3TaGpqIhgM8uyzz3LeeedRVlZGW1sbu3fvZsyYMYwff+guo6qqoqrqqOusVutB1wkhhBBCCCGEEEIc62w2G5MnT2b8+PH87ne/I5FIMGnSJObNm4eiKDQ0NLBixQrWr1/P3LlzKSsr4+677+aZZ54hFou94f1rmsbcuXN56aWXsFgs1NbWous6t956Ky+99NKoaYCnTp1KOBzmrrvu4tvf/jZXXXUVU6dOxev10tXVxcqVK5kyZQpnnXXWYU+MF0IIIYQQxycJWI8TM2bMYM+ePdx555385S9/oaWlhQceeIBIJML06dOZMWPG0R6iEEIIIYQQQgghxHtu1qxZhEIhHnjgAc4880wmTZqE31+cWepLX/oShmHw9NNP8+EPfxi73c6FF17IjBkzqKurI5VKHfG+bTYb3/ve9/jxj3/M6tWr+fOf/0wwGORLX/oSJpOJDRs2lNa1WCwsXLiQhx56iB//+Mf84he/YGBggFwuRzAYZNasWUydOhWn0/me7g8hhBBCCPH+UwzDMI72IMSb09rayr333ssf/vAH+vv7aWlp4ctf/jJnnnnmWzoTMhqNsmjRIm644QauvfZa7Hb7ezhqIYQQQgghjm+6rhOJRAgEAmzfvp2xY8eOqmASQgjx/komkwwODrJ+/XqCwSATJkygoqICwzDI5XLs3buX/v5+YrEYmqZRU1ODqqpks1ny+TyzZs3CarUSiUTYvHkzHo+HpqYmvF4vhmGQTqfZtWsXQ0NDpFIprFYrEydOZGBggHA4zPjx46mtrUXTNAqFAtlslh07djA8PEw6nUbXdWw2Gz6fj+rqaqqqquR1QwghhBDiBCMB63Fk5Ef12h+ZoiijLt8MCViFEEIIIYR48yRgFUIIIYQQQgghxGvJUYHjyNsJUw/FMIzSGZmxWIx8Pv9uDE8IIYQQQogTkq7rpb59I++lhRBCCCGEEEIIcfKSgPUklEqlMAyD3/zmNzzwwAOoqnq0hySEEEIIIcQxLZ/Po+s6qVQKXdeP9nCEEEIIIYQQQghxFEnAehJyOBxcf/31hMNhVFV9xxWxb1WhUKCvr4/f/e53fOMb38Bqtb7vYxDHv3Q6zc9//nM+/vGP09jYiKZpR3tI4jiUy+VYv349L774Ip/5zGewWq1He0jiOKPrOtFolJ///Od8/etfx+l0ymuaeMvS6TS/+c1vWLJkCdOmTZOpZ49RhmHwgQ98gMrKSnnfIYQQQgghhBBCnOSkB+tJaORgsKqqR+UAXj6fZ9u2bZx55pm0tbXh8XjkYLR4y6LRKJMmTeKee+5h4cKFWCyWoz0kcRxKp9P86U9/4n//93956qmncLvdR3tI4jhTKBTo6elh4sSJtLa2EggEZGYI8ZbFYjEWLlzIN77xDZYuXYrNZjvaQxKHMNJiw+v1ommavH8VQgghhBBCCCFOYnJ6/ElIVVXKysqO2uPncrnSgUOHw4HdbpeD0eItMQyj1DvYarXicDgkYBVvi6IoWCwWVFXFbrfjcDiO9pDEcaZQKGC32wGw2+3Y7XapbBNvychrmqqqpdc0CViPXU6n82gPQQghhBBCCCGEEMcASbWEEEIIIYQQQgghhBBCCCGEEOJNkoBVCCGEEEIIIYQQQgghhBBCCCHeJAlYxftOVVUqKyv5yle+gtVqlf5V4m2xWCzceOONNDY2yhTT4m0zmUzMmjWLa665RqaZFm+Loii43W5uvvlmHA6HvKaJt8VisfDpT3+alpYWmWJaCCGEEEIIIYQQ4jigGIZhHO1BiJOLYRjkcjn6+/upqalBURQ5IC3eEsMwMAyDnp4eysvLJagXb5thGCQSCeLxOMFgUMJ68ZYZhkGhUKCnp4eamhpUVZX/R+ItGXlN6+vrw+PxSFAvhBBCCCGEEEIIcRyQgFUIIYQQQgghhBBCCCGEEEIIId4kKdURQgghhBBCCCGEEEIIIYQQQog3SQJWIYQQQgghhBBCCCGEEEIIIYR4kyRgFUIIIYQQQgghhBBCCCGEEEKIN0kCViGEEEIIIYQQQgghhBBCCCGEeJMkYBVCCHHSuvPOO/nkJz/JN77xjaM9FJYtW8bll1+O1+ulsbGRb33rWxiGccRt5s+fz/e//3127NjxPo1ytKeeeopJkybh9Xrxer20tbWRz+ePyliEEEIIIYQQQgghhBDi/WI62gMQQggh3k3ZbJaFCxe+4XqXX3458+fP58Ybb8Rqtb4PIzuyfD5PLpdjwYIFfP3rX6e2tvYNt4nH42QyGXRdfx9GeLCZM2fyy1/+kvXr1/ONb3zjqI1DCCGEEEIIIYQQQggh3k8SsAohhDihqKrKxz72sdL3Bw4c4OWXX+bAgQN88YtfLF0/ffp0Jk+eTCAQQFGUozHUg6iqSjAYZMGCBZhMx/5LtM/nY86cOaTT6aM9FCGEEEIIIYQQQgghhHjfHPtHb4UQQoi3QNM0Pv3pT5e+f+mll0in06TT6VHXWywW2tra2LNnD3a7nfnz52MYBsuWLcPpdGIymYhEIgwMDGA2m5k5cybNzc1s2rSJAwcOkMlkKC8vZ9q0adTU1JTuNx6P097ezv79+wmFQphMJmpra5k1axZOpxNN0w47dkVR0DQNu90+6vpMJsOePXvYt28fkUgEh8PBrFmzDqoYTaVS7N69m3379hGPxzGbzVRUVNDc3ExjYyOappHP57nvvvuYPXs2DQ0NOJ1OoFhB29nZyerVq/nQhz6Ey+Wiu7ubPXv20NfXRzabxW63M27cOCZOnIjL5ULTNGw22zFRASyEEEIIIYQQQgghhBDvFwlYhRBCnFAURcHr9Za+dzqdWCwWNE0bdT3AunXrWLZsGVVVVcyfPx+A//qv/8Lj8RAIBAiHw+zZs4d8Ps/FF1/M0qVLefjhh3nppZcYHByksrKSf/qnf+Lqq69GURR0XWfz5s089dRTrF27loGBASwWCw0NDVx//fXMnj37oDG8Gfv27eO+++5j5cqVxONxAoEAF154Iel0elSf1mg0ypNPPsnKlStLj11ZWclZZ53FJZdcQn19Pblcjn//93/nU5/6FB/96Edpbm4GilMrP/XUU3zve9/j1FNPJZPJsGLFCh599FG6u7vJZDK43W7OP/98KioqcLlcb+fHI4QQQgghhBBCCCGEEMc9CViFEEKI11m9ejXnnnsuS5cupaGhgb///e/84Ac/4MUXX+SCCy7ge9/7Hp2dnTz44IP853/+J0uXLsXlchEKhbjllltIJBJceumlnHnmmaRSKf793/+d733ve/z0pz9l7ty5b2lKYl3XufXWW9m0aROzZs3iqquuQtd1vvnNbzIwMEChUCitqygKHo+Hb3zjGzQ0NNDd3c1tt93GY489RjKZ5Gtf+xp2u50LL7yQZ555htNOO42mpiagWP360EMPce655+L3+1mxYgV//etf0XWdX/ziF1RXV9PV1UVPTw82m+3d3uVCCCGEEEIIIYQQQghx3JCAVQghhHid8ePHc8UVV3DeeedhGAbNzc387Gc/w+/385GPfISqqioSiQSqqvLkk0+ybds25s2bxz333IOmaaWq1hG//vWvOeWUU9i2bRtjx46lvLz8TY9l//79rF69mvPPP5/rr7+eMWPGoOs6v/71r5kzZ86oaYKDwSDXX3996fuRaYH/+Mc/8vTTT3PzzTcDcOWVV7J06VL27NnD9OnTsdlsdHd3849//IMnnngCh8PBwMAAJpOJ8ePHM2/ePADq6+uPmX61QgghhBBCCCGEEEIIcbRIwCqEEEK8zrhx4ygrKyt9bzKZ8Pv9TJkyBYvFAoDD4cDn86HrOgMDAwDs2rWLtWvX8ve//52vfvWrpe0Nw2B4eJje3l7C4fBbClj37NlDNpuloaGBxsZGoFipOmHCBHw+36iertFolGeffZZf/epX7Nmzh1gsRiaTIZVKMWvWLNLpNDabjdmzZ9PS0sKGDRsYO3Yszc3N/PWvf6WhoYFFixZhsVg466yz2LFjB3fccQcrVqxg8eLFnHfeeZx++unSc1UIIYQQQgghhBBCCHFSk4BVCCGEeB2z2YyqqgClik1VVbFYLKMqOEe+HpmmN5FIMHHiRObNm8epp5466j4Nw2DChAlUVVW9pbGM9FhVFKX0eCNfv3YsiUSC9evXc9NNN7F48WKuvPJK3G437e3t/O1vf2N4eJhcLofdbkfTND74wQ+yfPlytm7ditPp5KmnnuKyyy7DZCq+NWhqauIrX/kKF110EVu2bGHnzp18+ctfZvHixXzpS19i/Pjxb+l5CCGEEEIIIYQQQgghxIlCAtaTXDgcZteuXaxZs4YDBw4QiUS48sormTNnDn6//y3fn2EY7Nmzh+eff56NGzcSCoVwuVycfvrpLFmyhEAg8B48CyGEeHe9Prx87fWH+npETU0NXV1dBAIBFi5cWAppR1itVsxm81saS2VlJZqmMTg4yODgIMFgEF3X6evrI5FIlKYIjkQi7Nmzh56eHq699lqampqwWq3k8/nSY46EtQBnnXUWTz31FC+99BLpdJq2tja+853voKoqiqJgtVqpq6vD7/czduxYent7CQaDPPDAAyxdupTGxsZSNa8QQgghhBBCCCGEEEKcTNQ3XkWcyBKJBO3t7WzZsoW+vj7uuusudu3aRTKZfFv3t23bNp544glWrFjB0NAQuq6TTCYZGBggm82+y6MXQohjy/z581FVlZ07d7J161bS6TSGYRAOh9mwYQPxePwt9zCtr6+nvr6evXv38swzz9DX10dfXx+PPPLIqP+ruq6Tz+fRdR2LxYLFYmFwcJBt27bR0dFx0P2OHTuWuro69u/fzz/+8Q98Ph/Tp08v3b5//3527tzJ8PAwfr+fyZMnU1tbSzgcJpfLvf2dJIQQQgghhBBCCCGEEMc5qWA9yWmaRnl5OYsWLWLChAk8/PDDB61jGAaGYdDV1cXw8DD5fB5N03C5XFRWVuJ2uwFIp9M88sgjrF+/nvr6ej760Y/S2NhINBolFovhcrne52cnhBDvr9NOO41Vq1axY8cO7r77bk499VScTicDAwNs2LCBz33uc/h8vrcUsgaDQZYsWcLq1at5+OGHicViaJrGsmXLsFgspSpZt9tNQ0MDgUCAe+65h/nz59PT08PmzZsZHh4+aGpiu93OnDlz2Lp1K1u2bOGyyy7D5/OVbt+8eTOtra1YrVaCwSCKorB27VpaWlqoqKh4y5W4QgghhBBCCCGEEEIIcaKQgPUkV1VVRVVVFWeffTaGYaBp2kHrjFRf3XLLLTz11FMMDQ3hdruZPXs211xzDWeddRaqqtLa2spTTz3FtGnT+MIXvkBFRQUAZWVl2O32t1y1JYQQ7waTyYTD4SidDPJaFosFp9OJw+EoXedyuXA4HKP+HyqKgsfjwWazjfpfZjKZ8Hq9pbDR7/fz1a9+lccff5y//OUv/O1vfyOXy1FXV8fpp5+O1Wp9W/8LP/WpT+FwOLj//vv55je/SVVVFTfffDMHDhzA5XKhaRper5d58+bxuc99jt/97nfccccdzJw5kyVLluD1emltbT3osU855RTWrl1LJBLhggsuGHWby+Wira2NZ599lt7eXjRNY+bMmfzwhz9kwoQJ8j9dCCGEEEIIIYQQQghx0lKM1zZkEyc1wzBwOp389Kc/5dJLL6Wurg7DMIjH43z5y19m586d3HTTTYwbN46Ojg4ee+wxHn30UVauXMm4ceP47W9/ywMPPEBlZSXl5eX89a9/BYp9/r7zne9QU1MjFU9CCHEYf//73/n9739PWVkZt99+O3DoPq/vhpGX/qeffprbb7+dcDjM/fff/5Z7qhqGQSqV4plnnuG8885j3759NDQ0YDLJ+VtCCCGEEEIIIYQQQogTl/RgFUeUzWbZv38/d9xxB7fffjsXXHABU6ZM4dxzz+W6666jpaWFO+64A8Mw6OjooL29nXXr1hGLxbjtttu49dZb2bhxI5/61KfYvn370X46QghxTEulUtxzzz2MGzeO7373u7wX50CNhKIHDhzgrrvuIhqNcuGFF76tE2BWrFjBvHnz+PCHP/yuj1MIIYQQQgghhBBCCCGOVVJiIo4olUqxd+9estksl1566agD8KlUilAoRDAYxDAMCoUC2WyWc845hxtvvJHx48djGAY/+MEP+NSnPsXOnTtpbGykrKzs6D0hIYQ4Rs2bN48f/ehHDA0NYbFYqKmpec8e63//93/54x//iKZpfPjDH+aSSy55W9WyM2fO5Le//S3pdBpd16murj7kVPNCCCGEEEIIIYQQQghxIpGAVRxRPp8nGo2iqiqf/vSnD6pwUhSF5uZmFEXB6/WWQoHx48fjcDgwDIM5c+aQz+fp7+8nHo9LwCqEEIdQVlaG0+kkn8+jKMp7OqX6kiVLqKurw263M3bsWAKBwNu6H6/Xy6xZs9B1HQCr1fpuDlMIIYQQQgghhBBCCCGOSRKwiiMymUz4fD4ATj311EP21rNYLCiKQkNDQylUHTnYDlAoFDAMA03TUFWZlVoIIQ7FZDK9L71LFUWhpaWFlpaWd3xf79eYhRBCCCGEEEIIIYQQ4lgiaddJTtd1crkc8XicRCKBYRhkMhkSiQTJZBJN00rVTRs2bCCTyWCz2bDb7WiaRjqdJp/PAzB16lQqKiro7e1l27ZtxONxYrEYa9euxeFwUFlZicvlOsrPWAghhBBCCCGEEEIIIYQQQoi3T8pOTnK5XI7BwUF2794NFAPX9vZ2Nm3aRDgcprKykubmZi677DJ+8YtfkMlkmDZtGhaLhZ6eHvbs2cOsWbM499xzmT59OqeccgovvPACt912Gx//+McpFAr813/9F7Nnz2bixIl4PJ6j/IyFEEIIIYQQQgghhBBCCCGEePsUwzCMoz0IcfR0d3fz2GOPccMNNxx02+TJk/n4xz/ON7/5TXK5HD/+8Y954IEHaG9vR1EUqqurmTdvHjfddBNTp05FURSGhoZ46KGHuOOOO9i4cSNOp5PzzjuP7373u9TU1LynPQWFEEIIIYQQQgghhBBCCCGEeK9JwHqSG+mXWigUDrpNURRUVS31TdV1HV3XGfmVURQFRVHQNK30/cj9jax3qHWEEEIIIYQQQgghhBBCCCGEOF5JwCqEEEIIIYQQQgghhBBCCCGEEG+SerQHIIQQQgghhBBCCCGEEEIIIYQQxwsJWIUQQgghhBBCCCGEEEIIIYQQ4k0yHe0BiPefYRhks9lSj1UhhBBCCCHEkRmGQaFQwGKxoCgKiqIc7SEJIYQQQgghhBDiKJGA9SSUz+fZt28fuq5jNpvl4JAQQgghhBBvwDAM4vE4kydPxmazyXtoIYQQQgghhBDiJKYYhmEc7UGI91dXVxcf+MAH2LlzpxwYEkIIIYQQ4k3SdZ0XX3yRqVOnYrPZjvZwhBBCCCGEEEIIcZRIBetJyOVyoaoqP/nJT7jiiivk4JAQQgghhBBHoOs6kUiECRMm4HK50DTtaA9JCCGEEEIIIYQQR5EErCehkZ5RDoeDsrIyCViFEEIIIYQ4Al3XSzO/SP9VIYQQQgghhBBCSMB6Ehs5OKSq6tEeihBCCCGEEMc0ec8shBBCCCGEEEKIEXKUQAghhBBCCCGEEEIIIYQQQggh3iQJWIUQQgghhBBCCCGEEEIIIYQQ4k2SKYLFYRmGcbSHIIR4l0ivOCGEEMc8w3h10fXidSYTvPIaNvLeVF7ThBBCCCGEEEIIcbRJwCoOaeQAlq7rFAoFCoXCUR6REOKt0jQNTdNQVRXDMOSAtBBCiPfG4U7KMwxG3aIogPLqNob+6rYGoBdQ0mlIJDBiMchkKEyZUlq9UMijKAoWixV5SRNCCCGEEEIIIcTRJAGrOKRCoUAsFiMUCpHJZI72cIQQb5PVasXr9eLxeDCbzUd7OEIIIU5UhgHRKITDxctoFCIRiETRQ2EKmTyJj1xDxuwmmwW2b8f9P7/AuuVF1FgEJRrCnE6g6IViMKsoRDULp0/4AMOhTqLRHmw2Nx/72Ef5xS9+cLSfrRBCCCGEEEIIIU5yErCKg+i6zuDgIPF4HJPJRGVlJWazWarfhDiOGIZBPp8nGo0SCoVIp9NUV1ejqtJ6WwghxBtob4fBQQiH0SNRCuEohcEI+lAIfShEQYeB868mOm42mQzo4RhT/uPjlO19CUXXi9P7vmaqX9UwyKh2vvqUm45CnkSil7HDO/mXjuXMSw0WK1l1A16pdy0AKcMgoqfZvXMZeaOAYehkswni8aGjumuEEEIIIYQQQgghQAJWcQj5fJ5cLofZbMbn8+FwOCRcFeI4ZBgGJpOJcDhMLpcjn89jsViO9rCEEEK8n9rbMfr60IcjFEJR8qEoRiiCEQmjRKMYukFo/Dw6T/sYmQykUjDnf36Mv2MTpnQCJZdHy+dRsznI5TFyObKqjTXhs9hQN4tsNo8SC/GZXUPMGOwni0pSUUmikMQgZhSIoxMhzspnf8SAoVMoZOnKJzByER408sSBBGDYvKhuPxZ3OXZPOU5fgA+VBykvryAQKKeqKsCMGeOO9h4VQgghhBBCCCGEkIBVHMwwjFIwY7VaMZnk10SI45XFYsFkMlEoFNB1/WgPRwghxDtgRKIYg4Po4Sh6JE4hGodYHJIJlFQScjmyDh+tp11FOl0MS8etWkZgzzosoT7UZBpTIoWRTEIyBekUeUOjY7yFx4aLAWs2C+Uv9MNAJ6pRIKtayaoW0oqVpGIhaeSJYrBy85Ns2L2DdCaCkR4kG22nEoMMBllDJ4NCFoM0BhlAcTgwnClqPF48niCVXg/+Mg8+Xxm1fh9WtwfV7kazOzHZXFjtLhwOF+e4PLhcblwuJx6PE6/XJv1XhRBCCCGEEEIIcdRJciaEECcwqT4XQohjVKGAkU5DMoWeTKGnMhjpDGSykC0mnQYKAxMWkcur5HLg2rMP35anMXcfQB+KoA+HIRyBWBQlEcfI5IiWNfF47EoSCUgkFD64fCeT2tbhTg2Q1yzkVQsFzUJBs1LQ3GRNdvZFPGzbFiWXS5DPx3nO6mOPp4p0Lk1cV0kYKklVJYZBnBzRQppNfU/QWUiQzYbR9Sxhmw1rRQUWhwOb3Y79NYvD4cDnK+fS8iB+fzl+v5/ych+BQDnBYIBgsAKfzyctKYQQQgghhBBCCHHckIBViGOUYRgcOHAAt9uN2+3GbDYf7SEJIYQQ4kh0vRic5l9ZCnnIFyCfx9Ah6/ajKyZ0HZRECvveLagH2sh39ZHrGaQwMIwxHIJQCCUSIm+YeeLGlYTjCrGYwpSXNrNw3R+pDO/CUDRQNAxFQ1eLlwXVRDiXY9VKUFRQVZhgmYK5NoG9ECNuchIzOYmZXMTMbhImJ0mTnUG7B7PpWQyjg3y+jXvLE4Q1C6HQANHoAOl0Ak3TMJvNpcVkMuEzmTCZKrFYLFRXV9PY2EhtbS01NTVUVVVRWVlJTU0NNTU10nJCCCGEEEIIIYQQJxQJWMUJr1AokM/n33A9TdPQNO2YOvh3zjnncOWVV3LFFVcwbtyb6zlmGAa6rlMoFDCZTKiq+h6PUgghhDiBGUbxYuTrV74HBUNRS+sohXxxqt6+PgpdfeS6+8l29lPo7EXv6iafzLLln/+TYUctsZiCZU8bZ93xBWp71mNGwUzx/YfxyvsQA4WsZufP9xjkX3mYVKgKr202w74AUXsFUUcVSXuApD1A2uEjbfeTdFcwrbZAmQ88HgO75yp6LP9ELhciEmlncHAfPT276Op6kc7OVrq7DxAOh8jn8yiKUlqA0tcOh4NgMMiYMWMYN24czc3NNDQ0UFdXR11dHTU1NdhstvfpByKEEEIIIYQQQghx9EnAKk54t9xyCzfddNMR1/F4PHzlK1/hW9/61jEVsL4dhmFw55138q1vfYu7776b008//WgPSQghhDi+5fMwNERhXzvJ3R1kBqKExs8nVNNCPA6pcIbZ/34xVTtXoRTyaIAGvDZyzKsWHojfzF5bLYUC1KRs1OXHolhDDFprCNuqiNkrSNgrSDgCJB1BEq5KJjSqON3gLQOv91wGPOeSdoPTCeVuaHSBwwGamiGZGqSnZz+trX9i584drFu3m3379tLV1UU0Gj3s01NVFY/HQ3NzMxMmTGD8+PGMGTOGxsZGGhoaqK6uxuVyvcc7WQghhBBCCCGEEOL4IQGrOOFdc801fPCDHwSK4eOjjz7Kr3/9a77zne9w2mmnAcUDi+Xl5aVwdaQKFIqVrccbo1RdI4QQQojDMgzIZCjkCqRVJ7EYRKNgu/M2bJufx9LTjiXUhyU6gJZNo+k6roKODRN/m/Yjlo+ZTEFX0VMKZYMegjpkVRsxUzlhSwURSwVRW5CIo4aIswa1qoJ6l4HZouCwNrN2yR/Y68vjD6g4nCpOp0rAqWJ3KjicKg6XisOrYTYXp/vN5XJEIiHa2trYt28vu3fvZO/evbS3t9Hb20MsFkXXdXS9OHtHoVB45Xsds9mM3++nubmZ8ePHM3bsWJqammhoaKCmpga/34/JZCrN6KFpGqqqli6P9xPQhBBCCCGEEEIIId5NErCKE15ZWRlutxsoBo+VlZWYzWZqamoYN24c0WiUl19+mU9+8pP87Gc/45577mHv3r2ceeaZTJ8+nZdeeol0Os0Pf/jD0sHF1atXs2bNGgqFAt/5zncA0HWdJ554gpUrV7Jz506y2Sx1dXVceeWVnH766ZhMh/9zi0QiPPTQQ6xcuZKenh6CwSBXXXVVKeQd0dfXxxNPPMFTTz1FT08PLpeLlpYWzjvvPObPn4+iKGzevJkf/ehH9Pf387nPfQ6Px0NjYyOXXnopS5cuZdmyZTzyyCN0dHSg6zoVFRXMmTOHq666irKyMjmAKoQQ4oRSGAqT6+on29FHvqsPvacXtacb01AvlsgAWjpOa/lc/jLvx6TSKskkXLpiM1MOrMIZ70XNZ1HyOQwgYgkQMQcJWyvoy5eTiefRTRZMZhMrZ/4rL5s+g+ZxYvNacXjN2D0WrG4zXreVoMfCOJ8fq0vB4QCrVcNi8WAygdkMmlZcDCNPMhmnt7eLHZvb6ehoo7Ozg87OTvr6+giHw6TTaVKpFMlkklQqRTqdJpvNomkafr+furo6mpqaqK+vp7a2lurqaioqKvB6vdhsNhwOB3a7HZvNhtVqxWq1YjKZ5D2AEEIIIYQQQgghxJskAat4U0YqInO53FGvjlQUBbPZXPr6jYxUYUDxeYz0WTWZTFgsFlRVJRKJsHbtWu644w4CgQBz585l3LhxFAoFdu/eTTKZHHWfw8PD7N69m0KhULpu1apVPProoxiGwbRp09A0jXA4zC233EIwGGTcuHFYrdZDjvGRRx7hySefJJ/PM2vWLGw2Gw8//DDRaHRUyJrJZBgcHCxVnySTSXbu3Ekul0PXdU477TT8fj9Tp06lt7eXuXPn0tjYSCAQoLGxEcMw6O3tpbKykqqqKvL5PAMDAzz99NOoqsrnPve5t/zzEEIIIY4KwwBdJz8cJTcQIj8YRh8KU0ik6ZrxQeJxiEYV6jY+Q9WOlTi796BFYhCJQjSCloiipeKohRzJShu7tARxxU2hAFsLk0m60phceTJWD1m7l6zdA14vZp8L1eMiGJzCaT4Nix2cDhWfdSYOt4bZZcFqU7HZwGoFi+XVS7O5eKlpOoVCluHhIXp7++jt7aW/v5/BwUGGhoYIhUKEw2FCodCo7+PxOIVCAbfbXXpvUVFRQUVFBX6/H7/fT1lZGT6fD7/fj8/nw+v14vF4cDqdh30fIoQQQgghhBBCCCHeGglYxZuWz+d59NFHicViR3UcZrOZj370o0esCH27otEoV111FfX19TidTnbu3PmG24xMJ3zPPfeQyWQ455xzWLBgATabjZ07d/LFL36R1atXU1VVddCBTcMwiMfjPPjgg5hMJs4991zOPvtsstksf/jDH4jH46MCVqfTybRp06itraWiooKhoSHuuOMOtm/fjsPh4IwzzqCuro5zzjmHdevW8eEPf5iFCxeiqipWqxVFUWhqamLGjBlUVFRQKBTYsmULDz30EHfeeSfXX3+9VLAIIYQ4pug6ZLOQy4EeiaL2dmMa7ENLxTAloxj9Qxg9Q+h9QxT6h0kn8qz50JkMJuyEIzDv+f2Yd6/FEtlJRnOSMTlJm8rIWGrIOR0UzHba/LMxaQYeF9jtkK5YTC/TUGxW8u4yDK8Pw1uGq0zD5lVwu6HWBjZbcX27XcFud+JwgMkEivLq+4NkMkkkEqG/P0o0GiUejxOLxQiHw/T19dHV1UVnZyfd3d2lkDWZTGKxWPB4PHi9XsrKyqivr8flcuF2uykvL6empoba2lpqamqorKwkGAxSVlaGzWZ7450qhBBCCCGEEEIIId4RCVjFm5bNZvnqV79KW1vbUR2H2+3msssue9cDVkVRuPLKK5k9e3bp4OSbPUiZTCZ57LHHuPHGGxk7diyGYZBKpaiurmbq1KksX76cD37wg5SXlx+07YEDB9i6dSvXX389F198MTU1NRQKBT7/+c/z29/+dtS6ZWVlLFy4kOHhYSKRCKqqMnXqVLZv38727dsxDAOTyYTdbkdVVVwuF2VlZaXtDcNg/vz5DA0NkclkKBQKVFRUMG3aNO655x7i8fio9YUQQoj30sisGEY2j57JYmRzkM1BLoeSy6Lms/TamwjFzcRiCuzoxLvqEQIvPYmlrx1nqAtNz6MoGppqpqCYyVorWO8KE7HbUVQIqmPwBuYTc9cQc1YTcdcSdtURddWQ8laR9VRgeLxM8FgoL4eKCvB6W3C5wOkEhwNcruIyEp6+fvy5XI5sNkssliWTyZS+TyQS9PT0sG/fPvbt20dbWxvt7e10dXUxODiIYRilKXotFgtms5mKigrsdjt+v58xY8YwduxYmpubaWhooL6+nsrKSpxO59H4cQkhhBBCCCGEEEKIV0jAKt4Sm8121Csj3svHb2lpKU0/fCSvnSbZMAza29tJJpP86Ec/4uc///modbPZLNOmTSOfzx/yvvbv30+hUKC+vp6qqiqgOK3xmDFj8Hg8qKpaepzh4WFWrlzJ73//e/bt20c8HieXy5FKpViyZAnpdPqw+8cwDAzDYMOGDdxyyy3s2LGjFLSOTP3c3d2Nx+MpTakshBBCvFOl10wDjNJ1SnGK30IeJZclubuT5LZWcnva0dsOoBxow9KxH1fPbm69/EV6TPWkcmaa+qKcvWcX4zuew1AUdFQyZjcRWxXDjjqGHPX0ucZhsqiYLcUK0/apFzHguAivF4JBqKyERh94vcXF7S4GqXb76PD09eMvVqQWq1JHXlN1XSebzdLd3c2uXbvYvXs3e/bsYf/+/bS1tdHV1UUmk0FRFFRVRVGU0tc2mw2Px8OkSZOYPHky48aNY+zYsYwZM4a6ujo54UkIIYQQQgghhBDiGCYBq3jTHA4H69evHzVl7dGgKAp2u/09uW+n0zlqetyRg6Cv7zur6/qo/quJRALDMPjZz37GggULDqossVqtpfD07YpEIixfvpx/+Zd/4ROf+ATf//738fl87Ny5k9tvv510Ok0ulztiwBoOh/nQhz7EkiVL+M53vlOqtn355Zf5whe+QDabfUdjFEIIIQ7JgNiuboYLXkJpO6GoRrIzRPkDtzLriR/hzCU4XE2mo2svhYpKDJOZQWcTaxquYK9vHr2ucQyVjyftq8HituDzFQPUYBA+4ofycgXfK0Gqw1Hsffp2ZbNZOjo62LlzJ7t27WLv3r20trbS2tpKZ2fnQb3aR4y8Z5kwYQItLS2MHz++FKQ2NzcTDAZlWn4hhBBCCCGEEEKI45AErOItea+CzWPVSP+zvXv3YhhG6SBoT08PBw4coKGhAUVRmDhxIna7nYGBAWw2G2PGjBl1PyMVK4cyfvx4NE2jtbWV7u5u6urqKBQK7Nu3j3A4XAq0+/v72bt3L06nkx/+8IelnqobN24kHo+PmjLZYrGUKmxG5HI59uzZw/DwMF/96leZMmUKNpuNAwcOEAqF3u1dJ4QQ4iQy8nKT7I+R2NZGZsd+9D37UfbvxXJgD2XdO3ClY/xl1n/xUvCDDJursGdUFne5WJBLUFBMhBx1DDrrGbA30m9rpM/ZTK9rPH1Vs7C47JR7IVAepDJwJhX+xUwpV/GVq5T5VVwusFgUVLVYhTqyvDIJRKky9XBZpq7rZDIZ2tvb2bt3L/v27aO1tZX29vbSlL6pVKp0gpWu66XFMAwsFgtjxowZFZ42NzfT1NREbW0tFosFVVXRNA1VVUvLkd4fCCGEEEIIIYQQQohjlwSs4k05WQ/+lZWVMXnyZO644w7+/ve/M2XKFNavX8/y5cvp6emhoaEBKPaF/ehHP8qTTz5JLpfj/PPPp66ujng8zpYtW3A6nSxevBiPx3PQYzQ1NTF37lzWrFmD2WzmggsuIJPJ8P/9f//fqKl6XS4XPp+PRCLBY489xmmnncaOHTt4+OGH2b59O9OnTy+tW11dTSaTYfv27dTV1REIBNA0jYqKCkwmE0888QQWiwVFUVizZg0PPPDAe78zhRBCnBAKOZ1ExzCxmEEk7yKUtjM4YOBd+TDz196CLzKInspAOg3pDEomhSmXQjcUHPE+rP4EhgkShoOXA+cxMP8+kr5aFKcTW5kVd8CKt8JKnd/KxHIbroAdb5mCwwkWi4rZrGIyMWp5bbB62HEXCsTjcTo7O2lvb6ejo4Ouri56enro6emhv7+fVCpFOp0mnU6TyWRKSy6Xw2Qy0djYSENDA3V1ddTW1lJTU0NtbS1VVVW4XC5sNhtWq7V0OdJb9WR9HyWEEEIIIYQQQghxopKAVYgj8Pv9LFy4kNNOO43bbrsNn8+Hz+fD6XTS2NgIFMNnTdO45pprsFqt7Nu3j1//+tdomoamaaXQ9FAURcFms3HVVVfx0EMPsXLlSjZs2IDb7aaurg6v11vqwVpWVsbMmTNZsmQJ//d//8cTTzyB0+mkoqKC+vr6Ufc5efJkFi5cyLJly3j22Wepr6/nzDPPZOHChVxzzTU888wz7NixA7fbjcPhYMaMGWzevPm936FCCCGOG/msTmYoTqZzgHxHD3R3Ye7txB7qxjw0zKBtGuvLz2O/vYVkAibuNJi7eQuFQo64rZyotZqwK8iwv4qQvYaEM0hH3ULUinLqy8DtMlHubMTnqMRa4cHtUXG6FJzO4pS+NltxsdvBagVNe7Ui9VCK/VBzhMNhBgYG6O/vZ2BggKGhIYaHhxkeHiYUChGNRgmHw0QiEaLRKLFYjHg8TjKZxGw2U1lZSVVVFRUVFQQCAcrLywkEAgQCAXw+H2VlZXi9XjweD263G4/Hg8vlkmpUIYQQQgghhBBCiJOIBKzipDN27Fguv/xyamtrgeJ0uk1NTVx99dVYrdZR6470Tbv22mt5+umnyeVyTJgwgTlz5pT6ro6YPXs2uVyOF198kX379hGPx3E4HDQ0NDB+/HgsR2j+tnjxYvL5PC+++CIDAwP4/X4uuugiCoUCs2bNKgWhkyZN4uqrr2bFihUkk0nq6+uZNm0aEyZMIJPJlKpkqqqquPLKK9m4cSODg4Ol6Y2dTifXXXcdjz76KENDQ3i9XiZNmkRjYyOGYeD3++XgsBBCnGT0gkEuq5NO6qRyZpJJMPoH8Leux9S2B+NAH3p7N0pXB0b3AZRIF+Z8hnzNBfSPb2FvZQuFPJi08ayr/TCG2UzKFSTlDZIpqyLtqybpq0MPBAl6zYz1KHi9UFam4vHY8XjsuN2v9kk9XIhqGAa5XJ50Ok08HicWi5WWRCJBPB4nGo0yPPz/s3ff4XGU597Hv9tXW1RXvVvFlntvcsEFYwwGbDqHkEBCeEmAHDiQkwQS0jgJIYeEkAQSSswJxgGMIS5gAwbj3m1cZVWr97aStu/M+8eijYUtsAm2jH1/rmsuSVOfGUmr1fzmfp42mpqaaGhooKmpiZaWFlpaWmhvb6enp4eIiAgiIyPDwWhv9andbic6Oprk5GSSkpJISEjA4XAQHx9PfHx8+G+k/J0UQgghhBBCCCGEEBr1xIRIXBScTieFhYXcfffd3H777SeNq+r1emlsbESn0+FwOE4KHYUQXx0+n4/W1la8Xi9JSUmYzeaBbpIQYoCoqoqqQMDlQ+lxgceD1utBcblxdQaockZR6sukuRk0+/Yw+70fMqjyQzSAX2fGpzPj00bg05rxGSyUJxeyf9BijiTNQVFUzFo/Vr0Hvd2CJVJPdDQkJISmuDiIiYGoqFCQqj/FI36qqqIoCn6/H7/fj8/nO2nq7u6mpaWFuro6qqur+3Tz29DQQHt7O4qihLvm7f1oMBgwGo2YzWYcDgdZWVmkp6f36eo3OTmZ+Ph44OIdGkH0T1EUOjs7cTgcHDlyhJycHPSn+kEWQgghhBBCCCHERUHuCgghhBBCXEB6H51T1d5JRRMMoPr8eLt8tO2pwL1lHxw+hLH8KPb6YgJ+lSO5/48VOd8HIEFJYVzQjldvozvCQUPMEGoih1NuG0GNfSgd0Vlgt2ON1JEVC5mZGlJTjTgcRuLi/hWknliNqqpqeAoEQmFqb6iqqirBYBCn00lTUxM1NTVUVVVRUVFBeXk5VVVV1NTU0N7ejs/nQ6PRoNVq0Wq14c81Gg0RERFYLBays7MZNGgQgwYNIjMzk/T0dDIyMkhPT8dut5/7b4oQQgghhBBCCCGEuKBIwCqEEEIIcYEJBqGxMTS1VXZh/mgdGW/9gbj6Q6T5Ok5a32WOJcd7lMRE6O6G5p4k/jL8aRijx2t3YLNrSEiA3FwYkgTx8eBwQHQ0WK2n1yZVVU+qPj1+/Djl5eWUl5dTWVmJ0+kkEAj0u4/eEDUtLY3c3FxycnLIzs4mKyuLjIwM0tLSSEhIkApUIYQQQgghhBBCCHFWScB6DhUVFfHuu+/yzjvvcOzYMVpaWvi///s/5s2bh8Vi6Xe7gwcP8tRTT/Hqq6+etGzZsmXMmjUL6+ne3RRCCCHEBaW7S8FZ3EjP/hL8+w6iPXyAGjWNFTkP0ekxo/itTD/ezYSaPRiDHgI6E7VxI6mJGkaVZQjVliHU2/Npj8zE6IPUVMjMhKTEJBwOcMRrcDg02GyhilSNpu8UEqpErauro6amhtraWmpra/tUolZWVuJ2uwkEAuFKVkVR+lSyajQabDYbycnJZGRkkJ2dTXZ2drj6NCUlBYfDgdFo7FO92vv5iZMQQgghhBBCCCGEEGeLBKznkMfjwWQyMXbsWKZPn84jjzwSvsn4WRRFwePxMHToUB555JE+YezIkSNlTEUhhBDiIqCq4PVCR6OHnq0HUPbtx1h8iKj6ImI6mojt6QK3B9XjwWDLx1JwPwYb+Hxa6v0TeCX4G1p1CTRG5qKNsmOKMhOTbCYxyczgRBNR8QYSE0NVqSaTBoNBg14fGi9Vp1NRlAD19fXU1dVRX19PY2MjjY2N4Xm1tbW43W58Pl94HNXesVS9Xi9+vx+A6OhoEhISSEpKIiUlhdTUVNLS0khOTiYhIYGoqCjMZjNGozE8jmrvGKoGgwG9Xi8BqhBCCCGEEEIIIYQYUBKwnkPp6elYLBY8Hg9+v59HHnnkjLaPiYlh4sSJfcYOM5lMaE8c4EwIIYQQX3mqCsGASkedi57jTTSSRFNXBK2tEKjrZPa6PxFTeRBdezPmnja0SgCv0UaHNY2muGxKIsfS5tSjMYNer8GbnElb5lXYE604EmNwxGuIidUQGRnq4jciQsVoVPD5Omhra6SlpZnW1lba2tpobW2lpaWFlpYWnE4n3d3d9PT09Jm6u7vp7u5Go9EQHR1NbGwsSUlJxMXF4XA4iI+PJz4+npiYGOx2OzabDavVis1mw2azhedZLJZwdaoQQgghhBBCCCGEEOcrCVjPobi4OOLi4gBobGw84+0bGhpYvXo1RqORmJgYRo0aRWJiIjqdrt9terveUxQlPM/v939u1awQQgghzp1gEDxOH74WJ8GmFjTNTehbGuF4DUpVO/uSvk6ZOojuHg02Z4ApFQ3YOpy0mtLptIzBaYyj25pId3QazuhMepKySUs2YIuEqCiIibETG2sjOjqAVtsOdKAoTtrbu6iu7qarq4vOzk5aW1tpamqipaWFtra28NQbtmq12j4BaWRkJCkpKdjtdux2O5GRkcTGxhITExOeHA5HeIqOjsZgMEiAKoQQQgghhBBCCCG+0iRg/QrQ6XTExcXh8/lYunQpPp+PyMhIFi5cyIIFC0hJScFgMJxy2/b2durr62ltbQ3P6+npweVynavmCyGEEOIEqhoKVP1+8PlUNC0taNpb6alsxXXkOIFDReiKDmM/fhCHs4wIQyTNhTNoTMnAEGEgaLZyKHshdmcddTHDaYgaTHtUFsHIaGyRWqKigiQleRgS047d7sVq9WI0+ggGPXR1dVFdXU1VVRU1NTXU1dXR0NBAfX099fX1eL1eTCYTJpMp3EWv0WjE4XCQmpqK3W4nOTmZpKQkEhISTurqNz4+XrrwFUIIIYQQQgghhBAXPAlYvwJiYmJYuHAhM2fOJDs7G4/Hw9KlS/nhD3+IVqtl4cKFpKSknHLb3bt389JLL7FmzZo+87u7u89F04UQQoiLWqjDCBVVATUQRA0E8Qe1OF166uo1VFepWP7+BnlbXyKh5TAJ/m5UjRZFo0fR6PDo7bRFZRNj9WHXuen0GqgLRLEq/bvYbEHi4hQyMhRGJAWJj3cRGxvAYHBSVlZMaWkp5eXlVFZWUlVVRVVVFfX19Wg0GrRa7UmT0WjEZrORnZ1NRkYG6enppKWlkZ6eTkZGBpmZmSQlJaHRaCRAFUIIIYQQQgghhBAXNQlYvwJSU1NJTU3tM2/KlClUV1fz/vvvk5GR0W/AOnv2bKZPn04gEAjPczqdzJs376y2WQghhLgY9QaqJ/L7obbMQ+cHewlu20mRJ4td9tk0eaPweuDakjamtBzF7O+ix+KgKWYI5bETOBI1hf326fRY47HYtMTFQU6qSlaWSkKCB4+niLq6IsrKitm0qYzy8nIqKiqor6/vt329Y6QOHjyYnJwcsrKyyMzMJCsri+zsbDIzM6UCVQghhBBCCCGEEEKIzyEB61fYqFGj2LFjB52dnf2uo9fr0etP/jbL2GdCCCHE2dHRAW3HWnDuOIqydRv2fRvJqNtOhs+FRgmiSV9I0+g4jHkzMBg0lFsWsyQ2h+OGfJoj0lEsduxRGpJTtBSmteL2bKKj4xgNDaV8+GEZpaUlHD9eQTAYQFUVVFUNT71jricnJ5Ofn8+gQYPIzMwMh6iDBg3C4XCEq1Z7q1FPnIQQQgghhBBCCCGEEJ9NAtavsLKyMoxGI2azud91+rtRKjdQL1yqqtLa2sovfvEL9u3bh8vlYvbs2fzmN785ad2VK1eyceNGoqOjeeSRR87oOG63m6NHj/LUU09x8OBB9Ho9y5cvJyMj48s6lS/VoUOHuO222/jNb37DrFmz0Ol0A9KOjz/+mFWrVnHw4EFeffXVAWmDEOLLEwxCTw/U1EB1NXRvP8jQLc+RVr6J1K42VJcbracHQ8CN2xxDQ/xQqhxjaA1EUV0NWi3YjNl0FBjBUIsl8C6dzuOUVpbywaYSOjsbURQviuIlEPDh84Umv99PVFQUOTk5ZGZmkpGRQVpaWrgr39jY2PD4qQaDAYPBEP689/VP3gsIIYQQQgghhBBCCPHFSMB6Dvl8Prq6uujq6qK1tRVVVWlubqaqqoqYmBjsdjtOp5MPP/yQzs5O7rrrLrRaLTt37sTj8RAXF0dsbCw+n4+PPvqInTt3ct1115GdnT3Qp3beq6urY/ny5Wzfvp1Zs2Zx0003Ybfbw8t7enp49dVXef/995k0aRKLFy8mPT19AFv8xamqyqpVq9i3bx/Tpk0jIyODvLy8U647ZMgQLBYLJpPpjI9TUVHBunXrKC0t5Rvf+AZWq5WoqKh/t/lnjcfj4dixYwM+/nBSUhIzZ85k6NChA9oOIcQXoyjQ0a7QXdaEr/g4nspGjgdS2a2Ox+kEa6OVQcXVmKuP4jdE0BKdS03yUMrMw2myZNJjtdNp1tOqr8PjOYrTWUlrawUeTxMaTSeK4sTrdeJ2d+J0duLxeEhISCA1NYWkpCSSkpJISUkhNTWVhIQEoqKisNvt2O12bDYbNpsNu92OwWCQAFUIIYQQQgghhBBCiLNEAtZzqK2tjW3btrFt2zZcLhcAa9eupbi4mIKCAqZMmYJer2fLli00NDRw1113AVBVVcWhQ4dwu91ERESgqiqlpaWMGjWKWbNmnbcVg+cTp9PJ1q1bWbNmDXV1dVx++eVYrVa0Wi2qqtLd3c3SpUvZtWsXwWCQOXPmfKUD1p07d2IymZg3bx6jRo3qt8o5Ozub9PT0L3QTvqmpiaKiImJjY7n55psxm81YrdYv3O7ebi1P1X21oigXRNeViqIQFxfHhAkTCAaDA90cIcRpUBTweRS6Wjz4y6vRVlehVlejKa9CX3YcXWMXPvsE6kaNR1XBb3BQHD+VDk00rcY4Gm3R1JgjqTBEUud34eqsIdDahKrWoyh1dHfX0txcjdvtwmazER0dTUxMDDk5acTFxeFwOEhKSiIxMZH4+Hji4+NJSEggKSmJyMhIQCpRhRBCCCGEEEIIIYQ41yRgPYdcLhelpaVs3rwZgClTptDc3ExzczPBYJD8/HzS09NJSEjoEzLFxMTg9/spKiqiq6sLk8lETk4ON998M6NGjcJmsw3UKX2l6HQ60tLSOHLkCHV1dcTFxREREYHX66Wuro7Dhw+Tmprap+tYVVUJBoPU19fT1NSE3+/HaDQSGxtLXFwcdrsdVVWBUEWn0+nE5/MBYDabiY+PJzk5Oby/xsbG8Ji5FouF+vp6VFUlOjqa5ORkbDbbZ94o93q9tLS00NDQgM/nw2g0Eh8fT1xcHFarFZ/Px/79+zl27BhGo5G6ujpiYmJISEggIiLipP11dHTQ3t6OXq9n0KBBABw5cgSj0YhOp8Pj8dDV1YVWqyUhIYG0tDS0Wi0VFRUcOHCA6upqoqOjKSkpweFwkJWVhU6no7Ozk6amJpxOJ6qqYrVaSU9Px2q1otfrcbvd4WuRlJREfX093d3dpKenY7fbKS0tJT09nY6ODpxOJ9HR0SQlJWE2m+no6KC+vh63243RaCQmJob4+PjwtVNVFY/HQ3l5Od3d3eh0OqKjo+nq6vrcnxFVVWlra6Ourg63242iKOj1eux2O7m5ueHxCtvb22ltbaWjo4NAIIDJZCIpKYmEhAR0Oh2BQICWlhaqq6vJysqisbGR7u5uEhMTiYiIwOVy0d3dzciRI8PH7uzspLm5mc7OzvDPWXx8PCkpKeHXg+7ubpqbm2lra8Pv96PX64mJiSEpKUleB4T4Enzyco7fD14veDwqSlsHmspKOo7W4d20C8P+HSTW78fqbQONFqclmeZUB1ZrAEXppqurmw/ix+CMGExd0IDLV4Wv+yh+/1FaW4vp6GhAUUKvG1arFavVyqBB2VitVlJTU8nIyCAjI4Ps7GwGDRpEbm4uZrNZQlQhhBBCCCGEEEIIIc4jErCeQ4MGDeKhhx7ioYce+sz1Hn300T5fz5kzhzlz5pzNpp2Z3jvQn+fEm8Fnus1nrf8FbzLrdDry8/Opra1l69atJCUlkZGRQWtrK5s3byYjI4Pk5GT0+n/9WgSDQRobG3nuuedYsWIFbW1tJCQkMGvWLBYuXMiMGTPQ6XQEg0F+//vfs2vXLhoaGgDIyMhg4cKF3HvvvRiNRjQaDatWreK9994DYPjw4bz88st4PB6mTJnC3XffzeTJk/vtrjcYDFJTU8PSpUt59dVXaW5uJj4+nquuuoprrrmGcePG0drayre+9S2KiorQaDRs27aNsWPHcvPNN/Ptb3/7pH2uW7eOt99+m9jYWP74xz8C8OCDDxIfH09MTAy1tbXs3r0bg8HANddcw6OPPorFYuG5557j73//O42NjWi1WjZs2MANN9zAz3/+c7RaLevXr+fVV19l//79+P1+Bg8ezPe+9z2mTJlCXFwctbW1PPfcc7zzzjt8+9vf5uWXX6ayspIHH3yQ3Nxc7rjjDn74wx+yfft2du3axVVXXcUtt9xCYmIib7/9NkuXLqW8vByHw8GMGTO48cYbmTRpEmazGUVROHr0KP/93//NsWPHsFqtzJgxg/z8/M/8+VBVFUVRWL16NS+99BIVFRXhMQ5HjRrFc889h8ViwefzsWHDBlatWsWOHTvo6OggKSmJm266iW9961tERUXhdDp56623ePTRR3nsscd4/fXXOXToEN/5zndIT09n586d7Nq1ix07dgDg9/vZsmULK1asYMeOHbS3txMfH8/8+fN58MEHiY6ORlEU9u3bx8svv8zGjRtpb28nKiqKSy65hO985zuMHj36jH8nhBChPzeqqqIqoPgCKP4AdW1mKis1VB5Xidi0g/Grf0pu007QaAlqDQQ0eroNkbTYMzieMJYDsVM5dqyatra9uFz7cLkO0dFxBKezikDAh16vD08Wi5nY2Fiys7MZNmwYI0eOZNSoUeTn52O1WgdsfGghhBBCCCGEEEIIIcTpk4BVnDmPBz6re1ONBvR6ODEodLk+PzQ1GsFg+Ne8np6T19NqwWI58zaHD6PhlltuYf369UyaNIn09HTq6+tZu3YtN998Mx999FF4XVVVKSsr429/+xurV6/mt7/9LYMGDeLQoUO88MIL/PrXv8ZmszFhwgRUVSU5OZmf//znpKWl4XQ62bBhA//zP/9Deno6ixcvxvDJuTU0NFBVVUVycjL//Oc/KSsr4/7772fZsmUYjUamTJlyyraXlpby2muv8Yc//IGf//znzJkzh/Xr1/OnP/2JxsZGvve97zF8+HDeffdd7rjjDqxWK/fddx8FBQWnrF79LOvWrWPatGlcffXVPPzww+zYsYO7776badOmMWvWLH7wgx8wfPhwXnnlFRwOB7/+9a8xm83Y7XYee+wxtm3bRm5uLg8//DB2u53nn3+ee++9l//93//l8ssvByAQCFBeXs7q1at5/PHHw1Wq27dvp6OjgyeffJJf/vKX/PKXvyQiIoL29nb+8Y9/8Le//Y2f/OQnFBYWUlFRwWOPPcZf/vIXOjo6uPrqq3G73dx2220kJibyl7/8hejoaD766COee+65zzxnVVVpbGzk7rvv5oEHHuCXv/wlDoeDxsZGSktLw5XKq1ev5umnnyY3N5ennnqK9PR0Dhw4wN13343ZbOa6664Lh+RtbW08/vjj/PrXv2bkyJFYLBaOHTvGzp07+xx7165dPPLII0yYMIEnnniCzMxMSkpK+N73vodOp+Pee++lsrKSZcuWsWfPHv7whz8wZMgQGhoaKCoqCncTKoT4fP/6UxT6RFWgu0ulvqyHlnV76N64jxVJd9PhNqEoWsY0axmHBjQaGuOHcjRtHrttE9nlN1HuqqGzex/th39LW9s3TjqWXq/H4XAwfvx4Jk6cyJgxYxgxYgTJycln/LoshBBCCCGEEEIIIYQ4f0jAKs7cbbfBypX9L8/NhRtvhJ/85F/zxoyB6urQYHanMmoU/OhHcM01oa89HsjPh7a2vsHs6NHwSdXfF3XjjTfyzDPPUFxcTEpKCsXFxRw9epTnn3+ejRs3htcLBoMcPXqUN954g7/97W9MmTIFrVZLTk4OXq+XtWvX8vrrrzNhwgT0ej0PPfRQn66dU1JSqKio4I033uCqq64KB6wmk4mhQ4fy+OOPYzAYyM/P591336WhoYGSkpJ+A9Zdu3axefNmbrvtNu666y60Wi25ubm0tbWxe/du3nrrLUaOHInD4cBkMhEREUFcXBxxcXFnfI1yc3O59dZbWbhwIRqNhkGDBvHcc8+xefNmJk6cSGJiIlFRUZhMJiwWC4mJiQDs27ePnTt3MnLkSH76059iMpnQaDT8z//8T7gaNTMzk+joaCAUsj7//PMkJSWFu98FsNls3Hjjjdx2223haq61a9dy+PBh7r//fm655Ra0Wi1ZWVm43W7+9re/8dFHHzFnzhw2bNhAcXExr732Gjk5ORgMBpKTkzGbzTz88MP9nrOiKNTX1xMIBLj00ksZNWoUFouF3Nxcpk6dGv7ePvXUU1xyySUsXryYESNGhK/P0aNHefPNNyksLCQrKwuA6Oho7rnnHq655prw9tXV1Scd+4knnuDSSy/lhhtuYMyYMUCo4v3RRx/l5z//Obfeeiutra14vV6ys7OZOXMmRqORtLQ0xo0bd8pxa4UQ/fP54Hixj471e2DzFqIObiS1Zid53jZQVHb+xwLiswah6g14Ekbzou0xSuvLOOg8RnvVFto7n8cfcKGifPLwRejvVGZmJmPHjmXUqFGMHDmSoUOHkpmZiU6nQ6PR9HmdE0IIIYQQQgghhBBCfHVJwCrOXCAQujvdH7//5ApXvz+0TX8Bq99/8rLebU4MWP3+L9bmT2g0GhwOB1OnTqWoqIiWlhZaW1uZOnUqDoejz7q9Y31WVlZy++23Yzabw8s6OzvRarVMmTIlfLP8jTfeYO3ateGxWN1uNy0tLeTl5aGccG5RUVHEx8eHuw0GcDgcVFdX03Oqqt1PtLW14XQ6GTNmTDh07O32+ODBg9TW1qLRaPrcvP/016crOzub2NjY8HH0ej2JiYm0trYSDAZP2mfv16WlpTQ1NbFz507WrFnTZ72KigpSU1Pp6OggOjoarVZLampqeNzSE9c1Go2MHDmyz/yGhgY2bNjAxo0beeaZZ8Lrdnd309bWxtVXX01XVxfl5eUkJSWRmpoavsYJCQkMHTr0M89Zp9MxZMgQpkyZwj333MPQoUMZM2YM48aNY9KkSdjtdtxuN1VVVfzlL39h2bJlfbpzbmlpQavV4vF4TjqPzwtVjh49yo4dO1ixYkX450xVVZxOJ/X19fT09DBs2DAOHDjA888/z7x58ygsLGTGjBlMnTr1c8fuFeJi5/eD0wl1FV7aNhwgdu3LpFVsJt3ZjNbVg9bnRhf04zHaKM+YQVtTER+Xb6Gp8wjO9gN0O4/h87vxKX6CQTeK4iMuLpacnBxGjBjBmDFjGDt2bPhhDpPJhNFoxGg0otfr5fdTCCGEEEIIIYQQQogLjASs4szdfz9cf33/y+12+KSCL+z3v//sboJjYmD48H99bTDAs8+eHLDGxn7RVofpdDrmzJnDO++8Ex6LdcGCBSdVAXq9XlwuFzabjTvuuIPYE46tqipGo5GUlBSCwSDbtm3jz3/+MwUFBVx22WVERkbS09PD+++/T3Nz80nHN5vNfW6463Q6VFUl+BldLyuKgqIoJ43R2hsiBgKBf+ey9GE2m/uMRQuhkDUQCIS7yj2Vrq4ujEYjU6dODXcF3CsYDDJo0CDy8/Px+XxotVpsNttJ4SqAVqslKiqqzzyPx0NkZCSXXHJJn/FGe8dOzcvLQ6vV4vOFxjs8cb86nQ6j0fi55x0REcFjjz3G3r17qa+vp7i4mF27drFixQp++tOfotPp8Pl8TJ06lfHjx/epDu79mcjOzu5zHqfTfa/T6WTixImMHTs2XA184rmlpaURFRXFNddcQ0ZGBsXFxTQ1NfGHP/yBdevW8fWvfz0c5AohQn82vF5orPTQUKdQ3WCgptFAZ12AjEMVjNyxApuriYDBTLM9gwpHCgcVE/s8nVS1lFLe8SvafS7cvg78/g7AQ2xsDJOGj2Xo0KHk5+eTmpqKw+EgJiaG2NhY4uLiwlX7QgghhBBCCCGEEEKIC5sErOLMTZny2eOpQmis1BN9Kmw7pU+qJcOfL1x48jpf0o3rKVOmsHLlSioqKoiNjWXq1KknrWM2m7HZbJjNZkaMGMHkyZM/1RQNBoMBVVXZvn07zc3N3HnnnUyYMIGoqCgaGxvZtWsXTU1NJ213qgrQzwouIRT+mUwm6uvr+8zvrSr9MsfhPFVAcDqhQUxMDHq9nvT0dObPn4/Vau2z3Gg0YjabqaqqAghXyJ7Kp5dZLBYcDgdZWVlce+21J61vMpnw+/3ExsbidDrp6ekhIiICnU6Hy+U6Keju7/x6u/itqqqioqKCnTt3sm7dOhYtWsTkyZOx2WykpaVRWFjIsGHD+uxDq9Vit9vp6uoK7/PTQfWpxMbGkpCQwLRp0xg5cuRJy6OiotDr9eTm5pKSkkJlZSVlZWVs3LiRtWvXMm7cOLKzs08KpYW4mASD4HUrOJs8eIsr0JYUoy0uodk7mGOaMVRrMtAHdNhNibSYotiuj6VM8VGtaqjydlKmGijxddDVcxytNkBychJ5ySkkJ48jJSWF9PR0cnJyyM7OJjMzk6ioqNN6cEMIIYQQQgghhBBCCHHhkYBVnLlPxhI9I2d6E1qjOfNtzkBOTg6jR48mGAwyevRoBg0adNI6drudtLQ0EhIS2LNnD+PGjSMyMhJVVXG73Xi9XhRFISIigqamJqKjoxk0aBDJycn4/X7a29uprKz80tqclJREYmIiu3btora2lpiYGNrb2zlw4AAAeXl5X9qxvqi8vDyio6Npa2vj+PHjjBw5ErPZjM/no729HZvNdlIF7unKzs4mKSmJoqIiuru7iY+PB8DtduN2u1FVFavVSl5eHj6fj927dzNhwgRMJhNlZWXs2bPnM/evKApdXV10dHQQFRXF6NGjGTp0KDabjdWrV1NRUcHcuXMZOnQoTU1N1NTUMGTIEOx2e3jbQCCAxWI543ObPHkyDQ0N1NXVUVBQEP456+npweVyERkZSWdnJ263G61WS3Z2Njk5OcTGxrJ8+XJaWlpwu90SsIqLiqqGJnePQqDNSaC1HV9tK51Ha3F/tBP7vo2kNe0lKm0RDDbgTdET0LZyzNSF25bKloCej7traXZWoapdWK1WYmJjyM4ZTEJCAgUFBeEpLy8vXF0uFapCCCGEEEIIIYQQQggJWMVFSavV8l//9V8EAgF0Oh06ne6k7nmNRiN5eXksWLCAJUuW4HA4GD16NH6/n8rKSrq6ukhPT+eKK64gLy+PV199lc2bN9PT00NHRwcffPAB1dXVJCQkfCltHj58OJMmTeLpp59m2bJlTJ06la1bt7J582amTp3KrFmzvpTj/LttnDx5Mu+++y5PPfUUt956K+np6bS0tLBjxw7Gjx/P2LFjv9C+J0+eTFVVFS+++CIvvPACl156KVqtlsrKSurq6sjJyWHRokWMGzeO4cOH87vf/Y5vfetbREdHs2fPHt57773P3H8wGKSoqIh169YxZswY4uPjaW9vZ8eOHWg0GvLy8tBoNNx222089dRTLF++HJfLxbBhw/D5fBw5cgS/38/ixYtPqtz9PF//+tf5r//6L1asWIHT6WT4J91ll5SUUF1dzd13301xcTFFRUVotVry8vIwm828/fbbmM1mkpKSvtQKZiHOV72hajAIgYBKTzc0H2yk64NdaLduIvbIZgY17UVPEJ9Wj0dViQiUoXRuotR1hMrKLTQ2bsbna8VoNGA0GrHbjcTFZVNQMJTp06cxY8YMRo4cKd39CiGEEEIIIYQQQggh+iUBq7hofLpr3oiIiJPW0Wq1fdbLy8vj+9//PvHx8fzpT3/i+PHjREREkJWVxcyZM5k0aRI6nY7bbruN/fv38+yzz9LR0UF2djZTp07la1/7Wp9gr3ffp7pp33vs/uTk5HDzzTcD8Oyzz/LII4+QlpbGrbfeyuLFixk6dGi/53om1+XT16C/9U51LhqNhu9973uMGjWKv//979xzzz20traSlJTExIkTKSwsxGq14na70Wg0/Y4ZeqprkZubyx133EFWVhZ//OMfefLJJzEYDGRlZTF79mwmTpyIRqMhIiKCJUuWcM899/Cd73wHi8XCvHnzuP322/nhD3/4mdfBbrezc+dOnn/+eTo6OrBYLAwfPpyHH36Y2bNnA7Bo0SJiYmJ4/fXXeeKJJ6ipqQmvd+edd2I2m8P7O9X5neq6TZ8+naeeeoply5bx9NNPU11djdFoJD8/n69//esYDAYsFgvV1dWsXLmS48ePEwwGGT58OL/4xS+YOXPmF6qcFeKrINR7eqgLdUWB7m6oqNBw5Ajs2RHg3lcWktt2CL3iBSCo0dMUncWHsUN53eVic+sRWup+i6qGxqnWaDRYrTZmzbqEmTNnMnXqFAoKCoiJiRmQ8xNCCCGEEEIIIYQQQnz1aNTPG/hRXHCcTieFhYXcfffd3H777ScFjV6vl8bGRnQ6HQ6H4wt36Xo+UVUVRVFQVRWdTnfK8FFVVYLBYDgYO3Fc1N5te7/uDchODNAURUFRlD7Le/fbe8zedTQaTZ8xRoPBIKqqotVq+w0dTzyP3uMA4W1OPN6nz6M/p2pPIBA46fxOtc/+zqX3OvVes16fbk9/3w9FUQgGg+H5Jy471b5PDCy1Wm14fu817b1GGo2m3/327vvT253Y7k9/r3vbcmI7TvV96B2D9cT5vdufOD7r6ezzVD+H/QXivXw+H62trXi9XpKSksIBsBBfBb2/inW1KvVbyujcdJDqMi/vxd6E16sSGQnf3P0dBtVvokGrZ6Mpln/2tLO57SAKCgqgomKzRZKbm8fs2bOYN28u06ZNC1eoftaDL0II0UtRFDo7O3E4HBw5coScnJzTGmddCCGEEEIIIYQQFya5KyAuCp8OAftb59M3ynpvuH/etr3rfN56/QWop7P/3vZ83nFOdR5n0p5TbXuqffZ3LqcKn0+lv3P4rJD5dPbd+z071Xl80e3OZD8n7q+/63Oqcz+dfZ7uz4kQX3V+P7S3KlRurcW/YiUpB9aS33QMY087VTEjqb50Ip3JCZSXr+fHrhbqetpxeltxa8CtKvgJkpmZx5w5lzB9eiHDhw8nNTUFs9lMRERE+MEhCVWFEEIIIYQQQgghhBBfhASsQgghhBhwPh801/noPFRNcNdebIe2k1O2D7W2jghnA/qglw5TJKWKj4/3/I6Pe47T1VWDu6sel7edCIuFzKxsJkwYx5QpE8nNzScxMQGHI47IyEgZU1UIIYQQQgghhBBCCPGlkYBVCCGEEOecqoam9nZoaICaGnAdrSd293qydi3HVltEdE81rdZE9pmiOOzrpkxRKO2qZo+zhqruGuz2SAYPyyc//1KysweRnT2I/Pw8CgoGExsbK4GqEEIIIYQQQgghhBDirJCAVQghhBDnTCAAPncAT5uLQF0zFbVGdtSmUnFci73WzeSiUmIqd9Cm0XFIa6bYYGObzsxmv4cafxdanZf4+HimjJjIoEGDmTJlCpMmjScnJ5vo6OiBPj0hhBBCCCGEEEIIIcRFQAJWIYQQQpw1qhr6GPCrBN1ePO0e2sraadpSgn/t+1R7Etg26F4MliC+mFgqkrPQNmaxTRfB39srOd5Zgclkwmw2k5CYTHZ2LnPmzGXRogUUFBSEx2YWQgghhBBCCCGEEEKIc0UCViGEEEJ86ULBqoqqQtCvUnzIR/Obm7F8uIbko+uZ2H4QNFpaIrM4MvMmjlRuZvfu1fy9ZitdXRWABq1Wg8ViZ9asy7j66suZMWMqOTk56HS6AT47IYQQQgghhBBCCCHExUwCViGEEEJ86bxeaK7zU/ZBJepLLzFi/1LyXXXoFT+g4tWbKY4dzDKtlT/+cSg9QReqqgBgt8cwceJMvvGNG7nqqgVYLBa0Wq1UqgohhBBCCCGEEEIIIc4LErB+wufzMXr06DPapqCggDfeeOPsNEgIIYT4igkEoLoaSkqgqAhaD7Uye9P/MqVsKfqAG6/Ryn5bDu9rdLzd3cixlsO40dKj+HHEpzF9+gzmzZvDtGmTSExMwmKJwGw2STfAQgghhBBCCCGEEEKI84oErJ/QarUsWrQo/LXH4+HYsWPs3buXESNGUFBQAEB5eTlFRUVERUUxadKkgWquEEIIcV5QFOjuVjm+t43AO++z111AiT+LDiUSq2KhNqeQ2qYPWafq+aCnlsquGppUaFH8KCYzEydOZ+HCSxkxYiQpKSnExzuIiYnCaDQO9KkJIYQQQgghhBBCCCHEKUnA+gmtVsuNN94Y/nrbtm10dXWRnJzMlVdeSUpKCgBNTU1s2bKF2tragWqqEEIIMaBUFVwuFWd9D92Hq9B+vI/Ifbvg4wPEOi7FlDEfr81Ba8cBjtfv4AOvkwPoOBpwo7VaSc/IZMqIYYwcOYIhQ0YwduxwkpOTMBgMUqkqhBBCCCGEEEIIIYQ470nA+gmtVsvIkSPDX3/wwQcEg0Guv/565s+f32fdxMREVq1axZEjR851M88LgQAEg6Eb7ANBpwODYWCOfaHq6upiw4YNjB8/nsTERHw+H4cOHSIYDDJs2DAsFgttbW1s27aNwsJCoqOj0Wq1p9xXS0sLVVVV+Hw+Jk+e/G+37cCBA3g8HtLT00lOTv6393c+qqmpobi4mNzcXDIyMga6OUKckqqGqlW7OoP4aprwVtThOlSOe+s+7Ls3kN60A4/RSqQmAp8VajuNVFdvp6pqM15vC0lJKQwfMY7s7HxGjhzN1KmTmDhxDGazeaBPTQghhBBCCCGEEEIIIc6IBKz9qK2tpaOjg+zs7JOWJSUlYTKZKC0tHYCWDSxFgbY26OwEn+/cH1+rBasV0tJAowlNp0NVVYLBIJ2dnbhcLoLBIHq9HqvVis1mw3BCYtva2kpPTw+BQCA8T6PREBERQXx8PDqdDlVV8Xq9dHZ24na70el0xMbGEhEREQ4eg8EgXV1dBAIB4uLizuuqrOrqaq677jr+8Y9/cOWVV9LZ2cmSJUvwer384Ac/IDMzk4MHD3LDDTewfv16xo8f32/3nQcPHmTJkiW0tLSwZs2af7tty5cvp6mpicWLF59xwFpbW4vZbMZms2Eymf7ttpwtH330Eb/61a948MEH+cY3vjHQzRGiD1UNPVTj86k4O6FheyU9K9cTs/0dkiu3E+lpxKs10qTVUWJL5j1XE6t3/4lj7mb0ei02m42MjHzmzl3I9ddfyciRw4iJiRno0xJCCCGEEEIIIYQQQogvTALWflitVrq6uti0aRM5OTnhcExVVQ4ePEhJSQnR0dED28gB0N0Nb70F+/eDy3Xuj6/TQWIifP/7EBV1+tsFAgEaGxv5zW9+w9tvv01LSwvp6eksXryYG2+8kYKCgvD3+Be/+AWvv/46jY2N4XlarZa5c+eydOlSoqOj8fv97Ny5kyeffJJNmzYRHx/Pr371K2bNmkXUJw1rbW3lhRdeoKGhgccff/ysVWmpn5QSf5kBrsPh4Je//CUANpvtS9vvF/Hggw+iKAoRERFnvO2CBQuYMWMG3/zmNxk9evSX0p6zcb2FON+EfsxVVBV8XmhqDr3ub9oI33r56wxp2Ysx6Cag1dFqimZL/Ah+393C1vYigihotVoiI2MZOnQ0X/vaLfzHf1yH1WqV3xshhBBCCCGEOIs2btzIihUr2Lx5MzU1NbS1tWEwGEhOTmbUqFFcdtll3HDDDRflPU0hhBDiyyYBaz/mz59PQ0MDDz74IKtXr2b8+PEAHDp0iJ07d5KRkcH9998/wK089zwe6OgIVa9arXAuiwKDwdDxW1vB7YbIyNOvYC0pKeHHP/4xx44d469//SvJycls2rSJN998k127dvHCCy/0qY4cN24cV155JVdeeWV4ntlsJjIyEoAdO3awYsUKurq6+OCDD3j33Xf53ve+x5tvvsnYsWPp7u7m0KFD/OMf/2Djxo1ntXoyGAyi0WjQ6XRf2j61Wm04KO49xkCx2+0DduxTCQQC6HQ6CYrEBa+xAaq3VnNkZzdbWofQ0qbBbofS/CswaX0UK0HeRMPrbSW0Vn8EgE5noHDKXK677houu2wW+fl58rsihBBCCCGEEGfZ0aNHueOOO9i+fftJy/x+P2VlZZSVlbFixQoeeOABSktLSUpKGoCWCiGEEBcOCVj7MW7cOJKTk7nkkkt46623WL16NQCpqan853/+JzNmzKCgoGCAWzlw9HqwWOALFBV+YYFAqKrK6z3T7QLU1dWxZcsWnnrqKQoLC9HpdGRlZeH3+1m5ciWvvfYa3/ve98LbGIYYHBoAAQAASURBVAwGoqKiSExMDM/TaDThoKC5uRlFUZgzZw5Dhw4lPT2dX/3qV7S1teHxeNizZw8vv/wyP/jBD84oICwqKmLNmjW88cYbVFVVER0dzezZs7nrrrsYNmwYmzZt4vbbb+fhhx/mww8/ZPv27Vx66aXccsst5OXlsWHDBp599llKSkqIj49nzpw5XHvttUyYMCHctXFFRQUPP/ww+/btw2g0Mn36dCZOnNinHY2NjTz66KN4PB5+/OMfk5WVFV528OBBli5dytatW+np6WH48OE89thjDB48uN9xWQE2bNjA0qVL2bVrF11dXaSkpHDNNddw3333odfr+w1hfvSjH9HY2MgNN9zA/Pnzqa2t5Z577qGgoACTycTatWvp6OggPz+fa665httvvx2A6dOnU1JSQklJCUuXLsVisZCTk8NHH4WCoE2bNvGPf/yDbdu20dHRQXJyMosWLeLee+/FaDSi0Wj4wx/+wD/+8Q++/vWvs2nTJjZv3sytt97K7t27ycrK4tprr+XSSy8Nt/Xo0aPh14e77roLg8HAyy+/zGuvvUZVVRVWq5Xhw4dzxRVXcO2112KxWE77Z0OIsy3UFbDKscMBml95j4SPljOoYjvRpmRaxv6UuIJpNDd/zBMdZVQ6a+hwN+NRVQJaDfHx6fzHf9zKbbfdQFpaKlarDaPR0Od1UwghhBBCCCHEl+/dd99l8eLF9PT0nNb6PT09eDyes9wqIYQQ4sInAWs/DAYDKSkpzJs3j1GjRuH6pD9cs9lMXFwcUVFR5/WYjueCRhMaE/XLpqqnrkw9kzFXT6QoCn6/H6/XS2xsLAaDAa1Wi16vx2Kx4PF42L9/f59tysrK+N3vfserr75KdHQ0I0aM4I477sBut6PRaIiNjcVsNlNeXk4gEODgwYPY7XYiIyMpLy/nwIEDmM1m5s2b95mh44l2797Na6+9xvbt25k1axbDhg3D6/XS3NwcHiPW5/NRVVXFM888w3XXXcfll19OSkoKERERvPvuuzz33HNcdtll3HXXXbS1tbFu3TqWLVtGT08Ps2fPxufz8cMf/pDW1lbuuOMOHA4HNTU1vPzyyyddM6fTidvtPql6denSpcyYMYPvfve7OJ1O3n33XR566CFef/31U3aD3Nut9uOPP05eXh533XUXdrud+vp6li9fTnR0NDfffHO/YWN3dzednZ14P0nWFUWhra2N5cuXs3jxYu666y46OzvZtWsXS5YsYdSoUYwZM4af/vSn3HnnnRQUFDB37lwGDRqE3W5HVVUOHTrEb3/7W1JTU/nmN79JdHQ0jY2NvPbaa0RHR3PjjTdit9txuVwcOnSIpUuXsnDhQq666irS0tLQaDSUlpayc+fOPgHr+vXrURSF+Ph4IiMjcblc+Hw+br31VqKjo+no6GDLli2sXLkSv9/PHXfccVo/G0KcTYEAdHUEqDnYgWflu6RsX0FS1THM7Q0YfD04I4NoaleytnIZDQ3b6XbW4fa0ER3jYMrI0Vx22WwKC6eSmppGcnICRqPxtF/3hBBCCCGEEEJ8cUePHuX6668/KVydOXMm3/72txkxYgQGg4Gamho2btzISy+9RFVV1QC1VgghhLiwSMD6GRRFweVyUVFRQVtbG1dccQWRkZE0NTVRX19PZGQkDodjoJv5lffpQPXLLnbS6XTY7XYSExP54IMPGD9+PHa7nePHj1NUVER1dXWf8T17x9zVarWYTCacTidr167F6/Vyzz33YLVayc3NZdSoUbzzzjs8/vjjtLS0cOONNxITE8PGjRupqalh6tSpbN++nQMHDhAbG8v8+fNJTk7GaDSesp2bNm2iqKiIgoICrr/+ejIyMvD5fDQ2NpKQkBBeT6vVEhcXx/z580lNTUWv17N161Z2795NdnY2V199NampqTidTjo6Oti/fz9bt25l+vTpFBcXs2HDBh5++GEuu+wy7HY7RUVF1NbWsnHjxtO6nhkZGUybNo0RI0bgdrux2+388Ic/5MCBA4waNeqU27zxxhvY7XZmzpzJhAkTsFgsNDQ0UFZWxuuvv84111xzxtWcvePiDh06FJ/PB4T+sdizZw9jxoxh6tSpWK1WMjIymDx5MiNHjgyHPitWrMBsNjNt2jQKCwuxWq00NzdTXFzMG2+8wRVXXBGuPDYYDCQlJXH55ZeTlpaGVqvF5XJRXV3N4cOH6ezsJDIyElVV2bBhAxkZGQwaNAij0YiiKMycOROHw0FkZCQ9PT0YjUbef/991q9fLwGrGFBeLzTVB3AfKEWzawf2A3uI3L+f2Lr9aDQqFRYH+3QR7PJ1s6/ibYrdHbjdDeTnD2fSpMsZPnwEQ4YMZdiwwWRlZUq1qhBCCCGEEEKcYw888ABOp7PPvJ/85Cf87Gc/6zNvyJAhzJ07l0cffZRnnnnmlA/ICyGEEOLMSMDaj66uLo4dO8bGjRs5duwYR48eZfLkyVitVqqrqykvLyc2NpZ58+YNdFO/snqDVY2m/6rVL4NOpyMpKYm5c+eybds2li1bRnR0NLW1tRQXFwOEK5QBJk+ezKRJk7Db7ej1eqqrq1m2bBnPP/88V111Fbm5uaSkpDBp0iQ6Ojo4evQodrudm2++mcbGRsrKysIV0H//+9+JiIjg4MGDWCwWLrnkEtLT009qo9fr5eDBgwQCAS699FJGjx4dXvbpMTEMBgNTp05l+PDh4cCwsrKSffv2MXjwYIqKiigqKgLA4/FQV1eHwWDA7XZz6NAhPB4PV155JRkZGej1ekwmEy0tLSxZsuS0rufMmTMZNWoUycnJBINBIiIieOSRR9i3bx9Dhgw5aX1VVVm3bh2ZmZk0NDSwa9cuIFSNazQa2blzJ263G1VVTzuc0Wg05ObmMnnyZGw2GwD5+fk4HA5KS0sBiIiICFcqR0REYLVaw+159913SU1Npbm5md27dwOhMUlMJhM7d+7E5XKhKAoAUVFRTJ48meHDh4ePP2LECBISEti7dy/Hjh1jwoQJNDU1cfDgQe68806ys7MB0Ov1JCcnc+zYMbq6uggEArS0tNDV1UVNTU14PFchzpXebtZbW6GmBsqKVCwfHmXIBy+TUbeZoM5AhdHCISXAfp2JzaqPAx4n3mAHmZlZDBkykYkTpzN79nSGDMkjOjp6oE9JCCGEEEIIIS5KR44cYe3atX3mzZs376Rw9UQ6nY577rnnbDdNCCGEuChIwNqPsrIy3njjDd58800mTJjAjh076OnpQVVVurq62Lt3Lx6PRwLWfpxOYHpisHq2i57S0tL4zne+w2OPPcbvf/97ALKysoiJiWH48OF9AtYJEyb02TY7O5usrCyWLFnCgQMHSEpKIjY2ltzcXHJzc8PruVwuHnvsMSwWC1lZWRw5coTy8nLeeecdnnvuOVauXEliYuIpA9aenh46OjqwWCwMGjToM89Fr9f3OS5AR0cHR44coaKigi1btoTnK4pCIBCgoKAAt9tNXV0dcXFxxMTEoNeHfv3tdjuZmZmndyGBzMxMIiMjgdAbc5vNRkpKCnV1dQQCgVNuU1FRQXV1Nfv27Qt3dwwQDAaJjo4mGAyiKMpph40ajYbMzMw+3ZCaTCasViudnZ2fu/3x48epqKhg//79J7UnKiqKYDCIqqpAKKjtDUx7JSYmkpeXx+HDh9mwYQPjx49n586deDwehg0bRmpqarib5XfeeYfly5fT0tKCx+PB5XLR0dFBfHw8Xq9XxmEV54SiqAR8Cr5OD87qTj44nMj+A1pamvWML+thqKuFZq2OcouDN6wpLG06hLPzOGaLiejEWDIysli4cBHf+MZNxMc7pAtgIYQQQgghhBhg77zzzknzHnrooQFoiRBCCHFxkoC1H+vXr6e8vJwf/ehHXHfddbz11lvh6rpBgwYRExPDhg0bBraR57H+AtPeQLW/YPVsVbKazWaGDh3Kyy+/jMvloru7m6ioKFavXs0rr7xCWlpav9vqdDrS0tKIjo6mrq4uPBbov9ocCuK2b99OcXExN954I+np6bz66qtMnz6diIgI5s2bx9KlS2lpaTnlMUwmE3q9HkVRwpWT/dFoNH26NIZQ9WVKSgrf/OY3ueKKK07axmKxhMdFVFU1PPX+TPeew+no3fbE7RRF+czqU4/Hw913382VV15JcnLyScuTk5PPOLDpDYhP1b7P4/F4uP3227niiivIyMg4aXlvV8AQ+v6fquucIUOGMGjQIN577z3uv/9+/vnPfzJu3DjS0tIwm8309PTw8ccfc8899/Dd736Xq666CofDwfHjx1mxYgWbNm3C7/ef0TkLcSZCvwoqalCluzNIQ1E71ct3EP3Pl3h/6LNo46KJc6i06nP5u2YBRSXvs7xpF5rOSvR6HQlJ6cyZM5frrlvEpZdeIl1ICSGEEEIIIcR55MCBA32+1uv1TJs2bYBaI4QQQlx8JGDtR319PaqqMnv27JOW2e12DAYDHR0d575hX3G9GVx/WdzZrmTVaDRYLBYsFgs9PT0cOXKEmpoa7rvvvn63CQaD1NbW0tbWRnx8/CnHUPV6vfzwhz/kwQcfZObMmZSXlxMMBsMBmt/v71MV+WkWi4WkpCSKi4vZu3cv48ePP6PzSk5OJjExkerq6n4rYN1uN/n5+dTU1NDQ0IDNZsNoNNLS0nLSm/LPcvDgQYYMGYLNZiMYDNLW1kZpaSn5+fn9ji87atQo6urqsNvtn1uh+2XqDWE/HVqPHDmShoaG06oY7s/w4cMpLS1l+fLl7N27lzfffJPHH388PF5ub1WxVqvlV7/6Vbg6t7KyUl47xFnX+1JTUw3VK/ejXf0WaTvfZHb7IQBuGjSJt7yDWb9+NcePr8fpLA9vO378Jdx777eZO3cWiYnxMq6qEEIIIYQQQpyHmpub+3wdFxcnD8YKIYQQ55AErP0wm81otVpaWlqIjY3ts+zEsE18tt6b/P/u/fkzKLA8pfb2dvbu3QtATk4O1dXVLFmyhCNHjjBu3DgWLVqEqqr09PTw5z//meHDh5OdnY1Go6GoqIgnn3ySrKwsZs6cedKYg4FAgCeeeIIpU6Ywbtw44uLi6OrqIjMzkxdffJHbbruNF198kZSUFBwOxynbp9FouOqqq1iyZAl//vOf0ev1zJw5k+7ubvbv38/MmTPJysrq9/wKCwupqanhr3/9K/Hx8SxcuBCtVsvx48cpLy8nPj6ea6+9lhkzZpCbm8t///d/c/fdd5OQkMDOnTt54YUXTvta/u1vf0Or1TJt2jQ6Ozv561//SlxcHJdffnl4nNNPn9uDDz7Ifffdh9Fo5IorrqCgoIBgMBgeL/a+++7DbrefdhtOV3JyMrW1tRw4cIC0tDRMJhORkZE88MADPPDAA+HrPmLECBRF4ejRoxw7doy7776bmJiYz9x3VFQUeXl5ZGZm8p//+Z8EAgFmzZpFXFwcAFarlbS0NLxeL8899xxz5syhpKSEZcuW8dFHH530uiLEl0FVIRhUqShVqP7LGtLfe5HhNXux9DSjCQZw6y1sSx7H4/uXsre7ClegB0VRcDiSmTXrcu655xuMGjUKs9mMwaBHo9FIwCqEEEIIIYQQQgghhBCfIgFrP4YMGUJVVRX/93//xwMPPACEquCKi4t59dVXKSoquqi73QgGwe3+94PPMxEIgM/3RbcNUFdXx5IlS+jq6sJgMJCcnMzNN9/MpZdeGh4HU6vVcvToUdauXYvL5UKj0WCz2cjMzOSnP/0piYmJfbqy9fl8lJWVsXr1ap555plwV7cpKSnMmTOHnTt38q1vfQuj0ci3v/1tRowY0W8bJ06cSDAYZNWqVeGg1WazMXLkSMaNG/eZ55ednc11111HREQEH374IcuXL0ev1xMdHc3QoUPDY6xaLBaeeOIJnn76aR599FEsFguDBw/m6quv5tChQ6d1LRctWkRRURGrVq2iu7ubyMhI/vd//5fIyMh+g5gZM2bw4x//mI0bN/LUU0/hdrsxGAw4HA7mzJlz1gKcW2+9lbfeeos//vGP/PWvfyUjI4Nly5YxY8YMHnnkETZu3Mif//xnXC4XBoOBuLg45syZc1rdFWu1WhITE5k+fTrPPPMMl1xyCTExMeFKVZvNxpgxY7j77rt54YUXWLJkCWlpaWRlZXHJJZecUdWwEJ9HVcHphKrjCsW7Ohn/4t2MLduHuaMBreKnOsLBFnMsr3U1UNz4MbVBHz4tjBs3hXnz5jBz5lSysgaRnJyAxWKRUFUIIYQQQgghznOfLvxobW3F4/FIFasQQghxjkjA2o/Jkyfjcrl4//33eeSRR/D5fDzxxBP4/X66u7sZMWLEKce6vNAZDGCxgFYbCli/aOD5RahqaLLbQ+04k/v/NpuNcePGhatUjUYjKSkp5Ofnk5GRgUajQVVVjEYjN910E01NTbjdbiBUiZiamsrEiRMxGo19ggedTofD4eCee+5h8ODB4TexJpOJnJwc7rrrLkpKSoiOjmbq1Kn9VrACREZGMm7cOKKjoykpKcHpdBIREUFGRgZJSUkADB48mMcff5yRI0f2aYfZbCYnJ4fFixeTk5NDS0sLWq0Wu91OampquBq3t/JUURSamprQarWkpaWRmppKfHw8o0aNQqfTERUVxTe+8Q2CwSAJCQlotVry8/P53e9+x9SpU2lsbKS2tha/34/D4WD69OnodDo0Gg35+fl87Wtfw+PxAKEK1ujoaObPn09mZib19fW4XK7wcYYOHYrJZOr3ulx//fX09PQwZMgQAKKjo7nvvvtwOBx9uiTOz8/nzjvvxGw2h6/N9OnTiY2NpaamBp/PR1RUFBqNhqioKC699FIyMjKora2lp6cHrVZLdHQ0BQUF4TFuL730UjIzMxk6dOgp25aUlMSNN95IVlYW+fn52Gy28LH1ej2JiYncfvvtjBkzBp/PR1xcHGlpaXg8Hmpra8PHGT9+PA8//DCjR4/u9zoIcSqKAi3NKpVVUF6uobxMQ9txDcOqmklqq+GoLYnNPhf7Al6KXE0cDPTg12sonD6bmTMLGTZsBAUFg8nMTAs/aCKEEEIIIYQQ4vw3cuTIPl8HAgE2b97M3LlzB6hFQgghxMVFo/Y3KORFTFVVPB4PJSUlvP/++2zdupW2tjZUVQ1XFM6dO5eZM2eeVqXb+cbpdFJYWMjdd9/N7bffHg55enm9XhobG8Ph4Ynhl9sNmzdDeXno83NNp4PYWFi0CCIizv6YrUJ81fl8PlpbW/F6vSQlJcmTrBeA0MMmKp3tCq4jx3F/XMzWhkEc6MykrceI1t/J9L3/ia5sFXus8Xzg6aQ80IPRFkFubi7Dho3g0ksvY86c6cTGxoTHKhZCCNE/RVHo7OzE4XBw5MgRcnJy5PVTCCGEEAPqyJEjDBs2rM+8+fPn88477wxQi4QQQoiLi9wV6EdlZSXBYJA77riDm266idLSUtxuN1lZWaSkpJyV8SK/CiIiYNo0GD8+1GXvuabRgNkcqqIVQoiLSe/4qn53EG9zJw176mlf8haZO5ejS7kJJWcheocVX7CClwiyX1HocVZij7KTkTiIYcNGsmjRIhYtWoDJZJJugIUQQgghhBDiK2zo0KHMnz+ftWvXhuetXbuWX/ziF/z4xz8+5TaKovDss8+yePHicG9pQgghhPhiJGA9BVVVefbZZ6mqquLJJ58Mh6oiJCIiNAkhhDj7eitWFb9CR7OP6t2NtL/wJiM++B2DXbUENTAiwk5FRTlri7opLv4niuLBYDCQmhbqOvzaa69iwoQxUm0lhBBCCCGEEBeQJ598kq1bt+J0OsPzfvKTn/Dhhx/y7W9/m+HDh2MwGKitrWXz5s0sWbKEiooKFixYMICtFkIIIS4Mcqf1FDQaDfHx8TidTjo7Owe6OUIIIS5yFSVBGt7chmnlawza/waj3fUAdEU4WB6VzQtt5eyq3oafIFqtjtzcUTzyyPe56qrLiYqKHODWCyGEEEIIIYQ4GwoKCnj99ddZvHgxPT094fkffvghH3744QC2TAghhLjwffUGED0HNBoNCxYsIC8vjyeeeIKjR4/yZQxVW1RUxNNPP82CBQvIzc0lKiqKt956C5fL9bnbHj9+nL/85S9MmjQJh8PBqFGjeO6552hqavq32yWEEOL8EuoOGEpL4fm/KnTdejfD/uc/GLPzL0R6m2m3xPOH5EkM83Zzb+NedvTUY4uOY86cq3j99RXs2bORm266NhyuajQa6RJYCCGEEEIIIS5A8+bNY9euXUyePPm01rdarZjN5rPcKiGEEOLCJxWs/Vi3bh0vvvgiHR0d7Nu3D7vdjslk6rNOXl4ezz///Gnv0+PxYDQaGT16NIWFhfz4xz8mEAh8bnjb0tLCK6+8wrp165g8eTLf//73+fjjj3nyySfR6/Vcdtll0oWxEEJcAFQV3C6V2jrYu1fD7t3Q3KwhWl9AlOUgdWqQdQYbyzorqfUfolHxkp45hAVXXM7cuZcwfPgwEhMd2GxWAAlVhRBCCCGEEOIiUFBQwLZt2/joo49YsWIFmzdvprq6mo6ODvR6PcnJyYwaNYr58+dzww03EB0dPdBNFkIIIb7yJGDtR3Z2NrNnzyYYDKKqKlqtFp1O1+dmdXp6+hntMy0tjYiICDweD36/v98B5z9tz549HDlyBIfDwde//nWys7MZMmQIW7duZevWrQwaNEgCViHEKX0Z1ffi3OhyqrQebsCz42N8Hx+hXF1Al3kwen07H+h8rFf9tHq7OBbwUKQGSEnJ5jtXXc7EiZMYNmwoWVnpREdHSagqhBBCCCGEEBepmTNnMnPmzIFuhhBCCHFRkIC1HxMmTPjcANVqtZ7RPh0OBw6HA4DGxsbT3u7AgQO43W6GDx/O2LFjAYiJiaGwsJCNGzdSXV3d77aKooSnXn6//zNDl96uJBVFIRgMnnY7hRDnn2AwGP7912qlV/jzjaqC1wttxc349x/Gu3Uv+h1biTheQnK2yv68Vtrbd1LTuIXGnnp8WoWY+BguGzWdiROnc9VV8xk8OEe6dxJCCCGEEEIIIYQQQohzSALWfgwaNIjMzEy8Xi8dHR14vV5SU1MxGAx4PB6CwSAGg+GctKW6uhq9Xk9WVlaf+cOHD+ef//wnbW1tKIpyyvCko6ODhoYGWltbw/N6eno+c9xXnU6HTqfD5/PhdrsxGo0SzAjxFaQoCh6Ph0AgEP69FucHVYWgX8Hd4aWrpJ6a17cTvXYZSZW7MHtbaTFaiaxfxgH3DkpLV6PTaYiNjSE/cxwTJ07ntttuYOzYEVKtKoQQQgghhBBCCCGEEANAAtZ+BINBOjo6OHz4MGvWrKGsrIzf/va3pKamUlJSQktLC8nJyRQUFJz1tjidTjQaDXa7vc/8mJgYAoEAbrebQCCA0Wg8adtdu3axZMkS1qxZE56nqurnBqwWiwW/3097ezuqqhIRESE38oX4ClFVFbfbTWdnJ1qtFrvdLgHreUBVQVHA7wnSUdfDsRWHif3zY4yteQ8UPx6tnmPmaFZHOHiy4QDtTfsxmUwMGTKem266nquums+QIbkDfRpCCCGEEEIIIYQQQghxUZOAtR/l5eUsXbqUp59+mlGjRrFlyxZ+/OMfk5ycTG1tLevXr0ej0fDEE08MdFM/0+zZs5k+fTqBQCA8z+l0Mm/evM/cLioqCr1eT3t7O83NzWe7mUKIs8RqtRIdHX3SAxri3Ortld3vh/JyqHq3GNOLzzDt4z+iRUVFw9aYbJ73uljtbqXV3YJGo2XY0Kn87Gc/YvbsQqKjIwf2JIQQQgghhBBCCCGEEEIAErD26+2336aoqIhf//rXXHfddaSnp4crOPPz89m3bx+bNm06J22JiYmhrq6Ozs7OPvNbWlowGAxYrdZ+uyvW6/Xo9Sd/m0+ny1+r1YrFYiEYDOL3+79Y44UQA0av16PT6aSL7wHWW7V68CBs2QJHj4JabWOqIRsNKlviBvMTZx0fd1TSqQax2GOZOmIS//Vf9zJ//iUYjUZ0OvkeCiGEEEIIIYQQQgghxPlCAtZ+1NfXoygK06dPx2Qy9eke1263YzAYTgo8z5acnByOHz9OUVFRn/k7d+4kISGB+Pj4frvvPdP5p1reG9IIIb5aen+PpXvvgaGqEAioVJb4aP7T6xxriKTYPAW/LQbiXPyztZM1BjvbOipoDAawxaVx/aXzWLjwciZPHkd8vIOICDMg30MhhBBCCCGEEEIIIYQ4n0jA2g+NRoNGo0Ht7dfxBO3t7fT09GC1Ws9onz6fj66uLrq7u2lpaUFVVZqbm6muriYmJga73Y7T6eTDDz/E6XRy5513otVqmTx5Mh9//DF79+7lzTffZOLEiRw9epT169dz2WWXkZeX92Wd9kkkoBFCiDPndqm0V3bS9sF+Ij94i6ydW7AqcRQNbuGw2kN943baWw7iD3rx2aK55oqFzJo1g5EjR5CdnUF8fKy87gohhBBCCCGEEEIIIcR5SgLWfiQnJ1NVVcXWrVtJSEgAQFVVWlpa2L59OzU1NQwZMuSM9tne3s62bdvYvn07LpcLgHfffZeysjKGDBnC5MmT0el0bN68mYaGBu68804g1CXx1KlTcTqdvPnmm+zfv5+6ujqSk5OZMWMGmZmZX+7JCyGE+EJ8PuioaMdzqJTAjj0YN2wi+sC7mAJOSkzRVFaqHHO10NRWhsmkY8TkaRQWFnLZZfMZN244UVF2CVaFEEIIIYQQQgghhBDiPCcBaz9GjhxJTU0N7733HnFxcSiKwsGDB/H5fLz//vuoqsoVV1xxRvvs6emhuLiYDRs2ADBp0iTq6+upr6/H4/GQk5NDRkYG8fHxfbaLjIzksssuw2azsWLFCj744APi4+P51re+xdSpU4mNjf2yTlsIIcQZUtXQAzg97T7cZXU0rduP7r13cOx7j5ieKpq0enbrjCxVg2ys3Ei3JYLMzDQKCkZw3XW3cNNN89Hr9RKsCiGEEEIIIYQQQgghxFeERj1VH7iCQCDAnj17eOaZZ1i1ahV+vx+tVotGo2H8+PHceuut3HrrrV/JsUmdTieFhYXcfffd3H777URERAx0k4QQ4iun969nIAAul8r+lVXYn/olOUdXY3M14tFoadIZedkcx+PdNfgNJmz2GKZMmc0NN9zI9dfPC4+xKoQQ4vymKAqdnZ04HA6OHDlCTk4Oer08qyqEEEIIIYQQQlys5K5AP3Q6HRMnTmTs2LHU1tZy5MgRuru7GTx4MFlZWURFRQ10E4UQQgyQ3meTurvh8GEN69aBZ1MTDx1eg93TQJEpmhV6E0/3NNLUXYNOZ+Lqhd/kgQe+yZgxBVgs8mCLEEIIIYQQQgghhBBCfFVJwNqPiooKAoEAeXl5ZGZmkp6eDoBGo5FuHIUQ4iLX1qJStr2ZvRucbGnKw++HhIJBLK2eyMbqzexyt1PjVdCbLMydfi3/+7+PkJeXgclklL8hQgghhBBCCCGEEEII8RUnAWs//u///o833niD7OxsZs+ezZVXXkl2djZarXagmyaEEGIAqCq43VD8zyNEvLGU9P0bMWvjKZ/4Pxzs3MKGDX9GaS/B5e/BFpfKZZMu4Y47/oPJk0cRHx+HwSDjrAohhBBCCCGEEEIIIcSFQALWfsyfP5/IyEiKi4v58MMPWbt2LUOHDmXcuHGMHj2azMxMbDbbQDdTCCHEWaaqEPArVH3cQfCVf5C0dS0RZYcwOFtoNkbSsOMR9nWV0NxchN3u4LIrF3PJJTOYMGEM+fk5xMZGDvQpCCGEEEIIIYQQQgghhPgSScDajzFjxpCamsqxY8c4cuQIBw8epLa2lpaWFvbs2UN6ejrDhg1j3rx5A91UIYQQZ4nXo9BT30X3jkNo3/sA4zuriGs6QCMqB9Gw0dPMvsp1tGtUJk2ayfTp05g58xJGjx5KSopjoJsvhBBCCCGEEEIIIYQQ4iyQgLUfJpOJ9PR00tPTmTNnDg0NDXz44Ye88847rFmzhp6eHmbMmCEBqxBCXICCQejuUukpb8T10W48y1aQt/cf+NUgR5UAWw0W1qgq27Qq5vhEZhQM4+abv8W1184iMtIqXQELIYQQQgghhBBCCCHEBUwC1s+hqip+vx+bzcbcuXOx2+3o9Xq2bt1KbW3tQDdPCCHEl0RVQx8DAWhvh4/3qbB8I0Nf/xnZnUX0oLLPHMsvvR3sU3x4I2xkZuazcOHX+MEPvkFkpEWCVSGEEEKcF1RVRVVVgsEgWq12oJsjhBBCCCGEEOec+skNX51OB/Cl37uVgLUfvRfe5XKxa9cuXn31VVauXElPTw8jR47k5ptvlupVIYS4QPS+5gcDsHsXvPc+lJZqSKvLRJtcSNBVzU+Cfl72tBEECvKnccst/8Ftty0iIyN+YBsvhBBCCPEpqqricrno6OjAZrPJQ2BCCCGEEEKIi47X6yUYDJKQkHBWHjyVgLUfa9as4dVXX2Xz5s20tLQwc+ZMfvGLXzBnzhwSEhIwGo3yT6oQQlwgfF6V2qNOGn/0B94LzOJ43FgC2nK2ulfzUu279Pi76QKSU0fzwx8+zBVXTCc93SEVIUIIIYQ4L3V0dLBmzRp+9rOfyfsVIYQQQgghxEVJVVVSU1NZtmwZDocDg8Hwpe5fAtZ+VFRUoCgKDzzwANOnTyc5ORmr1YrZbEan00m4KoQQFwCPB5oP1NHy2gekvvVnUmqPEB21jodictjddpiOzjKCAQ/26FS++7V7ue++m0hIcGCxmMNdSwghhBBCnG80Gg09PT1UVVVxxx13YDabJWgVQgghhBBCXDR8Ph87duygqqoKrVZ7VjI9CVj7sWDBAgoLC0lISCAhIQGDwSChqhBCXCAUBWoPtuJb+wGmj94j69B2LHWluDXwZvshDneV0ubrJs6RxOTJs7jppqsYNWo02dlpaLUa+XsghBBCiPOawWDAYDBgNBr5/ve/T0xMDHq9/PsvhBBCCCGEuDh0d3fzm9/8hpUrV2IymSRgPZdycnLw+Xy0tLTwwQcf0NraCkB0dDS5ubmkpaVhtVoHuJVCCCHOhKqqdHUodK7fBR98iGXLBixlB9D2NLFbq+ddYKXfi9tiZ8aUuUyePJWpUwuZMWM8Npt5oJsvhBBCCHFaem8eaDQabDYbNptNAlYhhBBCCCHERcVoNAKctWIZ+Q+rHz09PZSVlbFlyxa2bt1KV1cXADabjeHDhzNp0iTGjBlDdHT0wDZUCCHE51JV8Puho12lblc9hj+8ROa+N8HVRpOqcECjZZVWz6tqkOScoVwybjqLF19DYeF4UlNjB7r5QgghhBD/NumBQwghhBBCCHExUFUVOPv/A0nA2o/i4mKWLl3KsmXLGDt2LOPGjQPg8OHDvPTSS2zdupX77ruPuXPnDnBLhRBC9EdVQVFUPB5oatKwY6tC60u7uW37UoL+bo7pzfwTeDnopcWoJyVlCPfd9wg33zyHuDi73IgUQgghhBBCCCGEEEIIcRIJWPvx7rvvcuTIER588EHuv//+PstWrFjBm2++yQsvvCABqxBCnKdUVUVVoKFWYd8+2LRVS2mpFnvSbAbF5rO29ShvB9yUabTExaVx01V38pvf3E9srEWCVSGEEEIIIYQQQgghhBD9koC1H42NjZjNZq655pqTlk2dOpXi4mLeeuutc94uIYQQp6ejTeX40ysxrV4OPcnUDX0Q2MHK1f/Fyx3lKKpCcvJQvnXldXznO7czYkQGWq0Eq0IIIYQQQgghhBBCCCE+mwSs/bBYLASDQcrLy8nOzu6zrL6+nra2NqKiogaodUIIIU5FVSEYUDj6VjG23/2M3GNbMXc1EzDE4OjYyl86j+HxdGCxOLjllru54YYFjB07GLvdik6nHejmCyGEEEIIIYQQQlwQFEUJT0II8WXRaDTodDo0Gs2A90IoAWs/hg0bRklJCb///e9pa2tjyJAhAJSXl7NmzRrq6uqYPn36ALdSCCFEL687SGdFG+0vvkXauv/DVHYUra+brUqQN4OtrPR14FX8TJ58DffeexujRo0gPT0Rmy1iwP8YCyGEEEJcLBTlX5PBEJonb8WEEEKIC4OqqgB4PB78fj/BYJBgMDjArRJCXEi0Wi06nQ6bzYZWqx3Q+7oSsPZjwoQJdHV18c477/DKK6+Eq1W7urpQFIUxY8awYMGCAW6lEEKIYBCcFS24dx1Gu2E99nXvEVm5kwqdgfVKkA2ofKw3oCRlcvulc5k37wouu6wQm80sVatCCCGEEOeYzwdeL3g8EBkJen0oYD1x