{ "cells": [ { "cell_type": "markdown", "id": "8019601b", "metadata": {}, "source": [ "# Customizing Scanpy plots\n", "\n", "This is an advanced tutorial on customizing scanpy plots. For an introduction to `scanpy` plotting functions please see the {doc}`introductory tutorial <./core>`." ] }, { "cell_type": "code", "execution_count": null, "id": "641629fa", "metadata": {}, "outputs": [], "source": [ "from __future__ import annotations\n", "\n", "from typing import TYPE_CHECKING\n", "\n", "import matplotlib.colors as mcolors\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "\n", "# Inital setting for plot size\n", "from matplotlib import rcParams\n", "\n", "import scanpy as sc\n", "\n", "rng = np.random.default_rng()\n", "\n", "FIGSIZE = (3, 3)\n", "rcParams[\"figure.figsize\"] = FIGSIZE" ] }, { "cell_type": "code", "execution_count": 2, "id": "4bdaf361", "metadata": {}, "outputs": [], "source": [ "adata = sc.datasets.pbmc68k_reduced()" ] }, { "cell_type": "markdown", "id": "87040664", "metadata": {}, "source": [ "## Talking to `matplotlib`\n", "\n", "This section provides general information on how to customize plots. \n", "\n", "scanpy plots are based on [`matplotlib`](https://matplotlib.org) objects, which we can obtain from `scanpy` functions and subsequently customize. Matplotlib plots are drawn in {class}`~matplotlib.figure.Figure` objects which in turn contain one or multiple {class}`~matplotlib.axes.Axes` objects. Some `scanpy` functions can also take as an input predefined `Axes`, as shown below.\n", "\n", "Please note that some tutorial parts are specific for individual `scanpy` ploting functions, as they create plots in different ways. Certain functions plot on individual `Axes` objects while others use the whole `Figure`, combining multiple `Axes` to display different parts of a single plot. There are also other differences, such as which types of legends are used (i.e. continous `Colorbar` or discrete `Legend`), etc." ] }, { "cell_type": "markdown", "id": "35ad8722", "metadata": {}, "source": [ "### `Figure` and `Axes` objects\n", "\n", "`scanpy` plotting functions can return {class}`~matplotlib.figure.Figure` or the plot object (by setting `return_fig=True`) or {class}`~matplotlib.axes.Axes` (by setting `show=False`).\n", "\n", "The `show` parameter also regulates when the plot is rendered. If we want to customize `Axes` after the `scanpy` plotting function was called we need to set `show=False` to ensure that the plot will be rendered only after we made all adjustments." ] }, { "cell_type": "markdown", "id": "e7243710", "metadata": {}, "source": [ "For example, from `embedding` plots (such as `umap`) we can obtain either axes (by setting `show=False`) or the whole figure (by setting `return_fig=True`) that stores axes in `figure.axes`. For every plotted category one `Axes` object will be created and for every continuous category two `Axes` objects: the UMAP plot and colorbar on the side. However, if we want to obtain the colorbar axes object we need to use `return_fig=True` rather than `show=False`. When accessing `Axes` from `Figure` the returned object is a list and we need to select the relevant `Axes` to modify them. When returning `Axes` directly (e.g. with `show=False`) we obtain either an individual `Axes` object (if this is the only `Axes` object on the `Figure`) or a list of `Axes` (if multiple `Axes` were created)." ] }, { "cell_type": "code", "execution_count": 3, "id": "bb1481a1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Categorical plots:\n", "Axis from a single category plot: Axes(0.125,0.11;0.775x0.77)\n", "Axes list from two categorical plots: [, ]\n", "Axes list from a figure with one categorical plot: []\n", "\n", "Continous plots:\n", "Axes from one continuous plot: Axes(0.125,0.11;0.70525x0.77)\n", "Axes list from a figure of one continous plot: [, ]\n" ] } ], "source": [ "# Examples of returned objects from the UMAP function\n", "\n", "print(\"Categorical plots:\")\n", "axes = sc.pl.umap(adata, color=[\"bulk_labels\"], show=False)\n", "print(\"Axis from a single category plot:\", axes)\n", "plt.close()\n", "axes = sc.pl.umap(adata, color=[\"bulk_labels\", \"S_score\"], show=False)\n", "print(\"Axes list from two categorical plots:\", axes)\n", "plt.close()\n", "fig = sc.pl.umap(adata, color=[\"bulk_labels\"], return_fig=True)\n", "print(\"Axes list from a figure with one categorical plot:\", fig.axes)\n", "plt.close()\n", "\n", "print(\"\\nContinous plots:\")\n", "axes = sc.pl.umap(adata, color=[\"IGJ\"], show=False)\n", "print(\"Axes from one continuous plot:\", axes)\n", "plt.close()\n", "fig = sc.pl.umap(adata, color=[\"IGJ\"], return_fig=True)\n", "print(\"Axes list from a figure of one continous plot:\", fig.axes)\n", "plt.close()" ] }, { "cell_type": "markdown", "id": "626ea998", "metadata": {}, "source": [ "Certain plots (e.g. `dotplot`) are more complex, having a special plot object with multiple `Axes` that are used to plot different parts of the plot." ] }, { "cell_type": "code", "execution_count": 4, "id": "2b41d173", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Axes