diff --git a/How_to_guides/Interpolation.ipynb b/How_to_guides/Interpolation.ipynb new file mode 100644 index 000000000..81f82e3db --- /dev/null +++ b/How_to_guides/Interpolation.ipynb @@ -0,0 +1,683 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Interpolating spatial data using `xr_interpolate` \n", + "\n", + "* **[Sign up to the DEA Sandbox](https://app.sandbox.dea.ga.gov.au/)** to run this notebook interactively from a browser\n", + "* **Compatibility:** Notebook currently compatible with both the `DEA Sandbox` and `NCI` environments\n", + "* **Products used:** \n", + "[ga_ls8c_ard_3](https://explorer.dea.ga.gov.au/ga_ls8c_ard_3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Background\n", + "Spatial datasets often vary in spatial coverage, making it challenging to compare values at specific locations or points against more continuous data collected by Earth Observation satellites.\n", + "\n", + "Spatial interpolation is a fundamental spatial analysis technique that involves estimating the values of a variable at unsampled locations within an area covered by sparse or unevenly distributed observations. \n", + "Interpolation can be used to help to fill gaps between these observations, offering a more complete and continuous picture of environmental variables such as temperature, precipitation, vegetation indices, and soil moisture.\n", + "This allows spatial data to be more easily compared against data collected by satellites, potentially enabling more meaningful insights into the influence of environmental processes across the landscape.\n", + "\n", + "\n", + "## Description\n", + "In this example we will demonstrate how to perform a range of useful spatial interpolation techniques using the `xr_interpolate` function from `dea_tools.spatial`:\n", + "\n", + "1. [Load point data to interpolate](#Loading-spatial-points)\n", + "2. [Load satellite data for an area of interest](#Loading-satellite-data)\n", + "3. [Spatially interpolate points into the extent of the satellite data using](#Interpolation-with-xr_interpolate):\n", + " * \"nearest\" neighbour interpolation\n", + " * \"linear\" interpolation\n", + " * \"idw\" Inverse Distance Weighted interpolation (with custom `p`, `k` and `max_dist`)\n", + " * \"rbf\" Radial Basis Function interpolation\n", + "\n", + "\n", + "***" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Getting started" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load packages\n", + "Import Python packages that are used for the analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import datacube\n", + "import odc.geo.xr\n", + "import geopandas as gpd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import sys\n", + "\n", + "sys.path.insert(1, \"../Tools/\")\n", + "from dea_tools.spatial import xr_interpolate\n", + "from dea_tools.datahandling import load_ard" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Connect to the datacube\n", + "\n", + "Connect to the datacube so we can access DEA data:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "dc = datacube.Datacube(app=\"Interpolation\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loading data\n", + "\n", + "### Loading spatial points\n", + "\n", + "We can load the example spatial points we would like to interpolate.\n", + "This points dataset contains a variable of interest \"z\" that we wish to interpolate into every pixel in our study area:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "points_gdf = gpd.read_file(\n", + " \"../Supplementary_data/Interpolation/interpolation_points.geojson\"\n", + ")\n", + "points_gdf.plot(column=\"z\", edgecolor=\"black\", legend=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Loading satellite data\n", + "We can also load some satellite data to provide the pixels into which we want to interpolate our points. \n", + "In this example, we will load data over Canberra, Australia:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finding datasets\n", + " ga_ls8c_ard_3\n", + "Loading 1 time steps\n" + ] + } + ], + "source": [ + "# Parliament House, Canberra\n", + "query = {\n", + " \"x\": (149.04, 149.23),\n", + " \"y\": (-35.20, -35.38),\n", + " \"time\": (\"2020-05-07\"),\n", + "}\n", + "\n", + "# Load satellite data\n", + "ds = load_ard(\n", + " dc=dc,\n", + " products=[\"ga_ls8c_ard_3\"],\n", + " measurements=[\"nbart_red\"],\n", + " group_by=\"solar_day\",\n", + " mask_pixel_quality=False,\n", + " **query\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now plot both our datasets onto the same map, to make sure they overlap. \n", + "\n", + "\n", + "Note that we need to first reproject our points data to make sure it has the same coordinate reference system (CRS) as our satellite dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Reproject points\n", + "points_gdf = points_gdf.to_crs(ds.odc.crs)\n", + "\n", + "ds.nbart_red.plot(add_colorbar=False, cmap=\"Greys\")\n", + "points_gdf.plot(ax=plt.gca(), column=\"z\", edgecolor=\"black\");" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "## Interpolation with `xr_interpolate`\n", + "\n", + "### Nearest neighbour interpolation\n", + "\n", + "We can now use the `xr_interpolate` function to interpolate our variable of interest \"z\" from `points_gdf` into the spatial extent and pixels of our satellite data `ds`.\n", + "\n", + "Firstly, we will use the simplest interpolation method: \"nearest\".\n", + "This sets every pixel in `ds` to the value of the nearest point in `points_gdf`:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Run interpolation\n", + "interp_nearest = xr_interpolate(ds=ds, gdf=points_gdf, method=\"nearest\")\n", + "\n", + "# Plot input points over the interpolated surface\n", + "interp_nearest.z.plot()\n", + "points_gdf.plot(ax=plt.gca(), column=\"z\", edgecolor=\"black\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Linear interpolation\n", + "\n", + "Another common interpolation method is \"linear\" interpolation. \n", + "Linear interpolation works by estimating values at unsampled locations based on the assumption that the change between known data points is linear, effectively creating a smooth transition across the spatial surface.\n", + "\n", + "However, a limitation of this method is that it can only predict values within the minimum bounding box of our points data:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Run interpolation\n", + "interp_linear = xr_interpolate(ds=ds, gdf=points_gdf, method=\"linear\")\n", + "\n", + "# Plot input points over the interpolated surface\n", + "interp_linear.z.plot()\n", + "points_gdf.plot(ax=plt.gca(), column=\"z\", edgecolor=\"black\");" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "### Inverse Distance Weighted interpolation\n", + "\n", + "Inverse Distance Weighting (\"idw\") interpolation is another method that works by estimating unknown values at unsampled locations using a weighted average of known data points, where closer points have a greater influence on the estimated values than those further away." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Run interpolation\n", + "interp_idw = xr_interpolate(ds=ds, gdf=points_gdf, method=\"idw\")\n", + "\n", + "# Plot input points over the interpolated surface\n", + "interp_idw.z.plot()\n", + "points_gdf.plot(ax=plt.gca(), column=\"z\", edgecolor=\"black\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The rate at which distant points influence the interpolation can be controlled via the `p` power function parameter.\n", + "Higher values of `p` will cause weightings for distant points to decrease rapidly, resulting in nearby points having more influence on predictions:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Run interpolation\n", + "interp_idw_p5 = xr_interpolate(ds=ds, gdf=points_gdf, method=\"idw\", p=5)\n", + "\n", + "# Plot input points over the interpolated surface\n", + "interp_idw_p5.z.plot()\n", + "points_gdf.plot(ax=plt.gca(), column=\"z\", edgecolor=\"black\");" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "By default, `xr_interpolate` will calculate IDW using the nearest 10 neighouring points to any pixel.\n", + "However, the number of neighbouring points used in the calculation can be customised by passing a custom `k` value.\n", + "\n", + "For example, by passing `k=1` we can produce a similar result to our previous \"nearest\" neighbour interpolation:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhIAAAHFCAYAAACn7hC1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAACDfklEQVR4nO3deVhTZ/o38G8IWQAhLGEJyqJUBHFDtAraqtUiaLXYOh2rg8uo7UylWlxGbetepYtaO3Wstj9r26nVumttXwetonUUEQXriigqKJsIBkFJAjnvHwwpkQAh6znJ/bmuc12SPDl5ktLwzf0sh8cwDANCCCGEEAM4WLsDhBBCCOEuChKEEEIIMRgFCUIIIYQYjIIEIYQQQgxGQYIQQgghBqMgQQghhBCDUZAghBBCiMEoSBBCCCHEYBQkCCGEEGIwChKEWMiGDRvwzTffNLn99u3b4PF4Ou9rjTGPNdavv/6KPn36wMXFBTweD/v27bPI806bNg3dunWDu7s7nJycEBoainnz5qGsrEyrXVpaGng8ns4jPT1dq21z7Xg8HsLCwjTtvvnmmxbbfvjhhxZ5DwhhE0drd4AQe7FhwwZIpVJMnjxZ63aZTIbTp08jJCTEOh0zAMMweO211xAaGooDBw7AxcUFXbp0schzV1dX44033sAzzzwDsViMzMxMrFy5Er/88guysrIgFAq12q9atQpDhgzRuq1bt25aP58+fbrJ85w5cwbvvPMOxowZo7lt5MiROtsuXrwYhw8f1mpLiL2gIEGIlYlEIvTv39+qfairq0NtbS1EIpFe7QsLC1FeXo4xY8Zg6NChZu6dtm3btmn9/MILL8DV1RVvvfUWTp48iRdeeEHr/s6dO7f6/uq6f9OmTeDxeJg6darmNm9vb3h7e2u1q66uxunTpzFw4ECLhSlC2ISGNojduX//Pt544w0EBARAJBLB29sbAwYMwJEjRzRtBg8ejG7duuG3335D//794eTkhPbt22PRokWoq6vTOt+yZcvQr18/eHp6ws3NDb1798bmzZvR+Hp4wcHBuHz5Mo4fP64pgwcHBwPQPTxx48YNTJkyBZ07d4azszPat2+PUaNG4eLFi0a//obn+/jjj/HBBx+gY8eOEIlEOHbsGAAgMzMTo0ePhqenJ8RiMSIjI7Fjxw7N45cuXYoOHToAAObPn6/1Wqyl4Y+7o6Npvhs9evQIO3fuxKBBg/DMM8+02PbHH39EVVUVpk2bZpLnJoRrqCJB7E5iYiLOnz+PlStXIjQ0FA8fPsT58+fx4MEDrXbFxcUYN24cFixYgOXLl+Pnn3/GBx98gIqKCqxfv17T7vbt23jzzTcRGBgIAEhPT8fbb7+Ne/fuYfHixQCAvXv3YuzYsZBIJNiwYQMAtPjtv7CwEF5eXvjwww/h7e2N8vJyfPvtt+jXrx+ysrJM8s33n//8J0JDQ7F69Wq4ubmhc+fOOHbsGOLi4tCvXz9s3LgREokE27dvx5///Gc8fvwYkydPxrRp09CzZ0+88sorePvttzF+/PhWKxm1tbV69YnP54PH4+nVtra2FgqFAtnZ2Vi0aBEGDhyIAQMGNGk3Y8YMjBs3Ds7OzoiOjta0bcn27dtRXV2tVzjYvHkz3Nzc8Kc//UmvfhNicxhC7Ey7du2Yd955p8U2gwYNYgAw+/fv17p9+vTpjIODA3Pnzh2dj6urq2NUKhWzfPlyxsvLi1Gr1Zr7IiIimEGDBjV5zK1btxgAzJYtW5rtT21tLaNUKpnOnTszycnJbXpsc88XEhLCKJVKrfvCwsKYyMhIRqVSad3+0ksvMTKZjKmrq9M6xyeffKLXcwLQ69D3dZw+fVrrcSNGjGAqKyu12pw/f56ZNWsWs3fvXubEiRPM119/zYSHhzN8Pp85dOhQi+fv168f4+7uzjx58qTFdlevXmUAMG+++aZe/SbEFtHQBgudOHECo0aNgr+/v8Gz4RmGwerVqxEaGgqRSISAgACsWrXK9J3loGeffRbffPMNPvjgA6Snp0OlUuls5+rqitGjR2vdNn78eKjVapw4cUJz29GjRzFs2DBIJBLw+XwIBAIsXrwYDx48QGlpqUF9rK2txapVq9C1a1cIhUI4OjpCKBQiNzcXV69eNeicTxs9ejQEAoHm5xs3buDatWuYMGGCpg8Nx4gRI1BUVIScnByDnuvs2bN6HaNGjdLrfN27d8fZs2dx/PhxfPbZZ8jKysKLL76Ix48fa9pERkZi3bp1SEhIwHPPPYcpU6bg1KlTkMlk+Mc//tHsuS9fvowzZ85gwoQJEIvFLfZj8+bNAEDDGsSu0dAGC1VXV6Nnz56YMmUKXn31VYPOMWvWLKSmpmL16tXo3r075HJ5k+Vx9urHH3/EBx98gP/7v//DokWL0K5dO4wZMwYff/wx/Pz8NO18fX2bPLbh/oZhkIyMDMTGxmLw4MH46quv0KFDBwiFQuzbtw8rV67EkydPDOrj7Nmz8a9//Qvz58/HoEGD4OHhAQcHB0ybNs3gcz5NJpNp/VxSUgIAmDt3LubOnavzMYb+DvXq1Uuvdnw+X692Li4u6NOnDwDg+eefR79+/dC/f39s2rQJycnJzT7O3d0dL730EjZu3IgnT57AycmpSRt9w4FKpcJ3332Hnj17avpCiD2iIMFC8fHxiI+Pb/Z+pVKJ999/H1u3bsXDhw/RrVs3fPTRRxg8eDAA4OrVq/jiiy9w6dIlmkWug1Qqxbp167Bu3Trk5+fjwIEDWLBgAUpLS3Ho0CFNu4Y/rI0VFxcDALy8vADUj6ULBAIcPHhQ69ursXsqfP/995g4cWKTKlJZWRnc3d2NOneDp+ciSKVSAMDChQvxyiuv6HyMob9PjSsfLdmyZUuT5bH66NOnDxwcHHD9+vVW2zL/mwSray6GUqnEv//9b0RFRbUafg4ePIjS0lIsWrSozf0lxJZQkOCgKVOm4Pbt29i+fTv8/f2xd+9exMXF4eLFi+jcuTN++ukndOrUCQcPHkRcXBwYhsGwYcPw8ccfw9PT09rdZ5XAwEAkJSXh119/xX//+1+t+x49eoQDBw5oDW/88MMPcHBwwPPPPw+g/o+Ro6Oj1jfpJ0+e4N///neT5xKJRHpXE3g8XpMJjD///DPu3bvX6ioCQ3Xp0gWdO3fGhQsXTD4MdvbsWb3adezY0aDzHz9+HGq1utX3pqKiAgcPHkSvXr10DlscOHAAZWVlWL58eavPuXnzZojFYs1QECH2ioIEx9y8eRPbtm3D3bt34e/vD6C+FH3o0CFs2bIFq1atQl5eHu7cuYOdO3fiu+++Q11dHZKTkzF27FgcPXrUyq/AuuRyOYYMGYLx48cjLCwMrq6uOHv2LA4dOtTkW7iXlxf+/ve/Iz8/H6Ghofjll1/w1Vdf4e9//7tmhcbIkSOxdu1ajB8/Hm+88QYePHiA1atX61zF0L17d2zfvh0//vgjOnXqBLFYjO7du+vs50svvYRvvvkGYWFh6NGjB86dO4dPPvlEs+zSXDZt2oT4+HgMHz4ckydPRvv27VFeXo6rV6/i/Pnz2Llzp0HnNVXp/+DBg/jqq68wevRoBAUFQaVSITMzE+vWrcMzzzyjNRwxfvx4BAYGok+fPpBKpcjNzcWaNWtQUlLS7E6gmzdvhpOTE8aPH99iPwoLC3Ho0CH8+c9/hoeHh0leGyGcZeXJnqQVAJi9e/dqft6xYwcDgHFxcdE6HB0dmddee41hmPqVBQCYnJwczePOnTvHAGCuXbtm6ZfAKjU1Nczf/vY3pkePHoybmxvj5OTEdOnShVmyZAlTXV2taTdo0CAmIiKCSUtLY/r06cOIRCJGJpMx7777bpMVDV9//TXTpUsXRiQSMZ06dWJSUlKYzZs3MwCYW7duadrdvn2biY2NZVxdXRkATFBQEMMwuldeVFRUMFOnTmV8fHwYZ2dnZuDAgcxvv/3GDBo0SGvlhzGrNppbcXHhwgXmtddeY3x8fBiBQMD4+fkxL7zwArNx40a9z2EuV69eZcaOHcsEBQUxYrGYEYvFTFhYGDNv3jzmwYMHWm1TUlKYXr16MRKJhOHz+Yy3tzczZswYJiMjQ+e58/PzGQcHB2bixImt9mPlypUMAObo0aMmeV2EcBmPYRrtmkNYh8fjYe/evUhISABQP1FwwoQJuHz5cpOJae3atYOfnx+WLFmCVatWaa1GePLkCZydnZGamooXX3zRki+BkwYPHoyysjJcunTJ2l0hhBBWo6ENjomMjERdXR1KS0vx3HPP6WwzYMAA1NbW4ubNm5rrNzRMQgsKCrJYXwkhhNg+ChIsVFVVhRs3bmh+vnXrFrKzs+Hp6YnQ0FBMmDABEydOxJo1axAZGYmysjIcPXoU3bt3x4gRIzBs2DD07t0bf/3rX7Fu3Tqo1WrMmDEDL774IkJDQ634yoi5tbaDpIODAxwcaPsYQojp0NAGC6WlpTW5WiEATJo0Cd988w1UKhU++OADfPfdd7h37x68vLwQHR2NZcuWaSbvFRYW4u2330ZqaipcXFwQHx+PNWvW0KoNG3b79u1WVz0sWbIES5cutUyHCCF2gYIEITZCqVTi999/b7GNv7+/ZrUPIYSYAmdqnKNHj0ZgYCDEYjFkMhkSExNRWFjY4mNKSkowefJk+Pv7w9nZGXFxccjNzdXZlmEYxMfHN9mSOi0tTXO1xqePxmvjdd2/ceNGk7x2QvQhFArRp0+fFg8KEYQQU+NMkBgyZAh27NiBnJwc7N69Gzdv3sTYsWObbc8wDBISEpCXl4f9+/cjKysLQUFBGDZsGKqrq5u0X7dunc6d7mJiYlBUVKR1TJs2DcHBwU3Wxm/ZskWr3aRJk4x/4YQQQgiLcWayZeP984OCgrBgwQIkJCRApVLp3H43NzcX6enpuHTpEiIiIgAAGzZsgI+PD7Zt26a1cc2FCxewdu1anD17tsn1B4RCodb1F1QqFQ4cOICkpKQmwcPd3V2rbVup1WoUFhbC1dVV70spE0KIPWEYBo8ePYK/v79ZJw7X1NRAqVQafR6hUNjqxd84z2o7WBjhwYMHzGuvvcYMGDCg2Ta///47A4C5ceOG1u1+fn7MpEmTND9XV1cz4eHhzL59+xiGaboB1NN27drFODg4MPn5+Vq3A2Dat2/PeHl5MX369GG++OILzSWXm1NTU8PI5XLNceXKFb0vt0wHHXTQYc9HQUFBi5+vxnjy5Anj58M3ST/9/PxavRw913GmIgEA8+fPx/r16/H48WP0798fBw8ebLZtWFgYgoKCsHDhQmzatAkuLi5Yu3YtiouLUVRUpGmXnJyMmJgYvPzyy3r1YfPmzRg+fDgCAgK0bl+xYgWGDh0KJycn/Prrr5gzZw7Kysrw/vvvN3uulJQULFu2rMntAcveh4OtJ1iiF7Vby8s5bdGq/rut3YVmhQsNuyw8V4UIXKzdhSYqq9QI6n0brq6uZnsOpVKJ4tI63DkXDDdXw6selY/UCIq6DaVSadNVCauu2li6dKnOP6SNnT17VjMXoaysDOXl5bhz5w6WLVsGiUSCgwcPNjsMcO7cOUydOhUXLlwAn8/HsGHDNKWwX375BQcOHMCcOXOQlZWFdu3aAWi6k2Rjd+/eRVBQEHbs2NHq5b3XrFmD5cuXQy6XN9tGoVBAoVBofq6srERAQACCPvqAggTRUEvsK0ysHbjd2l1oUYSw6VVhbVVnQTtrd6GJykd18AjNg1wuh5ubm3meo7ISEokED653NDpIeIXeMmtf2cCqFYmkpCSMGzeuxTbBwcGaf0ulUkilUoSGhiI8PBwBAQFIT09HdHS0zsdGRUUhOzsbcrkcSqUS3t7e6NevnyaYHD16FDdv3mxyWeZXX30Vzz33HNLS0rRu37JlC7y8vLSuBtmc/v37o7KyEiUlJfD19dXZRiQS6by4EyGEsEGuqoqVYcJS6hg16oz4ql3HqE3XGRazapBoCAaGaCikNP5G3xyJRAKgfgJmZmYmVqxYAQBYsGCB1qRLoP4KjZ9++ilGjRrV5Pm2bNmCiRMn6pzc+bSsrCyIxeImIYUQwm2Xlb52VZWwZ2owUMPwJGHMY7mEE3MkMjIykJGRgYEDB8LDwwN5eXlYvHgxQkJCtKoRYWFhSElJwZgxYwAAO3fuhLe3NwIDA3Hx4kXMmjULCQkJiI2NBQD4+fnpXGURGBjYZIfAo0eP4tatW5g6dWqT9j/99BOKi4sRHR0NJycnHDt2DO+99x7eeOMNqjgQ0kazT45j/fCGPYUJe69KkNZxIkg4OTlhz549WLJkCaqrqyGTyRAXF4ft27dr/aHOycnRmpNQVFSE2bNno6SkBDKZDBMnTsSiRYsM6sPmzZsRExOD8PDwJvcJBAJs2LABs2fPhlqtRqdOnbB8+XLMmDHDoOcihLCfPYUJe6WGGsYMThj3aO6gLbJZpGGCD022JI3Z22RLgP0TLhuzhzDBpoqEJSdbFlxrb/Rky4CwezY/2ZIzO1sSQuzH7JMtT8Jmk8tK3ZOpbUmuqsraXSAsRkGCEJZzkHNiBNKu2UOYsEcNky2NOewBfUIRQghplT1OulSDQR2t2mgVVSQIIazEpeENgKoSxH5RkCCEEBOx9TBhb3MlaGhDPxQkCCHEhGw9TNiTOoYx+rAHFCQIIcTEbDlM2FtVgrSOggQhHGCvKze4Nk+iMVsOE/ZCbYLDHlCQYCFHOf1nIYSwl71UJer+t2rDmMMe0F8slhJQmCCE86gqwW11jPGHPaC/ViwmkDtQoCB2j8vDG4Dthgl7qUqQ1tFfKQ6gMEEIt9lqmLB11pgjceLECYwaNQr+/v7g8XjYt29fkzZXr17F6NGjIZFI4Orqiv79+yM/P9+AZzMN+gvFERQmCOE2WwwTtl6VUIOHOiMONXhtfs7q6mr07NkT69ev13n/zZs3MXDgQISFhSEtLQ0XLlzAokWLILbihR7tcyo4RwnkDlBJ7GUeMCG2hy49TloTHx+P+Pj4Zu9/7733MGLECHz88cea2zp16mSJrjWLvuZyDFUm7Je9LgEFuD9PojFbq0zYclVCzRh/APWXJW98KBQKw/qjVuPnn39GaGgohg8fDh8fH/Tr10/n8Icl0V8lDqIwQQgh5mfMsEbDAQABAQGQSCSaIyUlxaD+lJaWoqqqCh9++CHi4uKQmpqKMWPG4JVXXsHx48dN+dLbxH6/4nAcDXMQwl22NsRhj1cGbYuCggK4ublpfhaJRAadR62u/8x/+eWXkZycDADo1asXTp06hY0bN2LQoEHGd9YA9NWWw6gyQeyJLQ1vALY3xGGLTFWRcHNz0zoMDRJSqRSOjo7o2rWr1u3h4eG0aoMYjsIEIdxFYYLd1AzP6MOUhEIh+vbti5ycHK3br1+/jqCgIJM+V1vQ0IYNoGEOQrjLVoY5aHjDNKqqqnDjxg3Nz7du3UJ2djY8PT0RGBiIefPm4c9//jOef/55DBkyBIcOHcJPP/2EtLQ0q/WZvs7aCKpM2Ad7XrkBAO/9nmDtLpgFVSbYyVRDG22RmZmJyMhIREZGAgBmz56NyMhILF68GAAwZswYbNy4ER9//DG6d++O//u//8Pu3bsxcOBAk772trDvTyUb0xAmqDpBCPfYQmXC1qoSdXBAnRHft+sMeMzgwYPBMC1fpOOvf/0r/vrXvxrWKTOgr7E2iKoTxJbZalWCsA9j5PwIxsRzJNiK/uLYKAoTxNY4udVYuwtmZwtDHLa8QRXRjf7a2DAKE8RW2XJVwhbChK2wxhwJLqK/NDaOwgQh3MP1MGErVYk6xsHowx7Yx6u0cxQmiC2y5aoEwP0wQewH/YWxExQmbIc9LgG1h/kRunA5TNhCVUINHtRwMOKgoQ1iYyhMEFtj61UJgNthgutojoR+6C+LnaEwQQixFFuoSpDWceavyujRoxEYGAixWAyZTIbExEQUFha2+JiSkhJMnjwZ/v7+cHZ2RlxcHHJzc7XaDB48GDweT+sYN0774kAVFRVITEzUXAI2MTERDx8+1GqTn5+PUaNGwcXFBVKpFDNnzoRSqTTJazc1ChPEllBVgpgLTbbUD2de5ZAhQ7Bjxw7k5ORg9+7duHnzJsaOHdtse4ZhkJCQgLy8POzfvx9ZWVkICgrCsGHDUF1drdV2+vTpKCoq0hybNm3Sun/8+PHIzs7GoUOHcOjQIWRnZyMxMVFzf11dHUaOHInq6mqcPHkS27dvx+7duzFnzhzTvgkmRGGCcIW9zo94GlfDBJerEvVzJIw77AFnZm01XHsdAIKCgrBgwQIkJCRApVJBIBA0aZ+bm4v09HRcunQJERERAIANGzbAx8cH27Ztw7Rp0zRtnZ2d4efnp/N5r169ikOHDiE9PR39+vUDAHz11VeIjo5GTk4OunTpgtTUVFy5cgUFBQXw9/cHAKxZswaTJ0/GypUrta5Dzya0pTYh3GIL22gb4vzvNci6pIBIyEP/KLG1u0OewsmvpeXl5di6dStiYmJ0hggAUCgUAACx+I9fOj6fD6FQiJMnT2q13bp1K6RSKSIiIjB37lw8evRIc9/p06chkUg0IQIA+vfvD4lEglOnTmnadOvWTRMiAGD48OFQKBQ4d+6c8S/YzKg6wT32uHKjJfYwvNGAi5UJQ6sS13KViBlZgL7DC/DGnFJMersEEc/fMXHvmqf+37U2DD3U3PwT22acepXz58+Hi4sLvLy8kJ+fj/379zfbNiwsDEFBQVi4cCEqKiqgVCrx4Ycfori4GEVFRZp2EyZMwLZt25CWloZFixZh9+7deOWVVzT3FxcXw8fHp8n5fXx8UFxcrGnj66v9P7eHhweEQqGmjS4KhQKVlZVah7VQmCCEO7gYJtqq4J4KQ165i8pHauz7Voaa/GdQerkTFs32tFgfaI6Efqz6KpcuXdpkouPTR2Zmpqb9vHnzkJWVhdTUVPD5fEycOLHZq6QJBALs3r0b169fh6enJ5ydnZGWlob4+Hjw+XxNu+nTp2PYsGHo1q0bxo0bh127duHIkSM4f/68pg2P13Sci2EYrdv1afO0lJQUzQROiUSCgICAlt8wM6MwQbjMnqoS9mD1FxVgGODYnvYYFdsOAgEPXp58zJzmbrE+GLeHhP1UJKxaH01KSmqyQuJpwcHBmn9LpVJIpVKEhoYiPDwcAQEBSE9PR3R0tM7HRkVFITs7G3K5HEqlEt7e3ujXrx/69OnT7PP17t0bAoEAubm56N27N/z8/FBS0nRM8v79+5oqhJ+fH86cOaN1f0VFBVQqVZNKRWMLFy7E7NmzNT9XVlayIkzQnAnCFjTRsnlcmy/RlkuMMwyD73c9whuJEnhLaRiP7az6X6ghGBiioRLRMBeiJRKJBED9BMzMzEysWLGi2baXL1+GSqWCTCYDAERHR0MulyMjIwPPPvssAODMmTOQy+WIiYnRtFm5ciWKioo0j0tNTYVIJEJUVFSzzyUSiSASifR4tZZFYYJw1Xu/J2Blj33W7obFcC1M6Ku2FngoVyM0RPccOEupY3ioM+JS4MY8lks4UXfJyMjA+vXrkZ2djTt37uDYsWMYP348QkJCtKoRYWFh2Lt3r+bnnTt3Ii0tTbME9MUXX0RCQgJiY2MBADdv3sTy5cuRmZmJ27dv45dffsGf/vQnREZGYsCAAQCA8PBwxMXFYfr06UhPT0d6ejqmT5+Ol156CV26dAEAxMbGomvXrkhMTERWVhZ+/fVXzJ07F9OnT2ftio3W0DAHIdzApfkS+k66FAh48JHy8ftl6+7FY8xEy4bDHnDiVTo5OWHPnj0YOnQounTpgr/+9a/o1q0bjh8/rvWNPicnB3K5XPNzUVEREhMTERYWhpkzZyIxMRHbtm3T3C8UCvHrr79i+PDh6NKlC2bOnInY2FgcOXJEax7F1q1b0b17d8TGxiI2NhY9evTAv//9b839fD4fP//8M8RiMQYMGIDXXnsNCQkJWL16tZnfGfOiMEG4yB7nSnApTOhr8jg3fLujEncKVNbuCmkFj2lutiKxuMrKSkgkEoS8uwp8MXvWStMwB3upJbXW7oLZGDM/wp6GNxrjyjCHPnMl7pfVInpkAVS1wHvveGLkMBc8rKzDxm/l2LBFDrlcbraKb8Nn8dfnI+Hsym/9Ac14/KgOf+2dZda+sgF95SStosoE4Rp7rEoAtlWZ8JY64vi+APTuLsKMBaUI7H0LPQbn44c9llsmT0Mb+qHpsEQvNAGTEGIq+q7gaC9zxN5v/JF/V4WL15QQi3iICBWifa9bFugl0Zd9xCViEgK5A1UnCGdQVcJ2BHYQYOQwFwx9zhnOzpZbCaHGHys3DDns5asXVSRIm1F1ghB2s9Sy0KoqNdJ+VaCiXA3/9nw8N1gEoVC/P/Rt2VfCWozdVIo2pCKkBRQmiDmZaiMqe9tXojFzhgmGYfD1l9XY8FkVqqsYCEWAUgF4ezvgvWVuiHvJySzPS9jJPuISMQsa5iCE3cw1zPH1pmp8svIRXn3NCcfSffB7rgwHDksR2UeI5BkPcfSwfkGQ7ZcYp2tt6Mc+XiUxGwoT1kVXAW2dvc6VaGDqMFFVpca/PqvCxL86492lEsj865dHhnYRYN0X7oh5TohPP37U7HWQuEQNntGHPaC/AsRoFCYI21GYMF2YOHZEgcfVDKa80XR+g4MDD5Ont0NuTi1yruq3xwmbqxJUkdCPfbxKYnYUJoip0IW62K2iXA2RCJpKxNOCg+tvL39Ac6jsBX36E5OhMEHYjKoSpqlK+LfnQ6EAcnN0b119+WL97bL2+u8IydaqBG1IpR/7eJXEYihMEMJepggTzw8RQertgPWfVkGt1p4HUVPD4MsNVejzrBAdO3F//o6a4Rl92AP61CcmR2GCsJW9VyUA48OEUMjDe0vdkPr/avDGpAqcPKHA3fxaHPr5Cca/UoZbN+swf5GriXpLuID7kZGwEu0zYTkOckebvngXMT1j95iIH+UEoYiHTz96hGl/KdfcHtVXgO92eKJ7T2Gbz8nGDarURg5P0IZUhBipoTJBgYLoyxITLe15k6rGjA0TQ2PFeOFFEa5erkVFuRqy9nx0CrGtPylqxgFqI1ZeGPNYLrGt/+qElag6QQg7GRsmeDweunYTmKw/bKxKkNZRkCAWQWGCEMI1deChzohNpYx5LJfYR92FsAJNwiRsQZMu/8C2q4WyaSlow9CGMUdbnThxAqNGjYK/vz94PB727dvXbNs333wTPB4P69atM/xFmgB9shOLojBBmkMbUVkP28KEPauurkbPnj2xfv36Ftvt27cPZ86cgb+/v4V61jz6VCcWR2GCsAFVJbSxKUywpSpRhz+GNww72i4+Ph4ffPABXnnllWbb3Lt3D0lJSdi6dSsEAtPNUTEUzZEgVkFzJkyLloASUzDnpce5yFSrNiorK7VuF4lEEIlEhp1TrUZiYiLmzZuHiIgIg/tmSvTVkFgNVSaItVFVoim2VCbYUJUw1UW7AgICIJFINEdKSorBffroo4/g6OiImTNnmuplGo0qEsSqqDJBCLF1BQUFcHNz0/xsaDXi3Llz+Oyzz3D+/HnweOxZEUJfCYnVUWWCWHOiJVUlmqKqRD0GPKiNOJj/Lf90c3PTOgwNEr/99htKS0sRGBgIR0dHODo64s6dO5gzZw6Cg4NN+MrbhioShBWoMkEIu9B8CWgNTxj6eFNKTEzEsGHDtG4bPnw4EhMTMWXKFJM+V1tQkCCsQVtqE2uhbbN1Y0OYsLfdLquqqnDjxg3Nz7du3UJ2djY8PT0RGBgILy8vrfYCgQB+fn7o0qWLpbuqQTVlwjo01GEYBzl9LyCmx5ZhDmuwxmXEMzMzERkZicjISADA7NmzERkZicWLF5v65ZkMffIQVqKhDvvBlo2obKUqUVlei5MHK1BeooK71BEDXvKAh7dxew1YuzJhrapEnZFX/zTksYMHDwbDMHq3v337dpufw9QoSBDWojBBiP4YhsHeTaXY8c9iMAzg6SdARYkK//64CC9P98HryX5GzfS3dpgg7EVBgrAahQliSVyuShz6vgxbV9eHhoTpPnDzdESVvBY/f3MfOz4vgUjsgFffst9hCkMYOjzR+PH2gAajCevRnAlCWqZSqrFrQwleGOuJifP94eZZ/x2xncQRf54lw0uTvbHvqxLUPDZk0+Y/WHO+hDWWgqrhYPRhD+zjVRLOozBhm9gyP6IxLu4rce1cNR7er8WIiVKd98dPlOLxIzUunHxk9HPZ8+RLohtnPp1Hjx6NwMBAiMViyGQyJCYmorCwsMXHlJSUYPLkyfD394ezszPi4uKQm5ur1Wbw4MHg8Xhax7hx4zT33759G1OnTkXHjh3h5OSEkJAQLFmyBEqlUus8T5+Dx+Nh48aNpnsDCIUJYjFXa9pbuwtt8vhRfaXBy0+o836prP726kfGVSQaWCtMWLoqUcfwjD7sAWc+mYcMGYIdO3YgJycHu3fvxs2bNzF27Nhm2zMMg4SEBOTl5WH//v3IyspCUFAQhg0bhurqaq2206dPR1FRkebYtGmT5r5r165BrVZj06ZNuHz5Mj799FNs3LgR7777bpPn3LJli9Z5Jk2aZLo3gACgMNEaWgJqOldr2nMmUMiC63dKvHpO9x/aq5n1t/t3FJvsOe2hMmGN5Z9cxJlPneTkZM2/g4KCsGDBAiQkJEClUum8jGpubi7S09Nx6dIlzRXSNmzYAB8fH2zbtg3Tpk3TtHV2doafn5/O542Li0NcXJzm506dOiEnJwdffPEFVq9erdXW3d292fMQ06EJmMSSGsJEuPielXvSvMBQJ3SJdMaOfxajR7QrnNrxNfcpatTY9mkxAjqL0SXS2aTPa42VHDdV1a03MhHGyKt/Mibe2ZKtOPkqy8vLsXXrVsTExDR7LXaFQgEAEIv/SOB8Ph9CoRAnT57Uart161ZIpVJERERg7ty5ePSo5XFEuVwOT0/PJrcnJSVBKpWib9++2LhxI9Tqlv/YKRQKVFZWah1EP1SZIJbWUKFga5Vi2tIOKC1Q4h9jruPQ1jJcO1+NIz8+wIJXruPWlcf42wcdzHKhJ3uoTJCWcaYiAQDz58/H+vXr8fjxY/Tv3x8HDx5stm1YWBiCgoKwcOFCbNq0CS4uLli7di2Ki4tRVFSkaTdhwgR07NgRfn5+uHTpEhYuXIgLFy7g8OHDOs978+ZNfP7551izZo3W7StWrMDQoUPh5OSEX3/9FXPmzEFZWRnef//9ZvuYkpKCZcuWtfFdIA1oS21uY+NES32xsUrRKcIZK3d0xrZPi7F52V2o1QCPB0QOckPSx4EI6WbaaoQ9qAMPdTA8fBnzWC7hMW3ZQsvEli5d2uof0rNnz6JPnz4AgLKyMpSXl+POnTtYtmwZJBIJDh482GzKPnfuHKZOnYoLFy6Az+dj2LBhcHCo/+Pzyy+/NPuYPn364Ny5c+jdu7fWfYWFhRg0aBAGDRqE//u//2ux32vWrMHy5cshl8ubbaNQKDSVEwCorKxEQEAAQt5dBb7YdGOZ9oDCxB/Uklprd0EvbA4Sfwk926b2bAoUQP3ulg/LVJB4OULiZdyulvqy1BBH1SM1+kSUQC6Xa12a25QqKyshkUgwJe01CNvpnsCqD2WVElsG7zBrX9nAqhWJpKQkrRUSujS+NKpUKoVUKkVoaCjCw8MREBCA9PR0REdH63xsVFQUsrOzIZfLoVQq4e3tjX79+mmCiS69e/eGQCBAbm6uVpAoLCzEkCFDEB0djS+//LLV19a/f39UVlaipKQEvr66S38ikcjgy8kSbTRvglgT2yoUbp6Omr0kLIV2vrRfVg0SDcHAEA2FlMbf6JsjkUgA1E/AzMzMxIoVK5pte/nyZahUKshkMs1t9+7dw5AhQxAVFYUtW7ZoqhotycrKglgshru7e6ttiWlQmCDWxrZAYWm2FibURk62NOaxXMKJORIZGRnIyMjAwIED4eHhgby8PCxevBghISFa1YiwsDCkpKRgzJgxAICdO3fC29sbgYGBuHjxImbNmoWEhATExsYCqJ/vsHXrVowYMQJSqRRXrlzBnDlzEBkZiQEDBgCor0QMHjwYgYGBWL16Ne7fv695voYVGj/99BOKi4sRHR0NJycnHDt2DO+99x7eeOMNqjhYGIWJ+iWgbB/eYPOwhik0npBpb6HClsKEGjyojZjnYMxjuYQTQcLJyQl79uzBkiVLUF1dDZlMhri4OGzfvl3rD3VOTo7WnISioiLMnj0bJSUlkMlkmDhxIhYtWqS5XygU4tdff8Vnn32GqqoqBAQEYOTIkViyZAn4/PrlU6mpqbhx4wZu3LiBDh06aPWroSoiEAiwYcMGzJ49G2q1Gp06dcLy5csxY8YMc74tpBkUJgib2GOVwpbCBGmdVSdbEm0NE3xosqVp2HOYoIqEcdo62bIt7ClQmCNMWHKy5fij442ebPnDCz/QZEtCuIoqE4SN7LFCwVU0R0I/9vEqid2ijasIW7F5cytToc2q7ANVJIjNo8oEu7B9WMPSbH1iJpfnS6hh3PUy7GWyJX1dI3bB3ioTdPEubrLVKgVXKxPM/1ZtGHowFCQIsS0CuYPdBQrCTbYYKLgYJujqn/qhT1VidyhMEK6wtUDBxTBBWkf1T2KXaN6EddD8CMPQSg/roFUb+rGPV0mIDlSZIFxjCxUKLlUlaGhDP/RJSuwahQnCRQ2BgquhgkthgrSOPkWJ3aMwQZ52uDjM2l3QG1cDBRfChDErNoy9TgeX0CcoIbDNMEFLQA3j6/bI2l0wCBcDBdvDBA1t6Mf2Pj0JMZAthgk24cJES66GiMa4FijYHiZI6+iTk5BGKEzYr6dDBJeGN3ThUqBga5igioR+qPZJyFNoaSixJba+Bbc5GRsG7CVI0NcvQnSgXTDtS3NDGter2flN2VBsrlKwtSpBWkeflIS0gMKEabB5fkRr8yJsLUwA7A0UbAsTNLShH/qUJKQVXA4Txq7cYBgGqsJSKG7dRV31YxP1ij30nVxpi2ECYGegYFOYYGDcElDG2i/AQmiOBAsJ5QC/BlC6W7snpIE9zpuoOpUF+U9HUVt0v/4GRz5c+vaAx59HgO/uat3OmUBbV2hcr/ZFqAs3L4fdGrZtwc2WS4/THAn9cPerlh0QPvzjINbH5cpEW1X+5zc8+PJHCPy84TN7CmTL3ob7K7F4cjkXxas2oq6yytpdNIqhyzxttTLRgE07ZrKpMkFaZj+fjBxHgYId7CFM1D18hIodh+A6fCC8ZybCqUcXCIPaQzJiEGSL3oK6+gnkB47qfT42z48whK2HiQZsCBTWDhM0R0I/tv+paGMoUFifrYeJqlPnweM7wH30UPB42h+Ejt6eaDekH6r+ew5Mba2VemgcU2w6ZS9hAmBHoLAWawSJEydOYNSoUfD39wePx8O+ffs096lUKsyfPx/du3eHi4sL/P39MXHiRBQWFprwVbedbX8i2jAa9rAuS4UJ1f0y1Ny+g9qHcos8HwDUlj6AQOYDBxcnnfeLngkE80SBuiruTb405c6V5ggTdSo1rqWV4PT3t5D9013UPFKZ/DkMZa1AYe2qhKVVV1ejZ8+eWL9+fZP7Hj9+jPPnz2PRokU4f/489uzZg+vXr2P06NFW6OkfaLKlDWgIEzQ507LMOQHzSc51VPx8CIo7+fU38HhwCusCz9EjIfSXmeU5Gzi4OKO2Qg6mrg48Pr/J/XVlDwEeDw5ikVn7YWrm2P7alBMwr/xajJ8+uIRH9xVwFDmgVqGG0ImP56aFYPAbzzSpDlmLNSZmWmvypTUmW8bHxyM+Pl7nfRKJBIcPH9a67fPPP8ezzz6L/Px8BAYGGtRPY1GQsCEUKCzPHGGi+uJllH79LUTBQfD56yQIvKVQ5BdAfjQNhZ/9C/6zZrQpTDjIHaGW6D8M4fJsD1T+nIbqM7+jXUyk1n2MqhaPjp6GU2S4WYLEk+t38fA/mVAUlMJBLES7fmGQDO4FvovYqPOa8xoaDZUJYwJF7n/vY1vyOYQN9sXQpFD4hbqhsrQGp/59C79+fh2MGnjh751N1WWTsPSOmdYIEwzDA2NEkDDmsfqSy+Xg8Xhwd3c3+3M1h4Y2bBANe1iWKYc5mLo6PNi5G85dwyB7++9w6dkdQn8ZXPs/C//ZM+HoLsGDvQdM9ny6CIP84dynO8q/2YNHR9OhVigBAMqCIpR+9i1UpeWQjHpBr3PpO9GSYRiU/vsw7iz4Pzy+chuiIF84iIUo/SYVt97ZAMXd+wa/HktdiMvQoQ6GYXD4s2sIjvLE659GwS/UDQDg5iNG3JxwPD81BL9tvoEncvYMczzNUsMeXB3mqKys1DoUCoVJzltTU4MFCxZg/PjxcHNzM8k5DUFBwsZRoLAMU22p/eTqNdTJK+E+Ig48B+3zOYjFcH9xKGqu50JV9sDo52qJ1xuvwblPN5T/ez/uJi1HwdsrULToM6julsDnnUkQdexg0uerPPE7yvf+F96TYtHpXzMhm/EyOrw7HiEbZsLBWYS7q34AU1fX5vNa+mqehoSJstvVKLxSiZjEjnDgN/0GG5PYEbVKNS4fKTJFF83KEoHiqtLHrOdvzJjNqBoOAAgICIBEItEcKSkpRvdNpVJh3LhxUKvV2LBhg9HnMwYNbdgJGvawDGOHOlRl5eAJBBC199d5vyi4fgy09kE5BFIvg5+nNQ5CAaRv/BmSMS/iyfnLUCuUELb3hVPPcPAcm86bMAbDMCg/cBoufULh9XKM1n0Cb3f4z3oFt+duQtXZ63DtH673ea11SfC2zpt4XFFf8fEKctF5fzupCKJ2jnj8kL0ViaexbYMrQ5lqjkRBQYFWxUAkMm5YUKVS4bXXXsOtW7dw9OhRq1YjAAoSdqdxdYJChXkYEyYcnJ3AqFSolVfCUdL0w6H2QUV9Oxdno/qoL4G3JwTDnzPrc6ira6C4VQyvhAE67xd3kkHYXorq3/PaFCSsqS1hQiKrXx1z75IcPiFNdwx9kF+NmspauMt0r6JhM1sJFMZyc3Mz2R/7hhCRm5uLY8eOwcvLfF8o9EVDG3aMhj3Mx9BhDuduEeAJBKg8cbLJfQzDQH78BAS+PhA2U7FgE73nR6j/F7r4zb9nPEc+oNY/nFmrGtGYvsMc7jInhERLcfKbPCgea0+KZRgGRzfkwkkiQPgL3JwfALBrx8y2aJhsaczRVlVVVcjOzkZ2djYA4NatW8jOzkZ+fj5qa2sxduxYZGZmYuvWrairq0NxcTGKi4uhVCpN/Or1R0GCUKAwE0PCBN/ZCZKhgyE/chQVPx9CXVU1AED14AHKfvgRTy5fhceI4W1eCmjsxbvMie/qDKG/F6rOXNV5v7KwDIo7JXAK129pGxtCRAN9w0TcnHA8LHyCr/5yChd+uYfygse4cboM38/IxIWD9zBiflcIxKYdUrIWLgUKa2xIlZmZicjISERG1q+Ymj17NiIjI7F48WLcvXsXBw4cwN27d9GrVy/IZDLNcerUKVO/fL2x99OFWBwNe5ieIcMc7nGxAMNA/msaHh45CgcnJ6gfP4aDWAzp+D/DpVdPM/XWOng8HjxGPIuSrw+hXd8wuA3sprmv7nENiv51AHx3F7hGd231XGwKEQ30GeaQhblh2rf98ctHV7DzH9ma2707tcPrn/ZGxIvm3TvEGrgw7GGN5Z+DBw8GwzR/3dCW7rMWzlQkRo8ejcDAQIjFYshkMiQmJra6LWhJSQkmT54Mf39/ODs7Iy4uDrm5uVptBg8eDB6Pp3WMGzdOq01wcHCTNgsWLNBqk5+fj1GjRsHFxQVSqRQzZ860aqnJWFSlMJ22Vibq/7DGIWD5Inj96RVIBj8P77+8joDli+Dar6+Zemld7nF94fZcdxSu3YU7727G/e3HULzpIG6+uQ6KOyXoMH8cHISCFs/BxhDRQJ/KhCxMgqlbopH8y2BM/qof3to5EDP3P2+TIaIxLlUoiG6cqUgMGTIE7777LmQyGe7du4e5c+di7NixzZZzGIZBQkICBAIB9u/fDzc3N6xduxbDhg3DlStX4OLyxwzp6dOnY/ny5ZqfnZyaTmpavnw5pk+frvm5Xbt2mn/X1dVh5MiR8Pb2xsmTJ/HgwQNMmjQJDMPg888/N8XLtxpa7WEahlQm+C4ucIvpb6YesQvPwQGytxPQ7tkwPPxPJuRHzoMnEsD9xSh4xPeFwNvd2l00mr4TML0CXeAVqHsFhy1jY4WCMXLVhiU2pGIDzgSJ5ORkzb+DgoKwYMECJCQkQKVSQSBo+k0lNzcX6enpuHTpEiIiIgAAGzZsgI+PD7Zt24Zp06Zp2jo7O8PPz6/F53d1dW22TWpqKq5cuYKCggL4+9dPgluzZg0mT56MlStXWn1pjinQsIfxzLmlNtsYcsVPnoMD3KK7wk2PIYynsbka0Zgpt9S2VZbeMbMlDABjRhLYNwhhHpwZ2misvLwcW7duRUxMjM4QAUCzc5hY/MfWunw+H0KhECdPas+I37p1K6RSKSIiIjB37lw8etT0Q+mjjz6Cl5cXevXqhZUrV2oNW5w+fRrdunXThAgAGD58OBQKBc6dO9fs61AoFE12POMCGvYwnK1fOdQauBIiGtjTlUONRcMe3MCpT7X58+fDxcUFXl5eyM/Px/79+5ttGxYWhqCgICxcuBAVFRVQKpX48MMPUVxcjKKiP3aImzBhArZt24a0tDQsWrQIu3fvxiuvvKJ1rlmzZmH79u04duwYkpKSsG7dOrz11lua+4uLi+Hrq/3h4OHhAaFQiOLi4mb7mJKSorXbWUBAQFvfEquiQGEYChOmw7UQ0YDCRNtYK1CYamdLW2fVT7SlS5c2mcT49JGZmalpP2/ePGRlZSE1NRV8Ph8TJ05sdgarQCDA7t27cf36dXh6esLZ2RlpaWmIj48Hv9EVDadPn45hw4ahW7duGDduHHbt2oUjR47g/PnzmjbJyckYNGgQevTogWnTpmHjxo3YvHkzHjz4Y5tiXcvxGIZpcZnewoULIZfLNUdBQUGb3j+2oGt7tJ2pttRuCzYvATUEV0NEAwoTbXe1pj1yFJabfGqNfSS4yKqfLElJSU1WSDwtODhY82+pVAqpVIrQ0FCEh4cjICAA6enpiI6O1vnYqKgoZGdnQy6XQ6lUwtvbG/369UOfPn2afb7evXtDIBAgNzcXvXv31tmmf//6CXA3btyAl5cX/Pz8cObMGa02FRUVUKlUTSoVjYlEIqO3SmUbmpzZNrY4b8KQ+RFtxfUQ0YDmTBBbYNUg0RAMDNFQidDnKmoSiQRA/QTMzMxMrFixotm2ly9fhkqlgkzWfOrNysoCAE2b6OhorFy5EkVFRZrbUlNTIRKJEBUVpd8LsjEUKPRni2GCDRg1g4cXCvDk3kMIXEXwfLYj+E5Csz9nbU0t+CI+HFrYqbMxChPspWZ44JngWhu2jhO1zoyMDGRkZGDgwIHw8PBAXl4eFi9ejJCQEK1qRFhYGFJSUjBmzBgAwM6dO+Ht7Y3AwEBcvHgRs2bNQkJCAmJjYwEAN2/exNatWzFixAhIpVJcuXIFc+bMQWRkJAYMqN/3//Tp00hPT8eQIUMgkUhw9uxZJCcna/a1AIDY2Fh07doViYmJ+OSTT1BeXo65c+di+vTpNrFiwxi02kM/FCb0p081ouL8HeR+dgRP7j3U3MZ3FiLgz30ROL5fm3cGbc2T8ie4/P1F3PgpF8pKBRzFjgiO7YRuE3vALaD1zwAKE+zEMEau2rCTZRucCBJOTk7Ys2cPlixZgurqashkMsTFxWH79u1aQwM5OTmQy+Wan4uKijB79myUlJRAJpNh4sSJWLRokeZ+oVCIX3/9FZ999hmqqqoQEBCAkSNHYsmSJZp5FCKRCD/++COWLVsGhUKBoKAgTJ8+Hf/4xz805+Hz+fj555/x1ltvYcCAAXBycsL48eOxevVqC7w73EFVipZRmGidPiFCfvkeLr63F5Ju7dFlXhzcIvyhKH2Ee3vP4/aW/0KtqkPHybovEGaIx/cf49AbB6F8pMQzozrDK0yKyoJK5O7LQf6x24jdEA/P0NYvrERhgnAVj2Hjfpt2qrKyEhKJBOEzVoEvErf+AI6jQKGbOcOEWlLbeiMjmWuOhL7zIi7M3YHax0pEfvY6HATa16e4teW/KNhxFtHb34BA0voVVINcK1ptk7bgKO5fKkX8Vy+hneyPjeqUjxRInXEI6lo1Rm1N0LsKQmGiZTVVKnzQPxVyudxsFd+Gz+Ku2/8BvrPh89jqHitwZdzHZu0rG9A6NGI1trjSQ1lWivuHD6Jo1/co/X/7UFN4t83n4PLyUGuHCMX9R3iYXYAOr0Y1CREA0OGV3gDDoDTtukn69bjsMQpO3EH3yT21QgQACF1FiHq7Lx7erEDpBf3DAa3mYA9ataEfTgxtENtmC/MoGIbB/UP78fD0CfCdXSD09sWT2zfx8PQJuHbrBd9XxsPBUf//3cw1zOEgd7RIVcJalA8fAwCcO3jovF8gcYJA4gzVw2qTPN/DvAowdQzaR+ve48CvjwwOjg6oyC2Hb6+Wd89tjIY52IEmW+qHggRhFa7Oo6g4eRQPT5+A9/DRkPQbCAdHRzB1dXh0KQsl+3fA4f/tg++osW06J82ZqNeWpZ4ir3YAD6i6WQrXLk3/cCvKqqCsqIbI29UkfXMU1X+EKiqVcNWRJVTVKqjr1OCL2v5RS2GCcAV3a6jEpnFp2ENdW4uKU8cheXYAPAYM1lQeeHw+3Hr2gdeQOMjPn0FtVdv3PuDyMIcptHW/CKGnCzyf7YS7u86h7knTq+/mbzsDB6EjvJ/vYpL+eXWVQuzphBv7c3Tef+On6+A58NA+poNB56dhDutqWLVhzGEP7PtTirAeF3bNrCm4jbrqKkiidF+pUxLVD6irw+Mb1ww6P1fChKnnRxi66VTHqQOhKKtC1jvbcf/EdSgeVKHySiGurvwZhfuz0XHqQDi2M81GcHwBHxETuuH63hxc3noRdco6AIC6To1bqXnI+uIcQl7qDGdp6xM7m0Nhwnrqw4AxcySs/Qosg4Y2CGewddiDqVUBAPhOuv9YOIidAB4PapXK4OdoCBP2MtRhzM6V7Tp5o+ea13Bj/VFcWf6T5naRjyu6zB0Ov7hupuiiRtcJ3fDkwWOc++dZXPruItw7uaOq8BGqi6sROCQY/eYYfyl4GuYgbEZBgnAO2wKF0McP4PFQfeMa3Ps03a798c3rAMNA5Ouv49FtQ/Mm9OPa2ReRn72Ox/kP8KRQDsd2IriFy8DTc7fJtuDxeOgzqx86J4ThxsHrqC6uhscznugUHwJpV2+TPQ+FCcszduUFrdoghOXYstpDIPGAS5euKD9+BC6dwyGQ/NGZuidPUHb4Z4j8/CEOCDLN8xkZJti+csOU19FwDvSCc2Drm0GZgiRIgqgZfc36HBQmLIv532HM4+0BNwZfCWmFtedR+Iysv/T8nQ2rcf8/P6HyYhYeHPsP7vzrY6jk5fB75XWTbsvMlXkTbWUrF+MyJ5ozQdiGKhLEplhr2EMg8UDgG7NQfvIY5OfSof7vE/AEQrj2iITnc0Mh9DTs4nQtPieLhjlMMdGSQoT+qDJhGTS0oR8KEsQmWWPYw9HVDT7xL8N7+CiolUo4CIXgOZi3csCmMGEMChFtR2HCAmhsQy+2WR8lpBFLD3vwHBzAF4vNHiIacH2Yg0KE4WiYw8yM3R7bTioS3P4EIqQNrD2Pwpy4HiaI4ShMEGujTx9id7iwyZUhrBUmjJkfQdUI06AwYR60s6V+KEgQu2ZrgULfMOEgt/70KAoRpkVhwvTo6p/6oSBBCGwrUHBhmINChHlQmCDWwP5PHEIsyFaGPQRyB9YGCgoR5kVhwoQaJkwac9gBdn7SEMICthIozMnUF+oipkFhwjRojoR+KEgQ0gquBwo2VSaoGmE5FCaIpbDnE4YQluPysAcbwgSFCMujMGEkxgSHHbD+pwshHMTFQPF0mLDkyg0KEdZDYcJwtGpDPxQkCDEC1wKFNSoTFCKsj8IEMScKEoSYAJeGPUwVJvSZaEkhgj0oTBiIhjVaRUGCEBPjQqBgw5wJYnkUJtqGhjb0Q58mhJgJ2wOFucMEVSPYicJEG9BkS71QkCDEzNg87CHKF5rlvBQi2I3CBHudOHECo0aNgr+/P3g8Hvbt26d1P8MwWLp0Kfz9/eHk5ITBgwfj8uXL1uns/1CQIMSC2Boo2qql+REUIriBwoQ+eCY42qa6uho9e/bE+vXrdd7/8ccfY+3atVi/fj3Onj0LPz8/vPjii3j0yHr/31n/yj2E2KGGMKF0t2Yv6onyhVAEKk1yLgoR3HK92hehLiXW7gZ7GTs8YcBj4+PjER8fr/t0DIN169bhvffewyuvvAIA+Pbbb+Hr64sffvgBb775phGdNRxVJAixIjYPexD7QJUJ86usrNQ6FAqFQee5desWiouLERsbq7lNJBJh0KBBOHXqlKm622YUJAhhCWsGClPMlbC1akSQa4W1u2AxFCaaYaLJlgEBAZBIJJojJSXFoO4UFxcDAHx9tf97+fr6au6zBs4EidGjRyMwMBBisRgymQyJiYkoLCxs8TElJSWYPHky/P394ezsjLi4OOTm5mq1GTx4MHg8ntYxbtw4zf1paWlN7m84zp49q2mn6/6NGzea9k0gdoGLFQpbCxH26Hq1LwWKp5no6p8FBQWQy+WaY+HChUZ1i8fTnnvBMEyT2yyJM3MkhgwZgnfffRcymQz37t3D3LlzMXbs2GbLOQzDICEhAQKBAPv374ebmxvWrl2LYcOG4cqVK3BxcdG0nT59OpYvX6752cnJSfPvmJgYFBUVaZ170aJFOHLkCPr06aN1+5YtWxAXF6f5WSKRGPWaifXUPn6E8gunIL+ejbqaJxB6eMOze39IuvQCz4FvkT40DhOWmEuh71yJpydaUoiwLTRvwvTc3Nzg5uZm9Hn8/PwA1FcmZDKZ5vbS0tImVQpL4kyQSE5O1vw7KCgICxYsQEJCAlQqFQQCQZP2ubm5SE9Px6VLlxAREQEA2LBhA3x8fLBt2zZMmzZN09bZ2VnzH+hpQqFQ6z6VSoUDBw4gKSmpSQJ0d3dv9jxtIapkUOtt9GmIgWoelOD2rg2oUygg6dILAld3PC68hbv/byvk17IQMHoyHPiW/V+HTZMzG6MQYZsoTNQz9lLgpr6MeMeOHeHn54fDhw8jMjISAKBUKnH8+HF89NFHpn2yNuDM0EZj5eXl2Lp1K2JiYnSGCACaySxisVhzG5/Ph1AoxMmTJ7Xabt26FVKpFBEREZg7d26Ly2gOHDiAsrIyTJ48ucl9SUlJkEql6Nu3LzZu3Ai1Wm3Aq6snkjNaB7EMhlGj4KdvwBe7IHTqu+gwfBx8Y+LQcezfEfTKG6jKz8H9M0es1j9zD3uYa18Jwj00zAGrbEhVVVWF7OxsZGdnA6ifYJmdnY38/HzweDy88847WLVqFfbu3YtLly5h8uTJcHZ2xvjx4417rUbgTEUCAObPn4/169fj8ePH6N+/Pw4ePNhs27CwMAQFBWHhwoXYtGkTXFxcsHbtWhQXF2sNVUyYMEGT8i5duoSFCxfiwoULOHz4sM7zbt68GcOHD0dAQIDW7StWrMDQoUPh5OSEX3/9FXPmzEFZWRnef//9ZvuoUCi0Zu9WVlY227ZxmFBI7GPbVWuozs+ForwEHf+cBIGLdinSNTgMnj1iUH7hFLz7DbN4VaIxSw976ELVCNtHlQnLy8zMxJAhQzQ/z549GwAwadIkfPPNN/jHP/6BJ0+e4K233kJFRQX69euH1NRUuLq6WqvL4DGMqYsv+lu6dCmWLVvWYpuzZ89q5iKUlZWhvLwcd+7cwbJlyyCRSHDw4MFmJ5mcO3cOU6dOxYULF8Dn8zFs2DA4ONQXYX755ZdmH9OnTx+cO3cOvXv31rrv7t27CAoKwo4dO/Dqq6+22O81a9Zg+fLlkMvlzbZp7vX3SlwJvlCs4xG6UbAwnZJTh1Dx+2l0eXOpzt+r6rs3cWvHv/DMxH9ALDV+GMuUTBkompsr0TA/wh5ChD2t2mgNm8JETZUKH/RPhVwuN8m8A10qKyshkUjQ4Z/L4eCk/2fx09RPanB35mKz9pUNrFqRSEpK0lohoUtwcLDm31KpFFKpFKGhoQgPD0dAQADS09MRHR2t87FRUVHIzs6GXC6HUqmEt7c3+vXr12SSZGO9e/eGQCBAbm5ukyCxZcsWeHl5YfTo0a2+tv79+6OyshIlJSXNToJZuHChJm0C9b+8T1c69EHVCtPh8Xhg1GrU1ySbvpdMw3CVFWdIN8dS8yjsIUQQbfZameAx9Ycxj7cHVg0SDcHAEA2FFH029mhYPZGbm4vMzEysWLGi2baXL1+GSqXSmhHb8HxbtmzBxIkTm52X0VhWVhbEYjHc3d2bbSMSiSASiVo9V1tQqDCOS2AoSk//B1V3rsM1OKzJ/fJr5yFwdYfIw7DfW0swRaBobgUHhQj7ZZdhwgo7W3IRJ+ZIZGRkICMjAwMHDoSHhwfy8vKwePFihISEaFUjwsLCkJKSgjFjxgAAdu7cCW9vbwQGBuLixYuYNWsWEhISNLuC3bx5E1u3bsWIESMglUpx5coVzJkzB5GRkRgwYIBWH44ePYpbt25h6tSpTfr3008/obi4GNHR0XBycsKxY8fw3nvv4Y033jB5UGiLpydpUrBonbN/MJz8AlF4ZCeCX3kTIk8fAPVB8uHVTFRczoDfcy9ZbAmoMdgwj4LYFrsME6RVnAgSTk5O2LNnD5YsWYLq6mrIZDLExcVh+/btWn+oc3JytOYkFBUVYfbs2SgpKYFMJsPEiROxaNEizf1CoRC//vorPvvsM1RVVSEgIAAjR47EkiVLwOdr/6HYvHkzYmJiEB4e3qR/AoEAGzZswOzZs6FWq9GpUycsX74cM2bMMMO7YTiqVrSOx+MhYNQk3N61EbnffoR2QV00yz8VD0rgHtEXXlGDrN3NNjOkSvF0VSK4w32T9olwk12FiUabShn8eDtg1cmWRFvDBJ+2TrY0FoWKptQqBR5ePQ95TjbqlE8gcpfCo3t/uAR0tuoOcqaib6Cw5yBBky1bZq0wYcnJlgFrVxg92bJg9iKabElsHw2BNOUgEMGzRzQ8e+ieyMt1+g57NFQl7C1EkNbZVWWCtIiTG1IR86KNsOwLF6/tQdjB5jetssKGVFxEQYK0iHbYtB/NBQqqRpCW2HSYoCChFwoSpE0oVNi+hkDRECqKTrW3Ym8IF9h0mCCtojkSxGC0CsT20ZAH0ZdNzpmgVRt6oSBBTIImbBJCbC1M0M6W+qGhDWIWNARCiH2iYQ77Q0GCmB1N2OS+B7/QPAmiP5sJEzTZUi9tDhKTJ0/GiRMnzNEXYicoVBBi+2wmTJBWtTlIPHr0CLGxsejcuTNWrVqFe/fumaNfxE5QqCDEdnE9TPDwxzwJgw5rvwAdXnjhBSxbtqzJ7RUVFXjhhRcMOmebg8Tu3btx7949JCUlYefOnQgODkZ8fDx27doFlUplUCcIAWgIhBBbxPUwYWvS0tKwfv16JCQkoLq6WnO7UqnE8ePHDTqnQXMkvLy8MGvWLGRlZSEjIwPPPPMMEhMT4e/vj+TkZOTm5hrUGUIao1DBLjRPghiKs2GiYfmnMQcLHTlyBMXFxejfvz9u375t9PmMmmxZVFSE1NRUpKamgs/nY8SIEbh8+TK6du2KTz/91OjOEdKAQgUh3MbJMGGjky1lMhmOHz+OHj16oG/fvkhLSzPqfG0OEiqVCrt378ZLL72EoKAg7Ny5E8nJySgqKsK3336L1NRU/Pvf/8by5cuN6hghzaEhEEK4iZNhwsY0XL1YJBJh69atmDVrFuLi4rBhwwaDz9nmDalkMhnUajVef/11ZGRkoFevXk3aDB8+HO7u7gZ3ipC2oB02LefBL+3hNYImWBPDcWrTKmOrCiz8nsMw2p16//33ER4ejkmTJhl8zjYHiU8//RR/+tOfIBY3f412Dw8P3Lp1y+BOEWIo2mGTEPbjSpiwxZ0tb926BW9vb63bXn31VYSFhSEzM9Ogc7Y5SCQmJhr0RIRYA1UrCGEnroQJWxMUFKTz9oiICERERBh0TtrZktgNmldhGrR6g5gK6+dM2OhkS1OjIEHsEk3YJIQdWB0mKEjohYIEIaBqBSHWxOowQVpFQYKQp1C1onU0vEFMjY1hwqjtsY2cqMklFCQIaQWFCkIsg3VhwkZ3tjQ1ChKEtAGFCkLMi1VhguZI6IWCBCEGoiEQQsyDVWGCtIqCBCEmYm+hguZJEHNiQ5igORL6oSBBiBnYW6ggxBysHiZoaEMvFCQIMTMaAiHEcFYPE6RVFCQIsTBbChU0vEEswWphwthhDe7/L64XChKEWBFVKwjRj1XCBA1t6IWCBCEsQqGCkObRMAc7UZAghKW4EipoeINY0o1qH8s9mYUrErW1tXj//ffRsWNHODk5oVOnTli+fDnUarVpXo+ZcCZIjB49GoGBgRCLxZDJZEhMTERhYWGLjykpKcHkyZPh7+8PZ2dnxMXFITc3t0m706dP44UXXoCLiwvc3d0xePBgPHnyRHN/RUUFEhMTIZFIIJFIkJiYiIcPH2qdIz8/H6NGjYKLiwukUilmzpwJpVJpktdOCA2BEGJ5ll7++dFHH2Hjxo1Yv349rl69io8//hiffPIJPv/8c/O8QBPhTJAYMmQIduzYgZycHOzevRs3b97E2LFjm23PMAwSEhKQl5eH/fv3IysrC0FBQRg2bBiqq6s17U6fPo24uDjExsYiIyMDZ8+eRVJSEhwc/nhrxo8fj+zsbBw6dAiHDh1CdnY2EhMTNffX1dVh5MiRqK6uxsmTJ7F9+3bs3r0bc+bMMc+bQewehQpCbM/p06fx8ssvY+TIkQgODsbYsWMRGxuLzMxMa3etRY7W7oC+kpOTNf8OCgrCggULkJCQAJVKBYFA0KR9bm4u0tPTcenSJURERAAANmzYAB8fH2zbtg3Tpk3TnHfmzJlYsGCB5rGdO3fW/Pvq1as4dOgQ0tPT0a9fPwDAV199hejoaOTk5KBLly5ITU3FlStXUFBQAH9/fwDAmjVrMHnyZKxcuRJubm6mf0MI+Z/GYUIhsc7e/g9+aQ+vEfes8tyEsF1lZaXWzyKRCCKRqEm7gQMHYuPGjbh+/TpCQ0Nx4cIFnDx5EuvWrbNQTw3DmYpEY+Xl5di6dStiYmJ0hggAUCgUAACxWKy5jc/nQygU4uTJkwCA0tJSnDlzBj4+PoiJiYGvry8GDRqkuR+oT4gSiUQTIgCgf//+kEgkOHXqlKZNt27dNCECAIYPHw6FQoFz5841+zoUCgUqKyu1DkKMQUMghJiQieZIBAQEaIbGJRIJUlJSdD7d/Pnz8frrryMsLAwCgQCRkZF455138Prrr5vxRRqPU0Fi/vz5cHFxgZeXF/Lz87F///5m24aFhSEoKAgLFy5ERUUFlEolPvzwQxQXF6OoqAgAkJeXBwBYunQppk+fjkOHDqF3794YOnSoZi5FcXExfHyaTu7x8fFBcXGxpo2vr/ZsYg8PDwiFQk0bXVJSUrR+uQICAtr2hhDSCgoVhBjOVHMkCgoKIJfLNcfChQt1Pt+PP/6I77//Hj/88APOnz+Pb7/9FqtXr8a3335rwVfddlYNEkuXLgWPx2vxaDw2NG/ePGRlZSE1NRV8Ph8TJ04Ew+j+gBQIBNi9ezeuX78OT09PODs7Iy0tDfHx8eDz+QCgmQn75ptvYsqUKYiMjMSnn36KLl264Ouvv9aci8drWi5mGEbrdn3aPG3hwoVav1wFBQWtvGOEGI6qFYRYh5ubm9aha1gDqP8bt2DBAowbNw7du3dHYmIikpOTm61gsIVV50gkJSVh3LhxLbYJDg7W/FsqlUIqlSI0NBTh4eEICAhAeno6oqOjdT42KioK2dnZkMvlUCqV8Pb2Rr9+/dCnTx8AgEwmAwB07dpV63Hh4eHIz88HAPj5+aGkpKTJue/fv6+pQvj5+eHMmTNa91dUVEClUjWpVDTW3DgZMT1ltRzqWiWELu5wcNQ9HGZvTD23guZJEJtkwcz9+PFjrYn+QP2QPNuXf1o1SDQEA0M0VCIa5kK0RCKRAKifgJmZmYkVK1YAqA8p/v7+yMnJ0Wp//fp1xMfHAwCio6Mhl8uRkZGBZ599FgBw5swZyOVyxMTEaNqsXLkSRUVFmnCSmpoKkUiEqKgog14fMY2K2xdRfOFXPC6rr/bwhU7w6twX/r1jwRc6Wbl37MGGCZuEsI6xu1O28bGjRo3CypUrERgYiIiICGRlZWHt2rX461//akQnzI8TqzYyMjKQkZGBgQMHwsPDA3l5eVi8eDFCQkK0qhFhYWFISUnBmDFjAAA7d+6Et7c3AgMDcfHiRcyaNQsJCQmIjY0FUD8cMW/ePCxZsgQ9e/ZEr1698O233+LatWvYtWsXgPrqRFxcHKZPn45NmzYBAN544w289NJL6NKlCwAgNjYWXbt2RWJiIj755BOUl5dj7ty5mD59Oq3YsKLSKydRcHovXP07o9MLE+EockHlvRyUXj2FR8U30WXEW+ALxa2fyM48PexBwYIQy/j888+xaNEivPXWWygtLYW/vz/efPNNLF682NpdaxEngoSTkxP27NmDJUuWoLq6GjKZDHFxcdi+fbvW0EBOTg7kcrnm56KiIsyePRslJSWQyWSYOHEiFi1apHXud955BzU1NUhOTkZ5eTl69uyJw4cPIyQkRNNm69atmDlzpiaAjB49GuvXr9fcz+fz8fPPP+Ott97CgAED4OTkhPHjx2P16tXmektIK1SPK1GQvh8+XZ9Dh/4va+aquPo/A8+Q3rj20z9RfPEY2kfFW7mn7NeWagUNbxBbYsimUk8/vi1cXV2xbt061i/3fBqPaW62IrG4yspKSCQS9EpcSd+UjVR04VcUZx9B93GL4ShqOoSRf2oPKm7/jh6vLwaPx6nFS6yiK1jYSpAIcq2wdheIDsoqJbYP/R5yudxsFd+Gz+LO81aBLzL8s7hOUYPcT941a1/ZgD5BiU1SyEvh5OmvM0QAgKssBLVPHqFO2focG9I8WgVCCKEgQWySg0AE1ePKZpcHK6vlAM+BVnCYUEOgqNrm33pjQjjA0tfa4CoKEsQmeXTsBWVVOSoLrja5T11Xi7KcdLgHRcCBz4lpQoQQa7Dw1T+5ioIEsUntfDvCVfYMbh3/ARW3LoBR1wEAFJVlyDv6HRSVZfDr8YKVe2m7qCpBiP2gr2PEJvF4PHQaOhm30r5H3tHv4Ch2AV/oBEVlGfgiZ4QMmwIX70Brd9OmVW3zR7vXC63dDUIMZ+F9JLiKggSxWY4iJ3QePh2Py+7iYf4lqGtVcPKQwaNjT5obQQhplaWXf3IVBQli85ylHeAs7WDtbtglqkoQTqOKhF5ojgQhxKxovgQhto0qEoQQQoguVJHQC1UkWEj0UA1xRf1BiC2gqgThItpHQj8UJFiuIVBQsCBcR2GCENtEQxsc0zhM1HhQDiSEELOhoQ290F8iDqNqBeEaqkoQLqGhDf1QRcKGPB0mqGJBCCHE3OgvjQ2jagVhI6pKEM6ga23ohYKEnaBhEMImFCYIJ1CQ0AsNbdgpGgYhhBBiCvTXgwBoGiwIMTeqShC245ngsAdUkSAaVKUghJBGaPmnXugvBWkWzasg5kZVCcJmtPxTPxQkiN4oVBBzoDBBCLfR0AYxCA2DEEJsHg1t6IU+/YlJULWCGIOqEoS1aOlnqyhIEJOjuRXEEBQmCOEmGtogZkfDIIQQLjJ2wiRNtiTETKhaQZpDVQnCKrSzpV4oSBCromEQ8jQ2hIkg1wprd4EQzqChDcIqNAxCCGELGtrQD31KE1ajaoV9YkNVghAa2tAPBQnCGTQMYl8oTBDCDTS0QTircZigIRBCiKnR0IZ+OPPpO3r0aAQGBkIsFkMmkyExMRGFhYUtPqakpASTJ0+Gv78/nJ2dERcXh9zc3CbtTp8+jRdeeAEuLi5wd3fH4MGD8eTJEwDA7du3MXXqVHTs2BFOTk4ICQnBkiVLoFQqtc7B4/GaHBs3bjTdG0BaRNUK20RVCWJVNLShF84EiSFDhmDHjh3IycnB7t27cfPmTYwdO7bZ9gzDICEhAXl5edi/fz+ysrIQFBSEYcOGobq6WtPu9OnTiIuLQ2xsLDIyMnD27FkkJSXBwaH+rbl27RrUajU2bdqEy5cv49NPP8XGjRvx7rvvNnnOLVu2oKioSHNMmjTJ9G8E0QsFC9tBYYJYDQUJvXBmaCM5OVnz76CgICxYsAAJCQlQqVQQCARN2ufm5iI9PR2XLl1CREQEAGDDhg3w8fHBtm3bMG3aNM15Z86ciQULFmge27lzZ82/4+LiEBcXp/m5U6dOyMnJwRdffIHVq1drPae7uzv8/PxM84KJSdEwCCGEmAcnP1HLy8uxdetWxMTE6AwRAKBQKAAAYrFYcxufz4dQKMTJkycBAKWlpThz5gx8fHwQExMDX19fDBo0SHN/c+RyOTw9PZvcnpSUBKlUir59+2Ljxo1Qq1v+JqxQKFBZWal1EPOjagX3UFWCWIM1LiN+7949/OUvf4GXlxecnZ3Rq1cvnDt3zvQvzoQ4FSTmz58PFxcXeHl5IT8/H/v372+2bVhYGIKCgrBw4UJUVFRAqVTiww8/RHFxMYqKigAAeXl5AIClS5di+vTpOHToEHr37o2hQ4fqnEsBADdv3sTnn3+Ov/3tb1q3r1ixAjt37sSRI0cwbtw4zJkzB6tWrWrx9aSkpEAikWiOgICAtrwdxEQoWBBCdLLw0EZFRQUGDBgAgUCA//f//h+uXLmCNWvWwN3d3SQvx1ysGiSWLl2qc5Ji4yMzM1PTft68ecjKykJqair4fD4mTpwIhtH9X0ogEGD37t24fv06PD094ezsjLS0NMTHx4PP5wOApmLw5ptvYsqUKYiMjMSnn36KLl264Ouvv25yzsLCQsTFxeFPf/qTZmikwfvvv4/o6Gj06tULc+bMwfLly/HJJ5+0+PoXLlwIuVyuOQoKCtr0/hHzoFDBTlSVILbuo48+QkBAALZs2YJnn30WwcHBGDp0KEJCQqzdtRZZdY5EUlISxo0b12Kb4OBgzb+lUimkUilCQ0MRHh6OgIAApKenIzo6Wudjo6KikJ2dDblcDqVSCW9vb/Tr1w99+vQBAMhkMgBA165dtR4XHh6O/Px8rdsKCwsxZMgQREdH48svv2z1tfXv3x+VlZUoKSmBr6+vzjYikQgikajVcxHroZ022aVqmz/avd7yai1CTIXHMOA182VV38cDaDJs3dxn/4EDBzB8+HD86U9/wvHjx9G+fXu89dZbmD59usF9sASrBomGYGCIhkpEw1yIlkgkEgD1EzAzMzOxYsUKAPUhxd/fHzk5OVrtr1+/jvj4eM3P9+7dw5AhQxAVFYUtW7ZoVnS0JCsrC2KxmPUlKdI2FCwIsSPGrrz432OfHrZesmQJli5d2qR5Xl4evvjiC8yePRvvvvsuMjIyMHPmTIhEIkycONGIjpgXJ1ZtZGRkICMjAwMHDoSHhwfy8vKwePFihISEaFUjwsLCkJKSgjFjxgAAdu7cCW9vbwQGBuLixYuYNWsWEhISEBsbC6B+74d58+ZhyZIl6NmzJ3r16oVvv/0W165dw65duwDUVyIGDx6MwMBArF69Gvfv39c8X8MKjZ9++gnFxcWIjo6Gk5MTjh07hvfeew9vvPEGVRxsHK0GsTyqShCuKSgogJubm+bn5v4uqNVq9OnTRzO/LjIyEpcvX8YXX3xBQcJYTk5O2LNnD5YsWYLq6mrIZDLExcVh+/btWv9BcnJyIJfLNT8XFRVh9uzZKCkpgUwmw8SJE7Fo0SKtc7/zzjuoqalBcnIyysvL0bNnTxw+fFgzJpWamoobN27gxo0b6NChg9ZjG6oiAoEAGzZswOzZs6FWq9GpUycsX74cM2bMMNdbQliIqhWWQ2GCWIKpdrZ0c3PTChLNkclkOofad+/ebXgnLIDHNDdbkVhcZWUlJBIJhvlMw5OBXazdHWJCFCpMz5xBgi4jzl7KKiW2D/0ecrlcrz/Ohmj4LI4cvxJ8obj1BzSjTlmDrB/e07uv48ePR0FBAX777TfNbcnJyThz5gxOnTplcD/MjT7dCLEAWmJqerSKg9ia5ORkpKenY9WqVbhx4wZ++OEHfPnll6yvblOQYCnXU7es3QViRhQsTIPCBDEnS29I1bdvX+zduxfbtm1Dt27dsGLFCqxbtw4TJkwwzws0EU7MkbBXrqdu4VFMR2t3g1gATdokhIVMtGqjLV566SW89NJLRjyp5dEnFstRZcL+ULWibagqQczFGltkcxEFCQ6gMGHfKFi0jsIEIdZDQYIjKEyQBhQqCLEQuoy4XihIcAiFCfI0qlb8gaoSxBxoWKN1FCQ4hsIEaYm9hwoKE4RYHgUJDqIwQfRB1QpCjMQwxh92gIIER1GYIG1lL8GCqhLEVGjVhn4oSHAYhQliDFsOFRQmCLEcChIcR2GCmIK9VCsIaRNataEXChI2gMIEMTVbCBZUlSDG4qmNP+wBbZFtI2x1O+2a6nKU3DqDqod3wXNwhKcsHN4BkeA7ilp/MDEZ2sKbENIc+kSwIbZWmSi+dQbnUj9C0a1TcOALoK5T4mbWHpxP/QSPK4ut3T27xaVqBVUliFFoaEMvVJGwMbZSmZDfv4mbWbvh17E/gru/BL6jEABQU/0AV9O/xeX/bkbv2H+AzxdYuaeE7dWKqm3+aPd6obW7QTjI2JUXtGqDECsqvHECLhI/dOqVoAkRACB28UJYv0QonzzEg7sXrNhDogtbqxVUmSAGoX0k9EJBwgZxfYiDYRhUFOfAOzAKPF7TX1Gndt5w9QxCRck1K/SOtAWbggWFCULMg4KEjeJ2mGDAMGo48IXNtuA7iqBW11mwT8QU2BIqCNEHbUilHwoSNoyrYYLHc0A7jw6oKLqi8/5a5WNUluXB1SPAwj0jpmSNagVVJUib0GRLvVCQsHGup25BVK6ydjfaTNYpBhUl13C/IEvrdkZdh5vZe8EA8Al61jqdI2ZhqWBBYYIQ06JVG3ZA8KAagIvmZ4Un+1c6eAf2hvz+TVw/+wNKbmfAwy8cdbU1uJ9/HorHFQh9dgKE4nbW7iYxI7avBiG2j1Zt6IeChJ0QPKiGyqs+TDSuULA1VPB4Dngm6jW4+4aiKO8U8q8cqt+Qyi8cXZ79C9p5dLB2F4kFPV2hMDZY0JJQohdjV17YyaoNChJ2gHe/Aoy3h1aYaMDmUMHj8eAdEAnvgEhrd4WwDFUrCGEP+j/QztQPc+gmKldpDkK4wtC5FTRXgrSGVm3oh4KEHWopTDSgUEG4qi3BgsIEaRGt2tALDW3YKV3DHM1h8/AHIa0x9fwKQog2+j+KtAlVKgjXPV2toKoEaQ4NbeiHgoSd4N2vaHKbPkMcLWkcKihYEC5qCBS1G/ys3RXCRmrG+MMOUJCwc8aGicYoVBAuozBBmqA5EnqhIEFMGiYaUKggXERhgpC240yQGD16NAIDAyEWiyGTyZCYmIjCwpY3lCkpKcHkyZPh7+8PZ2dnxMXFITc3t0m706dP44UXXoCLiwvc3d0xePBgPHnyRHN/cHAweDye1rFgwQKtc+Tn52PUqFFwcXGBVCrFzJkzoVQqTfPiLcAcYaIBhQrCJRQmSAMejJwjYe0XYCGcCRJDhgzBjh07kJOTg927d+PmzZsYO3Zss+0ZhkFCQgLy8vKwf/9+ZGVlISgoCMOGDUN19R9/NE+fPo24uDjExsYiIyMDZ8+eRVJSEhwctN+a5cuXo6ioSHO8//77mvvq6uowcuRIVFdX4+TJk9i+fTt2796NOXPmmP6NMIKueRKNmTNMNKBQQbjg5kfh1u4CYYOGnS2NOewAZ5Z/Jicna/4dFBSEBQsWICEhASqVCgJB0yWJubm5SE9Px6VLlxAREQEA2LBhA3x8fLBt2zZMmzZNc96ZM2dqVRg6d+7c5Hyurq7w89P9TSU1NRVXrlxBQUEB/P3rZ4CvWbMGkydPxsqVK+Hm5mb4C7ewtiwLNRYtKyVsdvOjcITMv2rtbhDCepypSDRWXl6OrVu3IiYmRmeIAACFQgEAEIvFmtv4fD6EQiFOnjwJACgtLcWZM2fg4+ODmJgY+Pr6YtCgQZr7G/voo4/g5eWFXr16YeXKlVrDFqdPn0a3bt00IQIAhg8fDoVCgXPnzjX7OhQKBSorK7UONrBEZeJpVKkghLANLf/UD6eCxPz58+Hi4gIvLy/k5+dj//79zbYNCwtDUFAQFi5ciIqKCiiVSnz44YcoLi5GUVERACAvLw8AsHTpUkyfPh2HDh1C7969MXToUK25FLNmzcL27dtx7NgxJCUlYd26dXjrrbc09xcXF8PX11fr+T08PCAUClFcXNxsH1NSUiCRSDRHQECAQe+LraFQQdiChjjsHK3a0ItVg8TSpUubTGJ8+sjMzNS0nzdvHrKyspCamgo+n4+JEyeCaWYMSiAQYPfu3bh+/To8PT3h7OyMtLQ0xMfHg8/nAwDU6voNad58801MmTIFkZGR+PTTT9GlSxd8/fXXmnMlJydj0KBB6NGjB6ZNm4aNGzdi8+bNePDggaYNj9d0Wg3DMDpvb7Bw4ULI5XLNUVBQ0LY30ACtzZNoYI2qhC4UKoi1UZggpGVWnSORlJSEcePGtdgmODhY82+pVAqpVIrQ0FCEh4cjICAA6enpiI6O1vnYqKgoZGdnQy6XQ6lUwtvbG/369UOfPn0AADKZDADQtWtXrceFh4cjPz+/2T71798fAHDjxg14eXnBz88PZ86c0WpTUVEBlUrVpFLRmEgkgkgkav7FW5kl50vog+ZUEGuh+RL2iccw4BkxYdKYx3KJVSsSUqkUYWFhLR6N5zg01lCJaJgL0RKJRAJvb2/k5uYiMzMTL7/8MoD6kOLv74+cnByt9tevX0dQUFCz58vKygLwRxCJjo7GpUuXNEMmQP0ETJFIhKioqFb7x2ZsqUw8jSoVxNKoMmGH1CY4jJCSkgIej4d33nnHuBOZGSdWbWRkZCAjIwMDBw6Eh4cH8vLysHjxYoSEhGhVI8LCwpCSkoIxY8YAAHbu3Alvb28EBgbi4sWLmDVrFhISEhAbGwugfjhi3rx5WLJkCXr27IlevXrh22+/xbVr17Br1y4A9RMp09PTMWTIEEgkEpw9exbJycmafS0AIDY2Fl27dkViYiI++eQTlJeXY+7cuZg+fTqnVmw0h22ViadRpYIQYmvOnj2LL7/8Ej169LB2V1rFiSDh5OSEPXv2YMmSJaiuroZMJkNcXBy2b9+uNTSQk5MDuVyu+bmoqAizZ89GSUkJZDIZJk6ciEWLFmmd+5133kFNTQ2Sk5NRXl6Onj174vDhwwgJCQFQP/zw448/YtmyZVAoFAgKCsL06dPxj3/8Q3MOPp+Pn3/+GW+99RYGDBgAJycnjB8/HqtXrzbzO2M5bA8TDShUEHOiIQ77Yq2hjaqqKkyYMAFfffUVPvjgA4Of31J4THOzFYnFVVZWQiKRYJjPNDg6CM36XIy3h0GP40KY0IVCBTElChPWo6xSYvvQ7yGXy81W8W34LH5+4GI4OuoeXtdHbW0NTpxcjoKCAq2+tjY/btKkSfD09MSnn36KwYMHo1evXli3bp3B/TA3Ti3/JNbH1jkTraE5FcSUaL6EnTDRzpYBAQFaS/1TUlKafcrt27fj/PnzLbZhG04MbRB24cowR3OeDhNUrSCGoGEOoi9dFYnm2s2aNQupqanNLjRgI6pIELtH1QpiKKpM2DZT7Wzp5uamdTQXJM6dO4fS0lJERUXB0dERjo6OOH78OP75z3/C0dERdXV1Fnz1+qOKhJ3i3a8weJ4EwP2qRHNosiYhRMPYC2+18bFDhw7FxYsXtW6bMmUKwsLCMH/+fM1mimxDQYIYzNAwUVVVjIK7p/CgPAeMug6uru3Rvn1/SL3CWtwJ1NIoVBB90BAHMRVXV1d069ZN67aGy0I8fTub0NAGMUpbJ1/ev38FZ8/9C+UVufDzjURAwADU1tXg4qV/I/fGwWa3PLc2Gv4gLaEhDtvEUxt/2AOqSBCj6VuZUCof4fLVHyGVhiMi/DU4ONT/+gUHDcG9e2eQk7sfEkkQfH3YvQELVSqILlSZsEEWHtrQJS0tzehzmBtVJIhJ6FOZKCw6B4BBWGiCJkQ0aN++H9zdO+LuvdNm6qF5UKWCNEaVCWKPKEjYMX2vBKqv1sJEZWUB3N07QSBw1nm/tzQClZUFrB3eaA2FCgJQmLApdBlxvdDQBjGploY5eDwe1HXN/5FVq2vB4zmwasKloWj4gxDuo6t/6ocqEsRiPD064+HD26ipedjkPoZhUFJyAZ4ez1i+Y2ZGlQr7Q1UJYk8oSBCTa26Iw9e3FwQCZ1y6/AMUikrN7XV1KuTeOIiq6iIEdBhoqW5aBYUK+0FhwgaYaItsW0dDG3bO2I2pmqNriMPRUYSePSbjwu/f4FT6J/D07AxHvgjlFblQqZ4gtPNoeHh0Mnlf2IqGP2wfreTgOAaAMUs47SNHUEWCjWpL71u7CyahqzLh5toe/Z+djZBOw6GuU6FGIYefbyT6P5uMDu37W6GX7ECVCttFlQnuapgjYcxhD6giQcxKV2VCIHBCYMBABAbY9jCGoahSYXuoMkFsGQUJYjSGYVCnVsHBwREOvKZFLlu9LoclUKggxIoYGLkhlcl6wmoUJFiqtqQUjr4+1u5Gi2rrFLhVlo675VlQ1laDx+PD160LOnrHwM3JV6sthQnj0eXPuY2qEhzEgp0tuYDmSBCDNqZS1dUgI+873Ck7A1+3MPQISEBn30GofFKEMze/wYOq200e09brcpCW0bwK7qH5EsQWUZBgsdqSUmt3oVm5xWl4oqxEv5DJ6No+DjL3CHT0jkZM5+nwcAnA7wX7oFbXNXkchQnzoFDBHRQmOERtgsMOUJAgbVarVqLw4UUESvvAVaw9/MJ3EKCLbBiUtdUofXTdSj20bxQq2I/CBDfQqg39UJBgOTZWJZ4oH6JOrYS0ne49H1zFPhALXPHoSYnO+6kqYTkUKtiLwgSxFRQkCIC2zZPg8+on+anqnui8X62uQ22dsskVPhujMGF5FCoIaSPa2VIvFCRsBMOooVQ/QR1j/j8STkJ3tBN54255ts77iyuvolatgI9baIvnoTBhPRQq2IGqEixHQUIvtPyTA1paCqpSK5BXfR53H1+FiqkBAHiLgtDJJQoeQj+z9IfH46Gjdwwu3t2P68XH0Ml7ABz5QjAMg7JHN3D13iF4uz7TZP6ELrQs1PporwrromWhhOsoSHCYSq1ARvk+PK6rRAencHgK/aFQP0bB48vIKN+HXu7D4SvuaJbn9vfohpraSuQWp6HgwTm4OvmiRvUIT5QV8HQJRveAl/U+F4UJ9qBQYR0UJliK9pHQCwUJjtBVlbhRdRZP6h6hv+ercBV4am7v4BSOCw9TcVF+FFLRRM2cBlPr5B0DmSQC9you4LGiHO1EUvi5vwQP5wDweLw2nYvCBPtQqLAsChMspAbQto+ypo+3AxQkOKqOqcW9J9cQ6NxNK0QAgAOPjy6uA3Ci7HsUPbmJDs5hep3TkCuBOgkleMb3+TY9pjkUJtiLQgWxR8Yu4aTln4TVFHXVqGWU8BJ20Hm/s6MbnPnuqKp9YOGeEVtHEzXNhyZfEi6iIMFC5ShFJVMO5qk023hPCQdefTFJqW5mCSajhkpdY7ZhDXOhlRzcQqHC9ChMsAit2tALBQkW+h2nkYGjOIVDKGbydbYR810gEfii4MmVJoEDAEoVeVAxNfAV6940is0oTHAThQrToTDBEmrG+MMOcCZIjB49GoGBgRCLxZDJZEhMTERhYWGLjykpKcHkyZPh7+8PZ2dnxMXFITc3t0m706dP44UXXoCLiwvc3d0xePBgPHlS/00/LS0NPB5P53H27FnNOXTdv3HjRoNeaz8MQxQGoR0kuIQM3GXyNPc1rkqEuPRGufIerlSegFJdv/STYRiU1NzCJflxSIWBcBNI2/TchlzAyxwoTHAbhQrjUZggXMGZyZZDhgzBu+++C5lMhnv37mHu3LkYO3YsTp06pbM9wzBISEiAQCDA/v374ebmhrVr12LYsGG4cuUKXFzqJ/WdPn0acXFxWLhwIT7//HMIhUJcuHABDg71GSsmJgZFRUVa5160aBGOHDmCPn36aN2+ZcsWxMXFaX6WSCQGvVYnuMCRJ4A7I8U1nEcufocfEwDHp4YpfMQd0dVtEK5W/oZ7T67BVeAFRd1j1Kir4CXsgJ7uLxr0/GxBky9tA13+3HC0ksPKaPmnXjgTJJKTkzX/DgoKwoIFC5CQkACVSgWBoOkHU25uLtLT03Hp0iVEREQAADZs2AAfHx9s27YN06ZN05x35syZWLBggeaxnTt31vxbKBTCz++PjZ1UKhUOHDiApKSkJksc3d3dtdoai8fjoSMTjnu4hRLcRXs03RMi0DkCfuJOuPfkGqprH8JdIIOfOATuAt82L8FkIwoTtodWgBDuMHaeg30ECc4MbTRWXl6OrVu3IiYmRmeIAACFQgEAEIvFmtv4fD6EQiFOnjwJACgtLcWZM2fg4+ODmJgY+Pr6YtCgQZr7dTlw4ADKysowefLkJvclJSVBKpWib9++2LhxI9Rq4xcRi3nOEEGMGjzW3Pb0hbyEDk7o6BKJbpIhCHcbAA+hn02EiAY0zGG7aAikdTTEQdiOU0Fi/vz5cHFxgZeXF/Lz87F///5m24aFhSEoKAgLFy5ERUUFlEolPvzwQxQXF2uGKvLy6uceLF26FNOnT8ehQ4fQu3dvDB06VOdcCgDYvHkzhg8fjoCAAK3bV6xYgZ07d+LIkSMYN24c5syZg1WrVrX4ehQKBSorK7WOp6kYJZRQQghRi+cyJbbMk2iMwoTto1DRPAoTVkKrNvRi1SCxdOnSZicyNhyZmZma9vPmzUNWVhZSU1PB5/MxceJEnSsWAEAgEGD37t24fv06PD094ezsjLS0NMTHx4PP5wOApmLw5ptvYsqUKYiMjMSnn36KLl264Ouvv25yzrt37+I///kPpk6d2uS+999/H9HR0ejVqxfmzJmD5cuX45NPPmnx9aekpEAikWiOp8MJABTgBgAGPtDeL4KNlxc3NwoT9oNCRVMUJqyAVm3oxapzJJKSkjBu3LgW2wQHB2v+LZVKIZVKERoaivDwcAQEBCA9PR3R0dE6HxsVFYXs7GzI5XIolUp4e3ujX79+mkmSMpkMANC1a1etx4WHhyM/v+myyy1btsDLywujR49u9bX1798flZWVKCkpga+vr842CxcuxOzZszU/V1ZWasKEgqlBAW7gNq4hCF0g4ol1noMQW0dzKv5Aky8JG1k1SDQEA0M0VCIa5kK0pGH1RG5uLjIzM7FixQoA9SHF398fOTk5Wu2vX7+O+Pj4Js+3ZcsWTJw4sdl5GY1lZWVBLBbD3d292TYikQgiUdMhi+M4AAYMHMBHR4ShEyJ0Pr6lq4LaKpp8ad8oVFCYsChGXX8Y83g7wIlVGxkZGcjIyMDAgQPh4eGBvLw8LF68GCEhIVrViLCwMKSkpGDMmDEAgJ07d8Lb2xuBgYG4ePEiZs2ahYSEBMTGxgKoXxUxb948LFmyBD179kSvXr3w7bff4tq1a9i1a5dWH44ePYpbt27pHNb46aefUFxcjOjoaDg5OeHYsWN477338MYbb+gMCq3phG4QQwwpZBDwhG1+vK2jMEEAChXEAmj5p144ESScnJywZ88eLFmyBNXV1ZDJZIiLi8P27du1/lDn5ORALpdrfi4qKsLs2bNRUlICmUyGiRMnYtGiRVrnfuedd1BTU4Pk5GSUl5ejZ8+eOHz4MEJCQrTabd68GTExMQgPbzpOKRAIsGHDBsyePRtqtRqdOnXC8uXLMWPGDINebwA6NdkzwtIMuYCXJVGYII3ZW6igqoSFqBkYtYTTTuZI8JjmZisSi6usrIREIsFgvNymIGGu4Q02B4kGFCZIS2w9VNhjmFBWKbF96PeQy+Vwc3Mzy3M0fBYPa/83ODoYvmKuVq3AkXsbzdpXNuDU8k9CnkYrOUhLGq/+sMUVILSSw8xo+adeKEjYAHtcCtoYhQmiL1sMFRQmzIiBkUGibU+XkpKCvn37wtXVFT4+PkhISGiyGICNKEiQZrFxY6rmUJggbWVLoYLChG04fvw4ZsyYgfT0dBw+fBi1tbWIjY1FdTW7P984MdmSEELMyd4maxI9WXjVxqFDh7R+3rJlC3x8fHDu3Dk8//zzhvfDzKgiYSPsfXgDoKoEMQ2uViqoKmEGarXxhxEaViF6enqa4tWYDQUJYlMoTBBT4lqooDDBTk9fU0mfjRQZhsHs2bMxcOBAdOvWzQK9NBwFCRtCVYl6FCaIOXAlVFCYMCETrdoICAjQuq5SSkpKq0+dlJSE33//Hdu2bTP3qzQazZEgLWL7xlTNoQ2riDmxfU4FbVhlIiaaI1FQUKC1j0RrOx6//fbbOHDgAE6cOIEOHTq02JYNqCJhY6gq8QeqTBBLYGulgioT7OHm5qZ1NBckGIZBUlIS9uzZg6NHj6Jjx44W7qlhqCJBbBpVJoglsb1SQdrIwltkz5gxAz/88AP2798PV1dXFBcXA6i/8KSTk5Ph/TAzqkgQm0eVCWINbKhUUFXCOAyjNvpoiy+++AJyuRyDBw+GTCbTHD/++KOZXqFpUEXCBpn68uJcnSfRGFUmiDVZs1JB8yWMwDDGXXirjfMruHrpK6pIEEKIBVmjUkGVCWJOFCRsFE26bIqGOAjbWPKiYhQmDEAX7dILDW0Qu0JDHITNaLImy6jVAM+I3SnbOEeCq6giQewOVSYIF5ijUkFVCWIOFCRsmCmHN7h0JVB9UJggXGLKUEFhog1oaEMvFCSI3aIwQbjIFKGCwoR+GLXa6MMeUJCwcTTpsmUUJgiXGRMqKEwQU6EgQewehQliCwwJFRQmWkFDG3qhVRtEb7awMRUh9oBWf5iImgF4ltuQiquoImEHaHijdVSVILaqtUoFVSWIsShIEPI/FCaIrWsuVFCYaAbD1O8FYfBBFQliQ6gqoR8KE8RePB0qKEw0xagZow97QEGCkKdQmCD2piFQ3J3/jLW7wi5GVSPUtLMlsT2mqErY2sZUzaEwQewVhQnSVhQkCGkGhQliryhM1KOhDf1QkCCkBRQmiL2iMAEa2tAT7SPBIsz/ZvjWQgWYKcjWFt+Do4+3Uedg6hQm6g038EoVUHk6W7sbhFjc7Tkd4L8sz9rd0KKqVgL44/PSnIz9LK6FeS8NzxYUJFjk0aNHAICT+MW8T2TsVAlaAEKI/Rhq7Q7o9ujRI0gkErOcWygUws/PDyeLjf8s9vPzg1AoNEGv2IvHWCLWEb2o1WoUFhbC1dUVPB7P2t2xqsrKSgQEBKCgoABubm7W7g6n0XtpWvR+mo4h7yXDMHj06BH8/f3h4GC+0fmamhoolUqjzyMUCiEWi03QI/aiigSLODg4oEOHDtbuBqu4ubnRh7WJ0HtpWvR+mk5b30tzVSIaE4vFNh8ATIUmWxJCCCHEYBQkCCGEEGIwChKElUQiEZYsWQKRSGTtrnAevZemRe+n6dB7aRtosiUhhBBCDEYVCUIIIYQYjIIEIYQQQgxGQYIQQgghBqMgQQghhBCDUZAgJnXixAmMGjUK/v7+4PF42LdvX4vt09LSwOPxmhzXrl3T2X779u3g8XhISEjQun3p0qVNzuHn52eiV2U95ng/v/nmG51tampqtM61YcMGdOzYEWKxGFFRUfjtt9/M8RItxlrvJf1u1tP3//WHDx9ixowZkMlkEIvFCA8Pxy+/aG9VbWu/m1xHO1sSk6qurkbPnj0xZcoUvPrqq3o/LicnR2tnO2/vphcWu3PnDubOnYvnnntO5zkiIiJw5MgRzc98Pr8NPWcnc72fbm5uyMnJ0bqt8S5+P/74I9555x1s2LABAwYMwKZNmxAfH48rV64gMDDQwFdjXdZ6LwH63WyspfdTqVTixRdfhI+PD3bt2oUOHTqgoKAArq6umja2+LvJdRQkiEnFx8cjPj6+zY/z8fGBu7t7s/fX1dVhwoQJWLZsGX777Tc8fPiwSRtHR0eb+KbXmLnez9a+Fa9duxZTp07FtGnTAADr1q3Df/7zH3zxxRdISUlpc3/YwFrvJUC/m4219H5+/fXXKC8vx6lTpyAQCAAAQUFBWm1s8XeT62hog7BCZGQkZDIZhg4dimPHjjW5f/ny5fD29sbUqVObPUdubi78/f3RsWNHjBs3Dnl57Lr8sSW19n5WVVUhKCgIHTp0wEsvvYSsrCzNfUqlEufOnUNsbKzWY2JjY3Hq1Cmz951tjHkvG9Dv5h9aej8PHDiA6OhozJgxA76+vujWrRtWrVqFuro6APS7yVYUJIhVyWQyfPnll9i9ezf27NmDLl26YOjQoThx4oSmzX//+19s3rwZX331VbPn6devH7777jv85z//wVdffYXi4mLExMTgwYMHlngZrKHP+xkWFoZvvvkGBw4cwLZt2yAWizFgwADk5uYCAMrKylBXVwdfX1+tc/v6+qK4uNiir8eaTPFeAvS72UCf9zMvLw+7du1CXV0dfvnlF7z//vtYs2YNVq5cCYB+N1mLIcRMADB79+5t8+NeeuklZtSoUQzDMExlZSUTHBzM/PLLL5r7J02axLz88sstnqOqqorx9fVl1qxZ0+bnZytTvJ+61NXVMT179mTefvtthmEY5t69ewwA5tSpU1rtPvjgA6ZLly5tfn42stR7qQv9bv7h6fezc+fOTEBAAFNbW6u5bc2aNYyfnx/DMPbxu8lFVJEgrNO/f3/NN7qbN2/i9u3bGDVqFBwdHeHo6IjvvvsOBw4cgKOjI27evKnzHC4uLujevbvWN0N71fj91MXBwQF9+/bVtJFKpeDz+U2+4ZWWljb5Jmhv2vpe6kK/m394+v2UyWQIDQ3VmowaHh6O4uJiKJVK+t1kKQoShHWysrIgk8kA1JeOL168iOzsbM0xevRoDBkyBNnZ2QgICNB5DoVCgatXr2rOY88av5+6MAyD7OxsTRuhUIioqCgcPnxYq93hw4cRExNj1r6yXVvfS13od/MPT7+fAwYMwI0bN6BWqzW3Xb9+HTKZDEKhkH43WYpWbRCTqqqqwo0bNzQ/37p1C9nZ2fD09ERgYCAWLlyIe/fu4bvvvgNQP+M6ODgYERERUCqV+P7777F7927s3r0bQP0yum7dumk9R8OM78a3z507F6NGjUJgYCBKS0vxwQcfoLKyEpMmTTLzKzYvU7+fALBs2TL0798fnTt3RmVlJf75z38iOzsb//rXvzRtZs+ejcTERPTp0wfR0dH48ssvkZ+fj7/97W+We/EmZq33kn439X8///73v+Pzzz/HrFmz8PbbbyM3NxerVq3CzJkzNW1s8XeT86w9tkJsy7FjxxgATY5JkyYxDFM/v2HQoEGa9h999BETEhLCiMVixsPDgxk4cCDz888/t/gcuuZI/PnPf2ZkMhkjEAgYf39/5pVXXmEuX75s4ldneeZ4P9955x0mMDCQEQqFjLe3NxMbG9tkzJlhGOZf//oXExQUxAiFQqZ3797M8ePHzflSzc5a7yX9btbT9//1U6dOMf369WNEIhHTqVMnZuXKlVpzJhjG9n43uY4uI04IIYQQg9EcCUIIIYQYjIIEIYQQQgxGQYIQQgghBqMgQQghhBCDUZAghBBCiMEoSBBCCCHEYBQkCCGEEGIwChKEEEJM6sSJExg1ahT8/f3B4/Gwb9++Np+DYRisXr0aoaGhEIlECAgIwKpVq0zfWWI02iKbEEKISVVXV6Nnz56YMmUKXn31VYPOMWvWLKSmpmL16tXo3r075HI5ysrKTNxTYgq0syUhhBCz4fF42Lt3LxISEjS3KZVKvP/++9i6dSsePnyIbt264aOPPsLgwYMBAFevXkWPHj1w6dIldOnSxTodJ3qjoQ1CiJb79+/Dz89Pq4x85swZCIVCpKamWrFnxFZMmTIF//3vf7F9+3b8/vvv+NOf/oS4uDjNJcV/+ukndOrUCQcPHkTHjh0RHByMadOmoby83Mo9J7pQRYIQ0sQvv/yChIQEnDp1CmFhYYiMjMTIkSOxbt06a3eNcMzTFYmbN2+ic+fOuHv3Lvz9/TXthg0bhmeffRarVq3C3/72N3zzzTfo1asXPvnkE9TV1SE5ORkeHh44evSolV4JaQ7NkSCENDFixAhMnz4dEyZMQN++fSEWi/Hhhx9au1vEBpw/fx4MwyA0NFTrdoVCAS8vLwCAWq2GQqHAd999p2m3efNmREVFIScnh4Y7WIaCBCFEp9WrV6Nbt27YsWMHMjMzIRaLrd0lYgPUajX4fD7OnTsHPp+vdV+7du0AADKZDI6OjlphIzw8HACQn59PQYJlKEgQQnTKy8tDYWEh1Go17ty5gx49eli7S8QGREZGoq6uDqWlpXjuued0thkwYABqa2tx8+ZNhISEAACuX78OAAgKCrJYX4l+aI4EIaQJpVKJZ599Fr169UJYWBjWrl2LixcvwtfX19pdIxxQVVWFGzduAKgPDmvXrsWQIUPg6emJwMBA/OUvf8F///tfrFmzBpGRkSgrK8PRo0fRvXt3jBgxAmq1Gn379kW7du2wbt06qNVqzJgxA25ubjThl4UoSBBCmpg3bx527dqFCxcuoF27dhgyZAhcXV1x8OBBa3eNcEBaWhqGDBnS5PZJkybhm2++gUqlwgcffIDvvvsO9+7dg5eXF6Kjo7Fs2TJ0794dAFBYWIi3334bqampcHFxQXx8PNasWQNPT09LvxzSCgoShBAtaWlpePHFF3Hs2DEMHDgQQP24dI8ePZCSkoK///3vVu4hIYRNKEgQQgghxGC0IRUhhBBCDEZBghBCCCEGoyBBCCGEEINRkCCEEEKIwShIEEIIIcRgFCQIIYQQYjAKEoQQQggxGAUJQgghhBiMggQhhBBCDEZBghBCCCEGoyBBCCGEEINRkCCEEEKIwf4/vcu/hc8JZLEAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Run interpolation\n", + "interp_idw_k1 = xr_interpolate(ds=ds, gdf=points_gdf, method=\"idw\", k=1)\n", + "\n", + "# Plot input points over the interpolated surface\n", + "interp_idw_k1.z.plot()\n", + "points_gdf.plot(ax=plt.gca(), column=\"z\", edgecolor=\"black\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "While higher values of `k` can produce smoother (but more generalised) results:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Run interpolation\n", + "interp_idw_k15 = xr_interpolate(ds=ds, gdf=points_gdf, method=\"idw\", k=15)\n", + "\n", + "# Plot input points over the interpolated surface\n", + "interp_idw_k15.z.plot()\n", + "points_gdf.plot(ax=plt.gca(), column=\"z\", edgecolor=\"black\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "IDW interpolation also supports restricting interpolation to points located within a certain distance of each pixel using the `max_dist` parameter.\n", + "\n", + "For example, we can include only points located within 3 km of each pixel in the IDW calculation:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Run interpolation\n", + "interp_idw_maxdist = xr_interpolate(ds=ds, gdf=points_gdf, method=\"idw\", max_dist=3000)\n", + "\n", + "# Plot input points over the interpolated surface \n", + "interp_idw_maxdist.z.plot()\n", + "points_gdf.plot(ax=plt.gca(), column=\"z\", edgecolor=\"black\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Radial Basis Function interpolation\n", + "\n", + "Radial Basis Function (\"rbf\") interpolation also works by estimating unknown values at unsampled locations using a weighted sum of known data points, with weights determined by a radial basis function that decreases with distance, ensuring a smooth and continuous surface." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Run interpolation\n", + "interp_idw_rbf = xr_interpolate(ds=ds, gdf=points_gdf, method=\"rbf\")\n", + "\n", + "# Plot input points over the interpolated surface \n", + "interp_idw_rbf.z.plot(cmap=\"viridis\", vmin=1, vmax=18)\n", + "points_gdf.plot(ax=plt.gca(), column=\"z\", edgecolor=\"black\");" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "RBF interpolation can be slow for large datasets, however.\n", + "To improve performance, use the `factor` parameter to calculate the interpolation on a lower resolution version of the satellite data pixels first (e.g. `factor=10` = 10 times lower resolution), then up-sample this to the original higher resolution as a final step." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Run interpolation\n", + "interp_idw_rbf = xr_interpolate(ds=ds, gdf=points_gdf, method=\"rbf\", factor=10)\n", + "\n", + "# Plot input points over the interpolated surface \n", + "interp_idw_rbf.z.plot(cmap=\"viridis\", vmin=1, vmax=18)\n", + "points_gdf.plot(ax=plt.gca(), column=\"z\", edgecolor=\"black\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Combining interpolated data with satellite data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have spatially interpolated our points into the same pixels as our satellite dataset, we can more easily use the data for analysis.\n", + "\n", + "For example, we could extract areas of satellite pixels where our interpolated variable of interest \"z\" is likely to be greater than 10:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAf4AAAHUCAYAAADbWEp1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOx9ebyVVfX+c+Z5uPPAcFGUQcBZETWVRMUxTCvLcNb6lplmJYoIgoqampaRlqYNZmUqmpYhCpbzbCqKDArIcC93OvN89u+P+3v2We97LwhcQJB3+TkfL+e8w9773e9eaz3rWWvblFIKllhiiSWWWGLJLiH2z7sBllhiiSWWWGLJ9hNL8VtiiSWWWGLJLiSW4rfEEkssscSSXUgsxW+JJZZYYoklu5BYit8SSyyxxBJLdiGxFL8lllhiiSWW7EJiKX5LLLHEEkss2YXEUvyWWGKJJZZYsguJpfgtscQSSyyxZBeSnUbxv/jii5gxYwa6u7t7/XbUUUfhqKOO2u5t2h7y0Ucf4cc//jEOOOAARKNRVFdX47DDDsPf//73Po9va2vDOeecg9raWvj9fowbNw7PPPOM4Zh4PI7rr78eRx11FBobGxEMBjFmzBjcdNNNyGazva5ZKBRw7bXXYsiQIfB4PBgxYgR++ctfblY/NqVdQM+ztNlsvT4TJ07crPv98pe/xIgRI+DxeLDbbrvh2muvRaFQ2KR78bNu3TrMmDFjo8fww/l3zz33YNKkSRgyZAh8Ph/22GMP/N///R/Wrl3bq40XXHABRo8ejWg0Cp/Ph2HDhuEnP/kJ2tvbN6uvlG9/+9uw2Ww46aSTev2WSCRwySWXYMCAAfB4PBg2bBhuvvlmlEqlrX6vP/zhDzjjjDMwfPhw2O12DBkyZIvuAQCLFi2Cx+OBzWbD66+/3uv3BQsW4JhjjkF9fT2CwSD23ntv/OIXv+izX/Pnz8e4cePg9/tRW1uLc845B21tbb2O29T5PmTIkA3OB6/Xu9XG5P777zdce0vnx84mNpsNM2bM2C73Ouecc/o1T3c6UTuJ/OxnP1MA1Mcff9zrt/fff1+9//77279R20F++ctfqhEjRqjrr79ezZs3T/3zn/9UZ599tgKgrr32WsOx2WxWjR49Wg0cOFD96U9/UvPmzVNf+cpXlNPpVAsXLtTHvfvuu6q2tlZddtll6rHHHlPPPPOMmjFjhvJ6veroo49W5XLZcN0LLrhAeTwedfPNN6sFCxaoKVOmKJvNpq6//vpN6sOmtksppY488ki1++67q5deesnw+eCDDzZ5zK677jpls9nUlVdeqRYsWKBuvvlm5Xa71YUXXmg47v333+91n2eeeUa5XC51yCGHKKWUWrVqleH3Rx55RAFQP/jBDwzfc/41NzerM888Uz3wwANq4cKF6u6771YDBw5UTU1Nat26dYb7n3HGGeqOO+5QTz75pHrmmWfUTTfdpMLhsNprr71ULpfb5P4qpdQTTzyhAoGACofD6sQTTzT8VigU1NixY1VVVZW688471bx589SPfvQjZbPZ1A9+8IPNus9n3UsppSZMmKBGjx6tvv3tb6s99thDtbS0bPY9lFKqWCyqsWPHqubmZgVAvfbaa4bfn376aWW329VRRx2l5s6dq55++mn1gx/8QAFQl1xyieHYhQsXKqfTqb7yla+oefPmqT/96U9qwIABavTo0SqbzRqO3dT5/uabb/aaP3/9618VAHXGGWdstTG57777FAD1yCOPqJdeekkVCoVNPndnFgBq+vTp2+VeS5cuVW+++eZ2udeOIF8Ixf9FlvXr1/dSxEopdeKJJyq/329YtH71q18pAOrFF1/U3xUKBbXXXnupgw8+WH+XTCZVMpnsdU2O8X//+1/93XvvvadsNpu64YYbDMdeeOGFyufzqY6Ojs/sw6a2S6kexT9q1KjPvOaGpL29XXm9XnXRRRcZvr/++uuVzWb7TAPx/vvvVwDUPffc0+fvH3/8sQKgfvazn/X5e2tra6/vXnvtNQVAzZo16zPbP2fOHAVAPfPMM595LKW7u1sNGDBA3XbbbaqlpaWXMn7wwQcVAPXwww8bvr/ooouU3W5XH3744Va7l1JKlUol/feJJ564xYr/Zz/7mRowYIC64447+lT8Z555pvJ4PL3m8rHHHqvC4bDhu4MOOkjttddeBqX5wgsvKABqzpw5+rv+zvcZM2YoAGr+/PmG7/szJlT8u9ratz0V/64mOwXUP2PGDPzkJz8BAOy2224a8lq4cCGA3lD/J598ApvNhp/97Ge46aabNOx61FFH4aOPPkKhUMCUKVPQ3NyMSCSCU089tU/I769//SvGjRuHQCCAYDCI4447Dm+99db26LKW2tpa2Gy2Xt8ffPDBSKfT6Ozs1N89+uijGD58OMaNG6e/czqd+Pa3v41XX30Vq1evBgAEAgEEAoE+rwkAq1at0t/NnTsXSimce+65hmPPPfdcZDIZPPXUU5/Zh01t19aQp556Ctlsts/2KqUwd+7cjZ5/7733IhgM4hvf+MYW3b++vr7XdwcccAAcDodhXDckdXV1AHrGZ1Pl8ssvR1NTEy655JI+f3/hhRdgs9lw/PHHG74/6aSTUC6X8eijj261ewGA3d7/ZWXJkiW45pprMGfOHITD4T6PcblccLvd8Pl8hu+j0agBal+9ejVee+01TJ482TCuhx56KIYNG2bof3/mu1IK9913H3bffXd8+ctfNvy2NcakL3nrrbdw0kknob6+Hh6PB83NzTjxxBPx6aefGto1Z84c7LvvvvD5fKiqqsLpp5+O5cuX97reU089haOPPhqRSAR+vx8jR47E7NmzDcc8/vjjOmQSCoVwzDHH4KWXXjIcwxDZ+++/j29+85uIRCJoaGjAeeedh1gsZjg2Ho/jwgsvRE1NDYLBICZOnIiPPvqoV9vWr1+Piy66CIMGDYLH40FdXR0OO+wwzJ8/f6NjtCnn9QX122w2XHzxxfjjH/+IkSNHwu/3Y5999sETTzzR6x4ffvghvvnNb6KhoQEejweDBw/GWWedhVwut9G2fV6yUyj+Cy64AD/4wQ8AAI888gheeuklvPTSS9h///03et6vfvUrvPDCC/jVr36Fe+65Bx9++CFOPvlknH/++Vi/fj1+97vf4eabb8b8+fNxwQUXGM694YYb8M1vfhN77bUX/va3v+GPf/wjEokEvvSlL2HRokWf2eZisbhJH7WFmyMuWLAAdXV1BkXz3nvvYe+99+51LL97//33N3rNZ599FgAwatQowzXr6urQ2NjY5zXfe++9z2zr5rZr2bJlqK6uhtPpxNChQzF16lRkMpnPvI9sz5gxYwzfNzU1oba2dqPtXbJkCf773//ijDPOQDAY3KT7bYo899xzKJVKhnGVUiwWkUql8MILL2DatGk4/PDDcdhhhxmOkTwCKfPnz8cf/vAH3HPPPXA4HH1eP5/Pw263w+VyGb73eDwAgP/9739b7V5bQ5RSuOCCC3DSSSfhlFNO2eBx3/3ud5HP53HJJZdgzZo16O7uxh//+Ec8+uij+OlPf6qP4zPf0ByUc6I/833+/PlYsWIFzjvvvD6N9a0tqVQKxxxzDFpbW/GrX/0KTz/9NG6//XYMHjwYiURCH/ed73wHl156KSZMmIC5c+dizpw5eP/993HooYeitbVVH3fvvffihBNOQLlcxl133YV//OMfuOSSSwxGxJ///Gd85StfQTgcxoMPPoh7770XXV1dOOqoo/D888/3auNpp52GYcOG4eGHH8aUKVPw5z//GZdddpn+XSmFSZMm4Y9//CMuv/xyPProozjkkEN6GakAMHnyZMydOxfXXHMN5s2bh3vuuQcTJkxAR0fHRsdpS88DgCeffBJ33nknZs6ciYcffhjV1dU49dRTDUbTO++8g4MOOggvv/wyZs6ciX/961+YPXs2crkc8vn8Z97jc5HPD2zYPNkY1H/kkUeqI488Uv+bcOw+++xjgNhuv/12BUCdcsophvMvvfRSBUDFYjGllFIrV65UTqezV/wzkUioxsZG9fWvf32jbeX9N+WzYMGCzRsIpdRvf/tbBUDdcccdhu9dLpf6zne+0+v4F198UQFQf/7znzd4zXfeeUf5fD516qmnGr4/5phj1PDhw/s8x+1294LU+5LNadfUqVPVnDlz1LPPPquefPJJdfHFFyun06mOOOIIw7PckFx44YXK4/H0+duwYcPUscceu8Fzr7jiCgVAvfTSSxs85rOgfrPE43E1cuRINWjQIJVIJHr9/tJLLxnmwwknnKDi8Xiv4xwOh/ryl79s+C6RSKghQ4aoK6+8Un/XF/zOeS9DOEopNW3aNAWg15j0515m2RKo/5e//KWqqqrSnAhC3WaoX6keuJ4cAADK4XCom2++2XDMAw88sMHnetFFFym3263/3Z/5/o1vfEM5HA716aefbrR/Wwvqf/311xUANXfu3A2ey/l16623Gr5ftWqV8vl86qc//alSquf5hsNhdfjhh/cZWlSqJ1zR3NysxowZY3gXE4mEqq+vV4ceeqj+bvr06QpAr2fxve99T3m9Xn2Pf/3rX32uZddff30vqD8YDKpLL710g33dkGzKeWeffXavZwJANTQ0GN7HdevWKbvdrmbPnq2/+/KXv6yi0ahqa2vb7LZ9XrLpeOJOKCeccIIBYhs5ciQA4MQTTzQcx+9XrlyJ0aNH49///jeKxSLOOussFItFfZzX68WRRx6JBQsWbPS+zc3NeO211zapjcOHD9+k4yj/+te/8P3vfx+nn366RkGkbMzT2NBvn3zyCU466SQMGjQI99xzzxZdUynVi0ktYdVNbdd1111n+O2EE07AkCFD8OMf/xiPPfYYTj31VAAwPBcAcDgc+jpbMgbFYhG///3vMWrUKBxyyCEbPH9zJJvN4qtf/SpWrFiBZ599tk8UYcyYMXjttdeQTqfx9ttv48Ybb8QxxxyDZ599Fn6/39A+s0yZMgUulwvXXHPNRttx5plnYubMmbjoootw3333Yfjw4fjXv/6FX/ziFwB6w9D9uVd/ZcWKFbjyyitx++23o6GhYaPHvvHGGzj11FMxduxY3H333QgEAnj22Wdx9dVXI5vNYtq0aYbjN/Tszd9vyfzp7OzE3LlzMXHiRAwYMGCj7d5asscee6CqqgpXXHEF1q5diyOOOAJ77bWX4ZgnnngCNpsN3/72tw3PtbGxEfvss48Ol7744ouIx+P43ve+t8E+Ll68GGvWrMGll15qmDPBYBCnnXYa7r77bqTTacO8NSM2e++9N7LZLNra2tDQ0KDX0jPPPNNw3Le+9S1MnTrV8N3BBx+M+++/HzU1NZgwYQIOOOCAXihWX7Kl5wHA+PHjEQqF9L8bGhpQX1+PFStWAADS6TSee+45nH/++TpMtzPITgH1b6lUV1cb/u12uzf6PVPZCH8ddNBBcLlchs9f//rXz0yncbvd2HfffTfpszmQ8r///W989atfxTHHHIMHHnig1wtaU1PTJ3xFHoC530DPQjt+/Hg4nU4888wzvY7Z0DVTqRTy+bw+/ve//32vsepPu6R8+9vfBgC8/PLL+jvzvX7/+9/re2WzWaTT6T7vt6F7/fOf/8S6det6hXy2VHK5HE499VQ8//zzePzxxzF27Ng+jwsEAjjwwANxxBFH4JJLLsGjjz6KV155BXffffdGr//qq69izpw5uPnmm5HNZtHd3Y3u7m6Uy2UUi0V0d3fr+GJtba2OTR9yyCGoqqrCD37wA9x2220A8JmKanPu1V/5/ve/j9GjR+O0007T9+GzTCaThvjw97//fTQ0NODRRx/FSSedhPHjx2PWrFmYMmUKZsyYoeHYmpoaANjgHJRzYlPnu1n+9Kc/IZfLbbX5sykSiUTw3HPPYd9998VVV12FUaNGobm5GdOnT9epq62trVBKoaGhodc78/LLL+u1bP369QCAgQMHbvB+HJempqZevzU3N6NcLqOrq8vwPceewvASQ3cdHR1wOp29jjOHWoAeztXZZ5+Ne+65B+PGjUN1dTXOOussrFu3bsOD1I/z+mo/+8D2d3V1oVQqbXTcdkT5Qnv8Wyq1tbUAgL///e9oaWnZ7PM/+eQT7Lbbbpt07IIFCzapBsG///1vTJo0CUceeSQefvhhbaxIGTNmDN59991e3/O70aNHG75fsWIFjjrqKCilsHDhwj4n75gxY/CXv/wF69atM7yM5muefPLJG0Q5NrddGxLpZZjvxfFmbP/dd981KNt169ahvb19g/e699574Xa7MXny5E1qy8Ykl8th0qRJWLBgAR577DEcffTRm3zugQceCLvd3ie5ScqiRYuglNIIiJRVq1ahqqoKP//5z3HppZcC6DFiFy1ahE8++QSpVAp77rkn3njjDQDAEUccsVXv1R957733sGLFClRVVfX6bfz48YhEIrqWx9tvv41vfvObvfgGBx10EMrlMj744APsvvvu+pm/++67OOGEEwzHvvvuu4Y5sanz3Sz33nsvGhoa+qxrsC2F7VVK4X//+x/uv/9+zJw5Ez6fD1OmTNHk4P/+979a6Urhd/RWZTzfLFSCfdWkWLNmDex2e5/PbWNSU1ODYrGIjo4Og5LtSynX1tbi9ttvx+23346VK1fi8ccfx5QpU9DW1rZR0uWWnrcpUl1dDYfDsdFx2yHl84wzbI784he/UADUokWLev22oRi/OQ67YMECBUA99NBDhu/NMcSPP/5YOZ1OddNNN21RW3O5nHrttdc26dNXPNcs//73v5XX61UTJkxQmUxmg8cxFezll1/W3xUKBTVq1Cg1duxYw7ErVqxQQ4YMUYMGDVLLli3b4DWZ3nTjjTcavv/Od76zyel8m9OuvuSmm276zFgmpaOjQ3m9XvXd737X8P3s2bM3mM63du1a5XQ6P5O7odRnx/iz2aw6/vjjldvtVk888cRnXs8szzzzjAKgbrnllo0et3btWrVgwYJen4aGBnXIIYeoBQsWqFWrVm3w/HK5rE477TTV3Nys0un0NrvX5sazX3rppV73IffirrvuMvAUdtttNzV69GhVLBYN17jqqqsUAPX222/r7w4++OBexzL+/etf/1p/tyXznemajJd/lmzrdL5oNKq+9rWvKaWUev755xUA9de//nWj5yQSCRWJRNQRRxyx0Rj/gAED1L777ms4JplMqvr6enXYYYfp7xjjX79+/Ub7sjkx/r5k0qRJqq6ubqPHbMp5G4rxf//73+91bktLizr77LP1v7/85S+rqqqqXn3dkWWn8fjpyd1xxx04++yz4XK5MHz4cEP8ZWvJkCFDMHPmTEydOhXLly/HxIkTUVVVhdbWVrz66qsIBAK49tprN3i+2+3GgQceuFXa8vzzz2PSpElobGzEVVddhbffftvw+1577aXTnc477zz86le/wte+9jXceOONqK+vx5w5c7B48WJD6kpbWxvGjx+PtWvX4t5770VbW5shnXHgwIHa+x81ahTOP/98TJ8+HQ6HAwcddBDmzZuH3/zmN7juuus+E6bfnHb997//xfXXX49TTz0Vu+++O7LZLP71r3/hN7/5Db785S/j5JNP/sx7VVdX4+qrr8a0adNQXV2NY489Fq+99hpmzJiBCy64oFcMFOgJUxSLxa0C055++un417/+halTp6KmpsYQngiHw/r+TzzxBH7729/ilFNOQUtLCwqFAl5//XXcfvvt2GOPPXq1xel04sgjj9TVDhsbG/uEQ71eL2pqanqhSFOnTsWYMWPQ1NSElStX4ne/+x1eeeUVPPnkk73S4fp7r0WLFunMl3Xr1iGdTutKk3vttZceg+eeew5HH300rrnmGs0d6Itf8cknnwDoSYuU79Vll12GSy65BCeffDK+853vwO/345lnnsGtt96KCRMmYJ999tHH3nTTTTjmmGPwta99Dd/73vfQ1taGKVOmYPTo0YbUvS2Z7/feey8A4Pzzz+/12+aOyebIE088gTlz5mDSpEnYfffdoZTCI488gu7ubhxzzDEAgMMOOwwXXXQRzj33XLz++us44ogjEAgEsHbtWjz//PMYM2YM/u///g/BYBC33norLrjgAkyYMAEXXnghGhoasHTpUrzzzju48847YbfbcfPNN+PMM8/ESSedhO985zvI5XL42c9+hu7ubtx4442b3Ydjjz0WRxxxBH76058ilUrhwAMPxAsvvIA//vGPhuNisRjGjx+Pb33rWxgxYgRCoRBee+01PPXUU/jqV7+6wetv6XmbI7fddhsOP/xwjB07FlOmTMEee+yB1tZWPP7447j77rsRCoWwYsUKDB06FGeffbaeL0APTwMAli5dqr87//zz8fvf/x7Lli3bIsR5k+Tztjw2R6688krV3Nys7Ha7gRG/tT1+yty5c9X48eNVOBxWHo9HtbS0qNNPP71XcY5tKbScN/QxZwWsW7dOnXXWWaq6ulp5vV51yCGHqKefftpwDMdhQx+zlZ3P59X06dPV4MGDldvtVsOGDVO/+MUvNqsfm9KuJUuWqBNOOEENGDBAeTwe5fV61ZgxY9T111/fq7raZ8kdd9yhhg0bptxutxo8eLCaPn26yufzfR47bNgwNWTIkA16OlI+y+Pf2LjKOfrBBx+o008/XbW0tCiv16u8Xq8aMWKE+slPftKnV2k+f0OyIab9//3f/+nnV1tbq0477TT1v//9b4N96M+9NjZn5dziPPwsr25jrP6HH35YHX744aq2tlYFAgE1atQoNWvWrD4LVM2bN08dcsghyuv1qurqanXWWWf1WXBpc+Z7Op3WnvLGZFPHZGP9N3v8H374ofrmN7+phg4dqnw+n4pEIurggw9W999/f69r/O53v1Njx45VgUBA+Xw+NXToUHXWWWep119/3XDcP//5T3XkkUeqQCCg/H6/2muvvXohn3PnzlVjx45VXq9XBQIBdfTRR6sXXnihz/5+lsevVE9RqPPOO09Fo1Hl9/vVMcccoz788EPD2GSzWfXd735X7b333iocDiufz6eGDx+upk+frlKp1AbHblPP64/Hr5RSixYtUl/72tdUTU2NXnPOOeccvW5x3TCf19LS0uu+rMy6LQs22ZTawkRySyyxxBJLtrncf//9OPfcc7F06VK0tLRsVnEnSyzpS77QrH5LLLHEki+K7LHHHnC5XLvMJj2WbDuxPH5LLLHEkh1YOjo68PHHH+t/77vvvpbXb0m/xFL8llhiiSWWWLILiQX1W2KJJZZYYskuJJbit8QSSyyxxJJdSCzFb4klllhiiSW7kFiK3xJLLLHEEkt2IbEUvyWWWGKJJZbsQmIp/h1Q/vOf/+Dkk09Gc3MzbDYb5s6du9nXUErhlltuwbBhw+DxeDBo0CDccMMNW7+xllhiiSWW7FRiJYPugJJKpbDPPvvg3HPPxWmnnbZF1/jhD3+IefPm4ZZbbsGYMWMQi8Wswh+WWGKJJZZYefw7uthsNjz66KOYNGmS/i6fz+Pqq6/GAw88gO7ubowePRo33XST3izlgw8+wN5774333nsPw4cP/3waboklllhiyQ4pFtS/E8q5556LF154AX/5y1/wv//9D1/72tcwceJELFmyBADwj3/8A7vvvjueeOIJ7LbbbhgyZAguuOACdHZ2fs4tt8QSSyyx5PMWS/HvZLJs2TI8+OCDeOihh/ClL30JQ4cOxY9//GMcfvjhuO+++wAAy5cvx4oVK/DQQw/hD3/4A+6//3688cYbOP300z/n1ltiiSWWWPJ5ixXj38nkzTffhFIKw4YNM3yfy+VQU1MDACiXy8jlcvjDH/6gj7v33ntxwAEHYPHixRb8b4kllliyC4ul+HcyKZfLcDgceOONN+BwOAy/BYNBAEBTUxOcTqfBOBg5ciQAYOXKlZbit8QSSyzZhcVS/DuZ7LfffiiVSmhra8OXvvSlPo857LDDUCwWsWzZMgwdOhQA8NFHHwEAWlpatltbLbHEEkss2fHEYvXvgJJMJrF06VIAPYr+tttuw/jx41FdXY3Bgwfj29/+Nl544QXceuut2G+//dDe3o5nn30WY8aMwQknnIByuYyDDjoIwWAQt99+O8rlMr7//e8jHA5j3rx5n3PvLLHEEkss+TzFUvw7oCxcuBDjx4/v9f3ZZ5+N+++/H4VCAddddx3+8Ic/YPXq1aipqcG4ceNw7bXXYsyYMQCANWvW4Ac/+AHmzZuHQCCA448/Hrfeeiuqq6u3d3csscQSSyzZgcRS/JZYYokllliyC8lOk853yimnYPDgwfB6vWhqasLkyZOxZs2ajZ7T2tqKc845B83NzfD7/YZcd7MopXD88cf3KpG7cOFC2Gy2Pj+vvfaaPq6v3++6666t0ndLLLHEEkss2Vqy0yj+8ePH429/+xsWL16Mhx9+GMuWLdtoXrpSCpMmTcLy5cvx2GOP4a233kJLSwsmTJiAVCrV6/jbb78dNput1/eHHnoo1q5da/hccMEFGDJkCA488EDDsffdd5/huLPPPrv/HbfEEkssscSSrSg7Dav/sssu03+3tLRgypQpmDRpEgqFAlwuV6/jlyxZgpdffhnvvfceRo0aBQCYM2cO6uvr8eCDD+KCCy7Qx77zzju47bbb8Nprr6GpqclwHbfbjcbGRv3vQqGAxx9/HBdffHEvQyEajRqO3Vwpl8tYs2YNQqFQn0aIJZZYYsmuLkopJBIJNDc3w27fdr5rNptFPp/v93Xcbje8Xu9WaNFWFLUTSkdHh/r617+uDjvssA0e87///U8BUEuXLjV839jYqM4++2z971QqpUaOHKnmzp2rlFIKgHr00Uc3eN2///3vym63q5UrVxq+B6AGDBigampq1IEHHqh+/etfq1KptNF+ZLNZFYvF9GfRokUKgPWxPtbH+lifz/isWrVqo+trfySTyajGesdWaWdjY6PKZDLbrK1bIjuNxw8AV1xxBe68806k02kccsgheOKJJzZ47IgRI9DS0oIrr7wSd999NwKBAG677TasW7cOa9eu1cdddtllOPTQQ/GVr3xlk9pw77334rjjjsOgQYMM38+aNQtHH300fD4fnnnmGVx++eVob2/H1VdfvcFrzZ49G9dee22v71etWoVwOAwAuPXWW1EoFNDV1QWn0wmv1wuHw6F5BMViEXa7HV6vFzabDdlsFjabDblcrpeV6fF4UCgU9Dm5XM7wm1IKLpdLf18ul+FyuTT6oJTSFnY+n0ehUIDP5wMAlEolFAoFuN1uXWSoWCzCZrNBKQWlFJxOJ0qlkm4/v8tmswBgaC/vabPZDOcUi0V9XQBwOp1QSqFQKOjj3G43isUiSqUSvF4vMpkMXC4X8vk83G43nE4nCoUCPB6PoV/lchk2mw3lchlKqT7/Zv+LxaK+Fu/Pe3M8SqWSbkcgEEB3dzeKxSIKhYLuW2NjI3K5nB57pZR+PuVyGel0Gna7HYFAQI8r28kxzOVy8Pl8KBQK+rtSqQS73a7HqaOjA3V1dUgmk8jn8/B4PHA4HLqdPI7XdzqdSKVSeh4CPWiX3W7XbctmswgEAigUCnoc3G63bgPbyDHmd0opw1jyemw3x9rpdKJYLGL9+vUIBALI5/MolUrIZDJwu92or6+HUgqZTAbd3d2or6+HzWZDOp1GuVwGAPh8Pvj9fhQKBT1u8p785HI5eDweZDIZOBwOhMNhlEoluN1u5HI5pNNpuFwu2O12tLa2Yvfdd8f69euRyWRQW1sLv98P9f950nKuyL5KFI/PRyml5yXfOR7LPvBd4njJd5+/8Zoul0u3W85bnse5yvfd3D6+87wmz+WY8Rj5/nIO8TnbbDZDfx0OB3K5HBwOh2FdKBaL8Hq9es7zXrymzWbTRcqUUnq+5nI53HrrrQiFQthWks/nsa6thBVvDEE4tOWoQjxRRssBnyCfz+9QXv/nyuqfMWNGn4pPymuvvaZj6e3t7ejs7MSKFStw7bXXIhKJ4IknntggLP7GG2/g/PPPxzvvvAOHw4EJEybol+ef//wnHn/8cVx++eV46623dNW7vnbDo3z66adoaWnB3/72t8/cLvfWW2/FzJkzEYvFNnhMLpczKN94PI5BgwYhFosZFtwZM2boF5QvG18+Lrg2mw0ejwflclkvXnz5qLwLhYI+liKNAIZM0um0Pp/XTCaTCIVCKJVK8Hg8SCaT+qXNZrNwuVzIZrPwer16gczn8yiXyygUCvD7/XoxkcqR96ZBUyqVDEqCioh9oeFCg8Dr9Wolxb7mcjlkMhnk83lUVVXB6XTqhcfprNi6PJ9jCkCPMz+8DxdELnDFYlEraofDAfkacbHKZrPw+XzIZrN63DgmPp9PK2sueOxzqVTSY8nx4z24YNtsNmQyGd1+aRTwfD4nGjp2ux2lUgl+v18riXw+r+eT2+3WxgPb4fP5UCqVkM/noZSC1+vVBk0gENBtkUqI4yINACpau92u54H8XRpfUmlwztPQ6O7uBgBUVVUZxpzn2e12bTBkMhl4PB6tYO12uzYaeH+bzQav14tUKqWVSnV1te6/x+NBNpvVY5TNZhEMBpHJZBCPx/Ucqq2tNSh7aVjyWtJY4xzimDmdToPBwOfudruRz+f1u85rSYi7WCzC4/Egl8vpd4ZzgfNKjjvnLN8LzlmpqKVBIo1DtoHKmnOLfeI7w2fId4vHS8eCaxbvxfs6nU4NsdO4pmPhdDoRj8dxyy239Font6bE43FEIhF0fLRbvxV/zbCPt2lbt0Q+V4//4osvxhlnnLHRY4YMGaL/rq2tRW1tLYYNG4aRI0di0KBBePnllzFu3Lg+zz3ggAPw9ttvIxaLIZ/Po66uDmPHjtWGxLPPPotly5YhGo0azjvttNPwpS99CQsXLjR8f99996GmpgannHLKZ/btkEMOQTweR2trKxoaGvo8xuPx6MVhYzJjxgxcd9112quVyp6LQi6X04t6IBBANpvVLxIXTul98WWNx+Nob2+Hz+dDc3OzXnicTidcLlcvxZNMJuHxePTix4WG7aLQO+PilU6nDYaK9AhpKPAabCu9ZbM3woWR96G3XCwWkc/nYbfb4XK5EAwGtRJwu91wOBx6MeNY8De5QMm2se9c0KnU7HY7CoWCHgM+Sy4YNKSIxuTzeW08ESUBKopNLpxKKfh8Pq2UucjLdgDQhoHZ8CXCkM/nkc1mNWeE45JOpxGJRFAsFhEKhbTxJxUDAG1ccPEFeowZevbxeFyPq3kOyLnG/5sVGwB9X3r40jsFoDk8VMLNzc3o7OyE3+/XyiGVSuk2ct5K44EoGA2uXC6nxzQUCsFut2tDiwhUOBw2eNxUwA6HA62trbDZbHpe8zcayQA08kUxK2qXy9UnKsbfeY6c29IjlsdTeXo8Hv3OSU+Z84rjyPeExh8NBj4Xt9utUTL+xvdcojjsN8fM6XTq+5qNPdluoiNctwBo54RGhjSmpZEhkY/tISVVRqkfrnFJlT/7oM9BPlfFT0W+JcJJIT3mDUkkEgHQQ/h7/fXXMWvWLADAlClTDCQ/ABgzZgx+/vOf4+STT+51v/vuuw9nnXVWn2RCs7z11lvwer29jIotlauvvhpXX321XlD4clBhOhwOA9xNSJneHZWuXNxLpRIikQj8fj+6u7uRSCTgdDoRCoX0uKbTaQQCAbhcLq3Ec7mcVpb0gKnAeQ++oFwMc7kcgsGg9sq4sJgXO8LgVK5cwCWcyXOobNg3XtfpdGqvTi4s+XweH3zwAfbbbz+Uy2Wt9PP5vF7k3G73BiFVuSBRsdM44oLLf1MZZrNZrfwdDgfWr1+Puro63b6+IFyJMNBz5JhK74tem/Tg2K9isaiVEmFseoFEZ2w2G9avX6+ViNvtRiAQQLFYNBiLNIBkCIeKjs+/q6sL4XBYP3+5SEu0ikgKjUsJoUtlQQOC85vtsNls+p3ib16vF16vV7ebCEUulzPMXa/Xq+cXx4FzKhAIIB6P69AFDUoJMVPh+/1+/a4wPECjinNF9oNz1gy7y7GVBi8NAbaPv7MdfA4AkMlk4PP5DEiJ2eCncAzo6dPokIYox4bvoDSE2Re+lxwbvvuyj5yXNKo4PjyP84brFtvP94fvAd8hjoU0JLaHlKFQxpZr/v6cuy1lp4jxv/rqq3j11Vdx+OGHo6qqCsuXL8c111yDoUOHGrz9ESNGYPbs2Tj11FMBAA899BDq6uowePBgvPvuu/jhD3+ISZMm4dhjjwUANDY29snCHzx4MHbbbTfDd88++yw+/vhjnH/++b2O/8c//oF169Zh3Lhx8Pl8WLBgAaZOnYqLLrpokzz6TZXrrrsO06ZNAwCtkMyLZqFQQC6XQygUQj6fRzqd1nAnF1/GjakUbDabjpcFg0GtMBKJhF6YgJ54KV9kKhNpSNDq5/2kd02Yi/E+8g0Ih9MTIezK8ySsz/vz3xTp9fK6XJyAHk+DsDgVvNfr1bFfGROnQgOMnhevw5gyAAMcyfvT65SeHxW2y+VCTU0NEokEgsGgVtJst/R4eF/C9mwPFY+M59psNqRSKXi9XuRyOW2IEJqnUqd3xufAhZyLKtvJcacSJPrgcDiQyWQQCASQTCYNvAu3261DGvTq5LgBldAOj6EHLg0EM3ohFatUJpyTvL40MtkOaezKsAKNLrvdjkQioZWPjI9T+fPYRCKhFRONsUQiAZfLpREeIjCST0IjSCpgORbsl2ynmQ9gjpfTeDI/V6ICVI4yTMZ3VHJWOOf4faFQQCAQ0OPNsA/nhzyOc16+h2w7AH0M+yTfMxpjnNcSnZBevhwTOQ4bCu1asumyU+Tx+3w+PPLIIzj66KMxfPhwnHfeeRg9ejSee+45g2JdvHixIaa+du1aTJ48GSNGjMAll1yCyZMn48EHH9yiNtx777049NBD9S53UlwuF+bMmYNx48Zh7733xh133IGZM2fi1ltv3aJ7bUxmzZqlXzAJgUvSGD0yeu9cWKlcCddLj5H9kPFoj8cDv9+v49HZbNagrLLZLGKxmH6BgQpUzVg2F2V6GJlMxqA0qJgcDge8Xq82OqhQqNTp0QE9exkAFXSAfaBCoRIgjCxjykOHDsWqVau05yRJTFxQ0um0/p1jw3aXy2UN2wMV5cyxZdwXqKAqXECpMPx+v4bR6dlls1kNo1N4HseDz4Ln8D7pdBqpVApdXV0GhUJlBUArOOnJUnFJRcJnz2dmt9t1mKZcLmtjie8dx02SAiXcy3HgWJkhY+nZ8lgZLqDyphcrY/+xWAxut9tgeBUKBaTTaT0vOCfoOQIV4mU6ndbGJ49jqIBznm1myESiFB6PR6MIvBYAbSRRaCByvrEvklQJVEI5EtmhsSHDAWYFKGPpRD+IeEgyKNcGM+rAv6XBw/nPtUYicETFiETI9vMZypAUr0EDh46DREBoqFA4/2QoTCJ920vKW+G/HVGskr07kDA+vClEkOuvv94Qv6OnQYY4FzsuXrFYzEAQk8qYL7HX68XLL7+MPffcE36/Xy+oUskQJmQcmjAdPQuJBBByp7FBMhiVEZUMoXO2iyQrr9erkQpyGQDo2CrhRYY/SAqikcBYJ7kQXEC5kJO4ROiUMHexWNSoAwlypVJJkxvpvUhCGfvU3d2NpqYmw7MBKoshFS2RmFKphGQyiWAwaGgrF34aCXLM5MItjQWJ6ng8Hn2vbDarUZDu7m4EAgGdZRCJRHQ/8vm89t45Jmw3PS+Xy4Xu7m6D4SgJgRJWp0jl0NraiurqaoMioUi4WiI4VNhUcIVCAalUSjP2Od+p8Dl/otGoNoLpGZOHIDkJnP98X3ivjo4ObfAyVFMsFtHV1aUVrMfjQXt7O7LZLPx+vyaTUqgAOX9p+HA+So+W81lC9ETYiIrJMIJ8JwHod47tpJKXilLyBPri5fD947stSXrmMA2P5/jJYyW50ByOo7HN/pm/kwgJ5y/fHV7ruuuu2y7kvlUfDug3uW/QiNU7HLlvp/D4LektU6dONcB4XGAI38nYajabRSQSMSxyQAXazWQyGupsaWnRpDVJqpHeolTOhUJBL/xU9FzcCLsT9qMyk6iAXJiByiJB5U3SIhd8ek1cdKW3T2OBqYYMK3Dh5KIkyWwOh0N7+PRwucjQa6JnIvsPVKBJKhS3263TwHgMoVG5cEqSHsMsEjWgMRMKhQxErUwmYyA82u12+Hw+TRSTcdJ0Oo1MJqPj3H6/H0AP34WQtM/n02x2Pv9AIIB0Oq3HtFwu62wE6XHR82OoSSpTm60npY7zTZLk6urqNBeEv9GzlEqI30mjQiqHXC6HVCqlkRfOV45RJBJBPB7X/ZNhBs4DoJJ6F4lE9LvD60WjUW10KKXQ0dGhDUwalpw7Ho8HkUhEKz0ABq6AVPqyLfSCpZEl+Rt2u92QKiizQHgtKmD5jgDQaAjbz/dTGlcSeXA4HHou8Rz+X/IVJLpDA0SiAnJOsG9EVug0SD4KzzOTVwFoQ57XMocXLNkysRT/TizXXHONfmntdjuSySQWLVoEoAJ/09Mgy58QbTqdhs/n0wqUeeKhUAi1tbUajne73UilUjruRwifiACVFL0tKiJ68hIKJgOccWVZOwCo8BaomGU8GkCv/OJcLqc9TipeCVFKjxyoLMRcmKj8GTOnAifhKRAI6AWSKAaNFWkcJBIJjajIBZVGlsvl0kqYyo5hDXMsV7YfgFa6Mg4OQCs5GgZdXV1IpVJoa2tDKpXSSonGC5EXfqhYGAqiJ8v4vMwdX758ub5PoVBAXV0dOjo6dGqlmdhF48YM50pom8qHC76cKxLB4N+SYMlnxnsw3FQoFDTBMJfL4ZNPPtGG4/r169He3q6fOxU0DSnzuEpFSaOXaaPkElBpUkGzQhuvybCBRIfkfTivJcwtU+PkeMo5Jecu/ybix3P47ksDTRoi0oiSBgOvw/5T0fI3GpAyFMS+SmIs5wPbTMUt30W+x/xbEns5J9kfGoFmBGNbC8l9/fnsiGIp/p1cpk2bpl+mSCSCkSNHagVJBScJciSm2Ww2ne/OBTidTmsDobm5GQAMixqtdxKuSABzOp2orq5GqVRCKpUywHQyf5xGCI0PwpcSDqeHYo55+/1+OJ1OXW+BL7/kEbA4jfSeZG47+yCNGC4wRCqojGmsSOHi5fF4tNEjMzfa2toM8e18Pq9T6mgUkDDpcrng9/t1zQS5yAMVNIbjQ6+c33H8Cb3zmfv9frhcLni9Xr0Qc1yqqqp03yThiuey2BGNPa/Xi0gkgj333BP5fB7t7e2IRqNwOp0YNmyYgQHPcxm+kLF3s3cnOQXSAJDEM+n9SwSL88Tr9aK6ulrPRypnzrF0Oq0Nj1QqpcNgvA7LsUpDRMLKLNrDtnC8mS0RDod1/2iEUmEx20P2TaIJsk8ylEXPmX2XSBbPkagKFbo5js/3gs+CyBznneRWcO5JL5yeNw1xngdUSIkyHMO2sc3S6JXGHc+TxgxRBqBS34NGKdtDJ4bvnpkouS2lDIVSPz6W4rdkm8nUqVM1LA5UXk4qCi5MZmIP4+pcQNxuNxoaGgxwGhdQfiTzOJ/PIxaL6XgfX04qP8KC/J1KQlr9NAoAaAIWvTuZrsjryTAFAK1UuUiQoMTFnQQnLoA0LohAkOlPRUv0ggqIyoFekbkCHBdAp9Op4eJ4PG6Im/M4LnI0aux2O8LhsIGQyudB0iO9KSq9RCKBRCKhjao1a9bohdbj8ejsDMnETiaTuk9MbZWcCCIQ9KJlhcN8Po9PP/0UxWJRGy1c3EulkuZhMJOEaZocO+m9mulEcgGXnpycP5JgabP1ECJpCHV3dxvi3ISE4/E4wuEwRo4ciUAggHA4jPb2dtTU1KCzsxPlchnRaFTzIBieKRQKiMfjel6yEJbMfrDb7XqsmLnAuQJUUBsZEqJy5f+JFnGO03gxGzu8rszj5zVpKMgwAsdCvp8Mq9AYYRvpzbMtfGaygiANGY43nxfJkHwPJQeA38tQgDTYaOzIkIvZgKBhQEOS75dceyzpn1gj+AWRGTNm6AWTHrmsokelyMVdMvHz+bwmS3GRY+U3kpqoLAnPE1YPhUJIJBIaTrbZbOjs7ERXV5deaMgx4P2pbCScJ2ObUmkRsiyXy0ilUpoIyEVUepPBYFBnHpCZLUvIEgmgN0dImIqYfZdKSrLegUo6lWSCc1xKpRLi8bhhEaZy4PjxWVCZy3ZJD4tKU/ZTqR5CZTgchs1mQywW088K6Fk0169frw0y9tPv9xuMDcaMpbJl6IH9Y3/S6TRqa2tRX1+P5uZmxGIxvThnMhmtiB0OhzZKaHTKZyyVEseH95YEN/ZXHiuVm9vt1nwNoBLy4fNJpVIIhUJ6B05eb/jw4dowomHF8WY4gJwJm62SQdHZ2amNTWbDSD4GEZ3GxkYDYiEhd4nc0JM1ZzLw/2YDiQYuURyKnJMcZzPMzvMll0LC9mwbUCHZEdmQoSYaN+Q1EL2jkc/MBmmYSJFhBb5fUoHL/kqUhMqeDgdDENszxm9B/Zbs8DJt2jQd66TnI6FlWu98EekdUsEkEgmkUikEAgFdWImeAGO8hMdZ2IcwOavDORwODcESPpaFO4gKEAakoslkMtqrAqCZxU6nUzOM6YVK1jmNGMKZXNCp4ImCsO+8JuP3VMYsgkJh2IKxfjPRSS6cDC9IJIBeOYl10quhJ03F7HA4EI/HkUwmddwegIH8SE86GAzq+1VXV2vviUo4GAxqA8Hr9WruBkWGYhwOB1KplIayubCyL4Sgc7mcRmyAnmI9NHCIsPC3SCRi8PokfCu9PxmP5pw0K0wZAqJI77S7u9tgKHKu0fikYcaQkt1ux5o1a7BixQr9DkjyGcNgLA1cKvXknNvtdtTU1OgMCBqviURCv0d8x+RYUIFR+Uojhn1mG/k9jUCWnCaKIQ0InkOkjuMilaKE2GkMS2VrZvrz+cq9LNgPohPkAzGllEpckvv4zGhImENmkgAoSY4S/peOAN93vsMSedgeUlKq358dUSzF/wWT6667Ti9CXPwlq54V25xOp4aYJZTKl5TWdqlU0t6PeSGjMpUeOl/kSCSiFw8qG4fDgWQyqYsMSdIOAEOtcSp3SXYiWkGhJ8B4paziKCFZeiLMITYrcTO5kIuaLHBEaFQubhKSZqlk6a3Sa5eEPektAxXPjehETU2NrgcQj8d13JpcDFYm7OrqAtBTs54cA45roVBAe3s7uru7sW7dOq1UGO5oa2vT0D/nhYzb0niSxozf79dGBz0//sa4P7kbVFYy7CANCmk8SbhZhhF4HPdg4LhyTq1cuRKdnZ2avU9PXKke9r3c64CIEecQuQ40etgOGhWhUAjhcFhnR3R0dBi88VWrVmH58uXa8CDHhOPJ0Ic0dKlwZeaGDHnxw/uQt8D5ImPkTDPltTi/pRFEw5rnSkNDXksiJ0op/QxpYBAR47vG5y+RMXl/6fHTuOL8klkIsp6BJCzynZf7fDBkIQ1/S/onluL/ggpfUlrq9MAZq5axWcYLpUUtY9v8jZ4AFzJC2IDREyaETsg3GAz2ItExP56Klws/206InzXh+RuVOxU549M2m01XmCPzOJVK6XbKSm+ED1mIRiprLt7sK8cxGAwiFArpmKn0qCQc6vf7DTCyGbolxyEUCsHr9SIUCulrsx1cDCWRkeTLYrGoN4rp6urS37EOgHyWLpcLVVVVOrOAzyYcDiORSOhyrzTsqKBlLXsafIR4WdiGSACvabfbdTydULYk88m5xHlCZUyP1hwPpndNBcbMkba2NthsNowePVpnp8isiWw2i4EDByKRSBgMVgCorq7WhlJ1dbVWiBK9SSQS2jBqbGxEJBJBNpvFsmXLAMAw1rFYTHMB+MxlSEfGyqVHLhErGijsN+e3JPJxPOSckhk9nBcyjMJzpKKUyJM0+CViwPRX7nXBOcjrMQwoUQq+jzQ8yG3h85YhC0n85Lm8Pu8hMypk5VGOyfaS8lb47IhiKf4voEybNk3H06n0JKmN3mgoFEIgENALGeF8vsDSMie8RwVE75uGBFBZrNatW6eJX3xpGfuVLzxDAjLtiQsILf5cLodwOKwXdOmpcLGUiwwVTqFQ2RGQCplxSTLe6TVJQ4bV2RhT5eJMwhehYWmoBINB7aHJDAgy/7lAshyw5DLInGfukVBVVaWJZ/SsCbeyjaVSCTU1Nb1gfu4SVywWsWrVKng8HlRXV6Ompka32eFw6NKsREvYHmZPyOJNJBz6fD7dhkgkgpqaGs0fkKiPNKSo+Oj5ytg2j0+lUuju7tahGRovyWQS3d3d6OrqQiaT0aWmw+Ewdt99d8PmMjL2P3jwYNhsNtTW1uq20DBhHQF6tKwUyXFwu92aj0KP0+PxYO3atXoOMXxA77iqqsqATnEeS5SHxqJMeZOpqZyTVNyct+axosEhjUQZx5e8E8mnIBue95ZGCQDEYjFDbJ/vikQBORdYclciXgyVpFIpzZlg/8zGhmwXUDH8eF/OG1lFUB5nzrbZltIfRj8/O6JYiv8LKtdccw1SqZShQlwgENALniy8w0UzEokY4qHBYFDHvru7u7Xy49asJCpxsaHXIRdXKueqqioAldzseDyuFyHGmLu7u/XCyTZJ6JBKV3rw0oOUxgoAzRugF0MFz/CDrJ4mMwgkK5uV42TaGklWNptNpzNyUaXXGAgEDIttoVDQVeFovPCaks3N/hJdoDIkX6OrqwsdHR0AehbRaDSqc/Q7OzuRSqVQU1ODmpoag1JjZblQKKQXeZ/Ph9bWVgNcTOXM/zOOTCOOxgMRIwC9oFe5uEs4mWNGI0saVDabDclkss/Kk9wHQIZ16AmyjTS8JDmQ48k5Kz1nGjos+CSNWhYFkvH4cDhs2H+ABm0wGDRU3CNiQq/bzHrv6/9sI+/Jdst4Od9JaTTIsJxEXui5EwkwK3+pzPnesrAT32saXkQMJBmYxgdQycyQilwif2wz78PjJGeB38sQIkNyZi6C2Rja1lJS/f/siGIp/i+wzJ49W8PetJYZvwwEAnrxNlvh5sWJ5D2yoem1yoWYi63bXdnSk787HA5NViqXy9prSCaThvhvNBrVln42m9VxcP5fkpzYZkn0k6lzstIXFx9CoVRsEgmhJ0oI00yUYryfi5NEM3g8mfNUEBLmdzqduqCOzGYgl0LGiGUaWXV1NVavXo1gMKi9URYEisViut6+3+9HOBxGsVjURWbGjh2riYxApdoduQ4AtOKTMVXpOUo4V0LzlL680r4+ktgGGOsUMFZOFImxdSoBfh8IBLB27VrYbDa9JwLDQalUCu+88w6WLVumeSTMsmDKqSSb0XA058yzmJM0JMvlMqqqqlBTU2OYY8FgUI8t+0K+ghki54ffSXhbnkuhwUElaPbQCfOzHoEkEBLZY1hOjj/HgQqXKB/7yxCYRAxyuZxG/EgCpMHCvnKdIPpChS3JhOZwItFCc2EeIkySN8IQg91eSZG1ZMvFUvxfcLn66qsBVEhFfOFkrEzCkvw3/yY6IA0B6aVyweKCwRKxZk+WisysTAk30yOhZ0f2PYv2SHSB8Wu2kYs1lSdFelNUKJlMBvF4XCtLogNUxp2dnYb8Y/IkeBwJkbwmYGRFs8Kf9Dq7uroMXAI+By6UUiHRqOC4+P1+7LHHHtpIAnoWRnr6kvgHQFczlJApSVv0QsPhMJqamgBAw+lcTOk1m4laMk5v5mLIY6RykpA/x48KWcaCaaBxq2PWHeBiz9TEVCqF2tpand3AUIlSPbUKBg4cqPvFMfB4PJrTwIJVRAuIcrjdbr0fA2F8WXxJ5sAzFZKxeW7Ow++owKg05ZyUzxmoZFjYbDadRkcEBIChaJZMNeV9mNbK99BsQEiFL417GnDsF+/JlFy5JkjjXl6bYTAaZzJ8xjbLuUDjgUY25ySJoDT0lVJ6PpvDgJKntL3k84jx/+c//8HJJ5+M5uZm2Gw2zJ07t9cxH3zwAU455RREIhGEQiEccsghWLly5Sbfw1L8u4BMnTpVW+Zy8SH8KRcuLhJUhPQS5Fa7SilDPXeKJCTJPcoBGGLWklQnSXSMdRLil4xrwvUA9DlUZFTOMj2IMD8XUxotdrtdL+wkvcnFze/3a9KazKXnfVlYR9b1N9dPByqlV9lH7qDHvkoYlm2m4pQZBTSIIpGIPsfpdCKZTMLr9SIYDCIYDOqwTTgcRj6fx4cffohYLKbh//b2diQSCXR3dyOVSqFYLCIcDmPQoEGoqanRi7hEewDjDm5m4XwB0MsAkOdKhcPxkDF/KlN6etzzgKmchJ/L5bJOoZO53XzOZOLLfPcPPvgAb731FlauXImPP/5YPx/ZX5vNhurqaj0XAGg+g6xtwTlKI5e7A7Iv0hCUhiO/4/tCo4xoHOeS2eDi8TK2LdMQOebcSVOGq+jBs380GszetUTNaEhyfZAOguTR8J2XHrpM2eVawHeDfSByIXk1nFtMPSUix7Hge+hwOHTITdYF2NZShg2lfnzK2PwthFOpFPbZZx/ceeedff6+bNkyHH744RgxYgQWLlyId955B9OmTTPM+88S52cfYskXQX7605/i5ptvNmyWI3PpJamIRLRUKoVwOGzwGFg7npC4hBIB4w5hJF/xerlczqBY+T2VPI+XEDqvT6UnvQz2gd4JDQIJ/7NSHq/L4yUhiv/m/SWxzawM+XIxXk/jQMa9uWDSayVjn9eX9ROAiqLkAkevSyInZPiTSc4FmRXpiLTQoNprr70AVGqqp1IpRKNRtLe3w+l06owHsvr7Iufx3zSw2FZJLAOM5Vr5N8dVwtvSMOP8ACrKRGZ8sIqex+NBZ2enRiyam5v1+CYSCRSLRdTV1aGurs4wNvzeZrOhubkZDkdPrQQWbmL9AZYoJrOe8Dk3MOIzlf0ijO7xeNDV1YX6+nqtpNg/9lmiXjQw5Tym8cP3j0YDr0c0RD4P6b1L/gCfN+8ljQiOP8+VqX00ZmQ/AWhDgFwX/m026CSsn06nNVeAxrR8f+Uc4b1lap95PeJYkuTLd/mLLMcffzyOP/74Df4+depUnHDCCbj55pv1d7vvvvtm3cPy+Hch+elPf6qLxkhijaxxLpm88gUGjJumkBzHa9Ebli8wF0EuVown08PrKx2PC3w2mzWk8dGD5mItPXguTFw4mcPNNhDS56IqmfI0ACR7PZvNGnatk5UCOQ6lUgmJREJ7QpJhznswha5UKmmjhwtxLpdDIpHQECfJh0RFyJCml0YlwXoBRC0aGxt1lUY+E6IFLpdLw8nFYs/WyLLADhWTGZqWykT+LVPOpALg9/xNjpVcpM3HSdY3lRHnYSaTQSgU0nXxQ6EQBg0apCH6RCIBt9uNYDCoCXmcn9xjgEWUaHxxbNesWaPrIEjyGDNhwuGwQfmydCwLVsm4tjQAqUhpcJqNKBp15vRVitnwln9LT1w+A6UUDjjgAP2MJQOexqp8rjabTWdJ8F2RMXszgY7ePsdDhn+ASiEmPk+5sRUNcWk889gNsf65/siQHhENbqVNI3h7SFn1/wNA1+XgR9Yc2az2lMt48sknMWzYMBx33HGor6/H2LFj+wwHbEwsxb+LyVVXXaXTmJgilUqltBcj2bsANFGHizaZ6FzgJImOJDzCilJ5SQ+aLzQ9Agpz0ukB8HgqPwD6u1QqpRU6r0F0gPAr+0OlWi6XtXdLpU8oUdYH4PkS4pc7tgHQjGcuzkyJ5OJGhcj2S4RD5pxzZznC+uaUMC6gZPeTgEZkgkYXyW/lchnr16/XdfOrqqpQLBbR1NSkSZbcM76zs1M/B4rZ86Ti4MLPjySrmWPKFOmZcpyIgnR1dWmFFAgEEI1GNTLidrtRVVUFr9eL2tpaNDQ0oLq6Ws8/lksul8tobW1Fa2urJp/5fD4sXrwYdrsdK1euRHV1NYLBIDKZDIYMGYKGhgYMHjxYX4uhBO5JwTnGstd81kCPco9Go6irq9O1/omMSQY7jWqOG5Ue5xtQQUR4rJxfsmCNNJbMMDcNrFdffXWjIRlp1HG8zWRDoiyM0/OZyVg+28xr8hnznZe/8f3idUg0lOdyrvPdlOsMESDp9cvsie0l/YH5+QGAQYMGIRKJ6M/s2bO3qD1tbW1IJpO48cYbMXHiRMybNw+nnnoqvvrVr+K5557b5OtYUP8uKLNmzcK0adO098SSuAB0/JhEHKmEqAxljrrDUSn7KjMCCGnT2yWRjcqZHjEXFlnlDoBuF+OkDEswYyAajep2kYVcKpW0V0Z4XJLzCEWykBAAA8wqU6FoTFABcowymYyOzXJhN5P65ILKGCeLz3Dx9Xq9yOVyuv9S4RPipddDREJ63Vxc2fd4PI66ujqNPNDTSiQSiEajBkXpdDoRjUZ7Mb8pNM6AivKWcK4kaPbl2XMMZChAEt/YNipHziWOS2dnp0ZHCLXTYLLbe3YbZCndaDSqeQJtbW1wuVwYOHAgMpkMampq9N4GRK/YHrmZEw0sGpEMZdXU1Oh3grUruGMf02RZYlkaszSMyEIHoNnpnJsS7paQO4/jnKShxfeTf1ORy/HmdWUM3xyTlwhNqVTSJZ75rGWBLj5vhpz4nIhiSVSPz8hur2xuJN8zaXzI/vIYjjszC4gOss3yXWc6684kq1atQjgc1v/mc95c4bP7yle+gssuuwwAsO++++LFF1/EXXfdhSOPPHKTrmN5/LuozJo1S3v7EsLv6OjQXpD0WgBjGVy5WHCho/fvcrkM5WvJ3KXyoSIolXpyhbnDHmO80rORYQcSv4DK5iOEAfmRCovwKxcU9icQCPRKA2QfCFfSe5YeDw0VVj5kX6hUzFBsMpmEUj0sZaYqcuHmAsv2cWGn4UHypIwdS6OCYREqWJkRwO/8fr8OVVDZ77bbbrogjdfr1fnS0puT1yP8bibs8W/5vQyj8DteT8Zx169fr69DYiKLEFERsM3sv0z7YkojFYhSSseWly9frj32+vp6vWMiiWXkcgDQYR2brWe7ZKUUYrGYVtpyp0iiLel0Gul0GvX19VrZs6AN+8q+y0JQMg7Pv/nc6XFLAhuRN2lE8v2ioqRhIUmBcq5Q0RI9oyEpd+Q0v490BthW+fylEcgxku+pTNMzF6eSZELZHs6RRCIBp9OpwzMMUTHsVy6X9TshFei2lq3l8YfDYcNnSxV/bW0tnE6n5vBQRo4cabH6Ldk0ueGGGxAIBHQJTrfbjbq6Or2g8qWUBoAk7EkPgoszAJ1XDVRK7HLxICogiU209mV6IRV8qVTC8uXLsWbNGoNXafZ22GapIOUxbC+/I7TKWLjMaWaMH4D25snklilfLOoiwx2S2MeKfj6fTy+QsnqiXHRDoZBe3CRUKrkIcnHlIk1InJB+W1ub9pKTyaTBcJAM7XA4rHeek4u5jM/S2JFkKwldc2z5PceB7TOzr5XqqaPPzYXI3Oe9Ozs7sXr1am1wdHd367r7RJU4x1hIiQYBQycNDQ1a0dNLlSQ5uaETeQJEAFjzgO2WbHVZiph9lulwkrPAvsvx4NyVsLYsXSu/I8xvJlRyPvC6RJ54Xz5jeQ6fuTklV8bmZVyf85uGaV/hHToFfOf5nczS4Dsss17M59Eh4DtGpIX3jcViOvxQKpXQ0dGhn/X2krKy9fuzNcXtduOggw7C4sWLDd9/9NFHaGlp2eTrWFD/Li7XXHMNZsyYAQD6xaMw3sgiM1TQEp7k73KBzWazSCQSiMViqK6u1ou1LLzBhZFeFBW2jOtRue2555547LHH0NLSohd1egKMrTMEQG/RHLemUpeQKaFV6flwEeQCLWOuXBC5cUkgEDB4+Pw/PR7ei4qMi7/0nqhwpALlsYRLuTAC0FAovX0+p66uLk2Co/fJSo2RSEQ/MxLXqJxY4pfCdkl0hkqNHuWGRHqY5lgsfxs4cKDBSCMyUy6X9RwizwOAgRxms9kMhhQzLAi5d3V16fQ7xqmpkGgIyvAVS/wyV5/EQFmTIZ1OayXJLX9piMhwFo1WmRrK+1Np89lL71caBXwmNAYoMhyjlNI7aEqDlseRBMg5zXEmQVFmVvA9kGEFzgEziU+GQ8wMffmsZThF/s17yTkr1wNpfDocPWW/m5qaDBk4zNJgLY0vqiSTSSxdulT/++OPP8bbb7+N6upqDB48GD/5yU/wjW98A0cccQTGjx+Pp556Cv/4xz+wcOHCTb6HTW1PpoQlG5V4PI5IJIJYLLZd4SwAmDlzpmHBDwQChkp1ZDLLPGLzgsSXmdY6F3uPx6O3uGWMmy84PScZM5TEOunt8BimbNE7kPnc3NqW5YblAsUFkemEbItMW6LhQeUsoVGSsOh9eL1eNDQ0AIC+v/R05TVo5LC99HYkjE6lRGVEj4kLpFSqJEqZIVku7O3t7Tqkwc1oOLY0EmTJZqACQQMVshb7IJn/PBaoIC68tox1SyOB/Tczw4vFItatW4fq6mqNPMnqccViUXM9yM7n/YlKkHm/fv16TXIMBoMGhjvPoVEo8++lwZXL5fT2uxJ5IOnNHA6RyAcVq5zH0hsnMkY4nedJg1PG5qWC7QuNkc+Mc5nbPHOcmR1AgqMMB3BOy3oWNHb4fnFOS2OBbZFrgBxrXs88jyTHR6bB8r2NRqN6TlKkQV4oFBAOh5HJZHDjjTdu03WSa/Fz7w1AMLTlwHgyUcaRo1dvVlsXLlyI8ePH9/r+7LPPxv333w8A+N3vfofZs2fj008/xfDhw3HttdfiK1/5yia3y4L6LQHQ4/kzrlosFjW0yq19mQtO71nG9qncZexXpisRLpbWvsPhQFtbmyFNiYsla88TIpTb+nJR4QLJNnO72o6ODg1/c3GRBXyoUMiUJy+Aykoqbi6MbAsNoXQ6jbq6OgSDQb0A817sn/RSycKnZ0+SGNn9HCN6bKxcxmvwHhLmpMEglbHMx5cxcaASGkkkEroIDnkRVDpUVNJwodFnDqGYvT0qVZ4nDQNzWEaGZ/L5vOZ5sLIilQWhdz4/Kms+E96jWCzqDIW6ujoAPQs34XLJYZGesMyKoGEbCoV0DJpGZltbmyYT0gik0me/qdSpyMhX4NhTkXLvC84HwJjaKOcohUgWnwNFokaE1OVY0wghlwOAQXnLFEjOW3ldWf1RZs/wnaIxmEql9HrAZ8XjJEokFThRESKENOhYmproD+cUDTo537eHlGDv92dz5aijjjK8V/xQ6QPAeeedhyVLliCTyeDtt9/eLKUPWIrfEiHXXXedgZhDD5LQOlOx+LICRmiYiwpQgQaplGWsmAqloaFBe3NApbSrLPdLWJ156DabTacj8fqyfbvttptemNkmLuLSuzLzCKig+GGNAhoEsrhPVVUV7Ha7IS9fnidJW/TaWGmPSouGEMea/ZReMtPIqJwA6PoEAPTx9Fy58NOIaG1t1SRFLh5er1cXnDF7kITbJYPfzJPgveX3ALQnK+Fi6XVSCTD8kclkdAGe2tparUi5uDN8BFQyL2SZXaIick8HKlwzE56GBNCjQILBoDY+2FYZu5beaENDA4YNG6b7RyUt5xi3WGa7+Oyl4mOtBnq00suXXi2fqTSGacDJ4lMyREA0jCEOWTRHptARlaKiloYRx5ljYg6x8N0kAsh6IC6XS4dXeB2ZmcDnxbkhDVY+GxqsknhJg4XPXHJczGGIbSmqn/F9tZVj/FtLLMVviUGmTZumd5xTSun0NwA6PkyPiS81lRWropVKJcOe9GaPQXoREm7n34xBE17kYsdsAy7CjNFyj3hCwwC0EuGCIclFjN8zB5vZDVTa9AalklFKaU9ZeoT00gGjB8ZzaDAwE4LX5QJL44oLPb06jiGP49h2dnZqKByAgWvh9Xr1GO++++7Ya6+9DGU8ufiz7TKezjbw/+aKcVJJcfGWHi0VNRUPYXEqLX4YVuF48/nSC5ShByoTmVvOdrEPHCvC1DQ86OXK8Ig07OTcleWlJZeDbebGQDyG4QgA2kBmVgLnI9vJecDsEI475xGVL1EwvndEmdhX/i2NFf6bSBBRBhL0+MyoKGUBHI6rzFqQKac0GBimojFFUiXTaYm8yKwCicZIQ1Zm3HAsOKZETZhlIQ0ovvM0hC3pv1iK35Je8tOf/tTgsVMhUCkSAiQawAp2MidYxqYZR4zFYgb4WnpuLIjDc7moEY5mOyQvgHF5CVNzkaKCpYKgYpJxdcKnXKiZ280NW1j5jsVzmFIo0xNlPJOeNxnmvD8NFansaEgQbiaCQNhZ5kwDMBha/F6mutELk8Q2Ca2zfWyjJPhJiFoeJ5+DZOjzGfO5cBxlqIdjw/aWSiVDpULudhcKhfS8oVHA8SEzn/2SpEgABkb8wIEDteJXSmkymzRqJOwvkQlmB8hwAENezBmXXBMJv1JBUpFKhUyjRNaEkMpd3pPXYHhNZolQOdMQoqFE1I3X5VyT15MKlPOW/ZapeHyOJLLyGbKfPE4iVYTlZR0I88ZTshiQRN84zslkEp2dnYZ5LrNzZNiDVRK3L9S/ddL5djSxFL8lfcoVV1xh8Ma5ELB8Lb0pSdqiFU/YjhvLsBhQMplEe3u7hjwZvydUS0UOwGB0cMGXion5vtzulwqPOeHMy5YLCb0oeockGwIVUhJQ2XmMYQ0eb7PZ0NnZqQlTMs1Jxrtl3rZcwORuaz6fD7W1tb1SwOSCy+Iw0kNlWhnHhIYDF3aZjiVj8xw3Lvgyzm2Ow/dFHOPzIXIj6xsAMKAHstws2/bxxx/jtddew/r167VRGI/HtZdKQp3L5dIpjYTH2S8zeRLoCYekUim9q6JEDszhJRo7UqHSOJAxdc4RpnqSTS6fFQBNfpOkPxkKIXpBo8GcPcJ78TvOcRl24HvAsJIMDfCZyPvJ8AzniKyLwZoZnPOyvSy0ZSYPUqSC5785FyQaIa8r+yONJJmCyXnqcFS25paoA98Fv99vyGbZHlJS9n5/dkTZMVtlyQ4h11xzDQBoli+9S6Bi2RcKBVRVVekXmYuaZOVzf3SSeLxerwH246JqXlzJGJZVBBOJBGy2njQqSTBinF96w/TOqPRlOiLhWXrbVJyEXrkgc9FlO6uqqgzXkMRAuU2qjHlLg0XmpLMgCT1DxqypMGWqH71GPgf+G4CG+KVSkyEF6SUDRvIh22xGE4CKEcDzaQQSGiY8TJiZdQ6INvB52Gw2LFmyBHvuuSfC4TDWrFmDJ598Eq+88oqGzhkyKRQKqK6uhtvtRigU0rA6FRaNORkqYaxZGiUyo0MaZuwXAD3naAQkEgm0tbXpWvY01jjX+Qw5Vxjr53PhGNEz5jzgeRxbOUZ8HhIp45wwh644V6WxKu/L72RoRW6Hy+dBZct2UWQIiAYHNyLieEm0Q4asnE6nLsLDNnHcafzJMAXnHPfEoBDFaG9v1+sGQ2WSz2FJ/8RS/JZsVGbMmKHzwUlgkulzPp9PKw8qa6DC5A+FQpplP2TIEF3xjsrH7/frhZSeCcl80hvhIlRTU2PIaSc0ycVMLjwULibpdFov1Lwuz6P3ToKYJATSW4nFYtoLSafTunoeF0BCkUBPDj3vQYjT7Xbroj9cgFkpTvIgpBJ2Op2GFCjJVuf/OVa8FwlTZuje7FXSoJDKwIwOUBHIdrCKHVBReJJxLg2FcrmMeDyOwYMHI51Oo6urC4FAAEceeST23HNP5HI5ww6NsVhMFx4CoJW43PlQGnh8dsy4YNwaqHjDMuxB45WKtLOzE/F4XGesEAmSMWsqLu5pIQ1gPmMaPYyTAxUlzLaxHTQGCH+TG0CDgTwKogkUmXHBZyHT6OQ20pyn5kp8JNvyWlJ503CnUcDxJuIh55A0LnhsdXU1bDabNgY5F2mYSoSoUChoh4K7SpKPwrBhKBTSzyIUCiGRSBgQrO0hZdhQhr0fHwvqt2QnlauvvlorCHrt0pOhdynjeZKkQ1Yv/81FRy44XMSp7DKZDOLxuIFPAFQWUyoiv9+vFzyS3micSEiTyo2xTP7ORZxhDMbZJXGN3iQVtozTsm0SzpWoQ6lUQjQa1fcm/Nve3g4AGrokzCmVN9vBPpE4JpnhVNBsP8eAldGYt05lCVT2opdKXi7i7DcAbVhJBUZv1KxQpfco0YJVq1bB6XTqin2En7u7uw2pllREqVQK8Xhck+1ooMld4jiP5HayPp8P3d3d2hAtFovIZDJob29Ha2urgchJY5DKnlXwlOpJc+vq6tLPnB5/OBzW/WWIi+MvuSdyTJgiyMp0fIeo9GQ8nMJnz2cgnwPDWul02mBkA9DZCvyOIRJpCEs0QvJmJKeAChaAVsZmvgjnaT6f15kINGLkPOA7JnkVvB8rW/Ld4fgQBSKhl4adnD/bS6wYvyW7tMycORNOp1Nv+ELPmkrcTAxyOBwGz0JC2rJUaTab1UU5urq6tCLmok8+AFDxkEi646JNkpGEbZkmSKXHxZFGBpW/hGuBSu4x28z/d3V16fvSeODvhMDNwlACCw7J2LDL5UJ3dzeqqqp6xUm56FO5mMlXkjTIvhBuZ/tJipPQPX+TkDevTeNFxlb5PKV3K4vP8JpmCB2obG5EhblkyRJ0d3fr8eju7saAAQPQ0dGBdevWaTQjHo9ruH3VqlVYtmwZ0uk0WltbkUgkdDpaIpHQUHA0GtWGgNvtRjweh93eU62OhFKgx8uMx+PIZrNoa2vTyophKsLRhUIBtbW1CAaDhp0AeU0aVxJBkYaS2QiSYwdAZ83QWCOyQC9ZIk3k0tAAYn0Kvh983xh24n0lWU4abGxnZ2enNs45Dl6vF4lEQhtBNMJkiIeGF8eA7yvrUhAFpJcvybeSnMn3JRAIaDSHBhb7LlNjaUhyblrSP9lpFP8pp5yCwYMHw+v1oqmpCZMnT8aaNWs2ek5rayvOOeccNDc3w+/3Y+LEiViyZInhmKOOOkq/aPycccYZhmO6urowefJkvaXi5MmT0d3dbThm5cqVOPnkkxEIBFBbW4tLLrnEUJLyiyD0kuiJShiU3o1U0iS5yRi29HJkChMhXaBCIqORIGPHJCGxEIqEfCORiIbT5SYkQEXpUZExHYuehdvt1pvasBwv0wXz+TwikQh8Ph+qq6u1UUPvi/2TCz5Tk7iwUyFIElNTU5M+P5VK6X4CFY+bYypJXIR12Q6eRwNIGmIkw0n2vvTwzZwMSR6jtwVUlLr0GPlvLtbywwXe4/Fgt912w0knnaSfD4v2ANCKua2tDX6/H01NTdh99931RiYcz0QiofvKTXqKxSJqamr0M+c9Bw4ciI6ODrjdbh2OCYVCmszndPYUBmJtBbaJ6FJjY6NWXpKQJkMvfG6yz+YxpJHAsWa4hnNCKWXYNZDPWpJl+awzmYwBrqcRQcND8jL4vWy3RJIkLM/3jciLNEh4HjNd+B03dpI8DsnJkaEergXmsIBsE4XjSUSERbk4BgB06uX2Eovc9znL+PHj8be//Q2LFy/Gww8/jGXLluH000/f4PFKKUyaNAnLly/HY489hrfeegstLS2YMGGC3oCFcuGFF2Lt2rX6c/fddxt+/9a3voW3334bTz31FJ566im8/fbbmDx5sv69VCrhxBNPRCqVwvPPP4+//OUvePjhh3H55Zdv3UH4nOWGG27QHgbjnVwoCO9TQZNMRE9MHsvjkskk0um0RhAY55MENgkR2mw2JJNJDcPTi6bykqVH2QbG1OlN0BNhCVMuyF1dXXpDGF6DC5YMVXAxl4pQLrL0vJkzTeKaDEEwls+FjwqJfZL95ULNhZShCAmrMqZPRU8FQqNJpoJR5LV5X7ZJ5m33dawkpsnrSdiaCoMpljZbTzGcUCiE6upqDBkyBGvXrkVTUxOCwSC8Xi/ef/99tLW1aUMpFAqhsbER6XQaiUQCK1asMBQt8vv98Hq9+nyJIskKe4SuzbUX6N2zLn8oFNJljqnQOC4AdOyahDTpwcr5II0ImedPVIE8ApI3Jaoixw6oEDElU1566RxvhsAA474R5XLZsHskv2e/aMAyM0GmtkqDhUY0x43ZGwwvsXASry1TeYEK50fOERqo0hgFoI3waDSqDWKbrSejRu7AuT2kJ8bfv8+OKDsNbsK9hwGgpaUFU6ZMwaRJkwx51FKWLFmCl19+Ge+99x5GjRoFAJgzZw7q6+vx4IMP4oILLtDH+v1+NDY29nnfDz74AE899RRefvlljB07FgDw29/+FuPGjcPixYsxfPhwzJs3D4sWLcKqVavQ3NwMALj11ltxzjnn4Prrr9/udfe3pUyZMgWzZ8/WULUsewpAQ5aS9EXlJhe+bDar49X0FKhYmGZHuE96M263WytshhqCwaBh4SMrn3F/Ig1VVVU6ruxwOLQSjcViWvFy0xUqVRoB9DqIQgSDQcPCr5QyLKISVue/5SZIkhcgkQhpvBAJ4SLJRZOGk9xwhgssDRX+LmsO8FhCy1yoZUiD15Q10+nNmlEDtlUSAaWwTxwbv9+PSCSCeDyOdDqt6zfQQBkxYgTi8ThyuRza29tRLBY1FFxfX6/3f6AC8vv92gOkkQVUsic4BlwfWPGR4QKOQTab1dXjbDabrtnAsZTjSeKhNHBoGEmSJZ8xUTKONRWn3IiHc43vC8deKkoAet4S6peV92RGh0xhdDqd2giVaBSNC5vNZqgGyblA4XOWISKG0ux2Oz799FNNzguFQtowl0Ymz+V4875mdEDyB4iG8J7r1q3D6tWroZTCiBEjNnfZssQkO43il9LZ2YkHHngAhx56aJ9KH6hsBysrl5EJ/fzzzxsU/wMPPIA//elPaGhowPHHH4/p06fr2tEvvfQSIpGIVvoAcMghhyASieDFF1/E8OHD8dJLL2H06NFa6QPAcccdh1wuhzfeeKPPDRd2Zrnyyiv139OmTdMvLD1PMtW5SElIkfFoLsAkTAGVXcikUmQaDxUhU7dY7YverfQkuOBRUXGBJHtaliYFKjF3ptNxnnCBkxsO+f1+jS6wj1ws6QXROzKnItGLoxcmWfCpVMqwWY6E6CUzmyQ4oiKSq0AEhCEI3p/eF40wM7TPMeOYSEjY7CXyexpF/I3GBK9Fr53GHRfxNWvWoKamBkuXLtVEUdbZj8fjGDp0qB537qXgcrnQ0NCgN0UiSkSPleMouQeE7yUkTxhd1jFwOp2oqqoCUIHJaeTRWwcqGSByjKRhQ0haGlREeOT7IQszSZY7x1F69uyTNLLkOdKg4/Om0SKfhzQ2zYYJkTBZ5ZD3pTFZLBY1oddut+Pjjz9GS0sLurq6UF1drQ0FPpdMJqP3WJAIhsxEYD8lL4chB2bEeL1edHR04B+PP4qVqyph3aee+pd5SdpmUt7CevuV83fMPfB2KsV/xRVX4M4770Q6ncYhhxyCJ554YoPHjhgxAi0tLbjyyitx9913IxAI4LbbbsO6deuwdu1afdyZZ56J3XbbDY2NjXjvvfdw5ZVX4p133sHTTz8NoMfSrK+v73X9+vp6rFu3Th/DXdooVVVVcLvd+pi+hDAZJR6Pb9pA7EAya9Ysw7+nT5+uF1Qqa77ohKPJNpfFaVhilUYBF+rq6mqdy89zuYDRa2e825wSR7iaSouQLr08ANo7YVyVio3KNh6Pa6UlkQQK+8hzAoGAITZJ74shBi5y9DJ5rFReMkYvDZVcLodYLKaJi9zxkIYKvSR6rYT7aXBJkp6M03MxZkEaeRxFev88X8ZszcfSu2X7OPZKKXR0dGD06NHo6OjQCkCOOQBdr4FoQiQSQXt7O/7zn/9g4MCBqK2tRVdXl2GHRipFudcDFT3hcipvvp+8Pr1uetXSK5WKmCgMlbocR6fTqcNAMixCNEUaFpw35XJZ7yRIhjxRNJm9Io1aaYRIxcnnInkanFM8lsayRAyIpMkaGvxdvnNtbW0AoJ8fx5bznEpfkglpKFPJS6+fhi6NbaJofPfXr1+PP/zhPjQ3lDD3902YOD6AeKKMX/++G9Nv7uw1R7eF9DdOX+qD5LkjyOca458xY0YvUpD58/rrr+vjf/KTn+Ctt97CvHnz4HA4cNZZZ/XJngV6vJuHH34YH330Eaqrq+H3+7Fw4UIcf/zxhpf1wgsvxIQJEzB69GicccYZ+Pvf/4758+fjzTff1MeYIUwAhhd5U48xy+zZszVhMBKJYNCgQRsfsJ1Arr32WsyePRszZ87EDTfcYIjn0UvkwiLj6CR7SS8YqBQNIdmPJXyZL83FkZ4Pr8sFEoAmk1F5koXM+8mNQ+jtptNpDSHTK6IXJGOovL4MPdBLpbAtZs4ADR4aMWZmfblc1vsTyI1oAGjPiIsnF3fGRBmnlbwGM2eC4yoRCObUyxi/fC4S4pYi49wSKaCXzXvX1tYC6CHMMj+c3v2aNWs0o58ky6VLl+o++nw+VFVVIRwOG9ImaSwCPQaD9LhpBPDZcr7wGMlfkOVh6V2zD5IrIZ+pOcYPVLI5JPmVz5xKnMakZOJL+Jv35nyTRpD8W4Z5JMTO/jCMxLkg+R7mdESOkwyZMPzBFLtoNIrDDjsMNptN72RYLpd1tcWqqio0NTXB6/XqXSlpqMgwoEQW+K6Qe0G07Nlnn4Xbmcdzjzbj5GODcLlsqKl24JILothe0r8c/p7Pjiifq8d/8cUX92LQm2XIkCH679raWtTW1mLYsGEYOXIkBg0ahJdffhnjxo3r89wDDjgAb7/9NmKxGPL5POrq6jB27FgceOCBG7zf/vvvD5fLhSVLlmD//fdHY2MjWltbex23fv167eU3NjbilVdeMfzOxcuMBEi58sor8aMf/Uj/Ox6PfyGUv5QZM2YY/j1t2jQAFa+CCotKljFQogSsZ88FO5VK6f3WAaPC4d8yzVAqUS6GTF2iQcJ2SIibilnusS4/5rQrmWtPT1AublwAJV+BXjGVAEMR+XxeZxWQFc57UXkA0GETu91uCBUAldRHkrXo6VHhAcZ91YFKeIxjwufCY6XXSeNCsrWl8pMIiayG6HA40NTUpEsqs3+lUgmRSATpdForjKamJgwZMsQQH6+rq9PPKRAIaI+S1yBpk8YO2yi9ZY6Nua0y51wabpxT2WxWj5U0cngtIjuErEkwlEal2fCSoS2Zb8/x5Xwyx+9pMFBhy/N5POPwVO40/jhWDIPK7Ji+xovhjgEDBqCrq0tzXYAKwZacCEnKtdlsGtEiKY/vE9soOQpsJ+//wQfv4Qfnh1BXu1MB0zuFfK4jSkW+JcLFS0LlG5JIJAKgh/D3+uuv94Knpbz//vsoFApoamoCAIwbNw6xWAyvvvoqDj74YADAK6+8glgshkMPPVQfc/3112uWMgDMmzcPHo8HBxxwwAbvRe91VxLz2M+cOdPgCZgVBWDc+pelUuktycWMiygXQ+mNUVkwLMBFhuPPuKQkfslqdLI8sIzRmvkEVIJmxrz06sxKVBou0gACoEmQNGYIyRK2ZS17ksVkHQUy4LnVbWdnJ2pqagykPEkEk8pQQrh8BpJ7YO6jVFR2ux3pdFrv5ii9UMaTg8GgIY2MiimdTqO7uxv19fX49NNPUV9fr+PLmUwG4XDYAJ3To5eEOwrHWs4PGoNSsXHe0BiVZDTpudOw4u/yOIkE0NCSHjrHh+2S80S2lSEGGleSJyPLMkuvn548DUu+QwwbAcZKf9JY5lbXcmdDOR9luwuFAkKhUC8yYXd3t/b+pdInR4PX4lxjW8xGJd9NvkuZTB7DhkY/a0nZplJSNpT6sbVuf87dlrJTmFKvvvoqXn31VRx++OGoqqrC8uXLcc0112Do0KEGb3/EiBGYPXs2Tj31VADAQw89hLq6OgwePBjvvvsufvjDH2LSpEk49thjAQDLli3DAw88gBNOOAG1tbVYtGgRLr/8cuy333447LDDAAAjR47ExIkTceGFF+o0v4suuggnnXQShg8fDgA49thjsddee2Hy5Mn42c9+hs7OTvz4xz/GhRde+IVi9G8L4X4AQA86IGON9IjoVVABUulKpV0ul3XcHoDe1IQKnItJOBzW0K1kqEtDg9fm4sm2UNHRO6Rnz2spValiKMlVMgZLI4R/02unAvP7/bqQC2FawKiIZQlYmXrGmHUul9NMa0ncCgQCiMfjCIVCOuWN95FKXypqCWmzj1QEXODZN0l+s9l6Ui/JeSgUCto7B3qg9DVr1iCTyaCtrQ0tLS1QSiEajeotbkOhEJYuXYq99toLbrdbl/1lhb7GxkZtaMhsChoERHUknC95HzJGTaPEbMDIMeGxUpnzmtIQoIHK+cgaFcx/pwFCBS95BFS+koDID58HP2YPnwZCIBAw8FH4zrBPfJYMJQEVVIp95YY9/DcROMkX4JxraGjQxYBklhWNH84zeS0aXxIJk4ZBT2EuH/73/udbC6XUT3JfySL3bbn4fD488sgjmD59OlKpFJqamjBx4kT85S9/MXjMixcvRiwW0/9eu3YtfvSjH6G1tRVNTU0466yzNNQM9EClzzzzDO644w4kk0kMGjQIJ554oiaoUR544AFccskl2mA45ZRTcOedd+rfHQ4HnnzySXzve9/DYYcdBp/Ph29961u45ZZbtuWwfOFEhgWuuuoqvbBy4ZCLu/RcWMwHqCgjMoxzuZwu8kKYX8Y4ARiq99Hzl56zjP1KuJ6epDQszMfIGK+Zyc2FUiIc0oumJya9T37PBZWQMvOoyWWQizyZ9RwzSfqjt0uRMWYaQuQZ8N7sGxUKPVH5eyAQ0MqFMC+9bZ7n8/kQCAQ0r6CtrQ21tbUaxne73Rg+fDhyuRw+/fRTrFq1ShNx5Zjy/L6MK2mMSEKd9JalV09jS3KHaJyxlgNQqWvPe0sUgGMii+CQPMh5JtEZhrc438rlsjboaMDQe5cKU35oLNbU1BgqC9JA5bjTq6bxwXdGGpKSP8B/S2OQY8Pnyz7xPeKYkp3P84jUmPkhJNE6nU6dTgsA++57AO77y0u49KIoWgb1nb1lyZaJTckZbsnnKvF4HJFIBLFYzEIKhFx99dVa8TIuKeP2knAHwLC4FItFQzEbKi0y3endyHg+PWVzDJb3M8PJXNS48MlYJa9hhvrlok2hZ0ePnigHYWgqOakwuFAmk0mD52gmiFH508M070EPVBZn6ZEx9GA+VvZfjgNj8axNz/OpfJLJpGZvM7uGRZuYHtfa2gqbzYb169cjGo1i4cKF+PrXv46nn34ahx12GIYMGaLJlxxLnkvEhSESib5Iw4zjIqFpKn8+Lx7PucbQEgBDep28NhUqDT7GuGmASQKnnB8SyaLik1wXWQiJv9PAYKooU5DlPOG8kuElm82mHaRcLqfDLsyekUa1zBKgoRuLxXSIjcYJ2+Xz+fpM8+RYADBsZsXfZLEnPsNEIoHf/GYOPK40pv2oCidOCKA7XsJdv49hzn2xbbpOci3+3Zv7wR9yfPYJG5B0ooTz9n9rh1vTLcW/A4ml+D9bbrrppl5KlCIhSC7MXJDlYivLf8rYZiqV0rFKSfTiNeWCSwUq46KsN19bW2s43hw7ZZsl+U96+QA0S5qGzerVq9HU1KSNCnqCMqNBemVcyKm0iQqQvc+95mVRIZndIKFrIgtsqzRYzFwKtl3upidj3UAlU2P16tV6w6Ldd99dZ1pEIhG9i197ezteeukljB07Fg0NDdqrlV4qUEFWzG1gmzneG5o7UmgQcCzpGUvDQXrnMiNDXpcwPNPViDRJOJ9jw7ZKdEeGmmTIQj4f7h1BIh89ejLkGV6RvAbOf5lmWSgU9PyQIRIZxpHtJhGVQqXNja54TRrC0oiQRokMm9Cg5TOgQf7www/ho8VLUP7/4+r3uZHO5LeL4v/tmwf0W/FfuP8bO9yavlNA/ZZYQrniiiv037feeqsh51wuiIxDA0bPg6EDyaZPp9NIp9OoqanRxWPMcVzAuNe5FC5WZHSb88hl2EguljKuypx37lPgdruxYsUKNDc3o7W1FcFgUC/sVBLSw5aKiiQ4loplXyTMLdO3eJ5kl0tjhURB7nHPcZQQv4ytM+NCPpNSqaRz1F0uF9avX689P7fbjWw2i5UrV2LQoEHo7u5GbW0t2tvbEY1GMWnSJKxatQptbW3YY489dB+ozOQzYj/kpkfye8lRoGLrK5VSogAy/GFGDWiAyOJI0hiQ+eo8L51OG2o8SPKcDBOxWJXD4dCGjES6qBjN1R2ZwQEYS0BLnoPkoPB65L+wxgTPl3NW7qQpq0wSQaqqqkI6ndbXlAgVjRoz74L3MSNqROBOP/3rSKVSaG9vh8vlQn19PW688UZYsuViKX5LdlrhXghyEeBCSs9Hfs//E57k4sjFBKhs2kOR+eJAxTs31xjnOTKHn22R+dUSNjazwulp0qsbMGAAVq1ahcbGRr1gO51OTZpje6iQme9vt9t14SGZ+kclpZQy9IuQvOTLSIOFypGQOj1tthOowNJMK5TpmlRKhPiLxaLeBc7hcGDIkCEoFouor683pB1yB0ans2dXSKbGmpWbLOAjjTyp9OX/pUcu54WcL/J4jrOZYCfbYkZ4aLzxb0miZEw/Ho8jHA7r+1KZSsIghc+KpEyGgyTLnvd2u91621+2lQreZrOhq6tLb4lrs9kMSBAVOENh0tjhPCIaxfHnc+UcodEjDTDz+ye5MxJNkIgWDSaXy4WamhrU1tYawhTbQ8roHzO//NmHfC5iKX5LdnqZMmWK/vvGG2/UCwoXSxmvJ6OfZXQZf5ape4AxbCAXLcbJZWxYMsMltC0XTHpmrFlP5StJcZJcxoWVHiiPI/M/nU7rTV6kkia0T4JjdXW19rYlnMz7cXFmPQAA2giQfWBbpcfMf3N8qLQymYyuQUCCGI2KeDyuN09izD+XyyEajaKqqgpdXV06zkyU4+OPP8aAAQM0ic78jKQHKmP0FBooEsWQz5RGAw0aSQKUpEqWHuY8kIWkaEhKo1GiJ+Sa2O12vY0w4XV+Lw01zlvOY8L+LpdLb5UbCoUM6ZCcC8xMkDn53PGOBDq2x2az6fK6NAAleiEVtSw2ROM2k8ngww8/RDKZRCgUwogRIwwIhITuZXhIZqvw+uR/SBSJZFv20WwQbWvpbxEeq4CPJZZsB6ERMG3aNMOWu/TIZC4+vZdoNGpYTMykOwlPMj0tk8kY4ucSApdeMI0NQqfSSzWTp7i40XBxu91obm6G3V7ZrY3QqSR8SdY370kDge1iQSJ6xPQ62Q5pRLAN7AvHTipayUmQRhKNFpZfrqmpQVdXl34G0WhUF8Ipl8uIRqMAeirusd3BYFBnJyil9BhIMp8cN6CSDy9j4vxdPnM+F2lEEFKmMUeDSKbRUUGZS+PK1ECzx886CjRkuDkV0Y+amhrdXtbZl/A5DRjyUJLJpI790zBjGIB95EdmD3DDIqbDptNpxONxNDQ0aANEPkM5l7g1NdEitgsA/vvf/+L5559DNluA221DPq8QDvsxceJJ2HvvvQ3GrOQuEJHje+V0Og3bS8s6E8wOkVwLMzJjyeaLpfgt+UKKLBR0/fXXa0gTqChPpXpqtnOBoudHMXv7/DAnm8qTiowQpyR/UaFw0ZT5/zJWLslzVCBdXV06r51eGesTyAItbDNRDGl8yPRBSeSip08jQ6IWUrFzHKTQ45QEPtZoJ3RNRReLxXTcNxQKIZfL4cMPP0S5XEZNTQ1KpRKamprQ2dlpYMHTaFmzZg0GDRpkIEaZ2yMNNUns5Pf0gM0kPI63zVYhUVI4hpwrNAJ4LNP5ZH0FKjSJIBGeZztlWqkkabKsLpUwN4wKhUK95hifJecYwz70sKWijcfjutojq4263W7U19cjkUhoVEWeR+NCbsHLuhYc1+effx7z58/HWef5ce5FVWhqduCjxQXceVsSDz30N7jdbgwZMkRzV+jhSxRCogEOh0OHLWiMsvyyJAJmMhkDqrKtpf+1+ndMj3/HbJUllmxFmTp1KqZOnarL1/r9fl32l4pA5vbTCzOjAJJ4ZbfbDfn+AAx55BR6KvRsJPsegCYDcvGl8iiVSojFYli1apWBZFYsFg17ncu4PUlVfWUfuFwunbbFfrHoChW9rCNAb5IGCT01Lsjr1q0zEOwcDofe2lYSI5k7LrkTjNcmk0k0NzcjkUjo86LRqIEd393drc+nccZqnXxeEnVgn2kUcewliVGS3WQMm8dJjgCNMrOiIuoiDQozkU8aCub4vs1mQyqVMuzV4HD0FI5iOeP6+nrY7XYkEgmUy2XNli+XyxodkLn9TAWViJbcbthut2Pt2rVob2/XaA+vyefNjyQayhRDEjEXLHgGZ53nx1UzImhq7hnPYcNduP3XUYw73IP58/9teEf4PnGOce7zmdCIInmwUCggHA7rqpOcx8Fg0EDo3dZShq3fnx1RLI/fkl1Gpk6dCqAHASCMLElqXKAlZC+VA5WrhIR5jlT6EgKm9ycRA3rekvBFJU5PHACam5u1sqEnTzieCz897GXLlsHn8xngY95bKlKZDw5UUrpolEhIlsiC7GuhUIDP5zPAxISTyZcww+Byd0ES0hKJBAAYih+VSiVdXTCVSqGqqkpvdU2lIRUwlZKMRbPN7JNERCSCI9M7JTGPY0LlYya48f9Op1ND+TSKJGnTXNaYbeXzKJfLemw5Hzj+Xq8XqVRKt5m/dXd369AVUzUlJ4AKlm1nOl88HtdQP+cNUCGycvxpYBGFkvMZqGyis3jxYuRyBZx7UVWvd8xut+HciwK4cPJ6rFu3DnV1ddrQlRtekf8Rj8f1BkCSPCnbZp5Tch+FbS2Wx2+JJV8QIQJA7096aYAxZxqoxOW7u7u1MuGWyvTiYrEY4vG4QclyoQKgjQZpSFBZ8HegskUpvXHpTTPeSlSA5LhCoYDm5mZUVVUhHo/r+CkXcdkfEv3kdxLJYFu4WBeLRc3ippfo8/k0DMssA1njnvch/4BjIVMOw+EwBgwY0Ge+eSaTwfr163WMmecRaub1JM+A40IP3FxXn0iOLNVMNECmrMm2ss/So2Y/eR+5ix+PpZKSz59KjeWZZWhHGldU4LW1tXqXPxp7LAMsDSCzB03jTBquHo9HV8arrq5GfX09HA4H4vG4Pp+Kl+0yh0KkAZDJZOD22LSnb5YhQ3q+z+Vy8Pl88Pl88Hq9SKfTOhTCsrxOpxMdHR2GolXyPSwWixqVYLbIrra/ybYQS/FbssvKVVddhSlTphg8QQlTA5V0rVwup1n5QGVfdqDHq4tGo9rjJQQrPUmZHiXztqUQ+iwUCnj11VfR1dWllQhZ2Yw5B4NBreCozOx2O6qqqnSaXDqd1kYKUQ1ZXpVKSuavM01Rhj0IsdNT9fv9OvYci8Xg9/u1NwdUihmR4CeJeW63G59++qkOu5TLZdTV1cHv92u2OxUfFZXf79fjTkUpjSu2VypDPkvemwqYRg4VuQyNUHgex5bPhkYeFSqVGOeARHn4uxw7xunlzoccY84XGiGy5gG9daBnJ1BmE9BrZviASp9V9Ww2mw6LyL0D2N6qqioDx0QiQZIHwf5zzKPRKPI5hSWL+4bc33+353sacxwDWRZbhiMaGxuRyWQQj8e1USpROPl+MpyxvYS1+vvz2RFlx2yVJZZsR5kyZYo2AOx2u/aqcrkc2traDMrG5/Ohra0NhUIB7e3tWL9+PYCeXc64CUs6ndZxWSonmXZHj41KSKY9AT2kPgCGtD8aGqzAR2VGxS4hc8kDSKVSGmmggUAlTSKdJFxJ4pSEnqlgpAJNJpPamGG/6UFS8dCbJdEsk8mgqalJt5FxYJmy5ff70dDQYCDRmfPJgUqKGOPlra2t6OzsNHjbfcXvpRfOvvTFywBgKDIk0xzp/dLQI1Qu0x/p0fIaRIuoBFmqmNciAbVUKsHv9+txBCq7/gE9SjwcDmtFKo0LOQ+odN1uN5qamlBfX49SqaT3deCzB6CLWsk0O95Xjqfb7cbQoUMRCvnxy58nUS4biZbZrMJdd6bR0jLIUH+CBh15BzSKiIRUV1ejurpao1rkvlDp0zAisXR7SVnZ+v3ZEcVS/JZY8v+FCIBk+EejUR1/Z8ETj8eD1tZWHe/nd/TCfT4fQqGQhlKpDFloh4pFeqayiE5jYyP2339/nQbGWLNkdQMweK4ADAskvXy/369JjAwjSAhYVr3jNr/0/HgcDReSvFKpFBKJhC5WRIVD44j9ondGprrP58PatWvx3nvvAahUsUun0+js7ITNZkMwGNTpiRKp4DjxI9PtOjs70dHRoevVmxEAKkKZktaXpy/Je1J5SpibCpHGG4/n9YPBoFa+EnJnFgYhbp4n0yg5nwhp02jiWFEhSkKfDJ9wnMnXoKEmx5HFcOSYcy7JWgj0tKXS57h4PB6ccMLJePpfWVx4Vhee/08On64s4qknM/jmqZ1YvrSM44473pApQQM1FovpLbgZspK8Dcm1MYe15Fy1pH9ikfssscQk1113HQDgxz/+MQBo7yuZTCKTyeCjjz7SW5ESzm5oaNB10wmxcpMYFjfpi0zIhY9lT/lbMBg0eILS+6PiIORJA4FEsUAgoOOohJyZfgf0eK+pVEojHJLMKKFVc3ofU6mCwaAOa0hPWWYeAJVCQEAlz55MdaUUOjo60NDQYCBwLV68GMOHD8dbb72F+vp6tLS0aM+fio3KUsb4JcmN/08kEkilUohGo4jFYtooYBslxC0NBcmtMBM3qZABGBSizWaD3+/XjHx68sxskOmAktRJY8Tn82k0B6gQDBka4DzhvUkIJApF8iB3EWT/aJjJ/HumXQLQ6BHbw+NlmqfZ+CiXy9h7773hdDoxf/6/ccG32/UcGNwyEOeee6ImZcprkcshx4xlrvksmOXAEAcLTxH5Ynhje0m5n3C9VcDHEkt2MuG2yj/+8Y9ht9u1ATBixAgD7E0OAAAEAgFNhqNX2dnZqb1RbqYCGJWUy+VCZ2enJo+FQiG98BcKBXR1daGurk57clzUCaOTzOd2u9Hd3a3TuGQhGCqTTCaDcrms922XXiIzBsxGg8zlpjFAheR0OvWCTFQBMKZDEvKV/AQu+kRIaIi0trZiyJAh6Orq0opPjlk+n0dXV5fO++YzkLA5hco0Fovp9gMwVEdkW6XhA1SyIqRHyjFhnyTrXhpSUmHR6JG75ckUSqkIeS1eXzL0zamC9MCJAHB8iFLI6ot8/vJeNEAkoiLDKfSwJcFRxttHjhyJPffcE6tXr0Ymk0FVVZXmafAeMguCYSES+cijkO8R3zFJJGV4gls1b888/rKyo9wPZn5/zt2WYil+Syz5DKEBMH36dA1Dezwe+Hw+vcMf8487Ojq0kqQyiEQiWvnX1NQYSufK+DlDAVSgXGzT6TTq6uq0ApLH8f9UzswAAHri+1wsARi8ZnpUNCwoXKxlwRhZwAaAJi/SKybsDkCPBdtEr5escVkPoLm5WStlh8OB9vZ2vVvfqFGjNKOfvARZmTAYDOqKdXa7HQ0NDSgUCkin0xplKBaL6O7u1sqDSIEkBkpDwfy3LJXM//NaVF6E5ik0JKSCIkpBg0rm2ptRAGkwsq28N40IeZ7kUZizHdhu9kvuyiczFajw+XwYIpJGi5wfNHrJEWhubu4zM4LjJcMqfA5mkiXTPNle8h3YH5/Ph2Qyadgp0pItF0vxW2LJJsq1114LoGeHQBlT5Z7mZIGTwMeYudvtRigUgsfj0dXyJBTPxZCbpTBHnIunXOSByuJLZZpOp3WONqvpcRGXWw+TTS3Z90QqeB0iBVTmVETSE5ZpajLtj94cFSzRAoYtJG+Aisbn8+nKczU1NUgkEkgkElizZg0GDBiAbDard/PjvdlPoieZTEYz1gOBgFYyvC5JaTKLAajUEGAfzYx2/iZjy1R6JO6x7+Q3mJU2n+W6detQW1urIXuiNdJ7JedBGlqS3EiRSlbC+GyjNMT4vWTC8xmYQyeSSCqftewP54/05tkeM8IjEQRzSIgGHQ2Ajo4O1NXVIZVKwe/3G4iYNKLC4fB2ZfQDQAk2lPpRhKc/525L2TFxCEss2YHlpptuwuzZs/XiH4lENIwcDAY1RMkUOcb5qZSkd0/o2hzzpUcmC+5I5U/F6Xa79b0IidOD6u7u1gYKAFRVVWnPk/emEcBtX2mwSAVJRWpOrWI7gApDnrAyjRvG2aXnSE9RQsiEhqurq1FbW4tIJKJjz1SG3AWOyoqhkGg0ikgkgmAwiFQqhWQyqZUuq79Fo1GtAGOxGNatW6eL5JgJfPSC2V+pCAml828qQZ4vx5+8ELfbjbq6OgCV7ACOp0yhk2V4ZXofhd9R2VMIl/PeJOjJevicX5J4SSUPGMseS46GrF3QlxJn6Woz6Y4GAw0EibTwWkS6lFJ6vwyGNmi8yFAGx4OI1vYQQv39+Wyu/Oc//8HJJ5+sC3jNnTt3g8d+5zvfgc1mw+23375Z97AUvyWWbKFcf/31BvJaJpNBMpnUSpPeqd1uR0tLi/bmw+GwQYET/mXMm4s/F2Z6kVQ6VEKE7ru7uw3wPZnf5ATwfKZxUeHw2rJynExZ44Iv0w6lESCNES7UVGw0YKiUSNTKZDJIp9M6bY2GRj6fRy6XQzKZNFQcpAKRFQhDoZD2uomYcCxJqqSXLhni7LfD4UAwGNT3lXFsjhfHXnqeMqQC9CjcRCKhd9ljiqKEwsPhsOYpSMUHVHLjaVgwLk9lyDRMzhGmutEDJ8oi5wV/k/A+nw2NRY6H3B1QhgQ4LyRkL9EStpVzxJySyHlJJIApsvxdPnsam0CPMcISv+awCxEQc2jqiyipVAr77LMP7rzzzo0eN3fuXLzyyiuaSLk5YkH9lljSD7nhhhsAANdcc43Be0skElqRRyIRQ/EXEsLohVExMB9fKncqO5bKpaKV6XX08miEkPwnlQE9fL/fr9tFRRUMBg1wsmRTS0+O92WbpIcolRch3FAohFQqpZWwZM/LNsl8craLXp1MCWNfqAAkpE34nIV/ZKElqWwdDodm98vceCoojjnvyftIRj89aekNMyODhgENDj5Hcww/k8kYjBmGBOReBzI7QIYn5Hc0Ehjn55zgtQmNc0temRZnJjiy+A+vL9EdGQpRSukaEGZyYrFY1FklzC5QSulYP/9m7YNsNqsJmDLbQXIQOMekIbe9pIT+wfWlzz6klxx//PE4/vjjN3rM6tWrcfHFF+Pf//43TjzxxM2+h6X4LbFkK8jMmTMB9OwKSHJbV1eX3v2PnjA3ZmHaXUdHBxwOhybTSbYzoV96VnLXORnn5cY2slSvzAMnGQ6oxIS5wIZCId0HKnB5banMqBBkfJdKnsQ1SQijYjCn9FGkF01FKj06aQCRuMd2MpTA8AnHSHr2q1evNpApzdwFczhDQvAAtFLiv6kgZVoZ7yW3kqUi7Isxz7ay3WZvXJL3pKIzGyiyvX2Fgvg8SEZl0Rx698wakYYGnx/bYjZAZX+4pbXP5zOQDr1er54rMnQhOR7kTnDcCoUCgsGg/l4aj/J8OW+2l2wtVn88Hjd87/F4trj0cLlcxuTJk/GTn/wEo0aN2qJrWFC/JZZsRZk2bRpSqRQ6Ojp0gRt6TzLVrVgsIplMorq6Wi94Mk7PxReoeHkyxY4LIZU4oWkuJpJ8aLPZ0NXVpVPv6B1LmF7GqQEYMgekSC9Qel8kELJiHbkDkggmFQlFeuQ0EqTBw74ppXTuObexpQKkImdOOgC9Ax0VB4viUBi2kMqbfeL4kGQmYW+JnMjwiBlyN48X+8HnQ+hbpmRKw0OiKwwZSe9bhh/kc5KGg/TaOabJZBIAdFEfyRlgOyVSIfsjwzvlcllvT83nT7Kk+TzeQ4aLmI7KeUbD19wPGfPnOGzPdD5u0tOfDwAMGjQIkUhEf2bPnr3FbbrpppvgdDpxySWXbPE1LI/fEku2svz85z8H0OP9E9I1Q71c2LnZjSzYwgWQixzjvlLJARUFkE6ndV13euyZTEYXc2Esl0gCUFFIEu6WULckU5k9Q+lZUphnzvi8/I7og1kpSWRAFjkCegrL+Hw+xGIxdHZ2YuDAgSiVenbvk3veE3Jm38gO53WSyaRGO5xOp2aNSwVn9jIJQVNBUSHynuwHYWv+LWPiALTCJfJis9kMnAKZ5ghU2Pg0zqSypIHG5yTLL0vyG/tAo4hQP9vOcslS0UtUQhoqkjPAtsiQSTab1UgCv5OFgiQfgegGjSopcidAafSyuBKlr/TTnUVWrVqlDVcAW+ztv/HGG7jjjjvw5ptv9noHN0csj98SS7aRTJs2TStwiiSrmdndQCXGzSJAMrdaXovFc4CetDVCrKxVTyIhF/Nyuay5Bg6HA8lkUm+iAlSY2lyspWcvoX0KFQM9RxmCkNAvryeVGmPSVNhMXeQ5jO9ns1m0traipqZGjxFDF9IQIYTOjYGSySSi0Siy2Sw+/vhjfUyhUNAFYiSznEQz/p+hBG4aw93j+vI2pSEkY9JAJXwg2e1m4hr7TLSG40fFLhW0zCgAoA1Gj8ejv6dilDwBIgKyfoTc6VA+U7NBxBAVn68UPifJ2JewvGwrDUxzdoCszQBAK3u+H9lsVh/DcdyeomBDuR8f9f/5AeFw2PDZUsX/3//+F21tbRg8eLB2ElasWIHLL78cQ4YM2eTrWB6/JZZsQyGkN3PmTL2IS+UvPXiSnEiso7coc/0Z+5fnMm2Oyp4LJOFgxv7ptUpPT+Zgy/Q1oFJshSIXXbLNSeCSMLDZ2JEeJY9JJpMol3uqBzLPn552V1cXampqoJTSaXDd3d2IRCKGbXAliiELvMTjcbS2tgLo2c1OeuMktsk9DUhipMKy2SpV72ThIJZsZsVAPkOew36aY9JABfqWnAAqTIYPpDftcrl0iqVEUXhdmSUAGMlvco4RbZBEUpkpwN+YgUFCIMmBkrQpoXu2WyIGfYkMJVEkpE++BLNfSIAFekI6bBMAg6G8vUTC9Vt6/taUyZMnY8KECYbvjjvuOEyePBnnnnvuJl/HUvyWWLId5JprrtEIABUXmdaE6um9keEsme8kg8lqcADQ2tqKhoYG7ZnZbDZD/JYkIjNZi54XF1Eu7HKRp8dpJn2ZryG9b/ZLFiqS55CfkEgkdO42DZdAIKC5CJID4XD07B3f1taGxsZGDWHH43EMHDjQUC+AhMlAIIA999zTYNBQkdFTZtybitVMIGOIRe6nwJ32+CykYuU9AGMcnv+mSG6E3M2Q7eMz57GSES95GfwdgE4J5bOkdy2NRipWmX0i+y9j/Cw8ZTZgeE9pzPH/0vDj+BCxIsmQv8l5R+SJqAzJfkQueE9pAH2RJZlMYunSpfrfH3/8Md5++21UV1dj8ODBqKmpMRzvcrnQ2NiI4cOHb/I9LMVviSXbSWbNmgWgJwQgFQQL0zCOT2gVqMQ9qYDpoRLepkcsPUPGjgldK1XJCqAikKlkkpjG+zLrwJy6J40DoMJ0lx6hrElPpciFXimFNWvWwGarbNASCoW0oqqurtZKJxAIIJlMwul06tAAf+vs7ERtba1OSWSp3nK5jKqqKg1rmxEVSR7rC56WPAc+j3A4jEQiAbfbra/BuHc8HkcgEDB4oVR4koshDSm5zwLbmM/nEQgEdE16Fnwi5C89eSn0zjlGjH/LfhBWpkEgd2Bk6qaEnol4SCSI31MkXE/OgTQqpIHLMZMcFYmuSENFbs/MYyVpUu6KuD2kv1vrbsm5r7/+OsaPH6///aMf/QgAcPbZZ+P+++/f4rZIsRS/JZZsZ5k1axamTJmiCVL0xtxut16E29vbkU6nEQqFUFVVZYDpmQcuoX4JZzNPml4hFYPT6TRsMCO9Sqko5KJNJcbjAGPqm5kLAECHJ8yQLBfuYrGIPfbYQ3t3yWRSGy5UckQ9ZCEdEh0LhQIaGhrgcrk0q5xwv0wJY4Ge6upqg6KXdfSZdSDj2qVSSacOZjIZwxbE2WxWkwU51tLAoRKjmMdGqcoWzCz0Q0OPoR0Aula+NKxkYSByNBgLl0o6m83izTffRCwWg9/vxz777IOqqipDvF9yHAiny3ANn7fZ0ON9JCpEkUYjx4HnM8QhDV6OGw1PyWnh+HAuEQ2RaMf2kFI/d+fbknOPOuqoPpGWDcknn3yy2fewFL8llnwOcuONNwIApk6dqmFRn89nKPdbU1OjvXzCxlJRAZXyqmRL00OkoudCLuFjitfr7VX7XEL7ZpKWJKpRicu6/zL2KxUFjQ2n04lQKIRAIKD3ZR8wYADS6TQ6OjrQ2NiojQHGo2V6HUMXVG7c5pX3YSZDMBhEIpGAz+fThXVkqEPC0xT2K5PJ6OtKo0eWxeVYEIWQxW0o0oigRy8zJGQsG6gw4nkevWiJ/Eikh0pfjrvD4cBzzz2H//znOcBWRlW9B13r83jmmfk44ogjdWyY84RzQMLzckxkW9hH/l/ySKT3zrGSCIrcWVDyGMxhEYkIkFgoDR6KeR5bsvlisfotseRzlOuvvx5KKQ3301MtFApYv369gUUu2ecyfsxFlMrEDM9L0hcVKhUWvS4qUum90iDpS1FKYpf07OUx+Xxe777X2tqqFUhraytCoRAGDhyIcrmsdyi02WzIZrNIpVKGHfaoXJi1EI/HNQIiFRKZ8YwRE0Ehr4D3oLGTSqX0RkrFYhGffPKJNpYcjsre9hwHl8ulQwj0YGX/5T0kosLxlGVsZSljGbeW+ffmcafSJ0GR/wZ6lO4rr7yCZ599FieeW4PfvjAKdz03Ave+tBdO+14dFixYgGeffVbH0anoCaNL6N6sgOX9pZKX35tDEfLfNL7kHJEhIDPfgMqe9/N6vZqXYZ5v21oI9ffnsyOKpfgtseRzlptuukkrODKZGe8kw1vG5uUmO2Rhc+Hm8ZKoJclngBF+lqQpqeh5PTLYiSTIND0ZB5ZKym63a5i9WCzqOHg+n9eePUlsUglJZSB3b5OeMomKqVTKsEVuLBZDMplEKpUyjAu39gUqVQuBSmyc14/H44hGo3qLYBpINpsNkUgE4XDY4O1LYiQNC5m1IccZgCYV8nigB87nvgPsH5+BJA4q1VO3Xz53toNjns/nsfC5Z/Hl06tx1hXNCFf3gLnBiBPf+GETTjqnDi+8+F9dzlkSFWUISe6vIK8vyYV9hYNodEqFz3GQxps0DOU8pAFnDjlJo4JEy+0J9Zdh7/dnR5Qds1WWWLKLycyZM3HttdcaCrP4fD5DGV7GTcvlsgHi5vazVJpcRKUypqdHaJfHUskqpXRhGwkd05NmVgE9QnNsnLXxgZ7Uu7a2Nn18S0uLJsjV1tZqT5LXZmYCjYVSqWdXu+7ubh1vT6VSWgG63W5EIhGDFxgOh3UlOH5PnkA2m9X9oaEjjSpC+jS6CKOzPgL3SJAKkMYKAIPnLz1oibzQi5Z8Cj4zGlFy7M3EP8b25bbLUlauXIlEPIUTzqrtc34df1Ytspk8Pv74Y90WCe1zDCSPg4aeGUGSf8sYfTab1UaoNETNWQDy+W8IQaCBx+cFQKezbs+SvV9U2WkU/ymnnILBgwfD6/WiqakJkydPxpo1azZ6TmtrK8455xw0NzfD7/dj4sSJWLJkieGYo446Sk9Efs444wz9+yeffILzzz8fu+22G3w+H4YOHYrp06drq51ivobNZsNdd9219QbAkl1CZs6cqXepM2/XS8VCg4DKiQx4xubNpXZlepb0pmUKlVQEdrsdiUTC4OUBxtgtvVIqd0LsvB8JhoTsu7u7UVtba1CO0nNmeh2Jc3a7HY2NjQgGg1pJSx4EFSi3RqZ3Hw6HNRxfU1ODdDoNh8OBdDqNVatWobW1VfeHfALGz9esWWNQRhxLijlswGPMIRX5McP0SlX2FDBD9fybyA7HU8bzyS1guIJKlSTHmsZK3QUptU1u3QdmFRBdkONvhvj7CuNIw0f2nYgBw1Hma0gCpDQi5DyV/+d9JFqyvaWkbP3+7Iiy0yj+8ePH429/+xsWL16Mhx9+GMuWLcPpp5++weOVUpg0aRKWL1+Oxx57DG+99RZaWlowYcIEvQ835cILL8TatWv15+6779a/ffjhhyiXy7j77rvx/vvv4+c//znuuusuXHXVVb3ued999xmuc/bZZ2+9AbBkl5HrrrtOe/b0gKkE6IGxXj0VBhdaxo+lMNUNQC+vlehCqVTSW8vmcjlNXOPWsFy06XlKghU951WrVumF2m63IxKJwOPxoKurS6cdSo82nU5rhj6Rje7ubl25jZD+22+/Da/Xq3cWZOXBdDqNdDqt48D08KnEgJ6c6NbWVsRiMU1mXLZsGZYvX669yUwmA5vNhsGDB6O7uxuJRALpdNoQGrDZbAgGg712+wMqO9dxTAlJS/IaxRzfNl8DgH5+RCMSiUSvTZJk2WGHw6Fzuz94I9nnnPrg9Z7va2trDfF9Pm+zwcM+S1RAKm2llEZoAGjeiMxCkHC95FdsyHDq6/4UGWIyEym3pXxRY/w7Dav/sssu03+3tLRgypQpmDRpkoH5KmXJkiV4+eWX8d577+kdjObMmYP6+no8+OCDuOCCC/Sxfr8fjY2Nfd534sSJmDhxov737rvvjsWLF+PXv/41brnlFsOx0Wh0g9exxJLNkRtuuAHTpk3Tnlkmk0EwGDSUxzV75EBlwaW3SU9fFnSRJDSS2AiHyx0CZdwagFaw9Brp5TF/e8iQIdrb56YyhIIZU5ftlAV4qLAZdrDb7Vi7di3K5TL2228/w57tZInb7Xa0trZqZRYOh7UCZSikrq4OiURCK+xgMIiamho4HA6sX78edXV1mkwYj8cRCoX0znbt7e267r80fMxhlHw+r1EGjj/bx+PoXbNdZoVHoqU0BrLZLOx2u+4XDRVpjPD7uro6DBo0AH+9vRV7jwvBF6x4yLlsGQ/etg71DbUYNGiQrhrILAFZ8EkaZhI1kkqXz5R1B+TzkCmjbKOM1bOP+Xy+1z4KMrxhvndf3IHtIaqfu/OprVy5b2vJjtmqz5DOzk488MADOPTQQzdYyYlQGF9IADod6vnnnzcc+8ADD6C2thajRo3Cj3/8YyQSiY3ePxaLobq6utf3F198MWpra3HQQQfhrrvu+sy0E1Yfkx9LLKHMmjUL11xzDVwul2FhJQtdxmH5kQQshgO4aJo9UOm1kVwmc/YlKkDvj3CwUj0lbGks0NPn/wnPZ7NZRKNRzdhmTf3W1lY0NzcbNhPy+XwIBoMavh8wYAAGDx6sjR3pSbOyX01NjYFrII0VGkyM/9fU1KC6ulpfKxQK6THr6urSiEcoFEIikdBbKjOLQsL2UhnJjY9oaPHfhKm9Xi8CgYCBACfz1SW8TZ4HY+eFQsGQfSD3GpDhguOOOx7rVpTwk68swVMPtOPDN1OY/9cOXHHqEix/L4fjJ56oQxs8n/UKAGMZYF5bKnzz/KIBwQJGNEhk7QXOF5ktQcMyGAxqg1POTfbHHEaRz9mS/slOpfivuOIKBAIB1NTUYOXKlXjsscc2eOyIESPQ0tKCK6+8UpcBvfHGG7Fu3TqsXbtWH3fmmWfiwQcfxMKFCzFt2jQ8/PDD+OpXv7rB6y5btgy//OUv8d3vftfw/axZs/DQQw9h/vz5OOOMM3D55Zfjhhtu2Gh/Zs+ebdiqcdCgQZs4EpbsSnL11VdrUh4AXZNfQq+SQMXa5yw6I2POPD6TySAejyOZTGpl4Ha7kUqldOxbKWOtenkd8gpknXUJ68rtgbPZrN4hsL29HYVCQRvOvC4318lkMvB6vXqzISrETz/91JC6x/i+jEmTWU4jg4YIDX6GAohKuFwudHR06KJCbDML9siMCDOqImPc/BCxkN67NP6lx8x/A9D8CsLguVwOHR0dur/0/DmeVNDmlMz6+nqcc/a5qArshntmrMbUry/BXVevghfNOO+88zF06FCN2khypTQEaXSwbbK8L41Cjql85swGkKx8SUKUhg2FbadxIPkT0ujkuFC2Z7y/BFu/Pzui2NTnaD7NmDED11577UaPee2113DggQcC6Nlju7OzEytWrMC1116LSCSCJ554YoMxnzfeeAPnn38+3nnnHTgcDkyYMEFPwH/+858bPOfAAw/EG2+8gf3339/w25o1a3DkkUfiyCOPxD333LPRdt96662YOXMmYrHYBo/hokmJx+MYNGgQYrGYYQtHSywBet4XoJIaJuOyFHr5JNZJZU9FxcWUx/P9CQaDSKVSOjRAfgE9OknGk8oBqKTKcVHmdsTxeBzhcFiXouV5VMqpVEoX3JFwriQMyiqAbrdbt1nmm1OBOJ1OxGIxRKNRlEoleDweg1ebz+c1rC/3N5BhENYDkEqV486+ynx7wFiZL51O60wA6bFK4bn0gKn8M5mMfq5sv8fj0WV2AWgP2m63a6ONaAPDGYlEQhcxksiGDFWwHoD06s0ZA5wvsi/S6zejAfl8XtekkGiRuYCSHA+ZWin7TuOCRqw0bGfNmrVN18l4PI5IJIJzF34d7mDfhMlNkXwyj/uO+tsOt6Z/rjH+iy++2MCg70vkVoO1tbWora3FsGHDMHLkSAwaNAgvv/wyxo0b1+e5BxxwAN5++23EYjHk83nU1dVh7Nix2pDoS/bff3+4XC4sWbLEoPjXrFmD8ePHY9y4cfjNb37zmX075JBD9C5hDQ0NfR7Dl9oSSzZFZsyYgVmzZmkPTXqPAAx1/Kl4WGZWxlaz2SzK5bJW6IVCQRfOYaogCX5SsRCilXnkXKSpMPL5PHw+n/awSYijguN2sPQsg8EgcrmcVqSlUgnBYFC3k7n6/BBdoGIAKux8l8uFTCYDv9+vlSW9ya6uLh1fp2fZ2dmpjREqHrfbjccffxxf/epXdSlbmfEgSWo0DswktL5S8/oiprHPEpngMzEjCqFQyBBqYJhHXovXLpVKCIVC8Pv9ho2S+KylAUMEgTwF3kNyp8ztkeMhlb7dbtccEBom0kBi+1jxUc4lciBkKiDvzxRGc5qqJVsun6vipyLfEuHDN5cc7UsikQiAHsLf66+/rjdL6Uvef/99FAoFNDU16e9Wr16N8ePH44ADDsB9993Xy3rvS9566y14vV5Eo9HPPNYSSzZVpk2bhlmzZvWCPpPJpFZU5LXIwioSsqbHSDY7U+FknFwqZ3puzN2n4pFoAo+T1egIuZPLwn3IWZufCs/lciEWi+k8fMZ9WTWP7xtZ7uwLFQEVLdtIQiQNF6fTiUgkYij8wvRH1kBIJBJ6n4STTjpJKzRZ7pfKjORGyXdg383b50rlze+l8jQbDhLmpoHDsQSgSY48lseQJyCr+tHwKxaLGlmRWQmsd9DXrne8LseU37EdjOez/xwj3lNyBeRvDB9JI4bGggyZSCOPBpYZXdkeUu4nua8/525L2SlY/a+++ipeffVVHH744aiqqsLy5ctxzTXXYOjQoQZvf8SIEZg9ezZOPfVUAMBDDz2Euro6DB48GO+++y5++MMfYtKkSTj22GMB9MTrH3jgAZxwwgmora3FokWLcPnll2O//fbDYYcdBqDH0z/qqKMwePBg3HLLLVi/fr2+Hxn8//jHP7Bu3TqMGzcOPp8PCxYswNSpU3HRRRdZHr0lW12mTZuG6667Ti+43I6W3qP0yCXpisQwALqMKpnV5kUaqMR8CbMybk5ImAuz/E6WWqViSaVSCIfDWslIhc5wVygU0iEI7uZGL1PuNc/+cF95XpMhCaBS956KiixzCfGXy2VtlNtsNtTU1Gh2OpUn25rJZAwpkhIJkHF7qcxkTJuKiv+Xyl6ON58Zj5VIBACt3OXxDA/wGfh8PoN3TkImERuODZ+3fHayDgPHgGgAUQL2kTwOwvt+v1+HUWTfODZm1IShH96fmzTx2VLhy/DU9lT4lDJsKPcjTt+fc7el7BSK3+fz4ZFHHsH06dORSqXQ1NSEiRMn4i9/+YtBsS5evNgQU1+7di1+9KMfobW1FU1NTTjrrLMwbdo0/bvb7cYzzzyDO+64A8lkEoMGDcKJJ56I6dOnaxhx3rx5WLp0KZYuXYqBAwca2sWXwOVyYc6cOfjRj36EcrmM3XffHTNnzsT3v//9bTksluzCcvXVV+O6667TijabzWplTo+LHinhUwmTy0p7hFgZ2wagz+HiLIldVEjmTYEIc/M76ZETOm5vb0c4HIbP50MikdD1CKjcmCLGAkBUPlRcDB8wBEGFT2XH2gNEQZglwHc1HA4jl8sZKh/SQKA37PF4DEaArBbHtklWuzl2zr+lspJ/m6HvvhABIiES3ZBKm8+1vb0d0WhU35PGkczUkF47hTUNOGYUGm18JjINU3IbOKYyzZBzh0adRFg4vuwjtxymEcW2Mp20r019+gqXWLJl8rmS+ywxCgklOxoRxJIdV6666iqdk00hZE9lwDgvUFlA29vbtQKVCzu3fCVjnl41Y8ySVc8Fm8qPSkTW32e1vWSyp4BMJBLRRXqoyEgkpJJnJgHPZxocoWf2K5PJ6MwFKoNYLGaos09Im+WKZQoka9VLJSxhc1nOl94qFZ6EsiUpkQpPEtWksjKnS1Lk3/I3yeanR0yPn5yOdDqtjTZJ+KPiZd/lfdge2VdzCh/HTcbv5TE09iQyJNtONMDM9uccZIjBHLuXBpEkjPK7bDaridPbmtz3rWe/1W9y35+//Ocdbk3fMQMQllhiySbJDTfcYICHuaCalRMXUS7a9LRYbY3KirwU/s1FmxXypGcsoXcJb5u3i2U6VigUQmdnJ/x+v1bMVKT0qunVk1zI7XGpzIAKEUwaN6zJT8NBIg+EjpnGxvQ+et6SUMbfAGjFxHNkrJrjRaUvv5dGh9k7lf+Wx/BafR0nlT8NJj4HM4eDIvkTNHgkUkDDyryhE8eAwvr40pCg0BDh+XKuyXGW16NBSJFhJRoK/E4qfRlS2Z7CGH9/Pjui7JitssQSSzZZZsyYoRdEKiizR8nqdQC0EjWT8ijlchmhUMgA0+fzeV06liiBNBy40FO46FMpcFfBaDSq0wRlCILH0WtkVgLbIz1RoheEovP5PNLpNDKZjDZEGJeWhkVXV5dOBwQq3i+9c0lYlAqLisjMhpdIgTk2b1bq/E2KVGTmtkijhMqQ16OyJZFREvOkkQBUYHdei566HFcadrwPQwOy/XI8GHfnc5eFoiTvgeMgd3aUv8n5IutGEB3qC9qXXApLtlwsxW+JJV8AmTp1qsHjAqBT4gi3Ms+bylqm0BHG5oLMGv3cMIgKh0qX8Xcu2LLQi1KVioBc+OmFp1IpbZjQg+XWv4TUgZ5ytdlsFul0Wis3GgxMUWQRnlwupwsEZTIZfR0WGFJK6ayHdDqNYDDYawtdABra5hiQwU9jiseYjSazMpJkP7NHb1b20nAwEwQ5zlT+TLmU2wBnMhkUCgVN6uOxsj1UzDKWT0+e15F19mUf+xLJ+Ge4hSJTDTkPZH8k6sQPsyE4F9PpNFauXNnr/hId2F5SRj9r9VvkPksssWRbi/TsGNungqHypBLj34T9zZv9ZDIZtLW1oaqqCt3d3TrnXu4VQMVrjlFTEVdXV2u4n4WBJFHNzNin0uai7/P5dHxUhhC4TXA6nUYikUAwGEQwGNTXYU460wfN8WOS28zpj4TquQ2wLBhkbqOEoSVhj2MDGElp0hiQaIIMi8g2UoGaN0WSDHy2L5lMGrZxBnqyGBKJBAKBgGbcyzayBLJ8LnKPAYlskMwot4fmOMosCrZf8j/YXxnf57VlSiNDEHV1db14DuZQxvYS1U9Wv7IUvyWWWLIt5aqrrsKVV15pqOzHBV1WkpMMai6uXLjllrcOhwONjY1acTudTs1o53Xp7dOIkFvxsoIbPV3GiemdAjDwDQg5M2zANLpoNIpYLKaNFO4pEIvF4HQ6UV9fr5EI9kkppWP+JFWx3zK+LbMPmKUgDQeptHiMVHL0Us3xcanoeZz0omUBHIr8Wxpicvy4CyHHkp671+vVnj6zHCSbn8pTVhVkiIDGG8Ms0qihh877yDr6bLN8xvxdIhnSU5chCIk60fOX+xzIUE9ff28P6e8Oezvq7nwW1G+JJV8gmT17tvbAvF4vvF4vPB6P9m5lbJqLbSaT0YtvoVBAKpVCOp1GLBbTilwWpiGzWiqndDqN1tZWlMtlXYyHxgErAso0L7mDG+PxVLgs7hMKhTQqwPr9bCsr/FFxMD2RBYMkMYxpa/xeEhP5O1CJXdOD5uY4TIOU/AKmUAJGZS8Vo0RBJIGQx0qvVoYAeJzNZtOFleQ1qNT5XBlm4f4JspIi28L2M99eZgfImgccH4kc0PCRYQtJMOzLuDHPMfM4yDQ+malhHieOQ19/W7LlYil+Syz5gsmMGTMMdfGll0mIeNWqVYZNerLZLHK5nK7xDvSk3pEUR8Mhm80a0tVYBdDpdBqIc5K57fP5DHnfEl6nBy+ND8bspZLxeDyoq6vThYAYyyb8H4lENAxtjmdTqdBjtdlsSKfTGlp2u92IxWK6DT6fzwDRS4+bIRCiI9Kz5e80Oqj4ZPqjLGJj9l6lwpQeuSRuknNA5EFWKmRoh8+Y8XsKjQZZH4Awv0QGqHg5PkRgeA77QJEFgcwhEWloyo8UCelLg8xM6vs8xGL1W2KJJTuNkClPRcwFl95vY2MjPB6PXvipuKjEueDn83msX78etbW1WjFK8hfL8dJrpycqiX9U5tyPXnq6ks2dy+W0505jgPC7hKKpYHg/Krs1a9bo1ET2Wyox3pMbEUnv1O/3I5lMaqXm9/sNSlGy1Olpy1i7vL6Erjn2PCYejxvqKpgVmjQKqLhpBJAnAVTi/+bxKJVKmr/AMTDvhcDMBxpYssYDwyFUvpwbEt2R5YalISE5Jey3Ob1PGkQADKEUaXT0ZSCYORDbQ/pF7OtnmGBbiqX4LbHkCygzZszQXimVIxdpfqRHK4uqkCXOndZqa2uhlEIkEkE0GjXsXkcPl4s24/dc5OkV06CQXACJCpB8xg1+ZElfcgby+TxSqZTO2U+lUgbl3dTUpPsg0xSJUrCP3PhHhiBsNhvC4bA+l+Nl3q8AgGFcOY5mL14aAUClch0JiDIrgMfJGDiVGxVvOp02kNtkDFz+TbSBSIDP50NXV5dGUGiMcCMkaRjJYk5EFThm9N7lM5Bjz5RNadQREeIY04AzkwalkpdhAXNfzZwIS7ZcLMVviSVfULnqqqsAVJj+yWTSAMtSAbM8rsfjQTQaRX19fa+d4eTizBjwu+++q6+TSCR0Kh0VGz1DuaubjB/TQyQML/cUkKx3GgjkALBiHev7S1iebHwaHqwjD1TqF1B8Pp8m8UkCG6F8XkcSIGWNACp9ioTCKTI+zzGQCpO/bShOLvPyOZaE+fm9zWbTWRSyMBFRlubmZoNCpXHDEAHvLTfGkXF2jg/vHQqFDKWdZTtk/2SRI/ZLogV9oTFyDChm799cSGhbCmv19+ezI4rF6rfEki+wcLHlnuwADB4slZjcMU0W6ZGQuc1m00x61mZ//fXX0dLSoj37VCoFn8+nc8Pp9RO25/WpjIkQJBIJrYwk6Yu/e71eXUiI6Wm8p6yZz9g+FY/H49EKWzLVyTmg98rcfpY/ZiydfaBCBKAhdWY38H4y3s8xk+x/tonGiqym11cMm+cy08HMGZCpd7KaIncZ9Pl8OrQjmfVEK8wld3k/jpVEGeTmO+l0WnNIZP9l2IHPRCItvL9M7aPIsdqQV/95eP0Wq98SSyzZ6eTKK6/U3hq9VUL7hGZZmpbH0APnYk8lbbfbNfGtVCph0KBBGDx4sI57BwIBQ0146dHKjXJcLhfS6TQAaK8/l8shnU7D4/Fg7dq1GmJn+2QKG0MWNGpoqEjInZXmaCDIHHcqS9YkCAaDSCQShhxzj8djIO+RD0FEA4DBe+X/GfaQoQGp1GlMUGmyvX2R/OTY0dvPZrNIJBKa7U+jRsbxeX0aU5LcyTEkoZP3oIEj0+1oWFCBc/6Qf8HiQewrkQRJYiSyI4tGSQPGnMdvhvX7Cmd8Hvn8XzSxPH5LLNkFhB68XEiZJieVg9Pp1LvXybQrbmhDeJtQdygUQj6fR3d3t97YR16PhgYArbzI8idcTM+Shshuu+1mgK2dTifa29vR2Nio09FkW+l9UgmySiGPYQEebttLBcb4P1Dx2DlO5hQ6HiP/L88zK/q+YH+KhO9JuJOwPn+jt0wDgwqUv0mDhm1ln/kMJHwvc+Q5trL0MvtTKBT0zo6SzS8JeEzxlJwGjoUsFiTHkWPB82S9ADlmG/LqZUhie4nl8VtiiSU7pUybNs2wsQ1hWSoEuS0vFV82m+3l0clYLJUMDQGy4CV8yxiv3HM9EAhoBU2vntByIBDQ22rTQyQkXFdXp6F+SUwkKkEImbn99NjT6bShwA37yna63W4Eg0FDWIPQPg0GoBL+MOfeS6XHOLeZeNcXnG8ulCOvx3E2pwvKmvxsi/SY2fZUKoVUKoVMJoNUKqXbIUsuU3mbDUHC/kRSKJKRb7fbEY/HDeROWTaZBp1MzZOhFiIPMltAjpXMgjBzHra3WKx+SyyxZKcVxq1l+Vlud0sPmWQ/ABrqN1f34855VIBUUPw3lQahZ/7Ggj9UWEQHlFIIh8MIBAJacQPQMD0XfBljB6AZ5zZbT05+KpVCe3s7AGgDhjC/DAdIuNntduvjmCoo96+nspN56eY8fOnxSsXEKnp95bIDxip20mCS4ymFCpbX9Hq92niTCjOdTmvlT26E0+nUOyKaDQAiNzKswvbIWghyXthslSqH0rCRxiWRBpnbz/tJUp/M95fpj3J+SUPLzA2wZMvEUvyWWLILyNVXX41AIKB326OiINTt9XpRLBZ1uVcuslS+69ev1x42Y830nvuKb7OGO+sJsKIciYFUClz0ueGOVPZk+tMokXB6Pp9HLpdDd3e33sDGXDqXLH3eJxgMauVEQ4BIhZlFTwREpvtJb5/GAI+htw9AK0b5b6n0JTrAf8ua9tJTplfPPkajUV0LgXUV2D+5QZHP54Pf74fL5dKplzQSpKHC/khDC6gYIEAFuZG1HthWWQOAhqLcvY9eO717/i25DuR5mJn+bIcc8+3t+X9RPX4rxm+JJbuIMMbOhZmwrPT+pGddLpfR3t6ObDar0/246MZiMe09plIp7akDFcVGT5pMf3rikltAL5zto2fLWLFMDVNK6TbQ6wsEAojH48jlcgiHw1qxB4NB7c1TWdDg4bk0JqQykgpapiHKfpm9TpmtIMdAeqpSJGdAwtpmL1/C5MxE4HHZbNZgHJCoyH7Q4JGcDCI6RFxkmiTLFvM+Ms2P15KoBdsiFTQJgX1tYMRjeD7bK2sF8CMNB7lh0/Zm9AOAAvq5Sc+OKZbit8SSXURmzJiBadOm6dQ4EvgymYzOj5cbsbz55pt4/sUXEevqAgDYHQ6MGjUKE487Do2NjWhtbYXf70cgEEBHRwcGDhxoMCzIF+CmMFQ69P7pSZJMBlSK49CoAHoY9YTtpQEiiWTV1dXIZDIoFovw+Xw6tMAqe1SKNCJstp7UQ2YhSBIgvedkMom6ujrDxjP0yKX3yrZQUVH6Uv6SAyDDBOw7UDEMgB5lR1SGMXlz7QJyJQDoXHsJnTO+zlAGjS+2PZ1OG4wvGl4UGkRyHMrlsk4bTKVSSCaTqKmp0SmUsr/S0JFjRWOMfA4ZRmHf5Th9HnH+Lyq5z1L8lliyCwkXcHpljMnTeyPB7cUXX8TTTz8N3357of7cSXBEgsi8vxQfPPVfrLr3Xpx/7rmoq6tDPp9HJpPRbPsPP/wQ0WgUNTU1BkiZSlPG2pmTn81mdQiAbWI7WVCHRYZoELDdHo9HZxZIj5+KmWEIpsBls1kd9yZMznK4kmjIzYKIStBAkN6phPB5LRkOkGiC+RnI/1Okl83fmPZITgLvY7PZsHr1agSDQbjdbiSTSYRCIUNBH443z6NXL8saMxxCBSvZ/TQwZL/kNsoss+xw9OziKL1/PgMey48ZLeFzN+94yBCHDImwXdvb6/8iihXjt8SSXUykUvB6vTrNKxAIaNj3mWefRei4w1F3yWT49h4Od8sARE44Eg3TvodELoPnn39ex4zpRWYyGZ3X39HRAbu9p9RsPp/HqlWrkE6nDTFmbvHLmvj05AnHUyGxrVR+LLLD7z/99FMUi0Ukk0kA0IV4gMqeBeQw8P9SiQGVOLv0tgEgkUhoJcRiODxeKkMZmzYrKrMHb/ZaJTte1jVIpVIGbx7o2WfA4XCgtbVVVx0EoDcpAmBANqRnTSMonU4bShNzzNgW3k9mDTCdkM9OKmsWWZK7/LFksBwjXlOSIyUBVGZHmEWOmQypbGv5osb4LcVviSW7kMycOdMQq6eHr5RCPB6HzWbD66+/DtjtiJ5ydC/vyllXjcD4Q/Dm22/r8wqFgvZME4kEqqurDTvGpdNp1NXVoVwuIxAIIBwO6zgvIfdkMolYLKYL07CaIJUKyWpARXnwOG4gxLCBJAFKhjxj40yTCwQCBva+LCnM8SEbXu5PAFRq2zNEIUscy5AA0Nuzl167RA6IUrBvNHZoPMViMXi9XnR0dMDlciEajSISiWiOAUMdrEYoyXOsuMjURtk+KmAW7CGhUipyhhD4N8mCRG4AGDYQYliH3r1MG5UKnggLDQCJ0pjDBPxOZhtsa7EUvyWWWLLdZenSpXj55ZexevXqrXZN5rMnk0lks1kD8S2ZTCIej8PdVAd7wNfn+Z49BqOQy+lzg8Eg6uvr0dXVherqaiSTSb3ZTrncsyMdoeGuri6tWDweD9LpNCKRCBwOh1byTO3jAs9MAyrEfD6PRCKBVCql+8KsAHM9Aqar0fsMBAKGGDfPl+EDpjdSgVNBy+wFoMJHAGBQ3BION4tk9Jv3MGBp4/fffx8vvvgi3nvvPWQyGdTU1MButyMYDKK9vR12ux0NDQ2aic+wDT1+VmVkSMXj8SAcDmvFznZKGF9W2iuVSjocAlSMGo4bQwXBYLAX8iH7x70CZOlmaWzIj9zZT7ZRGkOS5PlFlv/85z84+eST0dzcDJvNhrlz5+rfCoUCrrjiCowZMwaBQADNzc0466yzsGbNms26hxXjt8SSHVDmz5+PK6+6Cq+/9hqAHoVx7HHH4Zaf/QyjR4/u17VdLpf2/GRpXKBHyQaDQRSXxKFKJdj6yJkutXfrlDWgwkinx8frlMtlzebP5/Pwer1aiXKDHb/fjw8++AAtLS2GeHhfXrJSShMKM5kMQqGQbgMJcDRi+DeVG1Cp2Md7yPQ/STiTRYJ4jGSUS4/dnKfO78gd+CxlJYvXLFq0CHMfexSJeBJOtwPFfAkutwtHHnEkjj76aOTzefh8Pnz66afw+/2GkrsSbeA4E3XhM6cSZdqk5FIw9ZKESI4dlT6JnzSSZBElGi4yLVKmQ2azWcNvciw4prKOgZnFL0MP5pj/tpbPg9yXSqWwzz774Nxzz8Vpp51m+C2dTuPNN9/EtGnTsM8++6CrqwuXXnopTjnllB6kbhPFUvyWWLKDyeOPP45Tv/pVeIa0oP68s+Gqq0Vu5So8t+A5jDv0ULz4wgsYM2bMFl+fTHgu4vQK165dC5/Ph2HDhuG5555D6pX/IXjofoZzVaGI5DMvYdjw4Zoxn0wmEY1GdW14r9eLWCymGfisHyCVAxVGuVzGqFGjNHv9/fffx//efRdt69fD5XJirxEjsffeeyMajUIphZqaGnR3dyMSiRhy3Bm7p7JLJpM6G4AeOD1ieqJKKUPJYtYLIEQtyW3S45QbGskUQCp8MyvdnP/P32TK26JFi/CnP/0JI46qx9E/2A+Nw8KIt2Xx4h8/xvz75qNcLmPfffeFx+PBgAEDdIiESlDWYJBhBKITckc/SWrkuUQzaDTQWOF9gsGg5mNI5Sz7I8MdMvuBIRiOq8xIIHeCaA+vJREeSfST99weopQNqh+Kf0vOPf7443H88cf3+VskEsHTTz9t+O6Xv/wlDj74YKxcuRKDBw/epHtYit8SS3YgKRQKuOi734Fv5AjUnX82bP9/kXM3NyGw795oveNXuOTSS7HgmWe2+B6EgSXprVQqoa6uDl1dXQgEAhi5115YfN8jUNkcAoftD7vHjfyqtej+yz9RWt+Jo045FYVCQTPpU6kUGhoaDDA2lVs6ndbMfABaIVB5MO4+f/58vPjii3DXR+EbsxuSsRTmzX8aL778Es4562w0NjbC8f/Ye/P4KMtzffyazL5lJitJMCyisrogehS0FTfEWhV7bA/FA9oqtcfyU3EpsiMIiFql1Vra8618bb9UW0st9vTUUq20x6OIKLSugIIEIQmQZfYtM/P7I72e3O+bYIGEIcTn+nzmQ2bmXZ73nWHu7bqv22pFcXGxMrhABwuc/ec0aNQkkHr3NIZerxeJREKxyi0Wi3IMaLwkEY3GiseRzHRpsAjW2KVh5L+Smc4Mxfo//RGDxpTi6yvHoMja/l5xpQsT7x6OoiIL/vqzv2Ls2LFwOp1qBDK1CphZYRbEfC725vOe0ejLqX9cK7sA+F0EoDoaumrNk2RHM1dB8izMUxP5Ossl5Gjw+yOdA35X6FiYCZgnAsLhsOG5nFXRXYRCIVgsFgSDwcPeR9f4NTR6EV588UU01jcg8KUrlNEnilwu+C+9GBv+/Gfs3LnzqM+xYMECZfBZp2eKt6KiAmVlZfjq9dfj1CFD0Pzzdfh0xmLsnbEE9fO/D+ueBtwwZQqqqqpUG1w6nUYwGITNZsM777yDP/zhD2hqasL+/fuRTCYNxLx4PK7quZlMRrWYbdq0Ca+99hoqbpyAwU/ejurvXIuT5kzByU/ejozfiZ+v+X9KnY9950zLS6IdjZc0dExVs97v8XhgsVjg8/lU/TmRSBiiU7MxlwZPQho4vm+OtqU4EAADB8BiaVdF3Le3HuOmDVJGX2Lc1MHIZrPYunWrclYkyY3CS2x5VN+Xf5xDivWk02lDFoQMfF43r4ldGiwLSUdNli5ovGW7nlTmY+cFuRGyXVFmIOT9lgRKOlnkQBRarjcHS7cfAFBbW4tAIKAey5cv75H1JZNJ3HfffZgyZQqKi4sPez8d8Wto9CLs3LkTVocDzv41Xb7vHNSeytu1axdOPvnkoz4PjaeUpZXv+f1+fPX66xGLxfDuu++ira0N1dXVOOWUU1TamMZD1pIHDx6M6upqg9IcjS6lZKnkB3RIBb/51mb4xpyGsmvHGdZprwii6s6v4JN7foxt27Zh+PDh8Hg8iMViyqiRrU9HgEZfRpZWqxWtra2qJe+kk05SokAWiwWBQEDV/2XXAyN2OhUyUue/5uiUYBlF9sFnMhkVUTOrkEgkAABlA71dfla+ciecHptqh+Q5JT+DJQvZEimzHbxfMqKW3ACm03lc2fMv2w15v2S6X0b5vCeyFEDjL1P15q4GOnJ0QOhQSOPPDoATsca/Z88eg2HuiWg/k8lg8uTJyOVyePLJJ49oX234NTR6EUpKSpBNp9EWCsMW6OzBtzW1q+iVlpZ26zxMh0uDxQEv/LF3u91wu9248MILAbTXsynfy0iRaXoZEdvtdsUKp5MgjYdMxdtsNsRiMTTsq0fNv43rcq2uk6vhrCnHzp07MWzYMAAdrWOpVAotLS2orq5Whp9ENBn10+CxTk0jz39JeqNxpuGRtWmZpqeRMker5hY9KUPMdDbldmmsKXe8990QKof4O11/U10MyWhGseh5TtnWRiNJx0IaTJY/pHGmseW65LjfeDwOr9drmAZIbgNbC2UXBY8n74vUA6Asr5mh31WJhDwQs8aCFP4ppOHvKRQXFx9RRP7PkMlk8LWvfQ27du3Cn//85yM+tk71a2j0IlxzzTVwulwI//XVTu/l83lE/vo/OOW003DWWWd1+1wWi0WxuwEog8hJfjJtSxlWkrtYJuCPdDQaVW1gbrdbkcQAqKicRrWurg7JZNJARgMAWA/9c2SxWZVxZoaBhqGkpEQZE4ra8D0aHBpwXiOjZfbx0+jRwHVl3M3RPo8v76c0SjI9Lo0Yj00nJRAIYMgpJ+N/ntqJVNwoTpPP5/HnJ3fA7XHhtNNOU+eLRqPKwLJVUaoRmqNxrkeujZ87mfdyoqFk8NNgx+NxJWhEx6sr4y3b8vhZSQ4A7wcdMjOhktkGGnvuw3XI7NSxBsl93Xn0NGj0d+zYgZdeegllZWVHfAxt+DU0ehGCwSDumzULoZf+jJbfv4hstH2eeqapCQd/8UvE3n0fy5cu7XbUI0VrgPYWIhpCi8WiWNZkvvMHl8Y3HA6r/nwZ1XI7GeHzOcfD1tbWorGxUf2Al5SUoKS8DNGNH3S51vS+g0jWNaJ///7KYNKgMWqniAwlebmNVAu0WCxqjjwNF0cVywiTbXKS+MZ7RYMlDZjs2c/n80gkEp2cAMlUZzQsyyUTLr8Cob0p/OcNr+Nv/70XzXvi+Oj1g/j5dzbjb/+1F1/8wkVKjnj37t3Ytm2bEkCS3AHec2oSMOsgSXiSLc9rkIacEshM6/O42WwWHo9HZSjMzkxXD5YlJM9BGn15P/h5ylHQMnMgSxiFwvEQ8IlGo9i6dSu2/kMka9euXdi6dSvq6urQ1taG66+/Hps3b8aaNWuQzWbR0NCAhoYG9X/gcKBT/RoavQwLFy5ELpfDgytWIPzyK7B5PEhHo/AXF2P16tW4/vrru30OMu2dTifsdrsasJLNZhGJRNQIW/bgM6Lnj7bb7YbT6VRpayruMVpLpVLw+9vT1pLEdfDgQTgcDgwePFhtZ7VaMfZfzsN//+EP8P3LMBRf2KFTkI0n0fDEC/D4vBg1apTqsZf17eLiYuRyOYNDIMVpQqGQ6qmnweFxmJnIZDKIRqOK+MfBPnKeAa+BTo3kEUgjL1nwJB8yLS970mVLX01NDab++zS8/OeX8Nx3t6pjVVSWY/LkyTjllFOQz+cRCoVQUVGBmpoaNSOBDgHLNJIQJx0arpUtdMzeUPCIBjqdTitxIH5XgHZtBjoDvBZphGWLo2wHlIx+fj5m2V1mL+S9lJkWqZdQSFb/8Wjn27x5My6++GL1/K677gIA3HjjjVi0aBFeeOEFAOiU9XvllVcwfvz4wzrHCWP4r7nmGmzduhX79+9HSUkJLrvsMqxYsQI1NV2ToACgsbERs2bNwvr169Ha2oovfvGLePzxx3HqqaeqbcaPH4+//OUvhv3+7d/+Dc8++6x6PmjQIOzevduwzaxZs/Dggw+q53V1dfjOd76DP//5z3C73ZgyZQoeeeQRg6iJhsbhwGKxYPHixbjjjjuwdu1aHDx4EAMHDsR1112n2PHdhcvlUmlt1rZDoZCatgd0GDlG+axRcx/W+mULH50JGj3WjkOhEILBIPr164dEIqHKBCQ5nX322di+Ywc+evTXaP39G3CfeTKyoRgi//MurLk8bvj6FKU9IHvQZY+90+lEJpNBLBaDx+NR2QG3261IfdxPGiwaRCoGSjlbGk/ZISANmDyWZLpLoRveH4oa0chKnoHNZkNNTQ2++Y2bcfDgQYRCITgcDtTU1KisCe8l7wNLL3Icrpkgx7XyGnidMn3v8/kMPAfq+kulP8r8MrsjMxj8zsqSQldESMJcu+/KwPN9maEAYEj991WMHz++0z2T+Kz3DhcnjOG/+OKLMWfOHFRXV2Pv3r245557cP311+O1117rcvt8Po9JkybBbrdj3bp1KC4uxqOPPorLLrsM77//vvpxA4Dp06dj8eLF6jkZxxKLFy/G9OnT1XM5fzybzeKqq65CRUUFXn31VTQ1NeHGG29EPp/H448/3hOXr/E5RFlZGb71rW8dk2PPnz8f8+bNU9GX1WpVojg04py+xgiYwjx0FDwej4qsKR1Lo9fY2IiamhrVL+7z+ZBIJFSUmsu1jwOmY2y1WvFvX/saPvzwQ7y15W0cePFt2O12/MuZo3HeeeepqJ7nZpugjMTpdHg8HgMBMR6Pw+12q+hXOg9sA6RhA4xMfho9CTMT3swHkFG2VPCjUaPTRaNK3gGNWnl5OSorKw1DkLhtIBBQ5RepygdApcgZZdPg8z12PEiHhdtJUiczN263W30PyP1gJkGm382Q94eQBp7XI+81jydJlDyWPEch6/tAe8TeHVb/sajx9wROGMM/c+ZM9ffAgQNx3333YdKkSUqT24wdO3Zg48aNePfddzFy5EgAwJNPPonKyko888wzuOWWW9S2Ho8HVVVVn3l+v99/yG3Wr1+P999/H3v27FEZiO9973u46aabsHTp0h5lc2po9BSY5s7lcmqyHR1ii8WiRHcSiQS8Xi/a2toQCASUWp5ku5Phz5G2Pp+vkywsjW80GlX94el0Gh6PB+FwGDabDSNGjMCIESMAdNTPCZvNhmQyCbvdDrfbrYwCU/s2m021KbK7QKajZURM40Z2PWBsQ2NGQmYIDtWuJtnyMg0tI1um9cm2l2uWffGSXAkYDSGdChpVOfeekPr/QIdTIPdjmp+OSCqVUr3+dAJlGYcOFPUC5PWZDTPPLZ0Dc4peZh94P7mdjPJJPuS9N9/rQiAPoDun661TBU5Icl9zczPWrFmDcePGdWn0AagvqPTWOYDj1VeNjOk1a9agvLwcI0eOxD333INIJNLpeCtWrEBZWRnOOussLF261ECkeP311zFq1ChD2eGKK65AKpXCW2+9dcjrSKVSiiTFh4ZGoSBT+S6XC06nUxm7ffv2qf8H2WwWoVAI+/btU6xrppZZo3/33XeVOA/HyTK6I0u8tbVVtZvJlDojcurP8/8u1yfb/uiQ0PFoaWlBJpNBOBw2aMibZ84DHRPimOImkZFGkQaW1yeNmiQIdpXqBqC4AkBHpC/r2zyGZLJL0qQsYXDNjNjJvzDvx2NbLBZF0JSvyfKDbOnj1EQy72VJR5LvaMgzmYzBGTGz7Zk9kA6SJO1JB+xQZRJO9WP2SDoWXWURNI4eJ9RdnDVrFrxeL8rKylBXV4d169Ydctthw4Zh4MCBmD17NlpaWpBOp/Hggw+ioaEB9fX1arsbbrgBzzzzDDZs2ID58+dj7dq1+MpXvmI41h133IFnn30Wr7zyCmbMmIGVK1fitttuU+83NDSgX79+hn1KSkrgcDjQ0NBwyDUuX77coOZUW1t7pLdEQ+OoQalUoP3HnIx3oN1h5lQ4j8ej6r1MJzPNzqhx5MiR6oefhp3GjCxzv98Pl8ulDDAAZXhYk2cWwuVyKfIdx/bSOLBFLB6Po6ysDDabzVA/N0eY0kCz/9zj8XQ5cIZENho8aZikAeND9pbLDoC2tjblCPHcNPCSZS+PJbUVmMmU/e9WqxUtLS0qsyIleMkT4GcpnRQO36ER5XbmlD3XxFJFKpXCG2+8ofQdpOMknbOuonGZFTF/BgTvJz8vfr+kUyHvj7yGQqGnlPt6G46r4V+0aNFntoJYLBbDxKF7770XW7Zswfr162G1WjFt2rRDfgnsdjvWrl2L7du3o7S0FB6PBxs2bMCVV15pSDNNnz4dl112GUaNGoXJkyfj17/+NV566SW8/fbbapuZM2fioosuwhlnnIFbbrkFq1atwk9/+lM0NTWpbboinJi//GbMnj0boVBIPfbs2XNE909DozsgI54KfqWlpSotTwIZR996vV4MHDgQuVxODeOh+AxJdH6/Hz6fT0WITE2TPc7uAEb9ZOFT658GgPr/jEpLS0uVE+BwONT+crogDRqdFFkzlsaZRpJGj8ewWCxqVLA0jPwdMqMr4hqn/1FFkOfjg9vSiJn70tlaKCN/lgMAqMwJDSTBsgnXJRn1zMiQ1yBlefP5vCoXyOia96ypqQmpVAqhUEg5DzwGByFR74EZUJ6H12aO0GW2RN4fme4/1P2VpY5CoTf28fcEjmuNf8aMGZg8efJnbjNo0CD1d3l5OcrLy3Haaadh+PDhqK2txcaNGzF27Ngu9x0zZgy2bt2KUCiEdDqNiooKnHfeeTjnnHMOeb6zzz4bdrsdO3bswNlnn93lNueffz6A9lnpZWVlqKqqwhtvvGHYhilIcyZAoicHNWhoHCkk2Uoy3qnRDrT/ALvdbkSjUUV6tVqtaG5uRiAQUNvKVLWsz8ZiMZSVlakoXqagZesZALUGGi+LxYJoNIpAIGDQ5uc6ZK+67BNnmli2zMksAJ0HRrEsB0pOgUwtm4lsMvLkNiwdyJq8NM48voyQARhaEJlmN7es0aFg9E/HRmYkKFDE6+U1yJZEZhG4bzqdVjwOOgdcU1tbGyoqKlBSUqIm8/HzoZPGddBpYKaAr3XF1Of7kqRnLp10xRs4HtF+X8ZxNfw05EcDfgEk2eRQCAQCANoJf5s3b8aSJUsOue17772HTCaD6urqQ26zZcsWAFDbjB07FkuXLkV9fb16bf369XA6nRgzZszhXZCGRoFBoyWFX+gIsM7qcDjQ3NwMm82G+vp69O/fH5FIBMFg0CC/S3lcHpfkO7bS0aBJZr2MpkkQTKfTiMVi8Pv9BiNXVFSEWCwGr9eLSCSinGbZNiaNCR2RTz75BAcOHIDb7cbJJ58Mr9fbySDK9LI0PDS+cioc+/9pvLktVQhZPpAOCNnyVqvVMOfA3NMvSX9mMiE1ESoqKgxcAnku2YcvyXsyVc/PNJPJIBAIqGyMJBdKdUReOzMKiURCfe4kW8puBsoQ89qlQ8Jr4z3leszsf/m8qwxAIev8ubwFlh7Q6u9tOCFY/Zs2bcKmTZtw4YUXoqSkBDt37sSCBQswZMgQQ7Q/bNgwLF++HNdddx0A4LnnnkNFRQUGDBiAd955B3fccQcmTZqECRMmAAA+/vhjrFmzBl/60pdQXl6O999/H3fffTdGjx6NCy64AEA7cW/jxo24+OKLEQgE8Oabb2LmzJm45ppr1OzjCRMmYMSIEZg6dSoefvhhNDc345577sH06dM1o1+j14LGntEe2/f4ntvtRktLi4qwfT4fGhsb4ff7FYNeGmZpCGX6lyx7bk9HwFzHpZGhoAwNMg2J3+9XRD/uT3EcGWXm83ns3r0bz7/wW7QcbFbX63A68MUvfBGXXHKJMkCSzc5WN0k+Mxt42TJH5PN5tLa24q9//Sve3vI2EvEE7A47Ro4YifHjxysHxRzt8r7zeni/5PnNXUvyGqVjwGyKdADoHHi9XpXyZ/mETggAtQ9LPix9sD2SnydVEbPZrDL4lPaVGRw6dF1F/maORD6fV10j8rqlwZfOWKHJffl8N1n9vTRBcUIYfrfbjd/85jdYuHAhYrEYqqurMXHiRDz77LOGVPm2bdsQCoXU8/r6etx1111obGxEdXU1pk2bhvnz56v3HQ4HXn75ZXz/+99HNBpFbW0trrrqKixcuNDww/DLX/4S999/P1KpFAYOHIjp06fju9/9rjqO1WrF73//e9x222244IILDAI+Ghq9FUzdsq7MaC4SiSCdTqOsrAyBQABWq1W1fHEGPH+sZQpaptylNj57+YuLi9X27KGnw2Emu/FHXra8SSEdRqA0VECHbv6+ffvw9M+ehn9Uf5w1bwKKR9YgtT+Cvc+/jZd+/RJyuRwuu+wyQwqZJQS+JlX5AKMqHZ0UIhaLYdVPViGejuOUSaeibFg5wnvC2P78dnz44w9x8zdvRnV19SFb/5gVYEuk/HxIjqSDI50dOgU01HTkzO2MiURCOQpSUEyOyaVDJTMF1CqhE8CWTko4y5G8XJPkMZg5DTyWfJ/kUZnml5CvaVZ/z8GS10WTXoNwOIxAIIBQKKQzBRrHHMuWLVMGbv/+/YoYR/KWTN8fPHhQpff9fr8y2slkEsFgEOFwWKWIk8mkmvpGKWCm1jkJjsZepoPNc95lFM6ok0aEDr+MJOmA/PSpp3DQGsNZP/g6iuzG+e27Vv8vPv3lm7jvu7MMIl6MemXULI0RI05Z3gDajfezv3wWO/ftxMSffhm+6g5hr3QkhT/d9iKsYStm3jHTUAdnPV12D/AaZWmB+0jinTmzwvXzvvFYJDFKASDux89YdjTIVj6gY+QwiX08Pts8SbbkvTcbfa5PRv/yPV5/LBaDz+dT90Z+DmaCJZ2QJUuWHNPfSf4Wj3j2u7B6jp6HlY2n8P7kh3rdb7p2nzQ0ehDbtm3D7NmzccMNN2DmzJmG7pDeBhqDZDKJsrIyJVnrdDoRi8Vw8OBBZQhKSkoUAzwej6solFEhjQAzbn6/HxUVFSrq54x3RovxeFxFtITUEZDqdzwmnQQ5hU4axVwuh3A4jF07d6L/9WM6GX0AOOkrZyOfz+Pvf/+7IbqXTHsaQ9l6Jwl7shc+Eongvffew6hvnmkw+gDg8Dtx9u3nYn/Dfnz88cfKEPNYMi3O12Wbo4Rs3zN3KYTDYUQiEUXg4/pouKXjxOPLVkG+zzWFQiEkEgmVZaF4D9CeJfB6vUrFTxr9fL69zU+Wi2RJBjDq79OYkzwot5WOgdkZKWSsqln9Ghoah0Q+n8ddd92FlStXwuHzw1HRD20tTVi5ciW++rWv4ec/+1mv6+AgI1/W3Qky6dmWZ7FY0NzcrGbCkyQGGAlZHMnLITckojHtzDQ02wSlMh5LDaztA