6iXBqxBCCPHVEwwGaW9vp6enR8JVIcRZodFoSE9Px2QyDWjIKgFrP3JycjCZTERERPDee+/R2NgIQGxsLBMnTmTGjBmMHj16YBsphBAXOZcLGhqgc305xjf/SfpHf8fgbWcvCu9qtLyqUemMSyAtbxhXTJ3J1752CyNGZEjFqhBCCCHEADl6FPbvh507ISkJkpNDU0pKaLLbwWod6FYKIYQQ4otwu910dHTQ2dlJVFQUERERGI1GuQ8jhPhSqKqKx+Ohvb2d5uZm4uLisA7gPw8SsPZDURSSkpK4+eabufXWW+np6QEgIiIivDwYDKLXyyUUQohzSVVVVBU8LpXiUg0bN4L13QpG7NuH39vGUZ2JRwJutus0RCdlMHv21Vx33bUsWDBJKlaFEEIIIQaY3w89PdDUBIEANDeHQleLBWJiQlWtUVGQmgoJCRAdHZoMBqloFUIIIc5niqLg8/lwuVxERkYSGRmJ0WhEp9MNdNOEEBcIVVXRarUEAgGcTid+vx9FUQbsdUbSwX60tbXR0dGBwWAgKysLm80WXtbY2IjT6cRsNpOenj6ArRRCiItHaBgPFTWo0uMM8v5qD+u2WGlrV9AoKexNyieqdTt/CLjxaHVMnbiIn/zkfiZOHEpkZMRAN18IIYQQQhB6TxcMhoJWRQn1SBIMQnt7KHQ1mUJha319qLLV4YD4eIiNhYiI0HKT6V9dCwshhBDi/NBbkBQIBLBYLJhMJgy9A64LIcSXKCIigvb2doLBoASs56Nly5axf/9+rrrqKrKysvosq6io4O2336a+vp7nnntuYBoohBAXoe4mF7XvHUH36MMk+GLwT/oRJWXPc/z4Gjo6KtBpDcQnDeOZ3zzNddcVYjbLG3khhBBCiPONVgtGIyQmhj6qaihs7e7+1xAQZWWg04XC1qgoGDYMsrJCoWtqamiejNkqhBBCnD96gw6NRhMeF1EIIb5sGo0GvV6PRqNBVVUURRmwtkjA2o/a2lpcLhcjRow4aVlmZiaRkZFs2rRpAFomhBAXn56uIM1rduJf+hoZW17F6GwlWWOg+J1NlPqduIJ+0tOHsXDhrTz00G0kJjowmw0yxocQQgghxFeEVhsaf9VuDwWuqhqqcvV4QqHrhx+G1jGbQ+FqXl5oSkuDjIxQdasQQgghzg9yP0YIcTadL68xErD2Q1EUAoEAgUDgpGWBQACv14vf7x+AlgkhxMUh1CUwVG8sR/v6P7Bv+YCIiiPonE0c0hl4IuDiUMCFLT6XRfMXsHDh5YwZM4z09CS0Ws1584dWCCGEEEKcnk8Xumg0oSpWozEUoCrKv7oVPnIEampC47MmJYXC1hPHbP10dasQQgghhBBCfJkkYO2Hw+GgtLSUrVu3kpeXh0YTulmvKAqHDx+mqqqKlJSUgW6mEEJckBRFxdXpp/ON9ZjWrsK0YyOGxkqaAy4+VFXWKkHW682MmjqPS+fNZcaMqQwblk9srO3zdy6EEEIIIc4rpwpCVTUUuPYGrFZraKxWny8UsHZ1QWcn1NVBVRV0dEB6eihsTU0NVcKazWAwhPYhhBBCCCGEEF8mCVj7UVBQQGlpKatXryYpKYn4+HgA2traePvtt2ltbWXatGkD3EohhLiw9HYF19aqUn7QS8xfljLowFt0+d0cRcNmNPxTq6UoJpkpU6Zw7bVfY/78qSQmRkvFqhBCCCHEBeRUb+10ulAla0QExMVBIABudyhc3bAhFMTa7aGgdeJEyMkJBa5W62fvVwghhBBCCCHOlASs/ZgyZQqtra384Q9/4Ec/+hHDhw9Hq9VSUlKC1+tl1qxZLFq0aKCbKYQQF4xgQMHrhcYmDfv2wpZ1Ab55bCctfg/bNHr+AWw06DEnpHBp4dX8z//8gIyMWHQ67efuWwghhBBCXHh0ulB4GhEBiYng9YbGbC0pgdJSiImB5GQYMwZGjQqN3Wo2D3SrhRBCCCGEEBcCCVj7ER8fz0033cTEiRN55ZVXOHToEBEREcyePZv58+czZswYrCc+BiuEEOKM9Y6zqioKzrpuPj6oZdMuM4eOqgT83fw2Np0WVxU7FD89lljGjCnkO9+5n5tumglIBYIQQgghxIVCVc/8vV3vOKu9Y7X2ftTpQtWtHg9UV0NPD9TXQ1oapKSEPlqtJ4/5KoQQQgjxRRw9epQXX3zxtNbNzc1l2LBhFBYWnne9sRUXF/Pee+9RWVmJqqpoNBq0Wi2xsbGMGDGC3Nxc8vLyBrqZQpw3JGD9DGazmaFDh/LLX/5yoJsihBAXLEWBkr9uIPL5JzE0WVFSLqXJ4mXHjkdxu1vRoGHipKv59rfv4Npr5xAZGQFIuCqEEEIIcSE50/d2JwayvR8NhtAUEREar7WrKxSulpRAY2Oo6+Ds7FD4mpwMFkuoW+HecFYIIYQQ4otobGzkn//8Z/jrYDBIT08Pra2txMbGEhUVFV42ZcoULBYLhYWFJ+1H/aQSYSCCV1VVKS8vZ8mSJVRXV2OxWDAYDGi1WqxWK1VVVRQWFpKZmYnBYDjvwmEhBoIErJ+hpaWF3bt38+abb1JVVcWf//xn0tPT+fjjj2lsbCQjI4MRI0YMdDOFEOIrSQkoNBe34fzeT8ja8xZGZwsarYmklg/ZHOghEHCTkFDAj3/8M+bPn0paWjxGo7yBE0IIIYQQoUC0tzeUT7891GhArw91ERwdHQpbm5vhyBHYvx8++gjGj4eCAsjLC3Uv3N++hBBCCCE+z+TJk9m4cWP466amJtavX88TTzzBAw88wK233hpeZjQaMZlMwL8C1V6BQACNRoNer++z7NP3wj4dxH56P592uvfSOjs7qaio4KGHHmLOnDkkJyfjcrl47rnnWL16Nfv27WPy5MlkZGSg0+lOa59CXMgkYO1HSUkJq1at4o033iA3N5ddu3bhcrlQFIXu7m727dvH3r17JWAVQogzpCgq7voOGldsIfblP5B6ZD/6njY2qSpvKW7WBtwYzDbmz7+Nhx66g8GDc4mJsWM0yp8sIYQQQgjxL6cbhup0EB8PsbHg94cqW7dsgY8/hoQEmDIFRo4MBbKf3O8UQgghhDhtRqMRh8MR/joYDGKz2dBqtdhstj7LNBoNDQ0N/L//9//IysrCZDLh9Xp57733yMjIYMGCBVxzzTVcf/31zJ07lylTpjBjxozw9rt27eJXv/oVM2bMYP78+QwePJhgMMgrr7zCli1bKCoqoqOjg7S0NAoLC5kxY8ZpdUfc0NBAQ0MDXq+XwsJCsrKyiIqKQlEUFi1axP79+2lubqaiooLU1FQJWIVAAtZ+7dmzhyNHjjB+/Hguu+wyXn/9dRRFASAuLo5gMMjhw4cHuJVCCPHV4mp14d5zhMC69UR9+D6WA1toVwO8qSqsB46aozDmDOW+KxYwd+48Jk8eg8GglapVIYQQQnxl+f1+9uzZw/79+9FqteTl5TFjxgx0Oh2KohAIBNi0aRNVVVV0dHSgKAoZGRkMHz6crKwsIiIiBvoUvtJ630bq9aGgVa//V/fCfj80NMD27eB0hroQTkuDpKTQ+KzyFlQIIYT49/VWVwaDwfD99fNRb+Vo7+dnQqvVoj1hcHedThcOIHU6XXi/vRRFobq6mqqqKpKSkkhNTWXy5MnExcWRnJxMMBikvLycpqYmenp6+mzrdrs5fvw4BQUFeL1enE4nBw4c4KOPPkJVVYYOHYpOp8Pr9VJSUkJraysZGRkkJydjMBj6PYempiba29sxmUxkZGRgs9nQaDS4XC4OHjxIZ2cnRqOR6OhouU8nxCckYO3HsWPH6Orq4utf/zrjxo3r80RGbGwsZrOZpqamAWyhEEJ8NahqaGpthbp9TnRvbCPprSVENhVRBLyvNfB3rR5XajY5I8ZxySWzWbx4ITk5iQPddCGEEEKIf0vv+Ftr1qxh2bJlGI1GrrzySqZNm4ZOp8Pn89Hc3Mzy5cs5ePAgTU1NBINBhgwZwqJFizAYDOTm5g70aXzJVFABzv2NOY0mFLLabKGppycUrB46BE1NofFZR4wIVbFaraHxXHtvBch9RCGEEOKLUxSFhoYGuru7B7op/TIYDGRlZfUJSs+2Y8eOYTabmTJlCgsXLgQgMjLyjPbR0tLCypUrKSsr4/LLL2fGjBmkpKSwf/9+XnvtNdauXcusWbOIjY39zIC1vr6e1tZWTCYTPp+PpqYmvF4vTU1NrFq1CqfTSV5eXp/qVVVVCQQCBAIB9Hr9Z+5fiAuRBKz96O7uRlVV0tPTT7m890ljIYQQ/VNVlYBPpa1Dw86dGorf7yJzWwXRzSXUouGvqLxsMJGQlsXlC27iuusWUlg4HJ3u3L2ZFUIIIYQ4W1pbWzl06BDLli3DZDKRkpLSZ3lpaSlPP/007733HrfffjvTp0/HYrHwyCOP8OKLL7Jlyxb+9re/DVDrz5LPHiLsnOgdv9VqDU3x8aFK1j17QtPOnTB9OgwaFKpoFUIIIcS/x+Px8N3vfpeVK1cOdFP6lZeXx759+4iIiDhnFZppaWksWLCA++67r8/8tra209o+EAhQWVnJs88+y6uvvsqYMWNISkoCICMjg0AggMlk4pVXXmHMmDHYbLZ+91VRUUFFRQUNDQ2MHj0aRVEIBoP4/X5MJhO33347CxcuJCEhIbyNz+ejpqaG4uJicnNzycvL+wJXQYivLglY+2G329HpdFRVVYX7SFdVlWAwSFlZGc3NzSf9cyyEECJEVUOVCUFvgIbiLl5dF8X+A0E6OtxEqlreNkay1dtBucHI2NHz+c1vfsKYMXnY7eaBbroQQgghxJfC4/GwdetWXnzxRb7//e/z3nvv4fV6w8t7u3d7++23+c53vsO8efPIz89Ho9Hw/e9/n2effZYDBw5w8OBBBg8ejNFoHMCz+fLEVu5j1M5dTNr6Dt7aPLqi0nBGptEWl0dHdBZ+vQVVF7pV0duV77+jv330zlPVULfBiYng84WmkhJoaYGUFBgyJBS22myhilYhhBBCXJhUVQ13Z3yuDBo0iISEhC8c6La1tdHc3IzL5eIHP/gBVqu1TxVpa2sr3d3dZGZmfm6xWFVVFQaDgZtvvpnFixfj9XopLi5m1apVjBgxgkWLFjFx4sQ+be3u7mbbtm20tbX1GWdWiIuFBKz9mDx5MjU1NfziF7/gkUceCQ8+XVxczN///nfcbjd33HHHQDdTCCHOS4oCroomqn+zjNS//w+VE9+krPttisqX09FRjFZrIM6Rza9+8Dj33XcNer3u83cqhBBCCPEVsm/fPo4dO4ZGo2Hq1Kns2bOHxsbG8PKOjg4aGxtpaWlh/PjxZGRkYLfbUVWVkSNHEh8fT1FREeXl5eTk5JwyYFVVNVxdcCKfz3fSvPNFREcd8bUfk9q6mR6lkh5rPC5LPM7IVLrsKXjM0XjM0fRYE2iNy8drikTRffFw+VT3K08MXXs/Go3/GqPV64XubqiuBpcLIiIgJwfi4qC31z7pMlgIIYQ4fXq9nrlz557XIVxCQsI57+LWZrNhNp+62KC/0LX3/R+EHuhzuVyoqkpmZiaRkZF9xnvNzMxEr9eTmppKRETEZ7alsbGRQCDAyJEjmTJlCoFAgNTUVLxeLwcPHiQQCPS5Pp2dnZSXl/P+++8D4HK5aGtrY/bs2ej1ehmnVVwUJGDtx6xZs4iLi+Oll17i+uuvp7u7m2uvvRaDwcCMGTO4/fbbufLKK894vwcOHOCNN95g+fLlNDc3M2zYMH70ox8xYcIEoqOjT7nNBx98wF//+lfWrl3bZ77RaGTlypVMnjz5i5yiEEKcFR0lzXSvWIfuxecYfHwnWp+X4TsXs8LfRUfQS0rKEObNW8wPfvD/yMpKCoer8sZLCCGEEBcCVVXx+XysWbOGlpYWJk6cSEFBARaLpc96TU1NNDQ0oCgKQ4YMISoqCgi9J0pISCA+Pp6IiAhKS0uZNWtWv8dyOp10dXX1CVRdLhft7e1n7yT/DQZPN6aeVvSKn7i2YhytRWiVIFolgKLR4rI46IxKpz55PHvGfZu22Bx8nwSsGiWARlVRNRpUzRcfHLW/TXS60JScHApYnU44ciT0sbAQBg+G3NxQGPsFDy2EEEJclIxGI3feeed5+wAYgFarPec9hhiNxvB4pifSaDRotdo+YSr8K1z1+XwABINBgsEgWq2W22+/nZycHOx2+0n7MhqNxMTEnLINvftsaGggEAiQl5dHQkICOp2OmJgYoqOjeeaZZ5g1axbDhg0jIyMDCI39evToUdasWUNqairFxcUcPnyYadOmodPp5D6fuChIwNoPvV7P0KFDefDBB7nllluorq7G7XaTmppKTU0NO3bsYNOmTTzzzDOnvc+PP/6YpUuXsmXLFr72ta+Rk5PDqlWr+OlPf8ojjzzCJZdccsonSfx+P36/nzFjxvCDH/wgPF+r1TJ48OAv5XyFEOLf5fcGaXjpXSJWvUrsvi3omuro9vv4Kyp/8bTgssZz45XXcvXVVzB16miSkxMwGuXPkBBCCCEuLG63m1WrVrF7924mTpzI/fffj1Z78vjynZ2dOJ1OjEYjkZGRJ1VM2Gw27HY7TU1N/d6M7Orq4umnn+b555+nrq6uzzJVVU8Kdc8H1WMWcri7kCrTHYzXf0y8s4yY9nISGw9gcbdi62nE1tNEcv0+Dg2/EUXzr5uOjuYiDP4eAvoImhOG/itkPQusVrBYQlWrlZXw1luQlAQTJsBll4WW6+WtrBBCCHHaTCbTQDfhK0Oj0RAXF0d3dzdOpzM83+1209bWRnV1NYqikJycjNlsxmAw0NDQwLBhw8jOzj6jYymKQlVVFW1tbcTFxYWHrACwWq3k5+eTnZ3N0aNH2bx5M7fccgsQ6t7Y7/czdOhQfvvb3zJo0CCio6NP+b5XiAuV/DvwKYFAgM2bN3P06FE6OjqIjIxk6tSpzJ07l82bN/PRRx9RWlqK2+1m6NChZ7Tvbdu2UVFRwYgRI1i8eDEOh4OEhAS++93vsmvXLjIzM/vdp1arJT4+nunTp/eZL3+YhBADTVUUOo41oby8FOv694k4th93ZzNHUXkDlffQYB95CXfccDWF0wopKMghISF6oJsthBBCCPGlc7lcVFZW8qc//YnFixczZcqUfrt9+7Qv8pS/xWLhxhtvZPLkyXg8nvB8j8fDpk2bWLJkyRnv82xTjGZ6LAmUxVgxpQ8hQuPG4Hdh9HaFwtXuBmxd9dh6mnBGphPU/+v65RevIq12J7buBpyRaTQmjqAlbjCNiSNpi8tH1WhPu6z0xG6CTzVOa+/XBgOkpoLbDV1dsGFDqKJ19GjIzIT4+H//mgghhBAXMqlkPHN6vZ7Ro0dz5MgR9Ho9w4cPx2q18t577/HRRx+FQ0yj0Uh6ejrXXnstr7zyCm1tbcycOZOcnBxcLhcNDQ20trYSERHB1KlTsdlsJx0rGAxSXFyM1+vFbreTmpoa/p71VtKOGjWKpqYmDhw4EA5YNRoNgUCA5uZm4uPjiYqKOmU1rhAXMglYP2Xfvn0sX76ckpKS8NMhZWVlXHvttWzZsoWKigrsdjtjx449o655FUXh4MGD+Hw+pk2bRn5+PqqqMn36dAYNGkR5eTmVlZX9BqzBYJCmpiZWr14NQGxsLKNGjfrcbgsURQlPvfx+/zkfsFsIceFRVfD5oLFOoW3lx6T/7W9YmkqpCnrZjYYPtXret0WTO2kKV155I9ddN4/ExBgZb1UIIYQQF6zu7m5qa2s5cOAA48ePx2w2U1lZCUBxcTFNTU2oqsry5csxGAwYDAYURcHv96MoSp8n/gOBAH6/H7PZ3O+NSb1ez6BBg8jIyOjzP57L5aK1tfXsnuwXpGp0BPU6uo0mOqJicRkJvbEEzJ4OLD3NWHsasbpacFniULW68HKrq4nYthIcrcdwtBQR6awhruUYsW2lNCUMx2WNxx0RR7c1Aa85CjSh6/lZAeqnP//0OhpNqJJVowmNx9rVBYcOhZZ3d0N+PiQkhLoWlvvHQgghhPgyGAwGpk6dSlVVFdXV1axevZrIyEiqq6vxer3YbLZw+BkfH8+CBQt46aWXKC0txev1kpiYSCAQoLu7m2AwyLBhw/rkAycKBoNUVVWh0+mw2+0nhbBarZb8/HzWr19PZWUlLpeLiIgI/H4/Xq8XjUaDyWTqM/arEBcL+an/lGXLlrF3715SU1NJSkri4MGD/PnPf6arq4uOjg6uvvpqZsyYQVpa2hmVu3u9XhoaGtDr9eTk5AChpzw0Gg1DhgyhpKSElpaWU25rNBqJioqiqKiIP/7xjwSDQeLi4rjllluYNWsWDoej36dDOjo6aGpq6vPPtcvlwuVyncFVEUKIvgIBFVcP1NXDji0KnuX7SGwspUbx8080rDVFUOVIYeTIyfz3f/+QadOGoNNJFyFCCCGEuLA5nU5qamrw+Xz89a9/7bPM6/Wiqioff/wx69ev5+GHH8ZqtRIIBOjq6sJut2MymVBVFVVVw/+3xcbG9vu/p0ajCQe1J1JV9ZyPIfZFhcLPUDLpiYjBExFDmyP/VGviMcfgssTj6W7E6O8mpX4PqXU70agqTnsKNWmTqE8eT3n2HBqSx6B88v7zxODzVGHr5y3rDVlNJrDZ4PhxaG+HkhLo7IRZs0LLJWQVQgghBITe2+j1eiwWyymDR41Gg9lsxmg0nnK50Wjk6quvprKyko0bN/L0009jt9u56aabGDNmDA0NDZhMpnDAeuONN+LxeHj//fd54403qKurIzIyktTUVAoKCpgzZ06/AaiiKNTW1hIbG0tiYuJJ62k0GkaOHMmGDRtoamqivb0dk8lEd3c33d3dn/leVYgLnQSsn/Lhhx9y++23s3DhQmJjY9m4cSPXXnstWq2Wl156iYiIiC/UrYHT6cTr9RIZGUlkZGSfZTExMXg8nn5Dz+TkZG644QauvfZa0tLS6Ozs5E9/+hP33nsvzz77LHPnziUqKuqU2+7cuZOXXnopXPkKoX+23W73GZ+DEEKoqorq89Ne7+fjgxrWbzVw+FA3zapKq1bHcjVApclC1tBJfPe6b/Cf/3kjERGGz9+xEEIIIcQFIC0tjSuvvJLhw4eftOzJJ5+krq6OzMxM7r77btLS0ti6dSs6nY6tW7cyffp0MjIyAKioqKCyspLu7m7Gjx//lQlLv4jT//daw+ZpP2TrlP/C4HeTWbWJzMqNJDXsJ6VuF5FddRQU/ZOMqq0k1+/ln1e/gE938vvQzzre57VFqw2FrHl50NEBTU3wj39AXR0UFoaqWU+zR2ghhBBCXMASEhK45ZZbuP766096EA4gJSWFt956C61We8rCKY1Gg91u57//+7958MEHURQFjUaDTqdDo9Hw4IMPotVqw2GoVqvltttu4z/+4z9QFAVVVcPFXb1hb38hqMVi4Uc/+tFJvan00mq1zJ8/nzlz5gCh8Fej0dDe3k5bWxuJiYnSNbC4aEnA+in19fVkZWURHx+PzWYjNzcXi8XCd7/7XUwm04D0GT9kyBCGDBkS/lpVVaZOnUphYSHvvvsuSUlJFBYWnnLbOXPmMGPGDAKBQHie0+lk3rx5Z73dQogLi6qq+Lr91P36JZS319LancyOxMs5UvozGht3sR1ISxvLf919D9dfv4C8vMSBbrIQQgghxDllNBqJjIwkLy/vpGUxMTF0dnYSExNDXl4eVquV9PR0ZsyYwbJlywgGg+Ew9bnnnqOhoYH8/HyGDBlyyhtzF5LPqioFwgsVnQFFqyeoN1GTNpm22Fwi3K1YuxtJbthHfPNRAKrTp6JoQ9dMowQweZ0MPraKzqgMWhyD6banfKH2aTShz7VasNvBaISeHjhwAPz+UOA6eXKomlUKOYQQQoiLV2+o2V/VqFarxfwZT2X1ZhCn6qmkd/6nfdbxPq+tn/UwX2+w++kQNSYmhtjYWJqamnj00UeZM2cO/5+9+w6Po74W//+e2d4krXrvsizLcu+4YoMLzUASCAlJKGmQm5AASfgGLiSU/JKQcENubiiBFHoJIVSDwWCwjY2LbOMqW5LVe9dq+87vj0GLhSvGWC7n9TwL0uyUz4zWu7Nz5pwzY8YMUlNTP/MYhDhVSYD1U8Lh8JA7OgbfDAfrmh8rt9uNzWbD6/XS1dU15LmOjg7sdjsOh+Oo12c0GiktLaWnp4eenp7DznewN1ZJ2xdCfBZaOELT65sx/uxGMvZtxujrowEVe/XfaI34MBqdXHPNbfz4x18lJycFs1k+XoQQQghx5lFVFbPZfNCLVGazGZPJFA3CmkwmUlNTOeecc3j++edZv349XV1dmEwmtmzZQkJCAmPGjCEhIWEY9uTkMiQAqyhoipF+Vxr9rjSIhDGEA/TGZtPlLsAQ9tOcOo6Iqp+PGkM+Ejr2ULj3dfpiMontqaEtaRR9znT81lgCZmd0vYdysH6tZrNeElhVoaUF9u7Vg6yJiVBYqGeySisyIYQQQpyuHA4HqamplJWVEQqFCAQCh+zzKsTpSk73D+Khhx7itddew2g00tXVhcfj4a677jqgtG9mZiY33XTTUa3TZDKRnZ3N3r172bFjBzNnzoz21tm0aRP5+fmkpaUd9RgjkQj79u0jKyvrqO52OdrpQgixv0gwjL+hjfb7HiP5pYdRG+rxhgK8pkV4mjDrzGZKis/ml7/8OVOnjiElxY3JZJD3GCGEEEKITxm883//u/+zs7P57ne/S0tLC++++y5PP/00wWCQOXPmcMkll0RLsZ3ujnTqeNjnVQNh1UZ91nTqs6Yf8LTV10Phntco3LsMq7+HoNFGU9oEtpZ9jYaMqbQljyJsMIN24MaOlFlrMOjZqmlpepB10ya9dPAVV0BGhp7lKqfFQgghhDgdWSwWiouL+fOf/zzcQxFi2EiA9VOmTp2Kqqp0dnaiKArBYJApU6bg8Xjw+/1D5v0sGaeKojBlyhSampp44403KCsrIzs7m+XLl1NfX8+FF15IYWEh9fX1LFu2jLi4OC699FIURWHNmjWEw2FSU1OJiYlhYGCA119/naqqKpYsWRLt0yOEEMfTQG0bgTUbUF55ibj33sNct4cNwAvABwYL3uxiLpi7mKVLFzJz5hTcbrsEVoUQQgghDuGXv/wlkUgEg8EwpF+Ww+Hg9ttv5xe/+AXhcBggmul6upcGHnTEEsGfg98SQ3X+fNzdVWTWf0h8VyWZDetIay7HY0+iM76QDZO+T3XePHzWOOCTgRztmKxWSE+HgQHYvRv+/ne9VPCECZCT80XslRBCCCGEEGK4SYD1U77+9a8fEEg9lM9aqmnSpEnU19ezYsUKnnzySRITE/noo4+YPHkykydPJjU1lZ07d7Js2TIyMzO55JJLUBSFXbt2sXfvXoxGIxaLhXA4zJYtW5gxY4bUNRdCHHfhsN4/yv/uDszPv0jM2/9CG+hkGfAfYF18FkljxjNn9jzmzz+HmTNHfdyTSoKrQgghhBCHcrAbdAfPnz7Lzbunq88bZD3U8iGjlY6EYjZN+A6V+efi7q4mvWE9mQ3rsHs7MbdsYcr6P5PZsI7q3LlUFixEU9SjHszgbEajns2anAzt7Xo2a08PzJkDmZlwhsTKhRBCCCGEOGNIgPVTLr/88i9s3QUFBZx//vmYzWaWLVvGxo0bKSoq4jvf+Q5jxozBYrFgNptJTk4mPj4+ulxsbCy9vb3s2bMHj8eD0+lk5MiRfOtb32LEiBHY7fYvbMxCiDOHpmn4/XpwdcOGCJFXdpC5ei0ZAx18hMrvVBP70rOYMGURV1zxZebNm0x8vLz/CCGEEEKIz+dgsUxNO/RzR7sOgLBqwuNMweNMwZQ2Hkd/C/3ONDTVSFz3PpyeFnJq3sPs76XPmUZlwcIjbutgwVxV1YOobreeydrYCB4PxMfrgdfYWD3TVQghhBBCCHF6kADrCVZcXExxcTH/9V//ddDnR40axf/93/8NmXbppZdy6aWXnojhCSHOQJqmQThCxOundm+Ef71upnxzOx17fSQrRgpQ+IvJjC25gJ/efA+XXTaH5ORY6SclhBBCCCG+MMfrXHP/9QTNTrrjnWxy5/NR2RVk1K+lcO8yJm56mI74InpdGWjqxz1yByO8B1nZocamKHqgNSsLOjr0GxdfeEF/bvRoyMuTnqxCCCGEEEKcLiTAKoQQZypNQwMivgDenTV0/ORu6lvsLHdOZ2v1X+jp2UIo5MXhcDN//lU88MDtpKS4UFW5KiSEEEIIIU5hikLQZKMu+yya08azZdy3CBktH/dg1cV1V5NRv46CquW8N+sX9LvSCJmOvnqL2w0OB7S0wOuv6/+fMQNGjZIgqxBCCCGEEKcDCbAKIcQZrO+D7fieeB7Hkw+R1dtKqqbQwyN4tBAWRxJz517C9df/F0uWTMBkko8MIYQQQgjxxfi8PVg/+7ZUwkYrYYOFkNEGQGQwexXIrF9HXvVb5NS+z1lrfktNzhxak0bTllx62B6tg5MNBjCb9UBrdzdUVurZrW43JCVJT1YhhBBCCCFOdXK1XAghzkDeujY8//cPzMtfJX7vR4R7u6nQwtwO7FGMTDrrUr56xZc499wZpKYmYTbLFSAhhBBCCHF8aBpEIhAMflJWd/945dEEWj9PQHbIcopCyGQ7YB5XXwOxPXW4+hoZt/nv2D3t2HPaCRmt9MVkEDJa0NTDX1JRVYiJ0XuxtrWB1wuFhWCzgcsFRrkiI4QQQgghxClLTueFEOIMMdhrtfP5FVhffBL7hx9iaKqjydfHW8C/UKhOHsn13/oGs+fOpKysmLS0BAwGdbiHLoQQQgghTiORCAwMQHOzHmy0WMBu1zM+VfWw7U+H/D443xeR+bpt9OX0O1MxhAPk1rzHqF0vUFD9FmO3/pM3Fv6BtqRSvLb46AA+HfAd/F3TIC1N78na1gbPPqsHVouK9ExWKRcshBBCCCHEqUkCrEIIcQYIh8Hn1ajd5SX+H49hfO8l+gZ62Y7GKlTet7noLZvKZeedz6WXXkR+fio2m3m4hy2EEEIIIU4z6ekwYYL+c0uLnt3p9UJPD4RC+nRF0YOtdjtYrfrDaDx4kPWL4nGkUDHiAuozp1Gy4wVGb3+GhM4Kklu3cckLV1KVP599ufPYUXIJIZMd5VODGfx1MMgaF6fvR309vPoqTJwIM2dCcrIEWYUQQgghhDgVSYBVCCFOY1pEIxCA7h6oqY7w3stNzH/nNfr8vZSj8ZrZzubENBJKxvCtr1zL1VcvwmBQDrhAJIQQQgghxPEQFwf5+Xrmanc39PfrQdbeXujrA78ffD59ejCoZ7oODHxSStho1PuXWiz67+oXVGwlYjDhV2MImB1UFSwgZLSQ1lxORsOHJHbsJrtuNYZIiJ7YLOqyziJiOHRLDUXRe7JarRAbq2ey7tqlB5BnzdKPhcFwyMWFEEIIIYQQJyEJsAohxGkqEgii9fbRWK/y4TYTb63sY+OGlWzQwtgVlfctViz541m85Etcf/2V5ObGD/eQhRBCCCHEac7l0h8ZGfrvgYCewdrZCV1deqC1pwdqa/UM18EAbCCgz2806tmtmqb/bDAc2Mf1uN0rqChoipHmtAl0xhfS2DqZgMWF1deDs7+ZlOYtJLdupyFjKmHVdNjtDgZZk5P1fauu1gPJhYX6sbBav7hgsRBCCCGEEOL4kwCrEEKcRrT9Glb1LP8Qfv97KmvtvGMt4qW2d2ltfZdyIC4ul2uvvYGvfvUCxo/Pl7JkQgghhBDihBosnWs264/YWMjLGzpPf78ebG1rg4YGqKmB1lY98NrQoGe4KoqeARofr2eEmg6dSPq5BMwu6jOn05AxlV3FF5G7byVBk42NE79DRDUe9fm0qkJWlh5Q3r0bnnwSvvQlyM0Fh+OLGbsQQgghhBDi+JMAqxBCnE4iGsGGVjq++/9IWvVvDJ5eSjQYpSg8qGmoqoVLLrmRu+++nuzsJMxm+RgQQgghhBDD40hBSbtdLwUcH68HX6dM0bM+PR49wNrS8knwtatLD1pqmp4pGhOjB14HSwkfiaYdYTwfP6mh0pAxhfbEEjRFIaLq59NKJIzD00rRnlfZNfJifJZYNIPxYKvAYNADyiYTVFTAm2/qfWmnT9enyc2PQgghhDjVDQwM0NTUxH333UdFRQV+v5/4+Hief/55DAfpjbBr1y6efvppPB4PV1xxBePHjz+m7XZ3d7NmzRr+85//sHPnTlRVZeHChdxyyy2fd5dOuEceeYRnn32WW265hUmTJuF0Ood7SFFNTU2sXbuWv/zlL/y///f/mDt37nAPaVjIlXUhhDgdRCIE61voffwlHH/7E0kNNag+D+9oGs8A71jiGDNiKv/v//2UOXPGkZAQi9GoSq9VIYQQQghx0jIY9IfZrAdbAcJhPXM1Lg7S0/U+rq2t0NioB1n7+z/p3xoO6/1bB/ufDpYUhgODmEd9WqwoBCwxBCwxQya7OytJayqnePdLKFqEprSJdCSMwG92HXRbJtMnGbf79unB4NRUKCr6jOMRQgghxLDr6Ohgy5YtVFZWkpqaSnZ2NmPHjh0yj6ZpbNiwgdraWnp7e8nNzWXKlCk4TtMSFs3NzWzatIny8nIyMzNxOBzEx8cf8lqk1WolPT2dgYEB7IMnfsdg586dbNq0iZ07d5Kbm4vFYiE1NfWY1zecGhsb2bx5M11dXYRCoeEezhAmk4m4uDiKiopwuVzDPZxhIwFWIYQ4xQXqWwm+uxrt5VdwblqHsWo3+yIhHgc+MNqhZBJLFyxm0fnzGDOmlIQEhwRWhRBCCCHEKWkw6JqWpj80DSIRPZu1uVn/f3U1VFbq5YV9Pn25uDg9iGk26xmtg1mtx+u0OKXlI0ZUvMKIPa+S1LaDrWO+zq6RF9OeOJKwwXzAhlRVH0tysh4c3rVL702bk6NPl9N1IYQQ4tRRX1/P3/72N5577jmmTJnC4sWLGTNmDACKokRbej333HMsX76cffv2ceGFF1JcXHzaBlirq6t599138Xg8XHvttYwcORK73X7Ia5IZGRlcfvnlaJqGzWY75u2uXbuWjz76CEVRuO2223C5XMftGA/+HQ+1D0d6/nShaRput5tp06ZRVlYmAVYhhBCnlsFWq62t0LK2A8fL60h7/WUCfW2sBF4FtmeVkTljOpNmzmbGjGmMG5ePqp7eH/BCCCGEEOLMo6pDA66apme21tdDbS189BFUVUFHB4RCeq/ThAQ9q/V49WxtSSnD6usiv2o57u59zFz9W0q3P8eKeXdSWXAuQcvBS7rZbJCYqJc9fustyMyEsjK9LLIQQgghTh2KopCWlsbOnTtxOBzccMMNWK1WQA9I+f1+li1bRmtrKykpKcM82i9eT08Pra2tjBkzhsLCQjIzMw87v9FoPC6BusbGRhRFoaysjPz8fNSj6RVxFDRNIxgMoqoqRuPBw2rhcBjgkM+fLgb302q1Rl/jZ6rT+y8thBCnG01D0zQCXQO09DtYv6GHna/tInvjTsb2tVGNwtPWGCqKRjBr3iVcfvlFlJXl43RahnvkQgghhBBCHHcHK7+raXoP1oICyMiA0aOhrg6amvTHvn16OeFwWA/OxsXpQVeD4dgzR3tjMqksOJcBWwIzPvg9CZ17iOvZx7yVd+DyNFGTPYvWlDEHHbvD8UlQeMUKPfBbVCRBViGEEKehcBgCgSPPp6pDa/uDfpdUMHhsywYC+rYPxWTSl/kcFEWhoKCA9vZ2AFatWsXs2bOxWCz09/ezbt06HA4HWVlZxH/qQ177+Hrf8uXLKS8vZ+vWrXR3d5OUlERxcTFz5sxh+vTpqKoaDfQ98MAD7Nmzh9bWVvr6+khMTGTcuHGMGzeOs88+O7rujo4OHnnkEQYGBkhISMDlcvHaa68RCoVIT09nzJgxfOtb38JkMh0x87K9vZ3Vq1fz8ssv097eTigUIjExkYsvvpgxY8aQl5eHpmncfPPNrFmzhsrKSlRVpaqqiqKiIiZOnMh111130O3s3buXF154gYGBAS699FLGjBlDOBzmjjvuwGazERsbi8lk4p133iEQCBATE8PcuXNZunQpsbGxtLW1ccMNN7Bu3Tr6+/sxmUzs3LmTKVOmMHPmTJYsWYLH4+H111+nvLycXbt2EQqFSEtLY+TIkVx44YXk5uZiMBhob2/n1VdfZcOGDRQVFZGUlMQrr7xCe3s7l19+OYsXL+brX/86V1xxBeFwmMrKSrZt28bcuXOZNm0a06ZNY/369bz11lvs2bOH9vZ23G43Y8eOZdy4ccyfPx9V1Vu3BQIBWltbefDBB6mqqqK3t5ekpCS+/vWv09jYeNSvv48++ogtW7bwzjvv0NzcjNFoxOl0kpWVxU9/+lNiYmIwGo1omsaKFSv48MMP2bFjB+3t7SQmJjJ69GgmTpzI/PnzURQFj8dDXV0d//Vf/8U3vvENNE1j48aN7Nmzh4suuoicnBzC4TCPPvooP/nJTzjrrLOG/C23b9/O66+/Tn19PVarlaSkJKZPn86FF15ITExM9DXw8ssvU15ezs6dO+nu7sbhcJCRkUFZWRlXX331Qfv1nkwkwCqEEKcILRxG8weIdPbQ+f4unqoazVvvrGbHzr+R0r6GXIOJLc5YEkacxd2//BVz547EZjMP97CFEEIIIYQ4oQZ7nJpMn2SrxsToPU4zMvTAZX39Jz1bvV79muvgMhbLJ+sBPfh5sJ/3FzLZ6XOlE8h1ktC5l+zaVaS0bCW59SMK9yxD0TQiqon2xJFDV46+TatV78laVwe7d+tlgp1O/bnTvMqcEEKIM0lzM7z99pHnG2xMnpf3ybSKCigvP3ygVFEgKQnGj4f9s0TLy/VyFocK0I4fr5eQ+JycTid2ux2Xy8WHH37IjBkzsFgseDwe1q1bR1ZWFn6//4CgUSgUoqKigtWrV1NTU4Pf78dsNuPxeKioqKC/v5/8/Hzi4+MxmUxEIhFqa2vp7+9HURQsFgt9fX1s2rSJrq4uioqKSEtLw2g0EggE2LFjB/v27SM9PZ28vDwMBgMDAwNUVlbS2trK7Nmzyc7OPmzv087OTnbt2sUrr7xCc3MzmqahKAotLS0sW7aMSCRCTEwM8fHxWK1WzGZzNNvTZrNhs9kwmw99nbKvr48dO3bQ09PD/Pnzo9O3bNlCIBAgNjaW/Px8AAKBAM3NzbzyyiuMHz+evLw8VFXFZrNhMBgwGAyYTCYcDgcWiwWj0UgoFGLVqlWsX7+euro6QO8j2tbWRigUwmAw8K1vfQuHw4HP56Oqqop3332X5uZmCgsLAT0zVVVVfD4fb7/9NgkJCSQkJBAOh6P76/P5aG5u5rXXXqO+vh6v14vZbCYQCLB161b6+/tJS0ujpKQEg8FAd3c3y5cvZ+PGjYRCIaxWK8FgkLVr11JdXX3E15ymafh8PlavXk15eTltbW3RsQSDQVpbWwmFQtEs6qamJlasWEFjYyNerxeLxYLX62XHjh10d3dTUFBARkYGoVCI3t5e3n77bdLT00lISKC/v3/Ifra2tvLee+9x5ZVXRsfS0dHBunXr2LhxI11dXdGgbmdnJytWrCA3N5fi4mISEhJoamri3Xffpb6+nmAwiNVqRVEUBgYGaGtrO+K+nwwkwCqEECc5TdNAg1BDC/433iVwz++Iq6vgX+6pbOlaSyDspc3kYKBwCtd+80fcdNOXMBpP/3r/QgghhBBCHMngKXFCgv4oKoKpU/VrrFVVsHevXkK4tVUPZjqdegD2UDfLH+4UW1ON+KxuPpj+Y9qSSije9RLjtvydEXtewTHQhsXXzfszbwHlwFJ1g+WKKypg40b9+m9W1idZrHJqL4QQ4rSwdSt885tHnm/uXPjOd4YGWN98E2655ZMG6wdjMMD06XDPPUMDrP/8JzzxhN6g/WDuuuu4BFgBRo8ejclkYsWKFXz/+9/HZrNFA1WLFi2iqamJ2tra6PyapjEwMMBzzz3He++9R0lJCd/85jfJzc1l+/btLF++nIceeohZs2YxadIkEhIS0DSN5ORk5syZQ05ODi6Xi02bNvGPf/yDF198kZKSEi666KIhpWr37t1LKBQiLy+PO+64g4aGBl5++WWefvppVqxYwdKlSw8bYK2oqODtt9/mqaee4le/+hUTJ07E4XCwZs0a7r77bsLhMMnJycyYMYMbb7yR/Px8/vWvf+F0Orn55pvJzc3FbDYf0/XKPXv2YDabGTt2LLfccgsdHR1s2LCBW265hYULF2K1WikoKODXv/41t912G01NTSQlJXHnnXdGg71er5f77rsPq9XK6NGjufTSS3G5XLz77rusWrWKe+65h0WLFpGVlRXdbltbGwaDgbi4OH7605+iqirJycl4vV4A3nnnHebMmcOll17KlClTMBqN9PX1UV5ezsMPP8w111zDzJkzKS4upqamhoceeoh33nkHgJ///OdYLBbq6uq49957yczM5KKLLuKss86iv7+fX//612zfvv2Ix0bTNLq6unj++efp7OzkmmuuYdGiRYRCIdrb29m5c2f0ddDT08OKFSt46aWXmD9/PpdffjnFxcXs3LmTF154gRdffJGCggIuvvjiIa+dFStWMHv2bL761a9SWlqK2Wymra2N1tbWA8ayY8cOXnzxRaqrq/nxj3/MpEmT6OvrY+fOndx5553ExcVx4YUXMmXKFD744APeeOMNxo0bx3e/+12Kioro6uqitbWV1tbWU+LatgRYhRDiJKe1ddD/0JMozz6Nc/s67JEIfUBK+7uYUCkZu4QrrriSr31tMampLo5TawEhhBBCCCFOS0ajHmgtKNCv39bXw+bNerC1qgp27gSXS3/ExR062HoommJgb+FimtIm0h2Xw4y195HSvAWTv4+tZV+jz5VOxHhgCw+DQR9TfT2sXw+RCHz963pG7SlwfUkIIYQQwOTJk1FVld///vfU1NTQ399PVVUVH374Iffeey/r168fEmANh8N0dHTwP//zP9x7773MmjWLwsJCFEUhOzub+Ph4ent7efLJJ0lJSSExMRGr1cqPf/xjFEWJ9hjNysrC5/Pxzjvv8J///Idzzz0Xh8MR3Y7L5WLRokXcdNNNmM1mCgsL8fl81NbWsmrVKubOnUt6evoh92v58uV88MEHXH755Vx11VXExMQAMHbsWLZt20ZbWxtPPvkkZ511FnFxcbhcLsxmM1arNZrpeazS09MpKiri5ptvxmAwoGkamZmZPPPMM3z00UdkZ2dTVFREYmIiNpsNi8WCzWYjOTkZVVVpa2tjy5YtbNq0iYcffphzzz032js0Ly+P4uJi1qxZw5tvvsmCBQtwOp0ABINBLrroIq677jqSkpIAPaGlpqYGgPnz53PxxRdzySWXRP8Ob7/9Ng8++CDf+973+OpXvxr9W+bk5ETL8z7++OP8+Mc/pqamhrVr17J3714eeeQRRo4cSUxMDJqm8ZOf/IS//e1vLF++/LDHJhKJ0NraysDAAElJSSxZsoTs7GwURaGwsJCpU6dGM6YbGxv53e9+xw9+8APmzJlDSUkJiqKQlZWF1WrF7Xbzj3/8g7lz50b3F+Ciiy7ivPPO45xzzonuZ/Ag2eCRSIQ//elPpKSksGjRIi677LJoWevc3FyCwSB//OMfyc7OZsKECTQ0NOByuRg5ciQzZ87EZDKRmZkZLZktAVYhhBDHRtPQ/H66//QY1qf/hr16L2p/D52RCK8A/wOECuby6/+6nrlnTyAnJxmHw4bBINFVIYQQQgghDmXwOo2i6A9VhfR0vTzvyJF65cIdO/RSvb29erDT4dBLDJvNR8hg1T6pIqMpBry2eHaM+hKWYD9KJEJPTBYDjmQ09cBLMYO9Y00mcLv1VnFbtsCoUfq4Psc1SSGEEOLkMXYsPP74kedLSYGPy7JGLVqklw4+UongxEQoLh46/ZvfhDlzDl0ieOzYI4/pKDmdTmJjYxk7dixr167FarXS3t7O+PHjSUpKigb2Bnk8HlpaWvB4PDz66KO88sorQwKjHR0dVFVVkZGRgc/nQ1EUwuEw7777Llu3bqWuro6enh6CwSD79u2ju7ubxMREwp86TmlpaSQmJmL5uBeCqqrY7XbcbjcNDQ2EQqHD7ld7ezt9fX2UlpZisViiQTtVVRkxYgSdnZ00NDQA+vnQ/sGxT//+WSUkJJCRkYHJZIpOM5vNxMfH09/fj9frPWD9g9tUFIX+/n727dvHwMAAf/zjH3nmmWeigcLBfWttbaWhoQGPxxMNsMbHx5OYmIjb7R4y/6CcnBxSU1OHZHv29fWxe/duGhoaKC8vj64L9IzY5uZm2tra8Pl8tLW10d7eTnx8PCkpKTidzmhAcsSIESQnJx/x2KiqSnZ2NiUlJezYsYObb76ZKVOmkJeXR25uLiUlJTgcDkKhEP39/dTV1fHYY4+xbNmyaJB8/7H19/cfEDzNyckhPT19yH4ejKZpVFVVsXPnTsrLy1mxYkX0uUAgQGNjIzU1NfT19aGqKtOmTePf//43b731Fk1NTZSVlVFcXExOTg65ublH3PeTgQRYhRDiJBMOafQ392O88Yc4Nq7DUL+PFr+PD9BYZjBT4c5h1iXfZOll51BcXEhiYgwWi7ydCyGEEEII8VkMBlkdDv2RmKgHWwcDqo2NesDV59N7tVosegB0sH3Yp68Tfvr3sNFCZ8II9hQuRlNUBmyJBE12UBTUcABDOEjIaEVTVFCUIePRNOjs1CspxsToJYT3u9YqhBBCnJpSUuDSS488n6LoJSf2V1gIRxN0Odiy48bBmDGHXuYIgaPPwmg0Eh8fz4QJE9i8eXM0E2/ixIk4nc4D+q/6/X76+voIhUJ4vV66u7vxeDzR5yORCJmZmRQUFET7g7a3t/PGG2/Q0NAQXTYcDtPX14fP56O/v19vObYfl8sV7XG5/1gtFgt+v59IJHLY/fJ6vQSDQRISEg4INg4GIPcf9/E02Nd2f4qiYLPZCAaDRwwO+/1+Ojs7UVWV3t7eAwKFkUiE8ePHk5KSMiQAPthT91C9Y+Pi4oYEw/ffltlspquri4GBgSHbSUhIID4+HoPBgNfrxev1YrfbsdlsQ8YVFxeHzWY7/IH5+DjExsYyY8YMVFVl7969bN++nZaWFvbt20dLSwuzZ89GURR8Ph8ejyf6OvPtV247EomQlJREbm7uATcBxMbGDgkUH05nZyeKomAymYaUENY0DavVypgxY6L9gQsKCpg8eTJVVVVUV1cTDodpamoiNzeXjo4OJk6ciKqqJ3Umq1yRF0KIk0QopN8lX7MvwJY1teS/8Q5lPbWsR2OtaqIyKYdQ2RQWnT2LefPOYdKkPAwGVcqFCSGEEEIIcRxYLPpjxgz9OmxTk57N+vbbeo9WTdNLBicm6pmvesaqvuz+Pw8azGitzZk99HlNw+rrwdHfQk9cDkGTDQ1DdAaLRV82GIS1ayE2Vg/qjhihLy7n/0IIIU5ZBsNnr70/yGg89kDoIQJkX5T4+HgWLlzILbfcQl9fH9nZ2dxyyy0HDZiFQiH8fj8A3/3ud5k4cSJut3vIPIqiYDabSUxMpKOjgxUrVvDoo49yySWXcP7551NaWorD4eCtt95i1apVbN++/YAAq8FgOGgWpqIoRwyu7u/T6x2c9kWWdFVV9YDA9GB26sHG82nhcJhAIIDb7eaGG25g+vTpB50vNjYWl8tFe3s7wJBM3YOxWCxDsmoHtxWJRPja177G7NmzSU1NPWA5RVFwu90YDIYh+7D/MTya/Rpcl8Fg4Oqrr+aiiy5i586drFy5krVr1/L666/T3d3Nq6++SlJSEn6/H0VRuPbaaxk3bhxpaWkHrEtVVTIyMqJ9ZkHPFv70fh6K3+9n9uzZzJ8/n3nz5h10HrfbjdVqxWazcffdd1NTU8O2bdtYtWoV//nPf/D5fOTk5PDiiy8ecFPAyUYCrEIIMcwiff2EK/fRMmBlWzO8t6Ge91esYdxAPzUovOfOoDGvkIwJM1iyYDEXXDAdu/0YT0aFEEIIIYQQR2Sz6UkymZkwfrzeo7WiArZvh1279DK+MTEweDP/ka777P98XHc1pdufZcLGh2lPKmHlnNtpTR5NyPTJRVeLBZKSoLoaPvgAurr0MsHx8RJgFUIIIU52cXFxzJs3D0VRCAaD2Gw25s6de0BmIOjB2Pz8fCwWC+3t7UQiEfLy8g66XlVV6e7uZuPGjYwdO5aLL76YBQsWRAN1wWCQxsbGL2Sf0tLSqKqqYv369VxyySVD9mXLli2EQqGTtqyr2+2mpKSE9vZ2wuEwLpeLxMTEA+b7vKWM999WVVUV559//mH/likpKaSkpNDY2EhzczMulyuaEbtt27bP/LeMj49n2rRpTJo0iUAgwKpVq/je977HW2+9xeLFi0lOTiYlJYWmpiYmT5582LHtH2A9WoqiUFpaSjAYpL29/ZDr3/84WywWCgsLycvLY9GiRVRXV/Pcc8/xpz/9iZ07dzJixIgDspdPJhJgFUKIYaBpGgRDRHp60bZ+hPdPj7CpK5Xn+hVerX6Prq51bDM7eDkli0lnfZlrv/5lZs4sIynpyKUhhBBCCCGEEJ+PougJNqqqZ6yOHw8ZGZCXB+Xlevne7m69Ak18vF46+NMJDoN9VT99nc4UHMDi78Xu7SS9aSPjNv+dyoJzqShaovdn/bhcsKrqQdbeXti3DzZuhLlzj9wLVgghhBDDS1EUrFYrP//5z/H5fCQkJER7n36ayWSKZryuXbs2ms2al5eH3++np6eHlpYWrFYrJSUlmEwm3G43TU1NVFdXs2/fPmJjY9mwYQPr16+noaEBu91+3Pdp7NixdHR0sHLlSt59912KioqwWCxUVFSwdu1aSkpKmD179nHf7vEQFxdHWVkZeXl5vP322/T19TF//nySkpLwer10dnZSXV1NWVkZKSkpn2tb2dnZLFy4kOeee47i4mK6u7spKChAURQ6Ozvp6uqio6ODJUuWkJGRwciRI0lMTOSZZ55hzpw5lJSU4Pf7eemll9i2bdsRtxcOh6mtraW2thZVVcnKysLlctHS0kJdXR0ejwe3243NZsNut7N06VJWrVqF1WolFApRWFhIOBymq6uLrq4uvF7vITN8j0RRFJYsWcKKFStYuXIlpaWljBkzBrPZTDAYpKWlhZaWFgoLC8nNzWXTpk1EIhFiY2NJSEjAbDZTWVlJY2MjBoOB2NjYI/Z9HW4n9+iEEOI0o2mafpXF5ydSsZeen/+a2LefxxkKUgAkA92KitnsoGzqldx558+YPDkDu/3oyjAIIYQQQgghjh9F0fufZmToGaQpKfq0igq9R2tXFwwM6BmnZvMnlQsHA6AHC4SGDWY8jiQ64/NJbd5CftVbRFQj7QnFdCSOAO2TBV0uvf9rd7fej3X8eL1M8QmudCiEEEKIz2Cw1OrSpUvRNA1VVQ9anhf00r0ul4vFixfz/PPPs337dpxOJ/X19QSDQXp6emhrayM/P5/c3FwcDgeFhYUA7NixA7PZTEJCAps3b6atre2Q2/m8SkpKaGtr48033+T999+nsbERm83G9u3bCQQC5OXlMX78+C9k25+X3W4nKyuLWbNmsW/fPtasWYPJZCIlJQWv10tXVxf79u0jIyPjgPLMn1VqaiqzZs3i3//+N1u3bsXn89HU1ISqqnR0dNDf34/f7+fcc8/F7XaTm5vLpEmT2LBhA0A0y7a+vp7+/v4jbk/TNDo7O9m0aRNer5ecnBxcLhfNzc1UVFSQnJxMTk4OTqcTk8nEwoUL2bx5Mzt27MBgMNDc3Ew4HKa7u5ve3l7sdjsTJkw46pLA+1MUhVmzZrF7924++ugj3n33XXp6erBYLIRCIVpaWvB4PMTExJCZmUlVVRUtLS3Y7fboTQgbNmygp6eHkSNH4na7JcAqhBBiP52dBN79AN+Df8f59n9wR/Qm7O8AfwM2unM4Z/IF/OhHP2DhwiJUVW5NF0IIIYQQ4mRgtUJaGlx0EdTXQ2UlrFoF27bpAU+nU892PVTm6qDOhBF8ZImjNamMLz//FdxdlRTv/g8Wfw+vnP8gYYMePVUU/eF260HWzZth4kQoLYXkZMliFUIIIU4mny4vqyjKQTNJB+fbf16Hw8F3v/td4uLiWLFiBY888gg1NTU4nU6SkpIoLi5mxowZWK1W4uLiWLp0KatXr2bVqlU89dRT0WBuaWkpBQUFrFmz5ojj+/RzR1JSUkJMTAzhcJi//OUvNDY2EggEyMjI4L/+67+YM2cOpaWlR73NQ43j0/Mf7HgdbuyHWofNZuN3v/sd//znP3nnnXe488476ejoIDY2ltTUVMaNG0dsbCwWiwWfz/eZtzsoKSmJWbNm8bvf/Y7HH3+cZ555hurqakwmE+np6YwcOZLzzjsPVVVRFIWcnBx+85vfcPPNN/PUU0/R0dFBRkYGt956K0ajkWXLlh1xHA6Hg5qaGtatW0dlZSV9fX0kJiYycuRIfvjDHzJr1qxoSeeLLroITdN47bXXeOKJJ6iqqsJms5GamkpRURFXXXUVJpMpur3BcR7K/gF9VVWZNGkSVquVdevW8eijj/Loo48SiUSw2Wzk5eXx5S9/GafTiaqquFwunnvuOXbt2kVrayvhcJiCggJmzpzJ9ddfj9vt/sJuGDheFO1ou+WK00Zvby9nnXUW3//+97nqqqsO2lxbCHF8aRr0/fVpjE8/jmXzWpR+D1rAxwrgj0Bz6nimLfkyiy46h6nTi3C5HFgs+j0wcuFECCGEGF6RSISenh4SExPZsWMHBQUFJ/2dtOLM5vF4ePrpp7nhhhuorKzE7XYf013o4kCDV1DCYQgG9cDne+/p2aW1tXo2a3a2ntF6uLcJJRLGFBygcO8y5qz8JQkdewia7ayd8kO2jrmSroTC6LyRCHi90NQEWVmweLGeyXoSt6MSQghxBvL7/fT29tLZ2Ul2djZmsxnDp+vnn6YCgQD9/f1EIhGcTudBe60O8ng8eL1eVFUlNjYWg8HAYIjG6/Xi9/vx+/2EQiEURcFgMGA0GqMZiKqqomkaPT09+P1+wuEwADabLfpcIBAgMTERg8FAOBymp6cnGuQa7PEJ+t9sYGCAUChEbGws5iOUyAiHw3i9Xvr7+6PbNRgMOJ1OLBbLkPPNgYEBBgYGUFWVmJiYI35/2v8YulwuLBYLmqbR0dGBqqqYTKYhvThDoRDd3d2oqorVao0Gs7u7uwmHw9ESs4PBQU3T0DSNgYGB6DGORCLR7GKz2YzL5Yr+PQYzTR0Ox5BjNrjt5ubmaED208dN07TosQ0EAkOOldFojJbrVRQFTdMIhUL09PQQDAaJRCLRrGa/34/P58PtdmOxWA4abBxc3uPxEAgECIVC0XUMbsvhcAw5Dj6fD5/Pd9DXmcPhiJazDoVCtLa2Rre//98wFArh8/no7e2NliAeFAwGCQQCeDwegsEgQHQbdrs9ui6/34/H4yEUCkWPkdFoxGw2Y7fbMZvNBw3uhsNhAoEAtbW1xMfHExMTc0AJ7sG/4d13381zzz3Hpk2bcDqdx/09Sa4KCCHEF2SwGnBDA6xYUY332feYsXkbGZ0dbAb+rahUp09mwiVfYdqCyRSMyCM1NYHYWJsEVYUQQgghhDgJDZ6nG416z1WTCSZMgJgYqKqC7dv1cr5mM9hsMHg97tPn95pqIGiyU585lV0jl5JXvYLMhg8prniFPlcGhrCftqTSaC9Ws1nPZG1uht279WzZwSp88t1BCCGEGF5ms5n4+PijmvdgAbvBIJLdbj+q/qmKohx1KVuDwXDIsVkslkP2hj3UupxOJ06n84jzHu2+DDrYMVQUhcTExIPObzQaD/pcXFzcQecfzAI92vHHxsYe8jmj0UhmZuYhnx/swXu4QPv+85pMpoPuy6dfJ4db/lD7fbD5bTbbUSXdmc3mQ+7nYND/YMfSZDJhMpmOOP6jHcfJTAKsQghxnGld3YT3VDKweSe7wy6e3tvKhx+uJ7zzfXb1tJFqiaUhdQSmadM5f85Mpk6dyogRqTgcZrk4IoQQQgghxClCUfRAa14exMbq/VkjEdiyBfx+PcvVYNCDo6p68CBrb2w2e4qWoGoREjr3kta8iZza9/BbY2lPGhXtx2o06ttoa9MDuU4njBypB3GFEEIIIYQQJ54EWIUQ4vP6uIyH1tpGuLoGZfcutA83EHjvQ+pDbh5trqenZwcOWzxqbjEjCkpImTCDRYsWM3NmHqqqSGBVCCGEEEKIU1h8PMTFwYgRsHIlbNoEFRV6n9bsbD0QajQevD9rfdYM/JYYQgYLc967k9Tmcnpjstgx6lI0RS9jpih6sDY1FVpaYMMGKCqCMWP0AK4QQgghhBDixJIAqxBCHCtNQwuFoK8fracH7d338D/1HMaN61E7WwCIQcFvjSElJYOiolmce+5FLFx4FhMmpHOGtKEQQgghhBDijKAoerBz5kwoLIR9+2DFCr03q9WqZ6A6HAcv6dsZX8jGCd8mZLRSlzmdzviCaHB1fy4X+Hx6GeJlyyAjAxISJMgqhBBCCCHEiSYBViGE+Iz0hFUNzeeH2lqCjz1D4KGHcLQ3YtUiBIFKFF41GHnCEsvsWdfw/e9fxcyZubjdFg7Sj1wIIYQQQghxilMU/eFw6JmmFgsEg7BmDXR2Qm+vPp/NxgE3W4YNFjyOZCrzF9Adl4vfGhuNxKrhAGgQMZoxGMBuB69XD9xWVEBxsV6eWKriCCGEEEIIceJIgFUIIY5BW5uflmXvo912E2W1WzEDPcArwMtmN/W5k5i06Gs89p1LKClxysUOIYQQQgghziAOhx5IjY+HQAC2btXLBff2Du3LCh8HRhUFzWCkOX0iAJqmoWgaFn8PVm8XKCo9MVmgKDgceouR2lq936vLpW9HsliFEEIIIYQ4cSTAKoQQRxIOozU0EPrXi7wTSuC58l2s/WgNvrqtTOvr4ofA48CWjFmUnX0hXz1vDhOmFhKfaMNqtXwcXJU+q0IIIYQQQpxJFEUPsp53np5lWl4Or78O9fV6ueCkpMMsC6jhINPW/g+5+96l35nKK+f9Bb81FlVVsFr1rNWNG/VgrsOhb0MIIYQQQghxYkiAVQghDqavj8iePQTXrMW78n1iayoxtLZRp5nY1OehwtOLGo6wNqaA+LELmHrhOXxlYh5JackkJsYRE2PFaJSIqhBCCCGEEGeqwRssVRWys/WgqtMJ778P7e16j9bMTDAaDyzvq2hhzIE+8qrfJrGjgtjeOma/fzfvzrmDoNmB0agQG6v3Yt21S18+K0vv9SotSYQQQgghhPjiSYBVCCEANA0tHCa8di3ejZux1OzDWFeDoaoay95KtN5uKoFKxQjxRYwdO53SUSWUjSmmqGgkY8aMJC3NgckkmapCCCGEEEKITwxmsppMMHo09PXB3r1QUwNdXXqJX7P5031ZFSIGE82p43D1NePwtJK37x12llxKe0IxPns8RqMesO3rg+pqvWRwfr6UChZCCCGEEOJEkACrEOLMFImgeb34AkG6fX6amztoa2xk2gtPE35/Nea6Wny+AbqAVtVMd0w2rZnZuDLTWZg/jsyyiYwfX8ro0em4XBJRFUIIIYQQQhye0Qi5uWCxQEIChMOwY4cegHU69exT0H/XVAMBs5NNE75NTG8DBZVvktq8maI9rxE2mGm2xqApRhISoLUVGhr0Pq/p6fp2JItVCCGEEEKIL5YEWIUQp7+Ps1Px+Qj196MNeDEOeIi0trKvp4/327pYvXozG9at4+mKdSRr4DXaaHclsdfhYmtsIrWFsxh3zgVcMH8iubl27HZVLloIIYQQQgghPrPUVIiLg1Gj4LnnYMsWPQs1KUkPtH5CoTW5jPLx1+BxpjBpwwOctfq3aIpC0GSnLbEEo1Hvv+rxwDvv6OvMzoaYmGHaOSGEEEIIIc4QEmAVQpxWNE375P/hMEQiKH4/dHQQLC+n/Y03CLy3isTqKgIBP//SNP4bQFFRFZXHjGbsZhe1GVNxTl7A+Pnz+MacUnJyjKjqgb2RhBBCCCGEEOKzUBQ9izUxES64AOx22LMHmpv1zFOr9eNywR9/+ajPmIqGQkrzVjIa11O8+yVMAQ/vzvsVQZMNh0O/+bOhATZu1BcbNeqTbQkhhBAni1AIfD4IBODjS3gnBaNRL+Vvs8lnpxDi6EmAVQhx2gmHw1RVVdH34IM433qbhMpK3J5+TEDafvMFAYdiJNuahCljOhMnzqXk3LOZPqOQzEwzdvvQkyo5wRJCCCGEEEIcD6qqB1mzs2HMGP27hscDvb368xaLfrFX08BrT6AtqYQ9RYtJ6NhNbE8tWQ1ryaz/gNrsmWhGCxaLgtEIlZV6hmxWlt7bVQghhDhZhELQ3Q0VFdDff3IFWC0WvfrD6NF6oFWuAQ6vtWvX0tPTw+jRo0lNTSUUCtHe3s7q1auZNWsWbrcbo9FIZ2cn69atIysri9LSUoxGI8oh/niRSITa2loqKytxOBxMmzbtuI03GAxSXl5OMBgkKSmJESNGHLd1n0o0TaO2tpZ9+/YBMGfOnOEd0AkgAdYTbOvWrbzwwgs8//zztLe3U1payi233MKkSZOIi4s75HI7duzglVde4emnn6axsZH8/Hx++tOfMmfOHNxu94nbASGGWziM1tODb88eOjdtwrNtG5HKSkwNjbT39fP/YhPY2lhDIODnO34/3wiFiA+HCQINwGbFyC5XDm1ZE0icfjaFZ03mxTG5ZGRZsNuNGI0mjMbB8r+KnFAJIYQQQgghvhCKAmYzTJyoX9QNh/Uyv4PfQQwG/f8aCn0xmWyY+D1G7H6ZxI4KEtp3M778EZpSxxO2WTAa9YzYmhpISdEDrCUl+sVr+U4jhBDiZOD3w7598Pzz0NV1cgVY7XbIzIT8fP0GpcHP4KM1WFEvGAwSDofRNA1N01BVFaPRiMFgQN2v11gkEiEYDBIKhQ5Yl6IoqKqKxWJBUZTougOBQHTdiqJgNptRVXXIesPhcHQes9l8yGDjye6Pf/wj27dv584772TRokX09/dTXl7OVVddxYsvvsjYsWNxOBxs376d6667jssuu4zbbruNmMP0SAiFQrz33ns88MAD5OXlHdcA68DAAI888gh9fX2cddZZxxxg9fv9hMNhzGYzBoPhlPv7aZrG6tWr+cc//kEkEpEAqzi+tm7dyhNPPMHq1av52te+Rn5+Pq+88gp33HEHt956K3PmzMFmsx2wXFVVFY899hhr1qxhyZIllJWV8f7773PHHXdw5513MmvWrMMGZ4U46UUiRPr7CbS1MdDcjLe5GX9LCzVpabR4vbR1dOCqrKK4qoqxLS3YQkEsXi+JHg/xAwPg86EEAgTDYQJNTXQE/SiKiQ32VIwxCaSn5mIpLiNj/BgKSzIZl2IFpxNzTCx2lxO7w4LZrEhPVSGEEEIIIcQJZzLBiBGQnq7/Xl6ulwtOTtZ7sioKRFQjXns8yxb/kelr/4eE9l1UFiwibLQCekZsXBx0dMDu3foyhYX6uoUQQoiTQSCgZ652durl8M1mvVrDcPN69bF1dek/OxyfPcAaDofp7+/n3nvvZe3atVRVVdHd3U1paSlf/vKXOeeccygpKYnO39rayn//93/z8ssv09PTM2RdmZmZTJ06lb///e8YDAYikQj9/f389Kc/5YMPPqC7u5vExETuuusuJkyYQGpqanTZlStXsn79elpbW7n11ltPm8SsuLg45s2bx7Zt20hNTcVsNuPz+YZ7WFEul4u77roLTdOwWq3HvJ477riDF154gXvvvZezzz4bh8NxHEcpvggnwVvYmeODDz6gqqqK0tJSLrnkEpKSkkhOTuYHP/gBH374ITk5OUPeaAcNvinn5uZy2WWXkZGRQW5uLqtXr2bNmjVkZWUxbty4E79D4vSnafojEkELhyEUIuz3EzIYCKsqYU0jFAwS6epCa2kh4vUS9vmI+P1E/H60wYfPR01KCl0GAwPBIMb+ftLb2hjV1oYlHMEaCaP6/Rg8Hmz9/Rj7+jD39/OCy8XWYJDegQFGdnZi7uxkUr8H0OgHulDoNNjoNbvwuLJoj0ujJDefUQVZpKcnkRcfS5rTjiPGjSkpFXd6KklJMR+fKEl2qhBCCCGEEGL4KYp+gdnphPnz9Yu6e/dCU5P+nNUKRqMCGnQkFLNuyg+w+HpoTSkjZLSAoqCgf3VLSNAzhCor9UBrYaHeT04IIYQ4mZjN+ufTyRBg/fjSZ/Qy6LGoqanh2WefZd26dZSVlXHeeedhsVjYuXMna9asoaKigl/+8pfExcVhMBjQNI1AIEBOTg6lpaVMnz49ui6n00lycnI0e7G5uZl169axc+dOzjvvPGJiYqitreUvf/kLP/7xj0lJSQGgvb2dDRs2sHPnTr7zne9gt9s/97E5GpqmEYlEopm3XwRVVbFaraSlpWEymb6w7RwrRVGIi4uLZi0fq2AwiNfrjWYhH2+aphEOh0/J7NiT1UnwFnZmiEQifPTRRwQCAWbOnElxcTGapjFnzhzy8/Opqqpi3759Bw2wlpeXEw6HmTx5MmVlZQBMnTqVsWPHsnv3burq6g4ZYI1EItHHoGAw+IX8Az1aXV1dVO/aRVJrK5aDlEEYFFJVquLjiXz8j90ZCJDk8Rx2maDBQGV8fPT3xIEBYn0+TOHwIZfpN5upj42N/p7W24szEMC4/zH61PFqcTrpHOx6rmmk9/YS4/dzuLel6thYvCYTGmAKh0kZGCDu03fafGo7u+LjCaoqGuAKBEjweokLBIbMv/82g4rCzthY/KqKpmkk+3wk+/04QyF9vo/nVwDl4221GwzstljoRy85URgIUBAKYvt4XnXwLCMUinai32wwUKGq9GgaWjDIiI4OxjU3ow0MEPH5hjw0vx98Pt5OTWW7wUBnMEhsfz+zmpspaW1FC4VBi0THFQHCKAQUlV3mGLaZY1DMNmIMbmrikqhIM2NNcKPEu/DaLfhsdgL2WAKOBKzuDJYUFJE1IpeMjHhiYlQsFuUz33UmhBBCCCHEsejt7aWjo4Ompib8fn/0YpPD4SAtLY24uLho6bLBbIT6+npaW1sJh8MYjUZiY2MZMWIEFosFg5zInjEGg6x5eXpmj6Lofer6+z8p8Ws0KvhsbhrSp6AQiWavKpEweiFhcDgMBAIKXV2wa5eeFWs2f/ZMHCGEEOKLZDDon3vDXWlB0/SxfJ54XSQSoaWlhTfeeIO4uDgmTJjApEmTiImJISEhgWeffZby8nL27NnD+PHjh5zfJScnM3HiRC655JLotMGywoMBsO7ubnbs2IHBYGDKlCnk5eWxbds2brrpJpqamgiFQhgMBjZv3kxHRwcxMTGMHTsW02c8uG1tbXR2dtLW1obX68VgMGCz2XC73RQVFWEwGOjs7GTDhg0UFRXh8/no7++np6eHtLQ0UlNTiY2NpbOzk9raWjweD8FgELPZTFJSEomJiSQkJKAoCoqiEAqF8Hq97Nq1C4/HQyQSwWq1UlhYSGD/69/o8Yzu7m42b97MhAkTcH2q0bzP56OtrY3t27fj9XoxGo04HA6Ki4ux2+1HPKcOBAJ0dXWxb9++aIDTbDaTkpJCUlIScXFxhw1IhkIhdu/eTSgUwu12k5OTA0BFRQUejwer1YqqqnR2duL1elFVlfT0dFJTU4mJiUHTNNatW0d9fT0+n4/y8nIURcHpdOJyuZg8eTKKojAwMEB3dzc1NTV4vV4AzGYzqamppKWlYbfbo+PcsmULfX19ZGdn09nZSV9fnx4vSE6mra0Nt9tNYmLikAzowe8nW7duxe12U1BQgMViobm5ma6uLrq6uqLH12q1EhcXR0FBwQElsM8kEmA9Qfx+P83NzRiNRgoKCgCibyYlJSXs3buX9vb2gy5bW1uLyWQiLy9vyPSysjJeeuklOjs7D7ndnp4eWltb6erqik7zeDzRf4DDoaqqin/cfz+L160j1es9aFBSA3pNJu4rKcH/8T/Okb29nNvURNohxh5WFLrNZu7dL0g9v7mZcV1dJPr9H694aAAzoihUxMTw9/2O7ZdraxnZ24vjMIHcV9PSeD8pCVQVg6bxlX37KOvpwXCQwPVgIPPhwkJqbTbCikJ8IMDi5mYmdXbqdxoPzrvfMhrwh5Ej6TaZiAAj+/qY097OuJ6eIfMN/l/RNLqNRu7NzaXFZELTNM7u7GR+VxcjPj7Og/Opmob68e+brFbui42lWlEJhyNc29fLNQMDpEXC7P/RM7hNA/Aa8A+gFrCicB0wEw0DChFAUxQ0Pn4o+mNvZQMfGkx0qwbSUBgBaBY3foeRoMmEwWIiZDYxYDLQb1DpMVoYGZONIzYHqzOJeFssIYed9UkuEkaNIH9UDsnJTvKdilwwEEIIIYQQJ4WqqireeustnnjiCZqamggEAhgMBgoLC/na177G9OnTmTBhAqBfyKmoqODhhx/mlVdewev1EhMTw6RJk7jrrrvIzMzE6XQO8x6JE0lR9AvNEyfq/VQ1Dd5+W7/fNSZGL1kIEDGa9R80DdAwhnwYwn4iihHN7MRsVvB64YMPoKxM7ysnWaxCCCFOVieiX/gXuY1gMEhraytr167lscceY/r06WRmZgJw2WWXsW/fPpYtW8bLL79McXExFosluqzBYMBqtUYDhoNZoPsH8wYGBmhqamLy5MkUFxczYsQIsrOzue666+jt7cXj8eBwOPjrX//KmDFjWLx48WcqLTuYgbp27VpWrlzJ66+/Tk1NDQ6Hg6ysLGbNmsWvf/1rDAYDW7ZsYfHixdx9993U1dWxc+dONm7cyLe//W2WLl0abW340EMPUVFRQWdnJ0lJSSxevJhzzjmHRYsWYfr4urXH46GyspKf/exn7Nq1i1AoREZGBnfccQcdHR1Dxtjb28sHH3zA0qVLef311xk/fvyQ8+TW1lbWrFnDfffdR21tbTS4+pvf/IYRI0Yc9nhomkZXVxfvvfce999/P9XV1Xg8HhITE1m6dCnnn38+06dPx2w2H3IdAwMD/P73v6e3t5fZs2fzox/9CIC//vWv7Nq1i+zsbGw2GytXrqSmpgaTycQVV1zBl7/8ZSZOnAjAjTfeyPbt2+np6eHuu+9GURRiY2MZPXo077zzDpqm0dDQwAcffMCf/vQn9u3bB0BSUhKXXnopV1xxBYWFhdHA+j333MOWLVu4/vrrWblyJdu2bQP01+TTTz/N9OnTWbhwIV/96lej+xEMBtmzZw/XXnstM2fO5I477iAjI4N3332X9957j1WrVlFbW4vT6YyWsr7tttuIi4uTAKv4YvX29uLz+YiJiSF2v2xJALfbjdfrZWBg4JDLxsXFHXBnhtvtZmBg4LDB0nXr1vH3v/+dl19+ecj04QywdnZ28tH69VxVU8foQ2TSakAj8G5jC/0fTzNqGleiUXqIZUJAnaKwvL4pOm2SppGBRuFhlqlvbeetyn3RaV/RIuRpkMShs3wfa+tkhaIHE03AV7UIxZrGod9mYUfnRjYBQSAbOE/TGPmpbXx6i+XrNtCIntFpRmOBplFwyHEpmPGz+6OdVH/8GTxO07AD6UOWGcwV1T+0jb4gHf4OWj7+3atpKAYTilHPtg2hRKOrysf7bFEUnAo4FAWrasarKOyLBAmqBvyKAb9qJKCa8BtMBFQLAaMFV9IoxsdmEbbFYTdY8RLhn0Y/5uQkHJlZJBZlk56XQkp6DOkxRgpsMNU0uN3DHFghhBBCCCFOEg6Hg8LCQn7xi1+QlpaGxWLB5/Px8ssv88ADD/Dee+9x5513UlRUxFNPPcVbb73Fhg0b+MMf/oDb7aahoYGHH36YH/7wh/zgBz/gwgsvHO5dEsPAaIScHPjyl/XvQps3Q0sLpKbqwdL9ZdatZfS2p8lo/JDqvPl8MP0nhFwJmExQXa0HWYNBPdAqhBBCnIxOxHW/L3IbkUiEUChEJBLBbDYfkC1pMpkIhUKsW7fugMzM8vJy1q9fz29/+1tiYmIYP348s2fPZsmSJcTFxQFEq5v85z//YcmSJbhcLjZu3Eh8fDwJCQn4/X7efPNNAMaMGcNZZ531mcbv9/t56qmn+Mtf/oLFYuHqq69m5syZ+P1+Ojo6qK2tHRLwjUQi/PnPf2bJkiVcffXV/P73v8dut+P1ennzzTf50Y9+xPXXX8/1119PWloaDQ0N3H///dTX11NTU8P1118PwJo1a/jVr36F3W7nV7/6FQUFBfT39/OHP/yB7du3k5aWdtT78P7779PR0cHtt99OXFwcW7Zs4fXXX+db3/oWDz/8MJMmTTrksnv27OHdd9/lV7/6FTfeeCOjRo0iNjaWpqYmfv3rX9PU1MTevXu55pprPtNxHVRfX8/69eu5+uqrufXWW3E6nezcuZM77rgDVVVRVZUJEybwxBNPcNddd/Hqq6/yi1/8ghkzZuB0OqMB+a1bt/Lcc8/x7LPP8uMf/5jS0lIURaG+vp677rqLnp4e5s2bx8UXXxzddk1NDffddx8//OEP+c53vkNKSgo2m41AIEBlZSVvv/32kACrx+PhX//6F5mZmZSWlpKeng7oWdWTJk3iggsuID09ndbWVjZs2MAzzzyDqqpcddVVjB079piOz6lOAqynufnz5zN79myCwWB0Wl9fH+eee+6wjWnEiBF844c/4cN/rWFt68BBi9trioJfNXNWxmRCiv6hFO/t5M3uatYF+g+YH/RsVJ/RyoKMqdFpvT01vNrfgiP4cUD5U5+mGgqtNjcLkkczGEXc07GbHm8nlvAnx+zTy/nd+SyIyUBDQUVjR/tuugY6ULVIdL1DKAq5qWNxW2KIoGAP+9nVU8MDnrZP5v0463Nw/zVFYVLaRPxGKxoK8f4eNva3UuvrigY8I4pRr2Hx8Z1NAaOFacklTDJbUQ0GHL4uVng7WRfyoqgqGIyoBhWMJhSjEdVkJOCI5SvuVBS7A4NBJSY8wFuRAGazEYPVgslmxmSzYnbYsLhs2GMdXOi08lWHGbvdOKQpvdF46BOWyw4++YgkuCqEEEIIIU4VKSkpWCyWaFlgg8FAOBzGarXywQcf0N3dTWVlJRkZGWzcuJHGxkaWLl3KlClTsNvtZGdn4/f7+d3vfseuXbuYMGFCNAPiYDRNIxQKHdCnyefzDfkOKE4tg+WCXS6YOVPPYK2ogNZWveSvyfRJKUNDJIDD20Zix25MwQEqRpxHJKGEiNmNwwF79oDbDVlZEBsr36+EEEKcvA6VZXo02acnIgv2UEwmE3FxceTk5LB8+XLi4uJwOp3Y7XbKy8vZtm0b+/btIzExkfDHbewsFgulpaUkJydjsViw2+309fWxbds2Xn31VWpra7n55psxGAwkJycza9Ys1q9fz/PPP4/BYGBgYIBvfetb5OXlUV9fz/PPP8/5559PIBDgmWeeYfv27SQkJDB58mTGjx+Py+U6ZIlbv9/PCy+8QGpqKuPGjWPx4sWkp6cTDofxer2MGDEC437NchVFYdSoUUyfPp2zzjqLhIQEVFXl7bffZvXq1cyePZt58+aRm5uLw+EgPT2dc845hx07dvDOO+9w3XXXUVtby65du6irq+Oee+5hypQp0WDxwoULD8hgPZK8vDzmzZvHpEmTsFqtJCQkEBcXx4033si2bdtITEwkKyvroMuuX7+ejz76iNmzZ3P22WeTmpqK2WwmMzOThQsXUlFRwerVq485wGqxWEhJSeG8884jJycHs9lMWloaDz30EB0dHVRWVjJhwgRSU1NxOp0YjUaSkpLIysrC6XRG/24rVqygvb09Os7ExEQA0tPTWbRoEXv37qW8vHxIgNXpdDJmzBjmzp0bLSEMMGPGDGpqati9ezcdHR3RDFSv18uqVasYPXo0+fn50azUyZMnEw6HcTqdOJ1O0tLSsFqtdHV18f7773P++ecf07E5HUiA9QRxu93YbDZ8Pt+Qcr0AHR0d2O32Q6aqu91uNE2jp6dnyPT29vbom/WhGI1GjEYjtv3qAX2RDaePRlZWFl//3rVo1151YMrmp3xX+eSOHwUN9eNenYfz/f2WUbUI6hE2oqEQVj45HgYtgnKEZSKKyv4jOZplrlHUaABV+XhsR1rmex/viza4DFq0LPBB90VRiOy3L8rH8w85Zkr0Px//rgdzo1mt+4eHP55XGVxGIfqmPviZfLAPZ/nSLoQQQgghzkQxMTHRHqvwScm1vLw87HY7oVCIgYEBurq6qK6uxufzcc4555CZmYnJZCI2NpZzzz2XX/3qVzQ0NFBfX3/YAGs4HKauro7Gxkb8g21R0AOse/fu/UL3VXyxFEVvg1JYCB0dehZqSwsMDOhZrGaz/nUtYHYRMOkl8pJbt5HesJ6A2clAQhwxMdDcrFBbC42NeoB1OC9ACyGEEIdzqM+nowm6Dv48HMFYo9FIYmIiU6dOZfv27WRlZUVbP6xfv56GhoboOeDgDXEWi4Vx48ZhNptxuVw4HA6am5vp7Oxk9+7d7Nu3j29/+9vExsYSExPDyJEjmTBhAtu2baO/v5+YmBjOO+88jEYje/bsoampiZKSEjZu3MjGjRtpb29HURQMBgMul4vx48cfdOyRSASv18v69ev58pe/zJQpUxg1atSQeQ52LlpaWsqoUaOGtDRsaGhgy5YtjBo1ioGBARoaGqLP2Ww2vF4vO3bsIBwOU19fT2NjI8FgkPnz55OYmIjFYiESiTBnzhzefvttWlpajvpvkJWVxYwZM8jIyEBRFGJiYqKxlpqaGhobGw8ZYN21axe7d++muLiY3t7eaJaxpmm4XC66urqor68nHA4fUL75aNhsNhITExk/fnw0RuN2u8nIyMDn89HU1ISiKFit1mjvXYvFgs1mGxLTKS8vp6enh6KiInp6eujt7QX0sr5ut5v6+nri4uKi4wRwuVyMGTOGESNGRGNImqZRWloa3beamhqcTieapkVffxdffDHZ2dnRbScnJ9PX10dXVxdNTU1EIhH6+vqIiYlh79699Pb2EolEPtNxOV1IgPUEMZlMZGVlUVlZyY4dO5g5cyaapqFpGuXl5eTl5R0y7T0/P5+dO3eye/duLrjgguj0DRs2kJycTFJS0iG3e6h/8J/1jeB4UlUV1WzmsPV0P3YUsxyXZYQQQgghhBDieBi8cDb4fc/n87F8+XJaWlrIysqipKSEPXv20NPTg8vlYtKkSdGsAKvVSk5ODqmpqXR3d7N3716mTZt2yG15PB4ee+wxHn74YRobGw8Yh/RwPbXt35PV7YauLti6FZKTIT4eVFWhMW0i1XnzcPY3M2LPK0ze8BdQFNoSSkhIMNLZCXv3gtMJxcWfZL4KIYQQp7LPEow9lnk+q6KiIm699VZuuOEG7rvvPtra2lBVlbKyMtLT05k2bRq7du2Kzu9wODjnnHOGrKO4uJjCwkIeffRRfv/737Nx40YmT55MfHw8drudn/zkJ9F5B883H374YbZu3cqXv/xl6urqWL9+PT09PTz22GM8+OCD7Nq1i6qqqkMGWAeTwdrb28nPzyc/P/+I+6ooCkVFRdESxoM6OjrYunUra9eu5R//+MeQ+EM4HCYUChEXF4ff76exsZG+vj5SUlKiwdXBdQ+W6P0sAdbk5GSKi4ujv5vNZmJjY8nJyYnu36E0NzezYcMG3n//ff72t78dMO5gMMiIESPw+/1YrdbPHFdxOBwUFBQckPAWHx9POBymr6/vqNZTV1dHeXk5y5cv58EHH4xOH7yhMxAIkJWVhd/vjwZmHQ4HI0eOHFK2WlEU8vPzKSgoYNu2bbzxxhvk5eXR3d3N1q1b6erqYuLEiYwYMSL6OtuxYwfvvfcer7zyCnv37sXj8RAMBgmHw/h8PgYGBggEAoftU3u6kgDrCaIoClOmTKGpqYk333yTMWPGkJ2dzVtvvUVdXR3nn38+hYWF1NfX8+abbxIbG8sll1yCoijMmDGD6upq3n//fSZOnEhxcTHr169n8+bNXH311Uf1xieEEEIIIYQQ4osXCoWorKzkpptuYufOnYRCIRRF4aqrrmLu3Lnk5+dH7963Wq1DMl4HJSQkEA6HD6h+9GlOp5PrrruOK664glAoFJ3u9Xp57bXX+M1vfnPc90+ceFYr5ObC5ZeD16tnstbXw2BiQWX+OQzYEsiuW4W7u5rCyjfwWePYMuZKkpPB54NNm2DKFMjPP7CPqxBCCCE+H5vNRkFBAY899hgejwev14vX6yUtLY0XXniBd955h+zs7CGldg8mNTWVtLQ0XC4XNTU1lB2iibqmadHStqFQiCuvvJL//d//JTY2lpEjR2K321mwYAE1NTWUl5cfcntGozEa3Pys+/vpfQkEAthsNr73ve8xe/bsITf6DQbqBittDmd1zU/z+/0kJSXxla98hbPPPntIkHBw3DabLdoG5LNSVfWQf/fB4OjR8Hq9lJaWsnDhQs4+++whYxkcZ3x8/JC/p6qq2O32g4579OjRNDY28uKLL3LllVeye/duVq1axdy5c0lPT8dmsxGJRGhsbOT222+np6eHKVOmcOONN+J0Ount7WXHjh3cfvvt0QC6BFjFF2rSpEnU19ezYsUKnnrqKZKSkti8eTMTJ05k8uTJpKSksGvXLl5//XUyMjK4+OKLURSFcePGsXv3bt59912eeeYZMjMzqaiooLi4mGnTppGRkTHcuyaEEEIIIYQQAv1CRlxcHAsXLmT06NEMDAywZ88edu3ahcvlorCwMNoz9VDtW1RVPaoLLqqq4na7iY2NHdKDdWBg4LCVjsSpRVH0IGtaGkybBhs26AHWjg49s9VvjaUrvpCdxUsp3fkvklq3U2R+jT2FiwlZ3QQCRvr7Yds2PfvVapVMViGEEKev4SiHr6oqqqqSlJSE2+2OZj6qqkpnZyetra1MmzbtiAGogYGBaDag3W4fknk4KBKJ4Pf7ef7554mPj6e4uBiXyxVtFzFYZtZsNqNp2pA2Ep9mMBiw2Wy43W5aWlpobm4+oETwwSiKckDQLiYmhqSkJPx+PwUFBSQkJBx0ucHzV5vNRnd3N319faiqislkQtM06urqGBgYOOIY9tfT00NDQwPp6ekA0ZLMbW1tOJ3Og97QOMjtdhMfH4/f76e4uHhIWd5BBoPhcwWFD95i7+DTVFU96HeApKQkAoEAkUiEUaNGHXR5k8k0ZJwH+zsNysvLY9SoUTz55JPU1dWxY8cOdu3aFQ2Oq6pKIBCgpqaG5uZmMjMzWbp0KUVFRVgsFurq6ti9ezfAkO8hZxoJsJ5AhYWFnH/++ZhMJpYtW8a6desoKirie9/7HmVlZVitVkwmEwkJCbjd7uhy6enpXHDBBTidTl5++WU2b95MVlYWP/zhDxk/fryUfRJCCCGEEEKIk4SqqiQkJPClL30Jj8dDX18fK1eu5NlnnyUcDjNp0qRo/yZN0w7azykcDkf7Zh2OoigHvSM+FAodMUNCnFoMBnA4YPx46O4Gj0fPZHU6AZMZjyOJXSMvJrf2PVx9jWTVfUBS2w5CaRPpNzmIRBR27oQJE/RerMeQrCKEEEIcN5oGkQiEw8M9En0cnzc+FAqF8Pl8wCcBToC9e/dSU1ODx+Nh0qRJmM1mIpEIoVCIrq4uHA4HRqMRVVUJBoNUVlbS2NiIpmkkJycfNCDr9/tpamriww8/5Bvf+AZnnXUWqqpitVrp7u6mt7cXv99PZ2cngUDgsBmqBoMBq9VKQUEB9fX1VFRUMG7cOBwOB5qmEQqFCAQCuN3uI2ZvpqSkkJOTQ3V1NV6vF1VVo1mfgUAgWlJWURRSUlJwu934fD727NlDYWEhTqeTUCjERx99dMQqLp/W2trKjh07GDVqFEajkZ6eHvbt20dvby9JSUkkJiYectmsrCxqamrYt28ffr8fl8sVPe5+v59gMEgkEjkhLReNRiNGo5H+/n6CwWC0Eo6qqhQUFFBTU0NNTQ3BYBCn04nRaIwG0QcD+kc7zvT0dIqKivB4PGzfvp1t27bR0NDAlClTov1aI5EIXV1dBINB4uLiKCsriwbzfT4f9fX1Z3RwFSTAesKNHDmSkSNH8qMf/eigz5eWlvLAAw8cML2wsJDCwkK+/e1vH9fxDPYFEkIIIYQQQhycnDOLz0JRFEwmE2lpadFp48ePp76+nr179/LMM8+wdOlSDAYDPp+Pvr4+YmNjh6yjs7OTjIyMA3pbiTObokBWFsyerWeu/utf0N6uB0xVp4uKEedTsusFcmpX4eprYN67t/PSBQ/jcRWiqlBRAbt368HV7OwTn90jhBBCDPL59KDmEe4lO2Fj2a/TwjHp6upi48aNgF7m12w2U1dXx5133onP56O0tJSLL74Yo9FIIBCgqamJP//5z5xzzjmkpaVhs9moqanh/vvvp6qqiry8PM4666wDsik1TaOmpoZ//vOfTJ48mXHjxpGTk0MkEqGsrIxt27axc+dOli5dynPPPUdXV9cRM1JtNhvXXXcd9957L5WVlYTDYebPn4/f76etrY2KigquvfbaI2bfTps2jUAgwPe//33S09M566yzKCsrQ1EU9uzZQ319Pb29vfzsZz+jtLSUqqoqkpOT+e///m+uvvpqioqK6O3t5X//93/ZvXs3mZmZR338N27ciMfjITMzk4SEBDZu3MgLL7xAbGwsU6ZMobS09JCVYc455xwikQi33XYbeXl5zJw5k/z8fBRFYefOndTV1aGqKj/84Q+PejzHKjY2FpfLxdq1a5k0aVK07G5MTAxf+cpXeOKJJ3jiiSfIzs7m7LPPJjExEU3T2L59O9XV1WRnZ3PFFVcc9bZycnIYN24cf/7zn+ns7CQmJoZ58+ZhtVoBPQA/WNp6z549PP300yxcuJCdO3eyatUqnn/+ecInw10Sw0gCrGegwQtEXq+Xvr4+gsHgcA9JCCGEEEKIk5amafT19UV/lmCrOBaDWQChUIiSkhLi4uLo6Ohg3bp1nH322ZhMJrxeLw0NDTQ2NjJnzhyKi4uHe9jiJJSRAWYzDAzAG29AX59+kTrGpbB26o8ImuyM3v4MHkcSaiSMRQ2CzUwkAlu36gHWzEy9TLAEWYUQQpwoJpNejSEuDnp7IRAY7hHpNE0vnx8bCzbbsZXRD4VC9PT08Je//IXOzk5CoRBWq5XRo0dz7rnnMm3atGh1EVVVCYfD7N69m5UrV+L1egmFQsTGxpKdnc2VV17JggULsNlsB2QjNjU1sXnzZt5++23+/ve/k5WVBeg3+M2bN4/W1lbeeOMNvv71rxMTE8PixYtZsmTJYcduNpu56KKLCIVCfPjhh/zzn//k/vvvx263k5KSwrhx446qT2hubi5Op5MHHniA1157jf/5n/+ht7cXo9FIUlISI0aMYMqUKdHxTp06ld/97nf89re/5Z577kFRFBITE7n22mt5+OGH6e/vP+rjP23aNM4991zuueceWltbMRgMJCcn8+c//5mSkhIMBsMh92GwxLLb7eY///kPb7/9NgMDAxiNRlJSUigrK4uO+4s2b948VFXliSee4J133sFut1NUVMRTTz3F+PHjsVqtlJSU8NJLL/Gf//yHYDCI0WgkNTWV6dOnEx8f/5m253K5uOCCC7j//vuJj49n5syZWK3W6OvOaDRSXFzMd77zHVavXs1f/vIX/vznP5Obm0t2djY//OEP+e///u8v4lCcMiTAegbq7+8nEolwyy23cOutt56Q9HYhhBBCCCFOZYP9MD0eD+FwGJPJNNxDEiehuro6ampqyM7OxuFwoCgKfr+fiooKdu/eTTAYZOTIkcTFxVFUVITP5+OVV14hLy8Ph8NBR0cHy5cvx+VykZWVFb1oJsT+TCY9g3XsWNi7F5qboa9PwWrV6IrLo7LgXAJmJ82p4/Ha40FVMSjgcullhevqoK0NUlKGe0+EEEKcScxmSE3VKzH09n7+srzHk9UK8fF6gPVYLpU7HA6Ki4u58MIL6evrIxwOY7FYGDlyJGVlZWRlZUWvwauqSlxcHBdddBGtra34fD7C4XD0/K+wsJARI0YctH+mzWajqKiIyy+/nKysrCEZri6Xi8mTJ+NwOKioqCA+Pp7x48eTl5d32LGrqkpsbCzTpk0jOTmZwsJCurq6sFgsuN1u8vLyom0rsrOz+elPf0pZWdkBFVjMZjMJCQnMmjULo9FIa2srvb29GAwG3G436enpFBQURPcrLi6OcePG8dWvfpXW1lbC4TAxMTFMnTqVYDDIwMAARUVF0T6xRUVF/PznPyc/Px+Hw4HJZCInJ4frrruOnJwcRo4cSSgUoru7G4vFQnJyMhMmTMDlckXL7I4ePZqvf/3rQwKRVquV1NRUZs+ejaIotLW1RUscJyQkkJOTc8RjaLFYWLJkCX6/f8i88+bNY/To0SQmJg5p/aGqKueffz6RSITk5OTo9Nzc3OjxGQxOp3x8wmaz2cjLy8NkMmE0GmlrayMYDGIwGEhISKC4uJjc3Nzoui666CLa2tooKio6ZP9Yh8PB3LlzCQaDxMTEUFhYOOR1pygKVquVs846i+TkZEaNGoXP5yM1NZW0tDSysrLo7++nrKws+v141KhRXHbZZUcVlD8dKJrcfn3GCQQClJeXR/vynOgAaygUorKykmuuuYZly5ZFLzwI8Vn09/dz0UUX8Zvf/IaxY8fKRU5xTPx+Py+99BIvvvgiDz30EA6HY7iHJE4xkUiE1tZWLrroIl577TXcbvchT1yFOBSPx8OVV17JNddcw4IFCw7bI0cMH03T8Hg80YsW8m9dHMzKlStZvnw5EyZMICEhAUVR8Hg8vPXWW7z11lsUFBRw0003MXXqVJ588klWrFjBhx9+yM9+9jNiY2NpamriiSeeIDY2lu9///ucd955xzQOj8fD008/zQ033EBlZSVut1vOl08zg73r3nwT1q2DykpISNCDqLZgL6bgAB5nSvQqsabpGa+trZCfD4sXw6RJ+tPydVwIIcTx4Pf76e3tpbOzk+zsbMxm8wH95EMh/fNosETwycJk0gPADod8LgpxsguHwwQCAWpra4mPjycmJuaA6yiaptHf38/dd9/Nc889x6ZNm3A6nQe8J31eksF6BjKZTIwZMyZ658aJDm4Gg0FMJhOKojBmzBhcLpdcoBKfyWCZPoPBQGFhIePGjTtiHwAhDsbr9VJeXo7NZmPMmDHExMQM95DEKSYcDtPY2AhAWVnZAXclCnE0ent7sVgs0f4ng/1OxMlj8J7UwVJfcnOgOBSv10t1dTWPP/44HR0dgJ5NUFJSwg9+8AOmTp1KWVkZAJdddhmlpaU89NBD3HzzzXi93uhd+7/+9a/JyMgYzl0RpwBVhfnz9ZK/RiNs2gSFhaBYXQQsrgOuENvt+qSmJli1CsaN0y8oCyGEECeKwaDfDORyDfdIDk5O84UQn4UEWM9AiqIc0CD7RBusOW8ymTCZTBJgFZ+JpmnRO/CNRmP0dSTEZxUKhTAYDCiKIq8jcUxUVY2+bgZfQxJgFZ/F4GeaoijymXYKkBu6xJFMnz6doqIi+vv7CYVCABgMBqxWKwkJCUOq9wz2NPr5z3/Od7/7XSKRCAaDAafTSWZmprwXiMNSFD3zx2iE0lI9yNrcDO3tEBOjEBenz2fxdpHR8CHZdaupyj+HgGMM3ZFY9uyBigrIzQWnczj3RAghxJlEAphCiNOJBFiFEEIIIYQQQojjIDY29oB+VIeiqioOhwOHwzGkX5IQR2uwvG9sLGRn64HWDRvA79dLL1oskNi+m6y6DyioXI4aCdFelkm/6qK7V6WiAhITpRyiEEIIIYQQx0LSBsWwUFV12LNoxanPZrNJppj43IxGIxaLRco9imM2WBlCXkPi87BarfKZJoQQ4phYrZCUBNOn68HWUAj6+vTnkls/Ir1xA+lNGyjd/iyJ3nosip9wGD76CLq69PmFEEIIIYQQn40EWMUJp6oqycnJ3HjjjRLUEMfMYrHwox/9iOzsbLkgLY6Z0Whk/PjxXHXVVVL2URwTRVFwuVz89Kc/xW63y2eaOCYWi4Vvf/vblJaWRtsoCCGEEJ+FxQJjxsC8eZCaqpcK9vth26jLqCpYgN/sIr6rkuJd/2FkxxpSUmDXLtixA+rqhnv0QgghhBBCnHrkCo444VRVJTU1lVtuuUUCY+KYmc1mbrrpJnkNic/FaDQyadIkJkyYIK8lcUwURSEmJoZbb71VXkPimJnNZq6//npUVZUgvRBCiGOmKDBxIgSD4PVCfT1kZ9hpSh3P9tLLmLTxQYr2vkbAaKMuYxpNmp3duxWcTsjJAVWVUsFCCCGOD03ThnsIQojT2MnyHiMZrOKEUxQFRVEwGo3Rn4X4LOQ1JI4XRVFQVTX6WhLis5L3I/F57f8akgCrEEKIYzX48ZGYCPn5UFwMmgYen5FWWy77cufgt8QQ01tPSvsOUrt2YLdptLbqGazd3cM6fCGEEKeB/b/PhMPhkyYAIoQ4vWiaRiQSQdO0Yb8WJxmsQgghhBBCCCGEEKc4RQGzWQ+wmkx6j9XeXojYs1BzrXTF5ZLQuYfEjl2MqniRfVPG0dKhsG+fQnU1xMVJFqsQQohjp6oqqqrnc/l8PiwWiwRZhRDHnaZpBIPBaHB18H1nOEiAVQghhBBCCCGEEOI04XJBXh4sXQovvACeAYVWNZaVc25n/or/R0J7BRMGHqV83NV0RdJpbbWxciWUloLVOtyjF0IIcapSVRWLxYLT6aSjo4NQKITNZsNisUilHiHEcaFpGj6fj46ODiwWC2azeVhbdkmAVQghhBBCCCGEEOI0oShgscDo0bBnD1RUKLS2mNiXOpXm5LGY/f3YfJ2U7Po3PZmX0mLMo7oa9u2DrCxwOod7D4QQQpyKFEXBYrEQFxdHOBzG5/Ph8/mGNbtMCHH6iUQiRCIR4uLisFgswzoWCbCKEy4UCuH3+/F6vUQiEYxGI3a7HZPJNKx3G4iTi6ZpDAwM4Pf7CYfDgH4nnMlkwm63YzAYone/DZYF8Hq9BAIBNE3DbDbjcDikt6YYYvB15fF4sFgs2Gw2zGYzmqahaRr9/f34/X40TcNoNGK1WrFarfJl4Aw32Nuhv78/+h4zeGeuzWbDaDRGyx55vV58Pl/0fctkMuF0Ooe8Z4kzy+Brw+Px4Pf7iUQiABgMBiwWC3a7HdAvRgx+nvl8vuh70eBrSD7PhBBCfBaqqvdjLSkBjwfa2lSalTTqUiZiCg2Q0LkH0LBZwWCAri6oqtLLBDscUiZYCCHEsTEYDNhsNpxOJwMDA4RCISkTLIQ4rhRFwWazYbfbh/1aiQRYxQmlaRo1NTU8+eSTPPLII7S0tDBq1Chuuukm5s2bR0pKilw8FIB+J8r999/Pq6++yp49ewiFQqSkpDBjxgxuvvlmRowYEW1kHQwGWbt2LQ8++CDLli0jEAhw9tlnc9tttzFq1KjoxWtxZtM0jVAoxP33388vf/lLLrnkEn7wgx8wY8YMNE2jp6eHX/ziF/zrX//C6/VSWlrK5Zdfzte//nUSEhKGe/himAwGvOrq6rj99ttZvnw5Ho+HxMRELrjgAr7//e8zatSo6LwPP/wwzz33HDt37sRoNDJt2jR++9vfUlRUBCCfcWeocDjM73//e1588UVqamowGAwUFBRwySWXcNNNNw25YejDDz/k73//O6+88gq9vb1MmzaNu+++m7KyMhwOh7yGhBBCHBVF0R8TJ0IkAh0dCnv3wta8pXQnF5Pcuo1NE75NwOLE7IFwGDZtgpwcSE7Wg65CCCHEZzXYEzE+Pp7Y2FgikUj0BmQhhDgeFEXBZDJF32+GkwRYxQn10Ucf8cQTT/DUU09x++23M2nSJP76179y++2309zczDXXXENMTMxwD1OcBDRN4/333+eKK65gzJgx2O12PvroIx5//HGWLl3K+vXrcTgcAPz73//mySefpL29naeffpqYmBh+9rOf8eMf/5hbbrmFJUuWDPPeiJOBz+dj06ZN/PWvf6WoqAjrfg2mGhoauOuuu1i2bBl//etfSUhI4KmnnuLZZ59l586dPPDAA8M4cjGcAoEAW7du5Wtf+xozZszg2WefJTk5mY6ODlRVxeVyRef94x//yP/93/9xySWXcMcdd9Df38/DDz/MBRdcwIYNG3A6ncN+4idOvEAgwH333ceDDz7IbbfdxuTJkwkEAqxcuZI//OEP2O12vve972E0GnnllVf45z//SX19PQ888ABZWVncddddXHPNNdx3332cffbZmEym4d4lIYQQpxC7Xc9iVVWoq4M6cz5dsTm4Cs4hZLQAClYrpKQMlhOGmBjIzh7ukQshhDjVqaqKqqoYjRKCEEKcnuTdTZxQ69atY8eOHXzlK1/hsssuw2w2c/vtt7N37162bNnC2rVrOffcc4d7mOIkYDAY+Nvf/obdbsdsNqMoCrm5uSQnJ/OlL32Jbdu2MWnSJPx+P2vWrMHj8fCjH/2ImTNnoqoq99xzD9deey0bN25k9OjRZMsVgjNaKBSiurqaW265hbvvvpuHH344eoIfCASor6/npZde4pe//CVz587FbDbjdrt59NFHWbFiBVu3bmXMmDHDvBdiOOzevZsXXniBjIwM7r333mi537y8PIBoeWBN0/jb3/7G4sWL+dKXvsTo0aMJhUJkZmYyZ84cli9fzqJFi6I3hogzRzgcZv369cyePZsFCxaQk5ODpmnY7XZWrVpFeXl59DX01ltv4ff7ufrqqzn33HMxGo3ce++9LFq0iA8++ICcnBxGjhw53LskhBDiFKIoEBsL+fkwciRUVxvoGTBgcYICKGiYCOBWBmj2x1Jbq5CUpPdiHVxeCCGEOBZyg7EQ4nQnTeXECRMKhairq6Onp4cpU6bgdDoxm80kJCQwatQoBgYGqKqqGu5hipOEoiikpKTgcrmwWCyYzWYsFgsWi4VQKITZbAagtraWpqYmYmNjmTZtGjabDYvFwpgxY0hMTKS5uZn6+vph3hsx3CoqKvjXv/5Ffn4+8+fPj75+AHp7e6mursbj8TBv3jwcDgcWi4W8vDzy8vJQFIVt27YN4+jFcGpsbGTjxo3k5+fz8MMP8+1vf5sbbriBxx9/nMrKymiAtaWlhdraWsaPH09WVhY2mw2Hw0FOTg4FBQVs3rwZv98/3LsjhoGqquTl5VFVVUVbW1u0F31TUxP19fWMHj0aRVFob2+nvr4ep9PJhAkTov3ps7OzKSgooKmpicbGxuHeHSGEEKcgiwUSEvRMVosFgkHw+zSMYR9xXdWktW4hu30jJiVES4tGfT3IaYsQQgghhBCHJxms4oTx+Xz09vaiaRrp6enR6YqikJaWxr59++js7BzGEYqTmaZpNDY2snr1arKyssjIyEBVVdra2hgYGCA+Pp6UlJTo/E6nk4SEBAYGBujq6hrGkYvh1tTUxIYNG9i+fTtXXnkliYmJQ+6iHBgYoLW1FVVVyczMjD5ntVqJi4vDZrPR0NAwXMMXw6y3t5fdu3fj9/sxGo3Ex8fj9XpZsWIFra2tmM1m8vPzaWtrw+fzkZaWFs1SVVUVs9lMZmYmDQ0N0nfmDGU0Gjn//PPZs2cPjz/+OMuWLSMUCtHW1kZxcTFnn302qqrS0dFBf38/breb1NRU4JO+ImlpafT399PT0zPMeyOEEOJUpCh6YHX2bKiuhr17obUlQmpsIzNX/3+kN65HDQfZedH7dLTGsHevgZYWyMyUXqxCCCGEEEIcigRYxQnj8/kIBoMYDIYDSiTabDYikQg+n2+YRidOdi0tLXzwwQe8//77nHfeeSQnJ6MoCl6vl1AohMlkwmKxDFnGZrMRDocla+wM5vf72bBhA5s3byYzM5NzzjnngHmCwSBerxej0YjNZhvy3ODryuPxnKghi5OM3++ntbWVUCjEN7/5Tc466yzq6+t59NFHWb16NSkpKeTl5dHX1weA3W4f0l9GURScTif9/f1EIpHh2g0xjFRVZcSIESQlJbFx40YURUHTNAwGA5MnT47e9DEwMBD9PPv0e5Hdbsfj8RAIBIZpL4QQQpzqFAXi4mDGDDCZYM1qlU4SMA30EttThyk4wMy6J3nHupgmSz7r10NqqgRYhRBCCCGEOBQpESxOGFVVoxcVP32RORKJoCiK1OYXB9Xf38+yZcv497//jc1m4+c//3n0OXldicNpb2/n9ddfp6qqigsvvJC2tjYaGxvx+Xx4PB7a29vp7u5GVdXoa0jTtOjyg9NUVT4uz2Q2m43Ro0dz1VVXUVxczPz58zn//POJiYlh5cqVgN43GjjgNQR6D06DXJ08Y4VCIV5++WU+/PBDrr76av74xz/yhz/8gS996Uu8/vrr/Pvf/yYcDsvnmRBCiC+UoujB0txcKCqCtHRo6bWxL2EircmjMYb9FFe+Roq/Fi0YYtcu6O/XywkLIYQQQgghDiQZrOKEcblc2O12QqEQHR0d0emaptHV1YXBYCA2NnYYRyhOJoMBCk3TeOihh3jppZfIzc3lrrvuIi0tLTqf2+3GbDbj9Xrp7+8nJiYmulxXVxdZWVm4XK5h2Qcx/CorK6mrq+P111/ntddei04PBoMoisKzzz7LwoULueCCCwgEAvT09BAXFwfor6GBgQE8Hg9JSUnDtAdiuNlsNtLS0igoKBgyPSUlBYfDQUNDA4qiRLPqOzs78fl82O32aKCsra2NcePGSZD1DOX3+7nzzju58cYb+dKXvkRCQgIAubm5dHV18b//+798+9vfJiEhAYvFgtfrpbu7m6SkpOhnYUdHBw6HA6fTOZy7IoQQ4jSQlAQ5OVBQoPBeg5mqpKnEBVvJqltDVv0HpGdW0RoYTU1NIu3temlhk2m4Ry2EEEIIIcTJR1JyxAljNBqjwa61a9dGp2uaxqZNmzAajRQWFg7jCMXJ6NZbb+Uf//gHCxYs4O677yYjI2PI88XFxaSmptLW1saHH34Ynb53715qampITU0lPz//RA9bnCQmTpzI/fffz8aNG1m/fn30MXPmTC655BIeeeQR/vjHPzJq1CgURWHFihXRPpnNzc1UVVXh8XiYNGnSMO+JGC5JSUmUlJSwd+/eIdNbWloYGBggNTUVVVXJzc0lJSWFjRs30traCuiZq93d3axfv57JkydjtVqHYxfEScDr9R40E95gMESzVTMyMkhPT6erq4vy8vLoPH19fZSXl5OSkkJmZuYJG7MQQojTk8Gg91Y9+2yIjYVdCTPYmjCXPlc6Nl83YzreZVTLu3R0aGzdCh0d8KniHEIIIYQQQggkg1WcQIqiMHXqVCorK3nyyScZNWoUY8eO5bHHHmP37t184xvfYNq0acM9THGSiEQi3HbbbTz11FNcd911zJ8/H1VVaWtrA/SMaKvVisPhYPr06TQ0NPD73/8eu92O0+nk9ttvJy4ujokTJ5KdnT3MeyOGi81mIysr64CSrU6nk7i4OPLy8sjJyUFVVS644AJ++ctfEh8fj9vt5rnnnmPNmjVMmDCBsWPHDtMeiOE2YsQIlixZwo033sif/vQnFi9eTGVlJU8//TTBYJBrr70W0D/jrrrqKp5//nmsVisLFizA4/Hw97//nZSUFBYuXHhAX01xZjAajSxYsICHHnqI+Ph4JkyYQDAYZM2aNTz55JMsWrQoWh54wYIFPPvss9F5MzIyuPfee1FVlenTp1NUVDTcuyOEEOI04HBAdjbMng0ffGCgxljI+rHXcvaqO8nb9zYDfgNrJ53Hpo1WMjIUUlJA7hMTQgghhBBiKAmwihOqpKSEpUuX4vV6+b//+z8ikQgGg4ErrriCRYsW4Xa7h3uI4iQRiUR44oknaG5u5m9/+xsvvvgipo9rUxmNRm688UYWLFiAyWRiwYIFqKrKiy++yC9+8Qs0TcNut/ODH/yAyZMnYzTKW92ZSlXVg2aNKYqCqqoYDAaMRiMpKSn86Ec/4t577+XOO+8kEolgsViYNm0aF154IWazeRhGL04GCQkJzJkzhxtuuIGXX36ZF198EYvFQkZGBrNmzWL27NnRvpnf+MY36OvrY926daxYsQLQbwb59a9/jdvtll6+Zyiz2RwN0D/99NP885//RFEUrFYr8+bN43vf+x4GgwFFUZg3bx7hcJiXX36Ze+65h3A4jNVq5aabbmLixIlYLJbh3h0hhBCnAVXVS/+OHg3V1QodfUls0WYzzerG6u8lua+S4oFy9rROprHRRFYWZGUN96iFEEIIIYQ4uUjUQZxQLpeLsWPHYjAY2Lx5c7S34bRp08jJyYkG0IRQVZXvfOc7h3wuPT09GqxIS0tj7ty5xMTEUFlZSTgcJjc3l1mzZpGYmHgihy1OEd/4xjeIiYmJZjfbbDbGjBnD1Vdfzc6dOwkGgyQlJVFaWsro0aOHebRiOJnNZjIzM7nssstIS0ujq6sLp9NJUVERI0eOHPIek5uby2WXXcaOHTtoa2vDYDCQmZnJ2WefjdFoRFGUYdwTMVxUVWXs2LF861vforKykt7eXlRVJS4ujhEjRlBcXBx9bSQnJzN79mzi4uKoqKjA7/eTmZnJ3LlzSU5OliC9EEKI48ZggBEjID8f+vvi2OEdT2dMLildu3B7GynrWskWdTz19SbS0/WywgByOiOEEEIIIYRO0T5dN1EIIYQQQgghhBCnLI/Hw9NPP80NN9xAZWUlbrdbbmYVQwxeCaqshA0bNF59Kcy5LY8zZ9ufSeytoiF9Er+Z+ByOtBhGjoRrrwWjUQKsQgghhBDi5KdpGv39/dx9990899xzbNq0CafTicFgOK7bkQxWIYQQQgghhBBCiDPIYKA0MxO8XoXaGgPvr1lEYJydeOsA9ZnTiDU56PVATQ1UVOgZrxKnF0IIIYQQQid1xoQQQgghhBBCCCHOQBYLJCXBqFLwxyRRnTiZipSZdCSOwGpX0TTo7YU9eyAU+iTzVQghhBBCiDOdBFiFEEIIIYQQQgghzkCKAnFxMG6cQkKSgTZnHrWmQjQUTCYwGcIEvCF27ACvFyKR4R6xEEIIIYQQJwcJsAohhBBCCCGEEEKcoSwWSE2FmTPBatUzViMRMIa85FJDVqCSnTv1fq3d3cM9WiGEEEIIIU4O0oNVCCGEEEIIIcQZIxwOEwqFMJvNKIONKIU4gykKqCqMH6/3Ww33e6GykfO33o7F102DtYCKkb9l+zYzLpdCQsJwj1gIIYQQQojhJxmsQgghhBBCCCHOGA0NDaxcuRLtIM0kBwYGGBgYGIZRCTG8FAWSkyErS+/J2t8PqY0byG5cS07bBtIH9lC/L0RbG/h8wz1aIYQQQgghhp8EWIUQQgghhBBCnNY0TSMUChEMBlm3bh2//vWvCYfDBwRZW1paaG5uHqZRCjF8FAUcDhgxAnKKLbQa0vAZXajhIAkDdUzveZ2GKh/19RqdncM9WiGEEEIIIYaflAgWQoj/n707D4+rvM///z6zr5JG+y7ZknfLxhvGYBvMYraEkIRAAmn2rVnb5NcmaZumvdI0aZP02zSkNE0bSIGQBAghMWE1GLwAxniXF8m2ZGvfpZFmNPv5/SHPIO8GbOTlfl3XXOicOc/Mc2bOnDFzn8/zyEVraGiIcDiMzWajoKBgQvsSCoUYHBwkFAphtVrJysoiPz//pEMXNjc34/P58Pv9OJ3Od7C3Y0KhEF1dXSQSCQAmTZqEzWbTcIsiInLOiUajPP/88zQ3N7NlyxZGRkZoa2ujuLgYl8uV2e4///M/icVi/PjHP57A3opMnClTAAz27HbybNefs7zxf6kZ2MSKnT/haf/tHGh0k5dno7R0onsqIiIiIjKxFLCKiMgFxTRNotHoKbezWq089thjPP/88xQVFfGDH/zgHejdib344ov8+Mc/5rnnnqOgoICPfexjfO973ztpm5tvvplbb72VO++8k1mzZr1DPX3D+vXr+exnP0trayuJRIL9+/dTWVmJzaZ/XoiIyLnFYrFQWlpKV1cXyWSSnp4e7r77bmKxGFarFZ/PR05ODg0NDVRWVk50d0UmjMMB+fkG8xdYeKXxSmq71lM+sgdfuId5Qy/Q37yUhtxali4Fl2ts7lYRERERkYuRfgEVEZELSiwWw+PxHHdetfE+85nP8Gd/9mfceuutWM6RX4ZcLhe33XYb//Ef/4HH45no7pzSlVdeyZo1a3j55Zf50Ic+NNHdEREROSGr1UpxcTFVVVV0dHTQ2tqKYRiMjo6SSqWIx+NEIhEqKiqYOnXqRHdXZMJYreD3w7Tp8FJxJd2t0+kemkR13+vM6l/Lxs4KOtsn09dnobhYAauIiIiIXLwUsIqIyAXFbrdTX1+fWd6+fTt/+MMf2LlzJ7/+9a8z63NycsjJycHpdJ4zQ9oahoHb7aagoOCc6dPJOBwO8vPzCQQCE90VERGRI6QvtDJNE8MwsFgsFBUVUVxczIwZM1ixYgWLFy/GYrEQDofp6+ujra2N8vJycnNzJ7j3IhPL64Vp0wyqa+y0dy9h88gg1X2vM6/ljzS657K/+HJ273aTlwc229j8rSIiIiIiFxsFrCIickExDIOamprMcl9fH9nZ2TidziPWWywWnnzySV577TXy8vL4yle+gmmafPWrX6WwsBCXy8XBgwfZvXs3Ho+Hj33sY1x77bXcd999rF27luHhYaZOncpdd93FwoULM4/b0dHBSy+9xLPPPktTUxMul4tFixbx6U9/msLCQux2+yn34eiK2mAwyBNPPMEzzzzDoUOHyM/P5xOf+ERm7tO0/v5+Vq1axdNPP01HRwder5cZM2Zw7bXXsnz5cpxOJ6Ojo7zvfe/jM5/5DMuWLcvMPRuNRnn55Zf5zne+wy9+8QuKi4vZuHEjTz75JFu3biUUChEIBLjpppu45ZZbKC4uxjCMzE1ERORckkgk6Ozs5NChQ/j9fkpLS8nLywOgqKjoiHnODcPAarWyYMECrFarvtfkomcYY0MFX301PBdeyI4huKblXvzhHqYPvsJISzXr1t3C3LngdI5VvYqIiIiIXGwUsIqIyAXFMAwcDkdm2WazYbFYjlkP0NvbS2NjI8PDw5l1u3fv5uWXX2bmzJlUVFSwYMECGhoa+MlPfkJTUxMjIyPMnDmTzs5ODhw4wM9//nPmzJmD3W4nEonw29/+lvr6elwuF8uWLcM0TbZu3cq9997Lhz/8Yaqrq9/0Pq1atYqnnnqKkZERFi1ahMfj4bHHHmNwcJBUKpXZLh6P09vby5QpU5gxYwajo6M0NjayatUqAK677jpsNhvJZJIXXniBqVOnHhGwPvnkk0SjUaxWKzt37uTpp59m165dzJs3D7fbTTQaJZFIkEwm3/Q+iIiIvFNaW1upr6/nl7/8JcFgEJfLRVFREXfddRd1dXXY7XaGhobYvHkzjY2NtLa20tfXxz333HPOTBsgMpHS1xhUVUFFrYOW1iK27Luey1t/Q06yj/xIG9vbobUV7HZQ0beIiIiIXIwUsIqIiBylt7eXkpISbrjhBvLz83nllVf45Cc/malknT17Nl1dXTz++OM88sgj9PT0UFpayt69e9mwYQPZ2dnccsstzJo1i1gsxn333cdjjz3GZZddRklJCU6n87T7Mjw8zB//+EdGR0e5+uqruemmm0ilUvzXf/0XoVDoiLDT5XIxa9YsKioqyM/Pp7+/n4cffpjNmzfz7LPPsnLlSux2O9dffz2PP/44bW1tTJs2DYvFQjAY5Pnnn+fmm2/G7/fz4osvsnfvXvx+Px/96EcJBAL09/czMDCAz+c7Gy+7iIjIGdHc3MzatWt56aWXyMnJIRqNYppmZoQKwzA4cOAAL7/8Mg0NDfT09BCNRo+4aElEIBCAyioL4ZoA9UVXUzHawEignJTHSzAIhw6NbZOeLULF3yIiIiJyMVHAKiIicpSqqipWrFjBkiVLME2T3Nxc3G43+fn5XHHFFRQVFVFeXk5/fz+/+MUvaGpqoqSkhOeee45IJMK8efOoqKggGAwCsGLFCn7605/S1NTEnDlzKCwsPO2+tLS0UF9fzy233ML73vc+ysvLSaVSfPGLX+R//ud/jtjW5/Nx+eWX09fXx+DgIABTp06lvr6eHTt2kEqlMAyDG264gZ/97GccOHCAefPm4fP5OHToELt27eInP/kJbrebVCqF0+nE5/NhsVhIJpOUlZUxZcoUVfeIiMg5bfPmzTz11FPcfvvtvO9976O+vp7HHnuMH/zgB7S0tNDV1cWzzz5LdXU18+fPZ9GiRVxyySWnNYy/yMXCMMZutbWQjAX41fb30FtzKUZ+PqOePDgA9fVQUADV1QpXRUREROTio4BVRETkKNXV1WRlZQFvzMuWk5PD1KlTMz++ut1usrKySKVS9Pf3A3DgwAG2bt3KCy+8wA9/+MMjHjMcDjMwMMDIyMibClibm5uJx+OUlpZSWloKjM3ROnnyZLKzszNhp2mamSrUe+65JzOccSwWY3R0lHnz5hGJRPB4PMyePZsZM2awY8cOpk2bRk1NDc888wyVlZUsWLAAm83G5ZdfzrZt23jkkUfYuHEjV1xxBddeey1XXXVVJnQVERE5Fw0ODjI8PMwnPvEJqqurmTJlCrW1tTz33HPU19ezfPly/uqv/oopU6bgcDiw2+3Y7XZ9t4kcR14e1Ey1MOdyHy+vnUx2wkK2FYqKoLkZ9u0bC1jLyia6pyIiIiIi7ywFrCIiIkdJz9s6nmEY2Gw2jHGX56f/Tg8pGAqFmDdvHtdddx0rV6485nHz8vLO2vC6IyMjrF+/no9//ON88pOf5B/+4R/Iy8ujsbGRhx56iKamJuLxeGb797///fz6179my5YteL1ennjiCf7sz/4Mq9UKwOTJk/mnf/onPve5z7Fu3TrWrl3LRz7yEZYtW8b3vvc9Zs+efVb2Q0RE5O1KJpMkk0kCgQBOpxOHw0FFRQVWq5XFixezdOlSZs+eTSAQOOJ7XUSOZbWC329QN8dg6zYLiRTERpPkWYJ0DiYYaPPQ3OxVwCoiIiIiFx0FrCIiIm/B8X6QnTlzJk899RSxWIzq6upjQtq3UhlTU1OD3W6npaWFQ4cOUV1dTSqVYv/+/QwMDGTC3d7eXvbu3YvD4eC73/0uDocDwzDYs2dPZqji8W6++WYee+wx1qxZQ1tbG21tbXzwgx/EMIzMvjmdTiZPnkxlZSW333477373u/n0pz9NU1MTtbW1uFyuN70/IiIiZ1sqlSKRSBAOh4lGo7hcLnw+HzabLTMccG5u7kR3U+S8YBjgdsOUKWPDAY/0jGLtG6Q6tQsG7ETbqmhu9nLZZWNhrK5ZEBEREZGLhQJWERGRM+Td7343L7/8Mk8++SSGYbBy5Ur8fj+tra2sWbOG2267jZqamjdVLVNVVcXChQvZvHkzv/zlL3n/+99PMpnkX//1X4E3gl6v10t+fj6RSITf//73LF26lIaGBh577DG2bt1KRUXFEY8bCASYP38+TzzxBI2NjSxcuJDy8vLM/c8//zyDg4MUFhZSXl6OaZqsX78el8uF3+/XPHUiInJOC4fDrFq1iqVLl1JVVQWA1WrF5/PhdrsxTfOI7VXJKnJidvvYkMDz5kH/UzvwbXya2/f+I40lV7He/AQ7/JWsXGmQmws2/cokIiIiIhcJ/dNXRETkDKmurubDH/4w69atY/369bz22mtYLBbsdjtOp5N4PP6mf8B1uVx86EMf4vHHH+fll19m165dZGVlUVVVRU5OTqYqNisri7q6Om688Ubuv/9+nnzySXw+H1lZWUyePPmI4YFh7EfmRYsWsWXLFvr6+rj66qtxOByZ+8PhMJs2baK1tRXTNLFYLAwNDfGpT33quNW5IiIi54qysjLKy8u5++67ufvuu/F4PDgcDiKRCE888QRtbW3U1tYyadIkSkpKcLvdmSHyReTEFiyAjYfK6N0/A2NPisndL7PPN5eGwivYvr2SxYsN/P6J7qWIiIiIyDtDAauIiFzQCgsLWbJkCcXFxcfcN2XKFGKxGNnZ2Zl1K1euJD8/n/z8/Mw6h8PB7bffTl1d3REhZElJCR/+8IepqqrCMAw8Hg/XXHMN+fn5vPrqq7S0tJBIJMjLy2P69OkEAoG3tA9LliwhlUrxyiuv0NnZSU5ODu9617sAWLhwITk5ObhcLmpqavjYxz7G6tWrCYfDVFVVMWvWLObOnUt3d/cxVaf5+fnk5uZSWFjI8uXLj7ivqqqK3t5eTNNkaGgIi8VCXV0dt9xyC8XFxar0ERGRc9aCBQv45Cc/SU9PD729vYRCIUKhEE6nk/7+fl555RVef/11srOzCQQC+P1+AoEAd911F7a3WX7X3t7Ovn37OHDgAENDQ6RSKex2O8XFxcybN4/CwkL84xKo9HDGa9eu5dChQwwODpJKpaisrGT27NlUV1fjdrvf7ksickbk50Pu5GxGplbQ8doUisNNFA/vo7J7E3v3VlJXBx7P2FDBIiIiIiIXOgWsIiJyQZs8eTKTJ08+7n1Lly5l6dKlmWXDMPjqV796zHYejyczJO9406ZN4+677z5iXSAQ4KqrruKqq656031NpVIMDAxQX19Pbm5uJsj0+Xxcf/31XH/99Udsf/nllx+xnJ2dzc0338zNN998wucwTRPTNEkkErS0tBCLxaitraWuru6I7erq6o5Zd7Th4WH27dtHU1PTm9xTERGRs2fRokUsWrQIgNbWVjo6Ojh06BB79+5l//79tLW10drayuDgIKZp4na7KS8v54477njbAWtTUxN/+tOfePXVV+nq6iKZTOJ0OqmuriYajTJ//nymTZuWmfM8FovR09PDI488wo4dO+ju7iaZTDJ9+nTe+973Yrfbqa2tPRMvi8jbYhjg90PhJB8js8vYl7+Y3LYOSsL7mdH1Iqv2vofBQStZWQa6JkBERERELgYKWEVERM4BNpsNwzBYs2YNt956Kx/+8If5+7//+7PyXMFgkPb2dv7whz8wOjrKu9/97rc0p+prr73GX/7lX9La2orX61VVq4iInHPKysooKytj4cKFR6xPJpMcOnSIhoYGDh48SHt7+xkZJrijo4O9e/fykY98hJkzZ+J2uxkeHub73/8+3/3ud1m+fDk/+tGP8Hg8AOzbt4+f/OQnPPvss3z84x9n2bJleDwe/u7v/o5f/OIXrF+/nnvvvfdt90vkTKmuBlsslz/UfY45PS9QEtyNNRHhNwe+zt76Qux2Oye4tlFERERE5IKigFVEROQcsHTpUmbPnk04HMZisZCVlXXWnusnP/kJ//Ef/0FpaSmf/exnuf3229/S41x22WU8/vjjJBIJAMrLyzWHnYiInFNOdPGP1WqlrKyMvLw85s+fTzwef9vVqwBXX301c+fOJRAI4HK5sFgsJBIJvvWtb/GVr3wlE+rOnTuXSCRCc3Mzf/rTn/j85z/PypUrmTp1KoZh8Nd//df813/9F9u3b2fHjh1MmzbtiGkKRCaKzwcFFU6KrptDR/1caE/gjQ+ytPXXHNz6EbJyC6iqAotlrOpVRERERORCpYBVRETkHOB2u3G5XJnls1kN+vWvf52vfvWrWCwWbDbbW/5B2e12U1lZmVlWBauIiJwvDMPA6XTidDrP6OPm5uaSm5t7xLpkMklZWRlWq5V4PJ65MGlwcJCuri56e3tZuHAhlZWV+P1+TNNkzpw5FBQUsGfPHg4cOEBNTc1xA1bTNEmlUiSTySPWx2KxY9aJnAlWK3h8Vqpne2kvW4Qr2EP54E5m9azh6UPvprs9wNCQjUBgonsqIiIiInJ2WSa6AyIiIjL2Q6/FYsnc0nOznY3ncTgceL1e3G43drv9LT/PO9VnERGR81V67vPe3l5SqRQulyszSkV3dzednZ2kUimmT59OdnY2MPb9WlhYSEFBAW63m3379mVC2eM9fjAYpLOzk7a2tsytvb2dgYGBd2w/5eLicsHMmdA2dQU9+dOxpmLM7HmRaGs3XS1R2tomuociIiIiImefKlhFREREREREzpKRkRH+4R/+AYfDwbx585g6dSoAQ0NDBINBHA4HWVlZx8yH7vP58Pv9dHd3n7AadXh4mJ/85Cf8z//8D+3t7UfcZ5pmZq5XkTPJaoWiIgjcfAXx0Ha6WzeQG++kYLCR8P4itmyZwuzZE91LEREREZGzSwGriIiIiIiIyFmwc+dOnnjiCfbt28dnPvMZli1bdsLRHt7KKBAej4c77riDyy67jEgkklkfiURYu3Yt991331vtusgJGQaYJsyss7B//3JWdeUSc/lpyZ1HzMgl2AC9vZCTA0ddNyAiIiIicsFQwCoiIiIiIiJyhu3Zs4dXXnmFV155hQULFrBo0SJqamoy99vtdux2O6lUing8TiqVwmJ5YxafRCJBPB7H5XKdMHy12WxMnjyZyspKTNPMrA+Hw/T19Z29nRPBoLAQWmsr6Z8Z4MBgLu5cN9G4hdFe6OgAj0cBq4iIiIhcuBSwioiIiIiIiJwB6ZAzFovx2GOPsWHDBtrb2/nRj35EaWkpbrc7s63f78fn85FIJBgeHsbv9+N0OjPztobDYcLhMLm5uUcEr+MZhpEJao/uh8PhOHs7Khc9w4DsbCiYkkNBfw6vroLaUpN4IsXQoMmePRZKS8HjMXgLxdkiIiIiIue84/9fmoiIiIiIiIi8aYODg3zzm9/k17/+NaWlpTzwwANMmjQJl8t1xHbV1dVMnjwZq9XKhg0b6OrqytzX1NTEwYMHGRkZYeHChQpL5ZxVWQmXXgp5eRAMgnu4h5poPS9vMOnuhmh0onsoIiIiInJ2qIJVRERERERE5AzYvn07q1ev5rnnnuPGG29k8eLF+P1+hoaGgLEhfZ1OJ3a7HZfLRUVFBcuXL+ehhx4imUxmwtSf//zndHZ2MnXqVKZPn35MharIucLthqJCk9mzofT3/0lR2xb8sV4eiX+Hjv01+P0eKiomupciIiIiImeeAlYRERERERGRM2D//v08+eSTHDhwgGg0SldXF+vWrcvcn5eXx5QpU6isrMRms1FcXMx1113HI488wmuvvcbAwAB2u51t27aRl5fHnDlzyMvLm8A9Ejk5ux18fpg+DXLDuynt2kBgtJ2ygk30NBeRU+qhvHxsWw0VLCIiIiIXEgWsIiIiIiIiImdAU1MTL774IgD/+Z//ecz9ixYt4gtf+ALl5eVYLBYqKyv57Gc/S1dXF2vWrOHXv/418XicK6+8kve9731cc8017/QuiLxpDofBJfOgqaiU0UO5FIUOcFnHo6yrX4yjrIC5cw2s1onupYiIiIjImaWAVUREREREROQM+PznP8/HPvaxE95vs9lwuVxYD6dNFosFr9fLt7/9bf72b/+WZDIJgN1ux+FwaGhgOS9YrVBYCPU3vZ/R+AC2p9dT1/Esa3ftpqu0gH0zC5g2baJ7KSIiIiJyZilgFRERERERETkD3G43brf7tLc3Do+Z6vV6z1aXRM46wxi7Fc0rxWiYSvvL0ykJ7mFS96sMNuXS0LCCqVM1RLCIiIiIXFgsE90BERERERERERE5vxVO9mOtqaazZB4GMKl/M1mtuzm4P0E0apJKTXQPRURERETOHAWsIiIiIiIiIiLythQUgHXGNDoX3woYTO9fT37zJpp3jtDdBbHYRPdQREREROTMUcAqIiIiIiIiIiJvW9b0Ukrev4T2rGmYGBT072H6rkfZsjnF0NBE905ERERE5MxRwCoiIiIiIiIiIm+LYYAvx0phbRaHaq8m5soiO9ZL1cBWGvaaDA5CPD7RvRQREREROTMUsIqIiIiIiIiIyNvmdhsEipz0zVlBb2Aqo64cXLYkzc3Q1wfh8ET3UERERETkzLBNdAdEREREREREROT8Z7GA3eck56538WQon96on+GaS+g+ZKGhAbKyxm6GMdE9FRERERF5e1TBKiIiIiIiIiIiZ4TNDjPnOYjPu5S+4ln0D1pwOKCxERoaIJkE05zoXoqIiIiIvD0KWEVERERERERE5IwwDAOf30LxZA/+AhejEfB7koR6R+lpjdLbq4BVRERERM5/ClhFREREREREROSMMAxwOGDyZCgtSmCJhKkwW3B2txA61EtLy1jAqpBVRERERM5nmoNVRERERERERETOqKlTgZZ27MGXef/T/x+HfDNoDd7AppqvMnfu2HytIiIiIiLnK/1zVkREREREREREziivF/LL3ZTMKcAf66N2YCOFB1+jY2sXXZ0potGJ7qGIiIiIyFungFVERERERERERM4omw28BR4K5hQz7C7AnoqSFWwlp3krrYdShMMT3UMRERERkbdOAauIiIiIiIiIiJxx3kIvJZdW0lZ4CTG7j+xQB1Obn2H/3gTBoKl5WEVERETkvKWAVUREREREREREzjiPB4oqHbRc9ylG8ysoiBziitaH2LE+SPuhJKHQRPdQREREROStUcAqIiIiIiIiIiJnhdVho/CWxUQragnbsnFHh6jc8ywDezppaZno3omIiIiIvDUKWEVERERERERE5IwzDLBYDQpn5hOunE4wUIk9FaO2cy2hpm7a20xSKTRUsIiIiIicdxSwioiIiIiIiIjIWWFYDMrKLQRnXkZP9SIMM8W87qcJ7W2laV+SWGyieygiIiIi8uYpYBURERERERERkbPGYgHvTVfiuO4qwjY/+aGDeBq3E9m2l/p6SCYnuociIiIiIm+ObaI7ICIiIiIiIiIiFybDGPtvcZWLnjkz2XDJF+gzc9meeyXxRDlZ9TBrFlitb2wrIiIiInKuU8AqIiIiIiIiIiJnlT/HymBVKV0LbmRLZwlDriKsho+mJgiFxgJWu32ieykiIiIicno0RLCIiIiIiIiIiJxVdju4K/LJvmkprY4aLH4fNptJU5NJa6tJODzRPRQREREROX0KWEVERERERERE5KwLBOCSS6CgYGxe1thokvhgmM2vQ0/PRPdOREREROT0aYhgEREREREREbkg9Pb2sn79el577TWuuuoqFi5cSE5OzkR3Sw6z2yEQMJkyKYHjlZfIat5OwUADW6v/nr4peZSWOvB4JrqXIiIiIiKnpoBVRERERERERM57yWSS7u5uVq1axTPPPIPT6aSsrEwB6znEagW3GyZPMvG+sI2CQ6uYMriJLY0fYqjNwWBNngJWERERETkvKGAVERERERERkfNeJBKhqamJ+++/n2g0yqZNmygrK2PGjBkT3TUZx2IxmHWJg6RvAE+sG2c8xIyGxwnXezlQnktJiQGAYUxwR0VERERETkJzsIqIiIiIiIjIeW/Tpk2sXbuWaDQKQGNjI1u2bJngXsnRDAMqKyG46Bra5tyAQYor2n5LZMtu6jfHOPz2iYiIiIic0xSwioiIiIiIiMh5b/fu3WzdujWz3NXVRXNzM9FoFNM0J65jcgybDVxzpmCbV0fIHsAf68Pftgdr425aWyGZnOgeioiIiIicnAJWERERERERETlvmaZJJBKhsbGRvXv3AmC1WgkGg3R0dDA4OEgqlZrgXkqaYYzd/FNLcNfV0pdVjS0VI69nN1lN2zhwwCSRMFEmLiIiIiLnMgWsIiIiIiIiInLeMk2TxsZGdu3axcGDB7Hb7eTn5+NwOAgGg2zatIlYLDbR3ZSjlJZZyJlVxs66O0laHUzr28CUxid59WWTSAQFrCIiIiJyTlPAKiIiIiIiIiLnrWQyyeOPP05LSwuBQIBrrrmGq6++mrKyMkZGRli/fn1mXlY5d9hs4Kgownnn+4i6c/DGBsnt2YPt1XUc2BNjYGCieygiIiIicmIKWEVERERERETkvJRKpYjH47z66qv09vaSnZ3NFVdcwZw5c8jNzSUcDrNz507i8fhEd1WOYhjgynJQMqeQjqK5jDqz8Eb6mdS6luaGGP39qmIVERERkXOXAlYREREREREROS8lEgmCwSBbtmxhcHCQQCBwRMAaiUTYvXs3kUhE87Ceg1weK2VT3LRNXkZ/Tg0pi5WycCMHGpL09IBycRERERE5V9kmugMiIiIiIiIiIm9FT08PL7zwAn19fXi9XiZPnsyyZcsYGRnh0UcfJRaLsX//ftra2sjOziYrK2uiuyzjWK2QlW0h+v672OStJtg+QtO899NyMIu8vVBUBDU1E91LEREREZFjqYJVRERERERERM5LnZ2drFq1ikQiwbx587j88suxWq34fD6qqqqoqanBNE22bNlCe3v7RHdXjmIYYFhg8uXF9M6/nu2T38uINZtozKC5GXbuHBsmWEMFi4iIiMi5RhWsIiIiIiIiInLeGR0dpbOzk23btpFKpZg2bRqzZ8/GMAxsNhslJSVUVVWxb98+GhsbmTNnzkR3GYBwOEx3dzctLS0cOnSIqqoqysvLqaqqAsAwjAnu4TvNIL/Uia/KiaUPgkFwuiA4mOJQs8nQkBW/f6zaVURERETkXKEKVhERERERERE57/T393Po0CH27t2LxWJhxowZ1NXVZe4vKytjypQpAOzevZvu7m7MCSqFTKVSxONxhoeHOXjwIOvWreMXv/gF3/jGN7jvvvt4+eWXGRkZAZiwPk6kQADKy6G4yCQ0GKfAOURqcIju/cO0t0MyOdE9FBERERE5kipYRUREREREROS8s3btWtatW4dhGCxZsoQZM2ZQVFSUuX/q1KnMnz8fgFdeeYUbbriBVCqFdQJKIXt7e2loaODnP/85Tz/9NH19fSSTSUzT5Be/+AUvvfQSa9eu5Yc//CEul+sirGIdm2s1FRwhtHonH3j9u4Tw0l08hw1z/pbycnA4JrqHIiIiIiJvUMAqIiIiIiIiIucN0zQxTZNNmzbx+uuvY7FYWLlyJaWlpUcEk8XFxdTU1ODxeAiFQrS3t3Po0CEmTZr0jvQxEomwZ88e/vSnP7Fz504aGxtpa2ujv7+fQCBAVVUVU6dOZfXq1bS1tfHEE0/gcDj4yEc+wowZM3C73We9n+eC9FuWnw/xKpN9hXFKX9uFJTaKP9HPq6//OV1Ls7FarXi9E9tXEREREZE0BawiIiIiIiIict4wTZPu7m6am5vp6urC4XCwYMECcnNzj9jO4/GQm5tLaWkpzc3NdHd3c/DgwXckYG1vb2ffvn2sXr2a1atXc+DAAXp7eykpKeGyyy5j0qRJTJs2jcmTJ5NKpdi2bRv79+/n2WefpaioiFAoxPz58/F4PBdNNavLBdl5Ngpm5GE+Zccd6yZ3+BDuAzvpPLQIb5ZbAauIiIiInDMUsIqIiIiIiIjIeSOZTLJt2zZaWloIhUIUFBSwcOFCAoHAEdtZLBZ8Ph9z5syhra2NtrY2du/ezVVXXXXW+maaJqlUildffZVHHnmEhx56CKvVis1mIxAIsGLFCu68805mzZpFeXk5ADU1NfzhD3/gnnvuYffu3fz0pz9l9+7dfPOb36S2thabzXZRhKwWCzhz3JRdPZ2uB2ZijIbwRPqZfeAPNNXPxFfgoqRk7HW4CF4OERERETnHWSa6AyIiIiIiIiIipysej/Ob3/yGtrY2SktLee9734vP5zvu3Kp+v5+rrroKp9PJgQMH2Lhx41nvX319PX/84x95+OGHAbjtttu4++67WbduHf/93//NtddeS2lpaWb7+fPn88UvfpGHH36YiooK+vr6ePTRR3n3u9/NK6+8Qn9//1nv87nC64W6uRZ2X/ZJukvn4YsPcE3LfTS/3MH+XTH6+ia6hyIiIiIiYxSwioiIiIiIiMh5IR6PEwwG2bBhAwMDAxQWFnLNNdecsMrT6/Uyf/58HA4HXV1d7Nu3j9HRUVKp1BnvW7p69cEHH2Tz5s04HA6WL1/OJz7xCa677jrKy8txOBxYrVYsljd+jrFarQQCAerq6vjnf/5nli1bRlZWFu3t7fzjP/4jv/rVr9i0aRPxeBzTNM94v88lhmHgdEL2NQtITJlO0JGPOzZExYGXiO/ZT0PDRPdQRERERGSMhggWEREREREROUNSqRRDQ0O0t7czMjLC6Ogo0WiU2tpa8vPzyc7OzmxrmiamadLc3Exvby+hUIhkMklWVhalpaXk5eXhdrsncG/OPaFQiEOHDtHa2gpAUVERs2fPPm71KoDD4aC6uhqfz8fg4CC9vb309PRQUlJyRMh5JsTjcTo7O1m/fj1tbW1kZWVx7bXXsmDBAvLy8k7a1uFwkJuby/XXX09HRwcOh4NXXnmFtWvX4nK5GBoaYmBggIqKCvLz8/H7/TidzjPa/3OBYYDFCoWzi0hMmkLPlinkdHUxqfsVOpuraD4wnYULDex2Q8MEi4iIiMiEUsAqIiIiIiIicobE43F27NjBAw88wM6dO2lubqajo4N//Md/5MYbb2TRokXHbP/ggw/y3HPPsXfvXkKhEPPnz+fOO+9k5cqVVFdXA1wUc3Cejs7OTtasWUM0GqWyspLa2lpqa2tPuL3D4aCkpISSkhL6+voIhUJs27aN3Nxc7Hb7GeuXaZoMDg7y9NNPs2vXLkZHR5k5cyaf+tSnjgjVT8ZisZCfn8/nP/95FixYwA9/+EOee+45/vSnP/HMM88QCAT44Ac/yHXXXcfcuXMzIXH62DAM45QVrufHcWRQO9Vgx8x5tG/tYUrXOub3PM3qxllsLbuW4A1OcnLApl+0RERERGQCaYhgERERERERkTPENE3C4TDV1dXceuutfOtb3zphpWRzczM//elP+fnPf878+fP56U9/yhNPPEFJSQn3338/f/3Xf000Gn2H9+Dc1tzczMMPP0wymWT58uUsX778lG0Mw+Cyyy6jsrKSUCjEmjVrCIfDZ7RfkUiExsZGvvvd7xIMBlm+fDmf+tSnKCoqOmF17Ym43W6uuOIK7rvvPr71rW9xxRVXkJWVRU9PD//93//NXXfdxZVXXslHP/pRVq1axcGDBzPV0Mlkkmg0yvDwMH19fXR0dNDd3c3Q0NAZ3d+zzeMB35I5ON9zA/2uEjzRQYpaXyd/63Ns3Ahn+O0TEREREXnTdL2fiIiIiIiIyBlis9mYNWsWJSUlWK1W4vH4casGTdOkq6uLJ598kqVLl3LllVeycOFC3G43H/3oR/nFL35BU1MTW7ZsYf78+RfkcLBvVk9PDwcPHuTAgQNYrVbq6uqYNWvWaVVlzpo1i61bt3LgwAG2bdt2xoPrbdu2sXr1arq6usjLy2PhwoVcddVVb2kYYsMwsNvtBAIB3vOe93DJJZdw8OBBdu7cyYYNGzh06BDt7e2sW7eOrq4uCgoKyMrKygSsqVSKVCpFMpkkmUxitVrx+XzcdtttLFy4kJycnDO672da+u3ML7WTnF3E5to7cCRHacy9jLasmYS2Q10duFzgcExsX0VERETk4qWAVUREREREROQMsdlsVFRUUFFRAUBvb+9xA8B4PE5fXx/bt2/nb//2b5k5cybl5eWYpsny5ct59tln2bt3Lzt37mT27NnHDVjTVYvpW1o6ZLvQxGIxbDYbJSUl5OfnM23aNMrKyk6r7ZQpU8jPzycWi7Fv3z5CoRCJRALbUePMpiuQOzs7icfjuFwuysvLsVqtJwzKI5EIW7duZd26dUQiES699FLmzJnDlClT3vK+GoaBzWajrq6OmTNnMjAwwMyZM/F4PNTX19PS0kJ/fz8vvfRS5r1PB6vHeyyfz4fb7SYQCFBbW3vawxZPpOwcC9HqbF6vu4mBAejzT2Iop4qBJujuBp9PAauIiIiITBwFrCIiIiIiIiLvsP7+fjo7OxkYGGDevHnk5+cDY2GY1+ulsrKS0tJSdu7cSTweP+HjxGIxYrHYEcFaOBwmEomc9X14p5WWlnLLLbcwc+ZM6uvrqaurw+v1nlbburo6iouLSSQSHDx4kM7OToqLi4+o5jRNk0Qiwd69e/nxj39Mb28vtbW1fPvb38bv92Oz2Y4IWdPBZnNzMy+88AKrV6/GMAw++9nPsnjx4mPC27fKarWSn5/PihUrWLFiBZ2dnTQ0NPDYY4/x29/+lr6+PmKxGHDsHKs2m41UKsXw8DD//u//jsVi4aabbuLqq68+7vbnErcbssv8uN51HVufHBs2ODvbZN8+2L7dxOGAnJz0/LMT3FkRERERuegoYBURERERERF5hwWDQYaGhjAMg/z8/GMqVH0+Hz6fj56eHpLJ5HEfY3h4mJ///Oc8+OCDdHV1Zdabpsno6OhZ7f9Eyc3NZf78+cyZM+dNDZvs9/uZNGkSM2bMYNeuXWzatIlAIHBEwLpv3z5efPFFvvOd79DX10cymWTt2rW8+uqrfP7zn+fyyy+ntrb2iMdNJpP8y7/8C6+99hp+v5/LLruM5cuXU1xcfKZ2+RgFBQUEAgHmzJnDV77yFYaGhgiHwzgcDhwOB3a7HZvNhsPhwDAMNm3axOOPP87//d//8d///d/s2rWLoaEh3vOe97zp+WHfaW43XHopvPba2Lyr4ZBJvjfKti0OPG4LFRVwHhTjioiIiMgFSAGriIiIiIiIyDts/HCuFovlmEpCwzCwWCwnDFcBHA4HCxcuxGq1Mjw8nFkfj8fZsWMHzz333Nnp/AQxDAOr1YrVan1T4aphGBiGQXFxMbW1tezatYuGhgbq6uqYM2cOiUSCNWvWsGHDBl588UXa29spKSnBMAyCwSB79uzhgQceYM+ePVxzzTUsW7YMu91OKBSisbGR119/nb6+PgoLC/nABz5AIBA4Y9Wrx5N+DRwOBz6fj8LCQuLxeGa91WrFYrFkwtP0nK7p+We3b9/O/fffT3l5OdOmTTunhwu22aCwECorIbi7DdeBRmZ2Pc/WohsIFk5m//5i5s+f6F6KiIiIyMVIAauIiIiIiIjIO2x8AJZIJI6YQxXGAthkMonL5TrhYzidTpYsWcLChQuPaB8KhXj00UcvuID17SoqKspUoDY2NtLR0UE4HObgwYP84Q9/YN26dWzfvp28vDwWLlyIw+Ggo6OD7du38+KLL7J//35CoRAlJSUUFxczNDTEunXraGpqwmazUV1dzcqVK99U+Pt2pOdpPVWYW1ZWRk5ODjt37mRgYICmpiaefvppFi1ahMfjwW634/F43pE+v1lWK/j9MGkSDDS242xZz9VN9xCMOBguttDQUMScOWCzGRomWERERETeUQpYRURERERERN5hWVlZZGVlYZom/f39lJSUZOYTNU2TUChEKBSivLz8hMO4GoaRGRb26PXvVMh3PqmurmbevHkAbNmyhfnz5zNt2jS+8IUvsGfPHkZHR/H7/Xz5y1/mwx/+MCUlJQwMDPCNb3yDZ599lgMHDvCTn/yEV155hc9+9rM4nU5+8IMfMDo6yg033MAtt9xCRUXFBO/lsdLz+n7961/HZrPxpz/9iRdeeIG/+7u/Y2RkhHe9610sWbLknJ6Pdc4c6Nw+xGisBU+4l2vafsn6ejsbci7lyisN8vPhqI+BiIiIiMhZpYBVRERERERE5B2Wl5dHaWkpubm5bNq0icLCQnJzczFNk3A4THNzMy0tLdxxxx3HBKjy1hQXFzN9+nS8Xi+hUIj777+fP/7xjxw6dAiXy8U111zDhz70IVauXEl2djZWq5X8/Hy+973vsXLlSl544QUeeughtm/fzt/93d9hGAbd3d0UFBRw/fXXc+utt070Lp7Sxz72MWpra/H7/axatYr/+Z//Yffu3Xz5y19m2bJlZ3Vo47ejvBy6F86no8XOaNOD5IZaKG/fSMmu1axffy0rVkB+/kT3UkREREQuJufmv5xFREREREREzkOmaRKPxxkeHiaRSNDf35+pSO3v76erqwuXy4XH4yE/P59Fixaxdu1aSktLcTgceL1eXnrpJQ4ePIjP52POnDnY7faJ3q0LgsPhIDs7m0mTJtHQ0EBfXx/BYJC8vDxuvPFGli5dypIlS8jLy8tUc1osFkpKSrjsssvw+Xy43W7++Mc/0t3dTTgcxjAMVqxYwcyZM8nNzZ3gPTyx9P7k5eUxd+5cbrvtNpqbm2lubmbr1q08+OCDuFwuampqCAQC59wxZ7dDdrmf7LpKGvIuZ1rfBoqHG5ne9hzbdq+grs6K12vgdk90T0VERETkYqGAVUREREREROQMMU2T4eFhdu3axcjICMFgEID29nb27t2LaZqUlJRQXV1NYWEhK1eu5Mc//jGVlZUkk0ny8vJ45JFHGBwcZMqUKcyaNUsVrGeIxWLB4/Ewd+5cDh06RCQSwe/3s3DhQj796U8zffp0srOzj9t28uTJlJSUMHv2bHp7e9myZQtdXV1YLBZuvfVWpk6des6FksdjGAbV1dUUFBSwdetWnnjiCQ4ePMivfvUrioqKuOqqq6itrSUnJwefz4fVasVisUxwn8f+m1tkp3R2Ljur3kXl8C4KRg8xq2s1T+35azpassnOtpGesvgcHu1YRERERC4QClhFREREREREzpB4PM6OHTv4/Oc/z+7duzPrH3jgAR544AHsdjt33HEHf/EXf8H8+fP53Oc+RzAY5KmnnuKBBx4gFAqxaNEiPvzhD7Ny5UrNpXqGZWVlcfvtt/PKK69QWFjIddddxze/+U0cDscp5yB1uVxMmjSJ//u//+P5559n3759pFIp3v3ud+M+z0onvV4v3//+98nNzeVPf/oTGzZs4J//+Z/593//d6qrq7n55pv5xCc+QVlZGX6/f6K7C0BBAdjm+Hnhho8x2P4wJR1bKBzcx+xdD7N3/a1gK6a4eKJ7KSIiIiIXCwWsIiIiIiIiImeI3W5n/vz5/OY3vyESiRxzv2EY5ObmUlRUBIDNZuPjH/8473vf+4hEIiSTSbxeL/n5+WRlZZ0y9JM3x+PxsHz5ch599FHsdjvZ2dmZcPVUr7VhGJimidVqZfHixVxyySWYpokrXTZ5nkjvh81m46Mf/SgLFy7k6aef5rHHHqOnp4cDBw5w//338/TTTzNr1izmzJnDddddR11dHXa7fcKOScMAj8fg0hUedq1/H6G4gxndL7Gy5X/47c6FNBbmUVtrp7x8QronIiIiIhcZBawiIiIiIiIiZ4jFYiErK4u6urrTblNaWkppaelZ7JWkWa1WsrOzqaurO61Q9Wjp7U80lPD5Ir0fpaWl2O12bDYbfr+fxsZGWlpaaGpqor6+noGBAdra2ujp6WHx4sXMnDmT6upqfD7fBPQZ7A6DSTVW1s1azGD/AeJ9r1I8sg9XVzOhQxXs319EWdkb24uIiIiInC0KWEVERERERETkovFWgtULlcVioaioiMLCQlasWMGOHTvYvHkzq1atYu3atfT399PV1cXatWuZO3cud9xxBzfffDNTpkw57crfM8lqhbIyMBYuINS5m/59ZQSiXeSMtNHZ2s2OHUUsWQJ2uwJWERERETm7FLCKiIiIiIiIiFzkDMNgzpw51NXV8Wd/9mfs3buXZ599lpdeeoknn3ySbdu2sWfPHu69917+6q/+ig984ANkZWVNQD9h0eV2dgev5sH+ciy5OfTkTSeY8hPfBrt3Q00NnCNTx4qIiIjIBUoBq4iIiIiIiIjIRWx8FWq6KrW6upr3v//9LFu2jNtvv5277747M4Twj370I+rr67n22mtZunTpOzZfcPopSkoMemYVYWnLYleDjTyXB1vcYHgENm6E3FzwesFiOetdEhEREZGLlAJWERERERERERHJMAwDr9eL1+uluLiYyspKWlpaePXVV9m5cycNDQ3YbDZisRjhcJgrrriCgoIC7Hb7O9I/txvyytwUz3Sz6QBkm2AjjpcYBxttdF9iJyfHwgQU2IqIiIjIRULX8omIiIiIiIiIyHHZ7Xby8/P52te+xpe//GXe97734fP52L17N7/85S/59re/zYYNGxgcHCSRSGCaJqZpntU+GQYUFsKcOWOVqvHRBK5okGrrIfob+2lqiNPeDqY5dhMREREROdMUsIqIiIiIiIiIyEkZhsEVV1zBN7/5TZ599lmWLVuGx+Nhz5493HXXXXzlK1/hkUceIRwOvyP98fth0iRYvBjmNv+elc98jS/8djk37v1/HFhzkI0bYWTkHemKiIiIiFyEFLCKiIiIiIiIiMgJpedltVqteDwepk6dyre+9S2++MUvsmLFCmKxGC+99BL/9V//xd/93d+xZ8+esx60GgY4nTBvHtgLc0k6PXiig8xvX4W1aR9te4Js2QKp1FnthoiIiIhcpDQHq4iIiIiIiIiInBar1Up2djbLli3D5/Ph8XgIBoPs27ePrVu30traSkVFBVdccQWVlZUUFRVlAtozyTDAaoWqKtg/qYRkUymRJh/FI/so7t5GW1Mpu3bNZe5c8HoNbPoFTERERETOIFWwioiIiIiIiIjIaTMMA7vdzqWXXsoXvvAFfvCDHzBnzhzsdjsHDhzga1/7Gj/+8Y95/vnnGR0dPWvzslqtY3OxBpZMJzl3Pgf9dVhSCa7o/j21jX9iy+spDh2CcFhzsYqIiIjImaWAVURERERERERE3hKXy8UVV1zBQw89xI9//GPe8573APDoo4/y9a9/nfe+971s376dkbM4Ieol88C1fBFPXfZt4lYnFb1bmHHwKWr2PslTTyRpbYVE4qw9vYiIiIhchBSwioiIiIiIiIjIW5KuZi0oKOCKK67gc5/7HF/84hcpLy9neHiYrVu38p3vfIeHHnqI119/nVQqdcarWbOzDfInZ5G1aBqbi25ixJZDcWg/yw49QMfeIPv2JmhtPaNPKSIiIiIXOc1AISIiIiIiIiIib4vdbqeqqoqSkhLcbjfDw8Ns27aN5uZm/vCHPxCLxRgeHsbj8VBTU4PNZsNiOTPX/btckFvspHROAfUVN1ISPkBxqJEZvS/hOtRIe8M0sgI5lJeDzTY2f6uIiIiIyNuhClYRERERERERETkjHA4Hy5cv5//9v//Ht7/9bZYuXUoqlWLVqlX84Ac/4Bvf+AZ9fX0kEokzWsmanw9zFjnYteDPaC2aR9iegz/cw40H/4uBTfvZvNmkv39sLlbNxyoiIiIib5cCVhEREREREREROaOys7NZuXIlP/vZz/i3f/s36urqGBwc5LnnnuO2227jscceo7Oz84w9n9MJBQWw4noHWxZ8mjWVHyFm9xApr6E/6qWxEZ5+GmKxM/aUIiIiInIR0xDBIiIiIiIiIiJyRlksFtxuNw6Hg2uvvZZUKsW6detYvXo1u3fv5le/+hUHDx7k1ltvpaamBqvV+raezzDAbjeYNRu6dtXSHL2ZR+3ZhCZfhUkhqRTs3g2trVBcDD7fGdpREREREbkoKWAVEREREREREZEzzjAMbDYbs2bNwufzUVBQQFdXF1u3buX555+nvb2dvLw8srKyyMnJwel0YryNCVItFqiogMKZBXSO5rA6NZvioiyMhIE9bNLSYtLYCG63gccztr2IiIiIyFuhf0qKiIiIiIiIiMhZVVVVxW233caDDz7IokWLcDgcbNq0ic997nPce++97Nu3D+Btzcs6VsUKl14KCy6zY8vLpqfHwGIxcbshmYAXXoCmJohENBeriIiIiLx1ClhFREREREREROSsczgclJaW8vOf/5wvfvGLXH755SQSCf7t3/6Nf/zHf+RnP/sZ8Xj8bYWsAPn5MH06LF8OoRC42/ZzScNv+OtX3ws7dlD/cpDNm8e2VcgqIiIiIm+FhggWEREREREREZGzzmKxYBgG1dXVXH/99WRnZ+NwOFi/fj2bNm0iHA4DsHz5ckpLS8nOzn5LQwbbbJCbC7Nnw6ZNULKvnoqWdUzu2cg83x/p3H0L9f7ZVFcblJTA25z+VUREREQuQgpYRURERERERETkHZGel3XJkiVUVFTg8Xhobm6mu7ubrq4uGhsbSSQSLFy4kNraWrKysrDb7W86aPX5YOpUqK2FovoWsrsb8Ye7WNrxMI831tDkmcSuyT4CAXC7NR+riIiIiLw5ClhFREREREREROQdV15ezmc+8xlqamq45557WL16NY2NjXzpS19i6tSpLF68mK997WtMnz4dp9P5ph7bYhkLTm+8EZ7u/yCdiTym9a2nvG8bC1sew2o1+X3qQxQXQ1UVZGefpZ0UERERkQuSAlYREREREREREXlHja9IvfTSSykpKeFDH/oQjz/+OH/4wx9oaWmhr6+PzZs3c9NNN7FixQoWL15MIBA4rWrW9Cbl5TD9smw6YpfwRMcXefe+f2dWx3N4o/102qtY/eRCllzpYM4c8HjO1t6KiIiIyIVGAauIiIiIiIiIiEwIwzDIzs7G7XaTm5uLYRi43W727NlDc3Mz9fX1OJ1O+vv7aWpqYuHChUydOhWv14vdbj/FY4PLBZWT7SQGiti1YyVtPc9SMHKA0qFdLDj0OzbuKudAQSE+n4uZM8favIVpX0VERETkIqOAVUREREREREREJpTD4aC0tJT3v//9XHbZZTz11FM8/fTTPPvss+zYsYOdO3eyatUq7rzzTm6//XYqKyvJycnB5XJhGMZJq1orKyGRCPB6w3J2HFjJ3NYnKBvey3XN/8323Kto8s0nYS1m8mQLLtdYG4WsIiIiInIylonugIiIiIiIiIiISFpZWRmf+MQn+MUvfsGqVatYuXIlhYWFdHV18eMf/5iVK1fywQ9+kB/96Ed0dXURj8dP+ngOx9hQwe96j5WnF3+bTTV30BGYgSs2zOd2fYniV37H5heGePZZCIffoZ0UERERkfOaKlhFREREREREROSckK5ENQwDj8dDXV0d//RP/0R9fT2bN2/m8ccfp62tje3bt9PW1saaNWu48sorWbBgAYsXLyYvL++YalbDALfboHqSybzLHOxLvo8+I587Iv9IMDAJMyePhOFg7VooK4NJkyAvbyL2XkRERETOFwpYRURERERERETknGO1WsnKymLu3Lnk5+dTUlKC1Wpl27ZttLa20tHRQUtLC6Ojo7S1tdHR0cHcuXOpqqoiOzsbp9OZeSybDXw+g9l1BhsHqukejbNp4GaiFbWMFE3G6rbT1QW7do1VvHo8Y/O3aqhgERERETkeBawiIiIiIiIiInJOSlejlpeXU1ZWxooVK1i/fj0vvPACTz31FJs3b2bjxo1s3LiRBx98kNtuu40PfehDzJ49m4KCAux2e+ZxDAMWLIBIxM0Wczq/Cv0TOTV5uLxWPCb0BU02vpzCbjPIzbVQVgamqZBVRERERI6lgFVERERERERERM4bS5Ys4dJLL+VLX/oSGzZs4P777+f111+nsbGRBx54gEcffZTp06fzrne9i89//vNkZ2fjcDiAsUrWxYuhtNROnEI2b4acAAQCUF1lkthSz65YHj29ZXzwg5CbO9ZGRERERGQ8/RNRRERERERERETOeelqVqvVisViwe/3s3DhQvLz82lubmbnzp08+uijtLS00NDQwK9//Wt27drFsmXLmDdvHosWLcJut+Og/DsLAABMDUlEQVRwGBQXG1y3EoaC0NeTItzcw8q+X1Gy63n2d13O/sjNPOGvY8UKg4IC8HoneOdFRERE5JyigFVERERERERERM4rhmFgtVopLCyksLCQKVOmUFNTQzgcZsuWLRw6dIiWlhZaW1sZGhqis7OTcDjMtGnTyM3NxePxMGWKhdmzYcc2iPSEKTi0mRnda7BFQ4yaLg56c2goLCY+1UF5ueZkFRG5WJimiWmaxGIxACwWS+biHuMUXwTptolEgng8jmmaWCwW3G43wCnbi8j5QwGriIiIiIiIiIic1wKBAPPnz2f+/Pls3LiRNWvW8OCDD7J7926eeeYZ1qxZw/3338/XvvY1rrzySqZMmYLL5eCaayzYrNA4ZGNgm5cUVmb1vkjFcD2PJq28ZHyQrsvzWbrcoKoKwFDIKiJynjJN84Tr0sFo+u9EIkF3dzemaeJ0OvF6vbhcriMC0vF/p9umUini8TgjIyP09fWRSCRwOBxMmjQJm812eE5wI9NWgavI+UsBq4iIiIiIiIiIXDAWLFhAXV0dH//4x3nsscf47W9/y/bt22ltbeWb3/wmfr+f4uJiLr/8clauvJ7yitkU31HKn8zvYX3BwrTOFykL7ubD9d9kw/A2Glrew/0HbuKOO61UVsLhIiQRETkPmaZJNBpldHSUwcFBmpub6ezspKOjg6amJpqamujs7KS7u5uRkZFMO4vFgtPpxOfz4fV68Xq95OTkYBgGsViMYDBIf38/IyMjRKNRkslkJnS12Wzk5uaybNkyZs+ezaxZs7jsssvwer1YrdaJeilE5G1SwCoiIiIiIiIiIue9dBWQzWbDarXidDq55pprKC8vZ8+ePbz88su8+OKLBINBQqEQoVCIvXv3EggU4/UUYyan83ThDNqsTua6S5nT9Rwzu9bgM4dpjrTxYs6fcdlVbsoqreTlTfDOiohIRjQazVSMtre309vby9DQEIODg4TDYaLRKLFYjEgkwujoKIlEgkQiQTQaZXh4mFAoRDgcJhgMEgwGCYfDjI6OkkwmM89hmiZWq5WBgQFsNtvhOb0dGIZBKpXKPH48Hs+0c7lcAEQiEUKhEC+88ALbt28nNzeX0tJSamtrKS8vp6KigoqKCgoKCnC73Tidzgl5HUXkzVHAKiIiIiIiIiIiF5T0HK21tbVUVVVRV1dHYWEhqVSK9vZ2BgYGGBoaYv369RiGgc+XzYwZ89mXvJxuu4d+VxFeq5eK8EEcnWHckQGezJpLY6COpOnD6TTwetPPNbH7KiJyoUgPzRsOh0kkEqRSqSNupmlm/k4mk8TjcUZHRwkGgwwODmaqUNMha29vL8PDw4yOjmbC1VAoRCqVAsa+K5xOJw6HA4fDgcvlwufzkZubi8PhwO12ZwLUZDJJIpEgmUxmltNVqunvHLvdnpmr1Waz4T38RRGLxejv72doaIh9+/ZlQt7p06dTU1PDlClTmDJlCmVlZWRlZeHz+XC73Zl+OZ1OPB4PTqczM8ywiEw8BawiIiIiIiIiInLBstvtVFZW8uEPf5i77rqLffv2sWvXLp5//nmeeOIJuru76e3tYu3aJ4EnedVi4w9WD1u8U/hWeD9V0R5mdL2I66W/4H5+zr6uOmJxWLgQLBYYP6WffvQWETm5482Dml6fTCYZHBxk27ZtmeF208FoLBbLDO2bDlV7enrYtWsXnZ2dRCKREz7n0edmwzAyQ/5WV1dTWlpKWVkZNTU1TJ48ObNcVVWFzWYjkUhkhhROV7gODw8zNDREMpnEbreTnZ1Nfn4+fr8fn89HTk4OdrudVCpFMBhk69atPP/882zdupVdu3bR1NREfX099fX1R/TN7XaTm5vL1KlTM32rrKxk7ty51NTUkJ2djc12/FhH30Ei7ywFrCIiIiIiIiIiclEwDINJkyZRUVHBlVdeyTe+8Q2amppoaGjgpZde4sUXX6S7u5uh0DCPJurZZya4FZMbSfHD0QPUb/seZst0XnyxlqVLJ7F8eSmTJwcoKcme6F0TETmv9Pf3093dza5du9iyZQv79+/n4MGDNDc3E4/HMxWr429A5u90JWt6SF6Xy0VeXh5TpkyhoqKC4uJiSkpKCAQCeDwePB4PXq+XrKws3G43LpcLp9OJ1WrN3Gw2GzabDYvFklkGcDgc2O12fD5f5rnT/4Wx75Z0aGuxWDJ/w9jcrdnZ2SxZsoT58+cTj8cJh8McPHiQV155hT179tDQ0MD+/fvp7e0lEonQ2dlJb28vr776aqZvDocDr9dLQUEB06ZNY8GCBUybNo2qqipqamqw2+0T80aKXMQUsIqIiIiIiIiIyAUvXdljt9ux2+24XC5ycnJwu90UFxdTWVnJ5ZdfTldXF93d3ezf30zXnoOs6etmb7CPDfFhBno3Ygb30dOZS1lfgIGtfuz5XoxAFgUF+eTk5OD3+8jOziY7Ozvzo77P5yMrKyszP6yIyIUiHXj29/czMDBAb28vfX19xGIxEokE8XicaDRKPB7P3EZGRjLb9/T00NHRQX9/P4ODgwwNDZGbm5sZJjd9zk4Hnna7HZvNhsPhwOPxUFRURG5uLllZWeTk5JCXl0d2djY+nw+/33/EY6SH200/xps5H48PTd8swzBwuVyZOVmTySR+v5/s7GwWLFhAb29vZv+DwSBDQ0OZdem5ZFtbWxkcHKS3t5eenh4OHDhAfn4+ubm5FBYWUlZWltnvQCBAbm7uMdW0qnAVObMUsIqIiIiIiIiIyEUn/UNzIBAgEAgwefJkrr76avr6+mhv72DTpi28+OJWDjYdYG1LM939g8RiYczoIKngbjztYVo3QqfFSovTjX9SFfnFxeTm51FUVERRURE5OTlkZWWRl5dHQUFB5of+9A/76Wqn8X+PX05XRZ3ubfx+pY2v9DrR7eiKrKMrx8Y/5vGG2hx/O7rf45ffzH0Xu/Gv//Hep/H3Hb083tHHxfjX9+hqu6OXT3RMyYXl6MrQo/8+3n3xeJxIJEIsFiMWixEOh2lpaaG9vZ2DBw/S0tLC6Ogo0WiUSCRCOBw+YnlgYIBgMEgsFsPpdGaqSbOzsykqKqK6ujoTmqbvSwekLpcrE65mZWVRW1tLeXl55qKW84HVas1894wXDocZHBykq6uL5uZm2tra6Orqor29nfr6eoaGhgiHw4TDYXbs2EEkEiGVSmGz2Zg6dSqFhYXk5+dTUlJCWVkZ+fn55OfnU1xcjNfrxeFwYLPZMvPOpgNrh8Ohc6/IW6CAVURERERERERELnrpH5bTP0jPmVPHxz/+ETo6ktTXj/Lzn29h376NxIcbKYw28I8tL+IlRWsqyZrREb6/q54Nu+oJn+Q5PB4Pfr8/U3Hl8/ky1UU5OTmZiqucnJzMj+HpiqvjBQzpKq50dVZ6Ob0vqVSKSCSSmTMwHA4zNDTE8PBwZnlkZIRQKEQkEiESiTAyMkI4HM4sp1KpE4Zw6YqydD/HD7uZ7rfb7c703+12n3DZ5XLh9Xo1zOVhyWSSRCJBKBQ64v0ZH1TFYjFGR0ePCLpGR0eJx+MARwx7evTfdrsdr9eL1+vNvA9erzdTNZi+WSyWE86ZeSYp2Dk9Z+u9SKVSmYrT8bdkMkkqlTpiORKJcOjQIbZt28aBAwfYt28f27ZtIxwOHxPwn4zFYsHv9zN9+nQuvfRSpk+fzpQpU7jkkkvIzc29KKv906MelJaWMm/evMz69MUTzc3NNDc3s2PHDjZs2EB9fT1tbW0MDQ2xffv2kz52esjk8vJypk6dmgmmKyoqmDJlCk6n8y1X6L5d+vzL+UoBq4iIiIiIiIiIyAkUFFi47DIPxcULeP75WRzcPUSosZWG5L8yvfdlymN9vBdYioXXfRXUZxXyWlE+g/YgweFBhoeH6OvrY3R0NBOMDQ4OHrdidfzyW61eTQefhmFgmmYmFDleJevxKlbPdAXr6Va3ppfTcyC6XK5M+Do+aD7RUJ/poHn8MKLp5fT8henXOR0wHj3vYrpNOvBNP286NDYMg1QqlXkvx4eakUgkU52XDrBHR0cJh8OZ5UgkkjkG0oFV+jHGL4+Ojh4Rbh1dYXz0vJTpUGv8/ePfqxNVsR5vzsjx74nVas3su9PpxOPxHBGQe73ezOuUfr+O3j69nA6Oxt+Xbu90Oo85zuRY6c9zMBhkcHCQ7u5uurq6GBwcZGBggK6uLoaGhojFYkcMy5sepje9Pn2spf8ef5ydqJr16P+mHz/9mJFIJDMHamVlJbW1tZn31+12H3EsuFwu/H4/xcXFR1Spjv+cT1TQdy6zWCyZuWXnzZvHBz7wAaLRKMPDw7S0tNDY2EhPTw+9vb20t7fT1tZGb28vAwMDhEIhenp6GBgYoKGhgXXr1h1Rwep0OikqKsLn82XmpT16hIH0+Tk9vL7P58Pr9ZKdnX3EssfjOW41fPrv8eeV9DkDFLLK+UkBq4iIiIiIiIiIyHEYBtjtBlarwaRJHq64wkNFsY+2Ij8NnrsYaJ5GQd8eyobqmRw+hCM+QkXYypSBBB1ZuXSVX8FIbgGWHAO7PUQ8Pko0GslUJI4PJ9JhRSwWIxKJkEgkSKVSmUrGdAiSXh4flB7b7zdC11QqhWEYRwwF6XQ6j1v9ml6X/ttms2Ue5+hQL30b369kMkk8Hj+m6i3d//GBzviQ5+hQMB2AHt2Xoysxj1eZOT6kHr9ss9mOqb49OtQ+OmwdX+2Zrqw1TfO4QdX42/iK0vT7mQ670mHq+Ncs/Zqkb7FY7IjXZHzfxvfr6NcgvS69jycKz9O38f1J9z393Gnp50u/H0cPK3r0/cdbHt92fCCeDlg8Hg85OTlkZ2dnqmrTw2uPHx52/Ht4IUl/jmKxGMFgMFO1PDIywtDQEKFQiHA4TDAYZHh4+IjldHV6KBTK/J0+vtKfxfG3o4+98cfI8RwvJLNarXg8HgoLC8nJySEQCFBUVERBQQGBQID8/HyKioqOuSBi/LHjcrkyQ/qqav3U0ufh9Ovo9XqBN8Lu9DziwWCQkZGRTOg+PDycOY4GBwcZGRkhGAxm5nsdHh6mr6+PaDRKR0dH5j0b/37DkcdBenjm8SMRpAP09Of6ZBcDWSyWI84DRx8bRwe8R5+rx1+UdPR3xPjvsvS5++jz5fjl9IU3Gh5Z3ioFrCIiIiIiIiITLD30YygUIpVKZX4UysrKOmK4TxGZGBYL+HxwySVQVubgQHk+G3M+yKHdl5F/cBPxA4/hbItSFA9SOjTMoqEWDhUuZN+Mywheei3FC8soKgqRiPQSCfUxMNjHSCRMeDRMaFxQkg5WgsEgkUgkE3qNrxQ7ujItkUgAx59Hcazvb1QMud3uzDDE6eX0ELHpyrKjqxStVutJq1/HB4vRaPSIoHj8crq68+jl9H6mw57x+zA+HEy3GR/ujt/2ZNV2x3tdTnb/0VWhxwufThUgHG9+2ePNM2sYRiaEOtHjjR8mOh1spNelQ43xw0fbbGM/+aZD7qND8HSgmq6wTb8v6eBufNXz0ZWy6RD2RHPAnuh2orliHQ4HPp+PiooKysrKKCgooLCwkMrKSkpLS8nOzsbv92eOyXTl8anm8j3euuO9b6d6L4/+/j1eJfGJXoOjj8/jzaebfl9isRihUIj29na6u7vp6+ujs7OT1tZWenp66Ovro6Ojg97eXpLJZCZ4Gn8hQfrvo/dr/HnA6XQec9+J/nv0xQfp57Hb7eTl5TFjxgyqqqqoqqpi9uzZVFRUZIaVlndG+vyQnvf7aOnwPhgM0tLSQmdnJx0dHRw4cICDBw/S0dFBZ2cn/f39JBKJTGCbbnv0Y41/zJN9Lxyv3fjlo7+j0pWs6e+odHB6opA0fc48+vvq6KB3/CgIx1tOD8U/PsQ9+tySfp1PNS/6ic77JxsBQs5/ClhFREREREREJti6detYvXo1Dz30ED09PZSUlDB37ly+/vWvM3fu3MwPoiIysaxWKC4euy1eDAcPVtHUVMXGnbfywnMvs2jP/UzpWk/FyC4mdb/KC3vuZO1oFrGNBqWlPub6u5meFWFmTTYFVy3B5veA7a3PM5j+oTodcKaDs3QQabVa8fv9mSEbz9Ufd9Oh3/iwb3R0lFAolBlSNx3IHi+8TVeNjg+dj64yTQ/LO75K9OhK2vFD/obD4cxzjI6OHhEIpOcvPTqUTgcE2dnZ+Hw+PB5PZo7ddJCd/u/4UHR8pd/4uWnTjz2+kvhsSw9Dmw78RkZGjpifN119na6aTA+PnL4/vTw6Osrw8HBmOf1Y6eWRkZHM693f309/fz/btm07Zf/SAV86SEm/RllZWZnhSX0+3zHL44egTb+245fTAc3RQxun35v05ywUCh1RRZquDhz/Ohxvjtz0cTQwMJCpMhweHqa/v59gMJip5D4dNpsNt9tNSUkJZWVlmXmj03+nj6/x4Xu6avRUFchHV6+fq+cMOX1Wq5VAIEAgEGDOnDlH3JcORHt7ezl48CDDw8OZc+P40DS9HI/HCYfD9Pb2ZiqqBwYG6OvrO+K4Hn/hwdFhbPpcnw50U6lU5uKiiZA+/tMXH6XP516vN3Mx0vGGNR8/h7XH48lU4Ke38/v9mQA3XdUrFx4FrCIiIiIiIiITJJVK8eKLL3LvvffS3NzMpz/9aSZPnsyuXbvYs2cPX/rSl/jlL39JVVUVbrd7orsrctFL/z5qmmNha1mZQX4+zJplpWvBJfTsrWBjYw9Pb2nG39lAQ97lhC1eklGDpiaY1rWW7P7HyE82YvF7iPlyiPtzSRSXY5SXYSvOx1FagG1KNcakSXAan/t0BVM6BDq6OihdmZPe9lyU7qPNZsPn8x1TGXWiuWJPViF5ohuceLjj4w2lmw4I0pXC6YrT481derw5dcdX/40f7vJUc9EerxLznZKuFnM6neTk5BzxeowPS46eI/ZUt/HbJ5NJotEoQ0ND9Pf3097eTkdHB/39/fT29tLW1kZXVxcjIyOEw+FM+JhKpTLDGo+MjBwxr+PRr/vRf59uhfHRr//RVdxHD697dBh1sr/HD9c7vsI4fWwGAgHy8vIIBAIUFBRQWlp6xHJJSUmmovfogHT8MMonquI93nGXPq6PXh7/Xzk/nc77Z7VaycvLw+fzHTHs/Ikq/scPPz1+KPjxlfJHtzv6MdLn1PSFHOmLEtIXtxw9lPz4oa3HX0yUvoBh/HDs6eWjL8pJ3z9+NAjgiCHsg8HgSYcmPt654WRzqY/ffvwQxuMvaBhfmXv0d0b6vvTFPOnq26MrdV0u1wkvlkifG47u9/hzXXqUi/RNn/vTp4BVREREREREZIKkUinWrl3L4OAgJSUlrFixgsrKSoqLi/F4PKxZs4b6+no8Hg+VlZUT3V0ROSz926PLBU4n+P0GTqcfR54f16QSLFXlpA5VU0wFRspGMGgyOABGZBSzpxdjYD+GGcfi9GB1+yG3EKMgD2tuNhTkEpk8je7rP0yy0I3dDnY7+He/imOwG0siBk4nhsOOYbWC1YJx+IdZbLaxUHbmzLFGMJYGNzdDJALJ5Nh4x4bxxi29QxbLWJvKyjfWp1LQ3g7x+Fjb8Ts/nsUy9kKUlr6xLpGA7m6IRsf6cJIX0/D5MAoK3hhaNBKBoSEYHT15W4DcXMjJeWM5FILh4WPbjt/ftMJC8HjG+g8QDEI4PHY7LP0I40MDq9WKUVoKDscbbQcHx9pFIm88fio1djv8Q36mH2VlY++VxTLWx3TbaPTk+2qzjZVPp9umUmOv0/Dw2Ot9Mk4n5OeP9dkwxrYfGRl77nGVk8bhG0CmttrrhezssdfKMCAWG+tvMHji98cwxq5CyM0da+9yja2PRiEcxhwYIJFIEPJ4CHq99Hk89AUCBINBhoaG6K2qot80GQWiHA5BQiFSIyOYg4PHBJzjA55EIkHQbicCRA9XnlpjMRyHb5nQ1zQxxwWk8VSKZCpFbypFyDRJv6JuwyDHNEmPJWEdF57YbTbc6c+f1UrU5SLucmFYrVgtFpyGQVYkgo03qm/Hz5ubWXa7sWVnk11VNTYsstdLttdLfjxO1uHKupycHHJzczPhauZodrnG3pvs7LHXPZUae486Ok79+fF4xm5ZWWPLyeTYMdzVdfJ26ePC6x0bPx3GnndkBHp7T97OMN54Trf7jT72948dzydjsYztb17eG+c4gM7OU58v0uepwsKxYxPGtk+f405WQWy1jn12iouPPD+2tY29Zidra7ON9bmw8I118fjYaxyPn7zPNtvYa5yX98a6SAT6+sbe45N9/iyWsXNjdvYb60dGxj63h8/L6WPIfviWaWsYb5wf0wYHx86vR5+nDIPMF1VaefnY65XW1zfW78NtTcgEtePnqI7GYkQKCkgevj+ZTJLs7iY1MkJq3KgD6YsU0pXiiUSCuGkSy88ndjgsjcdixDo7iQ8NkTg8r/n4kQ2OmKPYZiOanU3s8PkjFYtBMIhlZITUUUOsj6/ETcVijABDhsHo4ce0JBI443E88Tjj3x3r4YuIrFYrVpsNu83GsNXKqNVK6vD5xHv4Fjh8/kiHn3a7HYfTid1mw344VB12OEjYbBiHK/H9Nht+q5VAek7ydHh7eNkwDIzDIWu/xULUMEgeDln9Viu5djuBo8La8fOyW61WLDYbUZ8P0+XCsNnGznHJJK5oFIvVSiIQoKisLDOU+8VAAauIiIiIiIjIBEhfwb969WrKyspYsmQJl19+OQClpaXk5+fzs5/9jI0bN1JUVHRMwHq8qoDj/X28+bBE5MzLyRm7JafYGV1URFtbEcV90NeXorUVWg6ZuEeyCYcrGDY7cMeGMFJJjNEQ9pZ9cLABw0yRMiwMZE/mda5ntLY4k19MvfdRAntexj4axAgEsPg8WFwODKcDXC5Mux3cHszCIiIlk8H7xo+bzvUvY+ntgWhkLCiwWI68GQbYHZhZ2UTyyt8IEJJJnK9txhIchNjhH9XHh7JpdjupvAKi2cWZVUY4gmPzViwDfW+Es8djsZKsrCa26I0AwdIfxL5zO5buTjBPfv5K1M0nPj0rs2xt68F2oBFLZ9tJ2wHEllxJqrQc83BGajvYjrXtEJbO9mO7Oe5vE4hcfSNmTgDTOvbzqn3/ISwdrVh6u0/+pBYr0evehen1YlptGICtsRlr+yGMwYGTt3V7iC6/FtPnx7SAkUyMtW3ehxE++fCaZm4esfmXYebkYhoGRiSK7eAhbLt3Qjx20rapskri02Zi5hViYmIZDmNtb8G2Y/MpA7zklOkkKyaRzBsLWyz9Qaydbdjqt2IFsg7fymEsoMnLG7tNnkxi9jySxaWkAnljgUnrIcxDTVh27yAaixGPxYgnEsSiUUYjEWLR6FhAE4mwL6eAbpuTARNCoRCugT5y+7sJDPaNPVYiQTKRIBGPExs3xHYkkeB100arYSV0OH7KS8aZnYhQkBqLXB1WK87DoUZ6WGi7wwEuNz0FJQwVlWJxuXHabOSSYkpXC95UcmxoaY8Hl8eDy+nEdXiYUbfHg6OgENuUGRhz5oFhwUgkMIaDOF98eiyEGx4eu7W0jL2fvBH+p/IKSJVWEJ8+GzAx4nGM4BDOl1465fuTKi4jWVpOomYsJDXiCSw9fTjWv3TSdmPHRQXJikkkKsZCOCOZxNrchn3zqydvaBikSspJTJ1JsuCNKRAcexqxNu45eVurlVRhMfFLFpHyvfG5d27biaWr/eRBp91BKpBL7PKrMO2HK3QB52uvYwwPnfw85XSRygkQW1aIma7uTSZwvroRYzR88rYuN8mCImKX5WdWWcKjODa+hjEyfNI+my43yYpq4pcE3ngJegexb3kdY2jg5O+vw0l85hwSU/yZVbaWLqyNu7H0nyIEt9qIXX4lyWJXZpX9QAuW1oOnbgtEb7iVlP+N6MnecABrV/sR5zgDcBy+vfG8ViKXXAZO19h5CrCPvoolPIqRvlAl/b1lt79x4QZgerxEr70ZHM6xtok49u2bsbYdgsjokR00TVKmmTlnhLx+eqbVEUymGI1EiA8OYGvcjetQE4nIaGYI+XQQPH7O8Rabk71OH93RsWpcx8gwuUN9lA31HTn/bPrCh3F2WR0MWO0MGxZMEwrNBNmpBKXJOCeSBMLAFouNTgyChoFpmpSbKcrMFLWc/DNvAuuBHmAEAzCpBCYDlYwNge/zenEdHqo+y+/Hc3hIfJvLRUt5OZFAAMPtxulwUBSNUjY4iN3ppGf6dK688SZyAjnnRBXsieZQP5MUsIqIiIiIiIhMANM0icVi7Ny5k3nz5jF37tzMfYZh4Pf7WbZsGQ0NDXR0dBz3MdJDno3/8SA91JppmoyMjGSGBxORd1Zp6dgt/fEcHYWhwZsY7L+RtR0pQgd7SXV2QWcn1pZmvH0H8Y904RntJWTN4tn1Sbq3j3C4MI5Pb9jHjK6d+GKDx68iBeI2D/1ZVTzQcxdRr3m4iMnkjof+h8LuHXhG+0/Y36jDx0BONf+37VpMy9hPhrb4KHc89D3y+/biip64sizm8NJROp+H77oi0zV/sJUbfv89Sjq2Yo+HT9g2bnOxd9b7eOaWuZm2RW31LHnhB1Q1v4QldfLKzHVXf4vXllZnlmv2bKBu8/8xaf9zpwyXVt12H/un3EDKPhby1L3+NLV7VlG9//mTtgP49SeeoadwFgnHWLi0cN3vmbTvWcoPbThpu6TNyf2feoHhnEoSDi+GmeKyF39Lzd4/UdC186RtR/zFPHrXYwwFqknaXdhjIRa8/Aiztj5I1lDLSdt2ls5j9U0/oqe4DtNiwzPSxYztv2fxuv+HMxI8advG6e/m9SVfpKN8ERgGgd59TG54iqXPf+eU78+WSz/D3lnvo6NiMQBF7fVU7X+eK1747knbAay/6m9prrma7rL5AJQe3E/N3j+x4JWfcsy32viLiwyD2HX/hDnpKoyC6eTmQkVyLbP3P8CMnWve2O44z5mwuXnp6m/SULuSQV8RZmKUooPrufqVu6lue31so3h87DZuzkgDGPEVsSn/vdSX/BlRVzbWZJSCrp0se/Gz5Aw0ZbZ7o9EbS/0F09g9+wO8fvlkUlY79ugI2f0HuP3/vogzevL3p71iMfun3MCmw58DRyRIbu9ePnjvpzBOcYFCU821HJh6PdsXlY21jQ5TdvAVbv31J0/aDmDftJvYO/v9NMwaCw6t8TCzt/6Jq5/865O2Mw0L+6feyObFn6OteunhlSZXPf1/zNv4s5O2TdhcHKxexkvX/zODebWZ9e/51Q+panoRa/LEFwtEXVl0Fl/CEx+YSdSdk3neO3/+9+T2NWKPR07YNuzNp7toNr+/81JMy9jFK7ZYmLt+/k38wXbs8dETth3xFdFecRlPfGB+Zl3W4EFuffBvyBlsPmmfR3xF7J31Xl66fkZmXemhbVz11Lcp6K7HkjpxsBt2B3h1+V+xdXFFZt20HWuYt/FnlLRt5vifgLHPT9zm5onb7qN5ynWZ9QvW/54pu/9ISfvrJ3zOtPs+X8dA/pTM8tJnH6TqwBoKu3actF3C5uJ/vryEiCcX02LDSCW56ql7qWpaQ6Bv/0nbDmeV8eCnFxBx52BabNijwyxdfR+1e1fhG+48YTsLMFx+Kavf+3NC2WWYhgX/UCvzXn2O2Zt/jSM2cuLI0jTZPfsDvLzgrxjIqwGgoHMH0+t/x4JX7sZyirDzmRnv4bVJV9LhLyWVijOlawez2zZxXcNTJ20H8B8ll7DRk88Bq4N4fJSlwx0sC/fwvpGTV5+bwJdsbjZarBzCIJVKMC8R4zaS3Axj57bBwbEbh89Zh89VYeBLwHrDoIexUQ5uBL5kmkQNg2/abPznY6uYPnMaubk5p9yHsy091zdw1oJWwzzbEa6IiIiIiIiIHCMajdLT08OsWbP4whe+wO23384ll1ySub+1tZUf/OAH7Ny5k49+9KN85CMfOaJ9KBTi4YcfZtWqVfSOG44vmUzS3d3N/v37Wbx4cWZYMBGZWKnU2Kis8fhYMWgyEseMxSAaxYhGsMZGsSZjWFNxkoaVbu9kYtaxOVgNA8qGduGNDWA1TxxomYaFuNVFR/ElpCz2TH5T3LUNR2zkpGFYyrCSsLnoKF1AeuBIw0xR3LkNezyExTzxD/mmYSHqzKKr+I0LRWzJKHndu3HGhk8a8pgYhHyF9BdMz6xzRIfJ7m/CHRnkRCFA2mBgEsGcNyr83aFefMMduE8SJqf1Fs5k1JOHaYzVp/qC7XjCvbhGT1FJCnSVzCPm8GEeHiI4a/AQ7nA/zpME0TC2v51lC0jYXJmgJnugGU+4F3vs5FWoSauD7uI5JOxuTMOCkUqSNdSCb7gTa/LkwwvHHH7686cQc/jAMLAmY3iHO8kaPHTS9xYg7MlnOLuCqGusYtAWD+MJ9ZEzcOCk7WAs9Ah7CzNtHdFhXKP95Aw0n7LtYKCaiDuXmHOsAs8ZGcId6iUr2HrKtgO5NUTcAeIOLwCu0UG8wx14QyevMDYNC4OByYQ9ecStDjCTOCKD5A614IoOn7Rt0uogmFVOKKuElMWGYaawx0bI796NLXHi8A4gbvcQ8hURzK4YGzY7lcQWH6WoY+sp35+oM4tRT17mc2CkEthjYYo7tpy0HcCoO8CoJ5+RrNLDbZO4IoOnDPsBRj15hLyFhH1jQ98aZgrvcAe5fftOq20wq/yNoBMI9O3DHzx55blpGERcAQbyaknY35ijuqBzB67RAYyTnC9ShpWY009v0SxSljfqzorbNmGPj570PJWy2Ik5fHQX12XCJiOVpLjtdWzJ6EnbJq0Oos5seotmZtbZEhEKOndgi4+etM9Jq52wt5CBcWGyMzJEoG8fjtjICduN9dnGUE4Vw9nlmXWekS78Q204Yyc/lk3DQm/hLEY9uZl1WYMtuEM9p2wL0FG+iLj9jeGFc/oP4Brtx3GKc5xpWGirWEzKYh97nU0I9DXiHh3AljhxiA2QtDrpKFsw9t4e/gzl9B/AE+49aYgNY5+h3sIZJK0uMMCaiJI11IpvuAPjFJ+/kLeQoUB15nh0REfwhLpPedELQL+3kCF3gJjNiWmaeGIj+KJBcsN9p2zb4vQzZHUQMSykUklyklFyknEKT7GvAHsNC0MYjJ2VTPLNFIVA/smbkQT2AoNAusY2H6hg7Jt6j2Ewfc4leLwe7PaJr+1MJpMcPHgQq9XKhg0byM/PP+MXnU78XoqIiIiIiIhchMzD88KZppmZ52g8wzBwOByZOaKOZhgGbrebnJycI4YANk2T3Nxcamtrx+ZoO0fC1Xg8zo4dOxgcHGTZsmUKfuWclEgk2LNnD21tbVx99dUTepxWH7Nm6Wm3LT5mzYq30faa025besyaktNql8fY0IRvyAWqTqtt7nHXTH0bbU/P22mbd8ya02trmiY5iQRr164lEAgwq242dnvBaT/vse9tMXDJKdsdf1/LgbnH3HN6bauAeW+x7SRg0VtsO/mU7eB4708RMO202h77buRzvE/z6Xs786+/1ectAKaccqvjSaVyiURqeOaZZ7j00kspKio64VyMZcesufS0n+fYtleedttjzlOXrHzrbeffcNpty49Zc+wZ80SOPBumPwendmxglgvMOHbD43ir56njb/l2zo+LT7vtsZ+/Y9ckEgk6OjrYvHkzK1euxOl0YrFYjvNtdXrfX7mMBYxHrqkEFp5W27fq7bRd8jbanuwb5/SOyndWbm4uBQUF2O32s/LvOQWsIiIiIiIiIhMk/T/6JxpcyjTNE/4Y4Ha7ufXWW7npppuOmXc1Go0SDocJBALnTIg5PDzM3/zN37B161buuecefD4fFovl1A1F3kEjIyP84Ac/4LHHHtNxKuecVCrFyMgIN954IwsWLOC73/0ufr//1A1F3iHxeJyOjg7mzZvHV77yFa6++mrcbvepG4q8Q8LhME888QRf+MIX+Pd///ezUtUo54b0dCzJZJLc3FwFrCIiIiIiIiIXCofDQW5uLjabjZGREQYPz3WUlkgk6OnpIRAI4PV6T/gYDofjuPedLJydKHa7HYvFgt/vV3Al56R05biOUzkXpVIpDMPAarXicDjw+/0KWOWcEo/HGR4eG0LW7Xbj9/sVsMo5xWq14nK5MAwDn8+H3+9XwCpvmQJWERERERERkQmQDnImTZrEwMAA+/fvZ+nSsSFATdMkHA6zfft2li5dSl7esQOmnSo8PZfC1aPDXsMwMjeRc0W6Evzo41LHqZwrjj5vpv/WMSrnMh2fci4Zfx7Vv0fl7VLAKiIiIiIiIjIB0lVIdXV1DA8Ps3PnTtrb2/H7/QwMDLB37146Ozupra2lsLBworsrIiIiIiIih2mMExEREREREZEJYrFYeM973kMwGOTpp5/mqaeeorGxkccff5xf/epXJBIJli9fzuTJkye6q2eExWLRcKtyzjMMQ8epnNMsFosqruSclT6H6hiVc5W+5+VMUQWriIiIiIiIyASxWCzcfPPN2Gw2XnjhBf71X/+VgYEB8vPzmT59Og899BDTpk27IOYvczgcrFy5klmzZuFwOPTDq5yTHA4Hy5YtIzs7G6fTqeNUzinpoeU/8pGPUFFRccI5uEUmitVqJSsri69+9avU1tZqbks559hsNqZPn85f/MVfaJ51edsMMz3BhIiIiIiIiIhMiLa2Ntra2jhw4ACjo6N4PB7y8vKYM2cOeXl5WK3Wie7i22KaJqlUitbWVsLhMFOnTlV1i5xz0sdpZ2cnAwMDzJgxQ8epnFPSx2hDQwMej4fy8nIdo3JOSaVSxONx6uvrmTx5MllZWQqw5JySSqUYHBzk4MGDzJo1C7vdrnOovGUKWEVERERERERERERERERETpMuHxEREREREREREREREREROU0KWEVERERERERERERERERETpMCVhERERERERERERERERGR06SAVURERERERERERERERETkNNkmugMiIiIiIiIicuEzTfOE9xmG8Q72RC5WJzsG4djj8M1uL3I2HH0cjj/udIzKO+1Uxxy8cdzp+JSJcDrHKOg4lTNDAauIiIiIiIiInFWpVIrf/e53vPDCC+zYsYPBwUFqamq4/vrrWbFiBVOnTtUPWHJWtbS08MQTT/Diiy/S3t5OKBTC4XAwe/ZsVq5cyZIlSygrK8tsb5omsViM//3f/+W1115j165dxGIx5s6dy5VXXsktt9xCbm6ujls5qwYGBnj44Ye59957KS8v56qrruLzn/88hmGQTCYZGhripz/9KRs2bKC3txeAxYsXc+eddzJ79myysrImeA/kQhMKhWhtbeV///d/ef311xkaGsI0TcrKyvjzP/9z5s6de8S5tLGxkVWrVvGHP/yB4eFhPB4P06ZN4//7//4/ysvL8fl8E7g3ciFKpVJs376dZ599lmeeeYbBwUGsVit5eXncdNNNvOtd76KqquqINi0tLfzud7/jj3/8I0NDQ9jtdqZPn85f/uVfUlVVRXZ29gTtjZzrFLCKiIiIiIiIyFkTCoVobm7m8ccfJxaLUV1djcfjobOzk1dffZXBwUG+9KUv4Xa7sVg0k5GcHcPDw2zbto2srCxycnKwWCxYLBZaWlp4/vnn6enp4ZOf/CR2ux3DMAiHw7zwwgusXbuWWCzG7NmzsVqtdHR08PLLL2OaJh/96EexWq0TvWtygQoGgxw8eJDVq1fT0dGBy+XKhKgwFgi89tprrF+/nvz8/Eyo1djYyNNPP83Q0BA33njjRHVfLjDpi05ee+011q5dS1dXF1OmTMFqtWK1WrFYLLhcriPa7N69m5dffpnVq1dTVVWFw+EgGo3S3t7Or3/9a97znvcwZ84cnUfljNqxYwdr165l3bp1TJ48GYfDQSqVYnR0lKeeeorc3FwSiQS1tbXA2Dnz9ddf55lnnqGsrIxJkyaRSCTo7Ozk4Ycf5oYbbmDx4sXYbIrS5Fg6KkRERERERETkrAkGg6xbt441a9Zwyy23cOONNzJ16lR+85vf8Pzzz7Nt2zZuv/12ysvLcTgcE91duUAlk0nC4TDXX389kydPJhAIkEgkuPvuu9m8eTN79uzhgx/8IFlZWVgsFoaHh/nNb37D/v37ueKKK7j99tvxer3cc8897N27l3379nHHHXfowgA540zTxDRN2tvb2b59O/v27SMQCOD3+zPbpFIpGhoa+N3vfkdHRwcf+tCHmDFjBoZh8E//9E8899xzBINBrr76ahwOhyqt5Yzo7e3lpZde4tFHH+W6667j3e9+N8XFxTidTlpaWiguLsblcmWGXH311Vd54YUXaGho4M///M8pLS2lo6ODhx9+mPvvv59JkyZRU1OjSms5o15++WXWrVvH/v37+fKXv0xlZSWRSISGhga+9KUvUVFRgcfjoaamBoAtW7bw3HPPsXv3bn70ox9RUVHB8PAw999/P7/5zW/Izc1l9uzZqmKV41LAKiIiIiIiIiJnTUdHB/feey833XQTd9xxB8uWLQPgb/7mb7BYLDz00EP89re/5dOf/jR5eXkT3Fu5UM2ePZv77rvvmPXf+c53+Nu//VtWr17Njh07WLRoEYZh0NnZyW9+8xu+//3vc/XVVzN37lwAvv71r3P//ffzwx/+kC1btjB79mxycnLe2Z2RC97o6CiPPvooTz/9NN///ve55557jqieCofD7Ny5k2effZaf/vSnXH311eTn55NKpfiXf/kXPve5z/H666+zbds2FixYoApBOSMefPBB9u7dy8yZM/nhD394xH3V1dXHbP/UU0/R2dnJF77wBa6//npsNht1dXUsWrSI2bNn89prr1FWVsa11177Du2BXAx2796NaZpcd911XH311ZkLTGpqali+fDmDg4M0NTVltk9PX/HFL36RG2+8EZfLRTKZZN68ecyfP5+tW7eyYcMGjQggx6VL7ERERERERETkrEgkEgSDQfbs2cOcOXMoKirK/NBlsVioqKhg6tSpbN++nWg0OsG9lQuZYRjH3GAsqIrH41gslkz1ak9PD/v37yeRSFBXV0dVVVWmTUlJCRUVFeTl5bFz505GRkYmeM/kQnTPPffQ1dXF5ZdfzqWXXnrM0KtNTU10dHRgGAaXXnopfr8fwzCwWCxUVVVRVlaGxWJh586dJJPJCdoLudC8+uqrhMNhcnJy+OY3v8mtt97Ke9/7Xj796U/z+9//noGBAQzDyFRg9/T04HA4WLhwIRaLBcMwsNlsZGVlMXPmTEZGRti/f/9E75ZcYKZMmYLNZuP111/n4MGDRKNRhoeHaWhoYNu2bZSVlTF9+nRg7CLA7u5uABYtWoTNZsMwDKxWKz6fj+nTpxOPx2loaJjIXZJzmCpYRUREREREROSsiMVihMNhQqEQBQUFuN1ugEy45ff7ycnJoaWlRSGAvKPSw7C++uqrBINBiouLKSgowGq1Eg6H6e/vxzAMAoEAXq83087pdOL1evH5fPT09BCLxSZwL+RCE4lEaG1tZcuWLUyaNIklS5Zkgv/xBgcHGRkZwWq1kp+fj91uB8bOrW63G7/fj81mo6enJzNcq8jb1d7eTiQSIRaLEY/Hyc3NJZlMMjo6yuOPP05OTg4zZswgPz+fwcFBIpEI2dnZR1xclQ6v8vLyiMViDA4OTuxOyQVn3rx5BINBBgcHuf/++8nLyyMej9Pd3U1FRQVz5syhpqYG0zQZHBxkdHQUi8VCUVFR5lybvhggLy+PRCJBf3//BO+VnKsUsIqIiIiIiIjIWRGNRhkdHSWVSuHz+Y6ZY9XpdOJ2uwkGgwpY5R2VTCYJhUL87ne/Y2RkhNmzZ1NWVgaMHbehUAibzYbL5TrmuHU4HPh8Ph23ckalUimGhoZYs2YN3d3dXHfddSccOnVkZIRYLIbNZsPtdh8zBLDH48HhcBAMBt+JrstFor+/n0OHDtHb28vll1/OihUrGB0dZffu3fz93/99pnI6Ly+PYDBIIpHAbrdnKqzTDMPA7/dnLsASOZMWLlxILBajpaWFH/3oR9hsNkzTxGq18ulPf5r58+dnhrQOBoPE4/FMZfXR81X7fD76+/s1WoWckAJWERERERERERG5qBw6dCgzj+qnPvUp7rzzzonuklzkhoaG2Lp1K3//93/Pfffdx9y5c48J90UmkmmaFBYWcumll/LNb34zE0YtWLCAhoYGNm7ciM/n4/LLL5/gnsrF7KWXXmLVqlW89NJL3H333UyePJloNEpDQwP/8A//gGmarFy5kiuvvHKiuyoXAAWsIiIiIiIiInJWuN1uvF4vFouFoaGhY+ZZHR0dJRQKEQgEjqnAEjlbnnvuOdasWcMrr7zCN77xDRYvXkxeXl7mfrfbTVZWFvF4nHA4TDQaxel0Zu6PRqMEg0ECgQA2m35akzOjq6uLAwcO0NfXx9/8zd8cUfW/Y8cOTNPk9ddfZ/369dx55524XC7i8TihUAifz3fEOXRkZIRoNEogEJio3ZELUE5ODlarNVOpmg5Y7XY7VVVVbNq0iWAwiMViyZwfY7EYAwMDFBYWZrZPD83q9Xrx+/0TuUtyAXrkkUcYGhriAx/4ANdeey0ej4dUKsWkSZPYtm0bu3fvxuVyceWVVxIIBHA4HIyMjDAwMEBBQUFmmGDTNBkaGsJisZCdnT3BeyXnKsupNxERERERERERefPsdjsej4dAIEBHR0dmiLX0/JdDQ0P09vZSWlqqoErOKtM0SaVSbNu2jXXr1rF7925mz57N0qVLqaqqOiJA9fl8FBQUANDd3c3Q0FDmvlAoRDAYJBgMUlJSckQ7kbfD4XBQUFDAihUrKCgowOPxYLPZsNlsGIaBYRhYLBZsNhv5+fn4/X5SqRRtbW2Zi1dM02R4eJjBwUGSySQlJSXHzN8q8lYVFRXh8/lIpVJHrE+fX9Oh6/j5qxOJBG1tbZm5gFOpFPF4nK6uLpxOJ/n5+ROxK3IBa2r6/9u71+Co6vuP4589J3tLNpuE3CPJ5gYhBEhiuBM0UGIpMlVr6VgpU3lQRjp1Oui0MLbaPugMvc1gbbXSwdZa65QinWm1BChaCpSIMCJIoAkYMAlJyBBCiLlsdvfs/4HDKRH6d0UwoO/XE2bP9fubOZOE89nf73tSAwMDys/PV2ZmppKSkpSSkqLs7GwFAgFduHBBXV1dI55Ty7LU1tZmP9uWZSkcDqurq0umadp/EwAfxP9eAAAAAADAdWGaphITEzV+/HgdO3ZMFRUVKikpkWEYGh4eVltbm959913V1NQQVOG6sixLQ0NDeu6553TgwAElJSXpxz/+sQKBgEzTtF/+S1JKSory8vLk8Xh07NgxZWdn2zNc29vbdfr0afX19amkpEQJCQmjNSR8yuTk5CgpKUmlpaWX7VuzZo1CoZCKi4u1cuVKZWZm6sSJEzIMQwcPHtSYMWPkdrtlWZZOnTqlrq4uSbJ/3gLXwvjx49XY2KiOjg6FQiF71vTFfpeJiYlKTk6Ww+FQRkaG0tPT1dHRobfeekvV1dWSpFAopJ6eHjU3N2vatGl2L0zgWrEsS5FIROFw2O6THo1GFYlEFIlE7C8BSFJ6eroyMjLU1tamgwcPatasWTJNU5FIxH5O8/LyVFhYOJpDwg2MgBUAAAAAAFw3OTk5WrFihb773e9Ker/PYGlpqX7/+99r9+7dcrlc+upXv8oygbiujh8/rqeeekovvfSSli9frkWLFsnn86m7u1vS+18G8Pl8crvdcrvdys7O1tKlS/XCCy/o5MmTuu++++Tz+fSLX/xC77zzjqZOnaqqqip6ZOKaufjsXWlZ36SkJA0PDystLU0TJkyQYRiaMmWKFi5cqB/+8IcaGBhQWVmZJOmxxx7T8PCwZs+ercrKSgJWXDNLly7Vr3/9a73yyit64oknVFtbq4GBAR05ckTPP/+8Hn74YTtIlaQ777xT27dv1xNPPKHCwkKNHTtW7e3teuGFF5SYmKgZM2Zo5syZozgifBrNmjVL9fX1evLJJ3XLLbeooKBAQ0NDampq0jPPPKPq6mpVVVXZxy9YsEDhcFjr1q1Tfn6+8vLydOHCBW3YsEFOp1NVVVWaO3fuKI4INzJH9NKv6AEAAAAAAFxDQ0NDOnPmjNatW6fTp0/rvffek8PhUCQSUXFxsaqqqnT//ffL5XIRBOC62b17t77+9a/r9OnTKiwsVHZ2tuLj4+39aWlp+trXvqbZs2crPj5eQ0NDOnTokJ599ll1dnYqHA7bx5aUlGjBggX6whe+wDOL6y4ajWrZsmUaHh5WWVmZHn/8cTkcDp05c0YNDQ166qmnFAwGRyzb+vnPf57wCtfUxWX99+zZo507d+ro0aMyDEOmacrpdCozM1PLli3TuHHj7Bn/ra2t2r9/vzZt2mQvtX4xirjrrrs0b948FRcX04Md19Sbb76pvXv3aufOnQqFQvZ2wzDk9Xp17733qrKy0p6V2t7erkOHDukPf/iDent77TYW0WhUixcv1ty5czVp0iSeU1wRM1gBAAAAAMB14/F4lJubq4ULF+r1119XY2OjLly4oKK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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(24, 20))\n", + "fig.add_subplot(4, 2, (1, 7))\n", + "fig.add_subplot(4, 2, (2, 6))\n", + "fig.add_subplot(4, 2, 8)\n", + "axs = fig.get_axes()\n", + "labels = [\"A\", \"B\", \"C\"]\n", + "for i, ax in enumerate(axs):\n", + " ax.set_axis_off()\n", + " ax.set_title(labels[i], fontweight=\"bold\", fontsize=\"xx-large\")\n", + " img = image.imread(paths[i])\n", + " ax.imshow(img)\n", + "fig.subplots_adjust(wspace=0.0, hspace=-0.3)\n", + "fig.savefig(\"panels/r_0_2/si_seir_outputs.png\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "markdown", + "id": "00396388-7f57-4533-9501-909484f6b1ee", + "metadata": {}, + "source": [ + "### Inference results when sampling and leaving weeks out" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9e767c9b-00fa-4b3a-b6ff-e3e9b73b0cd6", + "metadata": {}, + "outputs": [], + "source": [ + "inferred_seir_path = \"inference_outputs/r_1/bgk_AR1_prev_react_1_3/inferred_SEIR_CI.png\"\n", + "posteriors_path = \"inference_outputs/r_1/bgk_AR1_prev_react_1_3/posteriors.png\"\n", + "inferred_Rt_path = \"inference_outputs/r_1/bgk_AR1_prev_react_1_3/inferred_case_R_t_CI.png\"\n", + "paths = [inferred_seir_path, posteriors_path, inferred_Rt_path]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "f31ce114-7d82-4da5-9ded-0c6e13b5f5c4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(24, 20))\n", + "fig.add_subplot(4, 2, (1, 7))\n", + "fig.add_subplot(4, 2, (2, 6))\n", + "fig.add_subplot(4, 2, 8)\n", + "axs = fig.get_axes()\n", + "labels = [\"A\", \"B\", \"C\"]\n", + "for i, ax in enumerate(axs):\n", + " ax.set_axis_off()\n", + " ax.set_title(labels[i], fontweight=\"bold\", fontsize=\"xx-large\")\n", + " img = image.imread(paths[i])\n", + " ax.imshow(img)\n", + "fig.subplots_adjust(wspace=0.0, hspace=-0.3)\n", + "fig.savefig(\"panels/r_1/sampling_panel_1_3.png\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "markdown", + "id": "587752eb-1e07-4ea6-9be9-2442e1ae75ed", + "metadata": {}, + "source": [ + "### Sampling results all on one plot" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f6d070d2-5c1d-4406-9756-92377c760329", + "metadata": {}, + "outputs": [], + "source": [ + "times = np.arange(0, 91, 1)\n", + "Rt_3on_1off = pd.read_csv(\"inference_outputs/r_1/bgk_AR1_prev_react_3_1/Rt_info.csv\", index_col=0)\n", + "Rt_2on_2off = pd.read_csv(\"inference_outputs/r_1/bgk_AR1_prev_react_2_2/Rt_info.csv\", index_col=0)\n", + "Rt_1on_3off = pd.read_csv(\"inference_outputs/r_1/bgk_AR1_prev_react_1_3/Rt_info.csv\", index_col=0)\n", + "true_R_t = Rt_3on_1off[\"true\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "cd93af92-568b-4b3d-b296-816899754e8f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 2.5))\n", + "plt.plot(times, true_R_t, 'k', \n", + " label=\"True $R_t$\")\n", + "plt.plot(times, Rt_3on_1off[\"mean\"], color=\"blue\")\n", + "plt.fill_between(times, Rt_3on_1off[\"lower\"], Rt_3on_1off[\"upper\"], alpha=0.5,\n", + " label=\"3 weeks on, 1 week off\", color=\"blue\")\n", + "plt.plot(times, Rt_2on_2off[\"mean\"], color=\"green\")\n", + "plt.fill_between(times, Rt_2on_2off[\"lower\"], Rt_2on_2off[\"upper\"], alpha=0.5,\n", + " label=\"2 weeks on, 2 weeks off\", color=\"green\")\n", + "plt.plot(times, Rt_1on_3off[\"mean\"], color=\"goldenrod\")\n", + "plt.fill_between(times, Rt_1on_3off[\"lower\"], Rt_1on_3off[\"upper\"], alpha=0.5,\n", + " label=\"1 week on, 3 weeks off\", color=\"goldenrod\")\n", + "plt.xlabel(\"Time [days]\")\n", + "plt.ylabel(\"$R_t$\")\n", + "# plt.title(\"Inferred $R_t$ for Northern Ireland simulation: Case 2\")\n", + "plt.ylim(0, 16)\n", + "plt.legend()\n", + "# plt.colorbar(cf)\n", + "# plt.show()\n", + "plt.savefig(\"inference_outputs/r_1/sampling_periods.png\", bbox_inches=\"tight\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/epiabm_rt_inference/northern_ireland/northern_ireland_rt_inference.ipynb b/examples/epiabm_rt_inference/northern_ireland/northern_ireland_rt_inference.ipynb new file mode 100644 index 0000000..b407f33 --- /dev/null +++ b/examples/epiabm_rt_inference/northern_ireland/northern_ireland_rt_inference.ipynb @@ -0,0 +1,2225 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "4dda046a-4f8a-42b8-857a-fa924bf79acf", + "metadata": {}, + "source": [ + "# Inferring $R_t$ values from pyEpiabm using an SEIR model" + ] + }, + { + "cell_type": "markdown", + "id": "e5f8ceed-1b5c-4883-9521-43a33bb48677", + "metadata": {}, + "source": [ + "In this notebook we use prevalence and incidence rates from pyEpiabm to infer the $\\beta$, $\\gamma$ and $\\kappa$ values of the\n", + "SEIR model using `seirmo`. We then use $\\beta$, $\\gamma$ and $\\kappa$ to calculate $R_t$ and then compare it to the true underlying\n", + "values." + ] + }, + { + "cell_type": "markdown", + "id": "1de8b910-349b-4c0c-bf17-c1abbd46d60a", + "metadata": {}, + "source": [ + "## Plotting output data from the Northern Ireland simulation" + ] + }, + { + "cell_type": "markdown", + "id": "513f20f9-dfa9-48ac-9807-981a6694f761", + "metadata": {}, + "source": [ + "This notebook takes data from the NI_example of pyEpiabm.