returned from dotplot object: {'mainplot_ax': , 'size_legend_ax': , 'color_legend_ax': }\n", "DotPlot object: \n" ] } ], "source": [ "axes = sc.pl.dotplot(adata, [\"CD79A\", \"MS4A1\"], \"bulk_labels\", show=False)\n", "print(\"Axes returned from dotplot object:\", axes)\n", "dp = sc.pl.dotplot(adata, [\"CD79A\", \"MS4A1\"], \"bulk_labels\", return_fig=True)\n", "print(\"DotPlot object:\", dp)\n", "plt.close()" ] }, { "cell_type": "markdown", "id": "75398084", "metadata": {}, "source": [ "(mpl-ax)=\n", "### Using matplotlib Axes to customize plot alignment\n", "When combining multiple different plots one can pass pre-defined `matplotlib` `Axes` to some plotting functions (e.g. `embedding`). This can be useful when we want to have custom subplot aligmnet or want to show side by side two different plot types or two different data subsets. \n", "\n", "Please also see the note on the `show` parameter above, which is required for figure rendering." ] }, { "cell_type": "code", "execution_count": 5, "id": "85ffd344", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "axes: [ ]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define matplotlib Axes\n", "# Number of Axes & plot size\n", "ncols = 2\n", "nrows = 1\n", "figsize = 4\n", "wspace = 0.5\n", "fig, axs = plt.subplots(\n", " nrows=nrows,\n", " ncols=ncols,\n", " figsize=(ncols * figsize + figsize * wspace * (ncols - 1), nrows * figsize),\n", ")\n", "plt.subplots_adjust(wspace=wspace)\n", "# This produces two Axes objects in a single Figure\n", "print(\"axes:\", axs)\n", "\n", "# We can use these Axes objects individually to plot on them\n", "# We need to set show=False so that the Figure is not displayed before we\n", "# finished plotting on all Axes and making all plot adjustments\n", "sc.pl.umap(adata, color=\"louvain\", ax=axs[0], show=False)\n", "# Example zoom-in into a subset of louvain clusters\n", "sc.pl.umap(\n", " adata[adata.obs.louvain.isin([\"0\", \"3\", \"9\"]), :], color=\"S_score\", ax=axs[1]\n", ")" ] }, { "cell_type": "markdown", "id": "3474b4c7", "metadata": {}, "source": [ "We can also remove some `Axes` from the `Figure`, for example to have different number of columns per row. \n", "\n", "`matplotlib` also enables more advanced Axes alignment customization, such as differently sized `Axes` as shown in [their tutorial](https://matplotlib.org/stable/gallery/userdemo/demo_gridspec03.html#sphx-glr-gallery-userdemo-demo-gridspec03-py) for {class}`~matplotlib.gridspec.GridSpec`." ] }, { "cell_type": "code", "execution_count": 6, "id": "1fa099ea", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAVtCAYAAAD3TOm3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd3hUxdeA37s9vScECITQixTpRQQBFQURBEFUQBT1Jzasnw2wYxcbNopKkaKIgIAoAiK99xZCS+9lk633fn9sssmSAOmbkHmf5z65debczdk9c2bOnJEURVEQCAQCgSAflbsFEAgEAkHNQhgGgUAgELggDINAIBAIXBCGQSAQCAQuCMMgEAgEAheEYRAIBAKBC8IwCAQCgcAFYRgEAoFA4IIwDAKBQCBwQRgGgUAgELggDEMNIDo6mkceeYSoqCgMBgO+vr707t2bmTNnkpeXB0BkZCSSJCFJEiqVCn9/f6677joefvhhduzYUazMjRs3Ou8vaXv77bdd7l+/fj19+vTB09OTgIAARo4cydmzZy8rc0ZGBgaDAUmSOHbsWKV+HoKaw7x585w6s2XLlmLXFUUhIiICSZIYMmSI83xOTg7Tpk2jXbt2eHl5ERQURMeOHXnqqaeIi4u7bH2TJk0qVtallEb3Tpw4wZQpU+jVq5fz3ivps8AVjbsFqOusXr2aUaNGodfrGTduHO3atcNisbBlyxaef/55jhw5wrfffgtAx44defbZZwHIzs7m2LFjLF26lO+++44pU6bw8ccfO8tt3bo1P/30U7H6fvrpJ/78809uvvlm57lVq1YxbNgwrr/+embMmEFWVhYzZ86kT58+7Nu3j5CQkGLlLF26FEmSqFevHgsWLOCtt96q7I9GUIMwGAwsXLiQPn36uJzftGkTFy9eRK/XO89ZrVb69u3L8ePHGT9+PE888QQ5OTkcOXKEhQsXMnz4cOrXr1+sjt27dzNv3jwMBsMVZSmN7m3bto3PPvuMNm3a0Lp1a/bv31++F6+rKAK3cebMGcXb21tp1aqVEhcXV+z6qVOnlE8//VRRFEVp3Lixcvvttxe7Jzc3V7nzzjsVQPnqq6+uWmezZs2U5s2bu5xr06aN0qxZM8VsNjvP7d+/X1GpVMozzzxTYjl9+/ZVRowYoUyZMkVp0qTJVesV1E7mzp2rAMqIESOU4OBgxWq1ulyfNGmS0rlzZxf9XLJkiQIoCxYsKFZeXl6ekpmZWey8LMtKz549lYkTJ15W1wsoje6lpqYqWVlZiqIoygcffKAASkxMTGlfu84jupLcyPvvv09OTg6zZ88mPDy82PVmzZrx1FNPXbEMDw8PfvrpJwIDA3n77bdRrpAsd+fOnZw+fZp7773XeS4tLY2jR48yfPhwdDqd83yHDh1o3bo1P//8c7Fyzp8/z7///suYMWMYM2YMMTExbN26tTSvLKil3HPPPaSmprJ+/XrnOYvFwrJlyxg7dqzLvdHR0QD07t27WDkFXaWX8tNPP3H48OFiXZyXUlrdCwwMxMfHp1TvJiiOMAxuZOXKlURFRdGrV68KlePt7c3w4cOJjY3l6NGjl71vwYIFAC6GwWw2Aw4Dcymenp7ExcWRkJDgcn7RokV4eXkxZMgQunXrRtOmTZ1lC65NIiMj6dmzJ4sWLXKeW7NmDZmZmYwZM8bl3saNGwPw448/XrGhUkB2djYvvvgiL7/8MvXq1bvivUL3qgdhGNxEVlYWsbGxXHfddZVSXrt27YDC1tql2O12Fi9eTLdu3WjWrJnzfFhYGP7+/vz3338u96empjqNTGxsrMu1BQsWMGzYMKcxGT16NEuWLMFms1XKuwhqJmPHjuW3335zBkQsWLCAG2+8sdh4wZ133knLli2ZOnUqTZo04YEHHmDOnDkkJSWVWO4bb7yBh4cHU6ZMuaoMQveqB2EY3ERWVhZApbm73t7egKP1VRJ///03iYmJLt4CgEql4pFHHuHvv//mpZde4tSpU+zZs4e7774bi8UC4PwhADh48CCHDh3innvucZ675557SElJYd26dZXyLoKayd13301eXh6rVq0iOzubVatWFetGAof3uWPHDp5//nnAEdn04IMPEh4ezhNPPOH0UgFOnjzJzJkz+eCDD1wGsEtC6F71IQyDmyjoZ73cD3lZycnJAS5vaBYsWIBarWb06NHFrr3xxhs8+OCDvP/++7Ro0YIuXbqg0Wh48MEHgUKjAzB//ny8vLyIiori9OnTnD59GoPBQGRkpHDpr3FCQkIYOHAgCxcu5Ndff8VutzNy5MgS7/Xz8+P999/n7NmznD17ltmzZ9OyZUu++OIL3nzzTed9Tz31FL169eKuu+66av1C96oPEa7qJnx9falfvz6HDx+ulPIKyinaTVRAXl4ey5cvZ+DAgYSFhRW7rtPp+P7773n77bc5efIkYWFhtGjRgrFjx6JSqZxlKorCokWLMBqNtGnTplg5SUlJ5OTkuBgSwbXF2LFjmTRpEgkJCQwePBh/f/+rPtO4cWMmTpzI8OHDiYqKcoaYbtiwgbVr1/Lrr7+6zDGw2Wzk5eVx9uxZAgMD8fX1FbpXzQjD4EaGDBnCt99+y7Zt2+jZs2e5y8nJyWH58uVERETQunXrYtd///13srOzi3UjXUpYWJjTcNjtdjZu3Ej37t2dX7aCmPU33nijWD3p6ek8/PDD/Pbbb9x3333lfhdBzWb48OE88sgjbN++ncWLF5fp2YCAAJo2bepsxJw/fx6AESNGFLs3NjaWJk2a8Mknn/D0008L3atu3BstW7c5ffq04uXlpbRp00ZJSEgo8XpZ5jF8/fXXJdZzxx13KJ6enkp2dnapZZsxY4YCKMuWLXOee/DBBxUvLy8lLy+vxGeaN2+u3HrrraWuQ1DzKZjHsGvXLue5efPmKdOnT1dyc3Od54rq5/79+5Xk5ORiZZ09e1bx8PBQ2rdvryiKopw7d05Zvnx5sS0kJETp0qWLsnz5cuX06dOKolRM98Q8hrIjPAY30rRpUxYuXMjo0aNp3bq1y8znrVu3snTpUiZMmOC8PzY2lvnz5wMOL+Ho0aMsXbqUhIQEnn32WR555JFidaSlpbFmzRruuuuuy7rZ8+fP55dffqFv3754e3vz119/sWTJEh566CFn36/ZbOaXX35h0KBBl52ZescddzBz5kySkpIIDQ2t4KcjqKmMHz/+itfXr1/PtGnTuOOOO+jRowfe3t6cOXOGOXPmYDabmT59OgCNGjWiUaNGxZ5/+umnCQsL48477wTKp3uZmZl8/vnnAM6Iuy+++AJ/f3/8/f15/PHHy/n2dQR3WyaBopw8eVKZNGmSEhkZqeh0OsXHx0fp3bu38vnnnysmk0lRFEeLDFAARZIkxdfXV2nbtq0yadIkZceOHZct++uvv1YA5ffff7/sPTt27FD69u2rBAQEKAaDQenQoYPy9ddfK7IsO+/55ZdfFECZPXv2ZcvZuHGjAigzZ84sx6cgqImU5DGURFGP4cyZM8rUqVOVHj16KKGhoYpGo1FCQkKU22+/XdmwYcNV67zUOy6P7sXExDi/L5dujRs3LsWb120kRSnFDBSBQCAQ1BlEuKpAIBAIXBCGQSAQCAQuCMMgEAgEAheEYRAIBAKBC8IwCAQCgcAFMY9BUKcwmUzO5IDgSAdytRXDBILq5FIdherXU2EYBHUGk8lEk8beJCTZnefq1atHTEyMMA6CGkFJOgrVr6fCMAjqDBaLhYQkO6d3R+DroyIrW6ZZlwtYLBZhGAQ1gkt1FHCLngrDIKhzePtIePtIyEjuFkUgKJECHQXcoqfCMAjqHFbFjlVRsCqyu0URCEqkQEcd+9Wvp8IwCOocNmSs+X8FgppIgY4W7Fc3wjDUMmxWGxlJmQQ3COLiyTj8Q/3w9vcCwJRr5ud3l6MoCqf3xYAEU759lOD6gW6WumZhVWSsintaYnUBRVFIiU0jsJ4/aQkZSBIENwhyXl/x5VoSYpLISM4kISaJSe/fT5seLdwocc2jQEcL9qsbYRhqEalxaUy5cSrx0Ym07NqUE7ui8fA20Kp7c+599S52r9vPzzN+c3nm4fbP8sWOd6nftJ57hK6BWFGcm6BysVqsvHbHe+z58wD1m9UjISYJgBadoxj84AAC6/vzxROzXZ559sapvLHiRbre2skdItdIiuqnO/RUZFetJdisNsY1fZzki6mOExIU1Zd6kaFkpWWTm5VX7Nl6kaH0v6c3E98uvnB7XSIrKws/Pz/2Hw3Fx0dFdrZMxzZJZGZmOtfgFlSMN0d/zOal20q8JkkSEa3qc/5YbLFr/qG+XD+wPU9//TAe3h5VLWaN5VIdBdyip2Lmcy0hL8dUaBQAFAiNCEajczh9CWeTSjQKBdcWvbucE7ujq0PUGo+MhB0RlVQVxBw673IcFhmCh7cjxFJRlBKNAkBGUhYbFm5h3dyNVS1iraBAR92lp8Iw1BJSLqbiE+SNpCpUkvSkDGxWW6nL0Hloq0K0WodVkZyboPLIyTCiUkkuOpqdlkNejgmVunQ/NWaT5eo31QGK6qg79FQYhlrCurn/kJ2agznCH2PXCGQPLVazzaU7qWjDosCTcF6SYP7rS1n59TrsNtdZlXUNq6JyboLKY8/6g5w7ehFFLlTKAi9WthcfQNUaig9x7lyzj/lvLSMrLbvqBK0FFNVRd+ip+GbUEkIaBWPz9yDr1lbkdYlAO7YLKs0l/74iRsJmKfQkIlrVR1Fg87LtfPbY93zz3I/VJHXNxILauQkqjwbNw1y8BbVahW+wz2Xvt5oKdbRRmwYAHNx4hB+mLub5Aa9XnaC1gKI66g49FYahFpCdnsOcVxY5PIL8753dLtOxf7tSPW8yml2OE88lV7KEtQtbfivMJjyGSuW9cV+6eAt2u8yQR28u1bN2q6tHkVJ0PK0OYiviLbhDT8U3oxaQkZSJJc+CJj0Pn7XH8dhzAXnJXvauP1iq521WOwqQ27MpxtFdaXpvby6eiufwf8erVvAail1RObeKMGPGDCRJ4umnn64cwWo5afHpxc4tevvXUj2bXbTrSIK2vVuRnpTJ3r8PYbVYL//gNUpRHa2onpYHMY+hFvDRQ7MA8PA20CGyPgc2HrnqM7KHFnPzEDQJ2aQnZCD7GrA2CwXg+9+2sejez7FZ7Tw04z5GvzCsSuWvaVhRYUVNRX5udu3axTfffEP79u0rTa7azLfP/0hWajYanYbIthGkxqWRnphJaaPhs1JzCg8U2Pb7bo5ue4bM5Cx6DevC68tfrCLJayYFOurYr36Ex1DDsdvsHN16EnCErGakZNGoTcMrPqPRacgZ2JLc7pFk3d4Wu6cOldGCKj0XAPl0EjarYwB6/U8bq1L8GolVUTs3cMSOF93MZvMVn8/JyeHee+/lu+++IyAgoDpErvEc3HwUcIxtpcal0aJr06s+o/PQXfF6ZnIWALvXHSi1gblWKKqjBXpaGmbNmkX79u3x9fXF19eXnj17smbNmjLXLwxDDUetUTPsicHO43OHL3D+2MUrPmOz2JALwgNVEqgkJLuM9x8H8Vm+F4+dMc57MxIzq0TumoxV0WBRNFgVh8McERGBn5+fc3v33Xev+PzkyZO5/fbbGThwYHWIWyu4f+oo5356YiY7Vu296jOWvNKFplpMVoyZueWWrTZSoKNF9bQ0NGzYkBkzZrBnzx52797NTTfdxLBhwzhy5Oq9DEURXUm1gDv+dzO/ffZH4YkSGk92Lx3W+r7oLmSgMtnw+eckpjbhaOIz0ZttaH0MdLmlI4c2H8OMRF6OCQDvQG8URUGS6k5Mf2FLzHF84cIFlxmler3+ss/+/PPP7N27l127dlW1mLWKroM7offUY84t4m1dMjv/ikhg8NDTvEsUqXHpZCRmkJvt0FGDl94l2qkuUNRTKNDTrKwsl3v0en0xXR06dKjL8dtvv82sWbPYvn07bdu2LXX9wmOoBUS0bMBbq/6PBs3rFZufEBgegKKSyLjrOrIHtSBjmOOfr8404bUtBv3ZNGRZIS/bxJZfd5CRlElejgltfjmxJ+PZtnJ3tb+TO7Gjcm6A0+0u2C5nGC5cuMBTTz3FggULxMI+l6BSqfh63/u06NIUvWd+F1H+D1pIROmSOJpyzRzafIy40wlOowCOqLqf311e2SLXaIrqaIGeltWztdvt/PzzzxiNRnr27Fmm+oVhqCV0v60z97w0wmV+Qr0mIbTq3hRUEnL+rGbZu/iPWsHkIr2HzpmewJpfjiRJ+AXXrTxB1nz3vCwuOsCePXtISkri+uuvR6PRoNFo2LRpE5999hkajQa7vW5PHGzYvD7PzXkMc5EuIr2njgH33Xj1h4t4FuFNw4pd9g/1qwwRaw1FdbRATy9cuEBmZqZze+mll0p89tChQ3h7e6PX63n00UdZvnw5bdq0KVP9oiupFpFeZDxAUkkkxCSTeD4Fya7gvekMls4NqW8GYwnPhkWGMP710az4Yg0ndjlyJnXs1wYPX082LdlKvSahqDUq/EOu/S+gDRVWRY2tjFkrBwwYwKFDh1zOPfDAA7Rq1YoXX3wRtVpMmMtKzXb+yKvUEuZcCz+/59raj2hVnwvH44o96+Fj4K4pQ7HkWVjywQoAwpqE0rJzFKf3x3DxVBw6g47QiOAqfw93U6Cjjn3HB1rg0V6Nli1bsn//fjIzM1m2bBnjx49n06ZNZTIOIrtqLcKUa2Z0/UklJsvLuakl1kiHy64/GIfn7nPF7lGpJLwDvB1fXhwD2wXpMbR6DbJdYerSZ+k1rGsVvoX7KMhc+dmeHnh4a8jLsfFk5+0VylrZr18/OnbsyKefflq5wtZiHun0HGcOFNe/0hLZLoKzhy8AoNGqnRF0Ht4G8nJM3PvKXUx4c0ylyFrTuFRHgQrr6cCBA2natCnffPNNqZ8RXUm1CJ1B62IUChboAdD7F6YqtuX36Wp0jhaHd6AnALKskJNRGC9eNGeS1WzDbrOzc82+qhG+BmEpEvEhqHyKRhtpDYWJGwv0sSjq/LQunj6F+puWkOHcLzAKgDNgoi6MiRXV0YrqqSzLVw3BvhRhGGoRKpWKof8rTDFgzCzsNNKsO4o6x4JkVdAfjycoPICv933IDXf1ICetMNTPP9TfUVaRPEs33t2Lxt2b4dWjKTfcd0PVv4ibseVHfNjKEB9+OTZu3Ci8hUu499WRztQtVpMVtdahazaL3WkIzA184Pr6vLxoCg/NuJfc7MIGj2+gN+BI/FhAk+sa03NoF7z8PBlQh3S0rHr60ksvsXnzZs6ePcuhQ4d46aWX2LhxI/fee2+Z6heGoZbx5JeT6DrYsdJV7+Hd0eW3yCSjBd8le/Cbvx39sQRS49PZ9vtuthdpXanUEgYvx+C0kj8g7eXvyZOzJpHQPZK4FqG8u2p7Nb9R9SMrKucmqHwG3teXcdPuBiCiZX3qRRYOJtttMuZGvqSMa0fsrZEsPHCEHX+4znmw22U0Og2Kc6xCxbNz/ocsyxgzc/lp+lLXtUmuQYrqaFn0NCkpiXHjxtGyZUsGDBjArl27WLduHYMGDSpT/eKbUQt5a+X/sejiN0xd+ixterV0uSYVGTFKOJvE9YMKUzbIdoW40wkAzi+dMSOXsU3+R1L+uENsfDr/LP6val/AzZRnRqmgbNw/dRSL477lmwMfctO9fVyu2X31TncgzWqmRZemqDWF/4v46ESX6DvZLvPCTa+zY7XDgJhyzfz