+0p6JKSErUOZgCkQaOBa2trQ2trKwDAc1JJl9dsD7jhCHgQi8UMsrlSh14K40gjK6NmrrmxsRH5XB79x/bv8nxV51SjyFaEffv2oba21hClS64C0BFh855KMhzXILelEWdLZSaTURwMftfa2trUIB+ZKeBnIomFsVgM+XxeSSrzXlAISRp7M4mROgL8fMylG7MgEiFT+fJ66eDxb+7P+1IoaHKfhobGIfHQQw9h5cqVqLjiGgTOuxBFNhvy2Swi727Bb55/DmV33okf/ehHx3uZBjB6TafTSj2PBpHGNxgMqh9hv98Pq9VqqENLFBUVwev1KlEgoENyVvass42M/AGmpWlUyAyXjoic68510xjTYHKNsADRj/fDP7SzxHbqYBTp1hiCwaAheudapTNgrilLkplZGjcVTsPfhe3PxDLIZTum8wEdpEqzYZdGmFmGVCqluA18jWRB6u9zjQ6HA5WVlcohaG1tVeRFt9utuABSxY/XyNHGdMTk/TZ3OpATwgwEuQLSaaIDl0gkDCqN3IflHUnak0RA+T7LPvwM5D3TODroVL+GRjeRSqXw0MMPI/AvF6DkgvEookyr1YriM89Byfgr8H9++lPs37//OK+0M/hjS+Z+S0uLaqULBAKqvpvJZNDc3KxIXblcTjkJrLvK4zHlzEwC2d9MH7vdbhWtM5qnAh/BkgAjQrO+Ox0Wliuy2SyKi4tx2mmnYe9zbyGb6DyfvO6ZN2Cz2XH66acbat6ScJdMJg2vyyhTPrdYLKitrYXX78VH67Z1eX8/+t12FFmKMHLkyE4EN0muI+gI8Z45HA41Dpcpd6lTwJQ910bipN1uR0VFBdLpNEKhEOrr6xGLxdRnJ4mSvHdynLC8XjoKsVjM8D7vj8vlUlkCGnkpA0ynJR6PK2lls8KibG8kh4OzHngMZjwKSfAjq787j94Ibfg1NLqJjRs3ormpCYEx53f5fmDMeWjLZPDiiy8WeGWfDRmJ2Ww2+Hw+DB48GC6XC4FAQCntkSBWWloKm80Gt9utUvrhcBjZbBbBYFDV/yWBD4D6kXe73aqGTiPDNjM5TIZp7EwmowwKmfsy3U3IKLioqAgTr5iIzP4ott7xLA78dTtSTVGE39+HD5b+HvvWbcXEK65QkwXNtWOr1aoyDhLmNjoaaLvdji9c8AVsf34b3lvzDrLp9og3l81h1/qd2PLkWxgzZgw8Hg+i0aghypUGDejQ42dkzPPSYaKBlmn0UCikMgFyLgANanl5Ofr374/q6mr4/X7s3bsXVqtV8S7osMlIWjLuycOwWCyKnyEzAfx8eQySBnlNjPplhkPOQuB6zdkXi8WiVBTpLJrPWwi0G+/u1PgLttQjgk71a2h0E0rv3u3p8v0ilxsWS5EhBd4bMGfOHCxfvlz9wGcyGUSjUTUCV0afe/bsQWVlpXISGOX7/X4VzbEtjj3ZTNsy8gc6xsOy/m82cDQyfI8GQdbhORyITgGNNNsI+/Xrh5u/eTN+/9+/x/uLf6eutzgYwL/+678alDtpiKWynTndD3T08/Nf+d4FF1yASCSC//3B/+K9p99B8OQSRPdGEN0fxYiRI/ClL30JuVzOMO6b/fGyls1rkGlzOgEkRsr7YbFYVDaA6n7SMZLjgGk0+/XrZ8gY0GmgA0LnTJYbMpkMnE6noW2QnArW9CkaJMmK/GwdDgcSiYSSYpbfC8lpoJHPZDKqNEGngp95aWmpoZVS4+igDb+GRjcxcuTIdmW5jz5E8JzO8tHxj7cjn8/hjDPOOA6r+2xQipdRc3FxsYoYXS4XWlpakM/nUVFRoaJ0GgbKvlI3X86UZ5TOCJHp4mg0qhwH/qiTxQ901IYZwUsiHFsImXWQ7V+SdV9UVITa2lr8x7f/A/v370dTUxNcLhdOOukkdW6ZNbBYLKqHXhL3AGNdX/IUzLXpSy65BGeccQbeeecdhEIhDB4yCKOvH43+/fsbeAgynQ0Yp/Dxes1kNtbxSajj50VDTEiOAtcunQGes6WlBSUlJYrcJ3kCMgqX95+foezEYNZAChAx9S87MAAYev95PMnj4Fp5Pxnhy8mK1FkobKq/e8x8zerX0OijqK2txZeuugov/c/L8J46HPZAUL2XTSTQ8vJ/Y9Tpp6sZD70JZHw7HA5VA+aPN5n5cqgODU8qlVKKcM3NzaiurlalAzoAkpRGshaNHwliNKjMJFCBDoAhzUwSmaxpm4l5ZtEYOiyVlZUAjFr7si7O7WW7HI0bMwJmUh/3pWPgdDpRVVWF/v37d2Li8195fhr6rlL+MgOQSqXUeXk/qZXPeyIdH7vdjv3796Nfv36GfngS/HK5HEpKSpTDRmEmaYh57Yy8ZbcDyxU0+hSAYnZBOgH8W3ZJyO4CeU/omJCfEI/HlSZEcXGxKgnJz6wQyP/j0Z39eyO04dfQ6AE8+cMfYuy4cdi76lF4zzoXzpqTkDm4H9Etm+BEHv/vv/+rU226N4A/zIlEQkVqMi3v8XjQ0tICh8OBYDCofnRla2JpaamSdzWzzJmi7SqdzfS3VLQzt83R6DHik0Q8WS+nUyCNC7czR+iE/Dy4rTQq5tdonKQxBzqG9kjJX7mPJAnyNQok8TpkOp7OF685Go2qdTBrks/nEQwGVSeGLMH069dPRd9yDTT2NNZ00GQKn9E2z8VjMHPg8XhUNC+vSWaA+N0xyy7zu8VyRSqVUmJQzDDJVsB0Oq2mRJozEhrdgyb3aWj0AGpra7H5zTfxnW9NR9u7b6PhuZ8jtvGv+Pd//Qre3rwZZ5555vFeYpfgWNVMJoNkMokDBw4YXne73aiurobH48HBgweRz7drqyeTSTWBMh6PIx6PG5joZHXncjl4PB71g51KpdQPO+vpMiXNVC//lq+RAyCNP9BhECX7X0bwhEwrS6MFdJAGpQGU6WuZ4mY2g46K5DFIh0MeX77OrIKZP5DL5dT9Z+mD52MphlG2y+WC3W7Hvn370NTUpHT2ZYQtzyfXmc1m4fV6EY1GDSQ6ZhCkEyazGiyzMDMjtfml48J7by4NsFwgDX00GlXfgWQyqQSAeIxEIqHG/3ItxyPVrwV8NDQ0ukRVVRUeffRRPPLII4hGo0oJr7ejqKgIgUAAmUwGfr9fpfllO1UikUBJSQlSqRTi8TjKy8uRTCZVPd7Muia7m6NqOWteTnnz+/3KADMK9Xg6CJKSPc/n5qgbMBLi5HaAUd9dGjGm26XDIFn7fE0OIQKgonEpXsTatUyXS4PI53KmAQ24dADYgsfz0vhLQp8sUxw8eBCxWAyBQACRSMQw9lhmXaQhlc4IMyVsn6Nzwg6LeDyushLMUNABIOSkQn5evBfydRI/nU6nWmcul4PX60U8HkcymYTP51MOIO870B75t7a2ory83CCXXBD00Vy/jvg1NHoYRUVFKC4uPiGMvs/nU5r8RUVFqt6bz+dVFM+WLPbZk53OiDyXy6GpqQmhUEgZfWnkKcrDGjSH/cgIM5fLGYb15PN5RKPRTlEzo2VZAgA6p4BlVkCS8xiZsgfenK4nzOeV1/pZrH+5T1elAh5DGkWCBlsSCXnPZF89nYiSkhKceuqpKCsrg9PpVD3y0jmSBDupusdjNzU1GUotsowiByBJlr/MgEg2Pr9Dch4BX2e2gMdIJBIquqcDwHvZ1tamukRY+qiurlbXUcgaP7ob7ffSiF8bfg2NzzFoKKQmu91uh9vthtfrVczvyspK9YPNWjaNitvtxoABAwwCMKztkgzGKJlGgEbSbPy4Jg4DMqfg5fGZ+gaMxkCSx+Q+0mmQhk5G6ub9+Jo8tqxZ07DxHAAMRls6HTKTIM/F9UsHAYAhlc5MCJXwCDoELpcLFRUVhrJDPB5X18dj8zMg96K1tVV9HrK8wswCyzSMwnn9LOnQwAMwqAGyhGCeu0A+ifz8yDMA2rkjHo8HNptNOX78jhYyxd/Xoe+khsbnGIyupJIaDaRkWUuZV7buMYoDOsoFNAY8VklJu2a+jLZZPpBGW7bGAR0pdZmaB2CINIGOVLw8viw1EDI6l/3rfE5xHCoOAkYmflekPzLq5fAdnquraF8eU+oYfNa+kvBIoSQaVHnf6Ax5vV5ks1kEAgHVN09HaufOnapLIJVKIZPJoKqqyhCJSyeFzh3r8bxmfn4ADJ0Q8n6n02lVLqLzwrkQ/JxY2mHWgE6KjPQl2VHex0Ih30eV+3SNX0Pjcw5GkM3NzYb6bnl5OYAOUpzFYlEKfX6/H4FAQB1Dpmk5GMZsuFnzd7lcqkUQ6JgFL1vJ5DFlWlxO5qMRlSUCWaeWxp/XwEiW6W5Zv+e9MGcgzI4At5eaA4ygWSuXQjSSSGiOWmnYzIQ6mSVhZoVDchKJhIrcpaPAljfZ/haNRlFaWop8Po+qqipEIhFks1n4/X5UVlaqGj7r/XTkZK2dTH2go1ODHQG8Z7K8QwPObflg6p/iPJIvQQ6ANPLMLhxP9NU+fh3xa2h8jjF//nwVvft8PvUDbbfb0dzcrEa0yn5yM+Oehl2ma9mnL8lvQIcCG9XmJLHN3NturrtLoykNhDkalCS4VCplSPNzHbK9UBp/6VCYyXRmdjxFabhupuMlh4DGjuvkPZTrllE96+SyFGHmIchat9QvkKx+lmjcbrfSV/B4PKisrERJSQk8Ho+BDMhzsObO9UsjzGuVNXyug9vzOZ06Xi8fvLc8J4/BjBNLATwHS0tEQev7fRja8GtofM7BH+X6+npkMhm0traiqKgI0WgU8XgcdXV1SCQSqKurQzQaVZG0TCPH43EAUJP7ZFqf6floNKrS40BHpMgoNp/vaOniuswpcmmIzO1mXe1DJrrMWrCkQIMIdCjo8RjmbIWMyJnulmlsbsfuBZ5Lpq2BrjsH5PVJJ0WWGqRTJHkH0hkw8wbYtscWSnle3mMeg58HyzmSqCezOfKeOxwOxONxlQGQbH8AhhKInKUgt+V3o62tTZUG6JAcSpq30OS+bj96IbTh19D4nINp23w+j5KSEkO9lu1XUmymqakJkUgEsVhM9WHbbDbEYjFF2KLICw2l1WpFIBAwyPUysqUhYAqe9W8Z4csIWPaMS0NH8SC5rTRcXf2by+WQSCQUi51ZAWl0aQhl/dvlcik+g1ynx+NRXQ9cA9PuzAjQiJuZ/9IRoDGUqnfkE8iygSyHcL94PK5S9UBHKUcafkbnZnIhzyNr9wAM7H5+J5hRYGnHbrcbdBp4TB6DPBFzCyUzJBwUxVIN77vsaCg0+mqNXxt+DY3POSi4U1lZie3btyvj53a7EY/HVd3WarWq0bxSUU0qzpEoKJnfrPXm83kl70rDwQcNEdsLzSluafDlaxaLBdFo1KAYKA0xa+Syzi4dBklkNPfeS+KijP5l1GuWxQWg/mWvvhx8wxQ8t5OjeaXhl2UBnpsZBhm9y5IE1+Z2u5UuArsOLJb28bscrRuLxdRgH7l26XBls1nEYjE1XMpMPKSoDs/FYT4AVNbDarV2+jz5ei6XU/V+fg5mUia/J4Um9fV1aHKfhsbnHG1tbWhtbUUgEMDgwYPR0tKCQCBgiMqi0SjKyspw4MABFBcXqx98GdHTyAJQA3XMsrRdpXKZZu+qL18y+GXtPZ1OK8eEpDfZSiYNIUsJTDfzmsxpda6B90RG/pLlzswAQadHzpknuY1SyObIPJ/Pq/III+euDJwkG1I1j/ub2waltgCdM66d94nnIz9B3mt+lkzHU9fBnP1g5wOdP77GEoIcySwJm5IrQQcwl8vB5/Op7w2vL5PJwOv1dvl9LagToAV8NDQ0+iJcLpeqsba1taG8vBx1dXUG4p7f7wcAJfYTiUQAQE21o3iP0+lUioU0gJIx7vP51LlkrR/oaLPj3zJyp2EbM2YMzj77bDidTkU4lPVt8/aMZklU6yqdLl+TJDRmCiQpULLwgXYyXDQaRSwW65SC5/0IhULqPpjZ+7JHnUYU6FpuV6a6zWRFZgdkV4Tcv7S01PDZMNPAe8drZWsfWwbNx5IaBtJpYmaHJRCWKcLhsLrXzAqwNESegOQOADCIDpkdpkL38mvJXg0NjT4J9lwHg0Gl0gdAjeSl5K7f71eKe0BH/3swGATQLiFLoR9mA2iQGK3K9HBLS4uK1qXxljVimWbnj//bb7+tjAbLEHKkqzkK5rEkgY7GnZG5mcDH7IMsEciIWxpkOk7SeEvj5vF4VOTOzIMcqSs7IqReAUHDKK+nK5EgfiY8N7kLPCazLfl8XqXYeQzyEoCOWQTkApidEXIbCGYK5Hpp0H0+n1oDj8vr432W3QP8XFkuImS3h0b3cViGv7S09IgOarFY8Pbbb2PgwIFHtSgNDY3CYd++ffB4PMhkMiqNGwgElPKbxWJR70ejUVRWVirCnxwL6/F4VI85I2ZGjRSMYUo8nU4jEAgYoj3Z2iXH7zLlfvrpp+Pvf/97J9IfywysmUsxGMlBMIv40CDJSJ1Gm6x27i8dCp7XrA0gyXRm1j23l9dLHgHLITK6NUfVjNAjkQiCwaCBGCgdDWYkAChugbxHhLmUQV0FnlcSGiXpj+Q92XXALAm3l8fh94DXxhZHqj9KzgLXLg28vEZz9F8w9EFf47AMf2trK1auXGkQ7DgU8vk8brvttkO2YmhoaPQu/OxnP8MDDzygiF6sz7e2tmLgwIEIh8Ow2+3Yvn07zjjjDABQWQCZKidre9euXRg8eLCK4qXEr+xVlyI6QEd6nhFgMplUrHGr1Yq///3vBnlZrkMaUmkEpXEEjGliOhrJZFLV4NniJmve5mwDzyONohTSkVwDeW6umwaYZRUZaXP9RUVFBkIk710mk4HP5wMAlTnhveT1ynXL4zKNL4245C/I9+RxZXukWZNBvsa/WTaQtXp+TjwW/+Y56BhIQqA8rjT4zHAUCn1VwOewU/2TJ09GZWXlYW37//1//99RL0hDQ6Pw2L9/PywWCyorKxVpLpPJoKmpSZHEBg8e3Cn1zeheSsFWVVWp9K/dblfa7DQ28sebRkCmchlFSoJYV7V2gmuSBqOrKJ3bSgPC0cBsYeN+co009gA6ZQjkOaRxN0el8rzSoDEtLq+D52lra1PpernmWCymHBbeF1l7l/dRlgLkPTHfG/IWmJ2gU0amPbMDsoOAHQo2m021ZDKaZzshj88sDmv/LpdLcRKYSeBrLAWlUinDvTE7cgXB55ncl8vlDtvoA0AkEsHJJ5981IvS0NAoLFKpFCKRCBoaGnDgwAE0NzfD5/PB6/WisbFRGQL+WCeTSVgsFsTjcTW+VfbAk7wnIzeZ+mVav6mpSZ2br/OHn7V7Gho5yU+2tAEdUW5XzgVhJsqx1k2DTyNEXQNzi580pJK4yDXIfbriCNB4kf/AbSn6I2v9XI9UrbNYLIhEIsro08BKQiLQebIg95VOkXQOAKh7y9ekU0PnjtdIdT/ZWkmeAOWLKQYk+RtyYiM/a34nJGGSzh0/a7YemtP/fRV//etfcfXVV6OmpgYWiwW//e1vDe/n83ksWrQINTU1cLvdGD9+PN57770jOodm9WtoaBjkXL1eL2KxGFpaWgAA/fr1U8aupaVFGVe2XNHgkQMgW+KYPucPeygUUuxvqSufyWQQj8cNErQ0QGYCG0sCfL0rJrtZHAcwau4XFRWpejXXxnY36uvLSF8eR0bK0ghxcp7shpDbsGRB2WLeFxrWXC6nRuFS64DT6mgwnU4ngsEg/H6/clRYLpD3gU6QdNbolJlLAebshtlxkp+D0+mE2+1Wnz8VDDOZDJLJpCFzQkVH6TzJFkuWF7gPeQbJZFJlL0hIBDp4IoXV77f0wOPIEIvFcOaZZ+KJJ57o8v2HHnoIjz76KJ544gm8+eabqKqqwuWXX646bQ4HR2X4f/7zn+OCCy5ATU0Ndu/eDQBYuXIl1q1bdzSH09DQOM6IRqNwOp1obW1FPp9HIBBQ0aYkl3k8HvUDLw1IJpNRg3u4H8ViXC6XkuTl61IUxul0ori4GIFAwJBSNxtXmaYmpPFnJCvb+KSTIMGIXB4rkUgYiGaM1mXN3hzlS6eCDHizw2JOeQPtzHhmSZgul8p2PHdbWxui0aj6UY9GowiFQkin06o9j3V3mb4nX0CuhS11vG/mqN9siM2OBLMTAJRjwq4K/ivLLnSqeH84bpfTHWV2JJvNKgIp76PMsvB8sgOgIMj3wOMIceWVV+KBBx7AV77ylc7LyeexcuVKzJ07F1/5ylcwatQoPP3004jH4/jFL35x2Oc4YsP/ox/9CHfddRe+9KUvobW1VXn3wWAQK1euPNLDaWho9AI0Nzervuu6ujr069cPlZWVKCsrM0R1/MHm8Bs6BKw9M83rcDhQXFzciXgnnQXWe83tYV0J8Zh71M3G3JxWB4wiN/LYjH7No20lw56lCmlE6SjIa5IRtNkZkkZYps8ZtcpZAQAM91OmwnlcKfUbi8Vw8OBBVVc/lAaAzE7If9m9Ie8Pe+x5LHPWhNPzeM38/GjcORGRDgYFkyQvI5VKqdo9HQZ+Z/j5mDkKbDuk82GeCXAiIBwOGx5yVsKRYNeuXWhoaMCECRPUa06nExdddBFee+21wz7OERv+xx9/HP/5n/+JuXPnGr6055xzDt55550jPZyGhkYvAAl5J510EgYPHoxYLIa9e/cCAN59913U1dUhmUwiHo8jFovBarUiHo8rJ4Apa9avabQZvVEYxu/3q752DpGRDHnZFsbar2Ssd2XMeS7JEjdHs9yOhhiAwbDJ50xpd8UhkKlwoMORMEeo5swEwTXKdcu10lCS3EaCH++F0+lUxtfj8ajrMbP0CTPHgJ+HWZyHDoV0bszrNZ+DPAdmhKTTRaKedJpyuZz6jqRSqU7T/5jqt1qtcLlcijPAUgidj4KihyL+2tpaBAIB9Vi+fPlRLaehoQFAe/lNol+/fuq9w8ERC/js2rULo0eP7vS60+lUqT0NDY0TCz/84Q/xzW9+U/Xml5eXqyj+lFNOQSAQMJDy+ENus9kQDAbVhDZpWGS62RzZ79+/H8Fg0ECMk1GzjABltC015aVR5v5Mj0sWOrfheeQxacQlEbGtrU3VlQEYzklYLBYlGtSVc8G1yEwHI3bpEHEboKPlr62tDU1NTSgpKUEu166pIIcSSca9GVyP7E6QRDwaVhphGlKpeUBwG5mpkdkBqT/gcrkURwOAIeLnvWA7Z1FRkUG2WY5K7io7IVv+yIEoGLo7Ye8f++7ZswfFxcXqZUnaPBqYS1cys3M4OOKIf/Dgwdi6dWun1//whz9gxIgRR3q4w8Y111yDAQMGwOVyobq6GlOnTsW+ffs+c5/GxkbcdNNNqKmpgcfjwcSJE7Fjxw7DNuPHj+9Ui5s8ebJ6f8OGDZ3e5+PNN99U23X1/qpVq3r2JmgUDPv378fixYsxdNhw9Kuqxhe+eBHWrFlzQqYZDxdPPfWUkmolCY/tZFu3bsXOnTvh9Xrh9/uRzWZRWlqq6rMHDhwAAMVaJ3GObV1s5ysqKkI4HO7Udibr0TL6l2l/GW1LYysZ7ZLUBnRE1UxBy21lpoFZBbPQjYyAZZTPtXLUsDmtTnD98rxsw5PZB+mIAEBJSYkhA0GjSKPpdrs7cQKkw0EuAtChrwBAZUMoouRwONSxJdGRSCaTyGQyBoll1tx5LGo/cDiQdMRosGXWQXYJcMAPOSDmjInM5vD1E/H/YHFxseFxtIa/qqoKADpF9/v37++UBfgsHLHhv/fee/Gd73wHv/zlL5HP57Fp0yYsXboUc+bMwb333nukhztsXHzxxfjVr36Fbdu2Ye3atfj4449x/fXXH3L7fD6PSZMmYefOnVi3bh22bNmCgQMH4rLLLuuUmZg+fTrq6+vV48c//rF6b9y4cYb36uvrccstt2DQoEE455xzDMdZvXq1Ybsbb7yxZ2+CRkHwwQcfYNTpp2PJ0mXYbytGfvAZ+HtdA/793/8d11x7beHTjQXEypUrVZtYOp1GKBQCAHi9XgwfPlwxtWWqv62tzaDuKQe88EdeGkRGkUzdyoiYhouz3KUxkwaFToHkAMgUvjn1zvfoAPBf6XzI7IM0wjRg0rAzxc0ZBtLASaNrBmvbUgSH18Vj8DnT/mYnxnwOmTXgGqXzQ6PrcrkMDg4jf3IEeG2S9Mj7T8VFbs/7JzMBvE88NksmQEc0LzMr/FyZAWGXQDKZVFwAfg8k16CrEsqxQv4wR+9+1qMnMXjwYFRVVeFPf/qTei2dTuMvf/kLxo0bd9jHOeJU/ze+8Q20tbXhu9/9LuLxOKZMmYL+/fvj+9//viFS7mnMnDlT/T1w4EDcd999mDRpkkEWVGLHjh3YuHEj3n33XYwcORIA8OSTT6KyshLPPPMMbrnlFrWtx+NRnpQZDofD8F4mk8ELL7yAGTNmdPLug8HgIY+jcWIgl8th0nXXIQYbhnxjNuzejvRc5JMPsf6Fp7B06VLcf//9x3GVxxaPPfYYvv3tbyMQCKCpqUlFmB999BEGDBgAj8eDdDqtBu7Q6PJHnZEhDTQApd7Htjkp0EMw2jQbHRK8pEGTTgEjYmkc5HMJprP5L89pTvGbW//4GyMdDF4fRYB4DJ6bhpHnyufb1QjpFLG9j5E3iW6SQAjAIHEr1yWdH3PmgJ+DmewoOx6oic/181pkKp0Omaz1U7BHih9xHfIzlWtkxkDqLBAyk8DPTqb6c7n2Xn62N8prOuY4DgI+0WgUH330kXq+a9cubN26FaWlpRgwYADuvPNOLFu2DKeeeipOPfVULFu2DB6PB1OmTDnscxyR69TW1oann34aV199NXbv3o39+/ejoaEBe/bswc0333wkh+oWmpubsWbNGowbN65Low9AsSZlrY5pvFdffdWw7Zo1a1BeXo6RI0finnvu+cx+yBdeeAEHDx7ETTfd1Om9GTNmoLy8HOeeey5WrVr1T7+gqVSqE9tT4/ji5ZdfxvZt29Dv4q8YjD4A+AcNQ/D0sXjih0/26agfAFatWqWMVzKZxIABA9C/f3+43W5F5qNan6zL07BIgwZ0pJhjsRhaW1thtVoVSVBGudyWxk+21/E5ISNBGh5pXKxWK95//3289957aGpqMkTyjHxp9M0GkOczt8RJIyVb0mSUbBbUIXgMqXJnNvTmUgedBLMjIklx/JfOFyEFduQ9k9cmiZRyH/5bVFRkGLdMI0yYPztmcWjwzQ4QP0NG9/l8XhEW+ZzXIjMwfr+/U/dHX8XmzZsxevRoxaW76667MHr0aCxYsAAA8N3vfhd33nknbrvtNpxzzjnYu3cv1q9fr7JPh4Mjuos2mw3/8R//oYxqeXn5ESn6dRezZs2C1+tFWVkZ6urqPlM3YNiwYRg4cCBmz56NlpYWpNNpPPjgg2hoaEB9fb3a7oYbbsAzzzyDDRs2YP78+Vi7dm2X/ZPET3/6U1xxxRWora01vL5kyRI899xzeOmllzB58mTcfffdWLZs2Wdez/Llyw1MT/MxNQqP//3f/4XLH4CnZnCX7xefegaamw524or0RaxYsQKDBw9WcqqVlZVqPjvQYeD4I88fbnID5IhX/vD7/X6UlpbCZrMhEomgubm508Q2GjBZm6Yj0ZVhAIxCOpIHMGDAAFRXV8Pj8SgDxHS1zBzI6YDSISCk8bRY2tvSzGx6HofrlpwAc3Sez+eV8I6Z0Mj1m40fyZSssTOoOZS2Pe+pvEdyDTLFz+tnJqAriWWuzzwEiUZc8hCkwWcWRE5B5PEBqCyI1+tVpQHpfJmPeagyyjEByX3deRwhxo8f36kElc/n8X//7/8F0P75Llq0CPX19Ugmk/jLX/6CUaNGHdE5jth9Ou+887Bly5Yj3a1LLFq06JDEOT42b96str/33nuxZcsWrF+/HlarFdOmTTvkl8But2Pt2rXYvn07SktL4fF4sGHDBlx55ZUGr3j69Om47LLLMGrUKEyePBm//vWv8dJLL+Htt9/udMxPP/0Uf/zjH7vMbsybNw9jx47FWWedhbvvvhuLFy/Gww8//JnXP3v2bIRCIfXYs2fP4d46jWOE9h/9LA6Vo8vnOnTaPw+YN28ePvroI2XQLBaLEo2hkWdPPw1AIpGAy+UyGEZZ66fhKC4uhsfjQWNjI6LRaKc2Oxr6eDyu0u0yrcxjA0ZjJ42Dz+dDWVkZ/H6/4beCXQdAZ9a+uabM9/L5vGqxk4Q1vm/uOJBlCkbuTqdT3Zt8Pm9YB/fl75PMMvAemnvrpVMhr09qBEiHhseSTpDMXrHNkv3y/FuWMbxer6EkwuuSZD5+zvyczJK8vNfMCknJYG7H+0m+CQD1XSsULPnuP3ojjrjGf9ttt+Huu+/Gp59+ijFjxsDr9Rre5/Suw8GMGTP+KS9g0KBB6u/y8nKUl5fjtNNOw/Dhw1FbW4uNGzdi7NixXe47ZswYbN26VSldVVRU4LzzzutEypM4++yzYbfbsWPHDpx99tmG91avXo2ysjJcc801//Tazj//fITDYTQ2Nh6Sbcn/MBq9B5deeikWLlyI6O7t8A8a1un90Idvo6Z/f5x66qnHYXXHBxs2bMCyZcsQjUaVnC2j+Uwmg+Li4k7jZgGjwZG1YBoS/uCXlJQYRF5IHCO5jeloWZ+XxgswKv3JNLZ0FPi+TEvzuVkLnttKDgAAQ9RKI8waPI2qjLItlvZ5BvydNNfveT1sfztUpsFMvpMkPrPDJB0XM4mQx5P3VB5PGlWm3yV/gMeRa5elCafTqbIhrOvzHkmng8/l/ZcdHG1tbQZVQt4ztg0WDMehxl8IHLHh/7d/+zcAwO23365ek6ku+aX/Z6AhPxrwi304CkgcJ7xjxw5s3rwZS5YsOeS27733HjKZDKqrqzudb/Xq1Zg2bdoheQUSW7ZsgcvlQjAY/KfbavQejBs3DmPOOQfv/XktHJOmw1naXsrK5/No/WAzWt97E3MeWmH4Qf08YM6cOVi+fLkhcjRLq5K0Z7G09/87HA643W4kk0lDROh0OhGJROByudDU1ITKykql0W4m9tFAxONx1cIGdFbFk8aO+0vjLGHWCOgqcyCzARzaI1PfkuxHboC5q4CQjpKM7ml0mc2QnQRkx8sIWK5LGmheq+RDmO+ROYqW6zATJ+Vx+FlznSzLcKqgLJvwnvJ8dOx4f8xrYvcHP2PJF5EOkFngqaB9/H0URyXgU2hs2rQJmzZtwoUXXoiSkhLs3LkTCxYswJAhQwzR/rBhw7B8+XJcd911AIDnnnsOFRUVGDBgAN555x3ccccdmDRpkpI7/Pjjj7FmzRp86UtfQnl5Od5//33cfffdGD16NC644ALDGv785z9j165dXab5f/e736GhoQFjx46F2+3GK6+8grlz5+Jb3/qWjuhPMFgsFjz/m9/g4ksuwUdPPwTfoKGw+QJINexG/EA9brzxJtx1113He5nHBbNnz8ayZcsMJDRzDR9ov4eMXmOxGLxer0oTM23rdruVQM3u3bsxbNgw1erG3n+OcZW99GSTy0gf6Ny/31WLG/+lUTFH5oR5PzotPK48l9xPZjt4nEgkoq4T6Gh1ZJrf7MDwHDLrAXSk7mVWQpIOZRbBnFGgcwJ0ZDC4nq6yMtLQyiwG7zuzNbI7wkwOJKlTOsj8HKVEL9dH4jWvmf39dEKKitr1C8ydA8ccPSTg09twxIZ/9+7dGDduXKeIp62tDa+99hoGDhzYY4sj3G43fvOb32DhwoWIxWKorq7GxIkT8eyzzxoM67Zt21TfMQDU19fjrrvuQmNjI6qrqzFt2jTMnz9fve9wOPDyyy/j+9//PqLRKGpra3HVVVdh4cKFnVSxfvrTn2LcuHEYPnx4p/XZ7XY8+eSTuOuuu5DL5XDyySdj8eLF+M53vtPj90Lj2KO2thZ/27oVa9aswS+eeRatra0YevEX8K1vfQuXXHJJQWuMvQ1z5szB4sWL1cAWp9Op+vntdrshsuePNzXeGb0yWoxEIvD5fCgtLVUGnREijY25YyAejyOVSsHn83UyOgSNFo2IFJORksI8B50Bc0ug2ZiS1Meee8nkl5kHuT3Jb7LNj+8zemYEK2vwsrZvLk0QkkvQldHvqrTB2jvr93zd3IYoHQum4mUnBD9Hcj/oSEmiIe+vjNZ5v+lU8HjkFNBB4f0hN4RzBOgUFgx9NNVvyR8hRdJqtaK+vr4Tm58puyNJ9WsYEQ6HEQgEEAqFDPKOGhq9DQ888ACsVqtS6GO0Lo0qWwFtNhvcbreS6ZWGiClt/rB7vV5F+GLqX9amZZlNRsrmFLFMadOwMMKWKW0zSZPGK5VKqUwGjRzfM3MWSIiTtWhJBiQB0ty2R0gioLwu/i3XZSYgdmXou/oNlq10dNK6ymLIe8sSBccNyyidxr+rjCbvldmhkqQ/yeXgd0dKLXN7qSFAff9UKoWlS5ce099J/hbXProERW7XP9/hEMglkthz1/xe95t+xNRkc3qLaGpq6kT009DQ6JuYN2+e+iF2Op3KMElDzh9tl8uFlpYWlJSUdBqrSiEb1riTyaRhGxp6vs+Z7OyhBzrSxTTQsjQg+9vNpEAaEeLAgQOGkbcy8pWCOJKYJifTSdCQAe0RfWtrqyEtDxjr9fJ1SXLjsWQ7m3xfpvulmp/MBHA/fkZywh6zIvI3XdbXZYul2Vmi1j8nN1Jtj9vb7XYDaVPeR6l9wOwJP2N+XnRQeA+ZrSmoZG93B/T00oj/sFP97G23WCy46aabDJ5eNpvF3//+9yOSDNTQ0DixsWjRIsyZMwcej0cZHTLBs9ks3G43iora9ewZMVIjnkpsNFxM38s6PCNlDnRh2pvGXRoZGQGb1eQYddOoSIchl8shFAqhpKQEFRUVymCb291ojMz1bDoUMnoGOjINPIbH4wEAQ11f1vFJlJSpcOkISGa9vAcyG2KGJPbJY0jiYFdlBHO6X5K2zc6EdAhk2l/CzLFgSyTVCuW5pJMjSx0yG1FQYm0fTfUf9h0kMz6fz8Pv9yvxCaDd8zv//PMxffr0nl+hhoZGr4XL5VKRP3/cmarPZrNIJBJIp9MoKSlRP/hUYqMTQOEWSfRiPZc8AUbo6XRadQ9Ig0ADTcNDQRlmE+gIyNp+NptFS0sLysvLkUwmOxnVRCKh0tmStEblPR5H1vppuKTqnmz3k5D3jGvj/lKshw4KQaEkc+QvI3i5vTTucr2yPU9mGLitTM/zmqQDwWNL1cNkMqn24feAa6UcsNSEYH8+PyPpUEgHjusEPj8aGscSh234V69eDaC9r/6ee+7RaX0NDQ0sWLAAixcvVsaEin2M7NLpNIqLi9WUN7K3gQ7FOknskgIyHo9HZQ9kVE/DK3vQAeNwHjoLFkvH3HqzGhzXQgeBzgWPxf2amprg8Xg6RcVsRbNYOsR1CNaraQgBdDLS8rlMf0segTn6N9f1AWNqno5LV8Zcnqurcq1M49N5ouNiLg/I6Jz3nRkIdm8wjc9shpRwllkFWeeXGQaZRZI6BofKcBwT9FFW/xG7TgsXLoTT6cRLL72EH//4x0rXft++fYhGoz2+QA0Njd6NBQsWKCKbx+OB2+1GLBZDMplUrWyy/ixHvdLQmAfB0KjabDZ4PB41G4A//jIatljaRXI4opb7UCDLXEvn8aXxYVTLNXF9FCgCOtrseCy5XtkiJ9clWe7JZBKJREIpHMp9JDOfRleujeBzXqdk3rN+z+2k8aQB5X1jOUN+NmYeAK+PZEcad0oSk3HP7AQdClmDZ7aE5ydHQmZNKAolHRh+H6TID+/nEfLRu4W+qtx3xIZ/9+7dOP3003HttdfiO9/5jprD/dBDD+Gee+7p8QVqaGj0fsyfP1/9SEciERQVFaG0tBTJZFLVf6nExpo7yVwUupLtYdJAMKVNXpGUwAWgxH2k8bRarUgmkwZCHo0dOxFyuRzKy8sVEZGGLZFIAIASpqHOPB0HuXapLCgjYRp3jrDN59t73yX3gNmMrsiKvAZCGmKz4ZORM8sjfPA66CRIBT06B3RmZM1fttrx/DLilhK7vGd0zGigJeFQqihK4p/kC0jHRyohmrMjOtXffRzxHbzjjjtwzjnnoKWlxVDnv+666/Dyyy/36OI0NDROHCxYsEBFySTqAR1DXWKxmBL8SSaTar90Oo1EIqFqvqwHk9QnDRNTwtls1tBTLw0RI1SmlWl8ZepcGpCioqJOA2R4bEKSzCRjH+gQ12HaOxqNwufzqZo3nQRZkzcz/CW5TRpOyXA3p/dlaUK+J50cGlmZKYlGo8pIezweVXuX5EJyG3hv6MxwjSxNyDVLeWNeGz8H3guZaeC966p2L+cP0DEg56Kwqf4eePRCHLHhf/XVVzFv3rxO6kkDBw7E3r17e2xhGhoaJx4WLVoEn8+HpqYmJQVLUh9T75LkJQV7mGKW6V7ZDkbCn8vlMvR7U8o3mUwajLocEuN0Og3cAmYeZO2Y77PmzL9p8AgaPLN4kDTePCdb3MLhsFKi47YEyxq8Tp6DbXKyb16eg9wI6TxI0EGhIWarIu8NeQR2u93AYSCPIplMKvIdHQQ6I+b7xc9JqvPRaZD3yeVyKYeKTgB5ELzGtrY29Vmy5JLP5w2fu0b3cMSGn16hGZ9++ukRzQPW0NDom5g/fz4CgYD68bZarThw4IBBVMfr9SomPevHktglf/gtlnbtfxoXvgYYmepOp9OQPifM5DpZJ+bfNLKHSinTuEmtAGYbeGyuha17RUVFCAQCcDgcKnsh6+o03EBHKl2S62QqvCujzn/NRL6utk+n0/B4PCo7QacnkUh06hqwWq2KpW+xWJQDwOic94EaCG1tbYhGo8rJoICPJEBSxEk6BfJzZwaIa3G73cp5ohPE+1tIWNDNGn9BV3v4OGLDf/nll2PlypXqucViQTQaxcKFC/GlL32pJ9emoaFxgmLBggVqSIvFYkFNTY0hcs1kMnA4HKokQAMhI0WbzYZt27Zh//798Hq9qmOALXUAVAuf7BpgFkAaTXP/PtDRBUBjSMNJoyMZ9DRokkjH48nefW7D1ykxzAgbMBLvaDTpQHA9XKc5uqVzYFb2kwJFZtBoy555XiMNMdAxeZDlFqlDwPdk2YXn5TAmahRwffw8ZbAor5MZAzoZzABQ34FlHklYZNeCRvdwxIb/sccew1/+8heMGDECyWQSU6ZMwaBBg7B3716sWLHiWKxRQ0PjBATb/GjMaLTZ4kXjRYY468+y5jtq1CicdNJJqr1Oto2RGEhDQ44A/6XBk0ab5DYaVRlxcw3mljdG+TR2ZtEaGWnLen4sFoPb7VZcKLvdDp/PpyJfWd7gfjT65pY9rsOsGUDQsEr+gMwKsO4v+/FldoPX4na7FSeCqX2pzEgtBbfbbeAEcM6CLC/wWiSzn8bcYDz6CAAAcstJREFULErkdrsNmQdmfphp4YAe+TkUBGzn686jF+KIDX9NTQ22bt2Ke+65B7feeitGjx6NBx98EFu2bOmk36+hofH5xpIlS1QUSANJMh4AQ0sfCWWRSMTAmqdxkhG7PBYzBEDHoBsy6OVQFxpaACpil1GwVMOTpDgZ3Zvr/TIrIGfX05CSnc7teByXywWXywW73a44CtIIAx3pf/mQZQJ5bq6Ff8suAToq7B6gs8R7wmvlfiyZcI3mgT5M01OumddLp0QSF82MfRI3zUx9tvXJnn3pHNCpkuWQgqCPkvuOSvvQ7Xbjm9/8Jr75zW/29Ho0NDT6GJYsWYIlS5aoCJsSv4Bxnr3U9s9mswiFQsoB4L/SkCSTSVVPB6AY5DKClYI2jHJ5LqoOAh0tcXREaHQZyZL8JlnmMrJmJCtnC8iauFTPk6TFSCRiqH3TQHK90mGQUrXmlD63YwujPB9nEtBocxt53Tw3hYj4mUgnR45ElmJJNNayi4Npe0o4877QaSPnQJY8yGuQ2RDp1PB5QSV7+yiO6g7u3bsX//u//4v9+/d3aq24/fbbe2RhGhoafQfz58/H0qVLAUDVbRmp0xhTOAeAir4pzEMjKiNQRuuMHBlBAx2tYa2trQgGg+o19vCTF2AWAiKkwWMXgoyMuT5z1M196eTI2juNu+xn5xhjchWAjjq/mfkvI2BZmyfozHANZqdBkiXp0JhlhHk/ASilPTk0SWYleP10lGR2hWx+ZhikrkIymVSaDlIvgPcmmUzC5XIph4HG3pz5KQg+71r9xOrVq/Htb38bDocDZWVlhv8sFotFG34NDY0uMXfuXDzwwAMAOiRb2c4Vj8dVV5DNZlOG2KxxzxKBlIqlgeN28XgcHo8H4XAYra2tKC4uVkZK6uMXFRUhFoup49EgyuibTgKNM6NpEgxZnsjlcvB6vcp48ToIGcFz3VLvX/IO+B7T7SRC0jGSKXI6JKy/03DL6+Vr0oDyumSkDRhH9HLWAgCVhue1AB1lD66P8r7chul7XhczOVLzXxIfOYrZ7XartkM6HByTLLMnhUB31fd6q3LfERv+BQsWYMGCBZg9e7ZWUNLQ0DgizJs3D7NmzYLT6YTL5VJRpRSKAYzz4GmkgHYDbVbzk7PumVoH2qPOyspKQ2QKdLTwWa1WxONx9VpXrHgS02TqmUZLiv4calqeucVORrd8n4aM66TAUVeGjp0SUtWOx+fx5D2Qx+X1S6Y877Mk5Mn7RMchFovB6/WqNkC3220ob0jVRRptRvtszZTOiMx+8FxcKzMUMqMi71tBI/4+iiO23PF4HJMnT9ZGX0ND46iwYsUKFBW1y7ySaCZby0gAY784iXtSUIbRKiNGtvIlEgkVjTM1z9IAU89ARymguLgYxcXFqkwgDQ1r0ZLoJ4mIUmxGEuaAzgafD3Pd3NyHz5Y5WdM/VI8+jSgNtKyNy/VJtj2NMNDRWmfORvB9ZlvYPWGxtCv9+f1+1SFB40+nQToC/DzZ7uf1euH3+5HP59HS0qK6A2QJhlwEcgR4r6XksCb3dR9HfAdvvvlmPPfcc8diLRoaGp8TLFq0SLWGkeAn29tYL5bOAI09DRYJd4z82QqYSqWQTCYRi8UQi8UQiUQQi8XQ2toKACrFH41G1WAxGjKzIqk0xKzH06AyEyFT9EDXxDuC1yTJd7L3XdbwzeQ2yUUgIY6CRVKiV0bIPL4ceiOvg+fgfaaoD9DRMSEzLhJyrQAUZ8JMCOTnyvkF+XwePp9POWp0IGjUZbufdLYsls5TEI85+qjhP+JU//Lly/HlL38ZL774Ik4//XRFdiEeffTRHluchoZG38WCBQuwaNEig4Ido1On09mpx5wGioTATCaj+skp/Wuz2VBfX68iSUoEAzDUtWlAWV5IpVKqV9xsiKWqn2w3Y8cA29+YoZAEOUIaeHMWAOjo0ZfbS4fCTCAEOhwMZkXM8r1ci1QnlBE6nRYSJnlNNPYy+uf9lRkKeX/MBh/oKJ+QB0DHihkUaeBlmyQ/L85LMJdgzPdW48hxxIZ/2bJl+OMf/4ihQ4cCgP5ANDQ0jhqLFi3CAw88YGChszecaWoaLhLdksmkMuqyd5596hUVFWhpaUE+n0c8Hkd1dbXKLgAdksE0WGSlAx0pfGYhAKhtWIKgAY/H44ZRtzRism8dgKplcxtmBmRZQUrcMvsgdQukw8Br4HbSGFPaFugoEfBYvI+8NjP5T14n7ycdJxnNS+Y+HQyWUni/5MheGdFTrEiqIMqyBo/ncrmUUqMkQ7KsUyhoct8/8Oijj+Kpp57CTTfddAyWo6Gh8XnDvHnz1FhfGmHW/202m9LpZ4RNcR7WlQm2jTU2NipD6ff7DYaztbUVgUAARUVFcLvdSCQSqk4OtBszTgpkFE+GO8/PtDUNpzTyNLDS+NPoy1a0bDaLeDyu1iKJg5lMxqD3L6cKAsaaP/vtaRyZzqdDxDWaCZC8FnNLH++pOWvBGr+8Vk74owMgJXrppJF/wPOzNCGjeBpzdlXQsFPxUDpEBQ8uu6u+11eU+5xOJy644IJjsRYNDY3PKajwx/QzI0ar1QqPx6OMi6z9A8C+ffsUMSwejyOdTqt2vpqaGmVYGVG73W4DAU1q08uyAgBl8Pk30DmFLol5fF9G4IBRfpcGmvoEMmUuSY7mEoAkHJqZ/LLjgWuSJVgaWm7La6ZRlgOCJE9BPmRnADMNjMZl6YSvsTxC0FmLx+Mqc0I+BTMxvF4pusTrNMsjFwx9tMZ/xIb/jjvuwOOPP34s1qKhofE5xv33368MlxwUA8AQwTMiPXjwIMLhsDJ8drsdoVAIJSUlhpYvToGjKqDD4TBIBUsmPABFgJMGDzAy8GW3waFAJ0EacaC9M4qkw7q6OkQiEYPxk9vyb1kWkJG/GbI9j46ClP7lfaLTIaV98/m86pwgSVKq6nGaolxPOp3uJOkrszFURiShkuOR6WRIAiIdEmYKpFMkMyIa3ccRp/o3bdqEP//5z/iv//ovjBw5shO57ze/+U2PLU5DQ+PzhTlz5mDx4sUGch9/9KkGJwfu9O/fH+FwGMFgEPF4HD6fD9FoVEXU8XgcJSUlXZLtbDYb/H6/SllLTQEaV9lrTkMUjUYVDwGAIQUt6/xd9fNLhyaZTCIQCCCVSiGRSKC4uNiwrdyXRk+eh+x+WUrgesyiR7JjgRG07Itnip0ZAemsyJY8XhPFdroS/pHRektLixI28nq9qjTC48qsgVRIlIROc5mjkKN5dY3/HwgGg/jKV75yLNaioaGhgQULFih5XwCdjBAV7YLBoCIDSlW9QCCA1tZWZYQbGhqQTqdx0kknGSRgJWFM6uezFs1IWUrHSmIcDZLMAphJePIa6LTEYjFYLBYMGTIEFkv7WHMS4qQyoWy5oyGUynxAB3/AfK9oIOmEyG1o6KmXT0hVQ3ZM8L4ylS+dIt43svRJ8OM6rVYrysrK0NLSAp/Pp4y6xWJBIpFQDgqdErlm+XnwfnT19zGHluxtx+rVq4/FOjQ0NDQUDlVDl5KzslWMRou1/LKyMkSjUbS1tcHv9xvq2ofqRGK6n8YrFospw0jDzqyCVLqTEams8dNgyjT4K6+8gtGjRyOZTKrrpAGWKW9J6uP+XRlxs/PBv3kdvCap4c9sA50a2R4puQTMTpAsSKVCTj3s6tr5msySBINBAzPf7Xar7AOPy2tndoCtfvIa5XdCo3vQ8nsaGhq9DvPnzzcYPNatzQpzTM2nUilluBhVUynOYrEoQR9JlmNrmZTPZXqZff3yNakgR6NurjubmfdcJx2ApqYmbN++3SD8Qw17afjpWPBhFvPhOeS5+J5U5DNnK3g/ZZYinU4rBURZomCKXzLtacDZxsgshWzZ43a8ZpkFSSaTyqgzqpeOgnQOpAPEskJBo30AyHek+4/m0Vsj/sO6i2effTZaWloO+6AXXngh9u7de9SL0tDQ0Jg/f74yaDT6shWMz91uNzweDzweD4qK2uVl2cYn09bl5eXKOCUSCYOxNafCnU6nMnL8l33tUtRGpvR5jH379mHTpk2qLZDOAiNarimZTKKtrQ319fWGVkY6BZL4BsBwXjkMh//S0ZBDgriPNNxS4lc6FGxRlAx9avN7vV51b+R66FhIciTQwdRnup5rKS4uNswDMI/zNa+bTgHFlaS+QUHQR1n9h5Xq37p1K/72t7+htLT0sA66detWxebU0NDQOFrMnj0bS5cuVXVgpoFlj3gikVAT8qhER+lfc61b1qvZw07dAEaZFLVh9E0ngelpqVYHdKSiU6kU3nzzTQQCAWSzWTQ0NCAYDKo2Np/Ph9GjR8Pn8yGZTKrr6devn7oec/lA6uzLGjzQQfAzG38zMZEZEgCGdD4Adf3mLgL+K3UCpMPF8zAil8p/cggQ0G7cw+GwgdzHfn6uQYom8RySSwF09PPrVH/3cdg1/ksvvbQTYeVQ0B+MhoZGT2Hu3LmYP38+ABhqxUVFRTh48CA8Ho9q2ZPjfJPJJOx2u0HTn4I2UmaWxoTp/VgsZpgP4HQ6lUof09YUnUkkEqr9r66uDoMGDUI0GkVZWZmKUkk6/OMf/4izzz7bMGZXlg+4djolMh0vyYO8DhkVy7KAzFTQ8clmsypbYS6hyL+lgyXvj+RTyJo8iXg0+swUyDR9KpVCMBhUKX5eMyN/Xh81BTiDQL4vWyMLOZa30OS+trY2LFq0CGvWrEFDQwOqq6tx0003Yd68eT1a5jisI+3atQs7d+7Erl27Duuxc+dODBw4sMcWCQDXXHMNBgwYAJfLherqakydOhX79u37zH0aGxtx0003oaamBh6PBxMnTsSOHTs6bff666/jkksugdfrRTAYxPjx49WgCqC9JWXq1KkIBAIIBAKYOnWqGvhB1NXV4eqrr4bX60V5eTluv/32Tr25GhoaR4clS5YoY+RyudSDBp6pb5/Pp4wk9fplOyCNG41TIpFQ5LdUKoVQKKQi9OLiYni9XpUNADrIceFwGHa7HS6XCwcPHkRTUxMCgQDC4TAymYxKkVutVjgcDrhcLnzxi19Ec3OzMrwcUCQj93w+ryYMmjUMZKqb18jsB7dj0CWzBiwhyN5+oIPTwHNzrZQ+Nvfxy+mGjNh5Dpk14PnkcWXmglkHkgSZUZCKh3xIZ0gSBguF7tT3j6YVcMWKFVi1ahWeeOIJfPDBB3jooYfw8MMP97h2zmFF/D1txI8GF198MebMmYPq6mrs3bsX99xzD66//nq89tprXW6fz+cxadIk2O12rFu3DsXFxXj00Udx2WWX4f3331c1q9dffx0TJ07E7Nmz8fjjj8PhcOBvf/ubwbuaMmUKPv30U7z44osAgG9961uYOnUqfve73wFoT6ldddVVqKiowKuvvoqmpibceOONyOfzWuxIQ6OHsGDBAjz00EMqIudkN4fDAY/HoyJsqedOcRmn02loxQM6avmMimm47XY7gsGgMqySKU9jxLJANpuFx+OB2+1GLBZDeXm5MmDs9WekzDG3NOrRaFSx2FleADoUA6XAkJk9z0yC5B9QU0VmMeS2QLt4kNvtVs6HjPBldiCdTsNut8Ptdhtq8MXFxWpt3EeWT2Q7X1FRkSpp0PGSw3gAqM+FDgzPR4dDlipkCaOv4vXXX8e1116Lq666CgAwaNAgPPPMM9i8eXOPnseSP9z8fS/DCy+8gEmTJiGVSnUSEQKA7du3Y+jQoXj33XcxcuRIAO1fmMrKSqxYsQK33HILAOD888/H5ZdfjiVLlnR5ng8++AAjRozAxo0bcd555wEANm7ciLFjx+LDDz/E0KFD8Yc//AFf/vKXsWfPHtTU1AAAnn32Wdx0003Yv3+/Eub4ZwiHwwgEAgiFQoe9j4bG5w3z5s1DJBJBZWUlcrkcUqkU/H4/ACAWi8HhcKjRvslkEi6XSxlCqUPPujz5ARwTS2NKASCv16sMP9DBlk8kEvD5fADajXUymUQ8Hjew9YuKivDJJ5+gsrIS4XBYlSF4joqKCsMwGnP0zCidToAsWUgpX67LzF3gMWStnNcsOxKk6BDljAEYWiV5ndJxYtsjMyJm54VrYSpfDvIhpBgRSyd0jvL5vForzx2LxbB06dJj+jvJ3+Ihc5bB+o9WyKNBNpnEx8vmYM+ePYa1Op1OgwgU8eCDD2LVqlVYv349TjvtNPztb3/DhAkTsHLlSnz9618/6nWYcUK28zU3N2PNmjUYN25cl0YfgCIXusSHxi/Uq6++CgDYv38/3njjDVRWVmLcuHHo168fLrroIvU+0O6BBQIBZfSBdmchEAiobMPrr7+OUaNGKaMPAFdccQVSqRTeeuutQ15HKpVCOBw2PDQ0ND4bDzzwACoqKpTRk+N0iZaWFqRSKRXNAjAY/aKi9ul6JO7RgZADZaLRqIHQRgPG1jI5YIdRO+vibrcbFku7OE95eTm2bt2KDz/8UOkCOJ1OpdontfKpaW+329Hc3Kw07WWtmwab6+bfzCzk83mDVr65NkxDSofg4MGDhtq8TPtLo89SAwCD8BFZ/SRAyhZGcwcGj8W/ea/p8DidTvh8PkOHQzKZVLMYZCakIOghVn9tba0qFQcCASxfvrzL082aNQtf//rXMWzYMNjtdowePRp33nlnjxp94AQz/LNmzYLX60VZWRnq6uqwbt26Q247bNgwDBw4ELNnz0ZLSwvS6TQefPBBNDQ0oL6+HgCwc+dOAO2jQadPn44XX3wRZ599Ni699FLFBWhoaEBlZWWn41dWVqKhoUFt069fP8P7JSUlcDgcapuusHz5csOXoba29shuiIbG5xTz5s1DOBxWZD2miy0Wi+LnMG3NWfAyumVgYLPZEI/H1d/pdBo+n89gkCKRCFKplNKllylxoEOmlyNx3W63MqLMJoTDYWXQnE4niouL4fF4OvWxs7YOtP+GyHY5EuJ4Tl6bvAdSNY8RsswKSMeBxy0rKwMAxUuQ0X4kEjGUO8zZAOlssZbP9fG+SF6BzGCQwCe7CNLpNBKJhBIP4v1iWUN2AxQCPVXj37NnD0KhkHrMnj27y/P98pe/xP/7f/8Pv/jFL/D222/j6aefxiOPPIKnn366R6/ruBr+RYsWqfTUoR6ytnHvvfdiy5YtWL9+PaxWK6ZNm3bITgO73Y61a9di+/btKC0thcfjwYYNG3DllVca/vMAwK233opvfOMbGD16NB577DEMHToUTz31lDpWV2QSc+/v4WxjxuzZsw1fhj179vyTO6ahoUE8+OCDauCNbOXjIB5Gq9K40Og7nU6VbpbCPy6XC8lkEkVF7WN7fT4fiouLDe2CTPO3tbWp9D6zA/F4HI2NjWhublbZRo/HgxEjRqCmpkYdF2j//WFpgmukqh47EqR8MDMBMgqnIU6n00q6mOOMZXlCEgSBjmmDNOY0sNQZoCBSRUWFciJ4Thpy2b/PtD4NczKZVCUNAEodULbmMcvCLEomk4HX61WlGik0xGuVXIgTCcXFxYZHV2l+oN3G3XfffZg8eTJOP/10TJ06FTNnzjxkhuBoccSSvTfddBO++c1v4otf/GK3Tz5jxgxMnjz5M7cZNGiQ+ru8vBzl5eU47bTTMHz4cNTW1qp6e1cYM2YMtm7dilAohHQ6jYqKCpx33nk455xzAADV1dUAgBEjRhj2Gz58OOrq6gAAVVVVaGxs7HTsAwcOqCi/qqoKb7zxhuH9lpYWZDKZTpkAiUPVeTR6Hnv37kU8Hkdtba2h/KNxYmPZsmWYNWuWMhRMC0uDQaMmDZaMXqmcx9Q3CWZ03FkyYP2ZBpjp6aKiIiVYxnR/Op1W6epcLoc9e/agqakJl156qeH/vMfjMayXugRSr57HkP30LpdLRc9OpxORSEQ5EDS2knDHdZshiXN8sLxAw+zxeJQYEVvyZImVJQC5fsoam8cAcw3MLDCVL/UEeN8AGPaT/IWCooAsuHg83qmUYRZH6gkcccQfiUQwYcIEnHrqqVi2bFm3FPrKy8sxbNiwz3wc6keakf7hCAUFAgFUVFRgx44d2Lx5M6699loA7U5FTU0Ntm3bZth++/btqpNh7