\n", + "\n", + "This simulation was run over 90 days with a total population of 1837198 and initial infected number of 100." + ] + }, + { + "cell_type": "markdown", + "id": "64148803-eb3a-4718-b47e-084ed6527259", + "metadata": {}, + "source": [ + "### SIR Plot for Northern Ireland" + ] + }, + { + "cell_type": "markdown", + "id": "b09b4e59-2e8f-458f-b9dd-c35e6f7514e6", + "metadata": {}, + "source": [ + "![SIR Plot](NI_outputs/r_1/SEIR.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "3b7027f3-71f1-4b08-8705-60b42324a221", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "import pints" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a3cb7a1e-4efd-4d46-93a7-47bca5c633ac", + "metadata": {}, + "outputs": [], + "source": [ + "radius = \"r_0_2\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8639d468-91d4-4d97-9eb4-02536cfc3e96", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "seir_data = pd.read_csv(f\"NI_outputs/{radius}/inf_status_history.csv\", dtype=\"int8\", low_memory=False)\n", + "times = seir_data[\"time\"]\n", + "# Get the true result from seir_data\n", + "susceptible_list = []\n", + "exposed_list = []\n", + "infected_list = []\n", + "recovered_list = []\n", + "for t in range(91):\n", + " print(f\"Day {t}\")\n", + " num = seir_data.iloc[t, 1:].value_counts().get(3, 0)\n", + " num += seir_data.iloc[t, 1:].value_counts().get(4, 0)\n", + " num += seir_data.iloc[t, 1:].value_counts().get(5, 0)\n", + " num += seir_data.iloc[t, 1:].value_counts().get(6, 0)\n", + " num += seir_data.iloc[t, 1:].value_counts().get(7, 0)\n", + " num += seir_data.iloc[t, 1:].value_counts().get(8, 0)\n", + " susceptible_list.append(seir_data.iloc[t, 1:].value_counts().get(1, 0))\n", + " exposed_list.append(seir_data.iloc[t, 1:].value_counts().get(2, 0))\n", + " infected_list.append(num)\n", + " recovered_list.append(seir_data.iloc[t, 1:].value_counts().get(9, 0) + seir_data.iloc[t, 1:].value_counts().get(10, 0))\n", + "susceptible = np.array(susceptible_list)\n", + "exposed = np.array(exposed_list)\n", + "infected = np.array(infected_list)\n", + "recovered = np.array(recovered_list)\n", + "plt.plot(times, infected)\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Prevalence\")\n", + "plt.title(\"Underlying prevalence for Northern Ireland simulation\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "88b812c1-8005-40ad-acc3-52738662b035", + "metadata": {}, + "outputs": [], + "source": [ + "plt.plot(times, infected)\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Prevalence\")\n", + "plt.title(\"Underlying prevalence for Ireland simulation, r = 0.2\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "374cc8f0-fc25-4da0-bd81-3d5a0a80780d", + "metadata": {}, + "outputs": [], + "source": [ + "small_seir = pd.DataFrame({\"Susceptible\": susceptible, \"Exposed\": exposed, \"Infected\": infected, \"Recovered\": recovered})\n", + "small_seir.to_csv(\"NI_outputs/r_0_5/seir.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "0fcaea3b-7684-4d15-a050-64c9b5b0a0fc", + "metadata": {}, + "outputs": [], + "source": [ + "small_seir_df = pd.read_csv(f\"NI_outputs/{radius}/seir.csv\", index_col=0)\n", + "susceptible = small_seir_df[\"Susceptible\"]\n", + "exposed = small_seir_df[\"Exposed\"]\n", + "infected = small_seir_df[\"Infected\"]\n", + "recovered = small_seir_df[\"Recovered\"]" + ] + }, + { + "cell_type": "markdown", + "id": "0786d3ce-27c6-42ef-a542-f7d8a2c29b22", + "metadata": {}, + "source": [ + "### Create $R_t$ plot" + ] + }, + { + "cell_type": "markdown", + "id": "efeb2029-5d0a-4588-a69c-b02fdea11671", + "metadata": {}, + "source": [ + "Simulations in pyEpiabm produce true $R_t$ values for each time step in a file named `secondary_infections.csv`. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "89764ca4-d657-4ef6-8606-e99d5a6754b2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "secondary_infections_data = pd.read_csv(f\"NI_outputs/{radius}/secondary_infections.csv\", dtype=\"float32\", low_memory=False)\n", + "plt.plot(secondary_infections_data[\"time\"], secondary_infections_data[\"R_t\"])\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"$R_t$\")\n", + "plt.title(\"$R_t$ values over time for Northern Ireland simulation, r = 0.2\")\n", + "plt.show()\n", + "plt.savefig(f\"NI_outputs/{radius}/simulation_flow_R_t.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "03654807-5c84-4785-8714-94c3a2842c5f", + "metadata": {}, + "source": [ + "### Create secondary infections histogram" + ] + }, + { + "cell_type": "markdown", + "id": "b5a3ac8b-7a3b-4ab8-a0e7-bd10f7f25a33", + "metadata": {}, + "source": [ + "This file also contains data for the secondary infections of each person." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "426a33a1-f30f-4fb1-8ab1-15ea1304c765", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "secondary_infections_data.dropna()\n", + "secondary_infections_only = secondary_infections_data.iloc[:, 2:-1].to_numpy()\n", + "secondary_infections_array = secondary_infections_only.flatten()\n", + "plt.hist(secondary_infections_array, range=(0, 10), log=True)\n", + "plt.xlabel(\"Frequency\")\n", + "plt.ylabel(\"Number of secondary infections\")\n", + "plt.title(\"Secondary infections per infectious period of a person, r = 0.2\")\n", + "plt.show()\n", + "plt.savefig(f\"NI_outputs/{radius}/simulation_flow_secondary_infections.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "127bec77-0df1-4eb0-a6a7-0cc6c6392835", + "metadata": {}, + "source": [ + "### Serial interval histogram" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "756d6be3-1334-42b9-90d9-c43e32470e0e", + "metadata": {}, + "outputs": [], + "source": [ + "# Create serial interval over time plot\n", + "serial_interval_df = pd.read_csv(f\"NI_outputs/{radius}/serial_intervals.csv\",\n", + " index_col=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d6027558-e71a-4262-b990-bf333a18988a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create serial interval histogram\n", + "serial_interval_df.dropna()\n", + "serial_interval_array = serial_interval_df.to_numpy().flatten()\n", + "fig, ax = plt.subplots(1, 1, figsize=(5, 4))\n", + "ax.hist(serial_interval_array, range=(0, 30), log=False, color=\"seagreen\")\n", + "ax.set_xlabel(\"Serial interval [days]\")\n", + "ax.set_ylabel(\"Frequency\")\n", + "# ax.set_title(\"Serial intervals\")\n", + "# plt.show()\n", + "fig.savefig(f\"NI_outputs/{radius}/simulation_flow_serial_intervals.png\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "84351ff4-2288-48af-be10-0c627946cf95", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "serial_interval_pdf = np.array([np.count_nonzero(serial_interval_array == i)\n", + " for i in range(91)]) / len(serial_interval_array[~np.isnan(serial_interval_array)])\n", + "# print(serial_interval_pdf)\n", + "# print(np.sum(serial_interval_pdf))" + ] + }, + { + "cell_type": "markdown", + "id": "ce0a931c-e25a-48da-bdbd-c3b193f34b35", + "metadata": {}, + "source": [ + "## Crude estimates for $\\beta$, $\\kappa$ and $\\gamma$" + ] + }, + { + "cell_type": "markdown", + "id": "9d8be84c-de36-4ec0-b9e8-29aabb222fdc", + "metadata": {}, + "source": [ + "In this section, we will use the governing ODEs:\n", + "\n", + "\\begin{equation}\n", + " \\frac{dS(t)}{dt} = -\\frac{\\beta}{N} S(t)I(t),\n", + "\\end{equation}\n", + "\\begin{equation} \\frac{dE(t)}{dt} = \\frac{\\beta}{N} S(t)I(t) - \\kappa E(t),\n", + "\\end{equation}\n", + "\\begin{equation}\n", + " \\frac{dI(t)}{dt} = \\kappa E(t) - \\gamma I(t), \n", + "\\end{equation}\n", + "\n", + "\\begin{equation}\n", + " \\frac{dR(t)}{dt} = \\gamma I(t),\n", + "\\end{equation}\n", + "\n", + "to give crude estimates for what $\\beta$, $\\kappa$ and $\\gamma$ should be as a comparison." + ] + }, + { + "cell_type": "markdown", + "id": "1fcd0799-ddc3-4df8-a7b9-f70624fbf5d6", + "metadata": {}, + "source": [ + "We will do this by estimating the gradients of the true compartmental values using `np.gradient` to retrieve an array\n", + "of estimates for $\\beta$ (eq. 1) then $\\gamma$ (eq. 4) and then $\\kappa$ (eq. 3)." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "e70dd92d-457f-4e73-9578-8879722852f4", + "metadata": {}, + "outputs": [], + "source": [ + "dS_dt = np.gradient(susceptible)\n", + "dE_dt = np.gradient(exposed)\n", + "dI_dt = np.gradient(infected)\n", + "dR_dt = np.gradient(recovered)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "cd600ec3-0ba4-4915-8cb0-7c9ad5ac6fc7", + "metadata": {}, + "outputs": [], + "source": [ + "pop_size = 1837198\n", + "times = np.array([i for i in range(91)])\n", + "beta_estimate = - dS_dt * pop_size / (susceptible * infected)\n", + "gamma_estimate = dR_dt / infected\n", + "kappa_estimate_eq_3 = (dI_dt + gamma_estimate * infected) / exposed\n", + "kappa_estimate_eq_2 = (beta_estimate / pop_size * susceptible * infected - dE_dt) / exposed" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "f78756c6-de49-4472-b6a9-82bc89b749a3", + "metadata": {}, + "outputs": [], + "source": [ + "epiabm_gamma, epiabm_kappa = 1/9.41, 1/4.59" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "1f04d30d-27c0-4f1d-8fa0-6aec66e6125c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(nrows=3, ncols=1, figsize=(6, 7.5), sharex=True)\n", + "axs[0].plot(times, beta_estimate, color=\"goldenrod\")\n", + "axs[0].set_ylabel(\"Infection rate, $\\\\beta$\")\n", + "axs[1].plot(times, kappa_estimate_eq_3, color=\"blue\")\n", + "axs[1].axhline(epiabm_kappa, color=\"blue\", alpha=0.7, linestyle=\"--\", label=\"EpiABM value\")\n", + "axs[1].set_ylabel(\"Incubation rate, $\\\\kappa$\")\n", + "axs[1].legend()\n", + "axs[2].plot(times, gamma_estimate, color=\"green\")\n", + "axs[2].axhline(epiabm_gamma, color=\"green\", alpha=0.7, linestyle=\"--\", label=\"EpiABM value\")\n", + "axs[2].set_ylabel(\"Recovery rate, $\\\\gamma$\")\n", + "axs[2].set_xlabel(\"Time [days]\")\n", + "axs[2].legend()\n", + "axs[0].set_ylim(0, 3)\n", + "fig.subplots_adjust(hspace=0.1)\n", + "# plt.title(\"Crude estimates\")\n", + "# fig.suptitle(\"Time-varying estimates for the SEIR model parameters\")\n", + "fig.savefig(f\"NI_outputs/{radius}/crude_estimates.png\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "71e1e966-eec9-40b3-8ba0-c15b655848d4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean beta: 1.1440392445594774, std dev beta: 0.9950252339532715\n", + "Mean gamma: 0.09434128060670348, std dev gamma: 0.02956873541781855\n", + "Mean kappa (eq 2): 0.21927660365740256, std dev kappa (eq 2): 0.02200845268322687\n", + "Mean kappa (eq 3): 0.21927660365740256, std dev kappa (eq 3): 0.022008452683226862\n" + ] + } + ], + "source": [ + "param_df = pd.DataFrame({\"beta\": beta_estimate, \"gamma\": gamma_estimate, \"kappa_eq_3\": kappa_estimate_eq_3,\n", + " \"kappa_eq_2\": kappa_estimate_eq_2})\n", + "param_df.replace(np.inf, 0, inplace=True)\n", + "\n", + "# We replace any zeros with NaNs as these will not contribute to the beta, gamma and kappa values\n", + "param_df.replace(0, np.nan, inplace=True)\n", + "print(f\"Mean beta: {np.mean(param_df[\"beta\"])}, std dev beta: {np.std(param_df[\"beta\"])}\")\n", + "print(f\"Mean gamma: {np.mean(param_df[\"gamma\"])}, std dev gamma: {np.std(param_df[\"gamma\"])}\")\n", + "print(f\"Mean kappa (eq 2): {np.mean(param_df[\"kappa_eq_2\"])}, std dev kappa (eq 2): {np.std(param_df[\"kappa_eq_2\"])}\")\n", + "print(f\"Mean kappa (eq 3): {np.mean(param_df[\"kappa_eq_3\"])}, std dev kappa (eq 3): {np.std(param_df[\"kappa_eq_3\"])}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "2ac81c94-868d-4f51-b758-cf3ccf60a4a4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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/PzZu3AgASEtLw7Fjx9C/f39cuXLF0PecnBw8/PDD2L59u0kn8rm4uBj+n5mZicuXLyMmJgYnT55EZmamye3V27RpEwIDA/Hoo48apjk7O2Po0KH3rDsnJweXL19GdHQ0RAT79+8vNv/d25l+e3J1dcWTTz5pmN6gQQN4enoabWd6zz33HFQqleFxmzZtim2n+u23aPm723rt2jVkZmaiQ4cOJm2n5vbzhRdeMHrcoUMHo/Zs3LgRDg4OePHFF43a/fLLL9+3LXf7559/EBMTA51Oh+3btyM4OLjUdutfXx06dEBubi4OHz5sNK+DgwOGDRtmeOzk5IRhw4bh4sWL2Lt3r9G899u2i9Ztyjq7m1qtNpz0WVBQgCtXrsDNzQ0NGjQwabxKIiJYu3YtevbsCREx2k/HxcUhMzPTsGxT92tr166FSqXChAkTitV393YKAF26dEG9evUMj5s0aQKtVlvidl5effv2NXrPatOmDQDgmWeeMbrYo02bNrh9+7ZhH5uUlITr16+jX79+RuvH3t4ebdq0KfF97O4LKPSXmd++fRs//vgjgDvbur29PV555RWjcqNHj4aI4Icffrhvf55//nmj9dmhQwcUFBTgzJkzpqyOe7Lqyb5arRbAnRejOerUqVPmOvUrKTQ0tNhzRV9Qx44dQ2ZmJnx8fEpc1sWLF0ut5/jx4xARjB8/HuPHjy+1fGBgICZPnoxevXqhfv36aNSoEbp164YBAwagSZMm5nStmFq1ahk99vDwgLOzM7y8vIpNv3LlitG0Tz/9FDNnzsThw4eh0+kM001Z95XV90uXLiE3NxcNGjQo9lxYWBgKCwvx999/IyIiwqz+3K3odqNSqRASEoLTp08DgCGQJSQklLqMzMxMVKtW7Z71/PLLL5gwYQJ27dqF3NzcYuXv3qGZ4syZM6hXr16xHXFISEixec+ePYt33nkH33zzDa5du1as7rs5OzvD29vbaJqHhwdq1qxZrC4PD49iywNK3k4BICgo6L7lv/vuO7z77rtIS0tDXl6eYXrRuktS3n5Wq1bNqNyZM2fg7+8PNzc3o/lK2h7vZcCAAXBwcMBff/0FPz+/Ys8fOnQIb7/9Nn766adiwbxouwMCAoqdwF6/fn0Ad+5v07ZtW8P0+23bgHnrrKjCwkLMnTsXCxcuxKlTp1BQUGB4rkaNGvcsW5pLly7h+vXrWLp0aalXtt69nzZlv3bixAkEBASgevXq962/6LYLFN8uKoo5rxMAhjbo90kPPfRQicvVvw/r2dnZGX0QBIy3GeDOth4QEFDsIERYWJjheXP7o98nVsS6s3qQCQgIwMGDB80qd/enAr3Sdlx3v1jMVVhYCB8fH6xYsaLE54vu2IqWBYAxY8YgLi6uxHn0byIdO3bEiRMn8PXXX2PLli346KOPMHv2bCxevNjo0665SjrSUNrRBxEx/P+LL77AoEGD0Lt3b4wdOxY+Pj6wt7dHYmIiTpw4cd96q0LfTVXStlQe+r5Pnz691EtHi77RFXXixAk8/PDDaNiwIWbNmoWgoCA4OTlh48aNmD17tkUvzSwoKEBsbCyuXr2Kf//732jYsCFcXV1x7tw5DBo0qFjdpW1PpmxnZVnG3eV37NiBRx99FB07dsTChQvh7+8PR0dHLFu2DCtXriy1j0DF9dMSHn/8cXz22WeYO3cuEhMTjZ67fv06YmJioNVqMXnyZNSrVw/Ozs7Yt28f/v3vf1epbaOoqVOnYvz48Xj22WcxZcoUVK9eHXZ2dhg5cmSZ260v98wzz5T64UH/oai8+7WSmLOdl1dZX2v6dfT555+XGIwr49YdgGXXndV79Mgjj2Dp0qXYtWsXoqKiyrwcfZorenOxoslQf5i2pK8yjhw5YvS4Xr16+PHHH9GuXTuz3/D0idbR0RFdunS57/zVq1fH4MGDMXjwYGRnZ6Njx46YOHGi4c3clE+YFWXNmjWoW7cu1q1bZ1Rv0UOtpbWpovtuKm9vb2g0mmLjCACHDx+GnZ1dsU8v5iq63YgIjh8/bthZ6g8za7Xa+/a9tPX37bffIi8vD998843Rp5Z7fZV5P8HBwfjzzz8hIkb1Hj9+3Gi+AwcO4OjRo/j0008xcOBAw/SkpKQy120pa9euhbOzMzZv3mx0ieeyZcvuW9YS/QwODsbWrVuRnZ1tFFZL2h7v5eWXX0ZISAjeeecdeHh44I033jA8l5ycjCtXrmDdunXo2LGjYfqpU6dKXNb58+eL3Vbg6NGjAFDs7rH327bLu87WrFmDzp074+OPPzaafv36daOjxObs67y9veHu7o6CgoL7vt5M3a/Vq1cPmzdvxtWrV006KlMW1tyf6/dJPj4+Ju2PCwsLcfLkScNRGKD4NhMcHIwff/wRN27cMDoqo/9qs+jXoWVV1vVk9Tv7vv7663B1dcWQIUOQkZFR7PkTJ05g7ty5911OcHAw7O3tsX37dqPpCxcuNHrs7++PZs2a4dNPPzU6FJqUlIQ///zTaN4nn3wSBQUFmDJlSrH68vPz73lHVh8fH3Tq1AlLlizBhQsXij2vvw8KgGJf67i5uSEkJMToULl+R2SNu8Dqk/LdyfjXX3/Frl27jObTaDQltqmi+25Ou7t27Yqvv/7a6HB4RkYGVq5cifbt2xc7jGquzz77zOir0DVr1uDChQvo3r07ACAyMhL16tXDjBkzkJ2dXaz83X0vbUxLWv+ZmZkmvUGXJi4uDufOncM333xjmHbr1i18+OGH961bREx6DVqbvb09VCqV0VHX06dPm/RTFZboZ48ePZCfn49FixYZphUUFGDevHlmL2v8+PEYM2YMxo0bZ7S8ktp9+/btYvs5vfz8fCxZssRo3iVLlsDb2xuRkZFG895v2y7vOrO3ty/2aXv16tWGczn0zNnX2dvb44knnsDatWtLPLJ/9+vN1P3aE088AREx3OzzbhV1pMWa+/O4uDhotVpMnTrV6Os0vbvXkd78+fMN/xcRzJ8/H46Ojnj44YcB3NnWCwoKjOYDgNmzZ0OlUhm2mfJydXUt0zqy+hGZevXqYeXKlXjqqacQFhZmdGffnTt3YvXq1Sbd1c/DwwN9+/bFvHnzoFKpUK9ePXz33XclnseSmJiI+Ph4tG/fHs8++yyuXr2KefPmISIiwujNJyYmBsOGDUNiYiLS0tLQtWtXODo64tixY1i9ejXmzp2LPn36lNqmBQsWoH379mjcuDGGDh2KunXrIiMjA7t27cI///yD33//HQAQHh6OTp06ITIyEtWrV0dqairWrFljdMKVfqfzyiuvIC4uDvb29nj66adNXc1meeSRR7Bu3To89thjiI+Px6lTp7B48WKEh4cbrR8XFxeEh4fjq6++Qv369VG9enU0atQIjRo1qtC+m+Pdd99FUlIS2rdvj5deegkODg5YsmQJ8vLy8J///Kfc66Z69epo3749Bg8ejIyMDMyZMwchISGGk2bt7Ozw0UcfoXv37oiIiMDgwYMRGBiIc+fOYdu2bdBqtfj2228B/P+YvvXWW3j66afh6OiInj17omvXrnByckLPnj0xbNgwZGdn48MPP4SPj0+xYLh8+XIMHjwYy5Ytu+frZNiwYZg/fz769euHV199Ff7+/lixYoXhZor6Tz4NGzZEvXr1MGbMGJw7dw5arRZr1661yHf+5RUfH49Zs2ahW7du6N+/Py5evIgFCxYgJCQEf/zxxz3LWqKfPXv2RLt27fDGG2/g9OnTCA8Px7p168p0cjZw5+vJzMxMDB8+HO7u7njmmWcQHR2NatWqISEhAa+88gpUKhU+//zzUt9gAwICMG3aNJw+fRr169fHV199hbS0NCxdurTYjdfut22Xd5098sgjmDx5MgYPHozo6GgcOHAAK1asKHY+Rr169eDp6YnFixfD3d0drq6uaNOmTanns73//vvYtm0b2rRpg6FDhyI8PBxXr17Fvn378OOPP+Lq1auG+k3Zr3Xu3BkDBgzABx98gGPHjqFbt24oLCzEjh070Llz5wq5k7i5fSwPrVaLRYsWYcCAAWjRogWefvppeHt74+zZs/j+++/Rrl07o0Di7OyMTZs2ISEhAW3atMEPP/yA77//Hm+++abhdIqePXuic+fOeOutt3D69Gk0bdoUW7Zswddff42RI0canQBdHpGRkVi0aBHeffddhISEwMfHp9RzfYyYfZ1TBTl69KgMHTpUateuLU5OTuLu7i7t2rWTefPmGV1SiP/dhKgkly5dkieeeEI0Go1Uq1ZNhg0bJgcPHizxMre1a9dKWFiYqNVqCQ8PL/WGeCIiS5culcjISHFxcRF3d3dp3LixvP7663L+/Pn79uvEiRMycOBA8fPzE0dHRwkMDJRHHnlE1qxZY5jn3XffldatW4unp6e4uLhIw4YN5b333jO6T01+fr68/PLL4u3tLSqVyuhSbJRy+bX+Ujk9/c2OitLfOEuvsLBQpk6dKsHBwaJWq6V58+by3Xfflbh+du7cKZGRkeLk5FSsHRXV95KUdvm1yJ0b4sXFxYmbm5toNBrp3Lmz7Ny502iekm4+di/6S1S//PJLGTdunPj4+IiLi4vEx8eXeNnp/v375fHHH5caNWqIWq2W4OBgefLJJ2Xr1q1G802ZMkUCAwPFzs7O6FLsb775Rpo0aWK4idm0adPkk08+KXa59rx58wSAbNq06b59OHnypMTHx4uLi4t4e3vL6NGjZe3atQLA6B47f/75p3Tp0kXc3NzEy8tLhg4daris9O7Xkanbk15wcLDRpfaljYE52+/HH38soaGholarpWHDhrJs2TJD+fspbz9LqufKlSsyYMAAww3xBgwYUK4b4hUUFEi/fv3EwcHBcOn8L7/8Im3bthUXFxcJCAiQ119/XTZv3lzsMvqSbogXHBxc7F5E5mzbpq6zkty6dUtGjx4t/v7+4uLiIu3atZNdu3ZJTExMsUtsv/76a8MNT01ZdkZGhgwfPlyCgoLE0dFR/Pz85OGHH5alS5ca5jFnv5afny/Tp0+Xhg0bipOTk3h7e0v37t1l7969hnlKey8qerlxaUrr471uiHc3/bgVvQFkaa+rbdu2SVxcnHh4eIizs7PUq1dPBg0aJKmpqYZ5Srohnq+vr0yYMKHYpfM3btyQ1157TQICAsTR0VFCQ0PNuiFeSe0rug2np6dLfHy8uLu7C8y4IZ5KxAJnKRGRRTz55JM4ffo0fvvttzKVnzNnDl577TX8888/CAwMrODWUWXq1KkTLl++fN+LKZKTk9G5c2esXr36nkeY6cE3aNAgrFmzpsSvxZWkck5fJiKziQiSk5PxxRdfmDT/zZs3jU5av3XrFpYsWYLQ0FCGGCJ6YDDIECmESqW6572Minr88cdRq1YtNGvWDJmZmfjiiy9w+PDhUm8vQESkRAwyRA+ouLg4fPTRR1ixYgUKCgoQHh6OVatW4amnnqrsphERVRieI0NERESKZfX7yBARERFVFAYZIiIiUixFnCNTWFiI8+fPw93d3aq3eiYiIqKyExHcuHEDAQEBhl9Dr2iKCDLnz58v92/mEBERUeX4+++/UbNmTYssWxFBRv8jVX///Xe5fztHSXQ6HbZs2WL4qQR6sHG8bQvH27bY6nhnZWUhKCjI6McmK5oigoz+6yStVmtzQUaj0UCr1drUhm+rON62heNtW2x9vC15WghP9iUiIiLFYpAhIiIixWKQISIiIsVikCEiIiLFYpAhIiIixWKQISIiIsVikCEiIiLFYpAhIiIixWKQISIiIsVikCEiIiLFYpAhIiIixWKQISIiIsVSxI9GKl1ubi4OHz5sdrnsm3nYeeAEqnmlws1FbXb5hg0bQqPRmF2OiIhIKRhkrODw4cOIjIwsc/n/lLHc3r170aJFizLXS0REVNUxyFhBw4YNsXfvXrPLHblwHaNWH8Csvo3RwN+zTPUSERE9yBhkrECj0ZTpyIjdmStQ77iJsEZN0Sy4hgVaRkREpGw82ZeIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUy6wgs2jRIjRp0gRarRZarRZRUVH44Ycf7llm9erVaNiwIZydndG4cWNs3LixXA0mIiIi0jMryNSsWRPvv/8+9u7di9TUVDz00EPo1asXDh06VOL8O3fuRL9+/fDcc89h//796N27N3r37o2DBw9WSOOJiIjItpkVZHr27IkePXogNDQU9evXx3vvvQc3Nzfs3r27xPnnzp2Lbt26YezYsQgLC8OUKVPQokULzJ8/v0IaT0RERLatzL9+XVBQgNWrVyMnJwdRUVElzrNr1y6MGjXKaFpcXBw2bNhwz2Xn5eUhLy/P8DgrKwsAoNPpoNPpytpkxcnPzzf8a0v9tlX6MeZY2waOt22x1fG2Rn/NDjIHDhxAVFQUbt26BTc3N6xfvx7h4eElzpueng5fX1+jab6+vkhPT79nHYmJiZg0aVKx6Vu2bIFGozG3yYr1dzYAOGD37t04x2/jbEZSUlJlN4GsiONtW2xtvHNzcy1eh9lBpkGDBkhLS0NmZibWrFmDhIQE/Pzzz6WGmbIYN26c0ZGcrKwsBAUFoWvXrtBqtRVWT1X3+9mrwIFUtG3bFk1rVa/s5pCF6XQ6JCUlITY2Fo6OjpXdHLIwjrdtsdXx1n+jYklmBxknJyeEhIQAACIjI7Fnzx7MnTsXS5YsKTavn58fMjIyjKZlZGTAz8/vnnWo1Wqo1epi0x0dHW1qA3BwcDD8a0v9tnW2tp3bOo63bbG18bZGX8t9H5nCwkKj81nuFhUVha1btxpNS0pKKvWcGiIiIiJzmHVEZty4cejevTtq1aqFGzduYOXKlUhOTsbmzZsBAAMHDkRgYCASExMBAK+++ipiYmIwc+ZMxMfHY9WqVUhNTcXSpUsrvidERERkc8wKMhcvXsTAgQNx4cIFeHh4oEmTJti8eTNiY2MBAGfPnoWd3f8f5ImOjsbKlSvx9ttv480330RoaCg2bNiARo0aVWwviIiIyCaZFWQ+/vjjez6fnJxcbFrfvn3Rt29fsxpFREREZAr+1hIREREpFoMMERERKRaDDBERESkWgwwREREpFoMMERERKRaDDBERESkWgwwREREpFoMMERERKRaDDBERESkWgwwREREpFoMMERERKRaDDBERESkWgwwREREpFoMMERERKRaDDBERESkWgwwREREpFoMMERERKRaDDBERESkWgwwREREpFoMMERERKRaDDBERESkWgwwREREpFoMMERERKRaDDBERESkWgwwREREpFoMMERERKRaDDBERESkWgwwREREpFoMMERERKRaDDBERESkWgwwREREpFoMMERERKRaDDBERESkWgwwREREpFoMMERERKRaDDBERESkWgwwREREpFoMMERERKRaDDBERESkWgwwREREpFoMMERERKRaDDBERESkWgwwREREplllBJjExEa1atYK7uzt8fHzQu3dvHDly5J5lli9fDpVKZfTn7OxcrkYTERERAWYGmZ9//hnDhw/H7t27kZSUBJ1Oh65duyInJ+ee5bRaLS5cuGD4O3PmTLkaTURERAQADubMvGnTJqPHy5cvh4+PD/bu3YuOHTuWWk6lUsHPz69sLSQiIiIqhVlBpqjMzEwAQPXq1e85X3Z2NoKDg1FYWIgWLVpg6tSpiIiIKHX+vLw85OXlGR5nZWUBAHQ6HXQ6XXmarCj5+fmGf22p37ZKP8Yca9vA8bYttjre1uivSkSkLAULCwvx6KOP4vr160hJSSl1vl27duHYsWNo0qQJMjMzMWPGDGzfvh2HDh1CzZo1SywzceJETJo0qdj0lStXQqPRlKW5ivR3NjDjgAPGNM5HkFtlt4aIiMg8ubm56N+/PzIzM6HVai1SR5mDzIsvvogffvgBKSkppQaSkuh0OoSFhaFfv36YMmVKifOUdEQmKCgIly9fttiKqIp+P3sVfT5MxZqhLdG01r2PepHy6XQ6JCUlITY2Fo6OjpXdHLIwjrdtsdXxzsrKgpeXl0WDTJm+WhoxYgS+++47bN++3awQAwCOjo5o3rw5jh8/Xuo8arUaarW6xLK2tAE4ODgY/rWlfts6W9vObR3H27bY2nhbo69mXbUkIhgxYgTWr1+Pn376CXXq1DG7woKCAhw4cAD+/v5mlyUiIiK6m1lHZIYPH46VK1fi66+/hru7O9LT0wEAHh4ecHFxAQAMHDgQgYGBSExMBABMnjwZbdu2RUhICK5fv47p06fjzJkzGDJkSAV3hYiIiGyNWUFm0aJFAIBOnToZTV+2bBkGDRoEADh79izs7P7/QM+1a9cwdOhQpKeno1q1aoiMjMTOnTsRHh5evpYTERGRzTMryJhyXnBycrLR49mzZ2P27NlmNYqIiIjIFPytJSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsB3NmTkxMxLp163D48GG4uLggOjoa06ZNQ4MGDe5ZbvXq1Rg/fjxOnz6N0NBQTJs2DT169ChXwyvLqcs5yMnLt0pdJy7lGP51cDBrqMrMVe2AOl6uVqmLiIiovMx6d/z5558xfPhwtGrVCvn5+XjzzTfRtWtX/Pnnn3B1LfnNb+fOnejXrx8SExPxyCOPYOXKlejduzf27duHRo0aVUgnrOXU5Rx0npFs9XpHrzlg1fq2jenEMENERIpgVpDZtGmT0ePly5fDx8cHe/fuRceOHUssM3fuXHTr1g1jx44FAEyZMgVJSUmYP38+Fi9eXMZmVw79kZg5TzVDiI+b5eu7mYfvknfhkU5RcHVRW7y+4xezMfKrNKsdcSIiIiqvcn1fkZmZCQCoXr16qfPs2rULo0aNMpoWFxeHDRs2lFomLy8PeXl5hsdZWVkAAJ1OB51OV44Wl09+/p03+NrVndHAR2Px+nQ6R6R7A40D3ODo6Gjx+vT9y8/Pr9T1bKv065zr3jZwvG2LrY63Nfpb5iBTWFiIkSNHol27dvf8iig9PR2+vr5G03x9fZGenl5qmcTEREyaNKnY9C1btkCjsXyAKM3f2QDggJSUFJyx/AEZg6SkJKvUU1n9I2PWGm+qGjjetsXWxjs3N9fidZQ5yAwfPhwHDx5ESkpKRbYHADBu3DijozhZWVkICgpC165dodVqK7w+Ux06n4UZB3ajffv2iAiwfDt0Oh2SkpIQGxtrlSMy1u4fGbP2eFPl4njbFlsdb/03KpZUpiAzYsQIfPfdd9i+fTtq1qx5z3n9/PyQkZFhNC0jIwN+fn6lllGr1VCri58T4ujoWKkbgP7KIQcHB6u2w1r9rqz+kbHK3s7JujjetsXWxtsafTXrPjIighEjRmD9+vX46aefUKdOnfuWiYqKwtatW42mJSUlISoqyryWEhERERVh1hGZ4cOHY+XKlfj666/h7u5uOM/Fw8MDLi4uAICBAwciMDAQiYmJAIBXX30VMTExmDlzJuLj47Fq1SqkpqZi6dKlFdwVIiIisjVmHZFZtGgRMjMz0alTJ/j7+xv+vvrqK8M8Z8+exYULFwyPo6OjsXLlSixduhRNmzbFmjVrsGHDBsXdQ4aIiIiqHrOOyIjIfedJTk4uNq1v377o27evOVURERER3Rd/a4mIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUy+wgs337dvTs2RMBAQFQqVTYsGHDPedPTk6GSqUq9peenl7WNhMREREBKEOQycnJQdOmTbFgwQKzyh05cgQXLlww/Pn4+JhbNREREZERB3MLdO/eHd27dze7Ih8fH3h6eppdjoiIiKg0ZgeZsmrWrBny8vLQqFEjTJw4Ee3atSt13ry8POTl5RkeZ2VlAQB0Oh10Op3F21qa/Px8w7/WaIe+Dmv12dr9I2PWHm+qXBxv22Kr422N/lo8yPj7+2Px4sVo2bIl8vLy8NFHH6FTp0749ddf0aJFixLLJCYmYtKkScWmb9myBRqNxtJNLtXf2QDggJSUFJxxs169SUlJVqmnsvpHxqw13lQ1cLxti62Nd25ursXrUImIlLmwSoX169ejd+/eZpWLiYlBrVq18Pnnn5f4fElHZIKCgnD58mVotdqyNrfcDp3PQu9Fu7HhxbaICLB8O3Q6HZKSkhAbGwtHR0eL12ft/pExa483VS6Ot22x1fHOysqCl5cXMjMzLfb+bbWvlu7WunVrpKSklPq8Wq2GWq0uNt3R0bFSNwAHBwfDv9Zsh7X6XVn9I2OVvZ2TdXG8bYutjbc1+lop95FJS0uDv79/ZVRNREREDxCzj8hkZ2fj+PHjhsenTp1CWloaqlevjlq1amHcuHE4d+4cPvvsMwDAnDlzUKdOHURERODWrVv46KOP8NNPP2HLli0V1wsiIiKySWYHmdTUVHTu3NnweNSoUQCAhIQELF++HBcuXMDZs2cNz9++fRujR4/GuXPnoNFo0KRJE/z4449GyyAiIiIqC7ODTKdOnXCv84OXL19u9Pj111/H66+/bnbDiIiIiO6Hv7VEREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREimV2kNm+fTt69uyJgIAAqFQqbNiw4b5lkpOT0aJFC6jVaoSEhGD58uVlaCoRERGRMbODTE5ODpo2bYoFCxaYNP+pU6cQHx+Pzp07Iy0tDSNHjsSQIUOwefNmsxtLREREdDcHcwt0794d3bt3N3n+xYsXo06dOpg5cyYAICwsDCkpKZg9ezbi4uLMrZ6IiIjIwOwgY65du3ahS5cuRtPi4uIwcuTIUsvk5eUhLy/P8DgrKwsAoNPpoNPpLNJOU+Tn5xv+tUY79HVYq8/W7h8Zs/Z4U+XieNsWWx1va/TX4kEmPT0dvr6+RtN8fX2RlZWFmzdvwsXFpViZxMRETJo0qdj0LVu2QKPRWKyt9/N3NgA4ICUlBWfcrFdvUlKSVeqprP6RMWuNN1UNHG/bYmvjnZuba/E6LB5kymLcuHEYNWqU4XFWVhaCgoLQtWtXaLXaSmvXofNZmHFgN9q3b4+IAMu3Q6fTISkpCbGxsXB0dLR4fdbuHxmz9nhT5eJ42xZbHW/9NyqWZPEg4+fnh4yMDKNpGRkZ0Gq1JR6NAQC1Wg21Wl1suqOjY6VuAA4ODoZ/rdkOa/W7svpHxip7Oyfr4njbFlsbb2v01eL3kYmKisLWrVuNpiUlJSEqKsrSVRMREdEDzuwgk52djbS0NKSlpQG4c3l1Wloazp49C+DO10IDBw40zP/CCy/g5MmTeP3113H48GEsXLgQ//3vf/Haa69VTA+IiIjIZpkdZFJTU9G8eXM0b94cADBq1Cg0b94c77zzDgDgwoULhlADAHXq1MH333+PpKQkNG3aFDNnzsRHH33ES6+JiIio3Mw+R6ZTp04QkVKfL+muvZ06dcL+/fvNrYqIiIjonvhbS0RERKRYDDJERESkWAwyREREpFgMMkRERKRYDDJERESkWAwyREREpFgMMkRERKRYDDJERESkWAwyREREpFgMMkRERKRYDDJERESkWAwyREREpFgMMkRERKRYDDJERESkWAwyREREpFgMMkRERKRYDDJERESkWAwyREREpFgMMkRERKRYDDJERESkWAwyREREpFgMMkRERKRYDpXdAKVROWThVNYR2Dm7Wbyu/Px8nM8/j7+u/gUHB8sP1amsbKgcsixeDxERUUVhkDGTo+evePO3qVatc+GmhVary9HzYQA9rFYfERFReTDImEl3vQ1mxvdHPR/rHJH5JeUXtGvfzipHZE5czMYrK05YvB4iIqKKwiBjJsnXoo62AcJreFi8Lp1Oh1MOpxBWPQyOjo4Wr6/wViYk/5LF6yEiIqooPNmXiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSrTEFmwYIFqF27NpydndGmTRv89ttvpc67fPlyqFQqoz9nZ+cyN5iIiIhIz+wg89VXX2HUqFGYMGEC9u3bh6ZNmyIuLg4XL14stYxWq8WFCxcMf2fOnClXo4mIiIiAMgSZWbNmYejQoRg8eDDCw8OxePFiaDQafPLJJ6WWUalU8PPzM/z5+vqWq9FEREREAOBgzsy3b9/G3r17MW7cOMM0Ozs7dOnSBbt27Sq1XHZ2NoKDg1FYWIgWLVpg6tSpiIiIKHX+vLw85OXlGR5nZWUBAHQ6HXQ6nTlNrlD5+fmGf63RDn0d1uqztftHxqw93lS5ON62xVbH2xr9NSvIXL58GQUFBcWOqPj6+uLw4cMllmnQoAE++eQTNGnSBJmZmZgxYwaio6Nx6NAh1KxZs8QyiYmJmDRpUrHpW7ZsgUajMafJFervbABwQEpKCs64Wa/epKQkq9RTWf0jY9Yab6oaON62xdbGOzc31+J1mBVkyiIqKgpRUVGGx9HR0QgLC8OSJUswZcqUEsuMGzcOo0aNMjzOyspCUFAQunbtCq1Wa+kml+rQ+SzMOLAb7du3R0SA5duh0+mQlJSE2NhYODo6Wrw+a/ePjFl7vKlycbxti62Ot/4bFUsyK8h4eXnB3t4eGRkZRtMzMjLg5+dn0jIcHR3RvHlzHD9+vNR51Go11Gp1iWUrcwNwcHAw/GvNdlir35XVPzJW2ds5WRfH27bY2nhbo69mnezr5OSEyMhIbN261TCtsLAQW7duNTrqci8FBQU4cOAA/P39zWspERERURFmf7U0atQoJCQkoGXLlmjdujXmzJmDnJwcDB48GAAwcOBABAYGIjExEQAwefJktG3bFiEhIbh+/TqmT5+OM2fOYMiQIRXbEyIiIrI5ZgeZp556CpcuXcI777yD9PR0NGvWDJs2bTKcAHz27FnY2f3/gZ5r165h6NChSE9PR7Vq1RAZGYmdO3ciPDy84npBRERENqlMJ/uOGDECI0aMKPG55ORko8ezZ8/G7Nmzy1INERER0T3xt5aIiIhIsRhkiIiISLEYZIiIiEixGGSIiIhIsRhkiIiISLEYZIiIiEixGGSIiIhIsRhkiIiISLEYZIiIiEixGGSIiIhIsRhkiIiISLEYZIiIrKygoAA///wztm/fjp9//hkFBQWV3SSyII63ZTHIEBFZ0bp16xASEoLY2FjMmjULsbGxCAkJwbp16yq7aWQBHG/LK9OvXxMRkfnWrVuHPn36ID4+Hq+99hqOHTuG0NBQJCUloU+fPlizZg0ef/zxym4mVRCOt3UwyBARWUFBQQFGjx6NyMhIHDhwAN99953hueDgYERGRmLMmDHo1asX7O3tK7GlVBE43tbDr5aIiKxgx44dOH36NFJTU9GkSRPs2LEDX375JXbs2IEmTZogNTUVp06dwo4dOyq7qVQBON7WwyBDRGQF586dAwB0794dGzZsQJs2beDi4oI2bdpgw4YN6N69u9F8pGwcb+thkCEisoJLly4BAB5//HHY2Rnveu3s7NC7d2+j+UjZON7Ww3NkiIjKITc3F4cPH77vfNnZ2QCA5cuXo1mzZsjN02HngROo5pUKjdoRn376qWG+ffv23Xd5DRs2hEajKV/jyWwc76qHQYaIqBwOHz6MyMhIk+f/5Zdf0KpVK8Pj/xR5fvz48Rg/fvx9l7N37160aNHC5HqpYnC8qx4GGSKicmjYsCH27t173/kKCgrQu3dveHp64vr16zh//rzhuYCAAHh6eiIzMxPr16836SqWhg0blqvdVDYc76qHQYaI6H9OXc5BTl6+2eWcfOuZNN/Yie9j1LAEdHy4K7r/6wWsP3AZjzX2wvH9v2D71i2YteRTuATUN2lZJ6/pgGuZZrXTVe2AOl6uZpV5kHG8HwwMMma4qbtzW+mD58zbmMoq52YeUi8BfmeuwdVFbfH6jl/MtngdRFXVqcs5eGjON1A53LBoPX4DX0Rq6tf49djPAIAVfwH2bjXgN/BFfHDuJj748CuL1S357vhp5KM28eZ2PxzvBweDjBlO/O+N/o11B6xYqwM+P77HivXdSfFEtuZydh4cPX+F2nurRetxrQPU6FwNQLUiz2z/35/l5F16GDl5PSxah1JwvB8cfMcyQ9cIPwBAPR83uDha/k6MRy5kYvSaA5jZpzEa+HtYvD7Adg5FEhV14mI2dNfbID873KL13Dr9O7JSv0ZB9hXDNHu3GtC27AXn2k0tWrfku/ODyv9wvB8cD34PK1B1Vyc83bqW1erLz7/z3W09b1c0CrROkCGyVXc+qLSz6AeVHzd+g1GTFyGmSxy69huGRQfy8WJjB2z5cgl+/mwRZi35FF16PGqRugF+ULkbx/vBwSBDRISyf1Ax9b4iBQUFmD7xDXTo0AHTp07BsYws6K4eQG2fxpg+dQpG5+VixqRxaNesoclXsfC+ImXH8X5wMMgQEZWDufcVOX/+vNF9Rfp/avx869atTVoO7ytSOTjeVQ+DDBFROZh6X5FNmzbhrbfewo4dO6DRaJB9Mw/fb9uF+M5RcHNRIycnBx07dsR7772Hbt26mVQvWR/Hu+phkCEiKgeNRmPSJ+WsrCwAgIODA5o2bYpt27Yh/9o53L6Zg6ZtW+O3334DAERHR/OTdxXG8a56VCIild2I+8nKyoKHhwcyMzOh1WoruzlWk3bmCnov2o0NL7ZFs+Aald0csjCdToeNGzeiR48ecHR0rOzmUAUrKChASEgIvLy8cOnSJZw5c8bwXHBwMLy9vXHlyhUcO3bMpHMmqGrjeN9hjfdv/vo1EZEV2Nvbo2/fvkhNTcWtW7ewaNEifPLJJ1i0aBFu3bqF1NRU9OnT54F+U7MlHG/r4REZKzD1LPeijly4jlGrD2BW38Zo4O9pdnme5V45yjreRb9DNxfHu2q7+xP65cuXcfr0acNzderUQY0aNWziE7qt4HjfYY33b54jYwXmnuVeVNGz3E3Fs9zLryy/xfLngTQ81b1Tmess+uu4pvrqh2SEN25mVhlbuc9EVbBjxw6cPn0aX375JVq1aoVt27bhhx9+QPfu3dG5c2f89ttviI6Oxo4dO9CpU6fKbi6VE8fbehhkrMDUs9yLqohP6FR2Zf0tlsL8PAQOf9tCrSrd6yl/wG73EbPK2MpvsVQFFy5cAAA0atQI9vb2iImJQU5ODmJiYmBvb49GjRoZzUfKxvG2HgYZKzD1LPeidDodrl2+iKjWLXnyZyXIycu3ym+xVCZb+S2WqsDf3x8AcPDgQbRt27bY8wcPHjSaj5SN4209DDJE96C73gYz4/ujno+bxevKz8/HLym/oF37dnBwsPxL88TFbLyy4oTF66E7OnTogNq1a2Pq1KnYsGGD0XOFhYVITExEnTp10KFDh8ppIFUojrf1MMgQ3YPka1FH2wDhNSz/W1c6nQ6nHE4hrHqYVY7AFd7KhORfsng9dIe9vT1mzpyJPn36oHfv3hg7dixu3ryJ3bt3Y/r06fjuu++wZs2aB/rET1vC8bYeBhmiUtzUFQAADp7LtEp9OTfzkHoJ8DtzDa5lOCfKXMcvZlu8DjL2+OOPY82aNRg9ejQ6duxomF6nTh2sWbMGjz/+eCW2jioax9s6GGSISnHif2/0b6w7YMVaHfD58T1WrO/OlUtkPY8//jh69epV7CoWfjJ/MHG8LY97MKJSdI3wAwDU83GDi6PldzpHLmRi9JoDmNmnMRr4W/6rLICXX1eWkq5ioQcXx9uyGGSISlHd1QlPt65ldrmy3hDvdsZ15KUfx+0MF9y28zS7PG+IR0S2iEGGqILxBohERNZTpiCzYMECTJ8+Henp6WjatCnmzZuH1q1blzr/6tWrMX78eJw+fRqhoaGYNm0aevTgvSvowcQbIBIRWY/ZQearr77CqFGjsHjxYrRp0wZz5sxBXFwcjhw5Ah8fn2Lz79y5E/369UNiYiIeeeQRrFy5Er1798a+ffsMdzYkepDwBohERNZj9q9fz5o1C0OHDsXgwYMRHh6OxYsXQ6PR4JNPPilx/rlz56Jbt24YO3YswsLCMGXKFLRo0QLz588vd+OJiIjItpl1ROb27dvYu3cvxo0bZ5hmZ2eHLl26YNeuXSWW2bVrF0aNGmU0LS4urtidDu+Wl5eHvLw8w+OsrCwAdz6x6nQ6c5qsaPq+2lKfbRnH27ZwvG2LrY63NfprVpC5fPkyCgoK4OvrazTd19e31Ks00tPTS5w/PT291HoSExMxadKkYtO3bNlik1dlJCUlVXYTyIo43raF421bbG28c3NzLV5Hlbxqady4cUZHcbKyshAUFISuXbtCq9VWYsusS6fTISkpCbGxsTxnwgZwvG0Lx9u22Op4679RsSSzgoyXlxfs7e2RkZFhND0jIwN+fn4llvHz8zNrfgBQq9VQq4tfteHo6GhTG4CerfbbVnG8bQvH27bY2nhbo69mnezr5OSEyMhIbN261TCtsLAQW7duRVRUVIlloqKijOYH7hxaK21+IiIiIlOZ/dXSqFGjkJCQgJYtW6J169aYM2cOcnJyMHjwYADAwIEDERgYiMTERADAq6++ipiYGMycORPx8fFYtWoVUlNTsXTp0ortCREREdkcs4PMU089hUuXLuGdd95Beno6mjVrhk2bNhlO6D179izs7P7/QE90dDRWrlyJt99+G2+++SZCQ0OxYcMG3kOGiIiIyq1MJ/uOGDECI0aMKPG55OTkYtP69u2Lvn37lqUqIiIiolKZfUM8IiIioqqCQYaIiIgUi0GGiIiIFItBhoiIiBSrSt7ZtygRAWCdOwRWJTqdDrm5ucjKyrKpGyjZKo63beF42xZbHW/9+7b+fdwSFBFkbty4AQAICgqq5JYQERGRuW7cuAEPDw+LLFslloxJFaSwsBDnz5+Hu7s7VCpVZTfHavS/MfX333/b1G9M2SqOt23heNsWWx1vEcGNGzcQEBBgdI+5iqSIIzJ2dnaoWbNmZTej0mi1Wpva8G0dx9u2cLxtiy2Ot6WOxOjxZF8iIiJSLAYZIiIiUiwGmSpMrVZjwoQJUKvVld0UsgKOt23heNsWjrflKOJkXyIiIqKS8IgMERERKRaDDBERESkWgwwREREpFoMMERERKRaDjBV06tQJI0eOrOxmENkUvu5sC8fbdjHIKMDy5cvh6elZ2c0gogdMSkoK2rVrhxo1asDFxQUNGzbE7NmzK7tZZCHr1q1DbGwsvL29odVqERUVhc2bN1d2s8pNET9RQEREFc/V1RUjRoxAkyZN4OrqipSUFAwbNgyurq54/vnnK7t5VMG2b9+O2NhYTJ06FZ6enli2bBl69uyJX3/9Fc2bN6/s5pUZj8hYSX5+PkaMGAEPDw94eXlh/Pjxhp81z8vLw5gxYxAYGAhXV1e0adMGycnJAIDk5GQMHjwYmZmZUKlUUKlUmDhxIgDg888/R8uWLeHu7g4/Pz/0798fFy9erKQePvhu3LiBf/3rX3B1dYW/vz9mz55tdDj7fuORnJwMlUqFzZs3o3nz5nBxccFDDz2Eixcv4ocffkBYWBi0Wi369++P3NxcQ7lOnTrh5ZdfxsiRI1GtWjX4+vriww8/RE5ODgYPHgx3d3eEhITghx9+MJQpKCjAc889hzp16sDFxQUNGjTA3LlzrbauqqLvv/8eHh4eWLFihclj9f3336NJkyZwdnZG27ZtcfDgQcM8+iOlGzZsQGhoKJydnREXF4e///7bMM+JEyfQq1cv+Pr6ws3NDa1atcKPP/5ocpvvtW+4ux21atWCRqPBY489hpkzZ5p8BLd58+bo168fIiIiULt2bTzzzDOIi4vDjh07TG5jVcXxLm7OnDl4/fXX0apVK4SGhmLq1KkIDQ3Ft99+a3IbqyQhi4uJiRE3Nzd59dVX5fDhw/LFF1+IRqORpUuXiojIkCFDJDo6WrZv3y7Hjx+X6dOni1qtlqNHj0peXp7MmTNHtFqtXLhwQS5cuCA3btwQEZGPP/5YNm7cKCdOnJBdu3ZJVFSUdO/evTK7+kAbMmSIBAcHy48//igHDhyQxx57TNzd3eXVV18VkfuPx7Zt2wSAtG3bVlJSUmTfvn0SEhIiMTEx0rVrV9m3b59s375datSoIe+//76hXExMjLi7u8uUKVPk6NGjMmXKFLG3t5fu3bvL0qVL5ejRo/Liiy9KjRo1JCcnR0REbt++Le+8847s2bNHTp48adjmvvrqK6uus8oUExNjGJsVK1aIu7u7fPvttyJi+liFhYXJli1b5I8//pBHHnlEateuLbdv3xYRkWXLlomjo6O0bNlSdu7cKampqdK6dWuJjo42LCctLU0WL14sBw4ckKNHj8rbb78tzs7OcubMGZP6cK99g4jI7t27xc7OTqZNmyZHjhyRuXPniqenp3h4eJRpne3bt098fX3lww8/LFP5ysTxNl9BQYEEBQXJvHnzylS+qmCQsYKYmBgJCwuTwsJCw7R///vfEhYWJmfOnBF7e3s5d+6cUZmHH35Yxo0bJyJ3XkCmbKh79uwRAIagQxUnKytLHB0dZfXq1YZp169fF41GY9h5FlV0PPQ7yx9//NEwT2JiogCQEydOGKYNGzZM4uLiDI9jYmKkffv2hsf5+fni6uoqAwYMMEy7cOGCAJBdu3aV2ofhw4fLE088YXqnFU7/xjZ//nzx8PCQ5OTkUuctbaxWrVplmOfKlSvi4uJiCIPLli0TALJ7927DPH/99ZcAkF9//bXUuiIiIkx64zBl39CvXz/p0aOH0fNPPfWU2W9sgYGB4uTkJHZ2djJ58mSzylYVHG/zTZs2TapVqyYZGRllKl9V8KslK2nbti1UKpXhcVRUFI4dO4YDBw6goKAA9evXh5ubm+Hv559/xokTJ+65zL1796Jnz56oVasW3N3dERMTAwA4e/asRftii06ePAmdTofWrVsbpnl4eKBBgwaGx6aOR5MmTQz/9/X1hUajQd26dY2mFf2K8O4y9vb2qFGjBho3bmxUBoBRuQULFiAyMhLe3t5wc3PD0qVLbW7bWLNmDV577TUkJSUZxgMwfayioqIM/69evToaNGiAv/76yzDNwcEBrVq1Mjxu2LAhPD09DfNkZ2djzJgxCAsLg6enJ9zc3PDXX3+ZNA6m7Bv++usvtGnTptQ2m2rHjh1ITU3F4sWLMWfOHHz55ZdmL6Mq4HibbuXKlZg0aRL++9//wsfHp0zLqCp4sm8ly87Ohr29Pfbu3Qt7e3uj59zc3Eotl5OTg7i4OMTFxWHFihXw9vbG2bNnERcXh9u3b1u62VSEOePh6Oho+L9KpTJ6rJ9WWFhYapmSyulDsr7cqlWrMGbMGMycORNRUVFwd3fH9OnT8euvv5a/swrSvHlz7Nu3D5988glatmwJlUpl1dfOmDFjkJSUhBkzZiAkJAQuLi7o06ePSfWUdd9QFnXq1AEANG7cGBkZGZg4cSL69etXoXVYA8fbNKtWrcKQIUOwevVqdOnSpUKXXRkYZKyk6BvI7t27ERoaiubNm6OgoAAXL15Ehw4dSizr5OSEgoICo2mHDx/GlStX8P777yMoKAgAkJqaapnGE+rWrQtHR0fs2bMHtWrVAgBkZmbi6NGj6NixY5Ubj19++QXR0dF46aWXDNPud4TvQVSvXj3MnDkTnTp1gr29PebPn2/WWO3evdsw3teuXcPRo0cRFhZmeD4/Px+pqamGI3VHjhzB9evXDfP88ssvGDRoEB577DEAd96sTp8+bVLbTdk3hIWFlbhvKY/CwkLk5eWVaxmVheN9f19++SWeffZZrFq1CvHx8WaVrar41ZKVnD17FqNGjcKRI0fw5ZdfYt68eXj11VdRv359/Otf/8LAgQOxbt06nDp1Cr/99hsSExPx/fffAwBq166N7OxsbN26FZcvX0Zubi5q1aoFJycnzJs3DydPnsQ333yDKVOmVHIvH1zu7u5ISEjA2LFjsW3bNhw6dAjPPfcc7OzsoFKpqtx4hIaGIjU1FZs3b8bRo0cxfvx47Nmzp9LaU5nq16+Pbdu2Ye3atRg5cqRZYzV58mRs3boVBw8exKBBg+Dl5YXevXsbnnd0dMTLL7+MX3/9FXv37sWgQYPQtm1bwxtdaGgo1q1bh7S0NPz+++/o379/saNt92r3/fYNr7zyCjZt2oQZM2bg2LFjmD9/PjZt2mTyulmwYAG+/fZbHDt2DMeOHcPHH3+MGTNm4JlnnjF5GVUNx7t0K1euxMCBAzFz5ky0adMG6enpSE9PR2ZmpsnLqJIq+yQdWxATEyMvvfSSvPDCC6LVaqVatWry5ptvGk7+1V9hUrt2bXF0dBR/f3957LHH5I8//jAs44UXXpAaNWoIAJkwYYKIiKxcuVJq164tarVaoqKi5JtvvhEAsn///kro5YMvKytL+vfvLxqNRvz8/GTWrFnSunVreeONN0Tk/uOhP6Hw2rVrhmWWdCL3hAkTpGnTpobHd1+NoRccHCyzZ882mgZA1q9fLyIit27dkkGDBomHh4d4enrKiy++KG+88YbRch90Rdfbn3/+KT4+PjJq1CiTx+rbb7+ViIgIcXJyktatW8vvv/9uWJ5+7NauXSt169YVtVotXbp0MbpC5dSpU9K5c2dxcXGRoKAgmT9/fonjWRpT9g0ff/yx1KxZU1xcXKRnz54yY8YMk0/+/OCDDyQiIkI0Go1otVpp3ry5LFy4UAoKCkwqX5VwvE1bRwCK/SUkJJhUvqpikCEqo+zsbPHw8JCPPvqosptCFayk0FmUqVcTWltVbVdVxvFWNp4jQ2Si/fv34/Dhw2jdujUyMzMxefJkAECvXr0quWVERLaL58gQmWHGjBlo2rQpunTpgpycHOzYsQNeXl6V3SxSoB07dhhdZlv0ryJERESUuvwVK1ZUSB1kGo635ahE/neffCIispqbN2/i3LlzpT4fEhJS7jrOnDkDnU5X4nO+vr5wd3cvdx1kGo635TDIEBERkWLxqyUiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSrP8Dx+wgLED7VvwAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "param_df.boxplot()\n", + "plt.title(\"Crude estimates for beta, gamma and kappa at each timepoint\")\n", + "plt.savefig(f\"NI_outputs/{radius}/crude_estimates_boxplot.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "b3fd42f5-a05e-471c-afa6-543768674ac7", + "metadata": {}, + "source": [ + "### Crude estimate of $R_t$" + ] + }, + { + "cell_type": "markdown", + "id": "bcb15a21-4c8b-4bf5-821e-caaf7ced6749", + "metadata": {}, + "source": [ + "Now we will move on to estimating the value of $R_t$. The effective reproduction number, $R_t$, is defined as:\n", + "\n", + "$$R_{t} = \\frac{\\beta(t)}{N\\gamma(t)}S(t),$$\n", + "\n", + "where $\\beta(t)$ and $\\gamma(t)$ are as defined previously, $N$ is the total population and $S(t)$ is the number of susceptible people at time $t$." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "4d8daee4-02e1-4e81-ae50-861174a32a69", + "metadata": {}, + "outputs": [], + "source": [ + "crude_R_t = param_df['beta'] * susceptible / (pop_size * param_df['gamma'])\n", + "mean_crude_R_t = np.mean(param_df['beta']) * susceptible / (pop_size * np.mean(param_df['gamma']))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "d77c253e-543a-47b5-9399-be412ff0bbcf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(times, crude_R_t, label='Crude estimate')\n", + "plt.plot(times, mean_crude_R_t, label='Crude estimate using means')\n", + "plt.plot(times, secondary_infections_data['R_t'], label='True values')\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"R_t\")\n", + "plt.legend()\n", + "plt.title(\"Comparing crude estimate of $R_t$ to the true curve\")\n", + "plt.savefig(f\"NI_outputs/{radius}/crude_R_t.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "2a393306-f12d-4a76-b24e-03fbb0a53694", + "metadata": {}, + "source": [ + "## Model Inference" + ] + }, + { + "cell_type": "markdown", + "id": "e9d75768-d31f-49c7-a3ea-ee98a9770699", + "metadata": {}, + "source": [ + "### Set up" + ] + }, + { + "cell_type": "markdown", + "id": "dcbf6d72-87e1-4f63-904d-e52efa16dd59", + "metadata": {}, + "source": [ + "First, we normalise the data. Here is a description of our parameters:\n", + "* $S(0)$, $E(0)$, $I(0)$, $R(0)$ - Initial $S$, $E$, $I$ and $R$ values\n", + "* $\\beta$, $\\kappa$, $\\gamma$ - Infection Rate, Incubation Rate and Recovery Rate respectively\n", + "* $\\sigma_{S}$, $\\sigma_{E}$, $\\sigma_{I}$, $\\sigma_{R}$ - The 4 $\\sigma$ parameters for the auto-regressive log-likelihood\n", + "* $\\rho_{S}$, $\\rho_{E}$, $\\rho_{I}$, $\\rho_{R}$ - The 4 $\\rho$ parameters for the auto-regressive log-likelihood" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "295de9b5-38f1-48df-9346-c99eede2d4e2", + "metadata": {}, + "outputs": [], + "source": [ + "all_data = np.array([susceptible, exposed, infected, recovered]).transpose()\n", + "pop_size = 1837198\n", + "# initial_infected = 100\n", + "initial_infected = all_data[0, 2]\n", + "# S0, E0, I0, R0 = all_data[5, 0], all_data[5, 1], all_data[5, 2], all_data[5, 3]\n", + "all_data = all_data / pop_size" + ] + }, + { + "cell_type": "markdown", + "id": "2d40a395-da65-4795-a5ec-343fe5aeb7dd", + "metadata": {}, + "source": [ + "### PINTS ForwardModel" + ] + }, + { + "cell_type": "markdown", + "id": "bd0dcec6-a659-4ecc-8fa9-90a6f5196a98", + "metadata": {}, + "source": [ + "Next, we create the forward model used to perform inference. We will be using a `ReducedModel` from `seirmo` to fix/specify specific parameters\n", + "to reduce the dimensions of the parameter space. These values are described in the table below. We will change which ones we fix depending on the analysis." + ] + }, + { + "cell_type": "markdown", + "id": "d65a0283-6c85-4190-938c-6851d47dc984", + "metadata": {}, + "source": [ + "|Parameter|Value|Reasoning|\n", + "|---|---|-------|\n", + "|$S(0)$|$1 - I(0)$|The total of all compartments must add up to $1$ for all time (after scaling out by `pop_size`).|\n", + "|$E(0)$|$0$|We can safely assume that no-one has been exposed at the start of the simulation.|\n", + "|$I(0)$|$\\frac{100}{1837198}$|We know that there were $100$ initial infected, and we scale out by `pop_size`.|\n", + "|$R(0)$|$0$|We also enforce that no-one has recovered at the start of the simulation.|\n", + "|$\\kappa$|$\\frac{1}{4.59}$|This is the underlying value from Epiabm.|\n", + "|$\\gamma$|$\\frac{1}{9.41}$|This is the underlying value from Epiabm.|" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "5dcdac37-a7bd-4aa2-a177-ff6a1a6564fd", + "metadata": {}, + "outputs": [], + "source": [ + "import seirmo\n", + "import pints\n", + "\n", + "class SEIRModel(pints.ForwardModel):\n", + " def __init__(self, pop_size, initial_infected, fixed_hyperparams=None, prevalence=False,\n", + " S0=None, E0=None, R0=None, sampling_intervals=None):\n", + " \"\"\"\n", + " Creates the SEIR model, with options to fix parameters, use prevalence only, and sample various time intervals\n", + " of the epidemic.\n", + " \"\"\"\n", + "\n", + " super(SEIRModel, self).__init__()\n", + "\n", + " seir_model = seirmo.SEIRModel()\n", + " self._model = seirmo.ReducedModel(seir_model)\n", + " fixed_parameters = {\"S0\": 1 - initial_infected / pop_size, \"E0\": 0, \"I0\": initial_infected / pop_size, \"R0\": 0}\n", + " if S0:\n", + " fixed_parameters = {\"S0\": S0 / pop_size, \"E0\": E0 / pop_size, \"I0\": I0 / pop_size, \"R0\": R0 / pop_size}\n", + " self._fixed_hyperparams = fixed_hyperparams\n", + " if fixed_hyperparams is not None:\n", + " fixed_parameters = fixed_hyperparams | fixed_parameters\n", + " self._model.fix_parameters(fixed_parameters)\n", + " self._n_outputs = 1 if prevalence else 4\n", + " # sampling_intervals is a list of tuple pairs denoting the start and end timepoints\n", + " # for which to take a sample (to mimic the REACT-1 survey), for example, missing\n", + " # every week\n", + " self._sampling_intervals = sampling_intervals\n", + "\n", + " def n_outputs(self):\n", + " # Returns number of model outputs.\n", + " # Returns the S, E, I and R values at each timestep\n", + " return self._n_outputs\n", + "\n", + " def n_parameters(self):\n", + " # Returns number of parameters, i.e. some of beta, kappa and gamma\n", + " return 3 - len(self._fixed_hyperparams)\n", + "\n", + " def n_fixed_parameters(self):\n", + " # Returns number of fixed parameters, i.e. 4 initial conditions (S(0), E(0), I(0) and R(0)) and potentially other ones\n", + " return self._n_outputs + len(self._fixed_hyperparams)\n", + "\n", + " def simulate(self, parameters, sampled_times):\n", + " # This ensures that we are taking the prevalence\n", + " if self._n_outputs == 4:\n", + " self._model.set_outputs([\"S\", \"E\", \"I\", \"R\"])\n", + " else:\n", + " self._model.set_outputs([\"I\"])\n", + " # We want to ensure that we are simulating for all times and then afterwards take the sample\n", + " times = np.arange(sampled_times[0], sampled_times[-1] + 1, 1)\n", + " compartmental_results = self._model.simulate(parameters=parameters, times=times)\n", + " if self._sampling_intervals:\n", + " compartmental_lists = [compartmental_results[pair[0]:pair[1]] for pair in sampling_intervals]\n", + " compartmental_results = np.array([result for result_list in compartmental_lists for result in result_list])\n", + " return compartmental_results" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b9060b91-55e0-4af6-b147-f8c6ef7f4fd3", + "metadata": {}, + "outputs": [], + "source": [ + "trial = \"bgk_AR1_prev\"" + ] + }, + { + "cell_type": "markdown", + "id": "6b2b85ef-79e7-4fe2-9f6a-7f1b68daf5f0", + "metadata": {}, + "source": [ + "Note that ANNOYINGLY in seirmo $\\kappa$ is called \"beta\"" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "e1ff461d-0801-42aa-8752-2f2709a57bb6", + "metadata": {}, + "outputs": [], + "source": [ + "prevalence = True" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "8deb7424-27f1-40fe-80e0-971ead93ed35", + "metadata": {}, + "outputs": [], + "source": [ + "# In case we want to use sampling intervals (as in the REACT-1 Survey)\n", + "sampling_intervals = None\n", + "# This represents where we take a sample for 2 weeks and then miss a week in between\n", + "# sampling_intervals = [(0, 14), (21, 35), (42, 56), (63, 77), (84, 91)]\n", + "# This represents where we take a sample for 2 weeks and then miss 2 weeks in between\n", + "# sampling_intervals = [(0, 14), (28, 42), (56, 70), (84, 91)]\n", + "# This represents where we take a sample for 3 weeks and then miss 1 week in between\n", + "# sampling_intervals = [(0, 21), (28, 49), (56, 77), (84, 91)]\n", + "# This represents where we take a sample for 1 week and then miss 3 weeks in between\n", + "# sampling_intervals = [(0, 7), (28, 35), (56, 63), (84, 91)]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "5f941f8e-6cb3-4b4c-a5b1-95f93544362b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\matth\\AppData\\Local\\Temp\\ipykernel_14700\\3722389152.py:22: DeprecationWarning: `alltrue` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `all` instead.\n", + " self._model.fix_parameters(fixed_parameters)\n" + ] + } + ], + "source": [ + "fixed_hyperparams = {}\n", + "# fixed_hyperparams = {\"gamma\": 1/9.41, \"beta\": 1/4.59}\n", + "# fixed_hyperparams = {\"gamma\": 0.0943, \"beta\": 0.2193}\n", + "# fixed_hyperparams = {\"gamma\": 0.105, \"beta\": 0.279}\n", + "# fixed_hyperparams = {\"gamma\": 0.152, \"beta\": 0.292}\n", + "# fixed_hyperparams = {\"gamma\": 0.173, \"beta\": 0.283}\n", + "# fixed_hyperparams = {\"gamma\": 0.149, \"beta\": 0.267}\n", + "all_data = all_data if not prevalence else all_data[:, 2]\n", + "pints_model = SEIRModel(pop_size=pop_size, initial_infected=initial_infected,\n", + " fixed_hyperparams=fixed_hyperparams, prevalence=prevalence,\n", + " sampling_intervals=sampling_intervals)\n", + "# pints_model = SEIRModel(pop_size=pop_size, initial_infected=I0,\n", + "# fixed_hyperparams=fixed_hyperparams, prevalence=prevalence,\n", + "# S0=S0, E0=E0, R0=R0)\n", + "if sampling_intervals:\n", + " time_lists = [times[pair[0]:pair[1]] for pair in sampling_intervals]\n", + " truncated_times = np.array([time for time_list in time_lists for time in time_list])\n", + " data_lists = [all_data[pair[0]:pair[1]] for pair in sampling_intervals]\n", + " truncated_data = np.array([data for data_list in data_lists for data in data_list])\n", + "else:\n", + " truncated_times = times[:]\n", + " truncated_data = all_data[:]\n", + "problem = pints.MultiOutputProblem(pints_model, truncated_times, truncated_data)" + ] + }, + { + "cell_type": "markdown", + "id": "355351e8-7582-4db8-b475-9fb7854c29cd", + "metadata": {}, + "source": [ + "### Optimisation" + ] + }, + { + "cell_type": "markdown", + "id": "8f42c2ec-cc90-472d-8456-e3a97ebc5303", + "metadata": {}, + "source": [ + "We now will use the optimiser to reach some realistic parameter values." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "31d23870-2496-4a56-a8ef-a397eae01283", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\matth\\AppData\\Local\\Temp\\ipykernel_19972\\3623848422.py:5: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n", + " log_prior = pints.UniformLogPrior(boundaries)\n" + ] + } + ], + "source": [ + "boundaries = pints.RectangularBoundaries([0.01, 0.01, 0.01],\n", + " [4, 1, 1])\n", + "# boundaries = pints.RectangularBoundaries([0.01],\n", + "# [4])\n", + "log_prior = pints.UniformLogPrior(boundaries)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "a23932a5-bfea-4340-9af5-bc2daccecbfb", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\matth\\AppData\\Local\\Temp\\ipykernel_19972\\246757120.py:14: DeprecationWarning: `product` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `prod` instead.\n", + " pints.UniformLogPrior(0, 1), # rho_I\n" + ] + } + ], + "source": [ + "# composed_log_prior = pints.ComposedLogPrior(\n", + "# log_prior,\n", + "# pints.TruncatedGaussianLogPrior(0, 1, 0, np.inf),\n", + "# pints.TruncatedGaussianLogPrior(0, 1, 0, np.inf),\n", + "# pints.TruncatedGaussianLogPrior(0, 1, 0, np.inf),\n", + "# pints.TruncatedGaussianLogPrior(0, 1, 0, np.inf)\n", + "# )\n", + "composed_log_prior = pints.ComposedLogPrior(\n", + " log_prior, # beta, kappa and gamma\n", + " # pints.UniformLogPrior(0, 1), # rho_S\n", + " # pints.TruncatedGaussianLogPrior(0, 1, 0, np.inf), # sigma_S\n", + " # pints.UniformLogPrior(0, 1), # rho_E\n", + " # pints.TruncatedGaussianLogPrior(0, 1, 0, np.inf), # sigma_E\n", + " pints.UniformLogPrior(0, 1), # rho_I\n", + " pints.TruncatedGaussianLogPrior(0, 1, 0, np.inf), # sigma_I\n", + " # pints.UniformLogPrior(0, 1), # rho_R\n", + " # pints.TruncatedGaussianLogPrior(0, 1, 0, np.inf) # sigma_R\n", + ")\n", + "# composed_boundaries = pints.RectangularBoundaries([0.01, 0.01, 0.01, 0, 0, 0, 0],\n", + "# [4, 4, 4, 4, 4, 4, 4])\n", + "# composed_boundaries = pints.RectangularBoundaries([0.01, 0.01, 0, 0, 0, 0],\n", + "# [4, 4, 4, 4, 4, 4])\n", + "# composed_boundaries = pints.RectangularBoundaries([0.01, 0, 0, 0, 0],\n", + "# [4, 4, 4, 4, 4])\n", + "composed_boundaries = pints.RectangularBoundaries([0.01, 0.01, 0.01, 0, 0],\n", + " [4, 1, 1, 4, 4])\n", + "# composed_boundaries = pints.RectangularBoundaries([0.01, 0.01, 0.01, 0, 0, 0, 0, 0, 0, 0, 0],\n", + "# [4, 1, 1, 1, 4, 1, 4, 1, 4, 1, 4])\n", + "# composed_boundaries = pints.RectangularBoundaries([0.01, 0, 0],\n", + "# [4, 4, 4])\n", + "# composed_boundaries = pints.RectangularBoundaries([0.01, 0.01, 0.001, 0, 0],\n", + "# [4, 1, 0.5, 1, 4])" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "507d1e52-74ba-405d-99ad-8b99f1110ea6", + "metadata": {}, + "outputs": [], + "source": [ + "num_opts = 10\n", + "# Create log-likelihood\n", + "log_likelihood = pints.AR1LogLikelihood(problem)\n", + "# param_names = [\"beta\", \"kappa\", \"gamma\",\n", + "# \"sigma_S\", \"sigma_E\", \"sigma_I\", \"sigma_R\"]\n", + "# param_names = [\"beta\", \"kappa\",\n", + "# \"sigma_S\", \"sigma_E\", \"sigma_I\", \"sigma_R\"]\n", + "# param_names = [\"beta\",\n", + "# \"sigma_S\", \"sigma_E\", \"sigma_I\", \"sigma_R\"]\n", + "# param_names = [\"beta\", \"rho_I\", \"sigma_I\"]\n", + "param_names = [\"beta\", \"kappa\", \"gamma\",\n", + " \"rho_I\", \"sigma_I\"]\n", + "# param_names = [\"beta\", \"kappa\", \"gamma\",\n", + "# \"rho_S\", \"sigma_S\", \"rho_E\", \"sigma_E\", \"rho_I\", \"sigma_I\", \"rho_R\", \"sigma_R\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0e4124cd-98cc-4d6f-9610-cca095d7b820", + "metadata": {}, + "outputs": [], + "source": [ + "trial = \"bgk_AR1\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a762ed02-4325-4298-937c-446d2365be6f", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "for j in range(num_opts):\n", + " print(f\"Iteration {j}\")\n", + " xs = composed_log_prior.sample(1)\n", + " opt = pints.OptimisationController(log_likelihood, xs, boundaries=composed_boundaries, method=pints.CMAES)\n", + " opt.set_max_unchanged_iterations(200, 0.00000001)\n", + " opt.set_max_iterations(2500)\n", + " opt_params, opt_values = opt.run()\n", + " opt_param_df = pd.DataFrame({param_names[i]: [opt_params[i]] for i in range(len(param_names))})\n", + " opt_param_df.to_csv(f\"optimisation_outputs/{radius}/{trial}/opt_params_{j}.csv\")" + ] + }, + { + "cell_type": "markdown", + "id": "09379ad9-c78a-4305-b929-ff2528664a74", + "metadata": {}, + "source": [ + "### Plotting with optimised parameters " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e1fd8c66-d786-4696-88e3-81f4e3e2a76e", + "metadata": {}, + "outputs": [], + "source": [ + "opt_params = []\n", + "num_opts = 10\n", + "for j in range(num_opts):\n", + " opt_param_df = pd.read_csv(f\"optimisation_outputs/{radius}/{trial}/opt_params_{j}.csv\", index_col=0)\n", + " opt_params.append(opt_param_df.to_numpy()[0])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e94f0873-eaed-4f83-b584-db38606c5421", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "errors = []\n", + "# true_error = score(parameters)\n", + "# print(\"---------------------------------------------------------------------------\")\n", + "# print(f\"True parameters, sum of squared errors = {round(true_error, 5)}\")\n", + "for j in range(num_opts):\n", + " print(\"---------------------------------------------------------------------------\")\n", + " error = log_likelihood(opt_params[j])\n", + " print(f\"Optimisation {j}, log-likelihood = {round(error, 5)}\")\n", + " print(\"---------------------------------------------------------------------------\")\n", + " errors.append(error)\n", + " output_list = []\n", + " for i in range(pints_model.n_parameters()):\n", + " opt_param = round(opt_params[j][i], 5)\n", + " output_list.append(opt_param)\n", + " print(f\"Parameter: {param_names[i]}, Optimised: {opt_param}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "38fdbf1e-6d06-4891-90e1-6335ee92dae4", + "metadata": {}, + "outputs": [], + "source": [ + "chosen_opt = 1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8eff2e32-c2c9-4305-94e9-9940dc1e5bb9", + "metadata": {}, + "outputs": [], + "source": [ + "num_params = pints_model.n_parameters()\n", + "opt_soln = pints_model.simulate(opt_params[chosen_opt][:num_params], truncated_times)\n", + "# opt_soln = model.simulate(parameters, times)\n", + "\n", + "# opt_S, opt_E, opt_I, opt_R = opt_soln[:, 0], opt_soln[:, 1], opt_soln[:, 2], opt_soln[:, 3]\n", + "opt_I = opt_soln\n", + "plt.plot(truncated_times, opt_I, \"-r\", label=\"Optimised\")\n", + "plt.plot(times, infected[:] / pop_size, \"-b\", alpha=0.5, label=\"True data\")\n", + "plt.xlabel(\"Time [days]\")\n", + "plt.ylabel(\"Population\")\n", + "plt.legend()\n", + "plt.title(f\"Infected population for optimisation {chosen_opt}\")\n", + "plt.savefig(f\"optimisation_outputs/{radius}/{trial}/infected_{chosen_opt}.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "491f4c12-7947-42cc-bd02-2eb7ef98f20f", + "metadata": {}, + "outputs": [], + "source": [ + "num_params = pints_model.n_parameters()\n", + "opt_soln = pints_model.simulate(opt_params[chosen_opt][:num_params], truncated_times)\n", + "# opt_soln = model.simulate(parameters, times)\n", + "\n", + "# opt_S, opt_E, opt_I, opt_R = opt_soln[:, 0], opt_soln[:, 1], opt_soln[:, 2], opt_soln[:, 3]\n", + "opt_I = opt_soln\n", + "# opt_V = opt_soln[:, 0]\n", + "plt.plot(truncated_times, opt_S, \"-r\", label=\"Optimised\")\n", + "plt.plot(truncated_times, susceptible / pop_size, \"-b\", alpha=0.5, label=\"True data\")\n", + "plt.xlabel(\"Time [days]\")\n", + "plt.ylabel(\"Population\")\n", + "plt.legend()\n", + "plt.title(f\"Susceptible population for optimisation {chosen_opt}\")\n", + "plt.savefig(f\"optimisation_outputs/r_1/{trial}/susceptible_{chosen_opt}.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "37aa4db6-16d5-4d56-aa3f-b73265371146", + "metadata": {}, + "outputs": [], + "source": [ + "plt.plot(times, opt_E, \"-r\", label=\"Optimised\")\n", + "plt.plot(times, exposed / pop_size, \"-b\", alpha=0.5, label=\"True data\")\n", + "plt.xlabel(\"Time [days]\")\n", + "plt.ylabel(\"Population\")\n", + "plt.legend()\n", + "plt.title(f\"Exposed population for optimisation {chosen_opt}\")\n", + "plt.savefig(f\"optimisation_outputs/r_1/{trial}/exposed{chosen_opt}.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "964d2585-1c1a-4b64-83b6-3fd32ed063f4", + "metadata": {}, + "outputs": [], + "source": [ + "plt.plot(times, opt_I, \"-r\", label=\"Optimised\")\n", + "plt.plot(times, infected / pop_size, \"-b\", alpha=0.5, label=\"True data\")\n", + "plt.xlabel(\"Time [days]\")\n", + "plt.ylabel(\"Population\")\n", + "plt.legend()\n", + "plt.title(f\"Infected population for optimisation {chosen_opt}\")\n", + "plt.savefig(f\"optimisation_outputs/r_1/{trial}/infected_{chosen_opt}.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "10697767-ca92-4e6f-a287-4692ef26d234", + "metadata": {}, + "outputs": [], + "source": [ + "plt.plot(times, opt_R, \"-r\", label=\"Optimised\")\n", + "plt.plot(times, recovered / pop_size, \"-b\", alpha=0.5, label=\"True data\")\n", + "plt.xlabel(\"Time [days]\")\n", + "plt.ylabel(\"Population\")\n", + "plt.legend()\n", + "plt.title(f\"Recovered population for optimisation {chosen_opt}\")\n", + "plt.savefig(f\"optimisation_outputs/r_1/{trial}/recovered_{chosen_opt}.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "c2f29344-c47b-40ef-a104-8ffca5dd8905", + "metadata": {}, + "source": [ + "### PINTS `MultiOutputProblem` and `GaussianLogLikelihood`" + ] + }, + { + "cell_type": "markdown", + "id": "8b06b3b4-f779-4c2c-9be5-0b388b3f33a8", + "metadata": {}, + "source": [ + "We choose a Gaussian log-likelihood and an array of Gaussian log-priors for each of the different parameters of the model." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6aed41a4-15cc-4168-a48e-b4a44b297a84", + "metadata": {}, + "outputs": [], + "source": [ + "# Create log-prior and log-posterior\n", + "log_posterior = pints.LogPosterior(log_likelihood, composed_log_prior)" + ] + }, + { + "cell_type": "markdown", + "id": "97e33b0c-d6bb-4d61-9797-7fed5c225cdb", + "metadata": {}, + "source": [ + "### Initialising multiple starting locations for the chain" + ] + }, + { + "cell_type": "markdown", + "id": "4d066b76-ed7b-4edb-bc84-a7c06e4b2ee5", + "metadata": {}, + "source": [ + "We put starting locations for 4 chains near the optimised parameter set." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "70deea1c-4977-40f1-bffd-01b033a91d05", + "metadata": {}, + "outputs": [], + "source": [ + "num_chains = 4\n", + "xs = np.vstack([opt_params[chosen_opt] * 0.999,\n", + " opt_params[chosen_opt] * 0.8,\n", + " opt_params[chosen_opt] * 0.5,\n", + " opt_params[chosen_opt] * 0.4])\n", + "# other_opt = 1\n", + "# xs = np.vstack([opt_params[chosen_opt],\n", + "# opt_params[chosen_opt] * 1.1,\n", + "# opt_params[chosen_opt] * 1.1,\n", + "# opt_params[chosen_opt]])\n", + "print(xs)\n", + "# transform = pints.RectangularBoundariesTransformation([0.01, 0.01, 0.01, 0, 0, 0, 0],\n", + "# [4, 4, 4, 1, 1, 1, 1])\n", + "# transform = pints.RectangularBoundariesTransformation([0.01, 0, 0, 0, 0],\n", + "# [4, 1, 1, 1, 1])\n", + "transform = pints.RectangularBoundariesTransformation([0.01, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n", + " [4, 1, 1, 1, 4, 1, 4, 1, 4, 1, 4])\n", + "# transform = pints.RectangularBoundariesTransformation([0.01, 0, 0],\n", + "# [4, 1, 4])\n", + "# transform = pints.RectangularBoundariesTransformation([0.01, 0.01, 0.001, 0, 0],\n", + "# [4, 1, 0.5, 1, 1])" + ] + }, + { + "cell_type": "markdown", + "id": "634321b8-b2fc-4b0b-a1b0-cc8179562da0", + "metadata": {}, + "source": [ + "### Performing inference" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1a7310d1-649c-48ff-a508-a30a17994cb2", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "n_params = log_prior.n_parameters()\n", + "mcmc = pints.MCMCController(log_posterior, num_chains, xs, transformation=transform)\n", + "max_iterations = 80000\n", + "mcmc.set_max_iterations(max_iterations)\n", + "mcmc.set_initial_phase_iterations(1000)\n", + "# This is to try and get more of a spread in the initial phase\n", + "sigma0_multiplier = None\n", + "# sigma0_multiplier = np.array([0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1])\n", + "# sigma0_multiplier = np.array([0.1, 0.1, 0.1, 0.1, 0.1])\n", + "# sigma0_multiplier = np.array([0.1, 0.1])\n", + "if sigma0_multiplier is not None:\n", + " for s in mcmc.samplers():\n", + " s._sigma = np.diag(s._sigma.dot(sigma0_multiplier))\n", + "\n", + "chains = mcmc.run()" + ] + }, + { + "cell_type": "markdown", + "id": "0a6a0ee0-f965-4d6a-92d1-2cab0605c0d8", + "metadata": {}, + "source": [ + "### Saving chains" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "9edbb721-4a2d-45e5-996d-f0219c871187", + "metadata": {}, + "outputs": [], + "source": [ + "param_names = ['Infection Rate (beta)', 'Incubation Rate (kappa)', 'Recovery Rate (gamma)',\n", + " 'rho_I', 'sigma_I']\n", + "# param_names = ['Infection Rate (beta)',\n", + "# 'rho_I', 'sigma_I']\n", + "# param_names = ['Infection Rate (beta)', 'Incubation Rate (kappa)', 'Recovery Rate (gamma)',\n", + "# \"rho_S\", \"sigma_S\", \"rho_E\", \"sigma_E\", \"rho_I\", \"sigma_I\", \"rho_R\", \"sigma_R\"]\n", + "# param_names = ['Infection Rate (beta)', 'Incubation Rate (kappa)',\n", + "# 'sigma_S', 'sigma_E', 'sigma_I', 'sigma_R']\n", + "# param_names = ['Infection Rate (beta)',\n", + "# 'sigma_S', 'sigma_E', 'sigma_I', 'sigma_R']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7188cb2b-cb6b-4862-b084-4c470f02d7a0", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "for i, chain in enumerate(chains):\n", + " df = pd.DataFrame(chain, columns=param_names)\n", + " df.to_csv(f\"chain_data/{radius}/{trial}/chain_{i}.csv\")" + ] + }, + { + "cell_type": "markdown", + "id": "f3dc295d-2977-43b9-9e63-7f6d60aeb993", + "metadata": {}, + "source": [ + "## Plots" + ] + }, + { + "cell_type": "markdown", + "id": "3a0b0f62-a5c5-4492-a58d-e6b5147841f3", + "metadata": {}, + "source": [ + "### Recovering chains from .csv files" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "189f14d8-6eda-493c-88b9-c5344ffdbf26", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "list_of_chains = []\n", + "for i in range(4):\n", + " df = pd.read_csv(f\"chain_data/{radius}/{trial}/chain_{i}.csv\", index_col=0)\n", + " chain = df.to_numpy()\n", + " list_of_chains.append(chain)\n", + "chains = np.array(list_of_chains)" + ] + }, + { + "cell_type": "markdown", + "id": "5cd7223f-23c2-482b-a4d0-b070cd54b642", + "metadata": {}, + "source": [ + "### Trace plots" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "bc659b3d-a84c-435b-b716-2d4ce3149a40", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pints.plot\n", + "pints.plot.trace(chains, parameter_names=param_names)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "701eacd1-b0ac-4cd0-9d92-485068c52ab4", + "metadata": {}, + "source": [ + "### Diagnosing using $\\hat{R}$" + ] + }, + { + "cell_type": "markdown", + "id": "6fc498a8-4e1b-4bca-a661-812d390a3f0b", + "metadata": {}, + "source": [ + "Here we find the $\\hat{R}$ measure for the inference for all different parameters. For well mixed and stationary chains, $\\hat{R}$ is close to $1$." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "12d9cf13-6a04-479d-ab05-ae25b22020b5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "R_hat value for Infection Rate (beta): 1.00096\n", + "R_hat value for Incubation Rate (kappa): 1.00081\n", + "R_hat value for Recovery Rate (gamma): 1.00059\n", + "R_hat value for rho_I: 1.00022\n", + "R_hat value for sigma_I: 1.00064\n" + ] + } + ], + "source": [ + "r_hat_values = pints.rhat(chains, warm_up=0.5)\n", + "for i in range(len(param_names)):\n", + " print(f\"R_hat value for {param_names[i]}: {round(r_hat_values[i], 5)}\")" + ] + }, + { + "cell_type": "markdown", + "id": "1f8538ca-ec0c-417e-af2d-6563e127c515", + "metadata": {}, + "source": [ + "We will now discount the first half of the iterations." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "bea456b6-ea99-4151-873a-7a1e47c46fca", + "metadata": {}, + "outputs": [], + "source": [ + "max_iterations = 80000\n", + "chains = chains[:, int(max_iterations / 2):]" + ] + }, + { + "cell_type": "markdown", + "id": "638c191c-843a-44fc-9a38-8214cd0eb4af", + "metadata": {}, + "source": [ + "### Predicted time series plots" + ] + }, + { + "cell_type": "markdown", + "id": "071f115f-22fc-4fca-a099-517491d5ebf8", + "metadata": {}, + "source": [ + "#### Chain 1" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "05813ee9-eaa4-47d6-a6bc-ca6236d07fc9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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hhHhBSUlJ9OjRg9j9+zFcojxjhpa45BYeHtoyAMuWgYMD/PEHVK2qreGWierWrcuZM2cYNGgQAPPnz8fLy4vDhw9n6nmEEEIIU2UyCdvUqVPR6XSMGDHCsC02NpbBgwfj4uKCg4MDHTt2JCwsLMXzbt68SatWrbCzs8PV1ZXRo0eTmJiYos++ffuoXr061tbWlC5dmmXLlqU6//z58ylevDg2NjbUqlWL48ePp9ifnliEEDmfUor333+fPZs2sQawAOjaFT74wMiRGYFOB336QEAA1K4NkZHQowf06qXdzyT29vbMnz+fnTt3UrhwYf78809ef/11xo0bR1xcXKadRwghhDBFJpGwnThxgu+++44qVaqk2D5y5Ei2bt3K+vXr2b9/PyEhIXTo0MGwPykpiVatWhEfH8/hw4dZvnw5y5YtY+LEiYY+wcHBtGrVigYNGhAQEMCIESMYOHAgv//+u6HP2rVrGTVqFJMmTeLUqVNUrVqVZs2apVgI73mxCCFyhwkTJvD999/zPVAcoEQJ+O67nD0N8nlKlYIDB+CTT7Rr91au1EbbDh7M1NM0adKEc+fO0adPH/R6PdOmTaNu3br8+eefmXoeIYQQwqQoI3v48KEqU6aM2rVrl6pfv74aPny4UkqpiIgIZWlpqdavX2/oGxgYqAB15MgRpZRS27dvV2ZmZio0NNTQZ+HChcrJyUnFxcUppZQaM2aMqlixYopzdu3aVTVr1szw2MfHRw0ePNjwOCkpSXl4eKgpU6akO5b0iIyMVICKjIxM93OEEKZj9uzZClADQSlQysJCqaNHjR2WaTl8WKkSJbSfj5mZUhMmKJWYmOmn2bRpk3JxcVGAcnR0VKtWrcr0cwghhDHExMSoixcvqpiYGGOHIjLBf/17pjc3MPoI2+DBg2nVqhWNGzdOsd3f35+EhIQU2z09PSlatChHjhwB4MiRI1SuXBk3NzdDn2bNmhEVFcWFCxcMff597GbNmhmOER8fj7+/f4o+ZmZmNG7c2NAnPbEIIXK21atXM3z4cMoDCywttY1ffgm1ahk1LpPj66tNkezTR1uz7fPPoVkzuHMnU0/Trl07AgICqFevHg8fPqRHjx4MGDBACpIIIYTIcYyasK1Zs4ZTp06lWlkctAVUraysyJMnT4rtbm5uhIaGGvo8nawl70/e9199oqKiiImJ4e7duyQlJaXZ5+ljPC+WtMTFxREVFZWiCSFePTt37qRPnz7YALtdXLBMSICmTeHDD40dmmlyctKKkaxcCXZ24OcH1avD0aOZeprChQvj5+fHxIkT0el0/PDDD9SsWZPz589n6nmEEEIIYzJawnbr1i2GDx/OypUrc+wq7lOmTMHZ2dnQihQpYuyQhBAv6OzZs3To0IGEhAR+KV0aj3v3wNUVli/PmWutZaYePeD4cShXDv76C+rVg3nztAmlmcTCwoJPP/0UPz8/ChYsSGBgIDVr1mTRokWoTDyPEEKI9AsNDWX48OGULl0aGxsb3NzcqFu3LgsXLiQ6OtrY4b1yjPZpw9/fn/DwcKpXr46FhQUWFhbs37+fOXPmYGFhgZubG/Hx8URERKR4XlhYGO7u7gC4u7unqtSY/Ph5fZycnLC1tSV//vyYm5un2efpYzwvlrSMHz+eyMhIQ7t161b6fjhCCJMQHx9P7969efz4MZ9UqUKT5OIWP/4I//F/XzylYkU4cQI6dYKEBBg6FHr2hEyeuphcWKp58+bExsby7rvv0q1bt1S/t4UQQmSta9euUa1aNXbu3MnkyZM5ffo0R44cYcyYMfz666/s3r3b2CG+coyWsDVq1Ihz584REBBgaDVq1KBnz56G+5aWlvj5+RmeExQUxM2bN/H19QXA19eXc+fOpajmuGvXLpycnKhQoYKhz9PHSO6TfAwrKyu8vb1T9NHr9fj5+Rn6eHt7PzeWtFhbW+Pk5JSiCSFeHZ999hlnz57FK29eJiQvCj16tDYdUqSfoyOsWwfffAMWFtpabbVqQVBQpp7G1dWVbdu2MWPGDCwsLFi3bh1eXl4cOnQoU88jhBDi2QYNGoSFhQUnT56kS5culC9fnpIlS9K2bVu2bdtGmzZtuH79OjqdjoCAAMPzIiIi0Ol07Nu3z7Dt/PnztGjRAgcHB9zc3Ojduzd379417N+wYQOVK1fG1tYWFxcXGjdubLiWed++ffj4+GBvb0+ePHmoW7cuN5L/lr9qsqggSoY8XSVSKaXee+89VbRoUbVnzx518uRJ5evrq3x9fQ37ExMTVaVKlVTTpk1VQECA+u2331SBAgXU+PHjDX2uXbum7Ozs1OjRo1VgYKCaP3++Mjc3V7/99puhz5o1a5S1tbVatmyZunjxonrnnXdUnjx5UlSffF4s6SFVIoV4dRw9elSZmZkpc1B3PD21qoc+Pkr9U4FWZNCBA0oVLKj9PB0clNqwIUtOc/ToUVWyZEkFKDMzM/XJJ5+ohISELDmXEEJkpjSrCur1Sj16ZJym16c79rt37yqdTmeotP4swcHBClCnT582bHvw4IEC1N69ew2Pkz/XBwYGqlOnTqkmTZqoBg0aKKWUCgkJURYWFmrmzJkqODhYnT17Vs2fP189fPhQJSQkKGdnZ/Xhhx+qP//8U128eFEtW7ZM3bhxI92vJbNkRpVIk07YYmJi1KBBg1TevHmVnZ2dat++vbp9+3aK51y/fl21aNFC2draqvz586sPPvgg1R/lvXv3Ki8vL2VlZaVKliypli5dmurcc+fOVUWLFlVWVlbKx8dHHf1Xqe70xPI8krAJ8WqIjo5W5cqVU4Ba4e2tJRdOTkpdvWrs0HKG27eVeuMN7ecKSk2cqFRSUqafJjIyUr311lsKUICqW7euun79eqafRwghMlOaH/AfPXryOzO726NH6Y796NGjClA///xziu0uLi7K3t5e2dvbqzFjxqQrYfv8889V06ZNUxzn1q1bClBBQUHK399fAWn+Xr93754C1L59+9Ide1bJcQlbTicJmxCvhhEjRihAlXd3V0l582p/sL77zthh5SwJCUqNHPnkA0GHDko9fJglp1q5cqVycnJSgHJ2dlZr1qzJkvMIIURmyIkJ29WrV9WVK1eUj4+PGj58eLoStk6dOilLS0tDopfcALV9+3aVmJioGjVqpBwdHVWnTp3UokWL1P379w3H69u3r7K2tlatW7dWs2bNUiEhIRn693hZOWIdNiGEMCX79u1j1qxZAPxaty5mDx5ohTP69zduYDmNhQXMnAlLl4KVFfz8M9StC9evZ/qpevToQUBAALVr1yYyMpJu3brRr18/Hj58mOnnEkKILGFnB48eGafZ2aU7zNKlS6PT6Qj61zXKJUuWpHTp0tja2gLamsdAimq+CQkJKZ7z6NEj2rRpk6LeRUBAAFeuXKFevXqYm5uza9cuduzYQYUKFZg7dy7lypUjODgYgKVLl3LkyBHq1KnD2rVrKVu2LEczeXmZ7CIJmxBC/OPhw4f069cPgHHdulFy61Ztx/TpWoIhMl/fvrB3L7i5wdmzULMm/PFHpp+mRIkSHDhwgAkTJmBmZsayZcuoXr06p06dyvRzCSFEptPpwN7eOE2nS3eYLi4uNGnShHnz5hmKf6SlQIECANy+fduw7ekCJADVq1fnwoULFC9enNKlS6do9vb2//xYdNStW5dPP/2U06dPY2VlxaZNmwzHqFatGuPHj+fw4cNUqlSJVatWpfu1mBJJ2IQQ4h8ffvgh169fp3jx4nyWmAjx8dCoEbRoYezQcrY6dbTS/9Wrw9272s/8++8z/TQWFhZ89tln7Nu3jyJFivDnn3/i6+vLvHnzZM02IYTIJAsWLCAxMZEaNWqwdu1aAgMDCQoK4qeffuLSpUuYm5tja2tL7dq1mTp1KoGBgezfv5+PP/44xXEGDx7M/fv36d69OydOnODq1av8/vvv9OvXj6SkJI4dO8bkyZM5efIkN2/e5Oeff+bOnTuUL1+e4OBgxo8fz5EjR7hx4wY7d+7kypUrlC9f3kg/lZeUNbM1RVrkGjYhTNeOHTsMxSlOfvutNm9fp1Pq1Cljh5Z7PH6sVNeuT66bGDJEqfj4LDnVvXv3VLt27Qz/5u3bt09x7YMQQhjLf13z9KoICQlRQ4YMUSVKlFCWlpbKwcFB+fj4qBkzZqjHjx8rpZS6ePGi8vX1Vba2tsrLy0vt3LkzxTVsSil1+fJl1b59e5UnTx5la2urPD091YgRI5Rer1cXL15UzZo1UwUKFFDW1taqbNmyau7cuUoppUJDQ1W7du1UwYIFlZWVlSpWrJiaOHGiSsqCAlfPkxnXsOmUkq8Vs0tUVBTOzs5ERkbKmmxCmJAHDx5QqVIlQkJCGD5sGLPOnIH9++Gtt2D5cmOHl7soBVOmwEcfaY8bNYINGyBPniw4lWLevHl8+OGHxMfHU6xYMdasWUPt2rUz/VxCCJFesbGxBAcHU6JECWxsbIwdjnhJ//Xvmd7cQKZECiFyvWHDhhESEkLZsmWZ9tprWrJmYwNffGHs0HIfnQ7+9z/YvFm7dsLPT5sy+c9F5Jl7Kh1Dhw7lyJEjlC5dmhs3bvD6668zffp09Hp9pp9PCCGEyAhJ2IQQudquXbv46aefMDMzY8WSJVhPmKDtGDECihQxamy5Wtu2cPAgFCoEgYFQqxYcPpwlp6pevTr+/v5069aNxMRExo4dS6tWrbhz506WnE8IIYR4EZKwCSFyraSkJD744AMAhg4dSq1z5yAoCPLnh3HjjBydwMsLjh/XipHcuQMNG8KaNVlyKicnJ1atWsX333+PjY0Nv/32G5UrV2bz5s1Zcj4hhBAivSRhE0LkWsuWLePcuXPkzZuXiSNGwCefaDsmTQJnZ2OGJpJ5eGhl/tu2hbg46N5dm6qaBZdf63Q6Bg4cyIkTJ6hYsSJhYWG0b9+enj17cu/evUw/nxBCCJEekrAJIXKlR48eGUoIT5gwgXyLF0N4OJQpA+++a+ToRAr29rBxI/wzGsqECdCnj5bAZYFKlSpx8uRJxo0bh5mZGatWraJixYps2bIlS84nhBBC/BdJ2IQQudKMGTMIDQ2lVKlSDG7bFmbO1HZMmwaWlsYNTqRmbg5ffQXffqvd//FHaNIEsmjky8bGhilTpnDkyBHKly9PWFgY7dq1o1evXty/fz9LzimEEE+TQu45Q2b8O0rCJoTIdf7++29mzJgBwLRp07D6/HOIiYHXXoN27YwbnPhv774L27eDkxMcOKBVkLx6NctO5+Pjw6lTpwyjbStXrqRChQoy2iaEyDKW/3xpGB0dbeRIRGZI/ne0fIkvg2Udtmwk67AJYRr69evHsmXLqFu3LgcWLUJXqZJ2TdTRo1o1QmH6LlyAli3h5k0oUAC2bs3yf7vjx4/Tt29fAgMDAejRowdz5szBxcUlS88rhMh9bt++TUREBK6urtjZ2aHT6YwdknhBSimio6MJDw8nT548FCxYMFWf9OYGkrBlI0nYhDC+gIAAqlevjlKKo0ePUmvJEvj+e62ohVQEfLXcvg2tW8OpU2BrCytXQvv2WXrK2NhYPv30U8Naba6urixYsICOHTtm6XmFELmLUorQ0FAiIiKMHYp4SXny5MHd3T3NpFsSNhMkCZsQxqWUonHjxuzZs4du3bqxevZsKFpUK15x4IA2JVK8Wh49gm7dYNs2bdHtmTO1NfSy2IkTJ+jXrx8XLlwAoHPnzsybNw9XV9csP7cQIvdISkoiISHB2GGIDLK0tMTc3PyZ+yVhM0GSsAlhXL/++itt2rTB2tqaS5cuUXz5cq2Uf82acOyY9oFfvHoSE2HoUK0gCcDw4fD111pxkiwUFxfHF198wZQpU0hKSsLFxYW5c+fSrVs3mb4khBDiudKbG0jRESFErpCQkMDo0aMBGD58OMXd3WH+fG3nBx9IsvYqs7CABQu0Cp8As2dD586QxRfsW1tb8/nnn3PixAmqVq3KvXv36NGjB+3bt+f27dtZem4hhBC5hyRsQohc4fvvv+fSpUvkz5+f//3vf9r1TnfuaFMi5fqjV59OB2PGwJo1YGUFmzZBw4ba2npZrFq1ahw/fpxPP/0US0tLtmzZQoUKFVi8eDF6vT7Lzy+EECJnk4RNCJHjRUZGMmnSJAA++eQTnJ2cnqy7NmyYNkIjcoauXWH3bsibV5vmWqcOXLmS5ae1srJi4sSJ+Pv74+3tTUREBG+//TZ169bl9OnTWX5+IYQQOZckbEKIHG/q1KncvXuXcuXK8c4778DOnXDxIjg4wMCBxg5PZLbXX4cjR6B4cW2Ntjp1tCUbskHlypU5evQoX3/9NQ4ODhw9epQaNWowdOhQqfYmhBAiQyRhE0LkaKGhocyaNQuAGTNmaAtXJo+uDRwIzs7GC05knXLltKTN2xvu3tWmR2bTYtcWFhaMGjWKS5cu0bVrV/R6PfPmzcPT05OffvoJqfUlhBDiRUjCJoTI0WbPnk1sbCy1a9emdevWcP68NsJmZqZNhxQ5l7s77NunLbAdEwMdOjwpNJMNChUqxJo1a9i1axflypUjLCyM3r1706BBA8NyAEIIIcTzSMImhMixIiMjWbBgAQDjx4/XSq0nj6516AAlShgxOpEtHBy0kbW33wa9HoYMgbFjtfvZpHHjxpw5c4bJkydja2vL/v378fLy4oMPPiAqKirb4hBCCPFqkoRNCJFjffvtt0RFRVGhQgVtdC00VKsOCVopf5E7WFjAd9/BF19oj6dPh169tAXTs4m1tTXjx48nMDCQdu3akZiYyMyZMylXrpxMkxRCCPGfJGETQuRIsbGxfPPNNwCMHTsWMzMzba2u+Hjw9YXatY0cochWOh189BGsWKElcKtXQ/PmkM2FQIoVK8amTZvYvn07pUuXJjQ0lN69e1OvXj3OnDmTrbEIIYR4NUjCJoTIkZYvX05YWBhFihShe/fu2jVM/0yPZNQo4wYnjKd3b9ixAxwdtevbXnsNbt7M9jBatGjB+fPnmTx5MnZ2dhw8eJDq1atLNUkhhBCpSMImhMhxEhMTmT59OgAffvihVhnyxx/h3j2t1Hu7dkaNTxhZ48Zw8CAUKgQXLmgjrgEB2R5G8jTJS5cu0aVLF0M1ybJly/LDDz/IottCCCEASdiEEDnQxo0buXbtGi4uLgwYMEArMPHP9EiGD5eFsgVUqaKV/a9YEUJCoF492LXLKKEUKVKEtWvXsnv3bsqXL8+dO3cYMGAA9evX5+LFi0aJSQghhOmQhE0IkaMopZg6dSoAw4YNw97eHn77DS5dAicn6N/fyBEKk1GkiDbS1qABPHyolf9fvtxo4TRq1IgzZ87w1VdfYW9vz8GDB/Hy8mLChAnExsYaLS4hhBDGJQmbECJH2blzJwEBAdjb2zN48GBtY3Ip/7ff1pI2IZLlyaNd09ajByQmQt++8PnnYKSqjZaWlnzwwQdcvHiRNm3akJCQwBdffEGVKlXYs2ePUWISQghhXJKwCSFylOTRtXfeeQcXFxdtZM3PT1soe+hQI0cnTJK1tXaN47hx2uOJE+GddyAhwWghFS1alC1btrBhwwYKFizIlStXaNSoEX369OHu3btGi0sIIUT2k4RNCJFjHD16lH379mFpacmo5EqQP/yg3bZsCcWKGS84YdrMzGDKFJg/X7u/eDG0batNlTQSnU5Hx44dCQwMZPDgweh0OlasWIGnpyfLly+XtduEECKXkIRNCJFjTJs2DYBevXpRuHBhbYRkxQpt54ABRoxMvDIGDYJNm8DWVpsqWb++VpTEiJydnZk3bx6HDx+mcuXK3Lt3j759+9K0aVOuXbtm1NiEEEJkPUnYhBA5QmBgIJs3b0an0zF69Ght4/btEBYGrq7QqpVxAxSvjjff1NZoK1AATp/WFlm/cMHYUVG7dm38/f2ZOnUqNjY27N69m8qVKzNz5kySkpKMHZ4QQogsIgmbECJHSF53rV27dpQvX17bmDwd8q23wNLSSJGJV5KPDxw9CmXLwq1bULcumEDRD0tLS8aOHcvZs2d54403iI6O5oMPPsDX15ezZ88aOzwhhBBZQBI2IcQr79atW/z0008AjB07Vtt4+zZs26bdl+mQIiNKloTDh+G11yAyEpo3h3/eZ8ZWpkwZ9uzZw/fff4+zszMnTpzA29ubjz/+WJYAEEKIHMaoCdvChQupUqUKTk5OODk54evry44dOwz7Y2NjGTx4MC4uLjg4ONCxY0fCwsJSHOPmzZu0atUKOzs7XF1dGT16NImJiSn67Nu3j+rVq2NtbU3p0qVZtmxZqljmz59P8eLFsbGxoVatWhw/fjzF/vTEIoQwjpkzZ5KYmEiDBg2oVauWtnHFCkhKgjp1wNPTuAGKV5eLi7agdpcu2jWRvXvDF18Yrez/03Q6HQMHDuTixYt06NCBxMREvvzyS7y8vDh06JCxwxNCCJFJjJqwFS5cmKlTp+Lv78/Jkydp2LAhbdu25cI/1wqMHDmSrVu3sn79evbv309ISAgdOnQwPD8pKYlWrVoRHx/P4cOHWb58OcuWLWPixImGPsHBwbRq1YoGDRoQEBDAiBEjGDhwIL///ruhz9q1axk1ahSTJk3i1KlTVK1alWbNmhEeHm7o87xYhBDGERkZyeLFi4GnRteUejIdUhbKFi/LxgZWr4bkayMnTNDW9DNi2f+neXh4sHHjRjZu3Ii7uztBQUHUq1ePTz75JNUXmEIIIV5BysTkzZtXLV68WEVERChLS0u1fv16w77AwEAFqCNHjiillNq+fbsyMzNToaGhhj4LFy5UTk5OKi4uTiml1JgxY1TFihVTnKNr166qWbNmhsc+Pj5q8ODBhsdJSUnKw8NDTZkyRSml0hVLekRGRipARUZGpvs5Qoj/NmvWLAWoChUqKL1er208cEApUMreXqmoKOMGKHKW+fOVMjPT3l9NmyplYr/PHzx4oPr06aMABajXX39d3bhxw9hhCSGESEN6cwOTuYYtKSmJNWvW8PjxY3x9ffH39ychIYHGjRsb+nh6elK0aFGOHDkCwJEjR6hcuTJubm6GPs2aNSMqKsowSnfkyJEUx0juk3yM+Ph4/P39U/QxMzOjcePGhj7piSUtcXFxREVFpWhCiMyj1+uZO3cuAMOGDUOn02k7lizRbrt0AUdHI0UncqRBg2DzZrCzg507tevbbt40dlQGefLkYdmyZaxcuRJHR0cOHDiAl5cXP//8s7FDE0IIkUFGT9jOnTuHg4MD1tbWvPfee2zatIkKFSoQGhqKlZUVefLkSdHfzc2N0NBQAEJDQ1Mka8n7k/f9V5+oqChiYmK4e/cuSUlJafZ5+hjPiyUtU6ZMwdnZ2dCKFCmSvh+KECJdduzYwdWrV8mTJw+9evXSNj58COvWafel2IjICm3awB9/gLs7nDsHtWqBv7+xo0qhR48enD59mpo1a/LgwQM6duzI+++/T0xMjLFDE0II8YKMnrCVK1eOgIAAjh07xvvvv0+fPn24ePGiscPKFOPHjycyMtLQbt26ZeyQhMhRZs+eDcDAgQOxt7fXNq5dC9HRUK6cVnBEiKzg7Q3HjkGlShAaCvXqwS+/GDuqFEqVKsXBgwcN13Z+++231KxZk/Pnzxs5MiGEEC/C6AmblZUVpUuXxtvbmylTplC1alVmz56Nu7s78fHxREREpOgfFhaGu7s7AO7u7qkqNSY/fl4fJycnbG1tyZ8/P+bm5mn2efoYz4slLdbW1oYKmMlNCJE5Ll68yK5duzAzM2Pw4MFPdjxdbCR5iqQQWaFoUTh4EJo21b4kaNcO5swxdlQpWFlZMXXqVHbu3ImbmxsXLlygZs2aLFq0CGUClS6FEEI8n9ETtn/T6/XExcXh7e2NpaUlfn5+hn1BQUHcvHkTX19fAHx9fTl37lyKao67du3CycmJChUqGPo8fYzkPsnHsLKywtvbO0UfvV6Pn5+foU96YhFCZK958+YB8Oabb1K8eHFtY2AgHDkC5ubaYtlCZDVnZ/j1V61qpFIwfDgMG6YtKWFCmjRpwtmzZ2nevDmxsbG8++679O3bl+joaGOHJoQQ4nmypwZK2saNG6f279+vgoOD1dmzZ9W4ceOUTqdTO3fuVEop9d5776miRYuqPXv2qJMnTypfX1/l6+treH5iYqKqVKmSatq0qQoICFC//fabKlCggBo/fryhz7Vr15SdnZ0aPXq0CgwMVPPnz1fm5ubqt99+M/RZs2aNsra2VsuWLVMXL15U77zzjsqTJ0+K6pPPiyU9pEqkEJnjwYMHys7OTgFqz549T3Z88IFWva9tW6PFJnIpvV6padO09x8o1bq1Ug8fGjuqVJKSktTUqVOVmZmZAlSVKlXU5cuXjR2WEELkSunNDYyasPXv318VK1ZMWVlZqQIFCqhGjRoZkjWllIqJiVGDBg1SefPmVXZ2dqp9+/bq9u3bKY5x/fp11aJFC2Vra6vy58+vPvjgA5WQkJCiz969e5WXl5eysrJSJUuWVEuXLk0Vy9y5c1XRokWVlZWV8vHxUUePHk2xPz2xPI8kbEJkjq+//loBqlKlSk9K+cfHK1WggPZhecsW4wYocq/165WysdHeh15eSt26ZeyI0rR3717l6uqqAOXk5KQ2bdpk7JCEECLXSW9uoFNKJrFnl6ioKJydnYmMjJTr2YTIoKSkJMqUKUNwcDCLFi3i7bff1nZs2gQdOmiV+27dAgsL4wYqcq+jR6FtWwgPh4IFtWIkNWoYO6pUQkJC6NKlC4cOHQJgzJgxfPnll1jI/x0hhMgW6c0NTO4aNiGE+C/btm0jODiYfPny0bNnzyc7ktde69NHkjVhXLVrP6kgefu2VkFywwZjR5WKh4cHe/fuZeTIkQBMnz6dJk2a/OdyNUIIIbKfJGxCiFfKnH+q8L399tvY2dlpG0NCYMcO7X6/fkaKTIinFC8Ohw5BixYQEwOdO8PkydoVbibE0tKSmTNnsm7dOhwcHNi3bx/Vq1fnyJEjxg5NCCHEPyRhE0K8Mi5cuICfnx9mZmYMGjToyY7ly0Gvh9de09ZfE8IUODlp0yGHD9cef/SRNgIcF2fcuNLQuXNnTpw4QYUKFbh9+zYNGjRgXfIC9EIIIYxKEjYhxCtj7ty5ALRv356iRYtqG5WCZcu0+wMGGCcwIZ7FwgJmzYIFC7TlJn78ERo3hrt3jR1ZKp6enhw7dow333yTuLg4unbtytSpU2W9NiGEMLJ0Fx2Z8wKLgQ4bNizDAeVkUnREiIx78OABhQoVIiYmhv3791OvXj1tx4kT4OMDdnYQFgYODsYNVIhn2bVLmxoZGQklSmjrt/2zZqgpSUpK4sMPP2TWrFkADBgwgIULF2JpaWncwIQQIodJb26Q7ivzv/nmmxSP79y5Q3R0NHny5AEgIiICOzs7XF1dJWETQmS6JUuWEBMTQ9WqVXn99def7Fi5Urtt21aSNWHamjTRFnZv3RquXdOKk6xapT02Iebm5nzzzTeUKlWK4cOHs2TJEq5fv86GDRsMf/OFEEJkn3RPiQwODja0L7/8Ei8vLwIDA7l//z73798nMDCQ6tWr8/nnn2dlvEKIXCgpKYl58+YB2gi+TqfTdiQmwpo12v2nK0YKYarKl9cqSNavDw8fwptvwvTpJleMBGDIkCH88ssv2Nvb4+fnR926dbl+/bqxwxJCiFwnQ+uwlSpVig0bNlCtWrUU2/39/enUqRPBwcGZFmBOIlMihciYzZs30759e1xcXLh16xa2trbajp07oVkzcHHRyqfLlC3xqoiPh2HD4LvvtMe9e8OiRWBjY9y40nD69Glat25NSEgIrq6ubN26FR8fH2OHJYQQr7wsXYft9u3bJCYmptqelJREWFhYRg4phBDPlDy69vbbbz9J1uDJdMguXSRZE68WKyv49luYP/9JMZL69bUvHkxMtWrVOHbsGFWrViU8PJw33niDLVu2GDssIYTINTKUsDVq1Ih3332XU6dOGbb5+/vz/vvv07hx40wLTgghLl++bCjl//777z/ZER0NP/+s3ZfpkOJVNWgQ/P475M0Lx49DjRpw8qSxo0qlcOHCHDhwgJYtWxITE0OHDh1YvHixscMSQohcIUMJ2w8//IC7uzs1atTA2toaa2trfHx8cHNzk1/gQohMtWjRIgBatmz5pJQ/wNat8OiRtkBxnTrGCU6IzNCokVbttHx5bRH411+H1auNHVUqjo6ObNmyhf79+6PX63n77bf58ssvpey/EEJksXRXiXxagQIF2L59O5cvX+bSpUuAtn5L2bJlMzU4IUTuFhsby9KlSwF49913U+5Mng7ZowckFyER4lVVqhQcPaq9n7dt024DAmDyZG3KpImwsLBg8eLFuLu7M3nyZD7++GNCQ0OZNWsW5iYUpxBC5CQZKjqSLD4+nuDgYEqVKoWFRYZyv1xFio4I8WJWrlxJr169KFKkCMHBwU8+EN67B+7uWpXICxdMci0rITIkKQk++gimTdMeN22qjbbly2fcuNIwZ84cRowYgVKKLl26sGLFCqytrY0dlhBCvDKytOhIdHQ0AwYMwM7OjooVK3Lz5k0Ahg4dytSpUzMWsRBC/Mu3334LaMVGUnx7v369lqx5eUmyJnIWc3OYOlVbrsLOTquEWrMmnD1r7MhSGTZsGKtXr8bS0pJ169bRsmVLoqKijB2WEELkOBlK2MaPH8+ZM2fYt28fNk+VIG7cuDFr167NtOCEELnXhQsXOHjwIObm5gwYMCDlzlWrtFspNiJyqq5dtUW2S5TQFtn29QUT/PvatWtXtm/fjoODA3v27OGNN96QatFCCJHJMpSwbd68mXnz5vHaa689WcAWqFixIlevXs204IQQudd3/6xP1bZtWzw8PJ7suHEDDhzQrlvr3t1I0QmRDapU0SpGNm2qVUXt1g3GjNGmTZqQxo0bs2/fPlxdXTl9+jR16tTh2rVrxg5LCCFyjAwlbHfu3MHV1TXV9sePH6dI4IQQIiMeP37MihUrgDSKjSRXz3vjDShUKHsDEyK75csH27driRrAjBnQogXcv2/cuP7F29ubQ4cOUbJkSa5du8Zrr73GhQsXjB2WEELkCBlK2GrUqMG2bdsMj5OTtMWLF+Pr65s5kQkhcq21a9cSGRlJyZIlU6/tmFwdUqZDitzC3FwrQpJ8XduuXdp6bU+thWoKSpcuzcGDB6lUqRK3b9+mXr16nDhxwthhCSHEKy9DpR0nT55MixYtuHjxIomJicyePZuLFy9y+PBh9u/fn9kxCiFymeTpkO+++y5mZk99r3T2LJw/D1ZW0LGjkaITwki6dtXWamvfXruurU4dmD8f/n2NpxEVLFiQ/fv306JFC44fP07Dhg3ZunUrb7zxhrFDE0KIV1aGRthee+01AgICSExMpHLlyuzcuRNXV1eOHDmCt7d3ZscohMhFTp06xfHjx7G0tKRv374pdyaPrrVqBXnyZHdoQhhf8nVtrVtDXBwMHKglbDExxo7MIF++fOzevZuGDRvy6NEjmjdvzq+//mrssIQQ4pX1UuuwiRcj67AJ8XzvvvsuixYtolu3bqxOvl4NQK+H4sXh1i3YsEFG2ETuptdr5f8nTNDue3nBxo1QsqSxIzOIjY2lW7dubNmyBQsLC1asWEF3KRQkhBAGWboOm7m5OeHh4am237t3L+VaSUII8QIePnzIqn9K9qcqNnLggJasOTtrI2xC5GZmZvC//8Hvv0P+/BAQAN7esHWrsSMzsLGxYf369fTq1YvExER69uxpWFtRCCFE+mUoYXvWoFxcXBxWVlYvFZAQIvdauXIljx49oly5ctSvX//fO7Xbjh3hqfUfhcjVGjeG06e1ddoiIuDNN+Gjj0ym9L+lpSXLly9n8ODBKKV4//33mTZtmrHDEkKIV8oLFR2ZM2cOoFWFXLx4MQ4ODoZ9SUlJ/PHHH3h6emZuhEKIXEEpZfj2/b333ku5REhcHKxfr92X6pBCpFS4MOzbB6NHw5w5MHmytuj2qlXg7m7s6DAzM2Pu3LnkyZOHL7/8knHjxvHo0SM+++wzWQpICCHS4YWuYStRogQAN27coHDhwimmP1pZWVG8eHE+++wzatWqlfmR5gByDZsQz3bs2DFq166NtbU1ISEh5MuX78nOzZu1yngeHnDzplbmXAiR2po1WiGSx4/B1VUbmf730hhGNH36dMaOHQvAqFGj+OqrryRpE0LkWunNDV5ohC04OBiABg0a8PPPP5M3b96Xi1IIIf6RPLrWtWvXlMkaPJkO2b27JGtC/Jdu3bQCJF26wLlz0LSpdq3bJ5+ARYZW8slUY8aMwc7OjqFDhzJz5kyio6OZP39+yuU7hBBCpCBVIrORjLAJkbYHDx7g4eFBbGwshw4dok6dOk92RkaCm5s2LfLUKahWzXiBCvGqiImBkSPhnzUNef11bYpk4cLGjesfS5Ys4e2330YpRZ8+fVi8eDEWJpBQCiFEdsrSKpEdO3ZM86Lh6dOn07lz54wcUgiRi/3444/ExsZSuXJlfH19U+78+WctWatQQRs5EEI8n60tfPstrF4Njo5alVUvL9i+3diRATBgwAB++uknzM3NWb58OT179iQhIcHYYQkhhEnKUML2xx9/0LJly1TbW7RowR9//PHSQQkhcg+lFN/9Mwrw7rvvpr6e5aeftNuePUGudRHixXTr9mRk+t49bUmMMWPABJKjHj16sG7dOiwtLVm3bh2dOnUiNjbW2GEJIYTJyVDC9ujRozTL91taWhIVFfXSQQkhco/Dhw9z8eJFbG1t6dWrV8qdf/8Ne/dq93v0yP7ghMgJSpeGw4dhyBDt8YwZ8NprcPWqceMCOnTowObNm7GxseGXX36hbdu2REdHGzssIYQwKRlK2CpXrszatWtTbV+zZg0VKlR46aCEELlH8uhat27dcHZ2Trlz9WpQSvtwWbx49gcnRE5hYwNz58LGjdri88ePa1MkV6zQ/o8ZUcuWLdm2bRt2dnbs3LmTFi1a8PDhQ6PGJIQQpiRDRUe2bt1Khw4d6NGjBw0bNgTAz8+P1atXs379etq1a5fZceYIUnREiJTu37+Ph4cHcXFxHD16NPWSIF5ecOaMdi3Ou+8aJUYhcpwbN6B3b+26NtCqry5cqCVyRnTo0CFatmxJVFQUtWvXZseOHeTJk8eoMQkhRFbK0qIjbdq0YfPmzfz5558MGjSIDz74gL/++ovdu3dLsiaESLcff/yRuLg4qlatio+PT8qd589ryZqlJUgxIyEyT7Fi2lTjzz/XlslYvRqqVoVDh4waVt26ddm9ezd58+bl6NGjNG7cmPv37xs1JiGEMAUZXvikVatWHDp0iMePH3P37l327NlD/fr1MzM2IUQOppRi0aJFALzzzjupi40kr73WsiX8e102IcTLMTeHjz+GgwehZElt1K1ePW29tsREo4VVs2ZN9u7dS/78+fH396dBgwaEh4cbLR4hhDAFGU7YIiIiWLx4Mf/73/8M34CdOnWKv//+O9OCE0LkXIcOHeLixYvY2dnRs2fPlDv1em3NKNCqQwohskbt2nD6NLz1lvb/7tNPoX59CA42WkhVq1Zl//79uLu7c/bsWd544w1u375ttHiEEMLYMpSwnT17lrJlyzJt2jRmzJhBREQEAD///DPjx4/PzPiEEDlU8uhamsVGDh6EmzfByQlatzZCdELkIk5OsHy59iWJk5NWUbJKFVi82GgFSSpUqMD+/fspXLgwgYGB1KtXj1u3bhklFiGEMLYMJWyjRo2ib9++XLlyBRsbG8P2li1bvtA6bFOmTKFmzZo4Ojri6upKu3btCAoKStEnNjaWwYMH4+LigoODAx07diQsLCxFn5s3b9KqVSvs7OxwdXVl9OjRJP5rSse+ffuoXr061tbWlC5dmmXLlqWKZ/78+RQvXhwbGxtq1arF8ePHXzgWIcTz3b9/n3Xr1gHa2mupJE+H7NhRWwBYCJH1unfXrhutVw8ePYK334Y2bSA01CjhlC1blj/++IPixYvz559/Uq9ePYKNOPInhBDGkqGE7cSJE2l+yCpUqBChL/CLff/+/QwePJijR4+ya9cuEhISaNq0KY8fPzb0GTlyJFu3bmX9+vXs37+fkJAQOnToYNiflJREq1atiI+P5/Dhwyxfvpxly5YxceJEQ5/g4GBatWpFgwYNCAgIYMSIEQwcOJDff//d0Gft2rWMGjWKSZMmcerUKapWrUqzZs1SzJ1/XixCiPR5uthIzZo1U+6Mi4N/kjn+vS6bECJrFS+uFST56iuwsoJt26BSJdiwwSjhlChRgj/++IMyZcpw/fp16tWrx+XLl40SixBCGI3KgAIFCqhTp04ppZRycHBQV69eVUoptXPnTlW4cOGMHFIppVR4eLgC1P79+5VSSkVERChLS0u1fv16Q5/AwEAFqCNHjiillNq+fbsyMzNToaGhhj4LFy5UTk5OKi4uTiml1JgxY1TFihVTnKtr166qWbNmhsc+Pj5q8ODBhsdJSUnKw8NDTZkyJd2xPE9kZKQCVGRkZLr6C5ET6fV6Vb58eQWoBQsWpO6waZNSoJSHh1KJidkenxDiH+fOKVWtmvb/EZTq2VOp+/eNEkpISIjh94abm5s6c+aMUeIQQojMlN7cIEMjbG+++SafffYZCQkJAOh0Om7evMnYsWPp2LFjhpPHyMhIAPL9UxHO39+fhIQEGjdubOjj6elJ0aJFOXLkCABHjhyhcuXKuLm5Gfo0a9aMqKgoLly4YOjz9DGS+yQfIz4+Hn9//xR9zMzMaNy4saFPemL5t7i4OKKiolI0IXK7Q4cOERgYiJ2dHT169Ejd4aeftNsePbRKdkII46hUCY4e1apJmplpU5UrV4Zdu7I9lIIFC7Jv3z68vLwICwujfv36z/zbK4QQOU2GEravv/6aR48e4erqSkxMDPXr16d06dI4Ojry5ZdfZigQvV7PiBEjqFu3LpUqVQIgNDQUKyurVAtnurm5GaZehoaGpkjWkvcn7/uvPlFRUcTExHD37l2SkpLS7PP0MZ4Xy79NmTIFZ2dnQytSpEg6fxpC5FzfffcdAN27d09dbCQiAn79Vbsv1SGFMD4rK229tkOHoEwZ+PtvaNpUW8g+m7+EdHV1Ze/evdStW5eIiAgaN27M7t27szUGIYQwhgwlbM7OzuzatYtff/2VOXPmMGTIELZv387+/fuxt7fPUCCDBw/m/PnzrFmzJkPPN0Xjx48nMjLS0KTClcjt7t+/z/r16wFt7bVUNm7UrmGrWFFbyFcIYRpq14aAABgyRHu8aJE2AvfUteDZIU+ePPz+++80bdqU6OhoWrVqxaZNm7I1BiGEyG7pTtjy5cvH3bt3Aejfvz8PHz6kbt26DBo0iDFjxqSacvgihgwZwq+//srevXspXLiwYbu7uzvx8fGGZQOShYWF4e7ubujz70qNyY+f18fJyQlbW1vy58+Publ5mn2ePsbzYvk3a2trnJycUjQhcrMVK1YQFxeHl5dX6mIj8KQ6ZK9e8O+FtIUQxmVnB3PnakVJSpaEW7egeXPo3x8ePMi2MOzt7fnll1/o2LEj8fHxdO7cmRUrVmTb+YUQIrulO2GLj483XIO1fPlyYmNjX/rkSimGDBnCpk2b2LNnDyVKlEix39vbG0tLS/z8/AzbgoKCuHnzJr6+vgD4+vpy7ty5FNUcd+3ahZOTExUqVDD0efoYyX2Sj2FlZYW3t3eKPnq9Hj8/P0Of9MQihHg2pZRh7bV33nkH3b8Tsr/+gn37tPvdu2dvcEKI9HvjDTh7FoYP175YWbpUGxXfujXbQrC2tmbNmjX069ePpKQk+vTpw9y5c7Pt/EIIkZ10SqVvVcwmTZoQFhaGt7c3y5cvp2vXrtg+Y32kH374IV0nHzRoEKtWrWLLli2UK1fOsN3Z2dlw7Pfff5/t27ezbNkynJycGDp0KACHDx8GtLL+Xl5eeHh4MH36dEJDQ+nduzcDBw5k8uTJgFbWv1KlSgwePJj+/fuzZ88ehg0bxrZt22jWrBmglfXv06cP3333HT4+PsyaNYt169Zx6dIlw7Vtz4vleaKionB2diYyMlJG20Suc+DAAerVq4ednR23b99O/X9gxgwYM0ZbA2r/fuMEKYR4MYcOaSNsyaX2e/aE2bPBxSVbTq/X6xk1ahSzZ88G4PPPP+ejjz5K/YWQEEKYoHTnBuktOxkaGqrGjh2rOnXqpMzMzFSLFi1Uu3bt0mzpBaTZli5daugTExOjBg0apPLmzavs7OxU+/bt1e3bt1Mc5/r166pFixbK1tZW5c+fX33wwQcqISEhRZ+9e/cqLy8vZWVlpUqWLJniHMnmzp2rihYtqqysrJSPj486evRoiv3pieW/SFl/kZv16tVLAWrAgAFpd6hSRSsd/t132RuYEOLlREcrNXq0UmZm2v9hV1elVq9WSq/PltPr9Xr1ySefGD5DDB48ONVnACGEMEXpzQ3SPcL2tBIlSnDy5ElcsukbtJxCRthEbnX//n08PDyIi4vj+PHjqa9fO3cOqlTRKtKFhkLevMYJVAiRccePQ79+cPGi9rhFC1iwQFuMOxvMmjWLkSNHAtC8eXPWrl0rf2uFECYtvblBhqpEBgcHS7ImhEi3pUuXGoqN1KhRI3WHH3/Ublu2lGRNiFeVjw+cOgWffaZ9+bJjh3Zt21dfQWJilp9+xIgRbNy4EVtbW3777Tfq1KnD9evXs/y8QgiR1TI0wgbg5+eHn58f4eHh6PX6FPvSew1bbiMjbCI3SkpKokyZMgQHB/P9998zcODAlB0SEqBwYQgPh02boF07o8QphMhEQUHaWm3J16NWq6YtBZDWFzaZzN/fnzZt2nD79m1cXV3ZvHmzFAcTQpikLB1h+/TTT2natCl+fn7cvXuXBw8epGhCCJFsx44dBAcHkzdvXnr06JG6w6+/asmamxu0apX9AQohMl+5clr5/yVLtFHz06ehVi0YORIePcrSU3t7e3P8+HG8vLwIDw+nQYMGrF69OkvPKYQQWckiI0/69ttvWbZsGb17987seIQQOUxyqe0BAwZgZ2eXusOSJdptnz5gaZmNkQkhspROp1WQbN1aS9RWrYJZs2DjRvjmG+jQIcvWWyxcuDAHDhygZ8+e/PLLL/To0YPLly8zceJEqSAphHjlZGiELT4+njp16mR2LEKIHCYoKIidO3ei0+kYNGhQ6g5//61d5wIwYED2BieEyB6urrByJfz2G5QooS243amTtuh28nIAWcDBwYGff/6ZDz/8EIBPPvmEnj17EhMTk2XnFEKIrJChhG3gwIGsWrUqs2MRQuQw8+bNA6BNmzaUKFEidYdly0Cvh9dfh7Jlszc4IUT2atYMLlyAiRPB2hp27oTKleGjj+Dx4yw5pbm5OTNmzOD777/HwsKC1atX8/rrr3Pjxo0sOZ8QQmSFDBUdGT58OCtWrKBKlSpUqVIFy39NY5o5c2amBZiTSNERkZtERUVRqFAhHj16xM6dO2nSpEnKDno9lCkD167B8uXw1lvGCVQIkf3+/BOGDXsywl60qDZdsl27LJsmuWfPHrp06cK9e/fInz8/a9eupWHDhllyLiGESI8sLTpy9uxZvLy8MDMz4/z585w+fTpFE0KIFStW8OjRIzw9PWncuHHqDvv2acmak5M2PUoIkXuULg3btmmVYYsWhZs3tWvaWraEK1ey5JQNGzbE39+f6tWrc/fuXZo0acLXX39NBotlCyFEtslwWX/x4mSETeQWer2eChUqEBQUxLx58xg8eHDqTj17akUI3nsPFi7M/iCFEKYhOhomT4YZMyA+Xis+NHw4fPwxODtn+uliYmJ4//33Wb58OQDdunVj8eLF2NvbZ/q5hBDiv6Q3N3ihhK1Dhw7P7aPT6di4cWN6D5mrSMImcoudO3fSrFkzHB0d+fvvv3F0dEzZ4cEDKFgQ4uLgxIlsWZtJCGHiLl/WErXfftMeFygAX3yhFSQyN8/UUymlWLBgASNGjCAxMZHKlSuzadMmSpUqlannEUKI/5IlUyKdnZ2f2yQREUIkFxvp27dv6mQNtIpxcXFQtSp4e2dzdEIIk1S2rHZN27Zt2jpud+5oi297e2tTqDORTqdj8ODB7NmzBzc3N86dO0eNGjXYkXxNnRBCmBCZEpmNZIRN5AbXrl2jdOnSKKUICgqi7L+rPyoF1arBmTMwZw4MHWqcQIUQpishARYsgE8+gYgIbVv79vDVV1CyZKae6u+//6ZTp04cPXoUnU7Hhx9+yBdffIGVlVWmnkcIIf4tS4uOCCHEsyxYsAClFM2aNUudrAGcOqUla9bW2nVsQgjxb8nXsV25AoMHa1MiN22C8uVh9GhtWnUmKVSoEPv27WPQoEEopZgxYwa+vr4EBQVl2jmEEOJlSMImhMg0jx8/ZsmSJQAMGTIk7U6LF2u3HTpAvnzZFJkQ4pWUPz/Mm6d9ydOkiVaU5KuvoFQp7TY2NlNOY21tzfz589m0aRP58uXj1KlTVK9ene+//16qSAohjE4SNiFEplm1ahURERGULFmSFi1apO4QHa1VhgStkIAQQqRHxYrw++/a9W2VKmkjbKNHa9e6rVgBSUmZcpp27dpx7tw5GjVqRHR0NO+88w4dO3bk3r17mXJ8IYTICEnYhBCZQinF3LlzARg8eDDmaVV127ABoqKgRAlo0CCbIxRCvNJ0Om2dtoAAWLoUChfW1m/r0weqV9eqS2bCaJiHhwc7d+5kxowZWFpasmnTJqpUqYKfn9/LvwYhhMgASdiEEJnijz/+4Ny5c9jZ2dGvX7+0O/0zXZL+/cFMfv0IITLA3Bz69tWWAZg2TVur7exZaNFCmzZ54sRLn8LMzIwPP/yQo0ePUq5cOUJCQmjSpAmjR48mNpOmYQohRHrJJyYhRKZIHl3r1asXefPmTd3h8mX44w8tUevbN3uDE0LkPLa2MGYMXL0Ko0aBlRX4+YGPD7Rtq1339pKqV6+Ov78/77zzDkopvvrqK6pVq8aRI0cy4QUIIUT6SMImhHhpN27cYPPmzcB/FBv54QfttnlzbSqTEEJkBhcX+PprCArSpkeamcEvv4CXF3TtCoGBL3V4e3t7vvvuO7Zs2YK7uzuXLl2ibt26fPjhh8TExGTOaxBCiP8gCZsQ4qXNmDGDpKQkGjVqROXKlVN3SEiA5cu1+wMHZm9wQojcoXhxWLYMLl6Ebt20a97WrdOKlLz1ljYS9xLefPNNLly4wFtvvYVSiq+//pqqVaty8ODBTAlfCCGeRRI2IcRLCQ0NZfE/pfo/+uijtDtt3QqhoeDqCq1bZ2N0Qohcp1w5WL1amxLZvj3o9fDjj9r2t9+G69czfOh8+fKxfPlyfv31Vzw8PLhy5Qr16tVjxIgRPH78OPNegxBCPEUSNiHES5k5cyZxcXH4+vryxhtvPKuTdjtwoLYgrhBCZLXKleHnn7UiJC1aaKX/Fy+GMmW0wkdXrmT40K1ateLChQv0798fpRSzZ8+mSpUq7NmzJxNfgBBCaCRhE0Jk2L1791iwYAGgja7pdLrUnY4cgUOHtIIAz7q+TQghskqNGrB9u/Z7qGlTSEzUlgXw9ISePbUplBmQJ08elixZwo4dOyhcuDDXrl2jUaNGdO7cmRs3bmTyixBC5GaSsAkhMmzOnDk8fvwYLy8vWrZsmXanr7/Wbnv1goIFsy84IYR4Wp062uLbR49qU7P1eli1SrvGrXPnDFeVbN68OefPn2fQoEGYmZmxYcMGPD09mThxokyTFEJkCp1SmbDKpEiXqKgonJ2diYyMxMnJydjhCPFSoqKiKFasGBEREaxbt47OnTun7nT1qjb9SCk4fx4qVsz+QIUQIi2nT8MXX2jTJpO1aQPjxmnJXQacPXuW4cOHs2/fPgAKFy7MjBkz6Nq1a9ozEIQQuVp6cwMZYRNCZMjChQuJiIjA09OTDh06pN3pm2+0ZK1lS0nWhBCmpVo12LgRzp17UlVy61aoWxdee027r9e/0CGTr2PbsGEDxYoV46+//qJ79+7Uq1eP06dPZ9ELEULkdJKwCSFeWExMDDP/KSQyfvx4zM3NU3e6d+/J2msffpiN0QkhxAuoVEmrKnnpklYYycpKu97tzTe1fUuXQnx8ug+n0+no2LEjgYGBfPbZZ9ja2nLw4EG8vb156623uHz5cha+GCFETiQJmxDihS1evJjw8HCKFy9O9+7d0+60cCHExGjfYj+reqQQQpiKsmXh+++1sv9jx4KTk7bodv/+UKIEfPUVREWl+3C2trZMmDCBoKAgunfvjlKKH3/8kfLly9OrVy8uXbqUda9FCJGjSMImhHgh8fHxTJ8+HYCxY8dimVaZ/thYmDtXu//hh9pUIyGEeBUULAhTp8KtWzB9Onh4QEgIjB4NRYrAqFEQHJzuwxUpUoRVq1Zx4sQJ2rRpg16vZ+XKlVSoUIHu3btzMYNVKoUQuYckbEKIF7JixQr++usvPDw86Nu3b9qdfvoJwsO1DzdpFSMRQghT5+SkJWnXrmnTu8uX10bYvvkGSpeGDh3gjz+063TToUaNGvzyyy/4+/vTrl07lFKsWbOGSpUq0bVrV86fP5/FL0gI8aqSKpHZSKpEilddYmIinp6eXL16lZkzZzJy5MjUnfR6rcDIpUtaSf9Ro7I/UCGEyGx6PezcCbNmacsDJKtWDUaMgK5dwdo63YcLCAjg888/5+enqlQ2b96cIUOG0Lx587SvDRZGoZQiMjKS8PDwFO3OnTtEREQQHR1NTEyM4fbp+0lJSQCGKqFP3+p0OpycnChQoACurq4UKFAgRXN1daVo0aI4Ojoa7bWLrJXe3EAStmwkCZt41a1atYqePXuSP39+rl+/jr29fepOv/6qlcZ2ctKmFMl7XQiR01y8CLNnw4oV2hRwADc3eO89eOcdbRplOp07d47PP/+cDRs2kPyRrGTJkrz//vv079+ffPnyZcUrEP8SHx/PtWvXCAoKStGCg4O5c+cOCQkJRostf/78lCxZkhIlSlCiRAnD/VKlSlGsWDHMzGTC3KtKEjYTJAmbeJXp9XqqVKnChQsX+OKLL/joo4/S7vjGG7B/vzaV6J9r3YQQIke6dw8WLYJ587Tr3ADMzaF9exg0SPt9mM5reK9evcrChQtZsmQJERERANjY2NCzZ08GDx5MtWrVsuY15EJ37tzhxIkTHDt2jNOnT3Pp0iWuXbtmGA17FkdHR1xdXQ2tQIEC5M2bFzs7O2xtbQ23T9+3sLAA4OmP28n39Xo9ERER3LlzxzBil9zCw8MJCwszvBeexc7OjooVK1KpUiVDq1y5Mu7u7rL23ytAEjYTJAmbeJVt2rSJDh064OTkxI0bN8iTJ0/qTidOgI8PWFhoF+UXLpztcQohRLZLSNDWdJs/Hw4efLK9fHktcevdG5yd03Wo6OhoVq9ezbx58wgICDBs9/X1pW/fvnTu3Jm8efNm8gvIuaKjozl9+jTHjh3j+PHjHD9+nOBnFI2xt7enXLlyKVqpUqVwd3enQIEC2NjYZHP0EBkZSXBwMNeuXSM4ODjF/WvXrhH/jCUn8uXLR5UqVahZsyY+Pj74+PhQpEgRSeJMjCRsJkgSNvGqUkpRs2ZN/P39+eijj/jiiy/S7titG6xdq304WbEie4MUQghTcPastqzJjz/C48faNnt76NVLmzLp5ZWuwyilOHz4MPPnz2f9+vUkJiYCYGVlRZs2bejduzctWrTAysoqi17Iq0ev1xMUFMSxY8c4duwYR48e5dy5c2mOnHl6euLj40PNmjWpUKEC5cqVw8PD45VKaBITE7l69Srnzp3j/PnzhnblyhX0aSz67urqakjekpsk/8aV7txAGdH+/ftV69atVcGCBRWgNm3alGK/Xq9XEyZMUO7u7srGxkY1atRIXb58OUWfe/fuqR49eihHR0fl7Oys+vfvrx4+fJiiz5kzZ9Rrr72mrK2tVeHChdW0adNSxbJu3TpVrlw5ZW1trSpVqqS2bdv2wrE8T2RkpAJUZGTkCz1PCGNbuXKlApS9vb0KDw9Pu1NwsFJmZkqBUgEB2RqfEEKYnIgIpebOVap8ee33YnKrUUOpb79V6gU+C4SEhKhp06apSpUqKcDQ8uXLp95//311+PBhpdfrs/DFmKY7d+6orVu3qo8++kg1btxYOTs7p/j5JDd3d3fVtm1b9eWXX6rdu3eriIgIY4eepWJiYtTp06fVkiVL1HvvvaeqV6+uLCwsUv1cdDqdqlatmho5cqT65Zdf1IMHD4wdeq6T3tzAqAnb9u3b1UcffaR+/vnnNBO2qVOnKmdnZ7V582Z15swZ9eabb6oSJUqomJgYQ5/mzZurqlWrqqNHj6oDBw6o0qVLq+7duxv2R0ZGKjc3N9WzZ091/vx5tXr1amVra6u+++47Q59Dhw4pc3NzNX36dHXx4kX18ccfK0tLS3Xu3LkXiuV5JGETr6JHjx6pwoULK0B9+eWXz+44fLj2YaRJk2yLTQghTJ5er9TevUp16aKUpeWTxM3OTql+/ZQ6fFjrk65D6VVAQID64IMPDF92J7fixYurd955R61fv17du3cva1+TESQmJqqAgAC1cOFC9dZbb6kyZcqkmZzZ2tqq119/XX344Ydq/fr16ubNm7kymf236OhodfjwYTVr1izVo0cPVapUqTQTuOrVq6sPPvhAbd26VT6vZoNXImF72r8TNr1er9zd3dWMGTMM2yIiIpS1tbVavXq1UkqpixcvKkCdOHHC0GfHjh1Kp9Opv//+Wyml1IIFC1TevHlVXFycoc/YsWNVuXLlDI+7dOmiWrVqlSKeWrVqqXfffTfdsaSHJGziVTRp0iQFqGLFij37C4q7d5Wyt9c+hPz+e/YGKIQQr4rwcKW++kopT8+Uo24VKyr1zTfa/nRKTExUv//+u+rVq5eys7NL9cG7Ro0aaty4ccrPz++Fvlw2BYmJiSowMFCtWbNGjR8/XjVs2FA5ODikmaB5enqqvn37qoULF6pTp06p+Ph4Y4f/yggJCVGrV69W77zzjipbtmyqn625ubmqU6eOmjhxojpw4ID8bLNAenMDk7mGTafTsWnTJtq1awfAtWvXKFWqFKdPn8brqfne9evXx8vLi9mzZ/PDDz/wwQcf8ODBA8P+xMREbGxsWL9+Pe3bt+ett94iKiqKzZs3G/rs3buXhg0bcv/+ffLmzUvRokUZNWoUI0aMMPSZNGkSmzdv5syZM+mKJT3kGjbxqrl16xblypUjJiaGdevW0flZi2APGwZz52rXZpw6le6qaEIIkSspBYcOweLFsG4dxMRo2y0soFUr6NNHu03n9WmPHz9m79697N69m127dnHx4sUU+21tbfHx8aFatWqG5unpiaWlZWa/shf24MEDLly4QEBAAGfOnOHMmTOcP3+emOSfyVMcHR2pVasWvr6++Pr6UqtWLVn2IBOFhISwb98+9u3bx969e/nzzz9T7HdwcOCNN96gSZMmNG7cmPLly79S1/yZovTmBhbZGNMLCQ0NBcDNzS3Fdjc3N8O+0NBQXF1dU+y3sLAgX758KfqUKFEi1TGS9+XNm5fQ0NDnnud5saQlLi6OuLg4w+OoqKj/eMVCmJ5x48YRExPD66+/TqdOndLuFBgICxZo97/+WpI1IYR4Hp0OXntNa7NmwerVsGQJ+PvDli1ac3GB7t2hb1+oXv0/f7fa29vTunVrWrduDWgfvP38/Ni1axe7d+/m9u3b7N+/n/379xueY21tTaVKlahWrRpeXl6ULVuWokWLUqRIEezs7DL15cbExPDnn39y+fLlVO3u3btpPsfOzo7KlStTtWpVqlevTp06dahQoYIsKJ6FPDw86NGjBz169ADgxo0bhi8B/Pz8uHv3Lr/++iu//vorAMWKFaNNmza0adOG+vXrY/0CC8eLF2OyCVtOMGXKFD799FNjhyFEhhw5coRVq1ah0+mYPXv2s79F++ADSEqCN9+Ehg2zN0ghhHjV5ckD77+vtQsXYPly+OknuH1bW99t3jyoWBHeegt69EjXcikeHh707t2b3r17o5QiMDCQ48ePExAQwOnTpwkICCAqKgp/f3/8/f1TPd/FxYUiRYoYErjChQtjb2+PhYVFqmZpaYlSinv37hEeHp6iJa8ndu/ePf5rQlfhwoWpWrUqVatWxcvLi6pVq1KqVClJzoysWLFiDBgwgAEDBqDX6zlz5gy7du1i165dHDhwgBs3bjBv3jzmzZuHg4MDzZo1o02bNrRs2ZICBQoYO/wcxWQTNnd3dwDCwsIoWLCgYXtYWJhhWqK7uzvh4eEpnpeYmMj9+/cNz3d3dycsLCxFn+THz+vz9P7nxZKW8ePHM2rUKMPjqKgoihQp8t8vXAgToNfrGT58OAD9+/d/9oKtv/0GO3aApSV89VU2RiiEEDlQxYowfTpMngy7d8OyZbB5s5bIjR0L48ZBvXrayFunTtoo3HPodDoqVKhAhQoVDNv0ej3Xr183JG8BAQEEBwdz8+ZNHj58yL1797h3716KdeBelrOzM+XKlaNs2bKG27Jly1K6dGkcHBwy7Twia5iZmRmm044ZM4bo6Gj8/PzYunUrW7duJTQ0lI0bN7Jx40Z0Oh116tShffv2dOzYkeLFixs7/FeeySZsJUqUwN3dHT8/P0NSFBUVxbFjx3j//fcBbRHJiIgI/P398fb2BmDPnj3o9Xpq1apl6PPRRx+RkJBgmKu9a9cuypUrZ1h7wtfXFz8/vxTXsO3atQtfX990x5IWa2trGR4Wr6SffvqJEydO4Ojo+Ow11xITIfkLiaFDoUyZ7AtQCCFyMgsLaN5caxER2nVuK1fCH3/A/v1aGzJE29+jhzbDwd4+3Yc3MzOjZMmSlCxZko4dO6bYFxkZyc2bN7l165bh9q+//iIuLo6EhAQSExNTtISEBJRSuLi44OrqmmZzd3fHxcVFrnfKQezs7AzTIfV6Pf7+/obkLSAggEOHDnHo0CE+/PBDqlevTseOHenYsSPlypUzduivpiwvf/IfHj58qE6fPq1Onz6tADVz5kx1+vRpdePGDaWUVko/T548asuWLers2bOqbdu2aZb1r1atmjp27Jg6ePCgKlOmTIqy/hEREcrNzU317t1bnT9/Xq1Zs0bZ2dmlKutvYWGhvvrqKxUYGKgmTZqUZln/58XyPFIlUrwKHj58qDw8PBSgpk6d+uyO8+Zp1c1cXJSStVuEECLr3bih1PTpSnl5pawyaWenVPfuSv38s1LR0caOUuRyN2/eVPPmzVMNGjRQZmZmKSpPVqpUSU2aNEmdPXtWlltQr0hZ/71796ZZorVPnz5KqSeLVbu5uSlra2vVqFEjFRQUlOIY9+7dU927d1cODg7KyclJ9evX7z8Xzi5UqFCaH0LXrVunypYtq6ysrFTFihWfuXD2f8XyPJKwiVfBxx9/rABVsmRJFRsbm3an+/e1RA2Umj8/ewMUQgih1IULSn38sVIlS6ZM3uztleraVakNG5R6/NjYUYpcLjw8XC1atEg1a9Ys1eLdFStWVF9++aUKDg42dphG88qV9c8NpKy/MHU3btzA09OT2NhYfv75Z9q3b592x1Gj4JtvoEIFOHNGm74jhBAi+ykFx49r0yY3bICbN5/ss7PTlgfo3BlatnyhaZNCZLYHDx6wdetWNm7cyG+//UZ8fLxhX506dejRowddunTJVQVL0psbSMKWjSRhE6aua9eurFu3jjfeeIM9e/akfb3B5cvahfGJiVrRkWbNsj9QIYQQqSkFJ07A+vVa8nb9+pN9NjbQpAm0bQtt2sC/lkUSIjtFRETw888/s2rVKvbs2WOoImpubk7Tpk3p0aMH7dq1y/EFaSRhM0GSsAlTduDAAerVq4eZmRmnTp2iatWqaXds2xZ++UX7tnbbtuwNUgghRPoopa3rlpy8Xbv2ZJ9OB3XqQLt22u90KRoljCgkJIS1a9eyatUqTp48adhub29P+/bt6dWrF40aNcIiB87mkYTNBEnCJkxVbGwstWrV4uzZs7zzzjt89913aXfcvVv7htbcHM6fB0/P7A1UCCHEi1MKzp3TFuTevBlOnUq5v0IFbdStVSvw9ZVp7sJogoKCWLVqFStXruTq1auG7e7u7nTv3p1evXpRrVq1HFNxVBI2EyQJmzBVI0eOZNasWeTPn58LFy7gmtZUmaQkqFZN+6M/dCjMmZP9gQohhHh5N29qMyW2bIF9+7Qp7sny5NGmurdqpS0bkIuuJxKmQynFsWPH+Omnn1izZg337t0z7Ctfvjy9evWie/fulChRwohRvjxJ2EyQJGzCFO3YsYOWLVsC8Ouvv9KqVau0Oy5aBO++C3nzwpUr6VqwVQghhImLiIDt27Up7r/9BvfvP9mn04GPz5PkrXp1bYaFENkoPj6e33//nZ9++olffvmF2NhYw77kYiWdO3dO+8tmEycJmwmShE2YmrCwMKpUqUJ4eDhDhw5lzrNGzUJCoGpVuHsXZs+GYcOyN1AhhBBZLykJjh3Tkrft2yEgIOX+fPmgcWNo2lRrRYoYJUyRe0VGRrJx48Y0i5U0btzYUKzkVfmcLQmbCZKETZgSvV5Pq1at+O2336hcuTLHjx/HxsYmdcfERO0P9P79WtJ24gRYWmZ/wEIIIbLX33/Djh1a8ubnB1FRKfeXL/8keatXD3J4RT9hWm7fvm0oVnLixAnDdhsbG1q3bk337t1p2bJl2p9tTIQkbCZIEjZhSmbPns2IESOwsbHh5MmTVKxYMe2OH38MX36p/SH294eyZbM3UCGEEMaXmKiNvu3cqbXjx0Gvf7LfwkKbPtmwodZ8fbWlBITIBleuXGH16tWsXLmSy5cvG7Y7OTnRvn17unfvbpKVJiVhM0GSsAlTcebMGXx8fIiPj2fBggW8//77aXf8/Xdo0UKrMLZ6NXTrlr2BCiGEME0PHsCePdrfiV27Uq75BmBtDXXraslbgwZQowZYWRklVJF7KKU4deoUq1evZu3atfz111+GfQUKFKBz5850796dOnXqYGZmZsRINZKwmSBJ2IQpiI6Oxtvbm0uXLvHmm2+yefPmtMvj/v03eHlp16299x4sXJjtsQohhHhFBAdrCVxyCw1Nud/OTht1q1dPa7Vqga2tcWIVuYJer+fQoUOsXr2a9evXc/fuXcO+GjVqpJhGaSySsJkgSdiEKXjvvff47rvvKFiwIGfPniV//vypOyUmat+KHjigJW1HjsjUFiGEEOmjFFy69CR527cvZfVJ0K6F9vHRkrfXX9eSuTx5jBGtyAUSEhLw8/Nj9erVbNq0ibfeeot58+YZOyxJ2EyRJGzC2DZt2kSHDh3Q6XTs2rWLRo0apd3xf/+DKVPA0VFbYLV06ewNVAghRM6h10NgIPzxh9b274fbt1P20em0Bbzr1oU6dbTbUqW07UJkopiYGB4/fpz2F9bZTBI2EyQJmzCmv/76i6pVq3L//n3GjBnDtGnT0u64Ywf8sy4ba9dCly7ZF6QQQoicTym4du1J8nbwIFy9mrqfq6uWvPn6alMovb2lEqXIUSRhM0GSsAljiYyMpGHDhpw6dYoaNWpw6NAhrNK6+Puvv7QpkPfuwaBBMH9+tscqhBAiFwoL06bfHzoEhw/DyZMQH5+yj5kZVKqkJW/JrXx5WcxbvLIkYTNBkrAJY3j8+DHNmjXj0KFDFChQgMOHD1M6rSmOCQlaJa9Dh6B6de1WrlsTQghhDLGx2pT8Q4e05QSOHdO+VPw3Bwdt5K1GDa15e2tTKU2gAqAQzyMJmwmShE1kt7i4ONq0acOuXbvIkycPe/fuxcvLK3VHpWDUKJg1C5yctD+SpUpld7hCCCHEs4WEPEnejh2DEyfg8ePU/ZydtcQtOZGrVk2SOGGSJGEzQZKwieyUkJBAly5d2Lx5M/b29uzevZvatWun7qgUjB4NX3+tPV63Djp3zt5ghRBCiBeVlAQXL2rTJ/39tduAAIiLS93X0RGqVtWm/VerprUKFbT14oQwEknYTJAkbCK76PV63nrrLVauXIm1tTXbt2+nYcOGaXWEYcOeXKs2Zw4MHZq9wQohhBCZJSHhSRKXnMidO6dNsfw3S0staatS5UmrXBnc3aU6pcgWkrCZIEnYRHZQSvH+++/z3XffYWFhwaZNm2jdunXqjno9vPsuLF6s/WH69lt4553sD1gIIYTISomJ2rpwAQFw+vSTFhGRdv/8+VMmcBUraomdo2N2Ri1yAUnYTJAkbCKrKaUYPXo0X3/9NWZmZqxatYquXbum7piYCP37w48/anP6f/gB+vTJ/oCFEEIIY1AKbt7Ukrhz5+DsWa1duaJ9oZmWokWfJG8VKz65L0sNiAyShM0EScImstpnn33GpEmTAFiyZAn9+/dP3SkhAXr31tZYMzeHn36Cbt2yOVIhhBDCBMXEaFMqz57VErlz5+DChdQLfT+tcGHw9NSWGPD0fNIKFpSpleI/ScJmgiRhE1klMTGRjz76iOnTpwMwe/Zshg0blrpjfLyWnG3apM3dX7sW2rfP5miFEEKIV8z9+1oid+FCyhYW9uznODlBuXJQtiyUKaPdJt+Xz4ECSdhMkiRsIivcuXOHbt26sWfPHgAmT57M+PHjU3eMjYVOnWDbNq0q1saN0KpVNkcrhBBC5CD370NQEAQGatfJJberV589tRLAzU1L3kqX1pYceLrly5d98QujkoTNBEnCJjLbiRMn6NixI7du3cLe3p4ffviBLl26pO54/rx2jdqpU2BrC5s3Q9Om2R6vEEIIkSvExcGff8Lly1q7cuXJ/f8alQPIm/dJ8laiRMpWtChYWWXPaxBZThI2EyQJm8hM33//PUOGDCE+Pp6yZcvy888/U7FixZSdkpLgq69g4kRtOmS+fNrI2htvGCVmIYQQIteLjHySwF29+qT9+SeEhv73c83MoFChJwlcsWIpW5EisrbcK0QSNhMkCZvIDLGxsQwZMoQlS5YA0K5dO5YtW4azs3PKjleuaKNqR45oj1u3hkWLtIughRBCCGF6Hj+Ga9eeJHHBwdrj4GC4fj3t9eSeptNp68g9ncD9u7m6SjEUEyEJmwmShE28rBs3btCpUydOnjyJmZkZX3zxBWPHjsXMzOxJJ71eWwh77Fit2pWjI8yeDX37yi9oIYQQ4lWllDYCFxz8JIG7cSNle15CB9oIXOHCWitUSGtP3y9USEv6LC2z/CXldpKwmSBJ2ERGxcfH8/333zNx4kTu37+Pi4sLq1evpkmTJik73rgB/frB3r3a44YNYelSbc67EEIIIXIupeDOHe2zwM2b2u2tWylbaKjW73l0Om0kzsNDawULpr4tWFDrI9fUZZgkbCZIEjbxovR6PWvWrGHChAlcu3YNAG9vbzZu3EixYsWedLx7F+bNg5kz4eFDsLOD6dPh/fe1+e5CCCGEEPHxEBKiJW9//QV///3kNrmFhEBiYvqP6eKijcglNze3J7eurk9uCxSQ5O5f0psbWGRjTEKIdFJK8dtvvzF+/HjOnDkDgJubG5MmTWLAgAFYJf/Cu3kTvv4aFi+G6GhtW506sGyZts6LEEIIIUQyKysoXlxrz6LXQ3i4tlh4SEjq2+T7YWFaYnfvntYuXHj++fPm1ZK35ATuv5qLixRQ+YckbEKYmCNHjjBu3Dj++OMPAJycnBg7dizDhw/H3t5e63ThgjaCtmrVk2/BqlfXrlvr2BHMzY0UvRBCCCFeaWZmT0bLqlV7dj+9XluHLjRUa2FhT+6HhmpJX1iYdhserlWufvBAa0FB6YvFwQHy59eai0vK+/nyPbl9+r6TU467Zl8SNiFMQFxcHNu3b2fJkiVs27YNAGtra4YMGcL48eNxcXHR5pwfPKglalu3Pnlyo0Zaota4cY77BSWEEEIIE2Vm9iSBqlTpv/vq9Vqilpy8hYVp19s9q929qz3n0SOtXb+e/rjMzbWRvLx5tQQu+f7Tj8uW1apnvyIkYRPCSJRSHDlyhB9//JG1a9fy4MEDAMzMzOjbty+ffPIJRQoW1JK0TZu0duuW9mSdDjp00BK1mjWN+CqEEEIIIZ7DzEwbAXNxgfLln99fr9fWq7t7V5tueffuk/t37mgje/fva4+fvo2J0Ubykvs/S5MmkrAJIZ7t6tWr/PTTT/z4449cvXrVsN3Dw4OePXsysFcvyt66BZ98Ar/8kvIXjr09dO8Oo0dr3w4JIYQQQuQ0ZmZPRsVe5Jr8mBgtcXvw4Mltcnv6ceXKWRd7FpCETYgsFhYWxsGDB/njjz84cOAAp0+fNuyzt7enx5tv8o63N9UTEzE7dgzq1tWG/5PlywdvvqmNqDVuDLa2RngVQgghhBAmztb2yVpyOYgkbEJkIqUUwcHBHDhwwNAuX75s2G8OVNHp6Fu+PK1dXSl59y7ma9fC6tUpD1SoELRvr7V69cBC/qsKIYQQQuRG8inwBc2fP58ZM2YQGhpK1apVmTt3Lj4+PsYOS2Sz6Ohorly5QlBQEJcvXyYoKMjQoqOiKAaUBpoCgwEvR0fKmZuT/+FDzJOS4OJFrSUrXBh8fKBWLahfX7suTdZPE0IIIYTI9SRhewFr165l1KhRfPvtt9SqVYtZs2bRrFkzgoKCcHV1NXZ44iUppYiNjeXBgweEhYVx+/Ztbt++TWhoKHdu3eLhrVtEh4QQGxKCLjwcdzC0KkDBf+4XJI3/WA8fPrnv6KglZMkJmo8PeHhky2sUQgghhBCvFp1SShk7iFdFrVq1qFmzJvPmzQNAr9dTpEgRhg4dyrhx4577/PSuZp6bKaXQ6/UkJiambPHxJMbFkRgXR1J8PImxscRHR5MQHU1ibCyJsbGG+0mxsSQ8fkzCo0ckPn5M4uPHJEVHkxQdjT4mBn1sLOrRI9Tjx/D4MbqYGMzj4rCIi8NWKewBZyDPU83mRV+IjQ2ULq21MmVS3hYqJKNnQgghhBC5XHpzAxlhS6f4+Hj8/f0ZP368YZuZmRmNGzfmyJEjaT4nLi6OuLg4w+OoqKgsjzO9AvLkwe6p2P5N94w8XvfUfvXP46f7Pv04+b7uX9vNnt7+z63Zv5o52pvTGtN5kyqdjgR7e/ROTpgXKoRl4cJPFpZMbgULaqNlBQtKUiaEEEIIIV6aqXwWNnl3794lKSkJNze3FNvd3Ny4dOlSms+ZMmUKn376aXaE98IKRUVRIIcMrsYDSTodiTodSWZmJOl0JJmbk2huTpKFBUkWFugtLdFbWqKsrMDKCuzs0Dk4YO7khIWTE1bOzljny4d13rxY58uHWd68kCdPiqZzdMRKkjAhhBBCCJGNJGHLQuPHj2fUqFGGx1FRURQpUsSIET0RMmcOt2JinrlfKYXun+REp9Npo2k6bXwteTs6nbZNp9O2/fM4+b6ZuTk6MzOtWVhg9s99M3Nzbb+lJeaWlphZWBiahZUVZhYWmFtaYmFtjbmVlbbN0hKdhYW2er25uVY10dISzMyw0ume8SqEEEIIIYR4tUnClk758+fH3NycsLCwFNvDwsJwd3dP8znW1tZYW1tnR3gvrOqQIcYOQQghhBBCCPEcMr8rnaysrPD29sbPz8+wTa/X4+fnh6+vrxEjE0IIIYQQQuRUMsL2AkaNGkWfPn2oUaMGPj4+zJo1i8ePH9OvXz9jhyaEEEIIIYTIgSRhewFdu3blzp07TJw4kdDQULy8vPjtt99SFSIRQgghhBBCiMwg67BlI1mHTQghhBBCCAHpzw3kGjYhhBBCCCGEMFGSsAkhhBBCCCGEiZKETQghhBBCCCFMlBQdyUbJlwtGRUUZORIhhBBCCCGEMSXnBM8rKSIJWzZ6+PAhAEWKFDFyJEIIIYQQQghT8PDhQ5ydnZ+5X6pEZiO9Xk9ISAiOjo7odDqjxhIVFUWRIkW4deuWVKwU2ULecyI7yftNZDd5z4nsJO+3nEEpxcOHD/Hw8MDM7NlXqskIWzYyMzOjcOHCxg4jBScnJ/mPLrKVvOdEdpL3m8hu8p4T2Uneb6++/xpZSyZFR4QQQgghhBDCREnCJoQQQgghhBAmShK2XMra2ppJkyZhbW1t7FBELiHvOZGd5P0mspu850R2kvdb7iJFR4QQQgghhBDCRMkImxBCCCGEEEKYKEnYhBBCCCGEEMJEScImhBBCCCGEECZKEjYhhBBCCCGEMFGSsOVS8+fPp3jx4tjY2FCrVi2OHz9u7JBEDjBlyhRq1qyJo6Mjrq6utGvXjqCgoBR9YmNjGTx4MC4uLjg4ONCxY0fCwsKMFLHISaZOnYpOp2PEiBGGbfJ+E5nt77//plevXri4uGBra0vlypU5efKkYb9SiokTJ1KwYEFsbW1p3LgxV65cMWLE4lWWlJTEhAkTKFGiBLa2tpQqVYrPP/+cp2sGynsu55OELRdau3Yto0aNYtKkSZw6dYqqVavSrFkzwsPDjR2aeMXt37+fwYMHc/ToUXbt2kVCQgJNmzbl8ePHhj4jR45k69atrF+/nv379xMSEkKHDh2MGLXICU6cOMF3331HlSpVUmyX95vITA8ePKBu3bpYWlqyY8cOLl68yNdff03evHkNfaZPn86cOXP49ttvOXbsGPb29jRr1ozY2FgjRi5eVdOmTWPhwoXMmzePwMBApk2bxvTp05k7d66hj7zncgElch0fHx81ePBgw+OkpCTl4eGhpkyZYsSoRE4UHh6uALV//36llFIRERHK0tJSrV+/3tAnMDBQAerIkSPGClO84h4+fKjKlCmjdu3aperXr6+GDx+ulJL3m8h8Y8eOVa+99toz9+v1euXu7q5mzJhh2BYREaGsra3V6tWrsyNEkcO0atVK9e/fP8W2Dh06qJ49eyql5D2XW8gIWy4THx+Pv78/jRs3NmwzMzOjcePGHDlyxIiRiZwoMjISgHz58gHg7+9PQkJCivefp6cnRYsWlfefyLDBgwfTqlWrFO8rkPebyHy//PILNWrUoHPnzri6ulKtWjW+//57w/7g4GBCQ0NTvOecnZ2pVauWvOdEhtSpUwc/Pz8uX74MwJkzZzh48CAtWrQA5D2XW1gYOwCRve7evUtSUhJubm4ptru5uXHp0iUjRSVyIr1ez4gRI6hbty6VKlUCIDQ0FCsrK/LkyZOir5ubG6GhoUaIUrzq1qxZw6lTpzhx4kSqffJ+E5nt2rVrLFy4kFGjRvG///2PEydOMGzYMKysrOjTp4/hfZXW31h5z4mMGDduHFFRUXh6emJubk5SUhJffvklPXv2BJD3XC4hCZsQIksMHjyY8+fPc/DgQWOHInKoW7duMXz4cHbt2oWNjY2xwxG5gF6vp0aNGkyePBmAatWqcf78eb799lv69Olj5OhETrRu3TpWrlzJqlWrqFixIgEBAYwYMQIPDw95z+UiMiUyl8mfPz/m5uapqqSFhYXh7u5upKhETjNkyBB+/fVX9u7dS+HChQ3b3d3diY+PJyIiIkV/ef+JjPD39yc8PJzq1atjYWGBhYUF+/fvZ86cOVhYWODm5ibvN5GpChYsSIUKFVJsK1++PDdv3gQwvK/kb6zILKNHj2bcuHF069aNypUr07t3b0aOHMmUKVMAec/lFpKw5TJWVlZ4e3vj5+dn2KbX6/Hz88PX19eIkYmcQCnFkCFD2LRpE3v27KFEiRIp9nt7e2NpaZni/RcUFMTNmzfl/SdeWKNGjTh37hwBAQGGVqNGDXr27Gm4L+83kZnq1q2baqmSy5cvU6xYMQBKlCiBu7t7ivdcVFQUx44dk/ecyJDo6GjMzFJ+XDc3N0ev1wPynsstZEpkLjRq1Cj69OlDjRo18PHxYdasWTx+/Jh+/foZOzTxihs8eDCrVq1iy5YtODo6GubPOzs7Y2tri7OzMwMGDGDUqFHky5cPJycnhg4diq+vL7Vr1zZy9OJV4+joaLg+Mpm9vT0uLi6G7fJ+E5lp5MiR1KlTh8mTJ9OlSxeOHz/OokWLWLRoEYBhHcAvvviCMmXKUKJECSZMmICHhwft2rUzbvDildSmTRu+/PJLihYtSsWKFTl9+jQzZ86kf//+gLzncg1jl6kUxjF37lxVtGhRZWVlpXx8fNTRo0eNHZLIAYA029KlSw19YmJi1KBBg1TevHmVnZ2dat++vbp9+7bxghY5ytNl/ZWS95vIfFu3blWVKlVS1tbWytPTUy1atCjFfr1eryZMmKDc3NyUtbW1atSokQoKCjJStOJVFxUVpYYPH66KFi2qbGxsVMmSJdVHH32k4uLiDH3kPZfz6ZR6aql0IYQQQgghhBAmQ65hE0IIIYQQQggTJQmbEEIIIYQQQpgoSdiEEEIIIYQQwkRJwiaEEEIIIYQQJkoSNiGEEEIIIYQwUZKwCSGEEEIIIYSJkoRNCCGEEEIIIUyUJGxCCCFynb59+9KuXbtsP++yZcvQ6XTodDpGjBjxn32LFy/OrFmzsiWu5PMlxxYREZFt5xVCCPHfLIwdgBBCCJGZdDrdf+6fNGkSs2fPRimVTRGl5OTkRFBQEPb29kY5/7OcOHGCAwcO0LFjR2OHIoQQ4imSsAkhhMhRbt++bbi/du1aJk6cSFBQkGGbg4MDDg4OxggN0BJKd3d3o53/WQoUKEC+fPmMHYYQQoh/kSmRQgghchR3d3dDc3Z2NiRIyc3BwSHVlMg33niDoUOHMmLECPLmzYubmxvff/89jx8/pl+/fjg6OlK6dGl27NiR4lznz5+nRYsWODg44ObmRu/evbl79+4LxxweHk6bNm2wtbWlRIkSrFy5MlWfmTNnUrlyZezt7SlSpAiDBg3i0aNHADx+/BgnJyc2bNiQ4jmbN2/G3t6ehw8fEh8fz5AhQyhYsCA2NjYUK1aMKVOmvHCsQgghspckbEIIIQSwfPly8ufPz/Hjxxk6dCjvv/8+nTt3pk6dOpw6dYqmTZvSu3dvoqOjAYiIiKBhw4ZUq1aNkydP8ttvvxEWFkaXLl1e+Nx9+/bl1q1b7N27lw0bNrBgwQLCw8NT9DEzM2POnDlcuHCB5cuXs2fPHsaMGQOAvb093bp1Y+nSpSmes3TpUjp16oSjoyNz5szhl19+Yd26dQQFBbFy5UqKFy+esR+WEEKIbCNTIoUQQgigatWqfPzxxwCMHz+eqVOnkj9/ft5++20AJk6cyMKFCzl79iy1a9dm3rx5VKtWjcmTJxuO8cMPP1CkSBEuX75M2bJl03Xey5cvs2PHDo4fP07NmjUBWLJkCeXLl0/R7+kiJcWLF+eLL77gvffeY8GCBQAMHDiQOnXqcPv2bQoWLEh4eDjbt29n9+7dANy8eZMyZcrw2muvodPpKFasWMZ+UEIIIbKVjLAJIYQQQJUqVQz3zc3NcXFxoXLlyoZtbm5uAIaRrzNnzrB3717DNXEODg54enoCcPXq1XSfNzAwEAsLC7y9vQ3bPD09yZMnT4p+u3fvplGjRhQqVAhHR0d69+7NvXv3DCN+Pj4+VKxYkeXLlwPw008/UaxYMerVqwdoo3gBAQGUK1eOYcOGsXPnznTHKIQQwngkYRNCCCEAS0vLFI91Ol2KbcnVJ/V6PQCPHj2iTZs2BAQEpGhXrlwxJEmZ5fr167Ru3ZoqVaqwceNG/P39mT9/PgDx8fGGfgMHDmTZsmWANh2yX79+hrirV69OcHAwn3/+OTExMXTp0oVOnTplapxCCCEyn0yJFEIIITKgevXqbNy4keLFi2NhkfE/p56eniQmJuLv72+YEhkUFJRiLTR/f3/0ej1ff/01Zmbad63r1q1LdaxevXoxZswY5syZw8WLF+nTp0+K/U5OTnTt2pWuXbvSqVMnmjdvzv3796U6pBBCmDAZYRNCCCEyYPDgwdy/f5/u3btz4sQJrl69yu+//06/fv1ISkpK93HKlStH8+bNeffddzl27Bj+/v4MHDgQW1tbQ5/SpUuTkJDA3LlzuXbtGj/++CPffvttqmPlzZuXDh06MHr0aJo2bUrhwoUN+2bOnMnq1au5dOkSly9fZv369bi7u6eaeimEEMK0SMImhBBCZICHhweHDh0iKSmJpk2bUrlyZUaMGEGePHkMo2DptXTpUjw8PKhfvz4dOnTgnXfewdXV1bC/atWqzJw5k2nTplGpUiVWrlz5zJL8AwYMID4+nv79+6fY7ujoyPTp06lRowY1a9bk+vXrbN++/YVjFUIIkb10Sill7CCEEEKI3GDZsmWMGDEixXTHzPbjjz8ycuRIQkJCsLKyeqHn7tu3jwYNGvDgwQMZeRNCCBMhX6sJIYQQ2SgyMhIHBwfGjh2bqceNjo7m6tWrTJ06lXffffeFk7WKFSvSokWLTI1JCCHEy5MRNiGEECKbPHz4kLCwMADy5MlD/vz5M+3Yn3zyCV9++SX16tVjy5YtODg4vNDzb9y4QUJCAgAlS5aUqZJCCGEiJGETQgghhBBCCBMlX58JIYQQQgghhImShE0IIYQQQgghTJQkbEIIIYQQQghhoiRhE0IIIYQQQggTJQmbEEIIIYQQQpgoSdiEEEIIIYQQwkRJwiaEEEIIIYQQJkoSNiGEEEIIIYQwUZKwCSGEEEIIIYSJ+j8Hdp4SZsKRAgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(10, 3))\n", + "ax.plot(times, infected, label='True data', color='black')\n", + "ax.plot(times, pints_model.simulate(chains[0, 0][:3], times) * pop_size, label='Guess', color='red')\n", + "ax.legend()\n", + "ax.set_xlabel('Time [days]')\n", + "ax.set_ylabel('Infected')\n", + "fig.savefig(f\"inference_outputs/{radius}/{trial}/example.png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "ff495e10-8dfd-4a85-85e4-01e5194939f5", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pints.plot.pairwise(chains[0, :], parameter_names=param_names)\n", + "plt.savefig(f\"inference_outputs/{radius}/{trial}/pairwise.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "2c093bea-5d64-4a26-98fb-9734b94e06f3", + "metadata": {}, + "source": [ + "### Plotting autocorrelations" + ] + }, + { + "cell_type": "markdown", + "id": "6a76cd0d-7364-4820-8d04-6d4b09263226", + "metadata": {}, + "source": [ + "In this model, we are assuming the data is generated via a Gaussian noise process. If this is the case, we should see the autocorrelation plots lying within the threshold." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "29559874-8385-4d7c-9f69-ee69bcbe29dd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pints.residuals_diagnostics\n", + "pints.residuals_diagnostics.plot_residuals_autocorrelation(chains[0, :], problem)\n", + "plt.ylabel(\"Prevalence residuals autocorrelation\")\n", + "plt.savefig(f\"inference_outputs/{radius}/{trial}/autocorrelation.png\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "markdown", + "id": "0a6c8021-9073-4698-9bfb-5951c1987fac", + "metadata": {}, + "source": [ + "## Estimating $R_t$" + ] + }, + { + "cell_type": "markdown", + "id": "630ca38c-e769-42a6-81bb-87e7136090c2", + "metadata": {}, + "source": [ + "Now we will move on to estimating the value of $R_t$. The effective reproduction number, $R_t$, is defined as:\n", + "\n", + "$$R_{t} = \\frac{\\beta}{\\gamma N}S(t),$$\n", + "\n", + "where $\\beta$ and $\\gamma$ are as defined previously, $N$ is the total population and $S(t)$ is the number of susceptible people at time $t$." + ] + }, + { + "cell_type": "markdown", + "id": "b317f9dd-78e3-4ac0-b398-ae44ff3ca6ad", + "metadata": {}, + "source": [ + "### Rescaling and extracting $\\beta$ and $\\gamma$" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "f5afcd68-ee18-464a-a9cb-27d36f33521c", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\matth\\AppData\\Local\\Temp\\ipykernel_14700\\1475641911.py:12: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " chains_df = pd.concat([chains_df, chain_i_df], ignore_index=True)\n" + ] + } + ], + "source": [ + "# param_names = [\"Infection Rate (beta)\", \"Incubation Rate (kappa)\", \"Recovery Rate (gamma)\", \"rho_I\", \"sigma_I\"]\n", + "# param_names = [\"Infection Rate (beta)\", \"Incubation Rate (kappa)\", \"sigma_S\", \"sigma_E\", \"sigma_I\", \"sigma_R\"]\n", + "# param_names = [\"Infection Rate (beta)\", \"sigma_S\", \"sigma_E\", \"sigma_I\", \"sigma_R\"]\n", + "# param_names = [\"Infection Rate (beta)\", \"rho_I\", \"sigma_I\"]\n", + "chains_df = pd.DataFrame(columns=param_names + ['chain'])\n", + "for i in range(4):\n", + " chain_i_df = pd.DataFrame(chains[i], columns=param_names)\n", + " # for population_parameter in [\"sigma_S\", \"sigma_E\", \"sigma_I\", \"sigma_R\"]:\n", + " for population_parameter in [\"sigma_I\"]:\n", + " chain_i_df[population_parameter] = pop_size * chain_i_df[population_parameter]\n", + " chain_i_df['chain'] = [i] * len(chain_i_df)\n", + " chains_df = pd.concat([chains_df, chain_i_df], ignore_index=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "04cf0980-c10e-491c-a23a-0a3c1cd5512f", + "metadata": {}, + "outputs": [], + "source": [ + "epiabm_params = [1/9.41, 1/4.59]" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "9cdca7f3-a594-4e71-8a92-e09049ff6f0f", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean beta: 3.971735275592355, std dev beta: 0.02778992037361768\n", + "Mean gamma: 0.1282444887469141, std dev gamma: 0.006890911334107259\n", + "Mean kappa: 0.06774617308382021, std dev kappa: 0.0013185113206279583\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "beta_posterior = chains_df[\"Infection Rate (beta)\"].to_numpy()\n", + "gamma_posterior = chains_df[\"Recovery Rate (gamma)\"].to_numpy()\n", + "kappa_posterior = chains_df[\"Incubation Rate (kappa)\"].to_numpy()\n", + "print(f\"Mean beta: {np.mean(chains_df[\"Infection Rate (beta)\"])},\" \n", + " f\" std dev beta: {np.std(chains_df[\"Infection Rate (beta)\"])}\")\n", + "print(f\"Mean gamma: {np.mean(chains_df[\"Recovery Rate (gamma)\"])},\" \n", + " f\" std dev gamma: {np.std(chains_df[\"Recovery Rate (gamma)\"])}\")\n", + "print(f\"Mean kappa: {np.mean(chains_df[\"Incubation Rate (kappa)\"])},\" \n", + " f\" std dev kappa: {np.std(chains_df[\"Incubation Rate (kappa)\"])}\")\n", + "num_rows, num_columns = 2, 2\n", + "num_params = 3\n", + "# crude_param_names = [\"beta\"]\n", + "# histograms = chains_df.hist(column=[\"Infection Rate (beta)\"],\n", + "# color=\"blue\", alpha=0.7, figsize=(5, 4))\n", + "histograms = chains_df.hist(column=[\"Infection Rate (beta)\", \"Recovery Rate (gamma)\", \"Incubation Rate (kappa)\"],\n", + " color=\"blue\", alpha=0.7, figsize=(8, 7))\n", + "for row in range(num_rows):\n", + " figs_in_row = num_columns\n", + " if row == num_rows - 1:\n", + " r = num_params % num_columns\n", + " figs_in_row = r if r != 0 else num_params\n", + " for column in range(figs_in_row):\n", + " index = row * num_columns + column\n", + " ax = histograms[row][column]\n", + " ax.set_xlabel(\"Value\")\n", + " ax.set_ylabel(\"Frequency\")\n", + " # crude_params = param_df[crude_param_names[index]]\n", + " # ax.hist(crude_params, alpha=0.4, label=\"Crude\")\n", + " if index >= 1:\n", + " ax.axvline(epiabm_params[index - 1], color='r', linestyle='dashed', linewidth=1, label=\"EpiABM value\")\n", + " ax.legend()\n", + "# ax.legend()\n", + "# plt.title(\"Posterior distributions for the governing parameters\")\n", + "plt.savefig(f\"inference_outputs/{radius}/{trial}/posteriors.png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "a09cb107-3745-4835-84fd-da87efd9ffba", + "metadata": {}, + "outputs": [], + "source": [ + "import random" + ] + }, + { + "cell_type": "markdown", + "id": "58421e72-0665-45c6-bc24-8138abef2337", + "metadata": {}, + "source": [ + "### Contingency table for secondary infections" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "803c8c13-a054-4dbc-9a73-d33488930b2d", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Day 0 Day 1 Day 2 Day 3 Day 4 Day 5 Day 6 Day 7 Day 8 Day 9 Day 10 Day 11 Day 12 Day 13 Day 14 Day 15 Day 16 Day 17 Day 18 Day 19 Day 20 Day 21 Day 22 Day 23 Day 24 Day 25 Day 26 Day 27 Day 28 Day 29 Day 30 Day 31 Day 32 Day 33 Day 34 Day 35 Day 36 Day 37 Day 38 Day 39 Day 40 Day 41 Day 42 Day 43 Day 44 Day 45 Day 46 Day 47 Day 48 Day 49 Day 50 Day 51 Day 52 Day 53 Day 54 Day 55 Day 56 Day 57 Day 58 Day 59 Day 60 Day 61 Day 62 Day 63 Day 64 Day 65 Day 66 Day 67 Day 68 Day 69 Day 70 Day 71 Day 72 Day 73 Day 74 Day 75 Day 76 Day 77 Day 78 Day 79 Day 80 Day 81 Day 82 Day 83 Day 84 Day 85 Day 86 Day 87 Day 88 Day 89 Day 90 " + ] + } + ], + "source": [ + "max_secondary_infections = 15\n", + "final_active_day = 90\n", + "times = np.array(secondary_infections_data[\"time\"], dtype=\"int8\")\n", + "secondary_infections = secondary_infections_data.iloc[:, 1:-1].to_numpy()\n", + "contingency_list = []\n", + "for t in times[:final_active_day + 1]:\n", + " print(f\"Day {t}\", end=\" \")\n", + " t_list = [0] * (max_secondary_infections + 1)\n", + " secondary_infections_t = secondary_infections[t, :]\n", + " secondary_infections_t = secondary_infections_t[~np.isnan(secondary_infections_t)]\n", + " for entry in secondary_infections_t:\n", + " if entry <= max_secondary_infections:\n", + " t_list[int(entry)] += 1\n", + " contingency_list.append(t_list)\n", + "contingency_array = np.array(contingency_list).transpose()\n", + "contingency_df = pd.DataFrame(contingency_array, columns=times[:final_active_day + 1])\n", + "contingency_df.to_csv(f\"NI_outputs/{radius}/contingency.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "4a8229a2-a80f-4c0a-8d3c-5c8689f79a03", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 27 0 10 ... 3589 3215 2685]\n", + " [ 21 0 2 ... 116 74 0]\n", + " [ 14 0 4 ... 50 19 0]\n", + " ...\n", + " [ 1 0 0 ... 1 0 0]\n", + " [ 1 0 1 ... 1 1 0]\n", + " [ 1 0 0 ... 0 0 0]]\n" + ] + } + ], + "source": [ + "contingency_array = pd.read_csv(f\"NI_outputs/{radius}/contingency.csv\", index_col=0).to_numpy()\n", + "print(contingency_array)\n", + "final_active_day = 80" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "7cb50be9-82e4-4ce2-a6de-b7bad008b790", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "final_active_day = 90\n", + "active_times = np.arange(-0.5, final_active_day, 1)\n", + "frequencies = np.arange(-0.5, max_secondary_infections, 1)\n", + "fig, ax = plt.subplots(1, 1, figsize=(7.5, 4))\n", + "cmap_name = \"GnBu\"\n", + "whole_map = mpl.colormaps[cmap_name]\n", + "truncated_map = mpl.colors.LinearSegmentedColormap.from_list(f\"{cmap_name}_subset\",\n", + " whole_map(np.linspace(0.3, 1.0, 100)))\n", + "cf = ax.pcolormesh(active_times, frequencies, contingency_array[:, :final_active_day + 1],\n", + " alpha=1, cmap=truncated_map,\n", + " norm=mpl.colors.LogNorm())\n", + "cf.set_clim(1, 1e5)\n", + "ax.plot(secondary_infections_data[\"time\"][:final_active_day + 1], \n", + " secondary_infections_data[\"R_t\"][:final_active_day + 1], 'k', \n", + " lw=2.5, label=\"True $R_t$\")\n", + "fig.colorbar(cf, label=\"Number of primary infectors\")\n", + "ax.set_xlabel(\"Time [days]\")\n", + "ax.set_ylabel(\"Number of secondary infections\")\n", + "# ax.set_title(\"Distribution of secondary infections over time\")\n", + "ax.legend()\n", + "fig.savefig(f\"NI_outputs/{radius}/secondary_infections_mesh.png\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "markdown", + "id": "d6d79d2e-206e-4bd0-85fc-03d3984d6252", + "metadata": {}, + "source": [ + "### Compartmental plots" + ] + }, + { + "cell_type": "markdown", + "id": "f491ab6d-2750-434c-8881-075053205000", + "metadata": {}, + "source": [ + "Here, we use our 1000 samples to plot the compartmental values." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "6da19a61-b8b6-4256-bb94-9e6a8123926e", + "metadata": {}, + "outputs": [], + "source": [ + "import random\n", + "num_samples = 1000\n", + "pints_model._n_outputs = 4\n", + "SEIR_lists = [[], [], [], []]\n", + "beta_samples, kappa_samples, gamma_samples = [], [], []\n", + "for j in range(num_samples):\n", + " k = random.randint(0, len(beta_posterior))\n", + " beta, kappa, gamma = beta_posterior[k], kappa_posterior[k], gamma_posterior[k]\n", + " # Note that below, the name \"beta\" refers to the parameter \"kappa\" AHHHHH\n", + " # beta, kappa, gamma = beta_posterior[k], fixed_hyperparams[\"beta\"], fixed_hyperparams[\"gamma\"]\n", + " beta_samples.append(beta)\n", + " kappa_samples.append(kappa)\n", + " gamma_samples.append(gamma)\n", + " # seir_data = pints_model.simulate([beta], truncated_times)\n", + " seir_data = pints_model.simulate([beta, kappa, gamma], truncated_times)\n", + " for i in range(len(SEIR_lists)):\n", + " SEIR_lists[i].append(seir_data[:, i])\n", + "lower_bounds = []\n", + "means = []\n", + "upper_bounds = []\n", + "for SEIR_list in SEIR_lists:\n", + " SEIR_np = np.array(SEIR_list)\n", + " lower_bounds.append(np.percentile(SEIR_np, 2.5, axis=0) * pop_size)\n", + " means.append(np.mean(SEIR_np, axis=0) * pop_size)\n", + " upper_bounds.append(np.percentile(SEIR_np, 97.5, axis=0) * pop_size)" + ] + }, + { + "cell_type": "markdown", + "id": "ce109451-fe97-4469-99bb-adf46b5cd8ba", + "metadata": {}, + "source": [ + "And here we make the plots." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "bf730fc8-4d69-4609-9975-16043a7e8204", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(nrows=4, ncols=1, figsize=(8, 30/3), sharex=True)\n", + "lower_t, upper_t = 0, 91\n", + "true_data = [susceptible[lower_t:upper_t], exposed[lower_t:upper_t], infected[lower_t:upper_t], recovered[lower_t:upper_t]]\n", + "ylabels = [\"Susceptible\", \"Exposed\", \"Infected\", \"Recovered\"]\n", + "for i in range(4):\n", + " ax = axs[i]\n", + " ax.plot(times, true_data[i], \"-k\", label=\"True data\")\n", + " ax.plot(truncated_times, means[i], \"--r\", label=\"Mean of inferred series\")\n", + " ax.fill_between(truncated_times, lower_bounds[i], upper_bounds[i], alpha=0.5,\n", + " label=\"95% credible interval\", color=\"blue\")\n", + " if i == 0:\n", + " ax.legend(loc='upper center')\n", + " elif i == 3:\n", + " ax.set_xlabel(\"Time [days]\")\n", + " ax.set_ylabel(ylabels[i])\n", + " ax.ticklabel_format(axis='y', style='sci', scilimits=(6, 6))\n", + " # ax.set_ylim(0, 2e6)\n", + "# fig.suptitle(\"Inferred SEIR curves: Case 1\")\n", + "fig.savefig(f\"inference_outputs/{radius}/{trial}/inferred_SEIR_CI.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "166eddd3-37a4-454d-a205-026a64f13bd3", + "metadata": {}, + "source": [ + "### Plotting expected and actual $R_t$ values" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "fd10119a-133a-4837-9ff8-bceaa62ff65f", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "R_t_list = []\n", + "num_samples = 1000\n", + "for j in range(num_samples):\n", + " # R_t_list.append(beta_samples[j] / (gamma_samples[j] * pop_size) * susceptible[:])\n", + " R_t_list.append(beta_samples[j] / gamma_samples[j] * SEIR_lists[0][j])\n", + " if j == 0:\n", + " plt.plot(truncated_times[0:], R_t_list[j][:], 'b', label=f\"Inferred series (n = {num_samples})\")\n", + " else:\n", + " plt.plot(truncated_times[0:], R_t_list[j][:], 'b', alpha=0.1)\n", + "mean_R_t = np.mean(np.array(R_t_list), axis=0)\n", + "std_dev_R_t = np.std(np.array(R_t_list), axis=0)\n", + "# plt.plot(truncated_times[0:], secondary_infections_data[\"R_t\"][20:61], 'k', \n", + "# label=\"True $R_t$\")\n", + "plt.plot(times, secondary_infections_data[\"R_t\"][:], 'k', \n", + " label=\"True $R_t$\")\n", + "plt.plot(truncated_times[0:], mean_R_t[:], '--r', label=\"Mean of inferred series\")\n", + "plt.xlabel(\"Time [days]\")\n", + "plt.ylabel(\"$R_t$\")\n", + "plt.title(\"$R_t$ values over time for Northern Ireland simulation\")\n", + "plt.legend()\n", + "# plt.colorbar(cf)\n", + "# plt.show()\n", + "plt.savefig(f\"inference_outputs/{radius}/{trial}/inferred_R_t.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "888443d6-2a45-4261-8216-9b0f3f32b0cd", + "metadata": {}, + "source": [ + "### Credible interval plot" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "d4241c69-a031-469a-82ba-4d05260a17ab", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "R_t_list = []\n", + "num_samples = 1000\n", + "for j in range(num_samples):\n", + " # R_t_list.append(beta_samples[j] / (gamma_samples[j] * pop_size) * susceptible[:])\n", + " R_t_list.append(beta_samples[j] / gamma_samples[j] * SEIR_lists[0][j])\n", + "mean_R_t = np.mean(np.array(R_t_list), axis=0)\n", + "std_dev_R_t = np.std(np.array(R_t_list), axis=0)\n", + "upper_R_t = np.percentile(np.array(R_t_list), 97.5, axis=0)\n", + "median_R_t = np.percentile(np.array(R_t_list), 50, axis=0)\n", + "lower_R_t = np.percentile(np.array(R_t_list), 2.5, axis=0)\n", + "# plt.plot(truncated_times[0:], secondary_infections_data[\"R_t\"][20:61], 'k', \n", + "# label=\"True $R_t$\")\n", + "plt.figure(figsize=(5, 2.5))\n", + "plt.plot(times, secondary_infections_data[\"R_t\"][:], 'k', \n", + " label=\"True $R_t$\")\n", + "plt.plot(truncated_times[:], mean_R_t[:], '--r', label=\"Mean of inferred series\")\n", + "plt.fill_between(truncated_times[:], lower_R_t[:], upper_R_t[:], alpha=0.5,\n", + " label=\"95% credible interval\", color=\"blue\")\n", + "plt.xlabel(\"Time [days]\")\n", + "plt.ylabel(\"$R_t$\")\n", + "# plt.title(\"$R_t$ for Northern Ireland simulation: Case 1\")\n", + "# plt.ylim(0, 15)\n", + "plt.legend()\n", + "# plt.colorbar(cf)\n", + "# plt.show()\n", + "plt.savefig(f\"inference_outputs/{radius}/{trial}/inferred_R_t_CI.png\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "23f33f07-6c3e-4daf-a22f-97521b325b8b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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hhDCt7PR0dY3tO6vapEdH3/V8+xo18O7RA++ePXGsW1cSSROSnsoCSE9l5aco6qPwrVtz21asUEsNCSGEKFuZCQlEbdtG5MaNag3J5OS7nu9Yty5e3bvj07MnDrVqlVGUDyZjciJJKgsgSeWD4exZaNwYMjLUfS8vOHMGnJxMG5cQQjwIUm7cUHsjN20idv9+lKysu57v3KQJ3t274929O3YBAWUTpJDH30IURZ06MH48fPihuh8ZqU7Y+fJL08YlhBCVkaIoxJ84QdSWLURu2kTCqVN3PV9jZoZrUBBeXbvi1a0bNj4+ZRSpuF/SU1kA6al8cKSmQqNGcPGiuq/RwP796jKOQgghiic7LY2bu3cTuXkz0Vu3kpa3UHABzOzs8OjQAa9u3fDo1AlLeXRkctJTKUQR2djAvHnQo4e6ryhq7cp9+0CrNW1sQghREaWGhxO1bRvRW7cSs3s3urS0u55v5eGBV5cueHbpIjUkKzhJKsUDr3t3dYLOypXq/sGDsHw59Otn2riEEKIi0GVlcfvoUaK3biVq61YSz5695zUOtWrheeextnOjRmjkt/hKQR5/F0Aefz94wsPVOpWpqeq+v786kcfa2rRxCSFEeZQWFUX0zp3EbN9OTGgomfHxdz1fY2GBa+vWeD70EJ4PPYSdv38ZRSqKSx5/C2EkHx94802YOlXdv3pVnbAzbpxp4xJCiPIgOz2d24cOEb1jBzE7d95zWURQl0b06NABzy5dcA8JwcLBoQwiFaYkPZUFkJ7KB1NiotpbmVNn18lJncDj6mrauIQQoqwpikLSxYvE7NxJzK5dxO7bR3bOo5y7cGrQAI9OnfDs3Bnnxo3RmJmVQbSiNElPpRD3wcEB3n8fXn1V3Y+PV3suZ882aVhCCFEm0m/e5OaePcSEhhKzaxdpERH3vMbC0RG3du3w6NABj44dsfb0LINIRXklPZUFkJ7KB1dmplpiKGecuYUFnD4NNWqYNi4hhChpWamp3DpwgJuhocSEhpJw+vS9L9JocG7UCPcOHfDo0AHnJk3Qmkv/VGUmPZVC3CcLC5g+HXr3VvczM2HSpNyZ4UIIUVHpsrKIP3GCmNBQboaGcvvIEXQ5S4rdhbWnJ+4hIbi3b49bu3ZYubiUQbSiIpKeygJIT+WDTVGgY0fYuTO3be9eCAoyXUxCCGGsnHGRN3fvVre9e8lKTLzndVpra1xbtVJ7I9u3x75WLTQaTRlELMoj6akUohg0Gpg50zCJHDsWduxQjwkhRHmVGhmpJpChodzcs+eeK9gAoNXi3KgRbsHBuLdvT5VmzaQAubgvklQKUYDWrQ0Lou/aBb/9lvtYXAghyoPMxERi9+5VH2nv3k1Szpqz92AXGIh7u3a4BQfj2qaNLIcoSoRJH3/v2LGDTz/9lEOHDhEREcGaNWvofZef2tu2baNz58752iMiIvDy8tLvz5s3j08//ZTIyEiaNGnCl19+SevWrYsclzz+FgCXLkHduuq4SlC/Pn4cZEy6EMJUdJmZ3D5yhJidO7m5Zw+3jx0Dne6e11m5ueF2J4l0Cw7G1senDKIVlUGFefydnJxMkyZNeOmll3jyySeLfN3Zs2cNPpiHh4f+65UrVzJmzBjmz59PUFAQn3/+Od27d+fs2bMG5wlxL9Wrw8iRuSWFzpyBH3+EAQNMG5cQ4sGScu2aunrNjh3c3LOHrKSke15jbm+Pa1AQbm3b4hYcjEPt2jIuUpS6cjNRR6PRFLmn8vbt2zg7Oxd4TlBQEK1atWLu3LkA6HQ6/Pz8eO2115gwYUKRYpGeSpHj5k01ucwZ2x4QoJYbsrQ0aVhCiEpMl5FB7IEDRG3dSvS2bSSHhd3zGo2FBVWaNcP9Tk+kc+PGaC0syiBaUdlVmJ7K+9W0aVPS09Np2LAh77//Pu3atQMgIyODQ4cOMXHiRP25Wq2Wrl27smfPnkLvl56eTnp6un4/ISGh9IIXFYqbG4wZA1OmqPuXL8N33+UWSBdCiJKQFh1N9LZtRG3dSkxoKNnJyfe8xrFuXf0jbddWrTC3syuDSIUoXIVKKr29vZk/fz4tW7YkPT2d7777jk6dOrFv3z6aN2/OzZs3yc7OxvM/Ff09PT05c5d1SqdNm8aUnKxBiP8YM0ZdB/zWLXX/ww9h4ECwtTVpWEKICkxRFBLOnCFq0yYiN28m/vjxe15j6eKCe/v2as3IkBCs3d3LIFIhiq5CJZV16tShTp06+v3g4GAuXrzI7Nmz+f777+/7vhMnTmTMmDH6/YSEBPz8/IoVq6g8HB1hwgR46y11PzIS5s2DceNMG5cQomLRZWYSu28fkZs2Eblp072XQdRqqdK0KR4dO+LRoQNODRui0WrLJlgh7kOFSioL0rp1a3bt2gWAm5sbZmZmRP2nLldUVJTB7PD/srKywkpqcom7GDECPvtMTSgBPvkEhg0DqcIhhLib7PR0YnbtImLdOqI2byYzPv6u51s4OanraHfujHtIiKxeIyqUCp9UHj16FG9vbwAsLS1p0aIFmzdv1k/40el0bN68mZEjR5owSlHR2drCu++qySWoj8Jnz4b33zdpWEKIcig7LY2obduI+OcforZuvef4SPsaNfDs0gXPLl2o0rSprKUtKiyT/stNSkriwoUL+v2wsDCOHj2Ki4sL/v7+TJw4kRs3brBs2TIAPv/8cwIDA2nQoAFpaWl89913bNmyhQ0bNujvMWbMGAYMGEDLli1p3bo1n3/+OcnJyQwaNKjMP5+oXIYMgU8/VSfrAMyapZYccnMzaVhCiHJAl5XFzT17uPH770Ru2HDXsj8aMzNcWrZUE8mHHsI+MLAMIxWi9Jg0qTx48KBBMfOccY0DBgxgyZIlREREcPXqVf3xjIwM3nzzTW7cuIGtrS2NGzdm06ZNBvd47rnniImJYfLkyURGRtK0aVPWrVuXb/KOEMaytFR7JgcOVPeTkmD6dDXRFEI8eBRFIe7oUa7/9hvhf/9NRmxsoedqLS1xa9cO7x498OrSBcsqVcowUiHKRrmpU1meSJ1KUZjsbGjYUC2EDmBtDRcvgixOIcSDIzUigutr13Jt9WqSL10q9DytlRUenTrh3aMHnp07Y+HgUIZRClEyKn2dSiFMxcwMPvgAnn1W3U9LU0sMff21aeMSQpSu7LQ0IjZs4Prq1cTs2gWF9MdozMxwDwmhaq9eeHXtirm9fRlHKoTpSE9lAaSnUtyNTgctW8KRI+q+ubm6yk716qaNSwhR8hIvXuTK8uVc//VXMu+yMIZLq1ZUffxxvHv0kBnbolKRnkohSpFWCx99BI88ou5nZakr7ixdatq4hBAlIzs9ncgNG7iyfDmx+/YVep6tvz9+Tz6Jb58+2Pr6lmGEQpRP0lNZAOmpFPeiKBASAqGh6r5GA8ePQ4MGpo1LCHH/UiMjufzDD1xduZKMnCW0/sPc3h6fRx7B98kncWnZEo1GU8ZRClG2pKdSiFKm0cDHH0PHjuq+osDkyfDrr6aNSwhhvNvHjhG2eDHh//yDkpVV4DnOTZsS8PzzeD/yCOayRqsQBZKkUoj71KEDPPww5JRJXb0aDh5Ux1sKIco3XVYWkevXc2nxYm7nDJD+DzM7O3yfeIJqzz+PU/36ZRyhEBWPJJVCFMNHH+UmlQDvvAPr1pkuHiHE3WWnp3N99WoufPMNKXnqIOdlX6sWgf374/v44zJ7WwgjSFIpRDG0bAl9+sCaNer++vWwY4faiymEKD+yUlK4smIFl777jrSoqALP8ejUieqDBuHWrp2MlRTiPshEnQLIRB1hjJMnoVGj3LJ17duriaX8TBLC9DITEwlbupRLS5aQeft2vuNmNjb4PfUUgQMGYC91wYTIRybqCFGGGjSAF16A779X93ftUh+B9+xp2riEeJBlJScTtmwZF7/9lsz4+HzHLZycCBw4kMD+/bF0di77AIWohKSnsgDSUymMdekS1Kmj1qwEaNZMnbSj1Zo2LiEeNFmpqVz54QcufPNNgWWBrNzdqTF4MNWef17GSwpRBNJTKUQZq14dhgyB+fPV/SNH1PJCzzxj2riEeFBkp6dzZflyLsyfT3pMTL7jNj4+1Hz5ZfyeeQYzKysTRChE5Sc9lQWQnkpxP27cgJo11fXAAWrUgFOnwNLStHEJUZkpikL4X39xZuZMUq5dy3fc2suLWiNG4P/002jlP6MQRjMmJ5KHc0KUkKpV4bXXcvcvXoSvvzZdPEJUdrEHDrDrqac4PHp0voTSys2NBu++y0NbthDwv/9JQilEGZCeygJIT6W4X3Fxag9lzlAuFxe4cAGqVDFpWEJUKkmXLnF6xgwiN27Md8yiShVqvfIK1fr1w9zGxgTRCVG5SE+lECbi7AzvvZe7f+uWupyjEKL4MhMTOfnxx2zr2TNfQqm1sqLmK6/QZetWagwZIgmlECYgPZUFkJ5KURwZGWqZoQsX1H1LSzhzBgIDTRuXEBWVotNxfc0aTs+YQfrNm4YHNRp8e/em7pgx2Pj4mCZAISox6akUwoQsLWH69Nz9jAyYNMl08QhRkcWdOEHos89y9K238iWUbsHBdPjtN5rNnCkJpRDlgPRUFkB6KkVxKQqEhEBoaG7b3r0QFGS6mISoSDITEjg9YwZXVqzIXa7qDlt/fxq8/TaeXbrIcopClDLpqRTCxDQamDXLsG3s2Hw/G4UQBYhYv56t3btzZflyg/80Wmtr6rzxBp3WrcOra1dJKIUoZySpFKKUBAXBc8/l7u/aBWvXmiwcIcq9tJgYDo4cycFXXyU9OtrgmPcjj9B540ZqjxwpxcuFKKfuK6nMyspi06ZNLFiwgMTERADCw8NJSkoq0eCEqOimTTMsfv7WW+oYSyFELkVRuLpqFdu6dyfin38MjtkFBNBm2TJafvkltjJuUohyzeik8sqVKzRq1IgnnniCESNGEHNnOazp06czduzYEg9QiIosMNCwIPqFCzB3runiEaK8SQkPZ+/AgRwbP57M+Hh9u8bMjJqvvELHv/7CvV07E0YohCgqo5PK0aNH07JlS27fvo1Nnjpgffr0YfPmzSUanBCVwdtvq0XQc7z/PoSHmywcIcqFnN7J7T17cnPXLoNjjg0aELJmDfXGjcPM2tpEEQohjGVu7AU7d+5k9+7dWP5nyauAgABu3LhRYoEJUVlUqQJTp8Krr6r7iYkwbhz8+KNp4xLCVNKio/n37beJ2rLFoF1rZUWd0aOp/tJLaC0sTBSdEOJ+Gd1TqdPpyM7Oztd+/fp1HBwcSiQoISqbYcOgefPc/Z9+gm3bTBaOECahKAo3fv+dbT165EsoqzRrRse//qLmyy9LQilEBWV0Uvnwww/z+eef6/c1Gg1JSUm89957PPLIIyUZmxCVhpkZfPWVYdvIkZCZaZp4hChrGfHxHBo1isNvvGEwdlJraUm9t96i3cqV2MuyU0JUaEYnlbNmzSI0NJT69euTlpbG//73P/2j7+l5lxEpgh07dtCrVy98fHzQaDSsvUe9ldWrV9OtWzfc3d1xdHSkbdu2rF+/3uCc999/H41GY7DVrVvX2I8pRIkLCoIhQ3L3T56EL780XTxClJWb+/ax/ZFHiPj7b4N2xwYNCFm7lpovv4zGzMxE0QkhSorRSaWvry/Hjh1j0qRJvPHGGzRr1oxPPvmEI0eO4OHhYdS9kpOTadKkCfPmzSvS+Tt27KBbt278/fffHDp0iM6dO9OrVy+OHDlicF6DBg2IiIjQb7v+MwhcCFOZNk0dY5njvfdk0o6ovHSZmZyeOZM9/fqRFhmpb9eYm1N79GhCfv0Vxzp1TBihEKIkGT1RB8Dc3JwXXnih2G/es2dPevbsWeTz8z52B/j444/57bff+OOPP2jWrJlBfF5eXsWOT4iS5uamJpavvKLuJyWpK+389JNp4xKipCVfucLhN94g7tgxg3a7gACaz56Nc+PGJopMCFFaipRU/v7770W+4eOPP37fwRhLp9ORmJiIS956LcD58+fx8fHB2tqatm3bMm3aNPz9/Qu9T3p6Ounp6fr9hISEUotZiCFD4Lvv4OBBdX/5chg6FDp3Nm1cQpSU62vX8u/kyWQnJxu0+z/7LA3eeQdzOzsTRSaEKE1FSip79+5dpJtpNJoCZ4aXlpkzZ5KUlMSzzz6rbwsKCmLJkiXUqVOHiIgIpkyZQkhICCdOnCh0dvq0adOYMmVKWYUtHnA5k3aCgnKXNR45Eo4eBZn0Kiqy7LQ0TkyZwtWffzZot3B0pPHHH+NjxJMpIUTFo1GUnB9rpqXRaFizZk2RE9iffvqJoUOH8ttvv9G1a9dCz4uLi6NatWp89tlnDB48uMBzCuqp9PPzIz4+HkdHR6M+hxBFNWwYfPtt7v6HH8I775guHiGKIyksjEMjR5Jw5oxBu2tQEM1mzsRGllgUokJKSEjAycmpSDnRfa39bWorVqxgyJAh/Pzzz3dNKAGcnZ2pXbs2Fy5cKPQcKysrHB0dDTYhStu0aeDqmrv/4Ydw6pTp4hHifoX/9Rc7e/c2TCi1Wuq88QZtv/9eEkohHhD3lVRu3ryZxx57jBo1alCjRg0ee+wxNm3aVNKxFWj58uUMGjSI5cuX8+ijj97z/KSkJC5evIi3t3cZRCdE0bm6Qt65ZxkZ8NJLUIYjSIQoluz0dI6//z6HRo0iKylJ327l7k7b77+n9siRUipIiAeI0UnlV199RY8ePXBwcGD06NGMHj0aR0dHHnnkkSKXBsqRlJTE0aNHOXr0KABhYWEcPXqUq1evAjBx4kT69++vP/+nn36if//+zJo1i6CgICIjI4mMjCQ+TyHdsWPHsn37di5fvszu3bvp06cPZmZmPP/888Z+VCFKXb9+kHfNgH37YM4c08UjRFGlhoez+/nnufz99wbtrm3a0OGPP3Br08ZEkQkhTMXoMZW+vr5MmDCBkSNHGrTPmzePjz/+2Kj1v7dt20bnAqa8DhgwgCVLljBw4EAuX77Mtjvr2XXq1Int27cXej5A37592bFjB7Gxsbi7u9O+fXs++ugjatSoUeS4jBk/IERxXbsGDRqoa4ID2NjAv/9CzZqmjUuIwtzcs4dDo0aRcetWbqNGQ60RI6gzapT0TgpRiRiTExmdVNrb23P06FFq/ucn3vnz52nWrBlJeR6BVFSSVIqytmBBbu1KgE6dYPNm0FbIUc+islIUhUvffcepGTNAp9O3W7q40Oyzz/AICTFhdKK4srOzyZS1Yx9IlpaWaAv5gWNMTmR08fPHH3+cNWvWMG7cOIP23377jccee8zY2wkhUOtUrlgBdzrl2bZNnRn+8sumjEqIXFlJSRydODHfUovOjRvTYt48bGUyToWlKAqRkZHExcWZOhRhIlqtlsDAQCwtLYt1H6N7KqdOncrMmTNp164dbdu2BWDv3r2Ehoby5ptvGmSxo0aNKlZwpiI9lcIULl6ERo0gNVXdd3BQ1wf38zNtXEIkhYVxYPhwks6fN2j3f/ZZGr7/PmZWViaKTJSEiIgI4uLi8PDwwNbWFo1GY+qQRBnS6XSEh4djYWGBv79/vr//Un38HRgYWKTzNBoNly5dMubW5YYklcJUZs+GMWNy9x95BP78E+R7vDCV6J07OTxqFJl5VhrTWlrS8P33qfbccyaMTJSE7Oxszp07h4eHB655a5yJB0p8fDzh4eHUrFkTi/+swlGqj7/DwsKMvUQIUUSjRsHPP8Pever+33/D/PkwfLhp4xIPHkVRCFuyhJMff2wwftLay4uWX31FlSZNTBidKCk5YyhtbW1NHIkwpZzH3tnZ2fmSSmMUaxqAoiiUkwV5hKgUzMxg4ULIO6xlzBj1MbgQZUWXkcG/kyZxcupUg4TSpXVrOvz2mySUlZA88n6wldTf/30llcuWLaNRo0bY2NhgY2ND48aN+f4/tcqEEPenfn2YMSN3Py0Nnn9efRWitKXHxrKnf/9863f79+1L26VLsXJzM1FkQojyzuik8rPPPmP48OE88sgj/Pzzz/z888/06NGDV155hdmzZ5dGjEI8cEaNMiyKfvw4/KfgghAlLuHsWXb26cOtAwf0bRozMxq+9x6Np05FW8yZoUKIexs4cCC9e/fW73fq1InXX3/9rtcEBATwed4l2kzE6KTyyy+/5Ouvv2b69Ok8/vjjPP7448yYMYOvvvqKObIUiBAlQqOBxYvB0zO3be5c+OMP08UkKreorVvZ9cwzpOZZwMLC0ZGgxYsJ7N9fHo+KcicmJobhw4fj7++PlZUVXl5edO/endDQUFOHViSXL19Go9HoVxXM8cUXX+gXdKlojJ6oExERQXBwcL724OBgIiIiSiQoIQR4eMCyZdC9e27boEHqajtSElCUFEVRuLR4MaemTTMYP2lXvTqtv/kG+yJW/BCirD311FNkZGSwdOlSqlevTlRUFJs3byY2NtbUoRWLk5OTqUO4b0b3VNasWZOf/zPWBmDlypXUqlWrRIISQqgefhjGjs3dj42F/v0NfvYLcd90mZn8+847nProI4N/VO4hIYT8+qsklA+o+HjYtcs0W3x80WKMi4tj586dTJ8+nc6dO1OtWjVat27NxIkTefzxxwvsBYyLi0Oj0eiXfr59+zb9+vXD3d0dGxsbatWqxeLFi/XnX79+neeffx4XFxfs7Oxo2bIl+/bt0x//7bffaN68OdbW1lSvXp0pU6aQlZWlP67RaPj666/p2bMnNjY2VK9enVWrVumP55RobNasGRqNhk6dOgH5H38DZGVlMXLkSJycnHBzc+Pdd9+960TpuLg4hgwZgru7O46Ojjz00EMcO3asaH+4xWB0T+WUKVN47rnn2LFjB+3atQMgNDSUzZs3F5hsCiGK56OPYOtWOHRI3d+8GT79FMaPN21comLLiI/n0IgR3Nyzx6A94MUXafDOO2jNjf7xICqJ48fBVCtu7twJ7dvf+zx7e3vs7e1Zu3Ytbdq0weo+CvC/++67nDp1in/++Qc3NzcuXLhA6p3VJ5KSkujYsSNVq1bl999/x8vLi8OHD6O788vXzp076d+/P3PmzCEkJISLFy8ybNgwAN577z2D9/jkk0/44osv+P777+nbty/Hjx+nXr167N+/n9atW7Np0yYaNGhw19Vsli5dyuDBg9m/fz8HDx5k2LBh+Pv7M3To0ALPf+aZZ7CxseGff/7BycmJBQsW0KVLF86dO4eLi4vRf1ZFptyHgwcPKv369VOaN2+uNG/eXOnXr59y+PDh+7lVuRQfH68ASnx8vKlDEUJRFEU5d05R7OwUBdTNzExRduwwdVSiokoKC1M2d+mi/F69un77o1Yt5dKyZaYOTZSx1NRU5dSpU0pqaqq+befO3O81Zb3t3Fn02FetWqVUqVJFsba2VoKDg5WJEycqx44dUxRFUcLCwhRAOXLkiP7827dvK4CydetWRVEUpVevXsqgQYMKvPeCBQsUBwcHJTY2tsDjXbp0UT7++GODtu+//17x9vbW7wPKK6+8YnBOUFCQMnz48EJjVBRFGTBggPLEE0/o9zt27KjUq1dP0el0+rbx48cr9erV0+9Xq1ZNmT17tqIoirJz507F0dFRSUtLM7hvjRo1lAULFhT4eQr6d5DDmJzovn4VbdGiBT/88EPJZbZCiLuqVUudqDNokLqfnQ3PPQeHD4OXl2ljExXL7SNH2D9sGBm3bunbzO3taTF3Lh6m6p4S4j489dRTPProo+zcuZO9e/fyzz//MGPGDL777jv9o+S7GT58OE899RSHDx/m4Ycfpnfv3vo5I0ePHqVZs2aF9uodO3aM0NBQPvroI31bdnY2aWlppKSk6IvJ5yxnnaNt27b5JuYURZs2bQwmy7Vt25ZZs2aRnZ2NmZlZvtiSkpLyrZCUmprKxYsXjX5vY9xXUnnx4kUWL17MpUuX+Pzzz/Hw8OCff/7B39+fBg0alHSMQghgwADYvh1yJgVGRKiJ5ebNIE8qRVFErF/P4TfeQJeerm+z9fen9Tff4CBj4sUdjRqpj6FN9d7GsLa2plu3bnTr1o13332XIUOG8N5777HzzgdQ8ow7zFk9KEfPnj25cuUKf//9Nxs3bqRLly6MGDGCmTNnYmNjc9f3TUpKYsqUKTz55JMFxmRKSUlJeHt768eO5uXs7Fyq7230j6Lt27fTs2dP2rVrx44dO5g6dSoeHh4cO3aMhQsXGgxCFUKUHI0G5s2DI0cgZ7z1jh0waZJhsXQhCnJpyRJ1hZw8P2SrNGtGqwULsJI1n0UeTk5FG9dYHtWvX5+1a9fi7u4OqBVrmjVrBlBgD6G7uzsDBgxgwIABhISEMG7cOGbOnEnjxo357rvvuHXrVoG9lc2bN+fs2bPUrFnzrvHs3buX/v37G+znxJN3acR7yTtBKOc+tWrVytdLmRNbZGQk5ubmBAQE3PPeJcno2d8TJkxg6tSpbNy40WBQ6UMPPcTenAWLhRClwtYWVq1Sv+nn+PRTWL3adDGJ8k3R6Tj50Uec/PBDg4TSq3t32v7wgySUokKKjY3loYce4ocffuDff/8lLCyMX375hRkzZvDEE09gY2NDmzZt+OSTTzh9+jTbt2/nnXfeMbjH5MmT+e2337hw4QInT57kzz//pF69egA8//zzeHl50bt3b0JDQ7l06RK//vore+5MbJs8eTLLli1jypQpnDx5ktOnT7NixYp87/HLL7+waNEizp07x3vvvcf+/fsZOXIkAB4eHtjY2LBu3TqioqKIv8vU96tXrzJmzBjOnj3L8uXL+fLLLxk9enSB53bt2pW2bdvSu3dvNmzYwOXLl9m9ezdvv/02Bw8evO8/86IwOqk8fvw4ffr0ydfu4eHBzZs3SyQoIUThataEpUsN2wYOhHPnTBKOKMey09M5NGoUlxYtMmgPHDSIll9+iZmJH9MJcb/s7e0JCgpi9uzZdOjQgYYNG/Luu+8ydOhQ5s6dC8CiRYvIysqiRYsWvP7660ydOtXgHpaWlkycOJHGjRvToUMHzMzMWLFihf7Yhg0b8PDw4JFHHqFRo0Z88skn+p7B7t278+eff7JhwwZatWpFmzZtmD17NtWqVTN4jylTprBixQoaN27MsmXLWL58OfXr1wfA3NycOXPmsGDBAnx8fHjiiScK/bz9+/cnNTWV1q1bM2LECEaPHq2fbf5fGo2Gv//+mw4dOjBo0CBq165N3759uXLlCp55V9QoBRol74CDIvD19eXnn38mODgYBwcHjh07RvXq1VmzZg1jx44t9UGgZSEhIQEnJyfi4+NxdHQ0dThCFGjiRPjkk9z9hg1h716wszNdTKL8yExIYP+wYQZLLqLR0ODtt6meM+NLPPDS0tIICwsjMDDQ5GMBKxuNRsOaNWvy1Zwsj+7278CYnMjonsq+ffsyfvx4IiMj0Wg06HQ6QkNDGTt2rMG4ASFE6frwQ3joodz9Eydg6FCDJ5ziAZUaGUlo374GCaXWyoqW8+ZJQimEKDVGJ5Uff/wxdevWxc/Pj6SkJOrXr0+HDh0IDg7ON5ZACFF6zM1h+XLDJRuXL5dJOw+6xIsXCX3mGRLPntW3WTg70/b77/HOu+anEEKUMKMff+e4evUqJ06cICkpiWbNmlWqJRrl8beoSHbvhk6dIKdahkYDv/8Ojz1m0rCECdw+coR9Q4aQGRenb7P29qbNkiU43GOWqngwyeNvASX3+Pu+q9v5+/vj5+cHYFCQUwhRtoKD4euvYcgQdV9R4H//U8dX3hkPLh4AUVu3cnDkSHRpafo2h1q1CFq8GBtvbxNGJoR4UBj9+Btg4cKFNGzYEGtra6ytrWnYsCHfffddSccmhCiiwYNh1Kjc/cREePxxiI01XUyi7Fxfu5YDL79skFC6tGxJ8MqVklAKIcqM0Unl5MmTGT16NL169eKXX37hl19+oVevXrzxxhtMnjy5NGIUQhTBrFnQtWvu/sWL8OyzuY/FReV0ackSjrz5JkqeAspe3brRZulSLPMWNBVCiFJm9JhKd3d35syZw/PPP2/Qvnz5cl577bVKUatSxlSKiurWLQgKggsXctteew3mzDFdTKJ0KIrCuTlzOPefv1z/556j8YcfoilgpQ0h/kvGVAowYUmhzMxMWrZsma+9RYsWZGVlGXs7IUQJcnFRJ+k4OOS2ffklfPON6WISJU/R6Tj5wQf5Esqar7xC448+koRSCGESRieVL774Il9//XW+9m+++YZ+/fqVSFBCiPtXr55aWijv/LlXX4WNG00Xkyg5usxMjowbR9iyZQbt9caPp964cTJxUghhMsWaqDNkyBCGDBlCo0aN+Pbbb9FqtYwZM0a/3cuOHTvo1asXPj4+aDQa1q5de89rtm3bRvPmzbGysqJmzZosWbIk3znz5s0jICAAa2trgoKC2L9//318SiEqrkcfNVxtJzsbnn5aLZAuKq7s9HQOjhjBjbzfK7VaGn/8MTULWbJNCFGxdOrUiddff93UYdwXo5PKEydO0Lx5c9zd3bl48SIXL17Ezc2N5s2bc+LECY4cOcKRI0c4evToPe+VnJxMkyZNmDdvXpHeOywsjEcffZTOnTtz9OhRXn/9dYYMGcL69ev156xcuZIxY8bw3nvvcfjwYZo0aUL37t2Jjo429qMKUaGNG6fOCs+RkKAmmxERpotJ3L+slBT2Dx1K1ObN+jaNhQUt5syh2nPPmTAyIUxj4MCBaDSafFuPHj1MHdoDy+g6lVu3bi2xN+/Zsyc9e/Ys8vnz588nMDCQWbNmAVCvXj127drF7Nmz6X5npYjPPvuMoUOHMujOUmTz58/nr7/+YtGiRUyYMKHEYheivNNo1PqVly9DTh5y9apaamjbNlkjvCLJTExk3+DB3D50SN9mZmNDq/nzcW/f3oSRCWFaPXr0YPHixQZtVlZWJopG3Hfxc1PYs2cPXfPWTAG6d++u7ybOyMjg0KFDTJw4UX9cq9XStWtX9uzZU+h909PTSU9P1+8nJCSUbOBCmIiFBaxaBe3awalTatvBg9CvH/z6K8h8jvIvIy6OvQMHEn/8uL7N3N6eoEWLcGnRwoSRicoqMT2RszFn731iKajjXgcHK4d7n3iHlZUVXl5e+dq3bdvGww8/zObNmwkJCQFgxowZzJw5k+PHj+Pp6UmnTp1o2LAhAN9//z0WFhYMHz6cDz74QD82+fbt24wePZo//viD9PR0OnbsyJw5c/SrCF65coWRI0eya9cuMjIyCAgI4NNPP+WRRx4B1Ke748aNY+fOndjZ2fHwww8ze/Zs3NzcAPWJ7fDhw1m9ejUODg6MHTv2/v/wyoEKlVRGRkbi6elp0Obp6UlCQgKpqancvn2b7OzsAs85c+ZMofedNm0aU6ZMKZWYhTA1Z2f46y9o0waiotS2335TH49/9plJQxP3kH7zJnv69zdcx7tKFdosWYLznR+GQpS0szFneW6FaYZUrOy7kpa++SvMGCtnXOKLL77IsWPHuHTpEu+++y6//PKLQY6wdOlSBg8ezP79+zl48CDDhg3D39+foUOHAuoj9vPnz/P777/j6OjI+PHjeeSRRzh16hQWFhaMGDGCjIwMduzYgZ2dHadOncLe3h6AuLg4HnroIYYMGcLs2bNJTU1l/PjxPPvss2zZsgWAcePGsX37dn777Tc8PDyYNGkShw8fpmnTpsX+MzCFCpVUlpaJEycaTCxKSEjQL0EpRGUQEKCWGurUCVJT1bbZs6F6dRg50pSRicKkRkSw58UXSQ4L07dZubvTZulSHOvUMWFkQpQff/75pz6JyzFp0iQmTZrE1KlT2bhxI8OGDePEiRMMGDCAxx9/3OBcPz8/Zs+ejUajoU6dOhw/fpzZs2czdOhQfTIZGhpKcHAwAD/++CN+fn6sXbuWZ555hqtXr/LUU0/RqFEjAKpXr66/99y5c2nWrBkff/yxvm3RokX4+flx7tw5fHx8WLhwIT/88ANdunQB1CTX19e3VP6sykKFSiq9vLyIyulquSMqKgpHR0dsbGwwMzPDzMyswHMK6h7PYWVlJWMwRKXXujX8+CM89ZS6PjioSztWrQp9+pg2NmEo5cYN9vTrR8q1a/o2a29v2n7/PfaBgSaMTIjypXPnzvnKHLq4uABgaWnJjz/+SOPGjalWrRqzZ8/Od32bNm0MynC1bduWWbNmkZ2dzenTpzE3NycoKEh/3NXVlTp16nD69GkARo0axfDhw9mwYQNdu3blqaeeonHjxgAcO3aMrVu35kt6AS5evEhqaioZGRkG93dxcaFOBf6lsUhJZfPmzdm8eTNVqlThgw8+YOzYsdja2pZ2bPm0bduWv//+26Bt48aNtG3bFlD/AbVo0YLNmzfTu3dvAHQ6HZs3b2akdMcIQZ8+8OmnkDNsR1Hgf/+DLVvgzn8jYWIp16+zu18/Uq9f17fZ+vvT9ocfsK1a1YSRiQdFHfc6rOy70mTvbQw7Oztq1qxZ6PHdu3cDcOvWLW7duoVdCc9QHDJkCN27d+evv/5iw4YNTJs2jVmzZvHaa6+RlJREr169mD59er7rvL29uZB36bPKQikCa2tr5dq1a4qiKIpWq1WioqKKctk9JSYmKkeOHFGOHDmiAMpnn32mHDlyRLly5YqiKIoyYcIE5cUXX9Sff+nSJcXW1lYZN26ccvr0aWXevHmKmZmZsm7dOv05K1asUKysrJQlS5Yop06dUoYNG6Y4OzsrkZGRRY4rPj5eAZT4+PgS+ZxClCc6naK89pqiqCmlurm6KsrZs6aOTCRduaJsbN9e+b16df22pVs3JdWI719CGCM1NVU5deqUkpqaaupQjDZgwADliSeeKPT4hQsXFHt7e2XRokVK9+7dlc6dOyvZ2dn64x07dlTq169vcM2ECROUevXqKYqiKOfOnVMAJTQ0VH/85s2bio2NjfLLL78U+J4TJkxQGjVqpCiKokyaNEmpU6eOkpmZWeC5iYmJioWFhfLzzz/r227duqXY2toqo0ePvutnL2l3+3dgTE5UpJ7Kpk2bMmjQINq3b4+iKMycObPA7lyAyZMnFzmhPXjwIJ07d9bv54xrHDBgAEuWLCEiIoKrV6/qjwcGBvLXX3/xxhtv8MUXX+Dr68t3332nLycE8NxzzxETE8PkyZOJjIykadOmrFu3Lt/kHSEeVBqNOp7yxg1YvVpti42FHj1gzx6Q/yqmkXzlCrv79SMtTyFR+1q1CP7hB6zuzBQVQhhKT08nMjLSoM3c3JwqVarwwgsv0L17dwYNGkSPHj1o1KgRs2bNYty4cfpzr169ypgxY3j55Zc5fPgwX375pb5sYa1atXjiiScYOnQoCxYswMHBgQkTJlC1alWeeOIJAF5//XV69uxJ7dq1uX37Nlu3bqVevXoAjBgxgm+//Zbnn3+et956CxcXFy5cuMCKFSv47rvvsLe3Z/DgwYwbNw5XV1c8PDx4++230Wrva12a8qEoGeyZM2eU5557TmnZsqWi1WqVhg0bKk2bNs23NWvWzOjsuDySnkrxIEhJUZTgYMMeyxYtFCUx0dSRPXgSL11SNgQHG/RQbu3RQ0mLiTF1aKKSq+g9lUC+rU6dOsqUKVMUb29v5ebNm/rzf/31V8XS0lI5evSooihqT+Wrr76qvPLKK4qjo6NSpUoVZdKkSYpOp9Nfc+vWLeXFF19UnJycFBsbG6V79+7KuXPn9MdHjhyp1KhRQ7GyslLc3d2VF1980eA9z507p/Tp00dxdnZWbGxslLp16yqvv/66/j0SExOVF154QbG1tVU8PT2VGTNmKB07dqywPZUaRckZsl80Wq2WyMhIPDw8SjzBLS8SEhJwcnIiPj4eR0dHU4cjRKmJjVVrWOapWMMjj6glh8wr1DS+iispLIw9/fqRlmeCoWPdurRZtgwrV1cTRiYeBGlpaYSFhREYGIi1tbWpwylTnTp1omnTpnz++eemDsXk7vbvwJicyOg+Vp1OV6kTSiEeJK6u8M8/ho+8//5bnRVu3K+b4n4kX76cP6GsX582338vCaUQosK5rwf3Fy9e5LXXXqNr16507dqVUaNGcfHixZKOTQhRBgID1eLoeSdFfv01zJljupgeBCnXrrH7hRcME8oGDWi7bBlWd0qiCCFERWJ0Url+/Xrq16/P/v37ady4MY0bN2bfvn00aNCAjRs3lkaMQohS1qIF/Pwz5B0fPmaMmmyKkpcSHp5vUk5OQmlZpYoJIxPiwbFt2zZ59F3CjB5T2axZM7p3784nn3xi0D5hwgQ2bNjA4cOHSzRAU5AxleJB9eWX6qPvHPb2EBoKd2r5ihKQGhnJ7uefJyVPZQuHOnUI/vFHSShFmXuQx1SKXCYbU3n69GkGDx6cr/2ll17i1KlTxt5OCFGOvPYajBiRu5+UBI89Bnk61EQxpEVHqyvl5Eko7WvVkh5KIUSlYHRS6e7uztGjR/O1Hz16VCbwCFEJfP65WrMyx7Vr8MQTkJJispAqhfSbN9nzwgskX76sb7MLDKTt999LHUohRKVgdNGQoUOHMmzYMC5duqRfYD00NJTp06fri5cLISouc3NYsUItNXTypNp24AAMGAArVxqOuxRFkxEXx57+/UnKM6ExZ+lFa3d3E0YmhBAlx+ik8t1338XBwYFZs2YxceJEAHx8fHj//fcZlXcwlhCiwnJygj//hKAgiI5W21atgnffhY8+Mm1sFU1mYiL7Bg0iMU8xUBtfX9r++CM2Xl4mjEwIIUqW0RN18kpMTATAwcGhxAIqD2SijhCqPXugc2dIT89tW7JE7bUU95aVksK+l17i1oED+jZrLy/arViBrZ+fCSMTQiUTdQSYcKJOXg4ODpUuoRRC5GrbVk0i8xo6FHbuNEk4FUp2ejoHhg83SCit3Nxo+8MPklAKYQKRkZF069YNOzs7nJ2dTR1OPgEBARW+xJGMjhJC3FXfvvD++7n7mZnQpw9cuGCykMo9XWYmh0aN4uauXfo2C2dn2ixbhn1goAkjE6LyGDhwIL179y7y+bNnzyYiIoKjR49y7ty5EomhMiSCJUmSSiHEPU2eDP/7X+5+bKxaauj2bdPFVF4p2dkcGTuWqE2b9G3m9va0WbwYxzp1TBiZEA+2ixcv0qJFC2rVqiXVakqJJJVCiHvSaGDhQvVxeI6zZ+Hpp9WeS6FSFIV/J08m/M8/9W1mNja0XrgQZ6kgLyqI7IwEUqMPmGTLzki4r5g7derEqFGjeOutt3BxccHLy4v38zxiCQgI4Ndff