NixCIVC2LRpk3r/jTfeQCgUwrhx49Q27777riohAMD69evhdDoxZsyYI7gjGj2N559/HmePGYOTTjoJp512Gir7VWHmzJkIhULHe2kaPYQVK1bg448/VsNvWOsGoIwk090y1W2z2eD1eg21f5lWplHntqzBAzD0uedyOVRVVaGqqgo1NTUYNGgQ/H4/mpqa1HEbGxtVer+1tVVFxXQemL5mCUEy+2XK3KxVzxHD5DkwY0BDDXTMGZDZUdm/L9sJzSRGOgD81263w+l0KgfH4XDA7/erEgVLJTTQdMQkZP8/RwBLciMNPB0Ps0hQQVFg5b6rr74aS5cuxe9//3t88skneP755/Hoo4/iuuuu65nr+QeO2PCvXbsWe/fuxYwZM/Dcc89h0KBBuPLKK/HrX/9a/WfraWzatAlPPPEEtm7dit27d+OVV17BlClTMGTIEEO0P2zYMDz//PPq+XPPPYcNGzZg586dWLduHS6//HJMmjQJEyZMAND+xb733nvxgx/8AL/+9a/x0UcfYf78+fjwww9x8803A2iP/idOnIjp06dj48aN2LhxI6ZPn44vf/nLGDp0KABgwoQJGDFiBKZOnYotW7bg5Zdfxj333IPp06drdv5xxBNPPIGvfOUr2NkYxcmXTMNpV/4HvIPG4Ic/+jG+eNFFmkzZh/D0008r0hoNC9PGbBXjg0YnEokgHo+r4EH2jkvngEQ9m82GUCiEvXv3IhqNqho3I+1MJqPKdhxjm06nEYvFkMlkUFNTg1QqhVQqpY5Pg0zD7nA4lHMhuxEAqPIE92P5QYrnyIc0pLw+QrYH8m/uwxZIi6V9UI8kHksBHekg+P1+VFRUqNkIAFQrn5nQx/P4/X5VkuB1Sb0BjkmWnQySD9EX8fjjj+P666/HbbfdhuHDh+Oee+7Brbfeesius6PFUdX4y8rKcMcdd2DLli3YtGkTTjnlFEydOhU1NTWYOXNmlyI53YHb7cZvfvMbXHrppRg6dCi++c1vYtSoUfjLX/5iSJtt27bNEMnV19dj6tSpGDZsGG6//XZMnToVzzzzjOHYd955J2bPno2ZM2fizDPPxMsvv4w//elPGDJkiNpmzZo1OP300zFhwgRMmDABZ5xxBn7+85+r961WK37/+9/D5XLhggsuwNe+9jVMmjQJjzzySI/eB43DR319Pe6cOROVI76AIVd8CyWDz4S/5hT0P/cqnPql7+D9D7bh4YcfPt7L1OhBLF68GG63G21tbUrIxywawxqx1WpVDPt0Oq0m5MnWOaA9JU1VQLvdDq/Xi+LiYmVUGY2yts50uMfjUaU8t9ut6u4OhwPFxcXKgMnee3IGACAUCikDSWMsBxFJ+WCZQmfkzDXzQUgVPnNJhH8zzU4HiNcg2wblv4CxY4LOktfrNUzxkxkFGnHpnEnHhCUY3puCK/b9A4UW8PH7/Vi5ciV2796NRCKBjz/+GA888ID6vHvuurrRx19fX4+f/exneOqpp7B3717867/+K+rr6/HKK6/goYcewsyZM3tyrX0euo+/57B8+XIsWHg/Rv7bfNic7k7v1732G+QPbkdjQ0Nh24M0jjkefPBBQ9qfUafUnZeEOJL9EokEotGoarWjsl8sFkNlZaVq/6NRYg+/nEJns9lUvZ3vxeNxbN++Hf3790cwGFQ1dBpxt9utCIPBYFBlBZi1ADoG19CQSkGbfL596h0zDLL+3tXPu4ygAeO0Pinnyy4FAGpCHycayv15TLOyHlsF6VCxPGIuXwAwOCg8t5wqKDkc+XweDzzwQEH6+E+9dxmszm708aeS2PHwnF73m37Ev3iZTAZr167Fl7/8ZQwcOBDPPfccZs6cifr6ejz99NNYv349fv7zn2Px4sXHYr0aGoeFbdu2wVvev0ujDwD+6iE4eOCATvf3Qdx3331wuVxwu90qTS9ldDmil8bL6/XCZrPB4/GgvLwcgUAAkUgEyWQSHo8HVVVVal+73Y5oNAqr1apq2vl8XnUDULhHqvy5XC78y7/8C4LBoErPy959bme32xGLxdQxP/74Y8UBYCshGfiMxgkpQkQHQRpSoMPgd9XaB3Sk7pl9kJMCZecDyyXMNNCASwlfHodzEszCQNI54D7MoHBbnoeEQt6DvqzcVygcMau/uroauVwOX//617Fp0yacddZZnba54oorEAwGe2B5GhpHB7/fj0w8fMiWynSsXZOdrVUafQtz587FsmXLFDHN4XAgEomoAT1OpxOhUAiBQAAAVLsco16v16tY/uFwGNFoFKWlpWhpaYHf7zfo5dOweb1e1QHAqNVqtSrlP/IA2EUAtJPzODAoEokgkUiolsTa2lo0Nzcrh4EcBZmCl/3yjNrJIaCgDo0q0JEBYLmAx5PtfmYiJNP4NMI05tLxkARFadQ594C1e6n8JyV4pcQwAINzJNsygY6Rv4XA0aTrzfv3RhxxxP/YY49h3759+OEPf9il0QfahSd27drV3bVpaBw1vva1ryEeOojwng86vZfLtqHlo0245pprdDtlH8acOXMMtVEaWRpgOSKWkEaUynjZbFZNlwsEArBardi1axf27NmjZGZZm7darWhsbERRUZGaDCiZ+GZiHCPguro6JBIJ7NixA+l0Go2NjYo7YLVa0dTUhEgkogwnZwUAxqE4NJwkHB7K6Mtr5b5Ah5QuW/QYffN+MF0t+QdSWEfyCeRa6ATIeyH5BTKKl6I/dNyYWWAvf8FQYFZ/oXDEhn/q1Km6D1qj1+PCCy/EFy8aj7pXn0XLrr8hn2v/YUmFD+KTV36OdPjgIdWzNPoOvvvd7wLoMGQ0Roy8mRaX6WYacik+43a74fF44HA44HQ6cfLJJ6OqqgqffPIJAKgSgtVqRVVVlaGDIJPJqDKAJPRJcaFUKoWGhgbU1tYiGo2qyX/soXc4HKre73A4VCqeqoTMAsieb8mEPxSkgZU1f56H98NMrjNzB7qanEfCnoze5YQ/yVMAoD4HmXVgil+WLgpq+PsojjjVr6FxIsBisWDdb5/H1/5tMv60/mdwevywOd2ItexHMFiC3/72tzj33HOP9zI1CoDvfve7ePDBBw3a9kzxJ5NJVZbM59sHwMTjcVRUVKhxv5K9zwiU5LOhQ4eqPv1gMIiWlhZks1n4fD6VbpcthDLilXPsg8EgXC4XDhw4oKLu999/H6WlpSgtLVXlAirceTweZfBtNhui0SiCwaDiLHDugIz4aUj5txQJYubC6/Uaav0sgeRyOVXn78qRMHcI8NoJSUqkaA/bL4GOMcIslXB7Od2PbZcFZfd3N2rvpRG/NvwafRbBYBDr//gitmzZgt/+9rdIJBIYNWoUvvrVr+ra/ucM9913H+bMmaOIeBTJkaUeRreRSAQWiwU+n08J1UgDyWiUhpDSuzTeNEzchmQ5ZhhYXqBRDYfDSKVSavhPUVERGhoasGHDBpxyyimYOHGiMpTpdBrBYBDRaFQRGAGoNUqj3BXzntct+//pmLB2T6IhuxVIGuT65fFkW6PZIWBHBTkM5gmEdJ4k45/3itkBOjg8Hp2DQqGv1vi14dfo8xg9ejRGjx59vJehcZyxbNkyzJ8/X9W2SX4jmIKWg3UCgQDS6TQikYjSWKfQjtVqRTqdRjabxYABAxCLxeDxeJSx9/v9qmQgjTCNL52GYDCI0tJSdZ7Nmzdj1KhRqKysRFNTk1pjMpmE1+tVBhHoUOXLZDIqgqYhl50FXAOzCVwLRXJoUOmMcIAOpXTNZQMaajkkyCwWRM2EXC6nZJABY6qeHApuy/XIkgUJglwP+RQFQR+N+HUDs4aGxucGS5YsMUSz0ijbbDZUVlaif//+qKmpQWVlpZqgR5a/NKoAVGo8Fouhra0N8Xgc77//Pvbv3494PK5EfWTLHI0dAEO0THGfM844Ax9++CHcbjfOO+88w2Q6ttRJ5T9mI1iHp3MiWfnMUjAdT0lg/ssMBNBZ5EfqB3DN0oGg4yDLCrFYTJ1PTkYEoNoV2f3ANj+2CPK6pLPk9XoNIkga3YM2/BoaGp8rzJ8/HxaLRUXNQAfRDuioN1ssFhw8eFCVAzi5joaLxpb69dyvuroa9fX1anIfjRnFZ6SBk3V4Pi8pKcG5556L8vJyJSDU2NgIv98PoD1i3rdvn9ImoGPAc0hnQJL2pPPBqFky/Jlm5zrksB85ac8884CvScU/yv1yvbIMwHXR2MuuAzmZj4N8ioqKlHAS71/BoFn9GhoaGn0Di/4xElym36XEL2v9Ho9H1ftjsZjan9EqI3Gn0wm/36+OV1JSgg8++ECp8DGyln3/dDQ4gIYG3OVyKSPPNbndbjQ3NyMajSIej6OyslIZSBpcHoOOCdX/AKNYj2TMM1XP9fFYiUTCwEOQ2QKZ0jcz87lm2dNvFuuRmRZuw/MCMIj1sFvCZrMpGeJjNROmKxRasrdQ0IZfQ0Pjcwm2+tEgsl4PQBlsWXv2er2GwTc0miwbJJNJNZmuqqoKxcXF2LVrF1KplJLxJYmPx5BjfrkWGkTOu6dWfiQSUaqAssOA5QeS/wB06pkHjMp8NOZy3K004lQ8ZHmDoAMhswg05nSeeH6ZxZCiQICx7U/eU6ktIEsIPA5bAzW6B234NTQ0PreYNWuWSjszEqXB9/v9qsZN4hvrzLKGTSZ/JpNBNBpFKBRCKpVCOByG1+vFrl27DK1zMlV9qD576RSQTV9WVqaIfVIDgOsHOpwFHkPyC6QzQNKedDyYwaA8MbMAnBLI65VZBPMEQDpOvFaZIeC+kh8gywXcTg4D4qAjPje3CR5z6FS/hoaGRt/D7NmzlQGUyn6sRROJRAIAVORJDXmn0wmLxYJAIACPx4Nhw4YhGAxi5MiRiEajan855S4ejxsIfjSM8iG5AD6fT3EM+GhpaVF1b7LyGXnLsoLse5elBvm3hMPhUFG65AnI7aTSH/9m5iGdTqsBRrK7wHwcyS+QpQPZjUBjb3Y6CgWd6tfQ0NDoo5g/f76KmsPhsIqcrVYr2traVE2fo3EBY32bSn0ktb333nuor6+H0+lEcXGxIT1tsbRP5GN5QBpFwJhOl3VwGkOmvcnK51RBGmqzyA73ka/JYTkyM8A2PirlsXVR1umlIBDLAUCH0p/kEtDx4LWY/yWk8yO5AJQCZnZCdhRoHD204dfQ0NAA1ETRyspKlV6XzHvJ9qd8L6f0NTQ0IBaLIRaLwel0oqysDP3791d6/UxxM4Xu9XqVUwHAICcMdBhYTuSjk8CIlyN8KffL9cjuBHkcOUWPLXTS4WC0Tn0DRttmlTzplPAhNfqlwc/n84jH44b6Pc8pr1c6N5I3wevh9uQh6FR/96ENv4aGhsY/sHjxYkOanOQ2tpmxDBCLxZBIJJSBPOmkk5TcbjQaRVVVFYD2fnaHw2HQmZdMeqfTaaiLyzS4nJrHNj0acK/Xq1LyZPhzP0b+ZqMtswryHAAUB0Guk7r65n2kYef18zi8J+RAsP2RXAlZImA7ojTkLJ9Ih4Xb8xqPi2SvNvwaGhoafRfz5s2DxWJBNBpVNXaS4fL5vDLmsVhMGdmGhgZl4EtLS5UkLQ1bW1ubei772hnRMsqm4WNEnM1mEQqFYLPZ1GQ6GT13VR6Q/fdyH7OID9BRo7fb7YYeeqDd+JPdb27ZIyRJkKUOAPD5fLBYLEp4x0za4zmpfyDXzzIDX+f+sg1Ro3vQhl9DQ0OjC7B9jwZd9t+ztr179244nU54PB4EAgEV0cfjcbjdbpxyyimGsbbm9LYkrsl+egDqb2nMu4rauS6ZIeD25B7IGjq3ZYQvR+pKI88av5kz0JUTwP1sNlsnsR9ei6z/m4mN/JtdDJJXILMRXHehYOmBR2+ENvwaGhoaJsydO1dFsyT3MfoE2gmADocD/fv3RzqdRmlpKQCgsbERn3zyCT744ANliKmh7/V61VAdc7sbI12O2ZVlBpfLBafTadC+l2Q/OfaXbYk02rKWLh0PoEOhUBplGuR0Oq1Ig0CHAe/K6Jtb8qRzI4l6Mmrn+9K4y6FHsgzA2j71FLpqfzxm0Kl+DQ0Njc8P5s6di7a2NoTDYUOvfCAQgNvtRiAQUMbrk08+QSAQwMCBA1FfX4/hw4er4+TzeQQCATX6lg6BnFcvx+jK4T8Oh0ON5LXZbHC73cowSsa7HJIjDStT/VyHeXwuISN9i6V9bgCdiHA4jFgsZshOyGuTD9n+Z26/4/1j1oTPeR+4DY/Da5MkQ6lTUAjodj4NDQ2Nzxnuv/9++Hw+NQqWI2Mp2sNMQHFxscoClJaWIh6PY+XKlfj4448BdIjnsAWP2QRmFBjdWywWxd6nfK9MhdMZcDgccDqdcDgcypHg+ghzvV+ChplrAToicNbYHQ4H3G433G63gWEvZX+5HzsF5FrktrwHch8pE8z1UKxHpvbJe+B+Gt2HNvwaGhoan4ElS5YgnU4jGo2iublZqfjl83mEQiFYLBaUl5ejuLgYsVgM/fr1g9VqxfTp01FcXGxIhWcyGYTDYSSTSRWl0xg6HA4kEgnDlDzAmF6XLXlAR1RP9T058pZRPHvzzYI5cnAQ36Mhzmaz8Pl8qnOATopZSEfK/qZSqU4aBPI8skuA73O9yWRSZRjkdbL90dzqWDDoVL+GhobG5xPLli2DxWJRinQEGf6JRAKpVAoffvghmpub4fF4sH//fpU2p7FzOBzw+/1KeId9+kzhA1AMfzoXUmWPkIYaQCdjy0c8Hjeo60lmv9S/l50FnMZnZvNzO7N6niwRmAWEuC6Xy6Vq9XJ98r643W7lwOTzeZXRIHeBGZGCR/19zOgD2vBraGhoHBaWL1+uZsEzUi8rK1PtdlarFf3798fu3bvR2NgIAOjfv7+qaUuRHD7MU+n4vCu1PBpeQhp7GdHTOKZSKUUmJHdAHod1dioRyt5/eSwJSQaURpgpfnNJQRp4rkXqJEjiIdsdmTmIRCKIx+NIpVKwWCxK7rigffx9FNrwa2hoaBwm5s2bB5vNhubmZjXAhul8ptxLSkpgs9nUaFtJXuPfMkVOpjqdAUa6VL4D0Cnyli1/FPeRxpQzB8z7yWE7JNGRdU+Dau6rNzseslRgPraZ3CdbAqUkMK+bA4HIWeB60um04jjILAKj/0JBk/s0NDQ0NDBv3jwEg0FFtmPvfCQSQX19vXIImC4nIZDGkIbMPJOeLWsyomb7oDnVL40pt5E98jIiN9flpZNBR4QOCjUHpHGlgaemgVwDzyv/lY4DswpcA8l7ABQxkQOLQqGQyj7QCaBDIpUJdY2/+9CGX0NDQ+MIMX/+fJWOZ008k8nglFNOwcCBA5HNZhUbPhAIIBKJoK2tDZFIpFMkLln+Xq8X4XDYIJ/LbQCjkZXMeDoGHCLEMbuEFOmhY0CWvZwHwHIE2/mkZoAsNcg0PVP83IbH5t/kKpj1+cl/8Hq9Sq+AnRJ2ux1er9eQMeB+BTX8fRTa8GtoaGgcBe677z5l2NLpNMrKyvDRRx8hnU5j//79iMViynD6fD7Y7XYUFxd3Og4NMLUCAoGAEvMB0MnoSQPLsgGNI5UDSTbkNm63W2UeaOxlayHQQSqMx+PK+JuV++RUPwlzbZ/nMjsOzC7wOcsj5nQ+ANXhII092wYLBZ3q19DQ0NAwYN68eSqapaEPBoPIZDIoLS01pOoTiYQh1Q0A8Xjc0N/Ovn6Px6O0AySJz1yjJ+T7Ho/HMD0QgBo0RKPKWryc1MfjFhcXG4ywPKdcq2xTpDgRr1Wm+1lG4ChilkCk80Djzy4DlkSoeshySlddBccUOtWvoaGhoWHG7NmzAQAlJSU444wzkM/n0djYqJj9st5u7plnTZ3kQFkX9/l8Bolac5ofMMre0gFhxE9FQBpumZ4HOmRygY4I3e/3GwyrNM5mZ0NmIDweD/x+vxL/kcQ9OhcsQchzmrsDWIpIp9MqK2FWAeT+GkcPbfg1NDQ0ugmHw4FwOIxMJgOPx4OqqiqDAZVkNz4H0ElC1/wvuQNdTaTryiHgv5KQZ1a9Y6qdaft0Oq3q8LJDQAoF8Tgk2claPQAl7sNpfC6XC263W3UXAFB1f3OGgSRJOWdAlg7kNvLaCgGd6j/OuOaaazBgwAC4XC5UV1dj6tSp2Ldv32fu09jYiJtuugk1NTXweDyYOHEiduzY0Wm7119/HZdccgm8Xi+CwSDGjx+v0laffPIJbr75ZgwePBhutxtDhgzBwoULkU6nDccwC2dYLBasWrWq526AhoZGr8WiRYsQi8VUWnvo0KE45ZRTlPFkfZuGjZDT9GRGQDoIJOoxKufrsm4OoFMWQJYRksmk+k3j+3KkbjKZhMfjUSUA1uflsB8pxUtIB8IsIMQaPfvw2aOfyWRUZoD3AOiQ6aVKIEsC3JZOUiFr/DrVf5xx8cUX41e/+hW2bduGtWvX4uOPP8b1119/yO3z+TwmTZqEnTt3Yt26ddiyZQsGDhyIyy67DLFYTG33+uuvY+LEiZgwYQI2bdqEN998EzNmzFBfxg8//BC5XA4//vGP8d577+Gxxx7DqlWrMGfOnE7nXL16Nerr69Xjxhtv7PkboaGh0SvxxBNPGFLWHOsrjSMA1WffVbudObXO7VnzluNzuwKdAU7/43nZJy/r7nQ4yKAHjFK5BI2+zB7I1j1zZgPoyGRIkSKK8HD9bW1tSr2QSn1Op1PNCeC+LH0wq6Br/N2HJX+C9ka88MILmDRpkppqZcb27dsxdOhQvPvuuxg5ciSA9i9jZWUlVqxYgVtuuQUAcP755+Pyyy/HkiVLDvvcDz/8MH70ox9h586d6jWLxYLnn38ekyZNOuprCofDCAQCCIVCXbJ/NTQ0ej/uvvtupXXPqDWZTCKTycDn86GoqAipVArJZFIJ1FDURmr6S4U6me6mAQSMxL9EImEQB6JxdzqdBna+jORJxJPEPwAGQZ+unAxp4EnYM4sFSecmlUqpczADkc+3S/myvCDXITMhFDEiOTCVSuGBBx44pr+T/C0+46ZlsDpcR32cbDqJv//fOb3uN/2EifglmpubsWbNGowbN+6QaR8yYsmqBaC+WK+++ioAYP/+/XjjjTdQWVmJcePGoV+/frjooovU+4dCKBRS87clZsyYgfLycpx77rlYtWrVP61FpVIphMNhw0NDQ+PExve+9z2DhC5gLAUCUKp0UsFPGnUK5cion2lw2epnZtzLKNvlcqmsgzwWGffZbBbRaFQRDHkeGlxmRs21fnNmQjoWRFdT+dLpNCKRiEr3Z7NZRCIRw2+4LIcwU2K32+FwONTvqczYHmscjxr/3r178e///u8oKyuDx+PBWWedhbfeeqtHr+uEMvyzZs2C1+tFWVkZ6urqsG7dukNuO2zYMAwcOBCzZ89GS0sL0uk0HnzwQTQ0NKC+vh4AVMS+aNEiTJ8+HS+++CLOPvtsXHrppV1yAQDg448/xuOPP45vf/vbhteXLFmC5557Di+99BImT56Mu+++G8uWLfvM61m+fDkCgYB61NbWHsnt0NDQ6KWg8ZfCN5JZTyPNf5n6NqfQzW11FAaSuvhdtd3JbgDzdgBU2SAYDHbKLHAbj8djKF3wX0kWlD36EmZOgBxhnMvl4PF44HK5FFdK8hzcbrdyRswCPlx7wVDgVH9LSwsuuOAC2O12/OEPf8D777+P733vewgGgz1yOcRxNfyLFi3qkhQnH5s3b1bb33vvvdiyZQvWr18Pq9WKadOmHVLFyW63Y+3atdi+fTtKS0vh8XiwYcMGXHnlleqLzi/rrbfeim984xsYPXo0HnvsMQwdOhRPPfVUp2Pu27cPEydOxFe/+lVVKiDmzZuHsWPH4qyzzsLdd9+NxYsX4+GHH/7M6589ezZCoZB67Nmz54jun4aGRu8Ff98AKNa8zARQnIa/QxxiY2brE3QUmF43z7tneyDT9KzlywE6TKvTgZD1d3OGoit+AsFjsiQhMxcWi0VpCPC31izQQ2Pu9XqVLr95rLDZeSBxsi8P6VmxYgVqa2uxevVq/Mu//AsGDRqESy+9FEOGDOnR8xTQdeqMGTNmYPLkyZ+5zaBBg9Tf5eXlKC8vx2mnnYbhw4ejtrYWGzduxNixY7vcd8yYMdi6dStCoRDS6TQqKipw3nnn4ZxzzgEAVFdXAwBGjBhh2G/48OGoq6szvLZv3z5cfPHFGDt2LH7yk5/802s7//zzEQ6H0djYiH79+nW5DcksGhoafRPz58/H3LlzAbQHIzS8RUVFiEQiKCsrUwZdEu4AY9+8FLHhseg00AiTOyC7CKQBJ4ufbXHyXIT5nEB7ux/LEkQ+n0c4HDaUUnk8Zi7oMLAvnwRFSdSz2+1IJBJq/dJBkY4E75F0BgoBSz4PSzdocNzXXMY91G//Cy+8gCuuuAJf/epX8Ze//AX9+/fHbbfdhunTpx/1GrrCcTX8NORHA34pWcv/LAQCAQDAjh07sHnzZkXkGzRoEGpqarBt2zbD9tu3b8eVV16pnu/duxcXX3wxxowZg9WrVx/WF2/Lli1wuVw9nqLR0NA48SAjc0l2a2pqgs/nU1G8JCuT2Q5AaehL6VqCZYJcLgen06lS+1KP3yy+Y7fbD9mTbybzmUcHUxjI4XAYhvYQjMx5zWzBSyQScLlcaqYASY3SGZHXaW5ftFqtsNvtiEQiR/sxHDm6y8z/x77mMu7ChQuxaNGiTpvv3LkTP/rRj3DXXXdhzpw52LRpE26//XY4nU5MmzatGwsx4rga/sPFpk2bsGnTJlx44YUoKSnBzp07sWDBAgwZMsQQ7Q8bNgzLly/HddddBwB47rnnUFFRgQEDBuCdd97BHXfcgUmTJmHChAkA2r/g9957LxYuXIgzzzwTZ511Fp5++ml8+OGH+PWvfw2gPdIfP348BgwYgEceeQQHDhxQ56uqqgIA/O53v0NDQwPGjh0Lt9uNV155BXPnzsW3vvUtHdFraHzOsXTpUixYsABAhxHlQBrpEFCu1u12K5Ibo3eK3phJeECHofZ4PIYhPObWN1mnl6l3Hq8rSOeBQ3xIHJQ1eCndy4hfsvCl5gA7AGRLH6+PfABCthHyfhS0j7+HsGfPHgOr/1B2IZfL4ZxzzlH8sNGjR+O9997Dj370o8+f4Xe73fjNb36DhQsXIhaLobq6GhMnTsSzzz5ruIHbtm1DKBRSz+vr63HXXXehsbER1dXVmDZtGubPn2849p133olkMomZM2eiubkZZ555Jv70pz+pmsr69evx0Ucf4aOPPsJJJ51k2Fem3Z588kncddddyOVyOPnkk7F48WJ85zvfOVa3REND4wQCI2WbzaYY+Uz9A4DX68XBgwdRUlJimHBnHrHLyF2K3jD9TQa8x+MxyOGm02klAsTUfy6XQzweh91u79IIyVKAWbhHEv7MRDvW4EnkY7qewkCpVArRaFTNDvB6vQgEAqoV0WazIR6Pq+Myk8HMAgcIFQrdVd/jvsXFxYfVzlddXd1l6Xnt2rVHv4gu13WC9vH3Reg+fg2Nvom7774bfr8fQIfBpMyvy+VCU1MTysvLDQQ+oKPmLqNzqdbHrAEJciQRkuBnrsu3tbUpY0xOgcfj6USYM2cTGI1Lhn1XA3Oi0ah6nWtjViOZTKKlpUXVt1luoEPBtr1kMqleN3McbDYbkskkli5dWpA+/tFTlna7j3/LL+Ye9lqnTJmCPXv24H/+53/UazNnzsQbb7yB11577ajXYcYJ1c6noaGhcSKChpwGjax8zqIvKSlRLHk5hIaRt5ToBTpY+CTQyUE8JM9RG4DMftbauR9r5plMBqlUytCSx23Yfy9T8FI0SK4zmUwqR0VeJ9AxfY/aAtFoFFarVQ3joSMgj8s1y8wFhX/6KmbOnImNGzdi2bJl+Oijj/CLX/wCP/nJT3o8e6wNv4aGhsYxxsqVK1Wa3+Vyqbn3sgQQCoVQX1+PUCik6uI0euZ/JWufRtncDSC34780mjTyNOYckEPQeJPRb+YjyEg8l8shFosp5yGfzyORSCCZTKpSRDqdRj6fh9/vh8vlUtEv7wOH+VC8KJvNwuFwKAcG6BgEVEjDX2gBn3PPPRfPP/88nnnmGYwaNQpLlizBypUrccMNN/TodZ0QNX4NDQ2NEx2M5Fn7zuVyCIVCaord7t274XK5UFpaqlra2EYnU+9kvtPAs2ef7zP6l1P4ZDucbAU06wCQSEgDTha+lAg29/vz9Xg8jmAwCLvdjlQqpbgGHNTD53a7HT6fD9FoFA6HA4FAQBl4ZiJk+YLRPksgXekKHDP0EKv/SPDlL38ZX/7yl7tx0n8OHfFraGhoFAA0kjRcFosFHo9Hie4MHDgQTqcToVAIsVgM9fX1iMfjarqdbHcz1975vuz3p+iN1Wo1sPAlAU9OyCORMJ1Od6m/b1bQM5/f4/HgwIEDqsVaaggkEgkkEgmk02kl2QtAkQ65PZX8uC/PQSY/HZFCQY/l1dDQ0NA4aixatMgQtZJd39railAohEgkgmAwqPrbvV6v2p5pdKbm5fQ7cxtcLpdDIpFQpQTA2Otvlthl1kCq7Ml1RiKRTiN0uR+JhDTGxcXFSCaTKmPBEoLdblfXTEcA6JilYrG0jxFmjz8NPR0EOdFPo/vQhl9DQ0OjQGDUzal86XQaLS0tyriHQiH4/X4kEgmV1pe1bsmYlw6EufbNWrnD4VCkOUb+nHfPVDojeVnj5/PW1lak02mEw2GDTr8ECYRyGmA6nVZqfZlMRsnxWq1WpFIptLW1wePxKMNO9T4en04Llf5IZiy42mkfHcurDb+GhoZGAcG6PaNc1tRZY29ubkZxcbEaSSujefa3y9G7chgQSXlOpxMul0uVCWg0gY62OTL6yfqnYebx6CzE43E0NjYiEol0SrOnUim0tLTg448/VpE+0/rUKGA3QSaTQTqdhsPhUDwGThok78DpdMJqtSoFQl5LUVGRciikg1II9LU0P6DJfRoaGhoFBaNpMtcZkcfjcXg8HoRCIUOfPkl53JfI5/Pwer0AoCJ+WeunU5DJZNQAILbV0UGgYTdr+RcVFaG1tRWJREKR7cLhsIGcx3Mkk0kMGDAAiURCPS8qKoLX61VZgnQ6rUh+FotFjdaVEsMUNOI1koPAe5BMJju1O2ocHXTEr6GhoVEgUDmU7Hmfz4dAIIBgMIiBAwfC5XIZWPUlJSUGtT0zex/oeoqfxdI+3pZT8mhMWSKQ7H9G2TT6PI/f71e9/i6XC/369UMwGITP50MkElEG2+12Kz4CnRePx6NS/exaIMcAgDov1wRAiQ45HA7D1EKWQYB2hcNCKvchn+/+oxdCG34NDQ2NAoLRO1vdgPYUvtvthtvtRk1NjarrS116GkhzdE9jDXSQ4OREPsrdmtn/QAexT/IFACiZ3dLSUjgcDtTU1BgMLjMNmUwGfr8fjY2NiEajiEajaG5uVoN0uA+NeSqVQiwWUz35UmmQ606lUirND7QbfmofcL2FQl9l9etUv4aGhkYBQYIb0NGeRsNNg1hTU6PS7BI0pHJ4DRnzLB0Axkl75ul9TP/LyJppddnGx9o8jbN5QBANcVNTEyorKxGJRNTEwdLSUjU/gBK8Ho/HIBssZYlJAqSxdzqdaoIfwSFEBY34+yi04dfQ0NAoIJg+l4Q9qahnjpJpKAkaYda6yXqXIjjSQQCg0u5mjX/Z3pfJZFRUzjY7qc8vswUk2VmtVgQCAezduxc2m00Zf3kOkgxZ95ekRFmGIPeByn10gniNvD6SBguC4yDgUwho10lDQ0OjgJg7d65hWp7sTZd9+XxfRvRAR4TM7Sl1K+v/dAYomct6P1vuAChSHwl0bLnje5FIxKAKyGMnEglD/T2RSKC6uhplZWXweDyqRMH2QQrwsHdfjullrz8n99EZYNshAJV1oLNDp6QQsOS6/+iN0BG/Rq/GJ598gp/85Cd466234HA4cfXVX8aUKVPg8/mO99I0NI4ajNpZ55YRNVn1ksEv59VL7Xpp7FknZ4aA55C98Iyw29ra4HA4VHRvHrXLEkIqlVIRPNAh60t9fTL4+ZBjhanPn81m4fF4VCcDSw50ZEjyo/AQh/nw/vDeMPWvWf3dh474NXot/s//+T845ZRT8L1Hv4/N7+zFq5s+xLe//R849bTT8N577x3v5WlodAuSZCcH68iJezK6lwI+cuiOjP5puM37SCdCSgBLkh9r9mzTM+/PbZPJpFqHz+eD2+02cA4AqLHD7MPPZrPwer3KEQHQicHP2QCc2kcHhGUF85oLgj4q4KMjfo1eib/85S/41re+hX6Dzseg078Mq6096kjGmrB9088xYcIV+OijHao/WUPjRMK8efMAAA888IDBuDPSNqf8gY62PdbHAaNhlil+HktuR4OeSCTg8XgAQNXf2crHLAJT/qlUCk6n09ApwPdI2qPqXl1dnRrSU1paajDgkpEvMxpcazKZVFkNXiNr/XRmiK7UA48VusvM762sfh3xa/RKPPLI9+AP1uDksyYpow8ALm8ZTj33Buzbtxe/+tWvjuMKNTS6j3nz5hmiaQ7hYSTP1DwjasmylxE6VfNoUGkcpSNAR8Lr9SqZXRrVRCJhcDR4XpfLpaJuEgQ5ZS+dTistAh4rk8motD4A5ZjLTAbJfbKtkTwF7sfsgcvlMvT7S/2CgkD38WtoFAb5fB4vvvgiSk8aDYul81fU7atAoHww/vCHPxyH1Wlo9Czmzp0LoKNfXToCMr0tH2YOAOv4JMrxb7bP0ahTGpfRNR9Mx3NbnjudTqu5AYz08/k8Kioq4PP5lLxueXk5/H6/ck6YwpdchqKiInU8ycyPRCKdJgGSIwBAtT4S5gmBGkcObfg1eh3ao5k2FFkdh9ymyGpXPwwaGic65s6da4hk2QMvdelpPPk3o2RG93wuW+UAGI5D40uRHBn5Sw4B4XA4FIue23O6npT/bW1tRXFxMQKBgErn85ySu1BUVKSU/XhMn8+nshXyvLI8wG4EOQmwEOirAj7a8Gv0OhQVFWH06LPR2vhBl++3peMIN+3CueeeW+CVaWgcO8ybN09F3JxZT4PHejgNpCT1UXOfjgFT4tKY8m/23suauXQM2NvP6J+OgFkXgMx8Mve9Xi9KSkrg8/nUWqVWAEsUcjwvh/bwOtnSJ8sTzDTIrEFBI/4+Su7Thl+jV+L22/8/NNd/gAN7thhez+ey2Pm338JaVISbb775OK1OQ+PYYMGCBZg7dy7uv/9+ADAYZKCD6U9jmEwmVf2dRDg6AVIgiAQ9Gl+O7ZVGnWN8U6mUOh9FfeLxuOq5Zwqfojps95Ntdul0Gjt27FDOBh0Fpu2l4iB7/vP5PNxut8o+SK0DoEO/oKCs/j4KzerX6JWYOnUqXnnlFTz99NM4UPcmApXDkG1LonnvViRjLXj22WdQWVl5vJepoXHMsHjxYvX38uXLu2y9k0x4vifr6jSWZrldDsmh0h4jcBph7tPY2Ih+/fqp1+S+7K3nYB5mE3ju2tpa5bjQSeCD/AEaeVmK4PVwhK8c9FPo+n5fZfVrw6/RK1FUVITVq1djwoQJePyJJ7Bly5/gcDgx6eqrcdddM3H22Wcf7yVqaBQMs2fPNjxfvny5SsMzVS8V/MztfmZiIP8NBALIZDJKxY8EvkwmA6fTiZqaGnWebDaLdDqtSgVs1WM9nsp62WwWbrdbKQGSyJdMJtUaacBJ6rPb7Sq7IBn9zAgA7SJGZi7AMUd3mfm9NDuhDb9Gr4XFYsGUKVMwZcqU470UDY1eBekILFy4UBlOcx1c9s6zJ5//SmU/l8ulyLIWi0UN7QE6RvlKXX1pgJPJJCwWizomBX0cDgcSiYRqH3S5XEgkEsqAkwfA41mtVlX/p5MiSxw8piQ8ahwdtOHX0NDQOIFBPgAAPPjggwA6In321rNnnmx+RtGMrhlpm9P10jkg0ZD8AhppdhBI1UCm6x0ORyciIgBVVgCgWg9JAORz2RJIbgFJh4WCTvVraGhoaPRq3Hffferv733ve0pel736bW1tSpSHxlaWAOQgIEnw4+AcCv3I0bxst6PR5lQ9Gn9O5qOTQaIf2fyc2kchHxr2AwcOwO/3q3bCoqIixGKxwmr199HpfNrwa2hoaPRB3H333erv5cuXIxqNqpn2AFTbICN4s4APDTtr95zgR6eA0TtLBFJHQEbrLCOQH0BiotTpT6fTiq9AbQCbzYbW1lZUVFSo9Xk8HjXlT+Poodv5NDQ0NPo4Zs+ejaVLlyqjKVP2ABSBj4N1ZBo/l8vB4/EorX8pyMM2Qqk4yH3lgB2n06na/iRRkM+lDgGn/kWjUcX+lxmDQjL7tYCPhoaGhsYJjQceeMBQc2fbHrkAkvHPnnuXy6UIfABUxE4SIImFLBOQD8Be/FAoZFDZZCeA3W5XqX86FfF4HPX19airq4PdbofX61WZBbltwZDLd//RC6ENv4aGhsbnCPPnzzeQ86iLzzQ90DEsiCl2Gl+pD8DnZOZLMiAdCQAoLi5WRl4qBkp1QJYSmpub0dbWhtraWrS1tSGZTCpVP0b9hST39VXlPl3j19DQ0PicgYOBli1bplr+pBF3uVwGI8taP1X4crmcatuTOv807CT9UaEvmUzC6XQalPyYbZCywslkEsXFxeoc5BWw9g+gsBF/H8UJE/Ffc801GDBgAFwuF6qrqzF16lTs27fvM/dpbGzETTfdhJqaGng8HkycOBE7duzotN3rr7+OSy65BF6vF8FgEOPHjzcQSAYNGmRQwLJYLAb2LADU1dXh6quvhtfrRXl5OW6//XY9REZDQ6NXY86cOYZef0bVkthn1gQoKioypN+7ivgBqK4BjvdlXZ8EQjoGdASam5uRTCbh8/nQ1NQEh8OBgwcPIpVKGVoEeb5CwIJu1vgLttIjwwkT8V988cWYM2cOqqursXfvXtxzzz24/vrr8dprr3W5fT6fx6RJk2C327Fu3ToUFxfj0UcfxWWXXYb3338fXq8XQLvRnzhxImbPno3HH38cDocDf/vb3zqpQy1evBjTp09Xz30+n/o7m83iqquuQkVFBV599VU0NTXhxhtvRD6fx+OPP34M7oaGhoZGz4DR/5IlSwDA0NcPdAj6MCPAMgF78dnKJ+WC5YAeAJ1GCbPNkEb8wIEDSs4XAEpLS2G1WuH3+5VDwvcKafi1ct9xxsyZM9XfAwcOxH333YdJkyYZhCAkduzYgY0bN+Ldd9/FyJEjAQBPPvkkKisr8cwzz+CWW25Rx7399tsNEfypp57a6Xh+vx9VVVVdrm39+vV4//33sWfPHtTU1ABo76G96aabsHTpUhQXFx/9hWtoaGgUAPPnz8fChQtVVM9onQYdMLL/i4qKkEgk4HQ6O/EAmOKXWQMO4pHvhUIhNDU1wefzwWq1wuv1Yu/evXA6nWhsbERlZSWcTqcaLsQxwhrdwwmT6pdobm7GmjVrMG7cuC6NPgADI5WwWq1wOBx49dVXAQD79+/HG2+8gcrKSowbNw79+vXDRRddpN6XWLFiBcrKynDWWWdh6dKlhjT+66+/jlGjRimjDwBXXHEFUqkU3nrrrUNeRyqVQjgcNjw0NDQ0jhfuv/9+LFiwwCCk09bWhlQqpdL/HMVLqV/25BMcpiMjfnYJsI7Pdr1oNAq/349kMon6+nq43W5UVFTA6/Xi1FNPhd/vVx0DNPiH+s0/FtDtfL0As2bNgtfrRVlZGerq6rBu3bpDbjts2DAMHDgQs2fPRktLC9LpNB588EE0NDSgvr4eALBz504AwKJFizB9+nS8+OKLOPvss3HppZcauAB33HEHnn32WbzyyiuYMWMGVq5cidtuu02939DQgH79+hnOX1JSAofDgYaGhkOucfny5QgEAupRW1t7VPdFQ0NDoydx3333IZVKIZFIKKIeW+6AjjHBjMJTqZSSBua23I77sZ4fDodx8OBBxONxJc3r9/vRr18/ZLNZNDU1Ye/evYr1X15erjT64/F4YbX6+yir/7ga/kWLFnUizZkfmzdvVtvfe++92LJlC9avXw+r1Ypp06YdkuFpt9uxdu1abN++HaWlpfB4PNiwYQOuvPJKVSPil/fWW2/FN77xDYwePRqPPfYYhg4diqeeekoda+bMmbjoootwxhln4JZbbsGqVavw05/+FE1NTWqbrkQlJNGlK8yePRuhUEg99uzZc2Q3UENDQ+MYgdF/NBo1GG7Z+0+SHif2AVDlAWr8Ax0kwFwuh9bWVgSDQTz77LPw+XwIh8NKxMftdsPj8cDv96t1hEIhVV6QyoMaR4/jWuOfMWMGJk+e/JnbDBo0SP1dXl6O8vJynHbaaRg+fDhqa2uxceNGjB07tst9x4wZg61btyoBiYqKCpx33nk455xzAADV1dUAgBEjRhj2Gz58OOrq6g65pvPPPx8A8NFHH6GsrAxVVVV44403DNu0tLQgk8l0ygRIOJ1OOJ3OQ1+8hoaGxnHGihUrsGTJEqXAR8MuW/PYp28eB2y1WrF//34AQDAYVJoBDocDV199NZqbm1FWVtZJnKeqqgoHDx5Ev379UFdXp35HC93KZ8nnYenGObuz77HEcY34y8vLMWzYsM98yBq9hBwA8c8QCARQUVGBHTt2YPPmzbj22msBtDsVNTU12LZtm2H77du3Y+DAgYc83pYtWwB0OA5jx47Fu+++q0oIQDvhz+l0YsyYMf90fRoaGhq9GfPnz8eCBQsAQKX7ZecT0+8kAmYyGYTDYUQiEcTjcdhsNkQiEbS1taG6uhrZbBbBYBDFxcWq1Y/DfLLZLFpbW+Hz+bB3716UlJSgra0NiURCDQsqGHI98OgGli9fDovFgjvvvLN7BzLhhKjxb9q0CU888QS2bt2K3bt345VXXsGUKVMwZMgQQ7Q/bNgwPP/88+r5c889hw0bNmDnzp1Yt24dLr/8ckyaNAkTJkwA0O6V3nvvvfjBD36AX//61/joo48wf/58fPjhh7j55psBtBP3HnvsMWzduhW7du3Cr371K9x6661KVwAAJkyYgBEjRmDq1KnYsmULXn75Zdxzzz2YPn26ZvRraGj0GcyfP1+N3pWKegDUtL1MJoNQKKSyAuzvZycA983n8/B6vap04HA40NLSgnw+j0QigYMHD8Lr9SKTyWDPnj1qxG8ymTzOd6EwePPNN/GTn/wEZ5xxRo8f+4Ro53O73fjNb36DhQsXIhaLobq6GhMnTsSzzz5rSJVv27YNoVBIPa+vr8ddd92FxsZGVFdXY9q0aZg/f77h2HfeeSeSySRmzpyJ5uZmnHnmmfjTn/6EIUOGAGhPx//yl7/E/fffj1QqhYEDB2L69On47ne/q45htVrx+9//HrfddhsuuOACuN1uTJkyBY888sgxvjMaGhoahcW8efMAGPv+Wfuvr69HaWkpgPbfxVQqBZvNpoR72O+fzWbh9/sRiUTgdDpVF0Emk1E9/E1NTWqMMCV9ZTmhEDheqf5oNIobbrgB//mf/4kHHnjgqM9/KFjyWv+w1yAcDiMQCCAUCulMgYaGRq/HggULEI/HEQ6HcdJJJ+HTTz9VBLxkMolgMKim+MViMfj9fjQ3N8PtdsPhcCiDz0FA7CIoLi7Gnj17MGjQIHi9XsTjcZSWlqpMwdKlS4/p7yR/i7944QLYbEdfWmhrS+Kvry7Gnj17DGv9Z/yuG2+8EaWlpXjssccwfvx4nHXWWVi5cuVRr8OMEyLVr6GhoaHR+7B48WI88sgj8Hg8aG5uRmlpqUrdO51OpNNphMNhJBIJ+Hw++Hw+1NTUoK6uTk3eoypfUVERgsGgev2UU06By+XCp59+qqJ8u91eWIIflfu68wBQW1traN1evnz5IU/57LPP4u233/7MbbqLEyLVr6GhoaHRe7Fy5Up85zvfgdfrhd1uRyQSQSqVQmlpKQKBgBL8Yar+zDPPhMViQWtrK2KxGAKBAIqKilTqv7W1FTabDV6vF6lUSkmsm6XUTxR0FfEfars77rgD69evP6YkRm34NTQ0NDS6jR/+8IcAgG9/+9vIZrNwu90AOjqw0um0kt612WwqpU91PqfTiWg0ilwuh+rqakSjUWSzWVRWVsJutyu11EJK9nZXfY/7FhcXH1ZZ4q233sL+/fsN3WDZbBZ//etf8cQTTyCVSvUIx+HEdJ80NDQ0NHolVq1ahVQqBbvdrvT+9+zZg9bWVmSzWdXLTyZ/NBoF0O4Y+P1+uN1uJBIJtLW1KeIgFQGdTqdyKAqCHkr1Hy4uvfRSvPPOO9i6dat6nHPOObjhhhuwdevWHiM2asOvUXC88847uPnmm9GvXxVKSkpx+eUT8MILL+g52xoafQQ/+9nPlPqex+NBbW0tamtrFfHP6XSiqKgImUxGSfL6/X71vs1mg9vtxqeffgqXy6UGB+XzecRiseN8dccOfr8fo0aNMjwoUz9q1KgeO482/BoFxW9/+1uMGTMGzz77PFzOoSgtOQdvbd6Oa6+9Frfffrs2/hoafQRLlixRw3s8Hg8sFosa0kM2v8ViQTweR0tLCxKJBHbu3IlPPvkEoVAIFosFp5xyCoqLi5Xhj0ajhoFAxxqWXPcfvRG6xq9RMDQ2NuLrX/86SkqGYcSwr6KoqP3rN2jgxdi79w088cQT+MIXvoCvfe1rx3mlGhoaPYH7778f8+bNg81mw8GDB+H3++FwONSY3lwuh3g8DrfbDZfLpUTRkskk2traDMN+otEovF5vYSP+o0jXd9q/m9iwYUO3j2GGjvg1CoannnoKbW1ZDD31WmX0if79z0Np6RCsXPn947Q6DQ2NY4EHHngAqVQKVVVVANo1+8nwt9ls6N+/PzweD1paWmCxWJBOpxEMBtHQ0KBIfWT2ZzKZz41y37GEjvg1CoaNGzciUDwYdruny/fLSodj06YX/+lUQw0NjRMLNODs8W9ra1OEvVwuB4/HA5/Ph2w2q1L5paWlcDqdcDgcsNlsyGQycDgchdXq7+5o3V5audQRv0bBYLVakcu3HfL9XK4NNptVG30NjT6GxYsXo6ioSLH00+k0rFYriouLEQqFsH37djXoJ5vNoqioCGVlZbDb7eoYzAYUspefkr3defRGaMOvUTBMmDABra2fIJls7fRePp/Hwaa/47LLLi/8wjQ0NI45nE4n/H4/2tra0NzcDJfLpQb1DBo0SDkGPp8PRUVFcLvdyGaziMfjiMfjAACHw4Fcrpcy5k4gaMOvUTDccMMNKCsrw/sfPotUKqxez2Yz2PHRfyEU2od77rn7OK5QQ0PjWGH27NmwWCxKlz8ajSKVSqn2PpYB+FpLSwtyuRwymQzcbjes1vZsYEHV+wrcx18o6Bq/RsHg9/vx4ot/wBVXTMTrbzyM0pJTYbU6EQp/jHQ6jieffBLjx48/3svU0NA4Rkin03A4HBg6dCji8bgawWuxWGCz2ZRxT6VSCAQCiMfj8Hq9iuHPKX0FQx5AdxIMvdPu64hfo7AYM2YMduzYjkceeRinn1GDIaf48O1v34IPPvgA//Ef/3G8l6ehoXEMsWjRIgBAPB5X0bzP54PNZkMymVSKfxzlm81mFfu/qKgITqfTUPc/1uirNX4d8WsUHCUlJZg5cyZmzpx5vJeioaFRYMyZMwcPPPAAwuEw/H4/kskkYrEYysvLEY/HkclkkEgkkM/n4XA4UFRUpPr+6SBodA864tfoNvL5PKLRKNraDs3Y19DQ0CBisZhS8/N4PEq+lwN7OI2PbX/5fF61/hV2LC+6WeMv3FKPBNrwaxw1wuEwFixYgH79qpTO9uTJk/G3v/3teC9NQ0OjF2P58uVIJpPIZDLYt28fIpEIGhoakM/nUVpaCp/Ph0AggOLiYni9XuTzefUoKKtfk/s0NDrQ2tqKL3zhi9j24XZUFY/CGbXjkMyE8d8vvITfPv9b/Pcf/huXXHLJ8V6mhoZGL0UymYTL5VLpfpvNaI5Y27dYLIoPQLlfje5BR/waR4V58+Zhx/aPce7gaRjRfyKqgyMxuGIszjv5Zvhd/TF58tfV/GwNDQ0NM1auXIloNIpcLgeXy6X6+vP5vBrfyweFeyjuUzDkeuDRC6ENv8YRIxaLYfXq/4v+wbPhd1Ua3rMW2XFav0tx4MB+rFu37jitUEND40QAW/NcLhdyuRzC4bBi96dSKSSTScTjcYNsbyqVKtj6+iqrXxt+jSPGrl27EI/HUO47ucv3/a5KeN1B/P3vfy/wyjQ0NE4krFixAk6nEwBU7Z6EvnQ6jUwmo/5NpVKw2WydSgIaRw59BzWOGG63GwCQySa6fD+Xy6KtLVXYYRoaGhonLDKZDIqKipDP55FMJuF0OlFUVIRkMgmv1wuHwwG73Y5sNqs0/QuCXjCW91hAR/x9BNlsFgcPHlSa1scSJ598MoYNG459rV2z9xvCHyCVSeCaa6455mvR0NA4sbFkyRKkUink83k4nU4Dc9/r9SKXyymCH4DCtg33UVa/NvwnOEKhEGbPno2KikpUVFTA5/Phqquuwuuvv37MzmmxWDBv3lw0hrZje8MraMu2k/jy+TwOhHdgW8N6fOlLX8Lpp59+zNagoaHRd/DII48glUohkUjA7/fDZrOp6J61fRL9CirZ20ehU/0nMFpbW/GFC7+I7du2o9oxFIOC/4JULo7/fflNfOGPX8Tatb/Gtddee0zOfcMNN+DTTz/FnDlzsLf1bRS7q5BqiyASb8L4i8bjF7/4xTE5r4aGRt8EW/co0ysZ/NTwP259/N3ZvxdCG/4TGIsWLcKObTtwbuA6+O2l6vWT3MPx9/CfMG3qNNQ31MPj8RyT88+aNQtf//rX8dRTT2HHjh0IBAKYPHkyvvCFL+heWw0NjSPCQw89hFmzZqk24Gg0qlL9Pp9PpfgLqtyXA9Cdn7Je2s6nDf8JimQyiad++hT6O0cYjD4AFFmsOM07Dv9zcA1+9atf4aabbjpm6xgwYIAavKGhoaHRHSQSCXg8Hhw4cAD9+vVTbX6xWAw+n6/gqf7utuTpdj6NHsXevXsRiUZQ5jipy/c9tmIUu0rx7rvvFnhlGhoaGkeHH/zgB2hra0NNTQ1cLpeaykeDr+v7PQNt+HshXnnlFWzevPkza1lM36dzh2ipy+eQyiaPWZpfQ0ND41ggEAjAarWq4TwWi0UR/NjjXzBoVr9GoTBp0iSce+65GHLykEOS5Kqrq3HOOedib+qDLmte+1M7kczE8JWvfOVYL1dDQ0OjxzB//nxks1nY7XYV6dvtdkNLX8GQy3f/0QuhDX8vxHm4DGNwEeJ1Gdxwww348Y9/3OV28+fPw8Hkp3g//Fekc+0zqvP5PBqTu/BB9H9wxYQrcNZZZxVw5RoaGhrdh9PpRDabRVtbGywWi3IC7Ha7Tvf3AE4Yw3/NNddgwIABcLlcqK6uxtSpU7Fv377P3KexsRE33XQTampq4PF4MHHiROzYsaPTdq+//jouueQSeL1eBINBjB8/HolEewp9w4YNsFgsXT7efPNNdYyu3l+1atVRXasbXpRYKnB6/nz0x2DcNfMuRCKRLu/JqlWr0NC2HX9t+jneDD2PV1t/gS2tf8CFXxyHX/7ql0d1fg0NDY3jiXnz5iGRSMBqtSKfz6thPtTwLxh0qv/44uKLL8avfvUrbNu2DWvXrsXHH3+M66+//pDb5/N5TJo0CTt37sS6deuwZcsWDBw4EJdddhlisZja7vXXX8fEiRMxYcIEbNq0CW+++SZmzJih+kfHjRuH+vp6w+OWW27BoEGDcM455xjOuXr1asN2N954Y7eu2WKxYDCGI5FM4Lnnnutym1tvvRV79+7F8geXYdKUL+Fbt30Tr732Gv700p8QCAS6dX4NDQ2N44UVK1YgkUggm83C6XSira1N6foXDt01+r3T8J8w7XwzZ85Ufw8cOBD33XcfJk2ahEwmA7vd3mn7HTt2YOPGjXj33XcxcuRIAMCTTz6JyspKPPPMM7jlllvUcW+//Xbcd999at9TTz1V/e1wOFBVVaWeZzIZvPDCC5gxY0anXvVgMGjYtifgsnjgtnmxe/fuQ25TUVGBe+65p0fPq6GhoXG84Xa7EY/H4ff7Vdq/8Ma/7+GEifglmpubsWbNGowbN65Low9ApYPkoBir1QqHw4FXX30VALB//3688cYbqKysxLhx49CvXz9cdNFF6v2u8MILL+DgwYNd9sbPmDED5eXlOPfcc7Fq1ap/SkRJpVIIh8OGhxmZfBqpbAIVFRWfeSwNDQ2Nvob58+ejuLhYDeZJJpPHR7lPp/qPH2bNmgWv14uysjLU1dV95rz3YcOGYeDAgZg9ezZaWlqQTqfx4IMPoqGhAfX19QCAnTt3AmhXwJs+fTpefPFFnH322bj00ku75AIAwE9/+lNcccUVqK2tNby+ZMkSPPfcc3jppZcwefJk3H333Vi2bNlnXs/y5csRCATUw3xMANiDj2ApsuCrX/3qZx5LQ0NDoy8il8uptr54PK7KsIU5uWb19zgWLVp0SOIcH5s3b1bb33vvvdiyZQvWr18Pq9WKadOmHVK+0W63Y+3atdi+fTtKS0vh8XiwYcMGXHnllYoVSs/x1ltvxTe+8Q2MHj0ajz32GIYOHYqnnnqq0zE//fRT/PGPf8TNN9/c6b158+Zh7NixOOuss3D33Xdj8eLFePjhhz/z+mfPno1QKKQee/bsUe+l8kl8lH8Xu/AB7r77bvTr1++f31ANDQ2NPoa5c+cqo3+oDK/GkeG41vhnzJiByZMnf+Y2gwYNUn+Xl5ejvLwcp512GoYPH47a2lps3LgRY8eO7XLfMWPGYOvWrQiFQkin06ioqMB5552nSHnV1dUAgBEjRhj2Gz58OOrq6jodb/Xq1SgrKzuscbPnn38+wuEwGhsbD2m0nU5nl/Wqv1r+C7l8Fk6nC3PvnYv777//n55PQ0NDo69i/vz5mDNnDnK5XGEj/nyu/dGd/XshjqvhpyE/GjDSP5zWDrLbd+zYgc2bN2PJkiUA2p2KmpoabNu2zbD99u3bceWVV3Y63+rVqzFt2rTD8jq3bNkCl8uFYDB4OJdjwPIHl6G6uhpXX331Ue2voaGh0dewbNkyzJ07t8CGX0/nO27YtGkTNm3ahAsvvBAlJSXYuXMnFixYgCFDhhii/WHDhmH58uW47rrrAADPPfccKioqMGDAALzzzju44447MGnSJEyYMAFAe7vcvffei4UL///27j0o6ur9A/h7uSxrCCrEZWm5ychlxBDRFBEvYzLiSDpWozOUqEg/i1AirDFtEL+IVtI4pjBeQdQUFS9gluEoYlDOSDBaKgqIOiihGSCaEOz5/eG4ubKawN5g368ZZtzds+fzfJ458nDO55aEgIAADB06FNu3b8elS5ewf/9+tRhOnDiBq1evalzmz8/PR11dHYKDg9GnTx+cPHkSS5cuxXvvvdelM1AXLFgAW1vbTn+PiKg3W7lyJZYtW6a/DSq7eUmekR7j