2XZsmVoNBoGDhwIQFxcHEOGDMHd3R1HR0ceeughjh07ZnDvP/74g1atWmFtbY2bmxt9+vTRv+eVK1d444030Gg0aDQa/TW7du0iJCQEGxsb/Pz8GDVqFMnJyfrj0dHR9OrVCxsbGwIDA/nxxx/v63OXN0bN/s7MzKRHjx7Mnz+fWrVqlVZMQohyyNoa1q5VZ4TnlFrcskUtlr5ggZp4PujOfv45V1es0O9rLS1ptWABri1bmjAqIYyTEXeW65ueNcl7+3b9GRuPVvd17dKlSxkzZgz79u1jz549DBw4kHbt2tGtWzcOHDhA//79cXR05IsvvsDGxgaAZ555BhsbG/755x+cnJxYsGABXbp04dy5c7i4uPDXX3/Rp08f3n77bZYtW0ZGRgZ///03AKtXr6ZJkyYMGzaMoUOH6uO4ePEiPXr0YOrUqSxatIiYmBhGjhzJyJEjWbx4MaA+ug8PD2fr1q1YWFgwatQoonNKbVRgRiWVFhYW/Pvvv6UVixCinPPwUEsNBQdDwp0OhW+/hYAAmDTJpKGZXNiyZZyfO1e/rzEzo8WXX+Lerp0JoxLiwdG4cWPee+89AGrVqsXcuXPZvHkz3bp1w93dHSsrK2xsbPC6U8pr165d7N+/n+joaKysrACYOXMma9euZdWqVQwbNoyPPvqIvn37MmXKFP37NGnSBAAXFxfMzMxwcHDQ3xNg2rRp9OvXj9dff10fy5w5c+jYsSNff/01V69e5Z9//mH//v20aqUm0AsXLqRevXql/mdU2ox+/P3CCy+wcOHC0ohFCFEBNGgAP/8MZma5bW+/nX+W+IMk/K+/OPHBBwZtTT7+GK+uXU0UkRAPnsb/GWLi7e19196/Y8eOkZSUhKurK/b29votLCyMi3cWKjh69ChdunQxKo5jx46xZMkSg3t2794dnU5HWFgYp0+fxtzcnBYtWuivqVu3brmckW4so4ufZ2VlsWjRIjZt2kSLFi2ws7MzOP7ZZ5+VWHBCiPKpe3f46it4+eXctiFDwNMTevY0XVymEBMayuE334Q8JX/rjR+P39NPmzAqIe6fpXMdfLv+bLL3vl8WFhYG+xqNBp1OV+j5SUlJeHt7s23btnzHchK8nMfkxkhKSuLll18ucEEYf3//Ept5Xh4ZnVSeOHGC5s2bA+T7g9HIoCohHhjDhsGNG5DTQZedrU7c2bYNWt3fkKgKJ+7ffzkwfDhKntlK1QcPpuawYSaMSojiMbN0vO9xjRVJ8+bNiYyMxNzcnICAgALPady4MZs3b2bQoEEFHre0tCQ7OzvffU+dOkXNmjULvKZu3bpkZWVx6NAh/ePvs2fPEhcXd9+fpbwwOqncunVracQhhKiA3n8fwsPhu+/U/ZQUePRR2L0bCvl+WmkkhYWxb/BgsvPM6PTt3Zv6EyaYMCohRFF17dqVtm3b0rt3b2bMmEHt2rUJDw/XT85p2bIl7733Hl26dKFGjRr07duXrKws/v77b8aPHw+os8p37NhB3759sbKyws3NjfHjx9OmTRtGjhzJkCFDsLOz49SpU2zcuJG5c+dSp04devTowcsvv8zXX3+Nubk5r7/++n31ipY3911S6MKFC6xfv57U1FRALaUhhHiwaDTw9dfQq1duW0yM+ng8Ksp0cZW2tJgY9g0aRMatW/o2j06daPLJJ2i0UqlNiIpAo9Hw999/06FDBwYNGkTt2rXp27cvV65cwdPTE1DLBv3yyy/8/vvvNG3alIceeoj9+/fr7/HBBx9w+fJlatSogbu7O6D2bm7fvp1z584REhJCs2bNmDx5Mj4+PvrrFi9ejI+PDx07duTJJ59k2LBhlaJ2ptFrf8fGxvLss8+ydetWNBoN58+fp3r16rz00ktUqVKFWbNmlVasZUbW/hbCOCkp0KUL7N2b29a8OWzeDJVg7LmBrKQkdv/vf8SfPKlvq9KsGW2WLcPc1taEkQlhPFn7W4AJ1/5+4403sLCw4OrVq9jm+Qb63HPPsW7dOmNvJ4SoBGxt4Y8/oHbt3LbDh+GRRyApyXRxlTRdRgYHRowwSCjta9Sg9bffSkIphHjgGZ1UbtiwgenTp+Pr62vQXqtWLa5cuVJigQkhKhY3N1i/Hry9c9v27FEfjaekmC6ukqLodBydONFgPW8rDw+CFi/GskoVE0YmhBDlg9FJZXJyskEPZY5bt27pi4cKIR5MAQGwaZOaYObYtg369IH0dFNFVTJOf/opN9au1e+b29sTtGgRtlWrmi4oIYQoR4xOKkNCQli2bJl+P6cO1IwZM+jcuXOJBieEqHjq11cTy7xjKTdsgGefrbjrhF9asoSL33yj39dYWNDq669xqgQrYAghREkxuqTQjBkz6NKlCwcPHiQjI4O33nqLkydPcuvWLUJDQ0sjRiFEBdOkiZpIdukCiYlq2++/Q79+8NNPYG70dx7TiVi/npNTpxq0Nfv0U9yCg00UkRBClE9G91Q2bNiQc+fO0b59e5544gmSk5N58sknOXLkCDVq1LivIObNm0dAQADW1tYEBQUZTNf/r06dOqHRaPJtjz76qP6cgQMH5jveo0eP+4pNCHF/WrWCv/9WJ/Hk+OUXGDQIsrJMF5cxbh85wuE33jBYLaf+229TNW8NJSGEEMB99FQCODk58fbbb5dIACtXrmTMmDHMnz+foKAgPv/8c7p3787Zs2cLrNm0evVqMjIy9PuxsbE0adKEZ555xuC8Hj16sHjxYv2+jPcUouy1b6/OCn/0UUhLU9t++EEdX/njj/CfVdXKleQrV9g/bBi6PINBq7/0EjVeesmEUQkhRPl1X0nl7du3WbhwIadPnwagfv36DBo0CBcXF6Pv9dlnnzF06FD9Ekjz58/nr7/+YtGiRUwoYGWK/77HihUrsLW1zZdUWllZ4eXlZXQ8QoiS9dBDsHo1PPFE7pjKX36BjAxYuRLK4+97Gbdvs2/wYIPi5t49elB/4kQTRiWEEOWb0Y+/d+zYQUBAAHPmzOH27dvcvn2bOXPmEBgYyI4dO4y6V0ZGBocOHaJr1665AWm1dO3alT179hTpHgsXLqRv377Y2dkZtG/btg0PDw/q1KnD8OHDiY2NLfQe6enpJCQkGGxCiJLTsyf89hvkran722/QuzfcWZSr3MhOT+fAK6+QHBamb6vSrBnNZs2S1XKEEOIujP4OOWLECJ577jnCwsJYvXo1q1ev5tKlS/Tt25cRI0YYda+bN2+SnZ2tXw4ph6enJ5GRkfe8fv/+/Zw4cYIhQ4YYtPfo0YNly5axefNmpk+fzvbt2+nZs2e+Rd9zTJs2DScnJ/3m5+dn1OcQQtxbz57w11+GYyzXrYPHHoM8y2eblKLTcfStt7h18KC+zdbfn1YLFmAmq40IIcqxJUuW4GziJcyMTiovXLjAm2++iZmZmb7NzMyMMWPGcOHChRIN7l4WLlxIo0aNaN26tUF73759efzxx2nUqBG9e/fmzz//5MCBA2zbtq3A+0ycOJH4+Hj9du3atTKIXogHz0MPqQXSHRxy27ZsUdcKLw8PCM7MmkX4n3/q9y2cnQlatAgrV1cTRiWEKEjeSbkWFhYEBgby1ltvkZYzgFuUOaOTyubNm+vHUuZ1+vRpmjRpYtS93NzcMDMzIyoqyqA9KirqnuMhk5OTWbFiBYMHD77n+1SvXh03N7dCk14rKyscHR0NNiFE6WjfHjZuNKxjGRoKnTtDdLTJwuLKihVcmD9fv6+1tKTVggXYBwaaLighxF316NGDiIgILl26xOzZs1mwYAHvvfeeqcO6b9nZ2eh0OlOHcd+KlFT++++/+m3UqFGMHj2amTNnsmvXLnbt2sXMmTN54403eOONN4x6c0tLS1q0aMHmzZv1bTqdjs2bN9O2bdu7XvvLL7+Qnp7OCy+8cM/3uX79OrGxsXjnXT9OCGEyQUFqD2XeDsDDh6FdO7h0qezjiQkN5fjkyQZtTT/9FNeWLcs+GCFMLDMxkdiDB02yZeYUti2inEm5fn5+9O7dm65du7Jx40ZAzSemTZtGYGAgNjY2NGnShFWrVhlcf/LkSR577DEcHR1xcHAgJCSEixcv6q//4IMP8PX1xcrKiqZNm7Ju3Tr9tcHBwYwfP97gfjExMVhYWOjnmKSnpzN27FiqVq2KnZ0dQUFBBk9Ncx5Z//7779SvXx8rKyuuXr16z+tyrvX398fW1pY+ffrcde5IWSnS7O+mTZui0WhQ8tRqe+utt/Kd97///Y/nnnvOqADGjBnDgAEDaNmyJa1bt+bzzz8nOTlZPxu8f//+VK1alWnTphlct3DhQnr37o3rfx5LJSUlMWXKFJ566im8vLy4ePEib731FjVr1qR79+5GxSaEKD3NmqlLOHbrBjlDqC9cgOBg+Ocf9XhZSDx/noMjRqDkGXNdd+xYqj72WNkEIEQ5k3D2LLuN/FleUoJXrrzvX+ZOnDjB7t27qVatGqDOl/jhhx+YP38+tWrVYseOHbzwwgu4u7vTsWNHbty4QYcOHejUqRNbtmzB0dGR0NBQsu4U0v3iiy+YNWsWCxYsoFmzZixatIjHH3+ckydPUqtWLfr168eMGTP45JNP0Gg0gFom0cfHh5CQEABGjhzJqVOnWLFiBT4+PqxZs4YePXpw/PhxatWqBUBKSgrTp0/nu+++w9XVFQ8Pj3tet2/fPgYPHsy0adPo3bs369atKxc9tBolb6ZYiCtXrhT5hjl/mcaYO3cun376KZGRkTRt2pQ5c+YQFBQEqMXOAwICWLJkif78s2fPUrduXTZs2EC3bt0M7pWamkrv3r05cuQIcXFx+Pj48PDDD/Phhx/mmxBUmISEBJycnIiPj5dH4UKUsrAwdUzl+fO5bQ4OsHatOgazNKXfvMnOp54i9fp1fZv/s8/S+OOP9T8khKjM0tLSCAsLIzAwEOs7k9FiDx6sEEnlwIED+eGHH7C2tiYrK4v09HS0Wi0///wzjz32GC4uLmzatMngyeeQIUNISUnhp59+YtKkSaxYsYKzZ89iUUDR3KpVqzJixAgmTZqkb2vdujWtWrVi3rx5xMTE4OPjw5YtW/RJZHBwMB06dOCTTz7h6tWrVK9enatXr+Lj46O/R9euXWndujUff/wxS5YsYdCgQRw9elQ/hLAo1/3vf/8jPj6ev/76S3+8b9++rFu3jri4uKL9YedR0L+DHMbkREXqqbyfRNEYI0eOZOTIkQUeK2hyTZ06dSgsF7axsWH9+vUlGZ4QohQFBqpjKh95BHImXScmqrPFv/9eXTO8NGSnpbH/5ZcNEkq3tm1p9MEHklAKUUF07tyZr7/+muTkZGbPno25uTlPPfUUJ0+eJCUlJV/HU0ZGBs3uPAY5evQoISEhBSaUCQkJhIeH065dO4P2du3acezYMQDc3d15+OGH+fHHHwkJCSEsLIw9e/awYMECAI4fP052dja1a9c2uEd6errBU1ZLS0saN26s3y/KdadPn6ZPnz4Gx9u2bWvweN4U7qv4eXh4OLt27SI6OjrfgNJRo0aVSGBCiAeHuzts3QpPPaWuGQ5qcfS+feHaNRgzBkoyz1N0Oo6MHUvc0aP6NvsaNWgxbx7a8rzMjxBlwLFOHYJXrjTZexvDzs6OmjVrArBo0SKaNGnCwoULadiwIQB//fUXVatWNbgmZ4U9GxubYsfbr18/Ro0axZdffslPP/1Eo0aNaNSoEaAOxzMzM+PQoUMGFXMA7O3t9V/b2NgY/CJb1OvKI6OTyiVLlvDyyy9jaWmJq6urwR+ERqORpFIIcV/s7dUlHV96SV3CEdQlt8eOhRMnYP78klt958ysWUT8849+39LFhdbffYelk1PJvIEQFZiFg0OFnKSm1WqZNGkSY8aM4dy5c/pJLx07dizw/MaNG7N06VIyMzPz9VY6Ojri4+NDaGiowfWhoaEGZQyfeOIJhg0bxrp16/jpp5/o37+//lizZs3Izs4mOjpa/3i8KIpyXb169di3b59B2969e4v8HqVGMZKvr68ydepUJTs729hLK4z4+HgFUOLj400dihAPnOxsRRkzRlHUlDJ3a9tWUSIiin//q6tWKb9Xr67f/qxbV4k9dKj4NxaiAkpNTVVOnTqlpKammjoUow0YMEB54oknDNoyMzOVqlWrKp9++qny9ttvK66ursqSJUuUCxcuKIcOHVLmzJmjLFmyRFEURbl586bi6uqqPPnkk8qBAweUc+fOKcuWLVPOnDmjKIqizJ49W3F0dFRWrFihnDlzRhk/frxiYWGhnDt3zuA9+/XrpzRp0kTRaDTKlStX8h0LCAhQfv31V+XSpUvKvn37lI8//lj5888/FUVRlMWLFytOTk75Ptu9rtuzZ4+i1WqVTz/9VDl37pzy5ZdfKs7OzgXeqyju9u/AmJzI6KTSxcVFuXDhgrGXVSiSVAphel99pSjm5oaJpa+vohQn/4s9cED5s25dg6Ty+h9/lFzQQlQwlS2pVBRFmTZtmuLu7q4kJSUpn3/+uVKnTh3FwsJCcXd3V7p3765s375df+6xY8eUhx9+WLG1tVUcHByUkJAQ5eLFi4qiKEp2drby/vvvK1WrVlUsLCyUJk2aKP/880++9/v7778VQOnQoUO+YxkZGcrkyZOVgIAAxcLCQvH29lb69Omj/Pvvv4qiFJ5U3us6RVGUhQsXKr6+voqNjY3Sq1cvZebMmSZPKos0+zuvt956CxcXFyZMmFAK/ablg8z+FqJ82LoVnn4abt3KbbOxgcWLwdjJqSnXr7OzTx8y8tyszuuvU/u110ooWiEqnrvN+hUPjjKd/Z3XtGnTeOyxx1i3bh2NGjXKNw7hs88+M/aWQghRoM6d4cABePxxOHlSbUtNVSfwHDkCU6eCeRG+i2UlJbF/6FCDhLJqr17UKqTqhBBCCOPdV1K5fv166tyZofXfiTpCCFGSqleHPXvghRfg999z26dPVxPO5cvBw6Pw65XsbA6/8QaJ587p25ybNKFJnoLFQgghis/opHLWrFksWrSIgQMHlkI4QgiRn4MDrFkD774LH3+c275lC7RoAatWqUs/FuT0p58StWWLft/ay4tW8+djJo/6hBCiRBVp7e+8rKys8hUDFUKI0qbVwkcfqQmkg0Nu+/XrEBKilhz67wjxa6tWcfHbb/X7ZjY2tP7mG6zv1rUphBDivhidVI4ePZovv/yyNGIRQoh7euop9bF3/fq5bZmZMHw4DBwISUlqW+zBgxx75x2Da5vNmoVTgwZlF6wQFYSRc3ZFJVNSf/9GP/7ev38/W7Zs4c8//6RBgwb5JuqsXr26RAITQojC1KkD+/bBkCGQd+GPZcvU8ZdLZ18n4f3hKJmZ+mN133wT7+7dTRCtEOVXzs/wlJSUEllhRlRMGRkZAPlW8DGW0Umls7MzTz75ZLHeVAghisveXp2k06aNuupOdrbafv1CEgdfGUaAZZ6Z3o8/Ts3hw00UqRDll5mZGc7OzkRHRwNga2srE9geMDqdjpiYGGxtbTEvSjmNuzC6TuWDQOpUClGx7NwJ/frB9Ws6JnkOJ8huk/6YTd0mdP71J5mYI0QhFEUhMjKSuLg4U4ciTESr1RIYGIilpWW+Y6Vap1IIIcqbkBA4dgwW9JpFg4jchPJmlhfvhc7nw5XW9O8P0gEjRH4ajQZvb288PDzIzDNkRDw4LC0t0WqNnmaTj9FJZWBg4F27xi9dulSsgIQQ4n4kb19Lg4j5+v10nTVTIxdwLcODgQPVkkQLFoCnp+liFKI8MzMzK/aYOvFgMzqpfP311w32MzMzOXLkCOvWrWPcuHElFZcQQhTZ7SNHODZxokHberdPuXS5oX7/t99g1y619NDTT5d1hEIIUfkZnVSOHj26wPZ58+Zx8ODBYgckhBDGSI2I4MArr6C7M3sRoPbo0cwf8Qg1PoXJk9WSQwCxsfDMM/D88zB3Lri4mChoIYSohIr/AP2Onj178uuvv5bU7YQQ4p6yUlM58PLLpN+8qW/zeeQRar/2GmZmMGECHDwITZoYXrd8OTRoAH/9VcYBCyFEJVZiSeWqVatwkV/7hRBlRFEUjo0fT/zJk/o2pwYNaDJjhsG478aNYf9+eOcdyDtcLDISHnsMBg+GhISyjFwIISonox9/N2vWzOAbdk4pgpiYGL766qsSDU4IIQpz/quvCM/T1Wjl5kar+fMxL6CAs6UlfPghPP449O8PZ87kHlu0CDZvhsWLoXPnsohcCCEqJ6OTyt69exvsa7Va3N3d6dSpE3Xr1i2puIQQolARGzZw9rPP9PtaS0tafv01Nj4+d72uVSs4fFjttZw9O3et8CtX4KGHYPRomDYNZGERIYQwnhQ/L4AUPxei/Eo4c4ZdzzxDdkqKvq3pjBn4PfWUUffZsUNdKzwszLC9Th11ucfWrUsgWCGEqOCMyYlKbEylEEKUtvTYWPYPG2aQUFYfPNjohBKgQwe1YPqwYYbtZ89CcDB88AFkZRU3YiGEeHAUOanUarX6wqiFbcVdM1IIIQqjy8jg4MiRpN64oW9z79CB+uPH3/c9HRzUguh//w3e3rnt2dnw3nvqSj0XLxYnaiGEeHAUOQtcs2ZNocf27NnDnDlz0Ol0JRKUEELkpSgKx99/n1v79+vb7KpXp8UXX6ApgRVAevaEEydg5Ei13FCOvXuhaVP44gsYNEiWeRRCiLsp1pjKs2fPMmHCBP744w/69evHBx98QLVq1UoyPpOQMZVClC9hS5dy4oMP9PsWjo60X70a+8DAEn+vn36CV1+F+HjD9j594JtvwM2txN9SCCHKrVIfUxkeHs7QoUNp1KgRWVlZHD16lKVLl1aKhFIIUb7E7NrFialT9fsaMzNafPllqSSUAP/7H/z7L3TsaNi+Zg00agTr1pXK2wohRIVnVFIZHx/P+PHjqVmzJidPnmTz5s388ccfNGzY8N4X38W8efMICAjA2tqaoKAg9ud5xPVfS5YsQaPRGGzW1tYG5yiKwuTJk/H29sbGxoauXbty/vz5YsUohCh7SWFhHHrtNcgztKbB22/j3r59qb6vv79au3LGDLCwyG2PjFQflb/2GuSZKySEEAIjksoZM2ZQvXp1/vzzT5YvX87u3bsJCQkpdgArV65kzJgxvPfeexw+fJgmTZrQvXt3oqOjC73G0dGRiIgI/XblypV8sc6ZM4f58+ezb98+7Ozs6N69O2lpacWOVwhRNjITEtg/dCiZeZa78e/bl4D+/cvk/c3MYNw4dTWe+vUNj82dCy1aqDUvhRBCqIo8plKr1ep7/czuMjB+9erVRgUQFBREq1atmDt3LgA6nQ4/Pz9ee+01JkyYkO/8JUuW8PrrrxMXF1fg/RRFwcfHhzfffJOxY8cCag+rp6cnS5YsoW/fvveMScZUCmFauqws9g8ZQszOnfo2l9atabt0KVpLyzKPJzUVJk5UJ+zkZW4OU6bA+PGGS0AKIURlUSpjKvv378+zzz6Li4sLTk5OhW7GyMjI4NChQ3Tt2jU3IK2Wrl27smfPnkKvS0pKolq1avj5+fHEE09wMs/av2FhYURGRhrc08nJiaCgoLveUwhRfpyePt0gobTx9aXlvHkmSShBXWHn889hwwbIu2hPVha8/ba6vON/HpgIIcQDp8glhZYsWVLib37z5k2ys7Px9PQ0aPf09ORM3sV586hTpw6LFi2icePGxMfHM3PmTIKDgzl58iS+vr5ERkbq7/Hfe+Yc+6/09HTS09P1+wl5HrcJIcrW1VWruLRokX7fzM6O1t98g5WLiwmjUnXrBsePw8svw6pVue07d0LjxvDVV9Cvn+niE0IIU6pwK+q0bduW/v3707RpUzp27Mjq1atxd3dnwYIF933PadOmGfS2+vn5lWDEQoiiunXoEMfffTe3QaOh+Wef4VinjumC+g8XF/j5Z3UpRweH3PaEBHjhBTWpLGR0jhBCVGomTSrd3NwwMzMjKirKoD0qKgovL68i3cPCwoJmzZpx4cIFAP11xtxz4sSJxMfH67dr164Z+1GEEMWUGh7OwVdfRZeRoW+r++abeOUZylJeaDTw4ovqMo/t2hke++knaNJE7b0UQogHiUmTSktLS1q0aMHmzZv1bTqdjs2bN9O2bdsi3SM7O5vjx4/jfWeNtcDAQLy8vAzumZCQwL59+wq9p5WVFY6OjgabEKLsZKWmcuCVV0i/eVPf5vPYY9R85RUTRnVvgYGwbZu6TnjeiTpXr6p1LidMgDwja4QQolIz+ePvMWPG8O2337J06VJOnz7N8OHDSU5OZtCgQYA6QWjixIn68z/44AM2bNjApUuXOHz4MC+88AJXrlxhyJAhAGg0Gl5//XWmTp3K77//zvHjx+nfvz8+Pj707t3bFB9RCHEXiqJwbPx44vNMuHNq2JAmn3yCpgKsi2huDu++C6GhUKNGbruiwPTp0Lq1Og5TCCEquyJP1Cktzz33HDExMUyePJnIyEiaNm3KunXr9BNtrl69ilabm/vevn2boUOHEhkZSZUqVWjRogW7d++mfp5Ccm+99RbJyckMGzaMuLg42rdvz7p16/IVSRdCmN75r74i/K+/9PtWbm60mj8fcxsbE0ZlvKAgOHIEXn8d8swz4t9/oWVL+PBDePNNKT0khKi8irX2d2UldSqFMI6iKOgy4slKjSYrNYrstFh0WckomUnospLRZaagy0pCyU4HrTkajRkajTm3DkVwfuY2/X005mY0+exVqjRthJmFA2ZWLpjbeqG1sDfdh7sPa9bAsGGQ52k+AO3bw9KlUL26aeISQghjGZMTSVJZAEkqhchPl5VGZmIYGYlh6mtCGJlJV8hKiSQ7NRpFl3Hvm+SRFglXvtWgZOQ+4vbqo8O5ef5ztRYOmNt6YW7jhbmtNxb2vlg61cHSqRYW9v5otOWv+y8qCoYOhT/+MGy3t4dPPoHhw0Fr8gFIQghxd5JUFpMkleJBpygKmQkXSY3eT0r0PtJuHiYr+XqJ3T8rGa7M15AZl5tQVglW8Oxp/LcjjZkVlo41sXSqhVWV+li7NsXKpRFac9MPd1EUWLwYRo+GpCTDY+3bw3ffQTmqliSEEPlIUllMklSKB1FWagxJ1/4hNWoPqdEHyE6PLZH7arSWaCzs0JrbojGzRpeZRdhXUaRcyu3ZtKulxbdfFpqS6nDUmGPlXBdrt6ZYuzbFxqM1Fvamqz8bFgYDB8KOHYbtVlbw/vvqWEsLC1NEJoQQdydJZTFJUikeFLqsVJKvbyQhbA0pkTtA0RX5WnNbbywcAjC39cHcxhNzG3fMbDz1X2stHO4kkrlLKyqKwr/vvMPVFSv0bXbVqxPy66+Y29uiy0xCl5mILjOR7IwEstNjyUqJJCsl4s6W+7WxLOyrYevVHlvv9th4BmNmWbb/t7Oz1RV3Jk6E5GTDY02bqpN7mjUr05CEEOKeJKksJkkqRWWmKAppMftJuLSapKt/o8tKuuv5WktnbDxaY+3SEAvH6lg6BGLhEIDW3Nbo9w77/ntOvP++ft/cwYGQNWuwDww06j66zGQy4s+THn+ejPiz6tdxZ8lOjbr3xQAaLdYuTbD16Yhd1S5YVWlQZuWLLl9Wl3ncsMGw3cwMRoyAKVPA2blMQhFCiHuSpLKYJKkUlZGi6Ei+volbJ+eRfuvfQs8zs3bFxiNIv1k61UKjKf6MkpjQUPYNGoSSna02aLUELVqER0hIse+dIyslkrTYo6TdPKK+xh5HyU6953VmNp7Y+XTGrmpnbL3a31fCbAxFUZd5fOMNuH3b8JiHB8yYoa7YIxN5hBCmJkllMUlSKSoTRZdF4pU/uH3qazLizxd4jsbcDnv/njgGPomNR1CJJJF5JV++zM4nnyQzPl7f1uCdd6h+Z5GD0qLoskiPO01KxC5SIneRFnPwnrPUNVpLbL3aY+fXA3vfrphZVSm1+CIj4bXXYNWq/MfatYN589QlH4UQwlQkqSwmSSpFZaDoskm49DO3Tn5NVnIB69lrtNh6tcch8EnsfbuVWu9cRnw8u556iuSwMH2b3zPP0GTatDJfMUeXlarOaI/cSUrEjkKTbD2NGTYebbD3646978OY23qWSlz//AOjRsGFC4btWi288gq8957agymEEGVNkspikqRSVHTpt08TtW9CgY+5NVpLHGs8R5V6w7Cw9y3VOHSZmex76SVu7t6tb6vSogVtv/8eMyurUn3voshMukbyjS0kh28hNWrvPXsxrV2bYef3MPa+3bB0rHHXc42VlgazZsFHH0Hqf57YOzjAW2+pj8vt7Er0bYUQ4q4kqSwmSSpFRaXLTufWiTncPvUNKFkGxzTmdjjXegHnuoMxt3Ev9VgUReH4u+9yZflyfZutnx/tf/0VK1fXUn9/Y+kyk0mJ3EXS9Y0k39iELiP+rudbOtbEzldNMK1cm5RYr+uVK2ryuGZN/mPe3moJopdeUtccF0KI0iZJZTFJUikqopSovUTvn0RmYphBu9bCAee6Q3CuMwAzS6cyi+fS4sWcnDpVv29ub0/7X37BoXbtMovhfim6TFKj95F0dR1J19eTnXbzrueb23pj79sdO7/u2Li3KpEVftavV+tXnjyZ/1jduupa4n36yFriQojSJUllMUlSKSoSXVYqMYenknDhp3zH7HwfxqPlFMxtvco0pqitW9k/bBjo7tS91GoJ+u47PDp2LNM4SoKiyybt5mGSrm8g+foGMpOu3vV8M2vXOz2Y3bHxbIPW7P4f82dnq2uFT54MN27kP167tvpY/IUX1ELqQghR0iSpLCZJKkVFkZF4mYidw8mIO2PQbmbtjkerD7D361HmMSWcPUvos8+SlWddwobvvUdg//5lHktJUxSFjPizJF3bQPL1jaTfPnHX8zVmNth6tcPOpzO2Ph2xsKt6X++bkgJz5sC0aZCQkP+4j4/6yPzll9Xxl0IIUVIkqSwmSSpFRZB0fRNRe8agy0w0aHes0Re3ZhPK9FF3jvSbN9n55JOk5ulWC3jhBRpNmVLmsZSFzOTrJF3bQNK1f0iLOQTc/duppVMd7Hw6YevTCRv3Fmi0xq3NGBurTuT5+mt1Ys9/OTvDoEHq1qiRUbcWQogCSVJZTJJUivJM0WUTe3w2t0/OM2g3s/HAq+1sbL2CTRJXVmoqe/r1I+7YMX2be0gIrb/7Du0DMKskKzWGpOsb7qyfvheU7Luer7VwwNarHbY+nbHz7mhUuaLoaPjyS5g7F+LiCj6nZUt1Qs/zz8sKPUKI+ydJZTFJUinKq+y0W0TuHk1K5C6DdhuP1ni1m1sms7oLouh0HBw5ksj16/Vt9jVq0H7VKiwewP9D2elxpETsJDl8KykR28lOv3XPayyd62HrFYytV3ts3Fuhtbh37aDERPj2W/jss4LHXII61rJPH3j6aXj4YXk8LoQwjiSVxSRJpSiPMhIucmPrALKSDbMH57pDcGv6ltGPUkvSqU8+4eK33+r3LV1cCFm9Gls/P5PFVF4oumzSbx0nOXwryeFbSb91/N4Xacyxdmum9mR6BmPt2gSNmWWhp2dkwI8/woIFsG9f4be1tIROnaBXL3jsMQgIMPrjCCEeMJJUFpMklaK8Sbt1gvCtAwx6vDTmtni2mYGD/6MmjAwu//QTx999V7+vtbIi+McfqdKsmQmjKr+yUmNIidhBcvg2UiJ2oMssYObNf2jMbbFxb4WtVzA2nsFYOdcrtGzRqVOweLG6tnh09N3v26ABhIRAcLC6Va8OZbzIkRCinJOkspgkqRTlSUrUXiK2D0WXlTub2sKxBj4h87F0qmnCyCB6xw72DxmCkp07frDF3Ln49OxpwqgqDkWXRVrsUZLDt5EauZu0W8dA0d3zOq2lE7aebbH1DsHWq0OBKyNlZqrLPy5eDOvWFTyx5788PNTkMihIXXO8cWN1ZrkkmkI8uCSpLCZJKkV5kXRjM5G7RqBkp+vbrN2a49NpkUlmd+dVUOmgem+9Rc2XXzZhVBVbdkYCqdF7SYncTWpkKBkJF+59EWDhEIitV3s1yfRsi9bC3uB4cjJs3gx//AF//gmRkUWPycVFTS4bN1Z7NuvUUetjenlJsinEg0CSymKSpFKUBwlha4naO9ZgFrGtVwjeHeajNbc1YWSQGhnJrqefJi0iQt/m/9xzNP7ooxJbrlBAVkoUKVF7SI3aQ0pUaL7xtAXSWmDj1gJbn47YeXfA0rmewd+JTgeHD6vJ5Y4d6hjMlBTjY3NwUJPL2rWhVi310XnO5u0NWq3x9xRClD+SVBaTJJXC1OLOLSPm4HsGbfb+j+DZ9rNirdBSEjITEwl97jkSz57Vt7m1b0/Qd9+htTDdZKHKTlEUspKvkRK5m5TIXaREhqLLiLvndWbW7th6d8Detyu23h3y/UKSmQn//gu7d+duV+++aNA9WVmpk4Bq1lQTzrybn58sLSlERSJJZTFJUilMKe7sYmIOfWDQ5ljjOTxafVQia0oXhy4jg30vvcTNPXv0bQ61a9Pu55+xkFo1ZUrRZZN++yQpkTtJidhJaswhULLueo3GzBpb7xB1nfKqXTCzci7wvFu34PhxNdnM+3o/PZr/ZWmZm2zm9HLm9HjKI3Uhyh9JKotJkkphKgX1UFap9zKuTceb/LGyotNx5M03ufH77/o2ay8v2q9ahY23twkjEwC6zCRSovaSErGdlIgd91yjHI0ZNh5tcPB/BDu/7phbu979/jq1FubZs3DuXO7ruXNw5Yq6TnlxOTpC3br5t5o1QTrBhTANSSqLSZJKYQpx538k5sA7Bm0ujd7AtdEoE0Vk6NT06Vz85hv9vrmDA+1WrsSxTh0TRiUKk5F4mZTw7SRH7CA1KtRgslc+GjNsPdti7/8o9n7dMbOqYtR7ZWXBtWtw6VLudvEiXLigJp3JycX7LBYWak9m/frqZKGc11q1JNkUorRJUllMklSKshZ/YTnR+ycZtLk0eh3XRqNNFJGhsGXLOJFn/W6tpSVBixfj1qaNCaMSRaXLTCY5YjvJ1zaQHL4l33rxBjTm2Hq1wzHwKex8u6E1ty7WeyuKOtv8/Hl1O3cu9+vz5yH9LrnuvVhYqLPRGzZUk8yc1+rVZdymECVFkspikqRSlBZFUYhOjuZk1ElORp/kZNRJPOKP8KKFYZXqX1OtWZVmh4+DD4EugVSvUl19dalOYJVA7CzvvYRfSYlYv56DI0ao2cEdzT//nKq9epVZDKLkKNkZpETtIen6epKvrb/rEpJaCwfsq/XCsfrTWLs2LfEhGDqd2sN5/rz6OP3Mmdzt+vX7v6+NTW6S2ahR7quM2RTCeJJUFpMklaIkpWel88+5f/jj9B8cjzpObEqs/lhXG4UxzgraPD/olifC0kQNUPhPv8AqgTT2akwjr0Y09mpMA48GWFsUr0epIDGhoewfMgRdRoa+rf7EidQYMqTE30uUPUWXRWr0XhKv/EXStXV3nU1u4RCIY/VncKz+FOY2HqUeW2KimmiePq2uEnTypPp66ZLB7zdGcXVVk8u8W8OGYG9/72uFeFBVuKRy3rx5fPrpp0RGRtKkSRO+/PJLWrduXeC53377LcuWLePEiRMAtGjRgo8//tjg/IEDB7J06VKD67p37866deuKFI8klaIkhN0OY/mx5fx64lfi0uLyHW9nrTCpioJZntxxZSIsvkdCWRAzjRl13OvQyrcVQX5BtPZtTRUb48bF/dftY8fY88ILZOeZ8hs4cCAN3nnH5JOGRMlTdJmkRO4m8eqfJF39GyWrkKneGjPsqnbBqUZfbL07lHlFgpQUtSfz1Ck4cUJNNk+cgMuX7+9+Gg3UqKEWd89ZRahJE7UkkvwzF6KCJZUrV66kf//+zJ8/n6CgID7//HN++eUXzp49i4dH/t+G+/XrR7t27QgODsba2prp06ezZs0aTp48SdWqVQE1qYyKimLx4sX666ysrKhSpWg/ZCWpFPdLp+jYeH4jPx77kdAroYWe18xSYYqrgmWeH1onbepz1KElZlpzzDRmZOoyuRJ3hbBbYVxPuI6uCMv35VXXvS5BfkEE+QbRomoL3Ozcinxt4vnzhPbtS2ZcnL7N57HHaD57Nhqpal3p6TKTSbq2joSw1aRG7S70PHNbb7X3ssazWNhVLcMI80tKyk00jx/PfY2Kur/7OTtDy5aGm7+/JJriwVOhksqgoCBatWrF3LlzAdDpdPj5+fHaa68xYcKEe16fnZ1NlSpVmDt3Lv379wfUpDIuLo61a9feV0ySVIr7EXY7jPHrxnPoxqECj9tb2tO1ZlfaODrT5PqPaHS5MxScar2Ie8sphfYApmel6xPMszfP8m/kv/wb+a/Bo/R7qe5SnZZVW9Kyakta+bbCz8mvwPdLuXaN0OeeIy3PT2OPTp1oNX++FDd/AGUmXSchbDUJl1aRlXyt4JM0Wux8OuNUs59Jei/vJiYmN8HM2U6cuL8Z6W5u6rrowcHq1qoV2JXd8GYhTKLCJJUZGRnY2tqyatUqevfurW8fMGAAcXFx/Pbbb/e8R2JiIh4eHvzyyy889thjgJpUrl27FktLS6pUqcJDDz3E1KlTcXUtuA5beno66XmmICYkJODn5ydJpSiSbF02Sw8vZeaumaRn5Z/K2tCzIf2a9uOxOo9hlnKN65ueQ5cRrz/uEPAEnm0/Q6MxrgdQURQiEiP0CebBGwf5N+JfMnWZRbre096TVr6taO3bmla+rajpWpOMm7GEPvssKXmWVHFp2ZKgJUswt7ExKj5RuSiKjtSoPcRfWEHS9fVQyL8zcztfnGr+D8caz2BuXfTe8bKk00FYWG5h92PH1NcLRVtqXc/MTH1UHhwMnTpB587qWulCVCYVJqkMDw+natWq7N69m7Zt2+rb33rrLbZv386+ffvueY9XX32V9evXc/LkSayt1YkKK1aswNbWlsDAQC5evMikSZOwt7dnz549mBVQZ+L9999nSp5yKTkkqRT3UljvpLW5NY/Xe5znmzxPY6/GAGQmXePaxqfJTs2d6W3n8xDeHeaj0ZZMD2BKRgpHIo6w99pe9l3bZ1SS6YUjr67V4RiRpG+zr1uH9stXYCH/D0Qe2Wm3SAhbTfzFFWQmXCz4JK0F9n49cK71ItbuLSvEONykJLUX88gROHQIDh5U94ta2F2jgWbNoEsXdWvfXnoyRcX3wCSVn3zyCTNmzGDbtm00bty40PMuXbpEjRo12LRpE126dMl3XHoqhbF0io4lh5YU2DvZrlo7pj08japOuWPMslKjub7xGYNVTmw8WuPTaWmx6wDeTWpmKkcjjnLw+kEO3DjAkfAjpGTmn4BhnQ6v/AkBeSobRTvBnN5g6epCNedqeDt442bnhrudOx52Hvqv/Zz8cLSW/ycPIkVRSIvZT9z5n0i69k+hvZeWzvVwrv0iDgFP5Ft7vLxLTVV7MQ8ehL17Yc8etbB7UVhYQEgI9Oihbg0byphMUfFUmKSyOI+/Z86cydSpU9m0aRMtW7a853u5u7szdepUXn755XueK2Mqxd2kZKQw5u8xbLyw0aDdzsKOCZ0m8Hzj5w16ZbIzEri+6Tky4s7o26yqNKBql58wsyzbf19ZuixORZ/SJ5kHrh8gJf42w/+EgDwTGm7bwZw+cLuIy3m72LgQ6BJIgHMAAVUCCKwSSF2PulRzrobWyMf6omLKSrtJwqVVxJ//qdCxl1oLBxyrP4NTrRewdAws4whLTnS0mlzu3g2hoXDgAOSpulUoH5/cBLN7d3VZSiHKuwqTVII6Uad169Z8+eWXgDpRx9/fn5EjRxY6UWfGjBl89NFHrF+/njZFWNHj+vXr+Pv7s3btWh5//PF7ni9JpShMRGIEL695mZPRJw3aC+qdBNBlpXJja3/SYg7q2ywcAvHt9nO5GG+WnhDPzv79SD1+Wt+WaANzn4Co4lUkAsDByoH6HvVp6NmQhp4NaeTViADngArxKFTcH0XRkRKxk/jz35N8YwtQ8I8YW+8OONXuj513p3I1sed+pKSoyeXmzep26NC9a2laWKjjMB9/HHr1gmrVyiRUIYxWoZLKlStXMmDAABYsWEDr1q35/PPP+fnnnzlz5gyenp7079+fqlWrMm3aNACmT5/O5MmT+emnn2jXrp3+Pvb29tjb25OUlMSUKVN46qmn8PLy4uLFi7z11lskJiZy/PhxrKys7hmTJJWiIMcjj/Py2peJSsrt0rM2t+btzm/n650Ete5fxI5XSA7fom8zt/XGt9svJi+/ApCVlMTeQYO4ffiwvs3SxYXmSxdx28OKK3FXuHL7ClfirnAt/hpRSVHcTL7JrdTCV2ApChcbF5r7NKd51ea0rNqShp4NsTK/9/9LUfFkJl0n/sKPxF9ciS79doHnmNv54Vz7BRyrP4uZlXPZBlhKbt+GbdtgwwZYt65oNTQbN4beveHFF6FmzVIOUAgjVKikEmDu3Ln64udNmzZlzpw5BAUFAdCpUycCAgJYsmQJAAEBAVy5ciXfPd577z3ef/99UlNT6d27N0eOHCEuLg4fHx8efvhhPvzwQzw9PYsUjySV4r/Wn1vPmL/HkJaVpm/zsPNgQZ8F+ok4eSmKjqg9Y0m8vEbfprWqgl/Xn7F0Mv1PjKykJPa+9BK3D+VOMLJ0caHtDz/gWKfOXa/NyM4gNiWWmOQYIhMjuRJ3hcu3LxN2O4wrt68QmRRpVCyWZpY08mpEG782tPFvQ3Pv5qWyOpAwHV12OklX/iTu3DLSb/1b4DkaMyvsq/XCuWY/rFybVJrebEVR1ztfv15NMLduhbS0u18THAwDB8Kzz4KTU5mEKUShKlxSWd5IUilyKIrCgv0L+HTnpwbt9T3q802fb/B28C7wmpuHPyLu7EJ9m8bcFt+HfsTarWlph3xPWcnJ7Bs8mFsHDujbippQFkVKRgoXYi9wIvoEJ6LU7VzMuSLPQrc0s6SZTzPa+relrX9bmno3xVxrXuy4RPmQdvMocee/J+nKnyi6ggciWlVpiFOtfjgEPF7hJvbcS2oqbNkCv/8Of/wBERGFn2ttrfZeDhoEXbuCrDsgTEGSymKSpFKAOsP7g80f8P3R7w3au9boymePfoadZcG1Qm6d/IrYY3mSUK0FPh0XYucdUprhFknG7dvsGzKEuKNH9W0WVaoQ/MMPONatW2rvm56Vzrmb5zgWcYxD4Yc4dOMQNxJuFOlae0t7gqsFExIQQoeADvg6+ZZanKLsZKXFknBxJfHnfyQrJbzAc7QWDjgE9sGx+rNYValfaXovc+h06vjL33+H1avVFYEKU706vPyymmC6u5ddjEJIUllMklSKLF0W49eNZ+2ptQbtQ1sNZVzIOMwKmVgQf+Enove/nadFg1e7OThUe6z0gi2i1MhI9g4cSNL58/o2C2dn2v7wA0716pV5PBGJERy6oSaY+6/v50zMmXtfBARWCSQkIIR21doR5BeEg1URp6iLcknRZZF8YzPx538gJXJXoedZOtfBMfBJHAJ6Y26Tfwnfik5R1PqYS5fCTz/BzZsFn2dpCU89BcOHq3UwK1meLcohSSqLSZLKB1t6Vjqj/hzFpgub9G1ajZYPu31I38Z9C70u4dIqova+Rd7Zru6tpuJcq19phlskSWFh7B0wgNQbub2Dli4utFm6FKf69U0YWa7YlFj2X9vPnqt72HttLxdv3bsYoJnGjMZejQmuFkywfzDNfJrJpJ8KLCPxMvEXfiLh0qpCJ/ag0WLrFYJj4JPY+XatdI/HQS1P9M8/sGQJ/PknZGUVfF7DhvD669Cvn/qoXIjSIEllMUlS+eBKzkjmlbWvsPvqbn2bhdaCLx77gu61uxd6XULYWqL2jCFvQunS6A1cG40qzXCLJP7kSfYOHEjGrdxZ2zY+PrRZtgz7wPJbKzAqKYpdl3ex4/IOQq+Ecju1kCQjD1sLW9r6t6VDQAc6BnbEz9mvDCIVJU2XnU7S1b+Jv/CTQTmu/9KY2WDn2xWHar2w9e6A1qzy/UIRFQWLFsGCBVDAHFVAfRz+6qtq72UR56MKUWSSVBaTJJUPpvi0eAb/OpgjEUf0bdbm1szvPZ+QgMLHQyZe/YvI0FGg6PRtVeq9jGvT8SYfA3Zz3z4ODBtGVlKepRdr1aLN4sXYeOefZFReZeuyORl1kh2Xd7Dz8k6ORhwlS1dI900e1V2q0yGgA+0D2tOyakt5VF4BZSSEkRi2moSw1YWOvQR1/KW9Xw/sqz2GrUcbNGaWZRhl6cvOVmeQz58Pf/2ljsf8L0tLeOEFeOMNtRdTiJIgSWUxSVL54IlJjmHgqoEG4/rsLe1Z+NRCWlYtfMWmpGsbiNg1ApTcBMe5zku4NX/H5All+F9/cWTsWHR5lvpwbtqUoO++w7JKCVQ2N6HkjGT2X9/P7iu72X11d5HGY2o1Whp4NCDIL4g2fm1o6StJZkWiKDpSo/eTGLaaxKt/o2QlF3qu1sIBO5+HsPPtiq1PR8wsKtff89Wr8NVXau9lXFzB53Ttqj4a79lTZo2L4pGkspgkqXywXIu7Rv9V/bkal7sut4uNC0ueXkIDzwaFXpd8YwvhO18xWO/YqdYLuLf8wKQJpaLTcfaLLzg/d65Bu3tICC3nzcPcruBZ6xXZzeSb7L66m+1h29kRtqNIBdq1Gi01XGpQz6Me9dzr0cCzAfXc6+Fi61IGEYvi0GWlkhy+hcTLf5ASvrXQ0kQAGq0lNp7B2Pl2xc6nU7lYeKCkJCWpE3s+/xwuXCj4nDp1YPRo6N8fKuF/fVEGJKksJkkqHxznbp5j4KqBBqvkeNl7seyZZdRwrVHodck3thKx8xWDH2aONZ7Do/XHaEy41nVWSgpHxo4lcv16g3afRx6h2axZaC0r1yPBgugUHSejTqoJ5uUdHAk/gk4p4FlhITztPanmXA1fJ1/8nPyo6lgVPyc/fJ18cbdzx8LMohSjF8bKzkgg+fpGEq/8oc4eV7Lver6lU23sfDph69MZG/cWaLQV/+9Tp1Mn9Hz2GWzfXvA5zs4wbJg69lKWhBTGkKSymCSpfDAcjTjK4F8HE5cWp28LqBLA0qeX3rUWYsKlX4naN97gh5dD4FN4tplh0oQy5cYNDrz8MgmnTxu013r1Veq88QaaB/QZWGJ6IgdvHGTftX3su7aPE1EnjEoy89KgwdXWFU97TzztPfGw98DDzgNHa0ecrJ1wsnbC0coRRyt139naWVYHKkPZ6bdJvrGFpOsbSYnYjpJ996VrtBYO2Hi2wcajLbaebbB0rmPS/8Ml4cgR+OILtSxRZgHrDWi1akH10aMhJERKEol7k6SymCSprPx2Xd7F8N+Gk5KZom+r71GfxU8txs3OrcBrFEXh9ukFxB6dbtBuX+1xvNp+hqaQ2pVl4dahQxwYPpyM2Fh9m9bSkibTp+P7+OMmi6s8SkxPVOtjhh/idPRpTkefNnppSWNYmlnibO2sTzqr2FTB1dZVv7nZuuFq64qXgxfeDt5SEqmE6LLSSIncRfL1jSTf2Ex2euw9r9FaVcHGIwhbjzbYeLTC0qk2mgq6mlNkJHz9tbrFxBR8TpMmMGoU9O0LtpWvMpMoIZJUFpMklZXbunPreP3P1w2WDWzl24pv+3xb6MQNRdHdWXpxkUG7Y42+eLT60GQ/eBSdjkuLF3P6009R8nRLWHl40Gr+fKo0aWKSuCqa2JRYzsSc4VT0Kc7fPM/1+OtcT7hORGLEffdq3g8NGjztPanqVBVfR198nXyp5lyNGq41qF6lOo7W8v3ofiiKjvTYf0mO2E5y+FbSY/8lb/mvwmjMbLByaYiNWzOsXJti7dYUcxsvk0/CM0Zamtpr+cUX8G/By67j5KTOGh8yBJo2LdPwRAUgSWUxSVJZOSmKwjcHvuHTHZ+i5PmB8lD1h/iy15eFPqZUsjOI3DuOpCu/G7S7NHwNl0ZvmOwHTFpMDEfHjSNm506DdqdGjWg1fz42Xl4miasyyczOJCIxgusJ1wmPDycqOYropGgikyKJToomKimK2JTYIpU3Kglutm5Ud6lOdZfq1HGrQ32P+tRxryOz2I2UlXaTlIgdpITvICV6D9mp0UW+1szKFcsqdbFyrodVlXpYOdfF0rFmuS9hpCiwYwfMmQNr1xZckgigZUsYOlTtvbzbjz9F0ZGdfpvstBiyUmPQpceRnRmPLiOe7Az1VZeRgC4rFSU7FV1WGkq2uumy00CXhaLLRFGy1a+V7MLHw2q0aLRWaMyt0ZpZozGzQmNmjdbcFq2F/Z3NQb+ZWTqgtayCmVXuprVyRmtuX6F+ISgvJKksJkkqK5/0rHQmbZiUb9nF3vV780n3TwqdfJGdkUDkrhH/WT5Og3urD3Cu9ULpBXwPUVu3cvSttwwKmgP4PPYYTT75BHMbGxNF9uBRFIWUzBTi0+JJSE8gPi1e/Totgfj0eOLS4khISyAuLY74tHhupd4iNiWW2ORYg97y4vB39qeeez3qedSjuU9zmnk3w9ZSnmcWhaIoZCZeIjVqHylRe0iN3kN22r0flRvQmGPpEICFYw0sHWtg6aS+WjhWL5fljK5cgXnz4Ntv85cksrNOwt05Gl/PGB7pFkPn9jHU8L+JLl1NHrPTYshKi1H/jO4xKaq80WgtMbN2w8zaDXNrN8xs3NWvbTwxt/XC3NYbc1svzKxcJfnMQ5LKYpKksnKJSY5h+NrhBkXNAQa1GMSkTpPQFjIwP+3WSSJ3jSAzKXcZC43WEs/g2Tj4P1KqMRcmOz2dU9Omcfn77w3atdbWNHznHfz79pVvhhWEoigkpicSmxJLTHIM4YnhXI+/zo2EG/rH7+EJ4ffVC2quNaeRZyNa+raktW9rWlRtgZO1Uyl8isonJ8lMu3mUtNijpMUeI/32aYNatMbQWjhibueDha0P5nY+mNv6YG7riZmVK2bWrphZuWBm7VoqqwEpioKSlUJ2ZoLak5h+m+z0W3e226Qn3eLKxZvciorGUnMTd+do7KxT7n3jSk6jtcyTZPrk+/uzsPetlMuDFkaSymKSpLLyOBl1kmFrhxGZmDsRw1xrzvtd3uf5Js8XeI2iKCRcXE7MwSkGJYO0Fg54d/gGW882pR53QWL37+ffyZNJOn/eoN2xfn2af/45DjUKL4EkKqYsXRbX4q8RdiuMi7cucunWJS7dusSF2AsGVQvuRYOG+p71CfYPpq1/W1pWbYmdpRQtLCpdVhrpt0+QFnucjLjTpN8+TUb8ubvWxzSWxtwOM0sn9VGuuR0aC1u05vZoLezUskcaLRq0d6Zra0CjQcnO0D9OVrLS7jxmTkWXmYAuI4HsjIT7ToaLQ2vhgNbSEa2FI1oLO7RmNmjMrdGY2aA1t0ZjZo1Ga4FGYw5aM/VVY3ZnsmPOL8W5qYmiy0bRpaNkpd/5vKnqa1YqusxEdJlJBq+UwThoM2tXLOz8Mbf3w8LeDwt7fyzs/bF0CMDMxqPCVxHIS5LKYpKksnL488yfTFg3gdSsVH1bFZsqzHt8HkF+QQVeo8tKIXr/2yReXmvQbmHvj3fI11hVqV+aIRco/eZNTk2bxvW1a/Mdqz54MHXffBMzK5kx/CBRFIXIpEhOR5/mVPQpdRZ7zGmuxBWyOPR/mGvNaeLdhGD/YNoHtKepd1PMK+gsZ1NRdFlkJFwiI+4M6XFnyUi4SGbCRTISL5skkStNaRlWxMR5EBPnTmy8GzHx6muWxp2a9dxp2daNFm1csLZzQmvhYNIZ84qioMtKutMze4tsfQ/tbbLTb5KddpPs1JtkpalfZ6XFGCxgURI0ZtZYOFTDwj4AS4dqWDhWx9KhOpaONTCzrniLK0hSWUySVFZsN5NvMmXzFP4+97dBey3XWnzT5xv8nf0LvC49/jyRu0aQEW/YE2jn2x3PNjMwsyzbfwtKdjaXf/qJM7NmkZWYaHDMys2Npp9+ikeHDmUakyjfbqXc4lD4IQ5cO8D+6/s5GX2ySLPXHawcCPYPJiQghA4BHajqVHlWnSlrii6TzKSrZMRfJDPpKlkp4WQmh5OVEk5WcniRShuVCY3ZnUksLpjZuGNu7YG5jYf+azMbdxJS3Vn7lzuLlzmwf//dh9U4OEDnztCtGzz8MNSqVTFqYCqKQnb6LbJSIslKiSAr9c5rcoT6emcrqV5praUzlo7V9WNuLR1rYOlYEwt7v3JbvkqSymKSpLJiUhSF307/xodbPsz3aPCh6g/x2aOfFThLVpedTtyZ77h1Yq5hsWSNOW5Nx+Ncd3CZj1O8degQJ6ZMIf7kyXzH/J55hnrjxmHl6lqmMYmKJykjicM3DrPv2j52X91d5MLvgVUCaR/QnpCAEIL8grC3tC+DaB8Muqw0tbcs7Wbu+Ma0WPU1MxFdZjJKZhK6rGR0mcnospJQdNmATp3CjYKi6EDRoTGzVGdB6x8vW6E1s7kzA9pJfQRt6XTnawd1HKdVFXUMp4WDUY9oz55VSxOtXVt4aaK8qlVTE8xu3dRk0939fv/ETE9RdGSnxZKVfIPMlBtkJl0jM+n/7d15dBRVvgfwb3X1mvSWhXQnIQlhjETZdxEGVPIQR306KOIcRMTx4WhEIjMiOgPMPMYJ6NFB0JGRP4CjoIi7PGVEthGMISQDgkCDhIRo0p2tO72lt6r7/uiksEmCCU3oJPw+59xT1VW3qn9wc+CXW/feqkLIfQ5B9w8Ien6Ivndapjg/2Us3EEr9wJakcyB4ZWzHQ1NSGSVKKnufGlcNlu5cij3leyKO8xyPx8Y/hidvfBJ8O4uTe637UVuyDEHX2Yjj8rhUmCeuhabf6G6N+0L2I0dgWb0adf/+d5tz+txcDP3f/0Xi6CsbE+k7nD4nin8oRtG5Inxd+TVON5z+2WvkMjlGpo3EpKxJmJg1EUNMQ+hVlX2MyEQEQgEEhAD8gh+BUAAhFoIMMnAcBxkX3nLgoJKr0FCtw/ZP5fj4Y+CrrwChE5PAhw8HbrkFmDoVmDw53LPZVzBRQMhbg6C7EgFXBYKuCgTdlQi6KhF0VUTdy8mrk6BoSTSVumwp2VRoM6/Ia0YpqYwSJZW9hz/kx5YjW7D6wGq4A+6Ic9f1uw4rp6/EENOQNtcFvTWoL/sr3Oc+a3MuLnUyzBP+fkXHvjiOHoXllVdQu2dPm3NyrRaDCgowYM4cyOQ98/EI6Z2sLiv2V+7HVxVf4UDlAdib7T97jUauwci0kRjXfxzGZYzDcPNwehVlD9QcbIbVZUW1qxpWl1VaU/XC4vQ7ERC6nvTEK+KhU+sQz+sR8hjgqjfAVpEMd10SBPdPSyJEbwIErxEQwmt5yuXh9TCnTAmXiRMvviZmbxZOOKsRcJ5BwFmOoLMcAVc5As4zXVoftV0cD4U2A/FpN6Pf6GWXJ+B2UFIZJUoqe76QGML7x97H2qK1qHHVRJxT8krk35CPR8c92qZHRQg40XT6TTR+9w+wUOTSGbwqCckjl0CXPeOKzNxjjMFeWorv16+H7csv262TftdduH7JEqhTUro9HnJ1E0QB39m+w78r/o0DlQdQVl3WqeWMlLwSg02DMSJ1hFTS9em0tFU3E5kIq8uKCkcFKu2VqHSEyznHOdS4atDka4p1iG2IPi0ETwIETwJETwIEbwIETyKYNwHpSQkYck0ixlyfjF+OSsGwa1KgVvTtCYhCwBlOMlsSzoDz+/Bnd2WXJg9pM29H6qRXuy1OSiqjREllzyUyEdtPbsfqA6vbnek63DwcK6evxLXJ10YcD3pr4LBsgPP02xBD7guu4mDImY2k4X+4ImNXAnY7qj78EOe2boX7++/brZM6fTquffJJ6AcN6vZ4CGmPO+DGwaqDUi/mmcYznb42OS4ZI1JHYFC/QdIbgAYmDqSxmV3kD/nxQ9MPOOc4h8qmcMLYWqqaqi6ph7E3kYX00PMpMOv6YYCpH9KMyUiOT0ZyXHjbL74fUuJTkBiX2OF6w70RE0MIuqsQcJWHVxRwlod7OV1nIfjq29RPHLIAScMWdVs8lFRGiZLKnscT8OAzy2fYULoBlnpLm/OJmkTkT8jHnBFzIsZO+h0W2E+sh6vyk3Z/81MlDUfK2BVQJw7t1viZIKChuBiVW7fC+sUXEAPt/2dg/q//wrULF8Jw3XXdGg8hXVXjqkHJDyUoripGyQ8lXUoyW6XEpyA7MRvp+nSk6lJh1pmRqg1vzTozDGpDn0oOOiItfN8cfgTd6G1EY3Mjqp3hBfCrmqrwQ9MPqPVE+Xj0AgmaBCRpkpAUd74Y1AaoFWqoeBWUvBIqeXjLy3gwsPAC6oyBgUEQBfgFP1w+F5r8598g5fQ5YffZpT/LlU52eY6XkkyT1tRmm6JNgUlrQqImsd2x9b2JEHAi6Dr7k0fpZ6HPvgfx6Td323dSUhklSip7BsYYyqrL8N6x9/B/J/8PnqCnTR2dSodHxjyCh0Y/JPWChHwNcFftgLtyO5prv2n33vK4VCQOeQL6X9zfbY+6Q83NqD9wANYvv4Rt924EGjpYSoTjYJo6FdcuWADjkLbjPwnpieo99Sj5oQQlP5bgcPVhnKg7EXUywXM8jBojEjWJSNAkIFGTCKPGCJ1KB61SK221Ki20Si1UchXUcjU0cg3UcjVUcpWUFCl5Zbc+gheZCH/ID1/IB2/AiyZ/k/SKziZfk/RaTnuzHQ6fA45mR8T+5XpFZyuVXIVMQyayjFlIN6TDrDUjVZ+KVG0qUnWp6KftB+UVeD85YwzugBv13no0eBpg99lhb7bD7rWf328pDR476lyN8IpX5lE9z/FSomnSmWCKb9lqI4tWSe8I/ylKKqNESWXsMMbwfcP32F2+Gx8c+wDfN7b/eFgj12DuqLn4n7H/A6PGCCHQBHfVF3BXfgqv7esO30mrNAxCwvXzocu687LPmmOMwV1ejsaSEtj27EHd/v0Qfb4O66vNZmTOnImMmTMRl07rApLezR/y40TdCRyuOYwjNUdw1HoU5xznIMTw/dAKmQIKXgElr4RcJodcJgcv48HL+PA+x0vJA9fyJpfWz4IoQGQiQmJI2gqiAF/IB1/IF5NHz1qlFlnGLGQaM5FpDCeQWcYsZCVkwaQ19dpe3pAYgqPZgR8bG1B8tB6lJ2phqapFVUMd3KwWvK4evLYevK4OfJyz2+PRyDVSsmnWmsNbnRlmbbhHPUWbgn7x/a6aFwZQUhklSiqvrAZvAw5UHsCBygPYX7EfVre1w7oGtQH3DL4Hjwy/D/HeCvjqStFcdwi+xm8vOrBZY5qAhOseRVzq5Mv2G2jI7Ybj22/R+J//wF5WBvvhwwg6HBe9huN5pNx8M7JmzUK/yZNpNjfp0wJCAFWOKpTby1HeUI5yezkqHZWocdbA5rZd9t663k4ukyNNl4b+hv7ob+iPDEMG+hv6h5NIQyYSNAlXXQ9aXR1w6BDwn/8AZWVA2RE/ztU3QK6tB6+vBa+vhVxXF95v2cp1deB1deD47vuFhgOH5PhkpGhTYNa2JJpx/dAvvl943Gd8MvrFhfc1Ck23xXElUFIZJUoquwdjDDa3DZZ6C07WncSp+lM4UXui3TGSrTgwpPAcpqddj6nmHGQrZQg0HEbQ+fPjuXhVErSZt0E/cCbUScMuOe6gywXP2bNwnT4dUZp//LFT18uUSiTdcAPMeXkw5+VBbTJdciyE9BUiE9HobZSWvKl114YfiTY3wN5sR6O3MfyY1GeH2++GJ+ABQ+/670oj18CoMSJBkwCj2hjeVyeExzbGJSExLhGJcYnSOMcETUKvH/N3Jdjt4STz22+Bo0eBY8eA774DPD8dIcUJ4LWN4PU2yPW14A3WcLJpsEKut4E31Ia32sZuj7f156B1WEfrz4FRY4zcb/kZ0av00Kv0PeZnodclla+99hpefPFFWK1WDB8+HGvXrsW4ceM6rL9t2zYsXboUFRUVyMnJwapVq/CrX/1KOs8Yw/Lly7F+/Xo4HA5MnDgRr7/+OnJycjoVDyWVXScyEU2+JjR4G1DvqYfNbYPVHV4brXWNtAp7xQVvumGI4wCDDEjmgSQeSJIBSTxDMg8MUCqQLmfgu/CmApnSAG3GrdBl3QlNyg0Xfe2V4PPB39CAQEMD/K2lthbN1dVorqkJb6urEXJfOFv85ymMRphuugmmvDyk/PKXkGtp1ish0RCZCG/QC5ffBbffDW/QC1/Ih+ZgszS20RfywR/yIygGERACCArhbeti3oIoSI+xQ2IIAhOkSShA+P8OAGBg4LnwY3Jp27LfOo5TKorwmE6D2gC9Wg+j2hjeV+mhkvftJXF6ElEEKivDSabFApw+fb5c9Pd/3g+5vi4y+dTXgjfYINdbITdYwRtskCk7HsrUXZTQQs0ZoJEZoOF1UMt00PBaaORaaPh4xMm1iFdoMSwjB7MmTei2OHpVUrl161Y8+OCDWLduHcaPH4/Vq1dj27ZtsFgsSGlnbb6vv/4akydPRmFhIe644w5s2bIFq1atQllZGYa0THJYtWoVCgsLsWnTJmRnZ2Pp0qU4evQojh8/DrX65xfpvRJJZSjoRyjU8Q8pY2L4naSiAJGFx/a07gOAKLKWmXliy1ZoqR+C2LIfvi4EURQhiCEILARRFMJ1hNZzAhgTwvcWQxCEIAKCHyHBj5AQQEgIIBj0IxBqDpdgy1ZoRjDQDJ/fCV/AjWDQCx4Mcg5QAFBzDGoASg5QA1AB0HBAfGsBEMcBPAeAtbx9TIzcl7YtRdoXWkoIYKIMclUa5JpMyNVZ4JXpEANBCD6fVEIeD0IuF0JuN4JuN0IuF4IuFwRP24k/lyp+wAAkjByJhFGjkDhqFHQ5OeD4nvFbJiGEXM28XuD774GKinCprIzcdjSH8jwGmcYZTjhbk069Lfyo3WA7n5Bq67v1kXtHTE134+sVL3Xb/XtVUjl+/HiMHTsWr74aXrhTFEVkZGRgwYIFWLJkSZv6s2bNgsfjwfbt26VjN9xwA0aMGIF169aBMYa0tDT8/ve/xx/+8AcAQFNTE0wmEzZu3Ij777//Z2O6EknlvvVPwbnyk265N+k+MqUS2oEDocvJgTYnB/rcXCSMGEHv4SaEkF7K7wesVqCmJrLU14dLQ0PktoMV4QBOhEzjAK+rg1zfMrFIVwdZnAN8nB18vB2y+JZtnB18XBM4Psp3hgPIaHoAe1f8Jer7dKQrOVFMZwkEAgGUlpbi2WeflY7JZDLk5eWhqKio3WuKioqwaFHkIp+33norPvroIwDA2bNnYbVakZeXJ503GAwYP348ioqK2k0q/X4//H6/9Nnp7P7ZZaTnUiUnQ5OWBnVqKjRpadCkpiKuf3/ocnIQl5lJk2sIIaQPUamArKxw6QyfD2hqCheH4/y+2y2D253YUgbB7Qbc7nBPqdcLeGvO7zc3A34/g4+5EeQdCPF2hOQOiIomyOKc4DVNkGmawj2kcU3gVG7I1G7IVG7IVJ7wvjo8NEuBnjO8Kqb/O9bX10MQBJgumLhgMplw8uTJdq+xWq3t1rdardL51mMd1blQYWEh/vKX7svyyZUlUyohU6nAq9Xg1WrItVqpKH6yr0pKgjIpKXKbmAheReOgCCGEtE+tDpfo51xyAHQtJQNAeNiXIIR7Q4PBcAkEgFAosggCEAiKcPs9SE7qOSsCUJcLgGeffTai99PpdCIjI6NbvzN15M1w/fq7Ds9zAMCFV07jwLXsc+C41vXUuJZKUm1pEW+upS7AgZNx4CADOK5lDTMufL51fTYufJ5rOc+1rN0m43nwMgVkHA9eJoeMV7TU58Pfw/Hha2VycDIFOI4HeHn4M8eD4xVA6/pvLd8Trh+O5cJjrQV8OC5OJgMnl4Pj+fNFLgcnk4WTRoXi/FahAKdQgG9JJGksIyGEkN6I4wC5PFx+ngzhhLTniGlSmZycDJ7nYbPZIo7bbDaYzeZ2rzGbzRet37q12WxITU2NqDNixIh276lSqaC6wr1T1475b1w75r+v6HcSQgghhHSXmC6/r1QqMXr0aOzatUs6Jooidu3ahQkT2p8eP2HChIj6ALBz506pfnZ2Nsxmc0Qdp9OJ4uLiDu9JCCGEEEKiE/PH34sWLcLcuXMxZswYjBs3DqtXr4bH48G8efMAAA8++CDS09NRWFgIAFi4cCGmTJmCl156CbfffjveeecdHDp0CG+88QaA8KPWgoIC/PWvf0VOTo60pFBaWhruvvvuWP0xCSGEEEL6tJgnlbNmzUJdXR2WLVsGq9WKESNGYMeOHdJEm3PnzkEmO9+heuONN2LLli3405/+hOeeew45OTn46KOPpDUqAWDx4sXweDyYP38+HA4HJk2ahB07dnRqjUpCCCGEENJ1MV+nsieiN+oQQgghhHQtJ4rpmEpCCCGEENI3UFJJCCGEEEKiRkklIYQQQgiJGiWVhBBCCCEkapRUEkIIIYSQqFFSSQghhBBCohbzdSp7otZVlpxOZ4wjIYQQQgiJndZcqDMrUFJS2Q6XywUAyMjIiHEkhBBCCCGx53K5YDAYLlqHFj9vhyiKqK6uhk6nA8dx3fY9TqcTGRkZqKqqokXW+xBq176H2rRvonbte6hNLz/GGFwuF9LS0iLecNge6qlsh0wmQ//+/a/Y9+n1evrh74OoXfseatO+idq176E2vbx+roeyFU3UIYQQQgghUaOkkhBCCCGERI2SyhhSqVRYvnw5VCpVrEMhlxG1a99Dbdo3Ubv2PdSmsUUTdQghhBBCSNSop5IQQgghhESNkkpCCCGEEBI1SioJIYQQQkjUKKkkhBBCCCFRo6Qyhl577TUMGDAAarUa48ePx8GDB2MdEumkwsJCjB07FjqdDikpKbj77rthsVgi6vh8PuTn5yMpKQlarRb33HMPbDZbjCImXbVy5UpwHIeCggLpGLVp7/Tjjz/igQceQFJSEjQaDYYOHYpDhw5J5xljWLZsGVJTU6HRaJCXl4fTp0/HMGJyMYIgYOnSpcjOzoZGo8EvfvELrFixIuLd1NSmsUFJZYxs3boVixYtwvLly1FWVobhw4fj1ltvRW1tbaxDI52wb98+5Ofn45tvvsHOnTsRDAYxbdo0eDweqc5TTz2FTz/9FNu2bcO+fftQXV2NGTNmxDBq0lklJSX45z//iWHDhkUcpzbtfex2OyZOnAiFQoHPP/8cx48fx0svvYSEhASpzgsvvIA1a9Zg3bp1KC4uRnx8PG699Vb4fL4YRk46smrVKrz++ut49dVXceLECaxatQovvPAC1q5dK9WhNo0RRmJi3LhxLD8/X/osCAJLS0tjhYWFMYyKXKra2loGgO3bt48xxpjD4WAKhYJt27ZNqnPixAkGgBUVFcUqTNIJLpeL5eTksJ07d7IpU6awhQsXMsaoTXurZ555hk2aNKnD86IoMrPZzF588UXpmMPhYCqVir399ttXIkTSRbfffjt7+OGHI47NmDGDzZ49mzFGbRpL1FMZA4FAAKWlpcjLy5OOyWQy5OXloaioKIaRkUvV1NQEAEhMTAQAlJaWIhgMRrRxbm4uMjMzqY17uPz8fNx+++0RbQdQm/ZWn3zyCcaMGYOZM2ciJSUFI0eOxPr166XzZ8+ehdVqjWhXg8GA8ePHU7v2UDfeeCN27dqFU6dOAQCOHDmC/fv347bbbgNAbRpL8lgHcDWqr6+HIAgwmUwRx00mE06ePBmjqMilEkURBQUFmDhxIoYMGQIAsFqtUCqVMBqNEXVNJhOsVmsMoiSd8c4776CsrAwlJSVtzlGb9k7l5eV4/fXXsWjRIjz33HMoKSnBk08+CaVSiblz50pt196/x9SuPdOSJUvgdDqRm5sLnuchCAKef/55zJ49GwCoTWOIkkpCopSfn49jx45h//79sQ6FRKGqqgoLFy7Ezp07oVarYx0OuUxEUcSYMWPwt7/9DQAwcuRIHDt2DOvWrcPcuXNjHB25FO+++y42b96MLVu2YPDgwTh8+DAKCgqQlpZGbRpj9Pg7BpKTk8HzfJtZozabDWazOUZRkUvxxBNPYPv27dizZw/69+8vHTebzQgEAnA4HBH1qY17rtLSUtTW1mLUqFGQy+WQy+XYt28f1qxZA7lcDpPJRG3aC6WmpuL666+POHbdddfh3LlzACC1Hf173Hs8/fTTWLJkCe6//34MHToUc+bMwVNPPYXCwkIA1KaxREllDCiVSowePRq7du2SjomiiF27dmHChAkxjIx0FmMMTzzxBD788EPs3r0b2dnZEedHjx4NhUIR0cYWiwXnzp2jNu6hpk6diqNHj+Lw4cNSGTNmDGbPni3tU5v2PhMnTmyz3NepU6eQlZUFAMjOzobZbI5oV6fTieLiYmrXHsrr9UImi0xfeJ6HKIoAqE1jKtYzha5W77zzDlOpVGzjxo3s+PHjbP78+cxoNDKr1Rrr0EgnPPbYY8xgMLC9e/eympoaqXi9XqnO7373O5aZmcl2797NDh06xCZMmMAmTJgQw6hJV/109jdj1Ka90cGDB5lcLmfPP/88O336NNu8eTOLi4tjb731llRn5cqVzGg0so8//ph9++237K677mLZ2dmsubk5hpGTjsydO5elp6ez7du3s7Nnz7IPPviAJScns8WLF0t1qE1jg5LKGFq7di3LzMxkSqWSjRs3jn3zzTexDol0EoB2y4YNG6Q6zc3N7PHHH2cJCQksLi6O/frXv2Y1NTWxC5p02YVJJbVp7/Tpp5+yIUOGMJVKxXJzc9kbb7wRcV4URbZ06VJmMpmYSqViU6dOZRaLJUbRkp/jdDrZwoULWWZmJlOr1WzgwIHsj3/8I/P7/VIdatPY4Bj7yRL0hBBCCCGEXAIaU0kIIYQQQqJGSSUhhBBCCIkaJZWEEEIIISRqlFQSQgghhJCoUVJJCCGEEEKiRkklIYQQQgiJGiWVhBBCCCEkapRUEkLIRTz00EO4++67r/j3bty4ERzHgeM4FBQUXLTugAEDsHr16isSV+v3tcZ24bvQCSFXL3msAyCEkFjhOO6i55cvX45XXnkFsXpHhF6vh8ViQXx8fEy+vyMlJSX46quvcM8998Q6FEJID0JJJSHkqlVTUyPtb926FcuWLYPFYpGOabVaaLXaWIQGIJz0ms3mmH1/R/r164fExMRYh0EI6WHo8Tch5KplNpulYjAYpCSutWi12jaPv2+66SYsWLAABQUFSEhIgMlkwvr16+HxeDBv3jzodDpcc801+PzzzyO+69ixY7jtttug1WphMpkwZ84c1NfXdznm2tpa3HnnndBoNMjOzsbmzZvb1Hn55ZcxdOhQxMfHIyMjA48//jjcbjcAwOPxQK/X47333ou45qOPPkJ8fDxcLhcCgQCeeOIJpKamQq1WIysrC4WFhV2OlRBydaGkkhBCumjTpk1ITk7GwYMHsWDBAjz22GOYOXMmbrzxRpSVlWHatGmYM2cOvF4vAMDhcOCWW27ByJEjcejQIezYsQM2mw333Xdfl7/7oYceQlVVFfbs2YP33nsP//jHP1BbWxtRRyaTYc2aNfjuu++wadMm7N69G4sXLwYAxMfH4/7778eGDRsirtmwYQPuvfde6HQ6rFmzBp988gneffddWCwWbN68GQMGDLi0vyxCyNWDEUIIYRs2bGAGg6HN8blz57K77rpL+jxlyhQ2adIk6XMoFGLx8fFszpw50rGamhoGgBUVFTHGGFuxYgWbNm1axH2rqqoYAGaxWDodj8ViYQDYwYMHpWMnTpxgANjf//73Dv9s27ZtY0lJSdLn4uJixvM8q66uZowxZrPZmFwuZ3v37mWMMbZgwQJ2yy23MFEUO7znnj17GABmt9s7rEMIubpQTyUhhHTRsGHDpH2e55GUlIShQ4dKx0wmEwBIPYhHjhzBnj17pDGaWq0Wubm5AIAzZ850+ntPnDgBuVyO0aNHS8dyc3NhNBoj6n355ZeYOnUq0tPTodPpMGfOHDQ0NEg9p+PGjcPgwYOxadMmAMBbb72FrKwsTJ48GUC4N/Tw4cMYNGgQnnzySXzxxRedjpEQcvWipJIQQrpIoVBEfOY4LuJY66xyURQBAG63G3feeScOHz4cUU6fPi0lcpdLRUUF7rjjDgwbNgzvv/8+SktL8dprrwEAAoGAVO+RRx7Bxo0bAYQffc+bN0+Ke9SoUTh79ixWrFiB5uZm3Hfffbj33nsva5yEkL6HZn8TQkg3GzVqFN5//30MGDAAcvml/7Obm5uLUCiE0tJSjB07FgBgsVgi1oosLS2FKIp46aWXIJOF+w3efffdNvd64IEHsHjxYqxZswbHjx/H3LlzI87r9XrMmjULs2bNwr333ovp06ejsbGRZn0TQjpEPZWEENLN8vPz0djYiN/85jcoKSnBmTNn8K9//Qvz5s2DIAidvs+gQYMwffp0PProoyguLkZpaSkeeeQRaDQaqc4111yDYDCItWvXory8HG+++SbWrVvX5l4JCQmYMWMGnn76aUybNg39+/eXzr388st4++23cfLkSZw6dQrbtm2D2Wxu85idEEJ+ipJKQgjpZmlpaThw4AAEQcC0adMwdOhQFBQUwGg0Sr2JnbVhwwakpaVhypQpmDFjBubPn4+UlBTp/PDhw/Hyyy9j1apVGDJkCDZv3tzhckC//e1vEQgE8PDDD0cc1+l0eOGFFzBmzBiMHTsWFRUV+Oyzz7ocKyHk6sIxFqNXRRBCCOnQxo0bUVBQ0K2vQXzzzTfx1FNPobq6GkqlskvX7t27FzfffDPsdjv1YBJCAFBPJSGE9FhNTU3QarV45plnLut9vV4vzpw5g5UrV+LRRx/tckI5ePBg3HbbbZc1JkJI70c9lYQQ0gO5XC7YbDYAgNFoRHJy8mW795///Gc8//zzmDx5Mj7++OMuv4qysrISwWAQADBw4EB6LE4IAUBJJSGEEEIIuQzo10tCCCGEEBI1SioJIYQQQkjUKKkkhBBCCCFRo6SSEEIIIYREjZJKQgghhBASNUoqCSGEEEJI1CipJIQQQgghUaOkkhBCCCGERI2SSkIIIYQQErX/B8sjDI+2MUEeAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(7.5, 4))\n", + "ax.plot(times, susceptible, color=\"blue\", label=\"Susceptible\", lw=2.5)\n", + "ax.plot(times, exposed, color=\"forestgreen\", label=\"Exposed\", lw=2.5)\n", + "ax.plot(times, infected, color=\"goldenrod\", label=\"Infected\", lw=2.5)\n", + "ax.plot(times, recovered, color=\"firebrick\", label=\"Recovered\", lw=2.5)\n", + "ax.legend()\n", + "ax.set_xlabel(\"Time [days]\")\n", + "ax.set_ylabel(\"Number of people\")\n", + "# plt.title(\"Compartmental data for Northern Ireland simulation with r = 0.2\")\n", + "fig.savefig(f\"NI_outputs/{radius}/SEIR.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "05d74ed2-5f71-4bc5-bdcb-ccc2634b50a5", + "metadata": {}, + "source": [ + "## Converting instantaneous $R_{t}$ to case $R_{t}$" + ] + }, + { + "cell_type": "markdown", + "id": "3b0c79ff-652e-4d95-b1bc-7a10f702d18a", + "metadata": {}, + "source": [ + "In their paper, Gostic et al. describe how to convert between the instantaneous $R_{t}$ (used in the SEIR ODE model) and the case $R_{t}$ (used as ground-truth in EpiABM) with the generation time probability distribution. We will do this with the serial interval instead." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "795fbbc5-8da6-427b-87b8-2d2512c55a92", + "metadata": {}, + "outputs": [], + "source": [ + "import scipy.integrate as si" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "6bbbb975-05cb-4f5b-b6d3-13f7992aef8b", + "metadata": {}, + "outputs": [], + "source": [ + "case_Rt_list = []\n", + "for j in range(num_samples):\n", + " case_Rt_sample = []\n", + " if sampling_intervals:\n", + " inst_Rt = [0] * (upper_t - lower_t)\n", + " # Assigning the different Rt values to their correct timepoints\n", + " i_start = 0\n", + " for pair in sampling_intervals:\n", + " inst_Rt[pair[0]:pair[1]] = R_t_list[j][i_start:i_start + pair[1] - pair[0]]\n", + " i_start += pair[1] - pair[0]\n", + " # Filling the gaps using linear interpolation\n", + " for gap_num in range(len(sampling_intervals) - 1):\n", + " left, right = sampling_intervals[gap_num][1], sampling_intervals[gap_num + 1][0]\n", + " gap = right - left\n", + " linear_spline = [inst_Rt[left - 1] + (inst_Rt[right] - inst_Rt[left - 1]) * (i + 1) / (gap + 1)\n", + " for i in range(gap)]\n", + " inst_Rt[left:right] = linear_spline\n", + " inst_Rt = np.array(inst_Rt)\n", + " else:\n", + " inst_Rt = R_t_list[j]\n", + " for t in range(upper_t - lower_t):\n", + " dx = 1\n", + " case_Rt_t = si.simpson(inst_Rt[t:] * serial_interval_pdf[:upper_t-lower_t-t], x=np.arange(t + lower_t, upper_t, 1.0))\n", + " case_Rt_sample.append(case_Rt_t)\n", + " case_Rt_list.append(case_Rt_sample)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "c2c1f017-0436-4481-980f-60799ca14d65", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mean_R_t = np.mean(np.array(case_Rt_list), axis=0)\n", + "std_dev_R_t = np.std(np.array(case_Rt_list), axis=0)\n", + "upper_R_t = np.percentile(np.array(case_Rt_list), 97.5, axis=0)\n", + "median_R_t = np.percentile(np.array(case_Rt_list), 50, axis=0)\n", + "lower_R_t = np.percentile(np.array(case_Rt_list), 2.5, axis=0)\n", + "# plt.plot(truncated_times[0:], secondary_infections_data[\"R_t\"][20:61], 'k', \n", + "# label=\"True $R_t$\")\n", + "plt.figure(figsize=(8, 2.5))\n", + "plt.plot(times, secondary_infections_data[\"R_t\"][:], 'k', \n", + " label=\"True $R_t$\")\n", + "plt.plot(times, mean_R_t[:], '--r', label=\"Mean of inferred series\")\n", + "plt.fill_between(times, lower_R_t[:], upper_R_t[:], alpha=0.5,\n", + " label=\"95% credible interval\", color=\"blue\")\n", + "plt.xlabel(\"Time [days]\")\n", + "plt.ylabel(\"$R_t$\")\n", + "# plt.title(\"Inferred $R_t$ for Northern Ireland simulation: Case 2\")\n", + "# plt.ylim(0, 16)\n", + "plt.ylim(0, 35)\n", + "plt.legend(loc='upper center')\n", + "# plt.colorbar(cf)\n", + "# plt.show()\n", + "plt.savefig(f\"inference_outputs/{radius}/{trial}/inferred_case_R_t_CI.png\", bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "6fabdda6-c5f9-4261-8a19-4f98a6e38300", + "metadata": {}, + "outputs": [], + "source": [ + "case_Rt_df = pd.DataFrame({\"mean\": mean_R_t, \"upper\": upper_R_t, \"lower\": lower_R_t, \"true\": secondary_infections_data[\"R_t\"]})\n", + "case_Rt_df.to_csv(f\"inference_outputs/{radius}/{trial}/Rt_info.csv\")" + ] + }, + { + "cell_type": "markdown", + "id": "7ea9bc09-c087-4bad-be7f-b13ec1ed0cc9", + "metadata": {}, + "source": [ + "## Plotting the branching process model data" + ] + }, + { + "cell_type": "markdown", + "id": "7b90ea6b-a782-4272-a7e4-0d8db71a8514", + "metadata": {}, + "source": [ + "Using the reproduction number reached using a renewal model (from Yunli Qi), we will now plot this data in the same style as the above curve for the case reproduction number." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "1420c6ad-bb64-412f-a23a-6f54c4eb5cfd", + "metadata": {}, + "outputs": [], + "source": [ + "renewal_df = pd.read_csv(f\"renewal_model/{radius}/Rt_data.csv\", index_col=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "0f0d6adb-f789-4298-a0b7-e42e224df100", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "times_rm = renewal_df[\"Time Points\"].to_numpy()\n", + "start, end = times_rm[0], times_rm[-1] + 1\n", + "mean_R_t = renewal_df[\"Mean\"]\n", + "upper_R_t = renewal_df[\"Upper bound CI\"]\n", + "median_R_t = renewal_df[\"Median\"]\n", + "lower_R_t = renewal_df[\"Lower bound CI\"]\n", + "# plt.plot(truncated_times[0:], secondary_infections_data[\"R_t\"][20:61], 'k', \n", + "# label=\"True $R_t$\")\n", + "plt.figure(figsize=(8, 2.5))\n", + "plt.plot(times_rm, secondary_infections_data[\"R_t\"][start:end], 'k', \n", + " label=\"True $R_t$\")\n", + "plt.plot(times_rm, mean_R_t, '--r', label=\"Mean of inferred series\")\n", + "plt.fill_between(times_rm, lower_R_t, upper_R_t, alpha=0.5,\n", + " label=\"95% credible interval\", color=\"blue\")\n", + "plt.xlabel(\"Time [days]\")\n", + "plt.ylabel(\"$R_t$\")\n", + "# plt.title(\"Inferred $R_t$ for Northern Ireland simulation: Case 2\")\n", + "plt.ylim(0, 35)\n", + "# plt.ylim(0, 16)\n", + "plt.legend(loc='upper center')\n", + "# plt.colorbar(cf)\n", + "# plt.show()\n", + "plt.savefig(f\"renewal_model/{radius}/inferred_Rt.png\", bbox_inches=\"tight\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/epiabm_rt_inference/northern_ireland/panels/r_0_2/inference_panel_r0_2.pdf b/examples/epiabm_rt_inference/northern_ireland/panels/r_0_2/inference_panel_r0_2.pdf new file mode 100644 index 0000000..f347fac Binary files /dev/null and b/examples/epiabm_rt_inference/northern_ireland/panels/r_0_2/inference_panel_r0_2.pdf differ diff --git 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/dev/null +++ b/examples/epiabm_rt_inference/seirmo_rt_inference.ipynb @@ -0,0 +1,3509 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b266bc81-0b41-4624-b1b6-55597ea78e6f", + "metadata": {}, + "source": [ + "# Inferring $R_t$ values from `seirmo` using an SEIR model" + ] + }, + { + "cell_type": "markdown", + "id": "b28830ec-a806-4ec8-8204-547d224e6174", + "metadata": {}, + "source": [ + "In this notebook we use compartmental values from a `seirmo` simulation to infer the $\\beta$, $\\kappa$ and $\\gamma$ values of the\n", + "SEIR model using `seirmo`. We then use $\\beta$, $\\kappa$ and $\\gamma$ to calculate $R_t$ and then compare it to the true underlying\n", + "values." + ] + }, + { + "cell_type": "markdown", + "id": "852263e3-6755-4392-9116-5ecb1324da6e", + "metadata": {}, + "source": [ + "This notebook should be viewed in parallel with `epiabm_rt_inference` as a comparison. In that notebook, we try and infer the\n", + "parameters using data from `pyEpiabm`, whereas here we infer them using data from `seirmo`. This way, we know the true underlying\n", + "parameter values and hope to recover them using inference from PINTS." + ] + }, + { + "cell_type": "markdown", + "id": "0cfd62fe-442f-4a4d-b50a-75f5a41a57eb", + "metadata": {}, + "source": [ + "## Governing system" + ] + }, + { + "cell_type": "markdown", + "id": "4aa52bcb-7efb-4f5a-a484-d6fca29a3bf4", + "metadata": {}, + "source": [ + "Here is the governing system of ODEs:\n", + "\n", + "\\begin{equation}\n", + " \\frac{dS(t)}{dt} = -\\beta S(t)I(t),\n", + "\\end{equation}\n", + "\\begin{equation} \\frac{dE(t)}{dt} = \\beta S(t)I(t) - \\kappa E(t),\n", + "\\end{equation}\n", + "\\begin{equation}\n", + " \\frac{dI(t)}{dt} = \\kappa E(t) - \\gamma I(t), \n", + "\\end{equation}\n", + "\n", + "\\begin{equation}\n", + " \\frac{dR(t)}{dt} = \\gamma I(t).\n", + "\\end{equation}" + ] + }, + { + "cell_type": "markdown", + "id": "0901e3d2-0e0d-4b63-b75b-f86521b13bfd", + "metadata": {}, + "source": [ + "## Simulating and plotting the simulation" + ] + }, + { + "cell_type": "markdown", + "id": "9ab6b833-287d-45cc-9484-05578e6ca436", + "metadata": {}, + "source": [ + "We will use `seirmo` and similar governing parameters to ones found in the sister notebook to simulate an epidemic. We choose:\n", + "\n", + "|parameter|description|value|\n", + "|-----|---------|---|\n", + "|$N$|population size|33078|\n", + "|$I(0)$|initial number of infected|100|\n", + "|$\\beta$|infection rate|0.7|\n", + "|$\\kappa$|incubation rate|0.2|\n", + "|$\\gamma$|recovery rate|0.1|" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "d05045c2-4ef5-4f74-9217-4bacf3ad3790", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seirmo" + ] + }, + { + "cell_type": "markdown", + "id": "c4b9ce0a-bb8d-40ad-8676-2dee9fbf40a2", + "metadata": {}, + "source": [ + "### Simulation" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "9cd86be3-3f12-4066-b0c2-bc14ae8e9064", + "metadata": {}, + "outputs": [], + "source": [ + "# Susceptible, exposed, infected and recovered proportions\n", + "initial_values = [9980/10000, 0, 20/10000, 0]\n", + "rate_parameters = [1.19, 0.218, 0.106]\n", + "all_params = initial_values + rate_parameters\n", + "times = np.arange(0, 90, 1)\n", + "model = seirmo.SEIRModel()\n", + "normalised_compartmental_values = model.simulate(parameters=all_params, times=times)" + ] + }, + { + "cell_type": "markdown", + "id": "948c7c67-bbbd-4a15-9657-2925e355a418", + "metadata": {}, + "source": [ + "### Plotting SEIR curves" + ] + }, + { + "cell_type": "markdown", + "id": "bb512b71-9a7c-4d19-a5b9-1071b7631d3d", + "metadata": {}, + "source": [ + "Here we plot the SEIR curves from this simulation." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e0a6f51a-3de6-4328-8655-d35f9b1e0330", + "metadata": {}, + "outputs": [], + "source": [ + "pop_size = 10000\n", + "compartmental_values = pop_size * normalised_compartmental_values\n", + "compartmental_df = pd.DataFrame(compartmental_values, columns=[\"Susceptible\", \"Exposed\", \"Infected\", \"Recovered\", \"Incidence\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1a25b01c-48f3-4de2-b4cb-17a7bfde1d89", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'SEIR plot for a small model simulation')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for column in list(compartmental_df.columns):\n", + " plt.plot(times, compartmental_df[column], label=column)\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Number of people\")\n", + "plt.legend()\n", + "plt.title(\"SEIR plot for a small model simulation\")" + ] + }, + { + "cell_type": "markdown", + "id": "6fc8d32c-6f3f-45a4-9bc8-d7ff9f2e956c", + "metadata": {}, + "source": [ + "## Crude estimates for $\\beta$, $\\kappa$ and $\\gamma$" + ] + }, + { + "cell_type": "markdown", + "id": "70b8c90e-c49e-4914-8c80-5318b92f31be", + "metadata": {}, + "source": [ + "In this section, we will use the governing ODEs:\n", + "\n", + "\\begin{equation}\n", + " \\frac{dS(t)}{dt} = -\\beta S(t)I(t),\n", + "\\end{equation}\n", + "\\begin{equation} \\frac{dE(t)}{dt} = \\beta S(t)I(t) - \\kappa E(t),\n", + "\\end{equation}\n", + "\\begin{equation}\n", + " \\frac{dI(t)}{dt} = \\kappa E(t) - \\gamma I(t), \n", + "\\end{equation}\n", + "\n", + "\\begin{equation}\n", + " \\frac{dR(t)}{dt} = \\gamma I(t),\n", + "\\end{equation}\n", + "\n", + "to give crude estimates for what $\\beta$, $\\kappa$ and $\\gamma$ should be as a comparison." + ] + }, + { + "cell_type": "markdown", + "id": "e8ed6468-9898-434f-848e-55a6a635def0", + "metadata": {}, + "source": [ + "We will do this by estimating the gradients of the true compartmental values using `np.gradient` to retrieve an array\n", + "of estimates for $\\beta$ (eq. 1) then $\\gamma$ (eq. 4) and then $\\kappa$ (eq. 3)." + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "8d5b9ec7-b6a5-406f-b831-adf66bc05a69", + "metadata": {}, + "outputs": [], + "source": [ + "dS_dt = np.gradient(susceptible)\n", + "dE_dt = np.gradient(exposed)\n", + "dI_dt = np.gradient(infected)\n", + "dR_dt = np.gradient(recovered)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "46553e5d-dcc6-4ef7-8ff2-cdcd558d0393", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\matth\\AppData\\Local\\Temp\\ipykernel_28676\\3301848107.py:4: RuntimeWarning: divide by zero encountered in divide\n", + " kappa_estimate_eq_3 = (dI_dt + gamma_estimate * infected) / exposed\n", + "C:\\Users\\matth\\AppData\\Local\\Temp\\ipykernel_28676\\3301848107.py:5: RuntimeWarning: divide by zero encountered in divide\n", + " kappa_estimate_eq_2 = (beta_estimate / pop_size * susceptible * infected - dE_dt) / exposed\n" + ] + } + ], + "source": [ + "pop_size = 33078\n", + "beta_estimate = - dS_dt * pop_size / (susceptible * infected)\n", + "gamma_estimate = dR_dt / infected\n", + "kappa_estimate_eq_3 = (dI_dt + gamma_estimate * infected) / exposed\n", + "kappa_estimate_eq_2 = (beta_estimate / pop_size * susceptible * infected - dE_dt) / exposed" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "6685762b-67b2-4145-bac8-484c7740e686", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(times, beta_estimate, label=\"beta\")\n", + "plt.plot(times, gamma_estimate, label=\"gamma\")\n", + "plt.plot(times, kappa_estimate_eq_3, label=\"kappa\")\n", + "plt.xlabel(\"Time\")\n", + "plt.legend()\n", + "plt.title(\"Crude estimates for governing parameters\")\n", + "plt.savefig(\"seirmo_outputs/crude_estimates.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "0dcddbe2-8c7b-4a7c-8241-45c97a2eb5db", + "metadata": {}, + "source": [ + "As expected, these are mostly flat lines around the true values we applied." + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "e843374d-f0e0-4a83-a1c5-9e90e02682f2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean beta: 0.7035884647894624, std dev beta: 0.0058492562266228695\n", + "Mean gamma: 0.1002589125632497, std dev gamma: 0.0007108107993307635\n", + "Mean kappa (eq 2): 0.2005470129651633, std dev kappa (eq 2): 0.0017865120775115253\n", + "Mean kappa (eq 3): 0.20054701296515595, std dev kappa (eq 3): 0.0017865120772667035\n" + ] + } + ], + "source": [ + "param_df = pd.DataFrame({\"beta\": beta_estimate, \"gamma\": gamma_estimate, \"kappa_eq_3\": kappa_estimate_eq_3,\n", + " \"kappa_eq_2\": kappa_estimate_eq_2})\n", + "param_df.replace(np.inf, 0, inplace=True)\n", + "\n", + "# We replace any zeros with NaNs as these will not contribute to the beta, gamma and kappa values\n", + "param_df.replace(0, np.nan, inplace=True)\n", + "print(f\"Mean beta: {np.mean(param_df[\"beta\"])}, std dev beta: {np.std(param_df[\"beta\"])}\")\n", + "print(f\"Mean gamma: {np.mean(param_df[\"gamma\"])}, std dev gamma: {np.std(param_df[\"gamma\"])}\")\n", + "print(f\"Mean kappa (eq 2): {np.mean(param_df[\"kappa_eq_2\"])}, std dev kappa (eq 2): {np.std(param_df[\"kappa_eq_2\"])}\")\n", + "print(f\"Mean kappa (eq 3): {np.mean(param_df[\"kappa_eq_3\"])}, std dev kappa (eq 3): {np.std(param_df[\"kappa_eq_3\"])}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "8a4ed446-06a8-4d52-973a-256cbffea73c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Crude estimates for beta, gamma and kappa at each timepoint')" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "param_df.boxplot()\n", + "plt.title(\"Crude estimates for beta, gamma and kappa at each timepoint\")" + ] + }, + { + "cell_type": "markdown", + "id": "b20d3a9e-c6fb-404b-b3b2-66a5bf4956f1", + "metadata": {}, + "source": [ + "## Model Inference" + ] + }, + { + "cell_type": "markdown", + "id": "c2040593-88e2-4733-a358-f72f2e0c2f4d", + "metadata": {}, + "source": [ + "### Set up" + ] + }, + { + "cell_type": "markdown", + "id": "d66c20bd-ee68-4267-be99-b46899b25c7d", + "metadata": {}, + "source": [ + "Here is a description of our parameters:\n", + "* $S(0)$, $E(0)$, $I(0)$, $R(0)$ - Initial $S$, $E$, $I$ and $R$ values\n", + "* $\\beta$, $\\kappa$, $\\gamma$ - Infection Rate, Incubation Rate and Recovery Rate respectively\n", + "* $\\sigma_{S}$, $\\sigma_{E}$, $\\sigma_{I}$, $\\sigma_{R}$ - The 4 hyperparameters controlling each respective log prior" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "a631284c-53c1-422b-a16a-ffc6ec0ab7cc", + "metadata": {}, + "outputs": [], + "source": [ + "all_data = normalised_compartmental_values[:, :4]\n", + "initial_infected = 100" + ] + }, + { + "cell_type": "markdown", + "id": "98d0fbc2-e1d7-40e1-af73-c53f88d8c41d", + "metadata": {}, + "source": [ + "### PINTS ForwardModel" + ] + }, + { + "cell_type": "markdown", + "id": "e73b86ad-3d54-4cde-aa8c-f552492bde7a", + "metadata": {}, + "source": [ + "Next, we create the forward model used to perform inference. We will be using a `ReducedModel` from `seirmo` to fix/specify specific parameters\n", + "to reduce the dimensions of the parameter space to match `epiabm_rt_inference.ipynb`. These values are described in the table below." + ] + }, + { + "cell_type": "markdown", + "id": "bf0b2777-5534-4a47-b265-313e8063ae24", + "metadata": {}, + "source": [ + "|Parameter|Value|Reasoning|\n", + "|---|---|-------|\n", + "|$S(0)$|$1 - I(0)$|The total of all compartments must add up to $1$ for all time (after scaling out by `pop_size`).|\n", + "|$E(0)$|$0$|We can safely assume that no-one has been exposed at the start of the simulation.|\n", + "|$I(0)$|$\\frac{100}{33078}$|We know that there were $100$ initial infected, and we scale out by `pop_size`.|\n", + "|$R(0)$|$0$|We also enforce that no-one has recovered at the start of the simulation.|\n", + "|$\\kappa$|$0.2$|We fix $\\kappa$ to see if we can recover the other values.|" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "c784e768-b0ca-4536-82d8-d8111e09990b", + "metadata": {}, + "outputs": [], + "source": [ + "import seirmo\n", + "import pints\n", + "\n", + "class SEIRModel(pints.ForwardModel):\n", + " def __init__(self, pop_size, initial_infected, kappa = None):\n", + " super(SEIRModel, self).__init__()\n", + "\n", + " seir_model = seirmo.SEIRModel()\n", + " self._model = seirmo.ReducedModel(seir_model)\n", + " fixed_parameters = {\"S0\": 1 - initial_infected / pop_size, \"E0\": 0, \"I0\": initial_infected / pop_size, \"R0\": 0}\n", + " if kappa:\n", + " fixed_parameters[\"beta\"] = kappa\n", + " self._model.fix_parameters(fixed_parameters)\n", + " self._kappa = kappa\n", + "\n", + " def n_outputs(self):\n", + " # Returns number of model outputs.\n", + " # Returns the S, E, I and R values at each timestep\n", + " return 4\n", + "\n", + " def n_parameters(self):\n", + " # Returns number of parameters, i.e. some of beta, kappa and gamma\n", + " if self._kappa:\n", + " return 2\n", + " return 3\n", + "\n", + " def n_fixed_parameters(self):\n", + " # Returns number of fixed parameters, i.e. 4 initial conditions (S(0), E(0), I(0) and R(0)) and potentially kappa\n", + " if self._kappa:\n", + " return 5\n", + " return 4\n", + "\n", + " def simulate(self, parameters, times):\n", + " # This ensures that we are taking the prevalence\n", + " self._model.set_outputs([\"S\", \"E\", \"I\", \"R\"])\n", + " compartmental_results = self._model.simulate(parameters=parameters, times=times)\n", + "\n", + " return compartmental_results" + ] + }, + { + "cell_type": "markdown", + "id": "c29019a9-a988-4049-9aa6-b0d2c6e6185a", + "metadata": {}, + "source": [ + "### PINTS `MultiOutputProblem` and `GaussianLogLikelihood`" + ] + }, + { + "cell_type": "markdown", + "id": "6b6d514f-8607-45a3-89a3-8b983aa68953", + "metadata": {}, + "source": [ + "We choose a Gaussian log-likelihood and an array of Gaussian log-priors for each of the different parameters of the model." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "1f341a1c-80cf-4037-a77d-80a2fde194c9", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\matth\\AppData\\Local\\Temp\\ipykernel_28676\\3666600987.py:13: DeprecationWarning: `alltrue` is deprecated as of NumPy 1.25.0, and will be removed in NumPy 2.0. Please use `all` instead.\n", + " self._model.fix_parameters(fixed_parameters)\n" + ] + } + ], + "source": [ + "# Create log-likelihood\n", + "pints_model = SEIRModel(pop_size=33078, initial_infected=100, kappa=0.2)\n", + "problem = pints.MultiOutputProblem(pints_model, times, all_data)\n", + "log_likelihood = pints.GaussianLogLikelihood(problem)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "b19763f0-3379-4dc3-9d62-eaf28f491c9a", + "metadata": {}, + "outputs": [], + "source": [ + "# Create log-prior and log-posterior\n", + "log_prior = pints.ComposedLogPrior(\n", + " pints.TruncatedGaussianLogPrior(1, 1, 0, np.inf),\n", + " pints.TruncatedGaussianLogPrior(1, 1, 0, np.inf),\n", + " pints.TruncatedGaussianLogPrior(0, 1, 0, np.inf),\n", + " pints.TruncatedGaussianLogPrior(0, 1, 0, np.inf),\n", + " pints.TruncatedGaussianLogPrior(0, 1, 0, np.inf),\n", + " pints.TruncatedGaussianLogPrior(0, 1, 0, np.inf)\n", + ")\n", + "log_posterior = pints.LogPosterior(log_likelihood, log_prior)" + ] + }, + { + "cell_type": "markdown", + "id": "0d380186-956f-4b29-a12a-ac8cf7f59cbe", + "metadata": {}, + "source": [ + "### Initialising multiple starting locations for the chain" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "65830618-90e1-45cd-93b1-684e14b5f716", + "metadata": {}, + "outputs": [], + "source": [ + "num_chains = 4\n", + "xs = log_prior.sample(num_chains)" + ] + }, + { + "cell_type": "markdown", + "id": "257dcb4e-7514-4cff-bc17-944031e86b35", + "metadata": {}, + "source": [ + "### Performing inference" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "2b72f18b-32ea-491b-905e-3cb8e877c339", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using Population MCMC\n", + "Generating 4 chains.\n", + "Running in sequential mode.\n", + "Iter. Eval. i j Ex. i j Ex. i j Ex. i j Ex. Time m:s\n", + "0 4 0 1 no 0 1 no 0 1 no 0 1 no 0:00.0\n", + "1 8 6 5 yes 3 6 yes 7 3 yes 0 8 no 0:00.1\n", + "2 12 4 9 yes 8 4 yes 9 5 yes 1 9 yes 0:00.1\n", + "3 16 2 7 yes 7 5 yes 0 8 no 2 8 yes 0:00.1\n", + "20 84 3 9 no 4 9 no 2 1 yes 3 8 no 0:00.7\n", + "40 164 8 7 yes 2 5 yes 7 6 no 5 6 no 0:01.2\n", + "60 244 2 9 no 1 2 yes 2 5 no 0 9 no 0:01.8\n", + "80 324 8 0 no 9 0 no 6 5 yes 8 5 yes 0:02.4\n", + "100 404 3 5 yes 4 7 yes 1 5 no 4 1 no 0:03.0\n", + "120 484 0 2 no 5 8 no 6 0 no 2 6 no 0:03.6\n", + "140 564 0 4 no 5 9 no 3 6 no 3 1 yes 0:04.3\n", + "160 644 9 6 no 6 3 no 1 7 no 4 8 no 0:05.0\n", + "180 724 9 7 yes 4 9 no 7 9 no 3 5 yes 0:05.6\n", + "Initial phase completed.\n", + "200 804 1 7 no 0 1 yes 4 8 no 9 4 no 0:06.2\n", + "220 884 9 1 no 4 7 no 5 8 no 2 5 no 0:06.8\n", + "240 964 4 1 no 3 0 no 7 2 no 7 5 no 0:07.4\n", + "260 1044 5 4 no 0 6 no 5 0 no 7 4 no 0:07.9\n", + "280 1124 3 9 no 2 1 no 7 9 no 5 9 no 0:08.6\n", + "300 1204 9 0 no 3 0 no 5 6 no 3 2 yes 0:09.1\n", + "320 1284 7 2 no 5 4 no 3 5 no 4 3 yes 0:09.8\n", + "340 1364 8 4 no 9 2 no 3 5 no 8 3 no 0:10.3\n", + "360 1444 9 7 yes 4 1 no 6 3 no 6 1 no 0:10.9\n", + "380 1524 5 8 no 0 4 no 6 1 no 9 4 no 0:11.5\n", + "400 1604 4 3 yes 0 2 no 3 8 no 4 5 no 0:12.2\n", + "420 1684 7 0 no 9 3 no 2 5 no 8 6 no 0:12.8\n", + "440 1764 3 8 no 5 4 yes 3 8 no 2 0 yes 0:13.5\n", + "460 1844 5 3 no 7 3 no 8 1 no 7 2 no 0:14.1\n", + "480 1924 9 4 no 7 3 no 9 8 yes 6 5 no 0:14.7\n", + "500 2004 9 3 no 0 6 no 8 4 no 0 3 no 0:15.3\n", + "520 2084 1 8 no 7 8 no 7 8 yes 7 9 no 0:16.0\n", + "540 2164 3 4 no 8 6 no 8 2 no 5 7 no 0:16.6\n", + "560 2244 5 2 no 1 3 no 9 1 no 1 2 yes 0:17.1\n", + "580 2324 7 1 no 2 5 no 4 2 yes 1 3 no 0:17.6\n", + "600 2404 9 8 yes 0 7 no 4 2 no 6 3 no 0:18.1\n", + "620 2484 1 5 no 7 8 no 6 8 no 9 2 no 0:18.7\n", + "640 2564 2 0 no 6 4 no 3 7 no 8 3 no 0:19.4\n", + "660 2644 2 5 no 4 2 no 2 3 yes 9 4 no 0:20.0\n", + "680 2724 7 3 no 5 4 no 1 8 no 1 7 no 0:20.6\n", + "700 2804 0 5 no 7 2 no 5 2 no 2 3 no 0:21.3\n", + "720 2884 0 4 no 1 2 yes 5 0 no 4 5 no 0:22.0\n", + "740 2964 7 8 no 0 6 no 1 4 no 5 4 no 0:22.7\n", + "760 3044 9 6 no 9 3 no 3 8 no 6 9 no 0:23.3\n", + "780 3124 8 5 no 1 3 no 8 3 no 9 5 no 0:24.0\n", + "800 3204 3 7 no 4 0 no 4 0 no 5 8 no 0:24.8\n", + "820 3284 0 4 no 1 0 no 5 7 no 3 8 no 0:25.5\n", + "840 3364 6 7 no 4 6 yes 6 7 yes 6 4 no 0:26.1\n", + "860 3444 8 2 no 2 3 no 1 3 no 0 2 no 0:26.8\n", + "880 3524 9 8 no 1 9 no 0 8 no 1 9 no 0:27.4\n", + "900 3604 5 1 no 0 5 no 4 2 no 5 7 yes 0:28.0\n", + "920 3684 6 4 no 5 4 no 5 2 no 2 5 no 0:28.8\n", + "940 3764 1 8 no 3 8 no 2 6 no 2 6 no 0:29.3\n", + "960 3844 3 4 no 2 3 no 8 7 yes 1 0 no 0:30.0\n", + "980 3924 7 0 no 7 4 no 9 6 yes 0 4 no 0:30.6\n", + "1000 4004 7 8 no 2 6 yes 9 6 no 3 7 no 0:31.9\n", + "1020 4084 1 0 no 5 9 no 6 1 no 5 8 no 0:32.5\n", + "1040 4164 1 5 no 5 0 no 1 3 no 4 5 no 0:33.1\n", + "1060 4244 1 6 no 2 3 no 0 5 no 3 0 no 0:33.7\n", + "1080 4324 4 2 no 0 3 no 4 7 no 2 6 no 0:34.4\n", + "1100 4404 9 8 no 1 9 no 4 3 no 9 5 no 0:35.2\n", + "1120 4484 4 5 no 5 7 no 0 1 no 2 0 no 0:35.8\n", + "1140 4564 1 8 no 3 4 no 3 8 no 8 3 no 0:36.6\n", + "1160 4644 7 4 no 2 1 no 7 9 no 9 3 no 0:37.3\n", + "1180 4724 0 3 no 8 2 no 4 5 no 1 8 no 0:38.2\n", + "1200 4804 0 7 no 5 2 no 4 1 no 5 1 no 0:39.0\n", + "1220 4884 1 2 yes 5 2 no 8 6 no 6 3 no 0:39.7\n", + "1240 4964 4 5 no 7 4 no 3 5 no 5 3 no 0:40.4\n", + "1260 5044 0 9 no 0 9 no 8 9 yes 2 3 no 0:41.1\n", + "1280 5124 2 3 no 7 0 no 2 9 no 4 0 no 0:41.8\n", + "1300 5204 0 4 no 3 8 no 4 7 no 6 3 no 0:42.4\n", + "1320 5284 9 1 no 4 7 no 3 6 no 3 5 no 0:43.1\n", + "1340 5364 7 6 yes 6 2 no 9 2 no 8 2 no 0:43.6\n", + "1360 5444 6 0 no 3 7 no 7 2 no 5 2 no 0:44.2\n", + "1380 5524 9 7 no 0 3 no 0 7 no 6 1 no 0:44.8\n", + "1400 5604 0 3 no 2 6 no 0 4 no 5 0 no 0:45.3\n", + "1420 5684 3 9 no 5 7 no 7 4 no 7 1 no 0:46.1\n", + "1440 5764 5 0 no 4 3 no 6 7 yes 5 3 no 0:46.8\n", + "1460 5844 0 8 no 5 0 no 7 4 no 8 7 yes 0:47.5\n", + "1480 5924 1 3 yes 2 7 no 4 9 no 1 0 yes 0:48.1\n", + "1500 6004 1 9 no 8 3 no 0 7 no 7 8 yes 0:48.7\n", + "1520 6084 9 3 no 5 3 no 2 9 no 2 3 no 0:49.4\n", + "1540 6164 1 6 no 0 9 no 6 9 no 3 1 no 0:50.1\n", + "1560 6244 3 6 no 3 7 no 4 1 no 5 6 no 0:50.9\n", + "1580 6324 4 2 no 4 9 no 1 6 no 4 1 no 0:51.6\n", + "1600 6404 8 7 no 5 3 no 6 9 no 8 2 no 0:52.1\n", + "1620 6484 6 2 no 9 4 no 3 0 no 3 6 no 0:52.7\n", + "1640 6564 4 7 no 5 2 no 6 2 no 3 0 yes 0:53.3\n", + "1660 6644 0 3 no 6 4 no 9 0 no 3 7 no 0:53.9\n", + "1680 6724 4 7 no 8 6 no 6 9 no 2 7 no 0:54.5\n", + "1700 6804 5 1 no 5 3 no 3 6 no 5 4 no 0:55.0\n", + "1720 6884 9 1 no 2 4 no 8 2 no 4 1 no 0:55.6\n", + "1740 6964 1 0 no 5 7 no 9 5 no 7 2 no 0:56.4\n", + "1760 7044 3 4 yes 3 7 no 0 7 no 3 9 no 0:57.1\n", + "1780 7124 3 4 no 8 5 no 1 4 no 5 7 no 0:57.8\n", + "1800 7204 5 6 yes 8 7 no 2 6 no 6 3 no 0:58.4\n", + "1820 7284 9 1 no 9 2 no 7 4 no 1 9 no 0:59.0\n", + "1840 7364 2 4 no 4 9 no 1 0 no 0 5 no 0:59.6\n", + "1860 7444 7 0 no 9 3 no 4 2 no 7 6 yes 1:00.3\n", + "1880 7524 9 3 no 0 9 no 5 8 no 0 5 no 1:01.0\n", + "1900 7604 9 6 no 5 4 no 4 9 no 8 9 no 1:01.6\n", + "1920 7684 1 4 no 8 2 no 4 3 yes 4 3 no 1:02.2\n", + "1940 7764 6 8 no 3 4 yes 2 4 no 6 4 no 1:02.7\n", + "1960 7844 4 3 yes 9 2 no 6 1 no 9 3 no 1:03.4\n", + "1980 7924 4 8 no 3 2 no 8 5 no 2 4 no 1:04.1\n", + "2000 8004 7 8 no 0 5 no 6 0 no 7 6 yes 1:04.7\n", + "2020 8084 4 9 no 4 2 no 7 3 no 2 6 no 1:05.3\n", + "2040 8164 3 6 no 3 7 no 5 9 no 4 9 no 1:06.1\n", + "2060 8244 5 7 no 5 4 no 0 1 no 8 1 no 1:06.6\n", + "2080 8324 6 2 no 4 1 no 3 4 yes 6 7 no 1:07.2\n", + "2100 8404 6 3 no 9 3 no 1 3 no 2 4 no 1:07.7\n", + "2120 8484 3 0 no 9 5 no 4 5 no 8 2 no 1:08.4\n", + "2140 8564 0 7 no 2 0 no 9 1 no 5 4 no 1:08.9\n", + "2160 8644 2 4 no 3 4 yes 0 8 no 5 4 no 1:09.6\n", + "2180 8724 8 6 no 7 5 no 6 0 no 8 4 no 1:10.1\n", + "2200 8804 7 9 no 1 5 no 7 9 no 6 4 no 1:10.7\n", + "2220 8884 4 9 no 7 2 no 0 3 no 0 9 no 1:11.3\n", + "2240 8964 9 6 no 9 6 no 3 0 no 3 6 no 1:12.0\n", + "2260 9044 8 0 no 9 3 no 4 2 no 1 2 no 1:12.8\n", + "2280 9124 9 1 no 1 4 no 4 2 no 8 9 no 1:13.3\n", + "2300 9204 9 6 no 7 1 no 9 5 no 8 1 no 1:13.9\n", + "2320 9284 2 0 no 0 8 no 7 5 no 3 9 no 1:14.6\n", + "2340 9364 9 4 no 9 0 no 1 7 no 6 5 no 1:15.3\n", + "2360 9444 9 0 no 7 4 no 3 1 no 6 8 no 1:15.9\n", + "2380 9524 0 9 no 6 3 no 3 1 no 4 8 no 1:16.7\n", + "2400 9604 6 3 no 3 7 no 2 6 no 5 8 no 1:17.4\n", + "2420 9684 4 8 no 2 0 no 2 8 no 8 5 no 1:18.0\n", + "2440 9764 8 4 no 8 3 no 5 1 no 4 2 yes 1:18.7\n", + "2460 9844 9 2 no 5 4 no 6 3 no 4 0 no 1:19.3\n", + "2480 9924 8 6 no 4 2 no 7 3 no 2 8 no 1:20.0\n", + "2500 10004 9 1 no 6 5 no 3 5 no 2 3 no 1:20.8\n", + "2520 10084 6 2 no 3 2 no 5 8 no 8 1 no 1:21.4\n", + "2540 10164 0 3 no 6 0 no 3 8 no 2 3 yes 1:22.0\n", + "2560 10244 6 1 no 2 6 no 9 4 no 5 3 yes 1:22.7\n", + "2580 10324 1 9 no 2 7 no 4 3 yes 0 7 no 1:23.5\n", + "2600 10404 6 2 no 7 8 no 0 5 no 0 9 no 1:24.2\n", + "2620 10484 3 2 no 4 8 no 4 0 no 5 0 no 1:24.8\n", + "2640 10564 5 7 no 3 2 no 0 6 no 9 6 no 1:25.4\n", + "2660 10644 7 4 no 1 4 no 5 3 no 1 3 no 1:26.0\n", + "2680 10724 8 7 no 2 1 no 7 3 no 6 3 no 1:26.7\n", + "2700 10804 2 6 no 5 7 no 3 6 no 2 7 no 1:27.3\n", + "2720 10884 6 5 yes 1 8 no 0 5 no 7 6 no 1:28.0\n", + "2740 10964 8 0 no 3 9 no 3 6 no 5 1 no 1:28.5\n", + "2760 11044 5 4 no 7 4 no 1 3 no 7 3 no 1:29.2\n", + "2780 11124 8 7 no 4 1 no 1 3 no 1 6 no 1:29.9\n", + "2800 11204 3 7 no 1 3 no 7 3 no 3 2 yes 1:30.5\n", + "2820 11284 9 5 no 1 5 no 0 2 no 3 4 yes 1:31.1\n", + "2840 11364 6 7 no 9 6 no 4 5 no 3 8 no 1:31.9\n", + "2860 11444 8 2 no 8 1 no 9 8 no 6 0 no 1:32.6\n", + "2880 11524 8 5 no 8 0 no 8 3 no 7 6 no 1:33.2\n", + "2900 11604 1 4 no 3 4 no 5 2 no 6 2 yes 1:33.9\n", + "2920 11684 9 7 no 9 5 no 1 4 no 9 1 no 1:34.8\n", + "2940 11764 3 6 no 1 7 no 9 7 no 9 8 no 1:35.4\n", + "2960 11844 0 3 no 7 1 no 8 7 no 1 0 no 1:36.0\n", + "2980 11924 9 3 no 4 3 no 8 5 no 3 7 no 1:36.9\n", + "3000 12004 5 6 yes 5 1 no 4 7 no 3 1 no 1:37.4\n", + "3020 12084 1 3 no 4 3 no 2 4 no 4 9 no 1:38.1\n", + "3040 12164 6 9 no 2 0 no 0 1 yes 0 1 no 1:38.9\n", + "3060 12244 1 0 yes 6 7 yes 4 5 no 8 2 no 1:39.6\n", + "3080 12324 4 6 no 9 1 no 4 0 no 6 9 no 1:40.3\n", + "3100 12404 1 9 no 8 5 no 6 0 no 0 4 no 1:40.9\n", + "3120 12484 1 2 yes 0 7 no 8 0 no 0 9 no 1:41.7\n", + "3140 12564 8 5 no 8 0 no 1 5 no 8 1 no 1:42.4\n", + "3160 12644 8 9 no 5 9 no 1 3 no 5 2 no 1:43.0\n", + "3180 12724 1 9 no 9 6 no 0 4 no 8 6 no 1:43.6\n", + "3200 12804 7 9 no 6 7 yes 3 9 no 3 6 no 1:44.1\n", + "3220 12884 9 7 no 1 0 no 6 5 yes 0 9 no 1:44.7\n", + "3240 12964 2 1 no 2 3 yes 2 1 yes 9 0 no 1:45.3\n", + "3260 13044 2 1 yes 9 8 no 7 4 no 1 6 no 1:46.0\n", + "3280 13124 5 9 no 3 8 no 2 3 no 1 6 no 1:46.6\n", + "3300 13204 6 7 no 4 9 no 4 1 no 8 7 no 1:47.1\n", + "3320 13284 1 0 yes 1 6 no 4 9 no 1 3 no 1:47.7\n", + "3340 13364 9 7 no 6 7 yes 3 0 no 2 8 no 1:48.3\n", + "3360 13444 5 7 no 2 3 yes 0 6 no 3 5 no 1:49.0\n", + "3380 13524 2 4 no 1 8 no 4 6 no 6 1 no 1:49.6\n", + "3400 13604 8 1 no 4 3 no 9 6 no 7 2 no 1:50.1\n", + "3420 13684 2 6 no 0 9 no 5 2 no 7 2 no 1:50.8\n", + "3440 13764 4 6 no 0 2 no 8 1 no 7 4 yes 1:51.6\n", + "3460 13844 5 8 no 9 5 no 9 1 no 4 0 no 1:52.3\n", + "3480 13924 7 6 no 0 8 no 1 7 no 4 9 no 1:53.0\n", + "3500 14004 2 6 no 8 9 no 8 6 no 6 3 no 1:53.7\n", + "3520 14084 8 1 no 1 7 no 2 0 no 4 5 yes 1:54.4\n", + "3540 14164 4 1 no 1 8 no 2 5 no 3 8 no 1:55.0\n", + "3560 14244 0 2 no 8 2 no 9 2 no 4 9 no 1:55.7\n", + "3580 14324 8 3 no 6 3 no 9 1 no 2 6 no 1:56.3\n", + "3600 14404 1 7 no 8 7 yes 2 1 no 3 7 no 1:56.8\n", + "3620 14484 7 1 no 7 4 no 2 4 no 7 4 no 1:57.5\n", + "3640 14564 2 7 no 1 7 no 9 6 no 0 2 no 1:58.0\n", + "3660 14644 0 5 no 9 8 no 1 0 yes 0 9 no 1:58.6\n", + "3680 14724 4 1 no 1 7 no 3 2 no 2 8 no 1:59.3\n", + "3700 14804 1 0 no 4 6 no 0 2 no 7 6 yes 2:00.1\n", + "3720 14884 5 7 no 6 8 no 2 3 no 2 9 no 2:00.8\n", + "3740 14964 0 8 no 7 1 no 2 1 yes 4 5 yes 2:01.5\n", + "3760 15044 8 5 no 2 4 no 5 2 no 7 6 yes 2:02.1\n", + "3780 15124 7 8 no 6 7 no 4 2 no 2 5 no 2:02.9\n", + "3800 15204 5 3 no 0 1 yes 6 9 no 0 7 no 2:03.6\n", + "3820 15284 2 9 no 0 5 no 6 4 no 1 5 no 2:04.3\n", + "3840 15364 1 3 no 8 2 no 2 0 no 4 8 no 2:04.8\n", + "3860 15444 4 1 no 2 0 no 5 8 no 0 3 no 2:05.4\n", + "3880 15524 3 4 yes 8 7 no 4 1 no 8 9 no 2:06.0\n", + "3900 15604 5 2 no 8 4 no 1 0 yes 7 1 no 2:06.6\n", + "3920 15684 2 8 no 4 6 no 8 5 no 0 1 yes 2:07.3\n", + "3940 15764 8 0 no 8 2 no 9 8 no 4 3 no 2:07.9\n", + "3960 15844 7 2 no 8 7 no 5 4 no 9 5 no 2:08.5\n", + "3980 15924 4 5 no 9 5 no 6 2 no 0 7 no 2:09.3\n", + "4000 16004 6 0 no 1 3 no 5 8 no 5 9 no 2:10.0\n", + "4020 16084 5 0 no 2 8 no 6 5 no 5 9 no 2:10.5\n", + "4040 16164 0 4 no 3 1 no 9 3 no 8 9 yes 2:11.1\n", + "4060 16244 1 4 no 1 7 no 3 5 no 3 4 no 2:11.7\n", + "4080 16324 7 5 no 5 7 no 8 4 no 7 9 no 2:12.3\n", + "4100 16404 2 8 no 6 7 no 4 2 no 7 6 yes 2:13.1\n", + "4120 16484 6 0 no 6 2 no 7 4 no 0 9 no 2:13.7\n", + "4140 16564 0 6 no 3 0 no 3 4 yes 3 0 no 2:14.4\n", + "4160 16644 8 3 no 2 6 no 7 1 no 4 6 no 2:15.1\n", + "4180 16724 4 1 no 4 7 no 6 4 no 2 1 no 2:15.7\n", + "4200 16804 7 0 no 9 7 no 9 3 no 0 6 no 2:16.3\n", + "4220 16884 0 3 no 9 7 no 7 5 no 5 1 no 2:16.9\n", + "4240 16964 0 7 no 9 1 no 8 5 no 4 9 no 2:17.4\n", + "4260 17044 8 1 no 4 3 yes 3 0 no 2 3 no 2:18.1\n", + "4280 17124 2 0 no 3 2 yes 7 1 no 3 7 no 2:18.8\n", + "4300 17204 5 9 no 8 1 no 0 9 no 6 8 no 2:19.3\n", + "4320 17284 4 2 no 1 6 no 0 5 no 3 6 no 2:20.0\n", + "4340 17364 3 7 no 2 5 no 9 8 no 3 8 no 2:20.7\n", + "4360 17444 6 5 no 1 4 no 9 8 no 9 8 no 2:21.2\n", + "4380 17524 4 8 no 4 5 no 8 1 no 2 5 no 2:22.0\n", + "4400 17604 6 7 no 6 0 no 8 4 no 6 0 no 2:22.6\n", + "4420 17684 4 7 no 8 0 no 7 0 no 4 0 no 2:23.2\n", + "4440 17764 7 8 no 4 1 no 8 2 no 5 6 no 2:24.0\n", + "4460 17844 8 5 no 5 3 no 5 0 no 5 4 yes 2:24.5\n", + "4480 17924 0 4 no 6 8 no 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16:31.7\n", + "36500 146004 8 6 no 8 0 no 9 0 no 8 7 no 16:32.1\n", + "36520 146084 9 1 no 0 2 no 6 9 no 8 7 no 16:32.8\n", + "36540 146164 3 9 no 5 6 no 4 0 no 3 5 no 16:33.2\n", + "36560 146244 3 2 no 6 9 no 4 2 no 1 7 no 16:33.6\n", + "36580 146324 4 9 no 8 4 no 9 6 no 6 9 no 16:34.1\n", + "36600 146404 1 7 no 7 5 no 9 5 no 3 6 no 16:34.4\n", + "36620 146484 1 7 no 1 3 no 9 5 no 0 3 no 16:34.8\n", + "36640 146564 5 8 no 9 3 no 5 0 no 6 9 no 16:35.4\n", + "36660 146644 9 0 no 0 5 no 2 4 no 4 0 no 16:36.1\n", + "36680 146724 5 2 no 6 1 no 4 7 no 4 7 no 16:36.5\n", + "36700 146804 9 2 no 5 6 no 9 5 no 5 1 no 16:36.9\n", + "36720 146884 3 9 no 3 6 no 0 1 no 1 8 no 16:37.3\n", + "36740 146964 4 2 no 0 3 no 6 4 no 0 3 no 16:37.9\n", + "36760 147044 4 6 no 6 4 no 4 6 no 5 1 no 16:38.4\n", + "36780 147124 6 2 no 6 1 no 2 4 no 5 1 no 16:38.8\n", + "36800 147204 4 3 no 9 7 no 7 4 no 5 9 no 16:39.3\n", + "36820 147284 6 2 no 0 8 no 7 6 no 2 8 no 16:39.8\n", + "36840 147364 9 4 no 2 4 no 0 3 no 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no 5 7 no 3 2 no 18:42.0\n", + "41840 167364 0 6 no 3 1 no 4 3 no 9 4 no 18:42.4\n", + "41860 167444 6 3 no 9 7 no 2 7 no 3 2 no 18:42.8\n", + "41880 167524 9 6 no 6 9 no 1 2 no 3 0 no 18:43.3\n", + "41900 167604 6 0 no 9 3 no 2 9 no 5 2 no 18:43.7\n", + "41920 167684 4 7 no 3 8 no 6 5 no 1 6 no 18:44.2\n", + "41940 167764 0 1 yes 7 8 yes 9 8 no 4 7 no 18:44.8\n", + "41960 167844 7 2 no 0 5 no 0 2 no 2 7 no 18:45.3\n", + "41980 167924 9 7 no 6 2 no 0 4 no 2 7 no 18:45.8\n", + "42000 168004 6 4 no 9 5 no 8 9 no 6 3 no 18:46.2\n", + "42020 168084 6 5 no 9 0 no 2 4 no 6 9 no 18:46.7\n", + "42040 168164 6 5 no 0 3 no 6 1 no 0 4 no 18:47.1\n", + "42060 168244 0 8 no 7 9 no 8 5 no 8 9 no 18:47.5\n", + "42080 168324 7 5 no 8 3 no 7 1 no 5 4 yes 18:48.0\n", + "42100 168404 2 8 no 6 0 no 8 3 no 8 1 no 18:48.5\n", + "42120 168484 4 6 no 0 4 no 0 4 no 2 1 yes 18:49.0\n", + "42140 168564 1 0 yes 2 4 no 8 7 no 5 4 no 18:49.4\n", + "42160 168644 9 6 no 1 6 no 5 6 no 6 5 no 18:49.8\n", + "42180 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18:58.5\n", + "42540 170164 3 2 no 4 6 no 1 6 no 2 5 no 18:59.0\n", + "42560 170244 9 3 no 8 7 no 0 3 no 8 5 no 18:59.5\n", + "42580 170324 9 2 no 2 9 no 8 9 yes 1 5 no 18:59.9\n", + "42600 170404 1 2 no 3 5 no 5 8 no 5 4 yes 19:00.4\n", + "42620 170484 2 6 no 1 5 no 2 6 no 8 0 no 19:00.7\n", + "42640 170564 6 5 no 5 2 no 9 6 no 7 2 no 19:01.1\n", + "42660 170644 2 6 no 7 6 yes 3 4 no 1 6 no 19:01.5\n", + "42680 170724 0 2 yes 2 8 no 7 0 no 6 5 no 19:01.9\n", + "42700 170804 1 0 yes 0 2 no 8 7 no 9 5 no 19:02.3\n", + "42720 170884 3 4 no 5 7 no 8 5 no 9 6 no 19:02.6\n", + "42740 170964 0 3 yes 1 0 no 0 9 no 6 2 no 19:03.1\n", + "42760 171044 6 5 no 6 7 no 9 7 no 5 1 no 19:03.6\n", + "42780 171124 8 7 no 6 9 no 8 5 no 2 7 no 19:04.0\n", + "42800 171204 8 3 no 9 7 no 4 1 no 3 0 no 19:04.4\n", + "42820 171284 6 1 no 6 4 no 0 9 no 2 8 no 19:04.9\n", + "42840 171364 3 9 no 3 1 no 6 0 no 3 6 no 19:05.4\n", + "42860 171444 9 5 no 9 4 no 2 8 no 4 1 no 19:05.8\n", + "42880 171524 0 3 yes 2 1 no 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no 1 2 no 1 8 no 7 2 no 19:14.1\n", + "43260 173044 2 9 no 7 0 no 0 9 no 5 3 no 19:14.6\n", + "43280 173124 0 1 no 5 2 no 9 0 no 8 2 no 19:15.1\n", + "43300 173204 7 6 no 7 5 no 6 5 no 7 6 no 19:15.7\n", + "43320 173284 7 1 no 7 1 no 5 2 no 9 5 no 19:16.2\n", + "43340 173364 9 7 no 4 1 no 1 3 no 0 8 no 19:16.8\n", + "43360 173444 9 8 no 7 1 no 0 9 no 4 0 no 19:17.2\n", + "43380 173524 7 4 no 7 6 yes 9 8 no 1 6 no 19:17.7\n", + "43400 173604 1 4 no 6 4 no 0 1 no 2 7 no 19:18.3\n", + "43420 173684 8 9 no 3 9 no 8 2 no 8 7 no 19:18.7\n", + "43440 173764 4 7 no 6 7 yes 4 3 no 8 3 no 19:19.3\n", + "43460 173844 0 8 no 0 9 no 3 0 no 1 0 yes 19:19.7\n", + "43480 173924 1 3 no 4 9 no 4 5 yes 0 1 yes 19:20.2\n", + "43500 174004 3 5 no 8 9 no 6 1 no 3 9 no 19:20.5\n", + "43520 174084 3 5 no 4 0 no 4 1 no 2 8 no 19:21.1\n", + "43540 174164 8 2 no 1 5 no 9 1 no 0 5 no 19:21.7\n", + "43560 174244 4 3 no 3 9 no 9 6 no 4 3 yes 19:22.3\n", + "43580 174324 6 0 no 5 1 no 4 1 no 9 7 no 19:22.9\n", + 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180084 5 9 no 0 2 no 8 5 no 6 4 no 19:58.3\n", + "45040 180164 7 3 no 2 1 no 2 9 no 1 3 no 19:58.7\n", + "45060 180244 7 8 no 8 4 no 7 3 no 0 4 no 19:59.2\n", + "45080 180324 4 1 no 5 0 no 7 3 no 5 3 no 19:59.6\n", + "45100 180404 5 0 no 9 7 no 7 6 no 4 3 no 20:00.1\n", + "45120 180484 0 1 yes 9 3 no 9 6 no 4 3 no 20:00.6\n", + "45140 180564 9 4 no 9 0 no 6 5 no 5 7 no 20:01.0\n", + "45160 180644 9 3 no 9 2 no 5 0 no 7 5 no 20:01.5\n", + "45180 180724 7 5 no 8 4 no 4 0 no 2 3 no 20:02.0\n", + "45200 180804 0 1 yes 1 6 no 2 6 no 0 6 no 20:02.5\n", + "45220 180884 8 0 no 2 1 no 3 6 no 6 1 no 20:03.0\n", + "45240 180964 9 5 no 6 2 no 4 0 no 1 0 yes 20:03.5\n", + "45260 181044 7 2 no 0 1 no 8 5 no 5 6 no 20:03.9\n", + "45280 181124 8 5 no 9 6 no 4 1 no 8 2 no 20:04.6\n", + "45300 181204 3 2 yes 7 5 no 4 3 no 7 6 no 20:05.0\n", + "45320 181284 6 3 no 0 4 no 9 1 no 4 5 no 20:05.5\n", + "45340 181364 0 3 yes 1 3 no 3 0 no 3 9 no 20:06.1\n", + "45360 181444 4 9 no 7 4 no 5 3 no 4 8 no 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9 2 no 3 7 no 6 8 no 20:23.6\n", + "46100 184404 3 2 yes 6 0 no 2 6 no 1 7 no 20:24.1\n", + "46120 184484 5 6 no 8 6 no 1 0 no 8 5 no 20:24.6\n", + "46140 184564 7 6 no 1 6 no 7 4 no 2 6 no 20:25.1\n", + "46160 184644 0 1 yes 6 7 yes 2 6 no 7 9 no 20:25.5\n", + "46180 184724 1 4 no 6 7 yes 9 0 no 3 0 no 20:26.1\n", + "46200 184804 4 5 no 1 9 no 2 0 no 0 3 no 20:26.6\n", + "46220 184884 5 9 no 7 6 no 2 6 no 5 3 no 20:27.1\n", + "46240 184964 7 3 no 3 6 no 2 8 no 3 2 no 20:27.7\n", + "46260 185044 8 2 no 5 9 no 3 1 no 3 2 no 20:28.1\n", + "46280 185124 9 2 no 0 8 no 6 7 no 7 1 no 20:28.6\n", + "46300 185204 0 3 no 7 2 no 2 5 no 8 9 no 20:29.0\n", + "46320 185284 3 8 no 1 6 no 1 4 no 6 5 no 20:29.4\n", + "46340 185364 2 5 no 5 3 no 8 0 no 6 9 no 20:29.9\n", + "46360 185444 5 0 no 3 4 no 0 5 no 9 8 no 20:30.4\n", + "46380 185524 7 5 no 0 7 no 9 5 no 8 0 no 20:30.8\n", + "46400 185604 1 4 no 9 4 no 0 3 no 0 8 no 20:31.2\n", + "46420 185684 8 2 no 5 1 no 4 0 no 2 8 no 20:31.8\n", + "46440 185764 6 7 no 9 0 no 4 8 no 1 6 no 20:32.1\n", + "46460 185844 5 3 no 9 3 no 1 3 no 0 4 no 20:32.6\n", + "46480 185924 9 0 no 3 8 no 7 5 no 5 7 no 20:33.2\n", + "46500 186004 1 9 no 2 5 no 2 7 no 4 5 no 20:33.7\n", + "46520 186084 0 6 no 5 3 no 0 6 no 5 4 no 20:34.2\n", + "46540 186164 5 9 no 0 2 no 9 4 no 0 3 no 20:34.6\n", + "46560 186244 8 3 no 2 8 no 5 9 no 8 6 no 20:35.2\n", + "46580 186324 9 7 no 3 1 no 1 2 no 1 4 no 20:35.6\n", + "46600 186404 0 3 yes 3 5 no 9 0 no 9 3 no 20:36.0\n", + "46620 186484 6 3 no 6 8 yes 0 3 no 2 7 no 20:36.5\n", + "46640 186564 4 7 no 4 0 no 7 3 no 9 7 no 20:36.9\n", + "46660 186644 8 2 no 4 5 no 9 5 no 4 5 no 20:37.4\n", + "46680 186724 9 2 no 3 8 no 6 8 no 0 5 no 20:37.8\n", + "46700 186804 5 6 no 1 3 no 0 3 no 3 7 no 20:38.4\n", + "46720 186884 8 0 no 7 2 no 6 8 no 8 2 no 20:38.9\n", + "46740 186964 7 4 no 6 1 no 5 1 no 2 5 no 20:39.3\n", + "46760 187044 2 3 yes 4 5 no 5 8 no 5 4 no 20:39.7\n", + "46780 187124 7 0 no 7 9 no 1 7 no 0 1 yes 20:40.2\n", + "46800 187204 7 1 no 7 9 no 3 7 no 2 1 yes 20:40.7\n", + "46820 187284 4 9 no 0 4 no 7 1 no 0 3 no 20:41.1\n", + "46840 187364 4 9 no 0 6 no 5 7 no 7 6 no 20:41.7\n", + "46860 187444 1 3 yes 9 5 no 7 5 no 7 6 no 20:42.1\n", + "46880 187524 4 2 no 8 0 no 0 8 no 2 7 no 20:42.6\n", + "46900 187604 0 6 no 9 7 no 9 4 no 2 1 yes 20:43.1\n", + "46920 187684 4 7 no 5 1 no 9 0 no 0 1 no 20:43.6\n", + "46940 187764 0 9 no 4 5 no 9 3 no 3 2 no 20:44.1\n", + "46960 187844 5 3 no 7 3 no 7 2 no 0 9 no 20:44.6\n", + "46980 187924 0 9 no 6 8 no 5 6 no 0 1 yes 20:45.1\n", + "47000 188004 9 8 no 6 5 no 0 3 no 5 9 no 20:45.7\n", + "47020 188084 4 0 no 7 3 no 3 7 no 9 1 no 20:46.2\n", + "47040 188164 9 6 no 1 7 no 4 2 no 4 5 no 20:46.7\n", + "47060 188244 3 8 no 2 6 no 8 9 yes 0 6 no 20:47.2\n", + "47080 188324 9 7 no 8 6 no 4 9 no 2 4 no 20:47.7\n", + "47100 188404 4 9 no 6 2 no 2 5 no 0 4 no 20:48.0\n", + "47120 188484 0 9 no 3 2 no 6 0 no 1 8 no 20:48.5\n", + "47140 188564 7 8 no 6 8 yes 3 0 no 9 7 no 20:49.0\n", + "47160 188644 2 4 no 0 2 no 9 3 no 6 9 no 20:49.5\n", + "47180 188724 2 6 no 7 8 yes 7 3 no 2 0 yes 20:50.0\n", + "47200 188804 6 3 no 6 8 no 6 1 no 1 3 no 20:50.5\n", + "47220 188884 5 2 no 5 4 no 8 0 no 0 4 no 20:51.0\n", + "47240 188964 1 9 no 8 1 no 2 1 yes 2 9 no 20:51.4\n", + "47260 189044 1 6 no 7 3 no 2 4 no 4 2 no 20:51.9\n", + "47280 189124 5 4 no 7 4 no 8 9 yes 6 5 no 20:52.4\n", + "47300 189204 5 8 no 7 6 yes 7 0 no 7 2 no 20:52.9\n", + "47320 189284 6 3 no 4 1 no 1 5 no 8 3 no 20:53.3\n", + "47340 189364 4 8 no 2 8 no 5 2 no 0 9 no 20:53.9\n", + "47360 189444 5 6 no 2 4 no 4 3 no 9 3 no 20:54.3\n", + "47380 189524 2 7 no 4 8 no 0 5 no 8 7 no 20:54.8\n", + "47400 189604 3 4 no 0 4 no 0 2 no 2 4 no 20:55.3\n", + "47420 189684 4 2 no 7 0 no 2 8 no 6 1 no 20:55.8\n", + "47440 189764 6 7 no 6 1 no 2 0 no 0 9 no 20:56.4\n", + "47460 189844 5 2 no 0 5 no 8 3 no 8 7 no 20:56.8\n", + "47480 189924 1 4 no 4 3 no 5 4 no 8 6 no 20:57.3\n", + "47500 190004 8 2 no 9 7 no 2 4 no 9 4 no 20:57.8\n", + "47520 190084 0 2 no 4 6 no 7 4 no 0 3 no 20:58.3\n", + "47540 190164 4 2 no 9 0 no 7 6 no 7 8 no 20:58.8\n", + "47560 190244 1 6 no 9 0 no 4 1 no 2 0 yes 20:59.2\n", + "47580 190324 2 9 no 1 5 no 6 9 no 5 1 no 20:59.8\n", + "47600 190404 8 2 no 6 2 no 6 4 no 0 9 no 21:00.3\n", + "47620 190484 0 8 no 5 4 no 1 9 no 9 2 no 21:00.8\n", + "47640 190564 2 9 no 5 3 no 9 7 no 6 4 no 21:01.2\n", + "47660 190644 9 3 no 5 0 no 0 1 no 0 9 no 21:01.8\n", + "47680 190724 8 2 no 5 9 no 4 6 no 5 0 no 21:02.2\n", + "47700 190804 4 0 no 0 4 no 8 3 no 7 2 no 21:02.6\n", + "47720 190884 0 5 no 2 9 no 9 2 no 1 6 no 21:03.0\n", + "47740 190964 3 2 yes 2 3 no 1 3 no 3 8 no 21:03.5\n", + "47760 191044 4 5 no 3 4 no 3 4 no 5 4 no 21:03.9\n", + "47780 191124 1 0 yes 2 6 no 4 1 no 8 5 no 21:04.3\n", + "47800 191204 7 5 no 4 0 no 9 2 no 0 9 no 21:04.8\n", + "47820 191284 7 0 no 2 9 no 6 2 no 5 0 no 21:05.1\n", + "47840 191364 4 0 no 8 2 no 8 2 no 3 6 no 21:05.6\n", + "47860 191444 6 1 no 5 4 no 1 4 no 0 9 no 21:06.1\n", + "47880 191524 1 2 yes 1 0 no 5 2 no 5 2 no 21:06.7\n", + "47900 191604 5 3 no 0 9 no 3 6 no 2 8 no 21:07.2\n", + "47920 191684 7 4 no 1 8 no 9 2 no 7 4 no 21:07.6\n", + "47940 191764 3 8 no 7 3 no 7 6 no 1 5 no 21:08.2\n", + "47960 191844 3 4 no 2 3 no 4 5 no 4 7 no 21:08.6\n", + "47980 191924 1 0 yes 5 2 no 4 5 no 3 4 no 21:09.2\n", + "48000 192004 5 2 no 6 1 no 5 2 no 6 9 no 21:09.8\n", + "48020 192084 7 4 no 1 9 no 1 7 no 8 0 no 21:10.3\n", + "48040 192164 4 1 no 2 4 no 1 6 no 2 4 no 21:10.8\n", + "48060 192244 9 3 no 8 3 no 4 8 no 2 4 no 21:11.4\n", + "48080 192324 1 6 no 8 4 no 0 2 no 6 8 no 21:11.9\n", + "48100 192404 7 2 no 6 2 no 4 1 no 4 7 no 21:12.3\n", + "48120 192484 3 0 yes 0 6 no 5 1 no 2 8 no 21:12.9\n", + "48140 192564 8 3 no 0 8 no 3 9 no 2 6 no 21:13.3\n", + "48160 192644 8 9 no 1 9 no 7 9 no 2 7 no 21:13.8\n", + "48180 192724 3 9 no 6 8 no 5 9 no 7 4 no 21:14.3\n", + "48200 192804 9 5 no 5 8 no 8 7 no 1 4 no 21:14.9\n", + "48220 192884 5 8 no 8 2 no 9 1 no 8 1 no 21:15.6\n", + "48240 192964 7 2 no 0 7 no 0 7 no 8 7 no 21:16.1\n", + "48260 193044 9 0 no 4 8 no 9 3 no 0 2 yes 21:16.6\n", + "48280 193124 2 5 no 5 7 no 4 7 no 3 5 no 21:16.9\n", + "48300 193204 5 8 no 7 2 no 9 5 no 2 7 no 21:17.4\n", + "48320 193284 4 1 no 4 3 no 4 8 no 3 4 no 21:18.0\n", + "48340 193364 1 8 no 9 5 no 0 1 no 7 2 no 21:18.5\n", + "48360 193444 4 8 no 6 7 no 8 0 no 4 3 yes 21:19.0\n", + "48380 193524 2 8 no 3 8 no 0 1 no 8 5 no 21:19.5\n", + "48400 193604 9 4 no 5 2 no 3 7 no 2 4 no 21:19.9\n", + "48420 193684 7 5 no 8 6 no 6 4 no 4 0 no 21:20.5\n", + "48440 193764 0 1 yes 3 5 no 6 3 no 0 4 no 21:20.9\n", + "48460 193844 7 6 no 0 2 no 6 0 no 7 6 no 21:21.4\n", + "48480 193924 2 0 yes 0 6 no 0 7 no 7 5 no 21:21.8\n", + "48500 194004 1 5 no 2 1 no 1 7 no 1 0 yes 21:22.5\n", + "48520 194084 7 6 no 8 5 no 6 4 no 0 3 no 21:22.8\n", + "48540 194164 8 9 no 4 3 no 3 9 no 6 5 no 21:23.2\n", + "48560 194244 7 5 no 1 3 no 6 5 no 5 3 no 21:23.6\n", + "48580 194324 0 5 no 4 3 no 0 4 no 6 0 no 21:24.0\n", + "48600 194404 3 4 no 1 6 no 2 6 no 1 9 no 21:24.4\n", + "48620 194484 9 0 no 7 3 no 1 6 no 3 6 no 21:24.8\n", + "48640 194564 3 4 no 8 4 no 0 5 no 7 3 no 21:25.2\n", + "48660 194644 7 6 no 1 4 no 7 4 no 3 5 no 21:25.7\n", + "48680 194724 1 2 yes 9 2 no 0 4 no 7 0 no 21:26.2\n", + "48700 194804 7 6 no 0 2 no 9 3 no 9 1 no 21:26.6\n", + "48720 194884 0 7 no 9 4 no 2 7 no 9 8 yes 21:27.1\n", + "48740 194964 9 3 no 8 7 no 0 6 no 3 7 no 21:27.6\n", + "48760 195044 3 8 no 2 4 no 2 4 no 8 9 yes 21:28.0\n", + "48780 195124 7 1 no 2 6 no 5 4 no 8 5 no 21:28.5\n", + "48800 195204 1 3 yes 5 7 no 0 3 no 8 9 yes 21:29.1\n", + "48820 195284 8 0 no 2 6 no 9 7 no 4 2 no 21:29.6\n", + "48840 195364 2 5 no 2 9 no 4 6 no 8 4 no 21:30.1\n", + "48860 195444 0 1 no 6 4 no 6 7 no 0 6 no 21:30.6\n", + "48880 195524 7 5 no 9 3 no 7 1 no 0 3 no 21:31.1\n", + "48900 195604 2 0 yes 1 2 no 3 9 no 6 9 no 21:31.5\n", + "48920 195684 4 3 no 9 7 no 5 8 no 9 0 no 21:32.0\n", + "48940 195764 1 5 no 4 9 no 1 4 no 5 4 no 21:32.5\n", + "48960 195844 8 0 no 6 8 no 7 0 no 1 0 yes 21:33.0\n", + "48980 195924 8 7 no 7 4 no 5 1 no 2 8 no 21:33.4\n", + "49000 196004 9 6 no 9 1 no 1 5 no 7 8 no 21:33.8\n", + "49020 196084 6 7 no 1 7 no 7 5 no 0 3 no 21:34.4\n", + "49040 196164 9 5 no 7 6 yes 9 4 no 4 7 no 21:34.9\n", + "49060 196244 8 7 no 9 4 no 6 2 no 8 9 no 21:35.3\n", + "49080 196324 6 3 no 7 1 no 0 2 no 9 2 no 21:35.8\n", + "49100 196404 6 4 no 6 4 no 4 9 no 5 7 no 21:36.3\n", + "49120 196484 2 7 no 4 9 no 8 6 no 6 9 no 21:36.8\n", + "49140 196564 9 4 no 4 6 no 2 7 no 5 9 no 21:37.4\n", + "49160 196644 4 9 no 8 4 no 9 5 no 2 4 no 21:37.9\n", + "49180 196724 3 4 no 4 8 no 3 6 no 0 3 no 21:38.4\n", + "49200 196804 4 5 no 8 7 yes 8 9 yes 7 9 no 21:38.8\n", + "49220 196884 0 8 no 9 2 no 7 4 no 6 3 no 21:39.3\n", + "49240 196964 9 3 no 0 5 no 9 4 no 9 4 no 21:39.9\n", + "49260 197044 4 9 no 8 9 no 5 9 no 3 9 no 21:40.3\n", + "49280 197124 0 7 no 8 9 no 0 5 no 5 4 no 21:40.8\n", + "49300 197204 1 3 yes 2 8 no 5 3 no 6 4 no 21:41.2\n", + "49320 197284 7 2 no 1 0 no 2 8 no 0 8 no 21:41.7\n", + "49340 197364 7 2 no 4 3 no 3 2 no 2 1 yes 21:42.2\n", + "49360 197444 4 3 no 1 2 no 3 6 no 0 1 yes 21:42.5\n", + "49380 197524 1 8 no 9 6 no 8 7 no 4 7 no 21:42.9\n", + "49400 197604 8 7 no 9 7 no 8 7 no 4 3 no 21:43.4\n", + "49420 197684 9 4 no 1 0 no 5 7 no 2 5 no 21:44.0\n", + "49440 197764 2 6 no 0 7 no 5 8 no 0 2 yes 21:44.4\n", + "49460 197844 7 2 no 9 2 no 2 6 no 2 7 no 21:44.9\n", + "49480 197924 9 3 no 5 4 no 0 1 yes 7 3 no 21:45.4\n", + "49500 198004 3 0 yes 2 6 no 0 3 no 5 0 no 21:45.9\n", + "49520 198084 0 2 no 1 5 no 4 8 no 5 3 no 21:46.4\n", + "49540 198164 5 8 no 8 9 no 5 4 no 4 9 no 21:47.0\n", + "49560 198244 4 1 no 8 0 no 2 4 no 0 1 yes 21:47.5\n", + "49580 198324 4 3 no 4 3 no 4 6 no 2 1 yes 21:47.9\n", + "49600 198404 7 8 no 9 7 no 3 2 no 3 8 no 21:48.3\n", + "49620 198484 6 0 no 0 3 no 7 8 no 7 2 no 21:48.8\n", + "49640 198564 1 5 no 4 2 no 1 3 no 9 4 no 21:49.4\n", + "49660 198644 4 8 no 7 5 no 9 6 no 4 2 no 21:49.9\n", + "49680 198724 0 3 no 1 4 no 8 3 no 4 0 no 21:50.3\n", + "49700 198804 0 3 yes 8 3 no 5 3 no 9 7 no 21:50.8\n", + "49720 198884 5 3 no 0 1 no 8 9 yes 3 0 no 21:51.4\n", + "49740 198964 5 8 no 8 0 no 2 9 no 0 9 no 21:51.8\n", + "49760 199044 9 8 no 2 8 no 5 2 no 0 1 yes 21:52.2\n", + "49780 199124 9 4 no 4 8 no 9 8 no 2 5 no 21:52.6\n", + "49800 199204 6 4 no 7 4 no 2 7 no 7 4 no 21:53.1\n", + "49820 199284 0 3 yes 4 1 no 1 6 no 6 8 no 21:53.5\n", + "49840 199364 4 7 no 2 9 no 7 3 no 1 5 no 21:53.9\n", + "49860 199444 6 8 no 9 1 no 8 0 no 6 4 no 21:54.3\n", + "49880 199524 0 8 no 2 1 no 8 1 no 1 5 no 21:54.8\n", + "49900 199604 2 1 yes 7 1 no 7 5 no 0 2 no 21:55.2\n", + "49920 199684 3 6 no 5 8 no 5 2 no 9 2 no 21:55.7\n", + "49940 199764 5 4 yes 5 1 no 1 8 no 6 7 no 21:56.1\n", + "49960 199844 8 6 no 9 1 no 0 7 no 8 5 no 21:56.7\n", + "49980 199924 5 0 no 0 2 no 2 4 no 9 3 no 21:57.2\n", + "50000 200000 8 7 no 9 7 no 3 7 no 6 2 no 21:57.6\n", + "Halting: Maximum number of iterations (50000) reached.\n" + ] + } + ], + "source": [ + "n_params = log_prior.n_parameters()\n", + "transform = pints.RectangularBoundariesTransformation([0] * n_params, [4] * n_params)\n", + "mcmc = pints.MCMCController(log_posterior, num_chains, xs, method=pints.PopulationMCMC, transformation=transform)\n", + "max_iterations = 50000\n", + "mcmc.set_max_iterations(max_iterations)\n", + "\n", + "chains = mcmc.run()" + ] + }, + { + "cell_type": "markdown", + "id": "66d11a8c-e2ae-4634-b728-1391d4640463", + "metadata": {}, + "source": [ + "### Saving chains" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "20c355d0-d0a8-47bb-a320-39d3386578fd", + "metadata": {}, + "outputs": [], + "source": [ + "param_names = ['Infection Rate (beta)', 'Recovery Rate (gamma)',\n", + " 'sigma_S', 'sigma_E', 'sigma_I', 'sigma_R']" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "8efdadad-5ec4-4bd5-9d24-cde60f9b4231", + "metadata": {}, + "outputs": [], + "source": [ + "for i, chain in enumerate(chains):\n", + " df = pd.DataFrame(chain, columns=param_names)\n", + " df.to_csv(f\"seirmo_outputs/chain_data/chain_{i}.csv\")" + ] + }, + { + "cell_type": "markdown", + "id": "de48f2db-a314-4615-8466-97f1d9e06dcc", + "metadata": {}, + "source": [ + "## Plots" + ] + }, + { + "cell_type": "markdown", + "id": "52f3e773-7ae3-4c3f-a550-4a521787fa71", + "metadata": {}, + "source": [ + "### Recovering chains from .csv files" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "ac5c61ed-5ca2-4bbb-bdb9-b132e131c6be", + "metadata": {}, + "outputs": [], + "source": [ + "list_of_chains = []\n", + "for i in range(4):\n", + " df = pd.read_csv(f\"seirmo_outputs/chain_data/chain_{i}.csv\", index_col=0)\n", + " chain = df.to_numpy()\n", + " list_of_chains.append(chain)\n", + "chains = np.array(list_of_chains)" + ] + }, + { + "cell_type": "markdown", + "id": "0b13b972-6f76-46f5-b96f-be0c5a89387d", + "metadata": {}, + "source": [ + "### Trace plots" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "3bcd29ee-5154-4fcc-9392-b533058d9272", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pints.plot\n", + "pints.plot.trace(chains, parameter_names=param_names)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "6381ce1f-20e1-4081-aa0b-d8c5a91f59cd", + "metadata": {}, + "source": [ + "### Diagnosing using $\\hat{R}$" + ] + }, + { + "cell_type": "markdown", + "id": "41297201-b9af-4c49-a11e-3885f651572c", + "metadata": {}, + "source": [ + "Here we find the $\\hat{R}$ measure for the inference for all different parameters. For well mixed and stationary chains, $\\hat{R}$ is close to $1$." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "dec2eaac-06ea-4f28-b878-8085eccb719d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "R_hat value for Infection Rate (beta): 1.0406264608093025\n", + "R_hat value for Recovery Rate (gamma): 1.830158939241063\n", + "R_hat value for sigma_S: 1.7582768369854809\n", + "R_hat value for sigma_E: 1.3838966772878483\n", + "R_hat value for sigma_I: 1.01167102707215\n", + "R_hat value for sigma_R: 1.009632277944793\n" + ] + } + ], + "source": [ + "r_hat_values = pints.rhat(chains, warm_up=0.5)\n", + "for i in range(len(param_names)):\n", + " print(f\"R_hat value for {param_names[i]}: {r_hat_values[i]}\")" + ] + }, + { + "cell_type": "markdown", + "id": "bf785ac4-b683-42dc-b7f9-087de52482b5", + "metadata": {}, + "source": [ + "We will now discount the first half of the iterations." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "b855c18b-e04a-49eb-a85a-087f76994747", + "metadata": {}, + "outputs": [], + "source": [ + "max_iterations = 50000\n", + "chains = chains[:, int(max_iterations / 2):]" + ] + }, + { + "cell_type": "markdown", + "id": "7cb0dd63-c6e6-4b56-8246-cde540ded7e2", + "metadata": {}, + "source": [ + "### Predicted time series plots" + ] + }, + { + "cell_type": "markdown", + "id": "00995c9c-c3f2-4b32-8f70-20715405c4fd", + "metadata": {}, + "source": [ + "#### Chain 1" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "e2536019-90b6-4830-9bc3-78edf3f6de5f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pints.plot.series(chains[3, :], problem)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "64ca3a21-2df0-4989-8022-3414caab8b71", + "metadata": {}, + "source": [ + "This is to see whether there are any correlations between parameters." + ] + }, + { + "cell_type": "markdown", + "id": "ada14272-c9b3-455e-b15a-368256097b5b", + "metadata": {}, + "source": [ + "### Plotting histograms of $\\beta$ and $\\gamma$" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "95c91252-b535-4568-86fc-38f8c6d96416", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\matth\\AppData\\Local\\Temp\\ipykernel_28676\\3266292034.py:7: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", + " chains_df = pd.concat([chains_df, chain_i_df], ignore_index=True)\n" + ] + } + ], + "source": [ + "chains_df = pd.DataFrame(columns=param_names + ['chain'])\n", + "for i in range(4):\n", + " chain_i_df = pd.DataFrame(chains[i], columns=param_names)\n", + " for population_parameter in [\"sigma_S\", \"sigma_E\", \"sigma_I\", \"sigma_R\"]:\n", + " chain_i_df[population_parameter] = pop_size * chain_i_df[population_parameter]\n", + " chain_i_df['chain'] = [i] * len(chain_i_df)\n", + " chains_df = pd.concat([chains_df, chain_i_df], ignore_index=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "978edff2-deb3-4404-965f-189b528b50fe", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ]], dtype=object)" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "chains_df.hist(column=[\"Infection Rate (beta)\", \"Recovery Rate (gamma)\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "37c5600f-14c4-4653-a4ed-79b0984026bc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean beta: 0.6998301252562236, std dev beta: 0.00010738021612503914, actual beta: 0.7\n", + "Mean gamma: 0.10000356206048526, std dev gamma: 4.12519463228676e-05, actual gamma: 0.1\n" + ] + } + ], + "source": [ + "print(f\"Mean beta: {np.mean(chains_df[\"Infection Rate (beta)\"])},\" \n", + " f\" std dev beta: {np.std(chains_df[\"Infection Rate (beta)\"])}, actual beta: 0.7\")\n", + "print(f\"Mean gamma: {np.mean(chains_df[\"Recovery Rate (gamma)\"])},\" \n", + " f\" std dev gamma: {np.std(chains_df[\"Recovery Rate (gamma)\"])}, actual gamma: 0.1\")" + ] + }, + { + "cell_type": "markdown", + "id": "3459fd00-6e89-4676-9230-42493d8aab61", + "metadata": {}, + "source": [ + "### Conclusion" + ] + }, + { + "cell_type": "markdown", + "id": "4cec0f46-7597-485a-b12c-473b9c11fed3", + "metadata": {}, + "source": [ + "The above shows that we can successfully estimate $\\beta$ and $\\gamma$ with this problem, given values from the \n", + "$S$, $E$, $I$ and $R$ compartments." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}