7xGFv0+fPjhw4ACSkpJw//59yOVyTJ48GXv27FErrBUVFWhsbFS9vnXrFhISEvDHH39ALpdj9uzZ+Pzzz9X6jo+Px8OHD/HRRx/h7t27CAgIQEFBAby8vNTabd26FaNHj4afn1+H+CwtLZGeno6EhAQolUoMHDgQK1asQGxsrJYzQURk2j755BOsXLnS0GH0aBKh14cb0/M0NTWhX79+aGxs5IyfiEgDffyefLyN113+DxZmXb9vQJuyBcdvbjS63+k9YsZPRESkdwLdPMavtUi0qkddx09ERNRbrVq1CiNGjICNjQ0cHR0xffr0DiefawMLPxERkSZ6vnPfqVOnEBsbi19++QUFBQVoa2tDWFiY2vNltIFL/URERJoolQC6cS1+J28v/MMPP6i9zszMhKOjI0pLSzF27Niux/EUFn4iIiIdevo5LM+6edvTHl+lZmdnp9V4uNRPRESkiZaW+l1dXdWey7Jq1aoX2LRAQkICxowZA39/f63uFmf8REREmmjpzn03btxQu5zvRWb7H374Ic6dO/fcp8V2FQs/ERGRDtna2nbqOv64uDjk5eWhqKgICoVC6/Gw8BMREWmi51v2CiEQFxeHgwcPorCwEJ6enl3f9nOw8BMREWkghBKiG0/Y6+x3Y2Nj8e233+Lw4cOwsbFBXV0dgEcPmuvTp0+X43gaT+4jIiLSRIhHs/au/nTy/ICMjAw0NjZi/PjxkMvlqp+cnByt7hZn/EREREZAX4/OYeEnIiLSRHTzGL+RPgOPhZ+IiEgTpRKQdOPOfd04P0CXeIyfiIjIhHDGT0REpAmX+omIiEyHUCohurHU351LAXWJS/1EREQmhDN+IiIiTbjUT0REZEKUApD0vsLPpX4iIiITwhk/ERGRJkIA6M51/MY542fhJyIi0kAoBUQ3lvr1dQvezmLhJyIi0kQo0b0ZPy/nIyIiIgPjjJ+IiEgDLvUTERGZkl661M/Cb0Qe/3XY1NRk4EiIiIzT49+P+phNt+Gfbt2/pw3/aC8YLWLhNyL37t0DALi6uho4EiIi43bv3j3069dPJ31LpVI4Ozvjp7qj3e7L2dkZUqlUC1Fpj0QY60EIE6RUKnHz5k3Y2NhAIpEYOhyDampqgqurK27cuAFbW1tDh9OjMZfaxXxqT1dyKYTAvXv34OLiAjMz3Z2f/vDhQ7S2tna7H6lUCplMpoWItIczfiNiZmYGhUJh6DCMiq2tLX+5aglzqV3Mp/Z0Npe6muk/SSaTGV3B1hZezkdERGRCWPiJiIhMCAs/GSUrKyskJSXBysrK0KH0eMyldjGf2sNcGgZP7iMiIjIhnPETERGZEBZ+IiIiE8LCT0REZEJY+ImIiEwICz9pVVFRESIiIuDi4gKJRIJDhw49t31hYSEkEkmHn0uXLmlsv2fPHkgkEkyfPl3t/eXLl3fow9nZWUt7ZTi6yGdWVpbGNg8fPlTrKz09HZ6enpDJZAgKCsLp06d1sYt6Y6hccmw+8qL/1xsaGhAbGwu5XA6ZTAY/Pz8cPap+69zeNjb1jXfuI626f/8+AgICMHfuXLz55psv/L2Kigq1O3c5ODh0aHPt2jUkJiYiNDRUYx+DBw/G8ePHVa/Nzc07Eblx0lU+bW1tUVFRofbek3cpy8nJQXx8PNLT0xESEoKNGzciPDwcFy5cgJubWxf3xrAMlUuAY/NJz8tna2srJk2aBEdHR+zfvx8KhQI3btyAjY2Nqk1vHJv6xsJPWhUeHo7w8PBOf8/R0RH9+/d/5uft7e2IjIxEcnIyTp8+jYaGhg5tLCwsesVM6km6yud/zTq//vprREdHY/78+QCAtWvX4tixY8jIyMCqVas6HY8xMFQuAY7NJz0vn9u2bcPdu3dRUlICS0tLAIC7u7tam944NvWNS/1kFAIDAyGXyzFx4kScPHmyw+crVqyAg4MDoqOjn9nHlStX4OLiAk9PT8yaNQvV1dW6DNmo/Vc+m5ub4e7uDoVCgalTp6KsrEz1WWtrK0pLSxEWFqb2nbCwMJSUlOg8dmPTnVw+xrH5r+flMy8vD8HBwYiNjYWTkxP8/f2RmpqK9vZ2AByb2sLCTwYll8uxadMm5Obm4sCBA/Dx8cHEiRNRVFSkalNcXIytW7di8+bNz+xn5MiRyM7OxrFjx7B582bU1dVh9OjR+PPPP/WxG0bjRfLp6+uLrKws5OXlYffu3ZDJZAgJCcGVK1cAAHfu3EF7ezucnJzU+nZyckJdXZ1e98eQtJFLgGPzsRfJZ3V1Nfbv34/29nYcPXoUy5YtQ1paGlauXAmAY1NrBJGOABAHDx7s9PemTp0qIiIihBBCNDU1CQ8PD3H06FHV51FRUWLatGnP7aO5uVk4OTmJtLS0Tm/fWGkjn5q0t7eLgIAAERcXJ4QQora2VgAQJSUlau1SUlKEj49Pp7dvjPSVS004Nv/1dD4HDRokXF1dRVtbm+q9tLQ04ezsLIQwjbGpD5zxk9EZNWqUasZUVVWFmpoaREREwMLCAhYWFsjOzkZeXh4sLCxQVVWlsQ9ra2sMGTJEbeZlqp7MpyZmZmYYMWKEqs3LL78Mc3PzDjOo+vr6DjMtU9PZXGrCsfmvp/Mpl8vh7e2tdvKjn58f6urq0NrayrGpJSz8ZHTKysogl8sBPFpKPX/+PMrLy1U/b7zxBiZMmIDy8nK4urpq7KOlpQUXL15U9WPKnsynJkIIlJeXq9pIpVIEBQWhoKBArV1BQQFGjx6t01iNXWdzqQnH5r+ezmdISAgqKyuhVCpV712+fBlyuRxSqZRjU0t4Vj9pVXNzMyorK1Wvr169ivLyctjZ2cHNzQ1LlixBbW0tsrOzATw6I9fDwwODBw9Ga2srdu7cidzcXOTm5gJ4dFmUv7+/2jYenxH85PuJiYmIiIiAm5sb6uvrkZKSgqamJkRFRel4j3VL2/kEgOTkZIwaNQqDBg1CU1MT1q1bh/LycmzYsEHVJiEhAe+++y6GDx+O4OBgbNq0CdevX8eCBQv0t/NaZqhccmy+eD7ff/99fPPNN1i0aBHi4uJw5coVpKamYuHChao2vXFs6p2hjzVQ73Ly5EkBoMNPVFSUEOLR8flx48ap2n/xxRfCy8tLyGQyMWDAADFmzBjx3XffPXcbmo7xz5w5U8jlcmFpaSlcXFzEjBkzxO+//67lvdM/XeQzPj5euLm5CalUKhwcHERYWFiHY6ZCCLFhwwbh7u4upFKpGDZsmDh16pQud1XnDJVLjs1HXvT/eklJiRg5cqSwsrISAwcOFCtXrlQ75i9E7xub+sbH8hIREZkQHuMnIiIyISz8REREJoSFn4iIyISw8BMREZkQFn4iIiITwsJPRERkQlj4iYiITAgLPxERaVVRUREiIiLg4uICiUSCQ4cOdboPIQTWrFkDb29vWFlZwdXVFampqdoP1gSx8BP1MjU1NZBIJJBIJBg6dKihw+m0x7E/vjUz9Tz3799HQEAA1q9f3+U+Fi1ahC1btmDNmjW4dOkS8vPz8dprr2kxStPFe/UT9VLHjx/XS+GfM2cOGhoaujSr0+TWrVvIyclBUlKSVvoj/QsPD0d4ePgzP29tbcWyZcuwa9cuNDQ0wN/fH1988QXGjx8PALh48SIyMjLw22+/wcfHR09Rmw7O+Il6KXt7e9jb2xs6DJV//vnnhdo5OzujX79+Oo6GDGnu3LkoLi7Gnj17cO7cObz99tuYPHmy6hG9+fn5GDhwII4cOQJPT094eHhg/vz5uHv3roEj7x1Y+ImM2O3bt+Hs7Kx2bPPMmTOQSqX48ccfO9XXnDlzMH36dKSmpsLJyQn9+/dHcnIy2trasHjxYtjZ2UGhUGDbtm1q36utrcXMmTMxYMAA2NvbY9q0aaipqQEALF++HNu3b8fhw4dVS/SFhYWqww179+7F+PHjIZPJsHPnTgBAZmYm/Pz8IJPJ4Ovri/T09O4liXqUqqoq7N69G/v27UNoaCi8vLyQmJiIMWPGIDMzEwBQXV2Na9euYd++fcjOzkZWVhZKS0vx1ltvGTj63oFL/URGzMHBAdu2bcP06dMRFhYGX19fvPPOO/jggw8QFhbW6f5OnDgBhUKBoqIiFBcXIzo6Gj///DPGjh2LM2fOICcnBwsWLMCkSZPg6uqKBw8eYMKECQgNDUVRUREsLCyQkpKCyZMn49y5c0hMTMTFixfR1NSk+qVtZ2eHmzdvAgA+/fRTpKWlITMzE1ZWVti8eTOSkpKwfv16BAYGoqysDDExMbC2tu7xj6mlF/Prr79CCAFvb2+191taWlQrVEqlEi0tLcjOzla127p1K4KCglBRUcHl/25i4ScyclOmTEFMTAwiIyMxYsQIyGQyrF69ukt92dnZYd26dTAzM4OPjw++/PJLPHjwAJ999hkAYMmSJVi9ejWKi4sxa9Ys7NmzB2ZmZtiyZQskEgmARzP2/v37o7CwEGFhYejTpw9aWlrg7OzcYXvx8fGYMWOG6vX//vc/pKWlqd7z9PTEhQsXsHHjRhZ+E6FUKmFubo7S0lKYm5urfda3b18AgFwuh4WFhdofB35+fgCA69evs/B3Ews/UQ+wZs0a+Pv7Y+/evTh79ixkMlmX+hk8eDDMzP49wufk5AR/f3/Va3Nzc9jb26O+vh4AUFpaisrKStjY2Kj18/DhQ1RVVf3n9oYPH6769+3bt3Hjxg1ER0cjJiZG9X5bWxuP6ZuQwMBAtLe3o76+HqGhoRrbhISEoK2tDVVVVfDy8gIAXL58GQDg7u6ut1h7KxZ+oh6guroaN2/ehFKpxLVr1/Dqq692qR9LS0u11xKJRON7SqUSwKPZWVBQEHbt2tWhLwcHh//cnrW1terfj/vcvHkzRo4cqdbu6Zkf9WzNzc2orKxUvb569SrKy8thZ2cHb29vREZGYvbs2UhLS0NgYCDu3LmDEydOYMiQIZgyZQpef/11DBs2DPPmzcPatWuhVCoRGxuLSZMmdThEQJ3Hwk9k5FpbWxEZGYmZM2fC19cX0dHROH/+PJycnHS+7WHDhiEnJweOjo6wtbXV2EYqlaK9vf0/+3JycsIrr7yC6upqREZGajtUMiJnz57FhAkTVK8TEhIAAFFRUcjKykJmZiZSUlLw8ccfo7a2Fvb29ggODsaUKVMAAGZmZsjPz0dcXBzGjh0La2trhIeHIy0tzSD709uw8BMZuaVLl6KxsRHr1q1D37598f333yM6OhpHjhzR+bYjIyPx1VdfYdq0aVixYgUUCgWuX7+OAwcOYPHixVAoFPDw8MCxY8dQUVEBe3v75y7bL1++HAsXLoStrS3Cw8PR0tKCs2fP4q+//lIVB+r5xo8fDyHEMz+3tLREcnIykpOTn9nGxcUFubm5ugjP5PFyPiIjVlhYiLVr12LHjh2wtbWFmZkZduzYgZ9++gkZGRk63/5LL72EoqIiuLm5YcaMGfDz88O8efPw999/q1YAYmJi4OPjg+HDh8PBwQHFxcXP7G/+/PnYsmULsrKyMGTIEIwbNw5ZWVnw9PTU+b4Q0SMS8bw/y4iox6mpqYGnpyfKysp65C17ASArKwvx8fFoaGgwdChEvQ6X+ol6qdGjR2Po0KEoKSkxdCid0rdvX7S1tXX5ygUiej4WfqJeRqFQqG59amVlZeBoOq+8vBwAz/Qn0hUu9RMREZkQntxHRERkQlj4iYiITAgLPxERkQlh4SciIjIhLPxEREQmhIWfiIjIhLDwExERmRAWfiIiIhPy/7zJeNVmMYfyAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds.nbart_red.where(interp_idw.z > 10).plot(add_colorbar=False, cmap=\"Greys\")\n", + "points_gdf.plot(ax=plt.gca(), column=\"z\", edgecolor=\"black\", legend=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "***\n", + "\n", + "## Additional information\n", + "\n", + "**License:** The code in this notebook is licensed under the [Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0). \n", + "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n", + "\n", + "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n", + "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n", + "\n", + "**Last modified:** June 2024\n", + "\n", + "**Compatible datacube version:** " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.8.18\n" + ] + } + ], + "source": [ + "print(datacube.__version__)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Tags\n", + "" + ] + }, + { + "cell_type": "raw", + "metadata": { + "raw_mimetype": "text/restructuredtext" + }, + "source": [ + "**Tags**: :index:`NCI compatible`, :index:`sandbox compatible`, :index:`landsat 8`, :index:`load_ard`, :index:`xr_interpolate`, :index:`idw`, :index:`nearest neighbour`, :index:`linear`, :index:`rbf`" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/How_to_guides/README.rst b/How_to_guides/README.rst index ef8d21d10..8d47b911d 100644 --- a/How_to_guides/README.rst +++ b/How_to_guides/README.rst @@ -21,6 +21,7 @@ A recipe book of simple code examples demonstrating how to perform common geospa Generating_geomedian_composites.ipynb Image_segmentation.ipynb Imagery_on_web_map.ipynb + Interpolation.ipynb Land_cover_animated_plots.ipynb Land_cover_change_mapping.ipynb Land_cover_pixel_drill.ipynb diff --git a/Supplementary_data/Interpolation/interpolation_points.geojson b/Supplementary_data/Interpolation/interpolation_points.geojson new file mode 100644 index 000000000..b0a3f8be2 --- /dev/null +++ b/Supplementary_data/Interpolation/interpolation_points.geojson @@ -0,0 +1,24 @@ +{ +"type": "FeatureCollection", +"name": "interpolation_points", +"crs": { "type": "name", "properties": { "name": "urn:ogc:def:crs:OGC:1.3:CRS84" } }, +"features": [ +{ "type": "Feature", "properties": { "z": 1 }, "geometry": { "type": "Point", "coordinates": [ 149.041358543960143, -35.381110059879738 ] } }, +{ "type": "Feature", "properties": { "z": 2 }, "geometry": { "type": "Point", "coordinates": [ 149.050043769856671, -35.376996005507706 ] } }, +{ "type": "Feature", "properties": { "z": 3 }, "geometry": { "type": "Point", "coordinates": [ 149.069699807411894, -35.371053482525888 ] } }, +{ "type": "Feature", "properties": { "z": 4 }, "geometry": { "type": "Point", "coordinates": [ 149.077470799003521, -35.363739608086725 ] } }, +{ "type": "Feature", "properties": { "z": 5 }, "geometry": { "type": "Point", "coordinates": [ 149.081584853375546, -35.345454921988825 ] } }, +{ "type": "Feature", "properties": { "z": 6 }, "geometry": { "type": "Point", "coordinates": [ 149.087070259204921, -35.3125424870126 ] } }, +{ "type": "Feature", "properties": { "z": 7 }, "geometry": { "type": "Point", "coordinates": [ 149.092098547881847, -35.286029692170644 ] } }, +{ "type": "Feature", "properties": { "z": 8 }, "geometry": { "type": "Point", "coordinates": [ 149.098041070863644, -35.268659240377637 ] } }, +{ "type": "Feature", "properties": { "z": 9 }, "geometry": { "type": "Point", "coordinates": [ 149.108554765369945, -35.256317077261549 ] } }, +{ "type": "Feature", "properties": { "z": 10 }, "geometry": { "type": "Point", "coordinates": [ 149.129582154382547, -35.251288788584631 ] } }, +{ "type": "Feature", "properties": { "z": 11 }, "geometry": { "type": "Point", "coordinates": [ 149.148781074785319, -35.252660140041975 ] } }, +{ "type": "Feature", "properties": { "z": 12 }, "geometry": { "type": "Point", "coordinates": [ 149.162494589358772, -35.259516897328687 ] } }, +{ "type": "Feature", "properties": { "z": 13 }, "geometry": { "type": "Point", "coordinates": [ 149.180779275456672, -35.257688428718893 ] } }, +{ "type": "Feature", "properties": { "z": 14 }, "geometry": { "type": "Point", "coordinates": [ 149.190378735658072, -35.247174734212599 ] } }, +{ "type": "Feature", "properties": { "z": 15 }, "geometry": { "type": "Point", "coordinates": [ 149.198149727249671, -35.226147345200012 ] } }, +{ "type": "Feature", "properties": { "z": 16 }, "geometry": { "type": "Point", "coordinates": [ 149.213691710432897, -35.211976713474137 ] } }, +{ "type": "Feature", "properties": { "z": 17 }, "geometry": { "type": "Point", "coordinates": [ 149.229233693616095, -35.20374860473008 ] } } +] +} diff --git a/Tests/dea_tools/test_spatial.py b/Tests/dea_tools/test_spatial.py index c1acf6edb..d3198dea4 100644 --- a/Tests/dea_tools/test_spatial.py +++ b/Tests/dea_tools/test_spatial.py @@ -13,6 +13,7 @@ xr_vectorize, xr_rasterize, xr_interpolate, + idw, ) from dea_tools.validation import eval_metrics @@ -335,13 +336,84 @@ def test_subpixel_contours_dim(satellite_da): subpixel_contours(satellite_da_date, z_values=600, dim="date") -# def test_subpixel_contours_dem_crs(dem_da): -# # Verify that an error is raised if data passed with no spatial ref/geobox -# with pytest.raises(ValueError): -# subpixel_contours(dem_da.drop_vars("spatial_ref"), z_values=700) - -# # Verify that no error is raised if we provide the correct CRS -# subpixel_contours(dem_da.drop_vars("spatial_ref"), z_values=700, crs="EPSG:4326") +# Test Inverse Distance Weighted function +def test_idw(): + # Basic psuedo-1D example + input_z = [1, 2, 3, 4, 5] + input_x = [0, 1, 2, 3, 4] + input_y = [0, 0, 0, 0, 0] + output_x = [0.5, 1.5, 2.5, 3.5] + output_y = [0.0, 0.0, 0.0, 0.0] + out = idw(input_z, input_x, input_y, output_x, output_y, k=2) + assert np.allclose(out, [1.5, 2.5, 3.5, 4.5]) + + # Verify that k > input points gives error + with pytest.raises(ValueError): + idw(input_z, input_x, input_y, output_x, output_y, k=6) + + # 2D nearest neighbour case + input_z = [1, 2, 3, 4] + input_x = [0, 4, 0, 4] + input_y = [0, 0, 4, 4] + output_x = [1, 4, 0, 3] + output_y = [0, 1, 3, 4] + out = idw(input_z, input_x, input_y, output_x, output_y, k=1) + assert np.allclose(out, [1, 2, 3, 4]) + + # Two neighbours + input_z = [1, 2, 3, 4] + input_x = [0, 4, 0, 4] + input_y = [0, 0, 4, 4] + output_x = [2, 0, 4, 2] + output_y = [0, 2, 2, 4] + out = idw(input_z, input_x, input_y, output_x, output_y, k=2) + assert np.allclose(out, [1.5, 2, 3, 3.5]) + + # Four neighbours + out = idw(input_z, input_x, input_y, output_x, output_y, k=4) + assert np.allclose(out, [2.11, 2.30, 2.69, 2.88], rtol=0.01) + + # Four neighbours; max distance of 2 + out = idw(input_z, input_x, input_y, output_x, output_y, k=4, max_dist=2) + assert np.allclose(out, [1.5, 2, 3, 3.5]) + + # Four neighbours; max distance of 2, k_min of 4 (should return NaN) + out = idw(input_z, input_x, input_y, output_x, output_y, k=4, max_dist=2, k_min=4) + assert np.isnan(out).all() + + # Four neighbours; power function p=0 + out = idw(input_z, input_x, input_y, output_x, output_y, k=4, p=0) + assert np.allclose(out, [2.5, 2.5, 2.5, 2.5]) + + # Four neighbours; power function p=2 + out = idw(input_z, input_x, input_y, output_x, output_y, k=4, p=2) + assert np.allclose(out, [1.83, 2.17, 2.83, 3.17], rtol=0.01) + + # Different units, nearest neighbour case + input_z = [10, 20, 30, 40] + input_x = [1125296, 1155530, 1125296, 1155530] + input_y = [-4169722, -4169722, -4214782, -4214782] + output_x = [1124952, 1159593, 1120439, 1155284] + output_y = [-4169749, -4172892, -4211108, -4214332] + out = idw(input_z, input_x, input_y, output_x, output_y, k=1) + assert np.allclose(out, [10, 20, 30, 40]) + + # Verify distance works on different units + output_x = [1142134, 1138930] + output_y = [-4171232, -4213451] + out = idw(input_z, input_x, input_y, output_x, output_y, k=4, max_dist=20000) + assert np.allclose(out, [15, 35], rtol=0.1) + + # Test multidimensional input + input_z = np.column_stack(([1, 2, 3, 4], [10, 20, 30, 40])) + input_x = [0, 4, 0, 4] + input_y = [0, 0, 4, 4] + output_x = [1, 4, 0, 3] + output_y = [0, 1, 3, 4] + out = idw(input_z, input_x, input_y, output_x, output_y, k=1) + assert input_z.shape == out.shape + assert np.allclose(out[:, 0], [1, 2, 3, 4]) + assert np.allclose(out[:, 1], [10, 20, 30, 40]) @pytest.mark.parametrize( diff --git a/Tests/test_notebooks.sh b/Tests/test_notebooks.sh index 2d88bf9d1..fcbe900c4 100755 --- a/Tests/test_notebooks.sh +++ b/Tests/test_notebooks.sh @@ -11,6 +11,6 @@ pip3 install ./Tools pytest Tests/dea_tools # Test Juputer Notebooks -pytest --durations=10 --nbval-lax Beginners_guide DEA_products --ignore DEA_products/DEA_Wetlands_Insight_Tool.ipynb How_to_guides/Animated_timeseries.ipynb How_to_guides/Contour_extraction.ipynb How_to_guides/Calculating_band_indices.ipynb How_to_guides/Downloading_data_with_STAC.ipynb How_to_guides/Exporting_GeoTIFFs.ipynb How_to_guides/Generating_composites.ipynb How_to_guides/Image_segmentation.ipynb How_to_guides/Opening_GeoTIFFs_NetCDFs.ipynb How_to_guides/Pansharpening.ipynb How_to_guides/Planetary_computer.ipynb How_to_guides/Polygon_drill.ipynb How_to_guides/Principal_component_analysis.ipynb How_to_guides/Rasterize_vectorize.ipynb How_to_guides/Tidal_modelling.ipynb How_to_guides/Using_load_ard.ipynb How_to_guides/Virtual_products.ipynb Real_world_examples/Coastal_erosion.ipynb Real_world_examples/Intertidal_elevation.ipynb +pytest --durations=10 --nbval-lax Beginners_guide DEA_products --ignore DEA_products/DEA_Wetlands_Insight_Tool.ipynb How_to_guides/Animated_timeseries.ipynb How_to_guides/Contour_extraction.ipynb How_to_guides/Calculating_band_indices.ipynb How_to_guides/Downloading_data_with_STAC.ipynb How_to_guides/Exporting_GeoTIFFs.ipynb How_to_guides/Generating_composites.ipynb How_to_guides/Image_segmentation.ipynb How_to_guides/Interpolation.ipynb How_to_guides/Opening_GeoTIFFs_NetCDFs.ipynb How_to_guides/Pansharpening.ipynb How_to_guides/Planetary_computer.ipynb How_to_guides/Polygon_drill.ipynb How_to_guides/Principal_component_analysis.ipynb How_to_guides/Rasterize_vectorize.ipynb How_to_guides/Tidal_modelling.ipynb How_to_guides/Using_load_ard.ipynb How_to_guides/Virtual_products.ipynb Real_world_examples/Coastal_erosion.ipynb Real_world_examples/Intertidal_elevation.ipynb diff --git a/Tools/dea_tools/spatial.py b/Tools/dea_tools/spatial.py index 8044729a2..6a69af732 100644 --- a/Tools/dea_tools/spatial.py +++ b/Tools/dea_tools/spatial.py @@ -16,7 +16,7 @@ If you would like to report an issue with this script, file one on GitHub: https://github.com/GeoscienceAustralia/dea-notebooks/issues/new -Last modified: March 2024 +Last modified: June 2024 """ @@ -567,6 +567,154 @@ def _time_format(i, time_format): return contours_gdf +def idw( + input_z, + input_x, + input_y, + output_x, + output_y, + p=1, + k=10, + max_dist=None, + k_min=1, + epsilon=1e-12, +): + """ + Perform Inverse Distance Weighting (IDW) interpolation. + + This function performs fast IDW interpolation by creating a KDTree + from the input coordinates then uses it to find the `k` nearest + neighbors for each output point. Weights are calculated based on the + inverse distance to each neighbor, with weights descreasing with + increasing distance. + + Code inspired by: https://github.com/DahnJ/REM-xarray + + Parameters + ---------- + input_z : array-like + Array of values at the input points. This can be either a + 1-dimensional array, or a 2-dimensional array where each column + (axis=1) represents a different set of values to be interpolated. + input_x : array-like + Array of x-coordinates of the input points. + input_y : array-like + Array of y-coordinates of the input points. + output_x : array-like + Array of x-coordinates where the interpolation is to be computed. + output_y : array-like + Array of y-coordinates where the interpolation is to be computed. + p : int or float, optional + Power function parameter defining how rapidly weightings should + decrease as distance increases. Higher values of `p` will cause + weights for distant points to decrease rapidly, resulting in + nearby points having more influence on predictions. Defaults to 1. + k : int, optional + Number of nearest neighbors to use for interpolation. `k=1` is + equivalent to "nearest" neighbour interpolation. Defaults to 10. + max_dist : int or float, optional + Restrict neighbouring points to less than this distance. + By default, no distance limit is applied. + k_min : int, optional + If `max_dist` is provided, some points may end up with less than + `k` nearest neighbours, potentially producing less reliable + interpolations. Set `k_min` to set any points with less than + `k_min` neighbours to NaN. Defaults to 1. + epsilon : float, optional + Small value added to distances to prevent division by zero + errors in the case that output coordinates are identical to + input coordinates. Defaults to 1e-12. + + Returns + ------- + interp_values : numpy.ndarray + Interpolated values at the output coordinates. If `input_z` is + 1-dimensional, `interp_values` will also be 1-dimensional. If + `input_z` is 2-dimensional, `interp_values` will have the same + number of rows as `input_z`, with each column (axis=1) + representing interpolated values for one set of input data. + + Examples + -------- + >>> input_z = [1, 2, 3, 4, 5] + >>> input_x = [0, 1, 2, 3, 4] + >>> input_y = [0, 1, 2, 3, 4] + >>> output_x = [0.5, 1.5, 2.5] + >>> output_y = [0.5, 1.5, 2.5] + >>> idw(input_z, input_x, input_y, output_x, output_y, k=2) + array([1.5, 2.5, 3.5]) + + """ + + # Convert to numpy arrays + input_x = np.atleast_1d(input_x) + input_y = np.atleast_1d(input_y) + input_z = np.atleast_1d(input_z) + output_x = np.atleast_1d(output_x) + output_y = np.atleast_1d(output_y) + + # Verify input and outputs have matching lengths + if not (input_z.shape[0] == len(input_x) == len(input_y)): + raise ValueError( + f"All of `input_z`, `input_x` and `input_y` must be the same length." + ) + if not (len(output_x) == len(output_y)): + raise ValueError(f"Both `output_x` and `output_y` must be the same length.") + + # Verify k is smaller than total number of points, and non-zero + if k > input_z.shape[0]: + raise ValueError( + f"The requested number of nearest neighbours (`k={k}`) " + f"is smaller than the total number of points ({input_z.shape[0]})." + ) + elif k == 0: + raise ValueError( + f"Interpolation based on `k=0` nearest neighbours is not valid." + ) + + # Create KDTree to efficiently find nearest neighbours + points_xy = np.column_stack((input_y, input_x)) + tree = KDTree(points_xy) + + # Determine nearest neighbours and distances to each + grid_stacked = np.column_stack((output_y, output_x)) + distances, indices = tree.query(grid_stacked, k=k, workers=-1) + + # If k == 1, add an additional axis for consistency + if k == 1: + distances = distances[..., np.newaxis] + indices = indices[..., np.newaxis] + + # Add small epsilon to distances to prevent division by zero errors + # if output coordinates are the same as input coordinates + distances = np.maximum(distances, epsilon) + + # Set distances above max to NaN if specified + if max_dist is not None: + distances[distances > max_dist] = np.nan + + # Calculate weights based on distance to k nearest neighbours. + weights = 1 / np.power(distances, p) + weights = weights / np.nansum(weights, axis=1).reshape(-1, 1) + + # 1D case: Compute weighted sum of input_z values for each output point + if input_z.ndim == 1: + interp_values = np.nansum(weights * input_z[indices], axis=1) + + # 2D case: Compute weighted sum for each set of input_z values + # weights[..., np.newaxis] adds a dimension for broadcasting + else: + interp_values = np.nansum( + weights[..., np.newaxis] * input_z[indices], + axis=1, + ) + + # Set any points with less than `k_min` valid weights to NaN + interp_values[np.isfinite(weights).sum(axis=1) < k_min] = np.nan + + return interp_values + + def xr_interpolate( ds, gdf, @@ -631,7 +779,8 @@ def xr_interpolate( **kwargs : Optional keyword arguments to pass to either `scipy.interpolate.griddata` (if `method` is "linear", "nearest" - or "cubic"), or `scipy.interpolate.Rbf` (is `method` is "rbf"). + or "cubic"), `scipy.interpolate.Rbf` (is `method` is "rbf"), + or `idw` (if method is "idw"). Returns ------- @@ -649,7 +798,9 @@ def xr_interpolate( # Reproject to match input `ds`, and raise warning if there are no overlaps gdf = gdf.to_crs(ds.odc.crs) if not gdf.dissolve().intersects(ds.odc.geobox.extent.geom).item(): - warnings.warn("The supplied `gdf` does not overlap spatially with `ds`.", stacklevel=2) + warnings.warn( + "The supplied `gdf` does not overlap spatially with `ds`.", stacklevel=2 + ) # Select subset of numeric columns (non-numeric are not supported) numeric_gdf = gdf.select_dtypes("number") @@ -673,7 +824,7 @@ def xr_interpolate( # Identify spatial coordinates, and stack to use in interpolation x_coords = gdf.geometry.x y_coords = gdf.geometry.y - points_xy = np.vstack([x_coords, y_coords]).T + points_xy = np.column_stack((y_coords, x_coords)) # Identify x and y coordinates from `ds` to interpolate into. # If `factor` is greater than 1, the coordinates will be subsampled @@ -692,13 +843,14 @@ def xr_interpolate( y_grid_coords = ds[y_dim][::factor].values.tolist() + [ds[y_dim][-1].item()] # Create grid to interpolate into - grid_y, grid_x = np.meshgrid(x_grid_coords, y_grid_coords) + grid_x, grid_y = np.meshgrid(x_grid_coords, y_grid_coords) # Output dict correlation_outputs = {} - # For each numeric column, run interpolation + # Run interpolation on values from each numeric column, for col, z_values in numeric_gdf.items(): + # Apply scipy.interpolate.griddata interpolation methods if method in ("linear", "nearest", "cubic"): # Interpolate x, y and z values @@ -713,34 +865,21 @@ def xr_interpolate( # Apply Radial Basis Function interpolation elif method == "rbf": # Interpolate x, y and z values - rbf = scipy.interpolate.Rbf(x_coords, y_coords, z_values, **kwargs) + rbf = scipy.interpolate.Rbf(y_coords, x_coords, z_values, **kwargs) interp_2d = rbf(grid_y, grid_x) # Apply Inverse Distance Weighted interpolation - # Code inspired by: https://github.com/DahnJ/REM-xarray elif method == "idw": - # Verify k is smaller than total number of points - if k > len(z_values): - raise ValueError( - f"The requested number of nearest neighbours (`k={k}`) " - f"is smaller than the total number of points ({len(z_values)})." - ) - - # Create KDTree to efficiently find nearest neighbours - tree = KDTree(points_xy) - - # IWD interpolation - grid_stacked = np.column_stack((grid_y.flatten(), grid_x.flatten())) - distances, indices = tree.query(grid_stacked, k=k) - - # Calculate weights based on distance to k nearest neighbours. - # If k == 1, then return the nearest value unweighted. - if k > 1: - weights = 1 / distances - weights = weights / weights.sum(axis=1).reshape(-1, 1) - interp_1d = (weights * z_values.values[indices]).sum(axis=1) - else: - interp_1d = z_values.values[indices] + # Interpolate x, y and z values + interp_1d = idw( + input_z=z_values, + input_x=x_coords, + input_y=y_coords, + output_x=grid_x.flatten(), + output_y=grid_y.flatten(), + k=k, + **kwargs, + ) # Reshape to 2D interp_2d = interp_1d.reshape(len(y_grid_coords), len(x_grid_coords)) @@ -777,7 +916,7 @@ def interpolate_2d( Supported interpolation methods include 'linear', 'nearest' and 'cubic (using `scipy.interpolate.griddata`), and 'rbf' (using `scipy.interpolate.Rbf`). - + NOTE: This function is deprecated and will be retired in a future release. Please use `xr_interpolate` instead."