83m9V/xJupLwzn2fPns3Zs2cxm80kJSXx119/ldkogDAMtRKVSkVw/UAkSWLGule5/RHHP97gbUDv5Ygh9w/14+KJOOeX6UqYs0x4/nsK7fk09P8cZ8Z9n5GdnnPV52orjqyVarEeQxUTWC8ArU7LuKl388SXD6HWqlGpJBrnKHhvj8X3RBo97F788vGqq64RUrSrCeD3L9ey+88DVSm+WynUUffoqRh9q+Wo1WqenvUwdz19O75BPlw4Ecf04e9jzDBydNvJUpejPZ+G9nwaADI4u6iuRQrHGIovHiOoGu743y30uqMLNqsdnYeOFwa8zrkNx9kSWJjeRVJJLmm7r4bLLOtrDFsRT8EdeiqaTNcIES0b4Bfsy8UTcWSmZGO12LCaHXkZO/Zvh0/+gF4Bsk4ir5U3skdxFdDqNeg9Lp8WorZjldXOTVB9BDcIol5kKNlpOZw76jAI2WkOzzQkIogm10W43K8Alvo+2L1KTrbXtGNkVYrrVorqqDv0VHgM1xhdbu1ISEQQyRcKB+eObD3uWAa0CPEvNsPU0hvdhTwavnwcSXFku/QN9ObRT8ZXt9jVyqWpBgTVS4Nm9eg04Dr2/V04WTAnI9dFZwGyb2hMbpcGSCYbwfP3o862oFKr8A3y4daJ/akXGVrdolcbRfXTHXoqvhnXGMH1A3ns0wdczl1qFADMTRxzGywNDCg6hxpY8iy8ufL/uHFkr6oX1I3Y8kMAKyNcVVB2NFoNL/74hMu5vOzikzatYQ4vVzFosAU45jnIdpnRLwzjwXfKFn5Z2yiqo+7QU2EYrkF6Du1CjyGdL3tdq9MQPO8CfvE2hmTWo2HDEMDhzjdoHl5dYroNq6xybgL3EBQewPjpdxfPmlrk0Oe/c3gk59LJ4EOXJo41SHQGrTNc+1qmqI66Q09FV9I1iFqjpvfw7mxftQdFo8LUqTGg0CvAj/iTcaQnZeG7OQ02pzE97gkCJz9ISlwafsE+aHXX7qBzATZFjUoMPrudvnf34ofpS1zOte/bhsSzyajUKuLPJKKbv5+Hf3mOPm8/RGZKFjqDFg9vj8uUeO1QoKOOfTH4LKgkIts6Wljm1uFYWtXD0iocr5va8NOZrxj/+mj8Q/0Y+ujNBNZzrEAWXD+wThgFAJuswiarsQmPwa0EhPmh0bp2kyTEJDE/5iuemjWJkIZBdLypHZ3z5+L4BfvWCaMARXXUPXoqPIZrlO0r9wCgyi3MW3Nq8zF4AUY9O5RRzw693KPXPFZFhaSoxDwGN3N020mXXEgAKbGOkOnOgzqw8PzX7hCrRlCgowX71Y34Zlyj9LmrO75BPgSkGAncGYPnhmOMGNTR3WLVCERKjJpB214tiWwXgVqjxj/UkTW0z4jubpaqZlDelBiVhfAYrlGadWzC0sTvAbCaHWvmFnQb1XXsqLApIlzV3Xj7e/HdwY8ds54lSIvPILhB6VZ7u9Yp0NGC/epGGIZrGJXKoVB6D/01PWGtrNhkNVJ+/63A/RTkSQppGORmSWoOBTpasF/dCMMgqHPY8vtvbaIrSVBDsRUZY3CHngrDIKhz2GQVkqwSUUmCGkuBjhbsVzfCMAjqHLIiOTeBoCZSVD/doafCMAjqHHZFQlJU2IVhENRQCnS0YL+6EYZBUOewySoQXUmCGkyBjjr3qxlhGAR1DmEYBDUddxsG8c0Q1Dnsisq5lYVZs2bRvn17fH198fX1pWfPnqxZs6aKpBTUZYrqaFn1tDIQhkFQ57DLKudWFho2bMiMGTPYs2cPu3fv5qabbmLYsGEcOXKkiiQV1FWK6mhZ9bQyEF1JgjrHpVFJWVlZLtf1ej16ffEJgUOHuuaXevvtt5k1axbbt2+nbdu2VSewoM7h7qgk4TEI6hxyfitMzm+JRURE4Ofn59zefffdq5Zht9v5+eefMRqN9OzZs6pFFtQx5CLegiw8BoGg6rEjgSI5/gIXLlzA19fXeb0kb6GAQ4cO0bNnT0wmE97e3ixfvpw2bdpUucyCukWBjjr3q5kyGYYff/yx3BWNGzeu3M8KBJWJPT/io6DvtmAwuTS0bNmS/fv3k5mZybJlyxg/fjybNm0SxkFQqdiLRCXV+DGGCRMmIElls16KoiBJkjAMghqDLEtIsoQsl70lptPpaNasGQCdO3dm165dzJw5k2+++aayxRTUYQp0tGC/uimTYZg7d25VySEQVBuKIjm3iiLLMmazuRKkEggKKaqflaGnZaVMhmH8+PFVJYdAUG3YZQlkyfG3DLz00ksMHjyYRo0akZ2dzcKFC9m4cSPr1q2rIkkFdZUCHXXuVzNi8FlQ53C46aoyu+hJSUmMGzeO+Ph4/Pz8aN++PevWrWPQoEFVJKmgrlKgowX71Y0wDII6h6xISOXIrjp79uwqkkggcKVARwv2q5syGYaoqKhyVSJJEtHR0eV6ViCodGQJpYirLhDUOAp0NH+/uilTHJQsyyiKUuZNluWqkl8gKDOKUrgJBDWRojpaFj1999136dq1Kz4+PoSGhnLnnXdy4sSJMtdfJo/h7NmzZa5AIKhpKLLKuQkENZGi+lkWPd20aROTJ0+ma9eu2Gw2Xn75ZW6++WaOHj2Kl5dXqcsRYwyCOociF24CQU2kqH4W/C1NTq+1a9e6HM+bN4/Q0FD27NlD3759S11/pTWZcnJy2Lt3L//++29lFSkQVAmK4ui/dUd8uEBQGpw6WkRPy5PTKzMzE4DAwMAy1V9hj+Hs2bM89dRT/PHHH8iyjCRJ2Gw2AP777z8mTZrEV199Rb9+/SpalUBQKTi/cGLwWVBDKaqfBX/LktMLHGPCTz/9NL1796Zdu3Zlqr9ChuH8+fP06NGD1NRUhg0bRkJCAtu2bXNe7969OykpKSxatEgYBkHNQZEKN4GgJlJUP/P/liWnF8DkyZM5fPgwW7ZsKXP1FepKmjZtGunp6WzatIlly5YVm+ij0Wi44YYb+O+//ypSjUBQuShFNoGgJqJQIT19/PHHWbVqFf/88w8NGzYs8/MVMgzr1q1j+PDh9OrV67L3NG7cmNjY2IpUIxBUKqIrSVDTKaqjZdFTRVF4/PHHWb58ORs2bKBJkyblqr9CXUlpaWlERkZe8R5FUUSSMUHNomBymzAMgppKUf0sg55OnjyZhQsXsmLFCnx8fEhISADAz88PDw+PUpdTIY8hLCyMU6dOXfGeQ4cO0ahRo4pUI7iGUBSFtIR0lCKzduLPJJJnNFWbDJJcuAkEJZGelInVYnUep8ank5WaXW31F9XRsujprFmzyMzMpF+/foSHhzu3xYsXl6n+ChmGQYMGsWrVKg4ePFji9X///ZcNGzZw2223VaQawTXEtOHvM7r+w0wf8QFWi5UXb32Lcc0eZ1zUZLLSqumLJzwGwRVY9O5y7q73EA+3fxZjppFvnvuBexo+wugGD3Noy7HqEaKojpaxK6mkbcKECWWqvkKG4dVXX8XDw4O+ffvy9ttvc/r0aQDWrFnDa6+9xq233kpwcDDPP/98RaoRXCPYrDa2/b4bgH83HWHQw1+yyU+LPdCLjOQspvR5jWM7ruyBVgpi8FlwBf79dTsAF0/G82DbKSz7eBWKomCz2Jg67D3++bkagmkqOPhcUSpkGCIjI1m3bh0BAQG89tprLFy4EEVRGDJkCG+//TYhISH88ccfhIeHV5a8glpIToYRi9mCRqth5DND8fT1oMHgDuTJMopei7VREADnj8fy+l0fVL1AwmMQXEJeTh55RhOKojByyhB8Arxo0q4RqXHpLvflpBt5995PSbqQUrUCldNjqCwqPPO5e/funDp1il9++YXnn3+ehx56iClTprB48WJOnjxJly5dKkNOQS1l3tSfGR44gds97uX+ppNp3bMFKzJ+xC8zD8lsBbMN7YVU5/1pCRmc3hdTpTKJMQZBUbau2MWdARO4w+d+hgdOIPFcMkuTZtPttk4l3q8ojmeqkvKOMVQWlZIrSaPRMHz4cIYPH14ZxdUoFEXhl5NHyLaYGde2E2qVSLxWWhLPJfPzjOXO44SYJN4c9RE9h3Wlnrcn3ku3AiAVcZUVWeHI1hM061T2MLvjO09xeMtxBtx7AwFh/pe9T8qv81ryF/ZtOMTRrSe5Y/It+AR4u1ucWoPFbOXTR79Btjt+fY2Zucx5ZRFbf99N11s7Xva5o9tPcOfjg8tcX+K5ZDYv207nQe2Jat/4svcV6GjBfnVTIcNgt9sxGo14e3ujKuEHs+C6l5cXarW6IlW5jcXH1hNvfJ8cq4GJK8bw7dAx6DUi92Bp2LF6L3Zb8ebOthW7MHjpXQxCUS6ejHPuK4qCOc+CwbP49P8LJ2J5b9znWC02whqHsGvNPmxWO1tX7OLjTW9cXrBrrCvp9P4YXhjoeN/ln//B3OMzhXEoJeePXiQ9MbPY+eM7TnFi1+niD0iAAhePx7mczjOa8PAyFLvdbLLw5sgPiYtOJKJVA45uO0FGUhZefp4suvhNic8A5Q5XrSwq1Px9/fXXCQ0NJTU1tcTraWlphIWF8fbbb1ekGrdgs1s4Ezuam/2epl/YeXrXP4XEPwyfs4A8q/XqBQjoemtHAsMD0OiKG1KT0YykKlnh//j+bxa//xuH/j3Gk71eYaj3fSx46xfA0cI7vvMUeTl5PNd/Oid2RXPmwDm2/b4bm9UOQG523hXlupa6kt64+yMe6/Ki8zgzOYv7oyZz/riYVFoaGrVuQOsezUu8psgKWsMlupvfmDm1N4ZP//cNe/8+xKePfMMdPvfz2h0znGHYp/fFkJ6YwRt3fciOP/Zx4UQcW1fsIiPJkSHVkmdBttkvK5e7u5IqZBhWrVrFgAEDCAkJKfF6SEgIAwcOZMWKFRWpxi2sv/gNkep9+KttRGrArkjE2X05mZ3MxugYlzh8QcmER4Wx6MLX9BzaucTreg+dy7GHt6P1ZMmz8P3/LeCZG6dyPD9K6Y/ZfwHw2h0zeKLHyzze/SUykou39G4c1ZOXFjx1ZcGukaik/1bs5N9l21Fk1xcxZuayYcG/mHLFxNKroTPo+GzrO7x8GZ2xmmwuxyq1CpXa8bO5+pu/eHHQG6yZswGA7av2kJmaxQ/TFvO/zi/wQKunOLrtZLEy2/Rsweu/vYCX3xXWR6jNUUlnzpyhVatWV7ynZcuWxMRU7WBiVbAjI5Uc2dH9ddrsw3uHbyXaFgJhVp5YsZrp6/9xs4S1g3+XbefgvyXHfpuMrj9cPYZ2JizStZEREOpIGpZ0LoVfPl3Foc2Oss4fi0W2O74xiqawm/L2RwbRuPWVc8NcKx7D8e2uob1avda5v+DtX3jmxqmiAVMKTu09w6L3ll/9RqBeZAh9RnR3OecdWPgD//2LC9i20hGSbczMJSfDWKyMroM70fXWkge2C6jVHoPVai1xbKEokiRhMlXfrNbKItkSw9fpTfguvTGrcxrSIjQDtWRHsUooksKei8JVvxoWs5V3xn5KZlJWsWuh+SGqAFq9hlsm3oQkSQx5xDURY+8iX8I5ryzCarbi6efJiKdvxy/YB/MNLcgZ1ZW8ns3wC/ah0VWMAlDuMYbKWjaxstia/wNUwKVG4NSeM8JrKAUfTvySmIPni51v2KK+y3H/e3rTokszmnWMdOkG7VZkkHrTkq1E7z+LRqeh76ieRHVwHWBWqVW07dXy6kLV5nDVZs2asWHDhiveU5FETu4kSN8Ik6IhweaBTVER4JHF4+2ao9JJyOFmbu3Q1N0i1ng0WjVag67Yed9gH8a+OhIvP0+adY5i9AvD+HfZNjYs3MKcVxY571OpJVZ9vR4AtUaNJc8CQECoH//7eALzznyJpaFjARJ7ZDDfHv6YoPCAq8pV3pZYwbKJ27dvZ/369VitVm6++WaMxuKtwuqgU3/XHPs2i40+w7vjE+QDQOdB7S8/uClwIqmL/wxqtGrunz6KkIggwhoHc9/UkZzYGc3Gxf8x55VFLt13f/2UvziZhDPYwmax8dRXk/hq93s0ua4wJdArP0+h003XXV2m2uwxjBgxgv379zN16lTsdteBFLvdzmuvvcb+/fsZNWpUhYR0B9Oue50WPrdjtOuQFQkJLfHGHGyKDBKsiT/ubhFrPCqViqe+egiVWoXOoCM8KhSArJRsDJ563lr1EpmJmcx/8xdysxwDxpJU2Doq6CoCsNvsdOjXlnZ9WvHEFw8C4O3twfCb2qNRq7hrUEcCQ/1LJ1jBl62MX7i1a9cyYcIE2rZtS4cOHZg3bx7nz59nz549ZSuoknj88wd56uuHAZA8QNdXg6GRnuz8nD5HtrrPm6lNvPjDE3j6eKBSq2jS3vEjbrPaObLlOJ9tewffIB/mv7GMuOiEwodKasQrENk2gja9WvDYpw/gG+SDWq1m+JO3odVrua5va7pfZm5EMYoaBTcYBkmpQCdkTk4OXbt25eTJkzRt2pT+/fvToEEDYmNj+eeff4iOjqZ169Zs374db+/aFz6Xa8vh2zMfcibnJHZAVlQcSKhPQqYvEioWDLiXHmGXj0UWOLDb7KjUKsY0fIS0eMdM0lbdmnF6/1lsFttVnna431q9FkueBU9fD266pzcT3rwH3/yWcWnJysrCz8+PqFfeQW0wYDeZOPP2yyWujHW11bEATp8+TfPmzTl06FCZV8iqLBRF4aMHZ7G7x17UHSTsyTKpo7IgvwdpwhujuffVkW6RrTahKAqyLPP6XR8607Z4B3jh7e9FQkzSVZ9XqVUoKM55Tj2HduH+6XfTpF3ZEoheqqOAU08zMzPLtFBPRaiQx+Dt7c3mzZsZPnw40dHRfPfdd0yfPp3vvvuOM2fOMHLkSDZt2lQrjQKAp8ab0fWuY4jvYVrpkwjS5HFjyHmCfI14epl4Zsvy6kv8VotRa9RIkkRAmJ/z3PGdp0tlFABku4zVbEVRFIyZuaz8ej1fP/tDueWRlMINyreWbkWWTaxMJEli1HND0TR2fJXVISpU3oXN2R9eX0JKXJq7xKs1SJKEWq0muH7h2sg56UaSL5Ycin8psl3Gy9cTm9WOzWrn31938PpdH5ZfHqW4nlYnFZ6pFRISwrJly0hMTGT37t1kZmbi7+9Ply5dCA0NrQwZ3Yol+wVaGHJprk/BR2XAQ2Wng2cSH1zoidGSypgGj/DWyv/j+oHt3S1qjeeN317g/QlfcmTrcWwWR9ejJEmlipxRa9TO2alQPNS1LFzad1vWtXShYssmVjZfPjWXdGM2HqP1WLZYkVMLP0/FrnBPw0d4aMZ9jH5hmBulrB08/OE4THkWNi/disVkxW69/FyDS9EZdEDheJPes+I6WrBf3VRafoewsDBuv/12xo4dy2233XZNGAUAjdrhCuaavfBQOZQkUu+In9dkqshr3Zhtq/dWiyzZ6Tms/nY9Sz5YwfofNyHLtSveMrRRCB9umM4XO2Y4xxJKYxQatAjnw43T8Al0eJ7BDQIZNL5f+QVRcPTb5lddsJZuwXY1w1DRZRMrm/AmoVi228h8xkjeL5YS7/lncfUsr2u32Vn/0yaWfbyS375YgzErt1rqrSwMnnpemDuZX1Pn4e3vCEMtOu51OTz9PHl9+fNEtosAHEZh5DNDyh8uXKCjRfS0OqnU3A6bNm1i06ZNTJ06tTKLdSv1QpZhMv+H1tSGM6nf0tjvAkt+a4K5vhaLvwrLvV6EhZU8c7KySI1Px5xn4b37P3OZMDPzse+QJGjdvTnTfn0eL1/PKpWjsmjaIZJx0+/mx9eXFJucVRKxJ+P57oUFZKflAJASm8bTvV/ltaXPcsMlMeWlobzRHoqi8MQTT7B8+XI2btxYY6LtnvjyIbrc0pGQiCDWzN7AmQNnscsyp3afcd4TWM+/SmUwZuWSfCGV1d+u57fP1zjPf/9/8wGJ0EbBTFv2LI3bRFSpHJWFTq/l/356gjdHf4Ip5+rh9rmZuUy/60PS8rOxmnMtvD/+S84eusCk9+8vc/3u9hgq1TBs3LiRN95445oyDGp1EF6ed+DlCQ0C3wfg7tvPsOroAgCs9RT6DGhbZfUf33mKZ/tNw2K2Fms5mPNj1PdtOMx74z7njd9eLKGEmknS+ZRSGYUCjm93nUGqKApnDpytVsNQWcsmVjYarYYb7uoBQKtujkZKWkI645o9jjnX4UH0uqPqshxnpWXzaKfnSb5QvD++oP4Lx2N5Zci7/Hj6i6vOfaoppMVnFBqF/BxJVyI1Ng2VRoViK7zx9IGz5arb3YahdvyHahg92kQxpW1/mnkGc3ejLuTpq8bXS76YyoK3fsFiKm4UFElC0Rb++7b9vpu0xIwqkaMquPXBmwgMD6BR6waENw276v16Tx1efh6otWoCwwPofvv1DHv81vJVXs5UA5W1bGJ1EFgvgJcXPk1U+8b0GHL9FTN5VgRTrpmFb/9aolFQANlQOCs98WwyK7/+s0rkqAq6D+lMVIfG+If40rF/KQIMJAhpEIhKLeEb7EOr7s156N17y1e5m1NiiDSh5eR/rftwLDqTBTuP8du+0/w18QFCKzn66rn+04mLTkCSJIIaBGDOtZCdloPsqSVraHvsnjq8tsegP5aAhGtKhJpOmx4tWBz7Laf2nnFJAgcQ2a4hZw9fdDlnzCxMjJcWn47V3BD/ED/KQ0W6kmoTve7oSkJMErOmzGP7qr28u/ZVutzcoVLr+OSRb9iwwDHByy/EB7VaRXpSFrKikDK2LeZIP7z2JuC/LgZJVvANrD0RigGhfnyzzxFZdJvhHpdrfiE+5GWbHI22Am9CgcRzjgV8slKyUatVNGxRvkXKhMdQizmfkQGA0WolJbfyB9kSzycDjh+k15e/wK8pc+lya0esYb7I3npQSxj7RJF9cyt0Bi2e3rVvlmvsqXhneoEGzeuhM2iLGYWSOH+s/ClJrpVcSaUhPjqxyH7CFe4sH8e2FU6iu2XCTSyO+57xr4/G7qPDHOmHIkFO13ok/K8jskFdupQlNYyLJ+NQaRw/lX4hvviF+JKZnO0wCnDZFn16YibGrCtn+r0c7p75XKkeQ8eOHRk3blxlFlmjeWPgAL7Ytp3ODRrQphKisGRZZtYzP7B/wyGGPT6YVt2aceS/E+g9dLx770yadWzC7rX70eo0qFJysId4ARLWxoEY/BMum8a6JvPnj5ucYw2xp0r/wxXaqOSMvqWhLhmGsa+MIDM1C28/L255oH+llLn62/Ws+HItHfu344a7erDkg9+RJIltK3cTc+gcBzYeQW2y4nEkmdx2wYCELcgDW32fWuXVFrBx8VbnWElmcvG8X04uGYfw9PVwmRdRFtztMVRo5rOgctm2cjdTh73nPH7/r6nkZuXxzfM/urT8CjB2a4ylXX06BPgydeKtV80qWhP584eNfDDxy6v2o3r4GMjLLowOCaznz+K478pUV8Gs0taPvYNab8BuNnHsq+qdUVrbyUzJYmTog87jhz+4n8i2Eaz8ej3bfi++3GVu2yDShzSjkacX03v0pMegjtUobeVwau8ZpvR9zWkcLoeHt4G8SyKYfsv4oUzRgpfqKOAWPS1XV5KiKGzcuJFly5Zx+nThKke7du3illtuITAwEH9/f4YNG8axYyWnXK7tWGU7z+1ZxG0bPmJTYuXkTdq8bJvLsd0m0/vObvhdJvWD185zRK48wsVP/mTXmn2VIkN1c/P4fsw+8gl+wVdOb1HUKADUb16v3HVKRbZrnRWxy3n+wDOsivu9Usq7NP9SZnIWXW/tRFjj4BLv9zySSvOvDiJP/4e/59TOVPXNr4/i59hvadox8or3XWoUvPy9nGuMlBUJ9+ppmQ2D0WikT58+DBgwgNGjR9OqVSs++eQTDh48SP/+/Vm/fj0ZGRlkZWWxcuVK+vbty8WLV+8zrm0cSD/PXwlHicvL4PvTm8r8/MbF//HasBn899tOAFZ9s56/ftrsvK7RaQis58/547Ec3+kwvmpN8eVRM5OzkGWFP777q5xv4l7sNjt/fPc3jVo3RF0kykqrv3Iv57FtJ8udjqSudCVZZSsr41eQbk1jRdxyZKVsL3xq7xmmDX+fxe87Fto6vT+mWJqHRm0cXupfP13+O5CbnedoTC7eSnZ6Thnfombwz8It+If44ulXGJZcMO5wOYwZRvb+dahc9bl7jKHMhuGjjz5i27ZtdOzYkSlTptChQwdeffVVXnvtNUJDQ1m/fj1ZWVmcO3eOJ598ktTUVN57772rF1zDMNkt5NouP7GlqU8oYQaHW9cr5MoT3Iy5Zqa/9zsvvv4LSSnZWEwWZtz/OdtX7uHde2dyYtdpPnvMtVvEZrGxZs7f7Pv7kNMg2G12pi57tsQ6bnngprK8Xo3h31+288snqzj07zHsVsc3YNTzd1w1FYEkSdivsDTiFblk5nNtxWa1XdE4alVaWvo4FtJq49sWlXTlr/t3L/zEMzdO5fB/Dg945v++ZeuKXXz/f/M5uu0kz9/0uktaEoBVX//JtpW7UWsLDfmk9+7D4FV89nifEd1r5VrUSeeT+Wzy9+xZf5Dc/Oi4zoPaU6/x1ce5zOVdD6O2zXz+5ZdfaNKkCdu3b0er1WK1WmndujWrVq1ixYoVDBgwAHAk2Pv000/ZsmUL69atq3TBq5LTORd58cDn2BQ709tOolNA8YU1AnRe/Hrjk6Sac2jkFVRCKY7U4wc2HuGLz9YSnb/Yxs+/7uTxh/oTEhFEQkwSYZEhWC02Zyikl58nJqMJRYGtK3aRlB/+VsCid5cXG+S684nBtTYPTlhkKCqVhCwraA1aNFo1v3+xFrnI5LdW3Zs7l/iUVBKKrGCz2vlv+a5iC/uUhmvBY8jJMPJEj5e4eDKehz8Yx6hnh5Z435Tmz5FiSSZEf/ngiBO7o1n20e9sXLwVgFlT5vLlzvcIjwrjxK5oDF56fEN8sJodUTgarRqtXktejglznsVlXAxg3bx/kC7pAGnZtRnTlj1XkVd2G15+nvgG+ZCVmo3BS4/daufErmiX1dmirmvEmUP5i/0U+X7+t2Inve/sVuY63T34XGbDEB0dzYQJE9BqHdEFWq2WW2+9lVmzZtG7d+9i9/fu3ZvvvivbIKG72ZN2jFy7w1tYF7+jRMMA4KXR46W5fF6dd++dyaYl25CDfKF7S5Akjq3bh+rhAcz87y0ObjpKx5va4R/ix3NzHuPckQt0uaUjL978JkCJk4ZO7SlMc6D31PPIh+O4dWLlRJu4g9bdm/PZ9ndJjUvDZrXz5qiPit3T9daOJJxJJCM5yxnBJEkSDco5znAtGIbo/We5eDIegDWz/2bkM0NKzOmjUWmoZ7h8LP3vs9by+eTZLudiTyVgt9t5fu5k+ozoQVT7RjRsFs5bq15i2++76TemFy/e/BYAZ49ccHlWkqRiocRjXryTEVOGlOs9awJefl58sfNdTu6KpmmnSB5o+RTWSzIDN2zVAA8/T45sOe7SaIto0aBcddY6w5Cbm0tIiKsLFRzsGHgKCCi+elZgYCBmc+1aXrBvSCdWxG4m1ZLFH3GH6R18lBtC25SpjNzsPHb+4RgQVqVmodl8GNQqTmcaOb7zFK26Naff6EJDessEx4/7mYPnnBlHw5uEEldCNJJfiA+DJw6g9/BuzhQItZmWXZoCTdn3z+ESr//0+lKXY7VGxcyt7+Q/V3auBcPQqnszWvdozrHtp7hwPJY5ryziwXfGlqkMu83O6m+Kj00ZM3P5/ct1DH/yNm4c1dN5vmP/dnTs3w6b1YY6f9UzL19PZw4rKJwEqNGqGfzQADrddJ0zXUdtJrxJGOFNwjBmGlFrVM6V2grYvHRbsWee+e5RBj84oFz1udswlCsq6dKWSWmyD9ZEFEXhWNYhFpybx4fH3+ZM9insssz0LVs4Hqclx2LArkicySnbxCCLycLkri+6RCmocvJQZTpcT6v58usQRLVvzBsrXmTE07cTF1PcKABkJmfTsGX9a8IoFCWyTUOnLgWE+XHrg8XHTbwDvHhl0ZRyGwXArakGysPhhETm7v2Tl9d/yJrTju6e2bv3889tYaSMaI4CxBw6V+Zy371vJmcOlvycc/JWCWi0Gj74exr3vjayxLkzkiRhs9qRbfI1YRSK4uXnRVCRuQklJcjTGbSMfWVEuY0CIFJiuJM/EpazOv5XQEEFfHJqOneETWbd2VOoVHoMegUvq47f113gxlHpRAZffT1hgIzkLKebX9DfaPPVItlk+t58Pdfd0Nrl/tzsPF6/6wMSz6Xw/NzJ9BjSmeSLKVdc0m/Doi1OL+NaISDMn2e+e5Ttq3Yz7PHBdOjXlpO7orlwMo6GzcJp2imSxz9/sMJZZGuTx7DpzFkmLfuFtr3OoPJSOJoQwxmTzLztB7EoMpYOIUTuSyPm8Hl2rtlHt8GlXDoSOLyl5DDrBs3rMeLp24qd/2zy92xftZv7Xh3JbZMG4hvsw4I3lxW7r8Br+O/3XTz9zSOllqe28NL8J1n28Uq63NKJIY8M4syBs2xeto3gBoE0at2QRz4cR0TL8nUhFeBuj6FchmH+/Pls377deVwwl+G224orU9F5DjWJHanbWRO/EgkZDXaCtI6UFr/Gz6d9SA8OJifS2NSSA3vjiSWNRdsP8NKQfqUqOzQimAH33sCWX3fgF+LLmQCZhPHNkawy2iWxZGUa8fXzct6/fdUeZ1jb0o9+p22v50k4e+XlBNMTMsr13jWdWyfexK0TCz2Fb/aXfxWsyyHJinOryZzKvsjH5+fQvlsiAbo8LLIGb62JH4+vpU/znvxx6CRt/QLIOptKjgI/vb6kTIbhnpeG8/1LC/H0NpBWRJ/iohM5svUEHfsVJo5LOJvEylmOIJIfpi3mtkkDOXf0ymHoGYmZWMxWdLVwtvOVaNenNe36FDbu/u+nJ/m/n56s1DqK6mdZ9XTz5s188MEH7Nmzh/j4eJYvX86dd95ZpjLKZRhOnz5d4g/+2rVrS7y/JnY1/ZGwClkxE6DNw6Cyos9fhEdFBt/fOhQdBs4kpjHx4C/YZZmuUWWbVRx7OgFznoWk8ynUe7gfCWoTilpNQq9GjHvse3758XE+mPAle/86yKBx/fD29yInw4iiQMzh81hyC135viN7sHnZdpfyB5fQzSIoHbXFY1gZtxWVJpkonzRAIUSTg0YlU795Fh087mXaLQOQs038772tpMWn02nAdWUqP+50IqYcE6YcE217teDIVkdqc0VW+L+b32Th+a/5e8G/LP1oJR1ubEOT6xoRc+g8QQ0C2f3nAZexhTa9WxJz4Cx5OYXjiTeM6HHNGYXqoiIeg9FopEOHDkycOJERI0aUq/4yG4aYmJhyVVTT6OjfiX8ST6OSwK6oUBQ7CmC1h3E4ayfeGh+6Ne7Fn89NxGqXaRBQtqnoBk9HtJJGp+G5YTfz+B8rMVpkPJIlkq02vn1pAX/nZ6Vc8sEKOvZvy5lD59n6204O/3uM7498zL+/bic1Lt1pFNRatTO+v3WPFpX3YdQxaoth6B7Yhu0phbOFpfzFf7UqBZWnkT+TdzOsQXfmHP2ElNi0Mi+C41VkstZtDw8kMy2Hi8fjAMes+7mv/czaORtAceQLatoxkqYdIzm15wyv3PY2X+15j/Y3tuHgpqMc/c8xI7rowGy7G1pV6P3rMiUZhqws1zxNer2+xNUGBw8ezODBgytUf5kNQ+PGVZPXvboJ04diQ4VVViFLYLJpybB6EOEdwpIL8wHQSDquDyjfAicFXUE2i40GGNj3/DNMfXUR/5ouIp+K59dftqNSq5wThvb/cwR1/kxKi8mCl58XFpNrbhaNVo1sk2nZrRlNrmtU3lev87hzkfWy0No3nG7+MYTpMki0+LI3OQKNWcJb34oVCY5IrSRTJo+3uB2vIl2TpaVoxJvNIjP36EwWvvMri979FZPRzNrZG9B76p2TtKL3n3V6/7KsYLPYiy22ZLfLaHQafIN86H779eV99TpPUf0s+BsR4Wr4p02bxvTp06uk/jqbdntz8iZAhdGux6zosKEGJA5mFEZpvPzPWs5nZpSr/N7DugLQ5LpGhEc5Jhe9/uYYvNbtR5cf+z140gBa92iBKj+yo0P/dgx/8jbeXv0ysSfjGPo/14VozLkWPLwNfL7tHfQeV1+wXnAZlPxWWA03DFviTlBfn45aUgjXZdIl5DwJub5sySyc7Tzn2C7+uRhdrvK7394ZlVqFT4AX1+W37se+PIImRRb1adIugj4juqM1OLqEghsGcteUIbzww+P4BvswdPItrpFJiqMx9MHfU2nQrHxrEQhw6mhRPb1w4QKZmZnO7aWXXqqy6uusYega0BuLXY1J1qDDir86Fy+1BW+1CR+VifQ0T+KsNh7a/Tm/X9xZ5vIf/XgCo//vTtISMrgrZCL//PwfkuRY2amAnav3Er0/BllW8PTx4M0VL/LYpw9wcNNRHu7wHL9/uZbRL9zh/FJCjf8tqxXUlsHnVv4tOJPlmDNkVrRIkkSvqGga+abirTaRm6slPVvHE1t/ZfrusmcX6D+mN8/NeQzvAC8ebv8s373wEwChEYUz+c8du0j0gbNYTVYkCV5e8BSPfjQe/xBfJrR4khn3fsbIZ4cSVL9IxJ4EBq/atzZITaKojhboqa+vr8tWUjdSZVFnw1UH1OtPPY8wzhvPsTf9SwACtEZ8NblIkkTrsAQuKP5k2yW+Pv0ndzQs27T2g5uPsnjGb87j379aS/8xvfGb3JX952MIWB9P8qnCmc2yLPNEz5dp16sl54/HYW7gSWqHAH6c/xf6IjHlj306oULvLQDJDpLK8bcm0yIgmJHKHKKzjhOX+zEyJqyoCPEyYpE1mPJ0ZKo8ybVb+fHUHia26kYj79KFVAPkGU189OBXzjGBXz5dzaT37yfigZbYOscg/Wskb1V2YWZbSeLTx76jYYtwQhoEObtBl37gmrn1lvH9CI0oOduqoHQU6GjBfnVTZz0GWZHRqdRIBJJuccTF59j1WJR8Wyl5EuXtcIW7BTUrc/m+l6TKtpisrFq1lTXe6eS28SdpbBPntdY9W2Aymjlz4BwLd+9k1RgdF6a1Im1wA2Ifb+30Elr3bE5YoxDmvfYz8ZeZ/Ca4OrVl8BlA0lhpGehHPSmFCG0KICPlT3Cx29Xc0tCRrqWFXzBhHldOXX4pGq0aja6wbegd4MXRbSeYnfU39usN2J4IRPF3/ES07tkCRVY4d/gC//26k5Vf/+nsAi2Kf5gvtz8yiHmv/czhLddmyv3qwN3ZVeusx7Dw/I9sTv4HWdGQYfFHRkGjAotdzXmjHy18WvN110dIMWfTyKvsrZ/IthEE1vN3xoef3B3Nsbs/Qz2tA3YfLdrEPGS9CruXhmPbTjqfS789DHNBsIhNQSliuo9tO8WLt7yJIitsX72Hr/d+UIFPoA6jKIVbDWZ17G7eOrKM20MO093f4V02NyThpbbyX1wUYQYPZvQYwLN5N9LQyw+9umxfZ61OS8f+7dixei/gSOH+VO9XkT6qhxKohjQ7iglsQXqObj/pkhbvctlvMxKzeO6m6VjyrCz7eCWLLn5TKzOqup2i+llGPc3JyXGZThATE8P+/fsJDAykUaPSBa3USY8h1ZzEkcx/0ausqCQrGkCdr/XeajPdA87hq/6Tz089x99Jv7Ez5Uy5FoIf/8YYl2O1yU7Ee4cJ//YkIUvPcvaddpz9sD3pt4QhqSS0Bi1eezMd96ZZ6JbpxTvtb6B+s8JkcQVRIMkXUthZSxfncTe1wWPIs1mZfcKR/uJcnr/zdyJP1qGVbAxqeJy+EZuZd2oiZzNmsufiPvKsl09jcTkeeHNMsXU+tK8mopmWhPbxeBIebs351zqRON6RfsU3yPVHPqCeP5M/m0ibnvnh0xJY8hxyWM1W1szeUGaZBBXzGHbv3k2nTp3o1Mkx2fGZZ56hU6dOTJ06tdRl1EmP4Y/4RViVHPRqyDB7k2X2x+KRjUay46Uzo5JAJcmYzBfYlZ7F0jNH6BN8O692vPmqZZ/PSefJbb+gkiTa7C6+KIk2w4I2w4LxOl/sAToAsnoF4XHCjC4um8DfE/D9NxVVjg3zoHZ8eHIHgf2bE2C2kH4xzTn6nJWaw7Q732PRxW/wD/Gr1M/nWqcig8+VMau0NCw+eYhDcZn0apLAgKCzZGc1xs8rgwl+CZyxeLIxzw8J8NIlEGtJ4FzSQT7ZMIZlE++5atnmPDNvjf6E88cu0v32zsXWtZDyFNRbc7F7qMmLcnRP5bZ1jF1kpbrqdF5WHl89PRetXkN40zCSz6dgy/cmZFnhuxd+IrJtRJlmZAsqNvO5X79+5WrIFqXOeQyyInMg09HSVhRIMhkwYyXGGMTFXD8MKiuKArIC6TbH2IPFruZAauyVinWyJGYfRzISOJQej7H/5RcC9zyZQw//+mBTsNTzIvbpFmTe2QFFrUKTbkVlVYjXOf49aTYbybnmYiFJdpvM9pV7yvEp1G0q4jEUzCr98ssvK1+wImzavJ5mEcncFnKKAT4x9A09RB/vPPSSQmu9ka6GWKK0Sc51K3JMBo7EJ2KTr/5Se9YfZPuqPcRFJ3JydzQqdck/A+o8O/2kQLQ5NgLWlpz+wpRrRpEVLHlW4qMTnUahKFt+3VGGNxeAGGOodkz2PHLtVlSoURTw1+VhkrXIqNCprChI2FCRZdNjtAWgIwx/dUOea1+6FBTdQxoz58R2kCRG9u7FUfVKZLviWJDJW4fKaCHgtc6Yevhzb5uO7Fwdj6yWkPUg++mRDRrURsfENsPhOPK6RaJJzEKdllusLkVR+GjSLFp0iSKqfWQlfkrXNpJdQVIpSHbHj2ppZ5RC5cwqLQ3JlgRssgprkUGmRKuNCB2k21RYsOGltrBtW3MCsvw5re/Ea7dej0Z19bZes05N8A/xJSM5i97Du5OWkE78GdfcXJ53NcH2QCTtGjXGesfuq+buuhJrZv9Nwxbh3P187VxMyh0U6GjBfnVT5wyDp8aLZl4tyTDvRStZ6exzDhSF9alt6Ogbi5fKTK6iJ8viwU3+D3Fvi85lKv+Gek355/YnUEkSIQZvXl40hRn3fUZa3ygszYJRp2Vyvp0VcpJ5+8CffDJgCG/9vgbTWRMee1KdRgFAfzoZ/elkkByL8piNJaxrocCvn67muTmTK/rR1BmkgslDbphRWlqG1+/DWut6tmY3wiJriNRm0sUzBaMM0TYvZAWybAa8w2/nvftGl6ns0Ihg5p38jKzUHMKjwuh2Wyem3PCaS+6jkwP12PNSOXXiP2b//Ajf3vM1CTHJACgSZN4Uid3fgO+Gs2jTHeGsei89llxziWOlq79dLwxDGSjQ0YL96qbOGQYAi0WLt8ZMoDqbelrHYO9NAcdp6uFQ/POWQE5a2jC4UesrFXNZioYN3jiyJ2/d/TGWSEe3ki3YF01CGrZ6esIytFhWncb/he2XK8qBgtMoBNYPIC0u3eVy884VWJugDCSeS+aNB79gS3M1vg0DmfvIPTQLLnlZ0xrNJVFJFy5cwNe3MBdWVU4cKi39umczUrUWo6zlk+TrMdt1dPFMQQFyZQMHLeFEp4fzUPsby1W+l5+XM41G49bFE0TqT+aSG6zD2yghpVlIOJvsvGZqFoixa33HgawQtNyRJ6lAR738PTFmuHq41ZXbK89o4tOHv2XTsq1odRpe/PEJ+gzvXi11VyoViEqqDOqkYdidkkPXULAqalTIeKvMeHrokFEACU91MJ93/wSVpL5qWVfDYraiUqvw3HuRvOvCMZxOJmjueSwRBjLMamZqD2EALpd/1pGaRnIOJhU1CvUiQ3nxp8dp17t8BqysPHPjVE411JLbqAm5WJn19398NPqOaqm7Mrm077ZgJmlNIkj3HxpZwU9lIUKbw3/GCFSygfTzemJ9tHjo1Uy//mMC9JUzkczD2+DiMQTPPI95dQraWDOvGw+43KvJMIFdBrUKTWoeao3aZQDbmJHrXIdE76nnxZ+eoNfQ8uUcKyufPvINGxZtARwhtV88MadWGoZauR5DbeeOiDv4KVri+qBwbgzYjtH8L3opDZ22C2p1A/oETasUowCgyDI6gxbPvRfx3Fs4gCflqUmc0A5UEn5/n8N3i2Nw2xbkhT3Uh4ayxNQfnmDL8h0sfm+FS5n1IkMY/eJwBo3rW205kzYt20bS+RQMsjeS1Y6iVuEbm1ctdVc2kl1BkhS39N2WFh//B8hN20OeLRg/w3guJu7g29Qwmqoj8DkfymMD+1SaUQAIbhhE0vkU57Ekg+Fk8XEtAG1yLqFzD0CgJ2/NeAD5cZm3Rn/iEgmjUql44K17GHjfDQQ3qB6v8szBc/x14hh57X3xOugYNzJ4ud/7Kw8FOlqwX93UScMwrll3xjVztCLis9QYzf8CapoGvoK3vnLD6vQeet754xX+W76DdfP+ISffxZaDPUElOQKN+jQmN9OM4XQmObe1A7WKFLOdqPaNmXH/Zy7l6Qxapi57jubXR1WqnJcj5vB5vnxyDgc2HnG8z8UcGny0l8CIIB5eeW+1yFDZ1IZcSWp9L3zC9+IDtEuNIefUIRQURrTuyJjIyl8u86X5T7Lii7XsWrePc0eKRyBpdBpku+xMg6FNyUOVbiaybQSLZ/zmYhQkCR79aDzDnyy+cFdVkJWazaxn5vHb8YMkPO34XoTMPU/w1gwmfzaxWmSobCoSrloZ1Llw1UsJ932UlqELaVvvj0o3CgVcd0NrHv14gstCKoYDSQxu2AgvRUWGAVLuaoG5vjfkpxnIysnj40lfc+cTtzlTHbfp1ZJv9n9YbUYB4K3RHzuNQgH3PDKYXw5/TniTsGqTozKpiGHIyclh//797N+/HyicVXr+/PlKlrKQzkFNWNjnMb7r8WCVGAVwdEs+8uE4bps0yOV8nxHd8QvxxWaxOY1CAbJd5sVb3uTmCf3R5Sd6DIkI4r31U6vNKAB8/9IC/vppM9YgnfNc8yHtWG1cSNdbOlabHJVJSUn0qpM66TFciq+hV7XU89Ssh7FZbBzdfoqeQzqTufI0siEb2gSBrKDONuO5+RS2en7oj8azxSrzfz89yZ2PDybPaMLDDRkrTbmukVCSCh6aUTs9BScVSImxe/du+vcvXGv7mWeeAWD8+PHMmzevsiQsRgvf6klhPeyxW4iPTmDj4q00atWApp0irzgPIelsCmGRIazOXeg2HbXkOSL5/DYkYwvTI2slXnri7hq5cmSpEYPPdQe/YF/eWPF/zuPhQRMIyjORE5uDNtGILikXpFx0MY68OBGdChPtueMLB/DI++N4c/THzuOO/a9DVYpY+ZpMRcYYKmNWaU1GrVEzeeZEJs90dME806+ENAr5A8sAHj4eBIQ5Zt67S0cnvX8/GxZtQWVRCPnhAn4hPkR9VN8tslQWYoyhDmOz2FCZ7Pj+V2RWdREdCGpQ+hTKVUXfUT152/sl9q4/SIf+7eh6a0d3i1RhasMYQ02hoDXuQpGPzdvPE4vJilbnvrWdg8ID+O7Qx6z+dj1RHSLpc2c3PH08rv5gDcbdYwzCMLiRzoM68N9vl18EaMeqvRizcvHy9axGqYrTbfD1dBt8DS3TKCtgz897IrgiN47qxYldl18hLvliKke3nXR7X37j1g157JMH3CpDpVKgowX71YwwDG7k1cVTOLb9FDkZRqYNf9+ZOdU32IeslGz6jOjudqNwLSLJCpIkC4+hFIx67g7a39gGs8nCW3d/THqiY0JocINAUmLTaNiyPq27N3ezlNceBTpasF/dCMPgRjRaDdfd4Jic1qZnC478d4KoDo35eu8HWEwWsa5zVWFXgCItMsEVadnVsVDVwPv6svSjlfgEePHZtnfwC/FFq9PU7kHemkqBjjr3qxdhGGoI7/35Gqf2xtC0Q2MkSaoTRmHX2n3s+/sQtz08iIbNq2/heElRnJug9Ex6/3763NWDsMYhBIW7f/yrOjh75ALr5v5Dt9s60emm667+QCVRVD/doafCMNQQ9B562vVu5W4xqo2UuDReHToD2S7zx/d/Mz/mS7z9q2mlLzk/30ApUlQLCpEkiTbVlPOopvDq0HdJPJvML5+sYua2t2ndrZq6zeQiOTHcoKe1O+5QUGsx5ZicE6aMmbkMD3yAR69/HpvVVvWV25XCTSC4DIqiOMdUFEXhyR4vc1foRBKqY731ojrqBj0VhkHgFnat3V/sXPT+s8y477PiN1cykiw7N4HgcpzcHV0sXDcrJZspfUu/RGZ5Kaqj7tBTYRgE1U7i+STOHb1Q4rVD/x6regHscuEmEJRAVnoO+/85jEpdfGA9JTaNjOTMqhWgqI66QU/FGIOgWpk2/H22rth12eu3TRpYDVIUpBsQXUmC4vw8YzmzX1542eudb+6AX3BVp2kvmrJFDD4LrmFys/PYumIXisqRU6FonnnvAC9adW3GHZNvrXpB7DIoYvBZUDJ/L/i3xPMavYao6xrxwJtjqj5Et0BHQQw+C65tPH08aDC0HRf/rxuxz3XFHO6FPcwfta+BnHQju/88wK+frKp6QWR74SYQXMJ1fUtY+EoCm9nGyd1nmDVlXtULUVRH3aCnwmMQVBtpCekctuag6H1R9GqMNzXHK1OHLc+C7p8DSLLCyT2XT79QaQiPQXAFSvQYivTmxJ6OR1GUqvUahMcgqCvoPfX4HE1FlWtFnWVBn52vfgYtaBwr5u3bcLhYqu9KR1YcXzaREkNQAldb9S0jKYuDm49WrRBOHXWPngrDIKg2vHw96dWuGQ3e20WDj3Zj2B6NlJyJ5vA5JItj/kK9yFC0+ip2ZO32wk0guIRRz115HXO9h47QiMpbVrVEiuqoG/RUdCUJqpW8bBOKjweWbi2Q7DLaHSeQ8mPFRz47lLufH4ZaXTnrbV+WCizUI7j2SU+4fChq+xvb8NSshwmPquLVC928UI/wGATVykMz7kVuFAKeehQfD+z5C8WP+b/hPPLBOAJC/apcBsVud24CwaUMf+o2NLrijZMO/drwwd/TaNSqQZXLUFRH3aGnwjAIqpU2PVvSv19bx+CazY4qOYvut1/Pg++MrT4h5PxJQ2LwWVACwfUDeeKLSS7nQhsF88Hf06tv9UK5yOQ2N+ip6EoSVDtTP5/IlBwThzYfJXtUdwbce0P1CmC3g2QHRXgMgpK57aEBDLi3Dyd2RXPu6EX6juxRvenFC3QU3KKnwjAI3IKPt4Fet7lnVTjFbkeR7CjCMAiugN5DT/u+bWjft021112go4Bb9FR0JQnqHrJSuJWDL7/8ksjISAwGA927d2fnzssvzyoQlIuiOloOPa2ojgrDIKhzKHY5f1Cv7H23ixcv5plnnmHatGns3buXDh06cMstt5CUlFQFkgrqKoU6WnY9rQwdFYZBUOew2k1YbSasdhMAWVlZLpvZfPkJdh9//DGTJk3igQceoE2bNnz99dd4enoyZ86c6hJfUAdw6mg59LQydFQYBkGdQafTUa9ePbYoq9ioLGeLsgpvb28iIiLw8/Nzbu+++26Jz1ssFvbs2cPAgYUZYFUqFQMHDmTbtm3V9RqCa5hLdbSselpZOioGnwV1BoPBQExMDBZL4eIrJeW80etLTomQkpKC3W4nLMx1clNYWBjHjx+vfIEFdY6SdBRKr6eVpaPCMAjqFAaDAYPB4G4xBILLUhN0VHQlCQSlJDg4GLVaTWKi65q/iYmJ1KtXz01SCQSFVJaOCsMgEJQSnU5H586d+fvvv53nZFnm77//pmfPnm6UTCBwUFk6KrqSBIIy8MwzzzB+/Hi6dOlCt27d+PTTTzEajTzwwAPuFk0gACpHR4VhEAjKwOjRo0lOTmbq1KkkJCTQsWNH1q5dW2ywTyBwF5Who5KiiNzDAoFAIChEjDHUEPr168fTTz9d7Py8efPw9/cHYPr06UiSxK233lrsvg8++ABJkujXr1+xaxcvXkSn09GuXbsS65Ykybn5+fnRu3dvNmzY4Ly+efNmhg4dSv369ZEkid9++608rygQCGoJwjDUMsLDw/nnn3+4ePGiy/k5c+bQqFGjEp+ZN28ed999N1lZWezYsaPEe+bOnUt8fDz//fcfwcHBDBkyhDNnzgBgNBrp0KEDX375ZeW+jEAgqJEIw1DLCA0N5eabb+aHH35wntu6dSspKSncfvvtxe5XFIW5c+dy//33M3bsWGbPnl1iuf7+/tSrV4927doxa9Ys8vLyWL9+PQCDBw/mrbfeYvjw4VXzUgKBoEYhDEMtZOLEicybN895PGfOHO699150Ol2xe//55x9yc3MZOHAg9913Hz///DNGo/GK5Xt4eAAUm30pEAjqBsIw1EKGDBlCVlYWmzdvxmg0smTJEiZOnFjivbNnz2bMmDGo1WratWtHVFQUS5cuvWzZubm5vPrqq6jVam688caqegWBQFCDEeGqtRCtVst9993H3LlzOXPmDC1atKB9+/bF7svIyODXX39ly5YtznP33Xcfs2fPZsKECS733nPPPajVavLy8ggJCWH27NkllikQCK59hGGoIfj6+pKZmVnsfEZGBn5+fsXOT5w4ke7du3P48OHLegsLFy7EZDLRvXt35zlFUZBlmZMnT9KiRQvn+U8++YSBAwfi5+dHSEhIJbyRQCCorYiupBpCy5Yt2bt3b7Hze/fudfkBL6Bt27a0bduWw4cPM3bs2BLLnD17Ns8++yz79+93bgcOHOCGG24olpu9Xr16NGvWTBgFgUAgPIaawv/+9z+++OILnnzySR566CH0ej2rV69m0aJFrFy5ssRnNmzYgNVqdc5zKMr+/fvZu3cvCxYsoFWrVi7X7rnnHt544w3eeustNJqrq0BOTg6nT592HsfExLB//34CAwMvGyIrEAhqL8JjqCFERUWxefNmjh8/zsCBA+nevTtLlixh6dKlJU5oA/Dy8irRKIDDW2jTpk0xowAwfPhwkpKS+OOPP0ol2+7du+nUqROdOnUCHLlYOnXqxNSpU0v3cgKBoFYhUmIIBAKBwAXhMQgEAoHABWEYBAKBQOCCMAwCgUAgcEEYBoFAIBC4IAyDQCAQCFwQhkEgEAgELgjDIBAIBAIXhGEQCAQCgQvCMAgEAoHABWEYBAKBQOCCMAwCgUAgcEEYBoFAIBC4IAyDQCAQCFwQhkEgEAgELgjDIBAIBAIXhGEQCAQCgQvCMAgEAoHABWEYBAKBQOCCMAzVyLx585AkqcTt//7v/5z32e125s6dS79+/QgMDESv1xMZGckDDzzA7t27S1WeJEls377dee+l13x9fbnxxhtZvXp1MTlzcnKYNm0at956K4GBgUiSxLx58676ft26dUOSJGbNmlWxD0pQq4iOjuaRRx4hKioKg8GAr68vvXv3ZubMmeTl5QFgsViYOXMmnTp1wtfXF39/f9q2bcvDDz/M8ePHgeI6erlt48aN5OXl8eCDD9KuXTv8/Pzw9vamQ4cOzJw5E6vV6s6P45pA424B6iJvvPEGTZo0cTnXrl07APLy8hgxYgRr166lb9++vPzyywQGBnL27FmWLFnCDz/8wPnz52nYsOEVywNo1qyZy/GgQYMYN24ciqJw7tw5Zs2axdChQ1mzZg233HKL876UlBTeeOMNGjVqRIcOHdi4ceNV3+nUqVPs2rWLyMhIFixYwP/+97+yfCSCWsrq1asZNWoUer2ecePG0a5dOywWC1u2bOH555/nyJEjfPvtt9x1112sWbOGe+65h0mTJmG1Wjl+/DirVq2iV69etGrVip9++sml7B9//JH169cXO9+6dWvy8vI4cuQIt912G5GRkahUKrZu3cqUKVPYsWMHCxcurM6P4dpDEVQbc+fOVQBl165dl71n8uTJCqB88sknxa7ZbDblgw8+UC5cuFDq8goAlMmTJ7ucO3r0qAIogwcPdjlvMpmU+Ph4RVEUZdeuXQqgzJ0794rlT506VQkNDVV++eUXRZIkJSYm5qoyCWo3Z86cUby9vZVWrVopcXFxxa6fOnVK+fTTT5WdO3cqgPL2228Xu8dmsykpKSklll/wXSgLjz/+uAI49VdQPkRXUg3i4sWLfPPNNwwaNIinn3662HW1Ws1zzz3n4i1UhNatWxMcHEx0dLTLeb1eT7169cpU1sKFCxk5ciRDhgzBz89PtNjqAO+//z45OTnMnj2b8PDwYtebNWvGU0895dSv3r17F7tHrVYTFBRUaTJFRkYCkJGRUWll1kWEYXADmZmZpKSkuGwAa9aswWazcf/991e4vNTU1FI9l56eTkBAQLneo4AdO3Zw+vRp7rnnHnQ6HSNGjGDBggUVKlNQ81m5ciVRUVH06tXrivc1btwYgAULFmCz2SpVBovFQkpKChcuXGD58uV8+OGHNG7cuFg3qqBsCMPgBgYOHEhISIjLBnDs2DEArrvuugqX16BBg2L3mUwmUlJSSE5OZs+ePYwZMwa73c7IkSMr9D7z588nIiLC2SIcM2YMR48eZf/+/RUqV1BzycrKIjY2tlS62qNHD2688Ua+++47GjZsyNixY/nqq684f/58heX49ddfCQkJoVGjRowYMYKGDRuycuVKNBoxfFoRxKfnBr788ktatGhR7HxWVhYAPj4+FS5PrVYXu2/27NnMnj3beazVannhhRd45plnylRfUWw2G4sXL2b8+PFIkgTATTfdRGhoKAsWLKBjx47lLltQcymLrkqSxLp16/jwww+ZP38+ixYtYtGiRUyePJm7776bb775Bn9//3LJ0b9/f9avX09GRgZ///03Bw4cwGg0lqssQSHCMLiBbt260aVLl2LnfX19AcjOzq6U8i5l2LBhPP7441gsFnbt2sU777xDbm4uKlX5Hcc///yT5ORkunXrxunTp53n+/fvz6JFi3jvvfcqVL6gZlJWXdXr9bzyyiu88sorxMfHs2nTJmbOnMmSJUvQarXMnz+/XHKEhYURFhYGwMiRI3nnnXcYNGgQp06dKvM4maAQ8Y2tQbRq1QqAQ4cOVUn5DRs2ZODAgdx2221MmzaNjz/+mC+++IJff/213GUWjCXcfffdNG/e3LktXryY2NhYNm3aVFniC2oQvr6+1K9fn8OHD5f52fDwcMaMGcPmzZtp3rw5S5YsqbSxh5EjR5KTk8OKFSsqpby6ijAMNYjBgwejVqvL3XoqK4888ghNmzbl1VdfRVGUMj9vNBpZsWIFo0ePZunSpcW28PBwMQh9DTNkyBCio6PZtm1buZ7XarW0b98eq9XqDMCoKAUT6jIzMyulvLqKMAw1iIiICCZNmsSff/7J559/Xuy6LMt89NFHXLx4sVLq02g0PPvssxw7dqxcLazly5djNBqZPHkyI0eOLLYNGTKEX375BbPZXCnyCmoWL7zwAl5eXjz00EMkJiYWux4dHc3MmTM5depUiQPNGRkZbNu2jYCAAGcARmlJSUkpsTHz/fffA5Sqa1VwecQYQw3jo48+Ijo6mieffJJff/2VIUOGEBAQwPnz51m6dCnHjx9nzJgxLs+sWbPGmVagKL169SIqKuqK9U2YMIGpU6fy3nvvceeddzrPf/HFF2RkZBAXFwc4QhMLDNITTzyBn58fCxYsICgo6LLhinfccQffffcdq1evZsSIEWX5GAS1gKZNm7Jw4UJGjx5N69atXWY+b926laVLlzJhwgQaNGjA2LFjGTx4MDfccAOBgYHExsbyww8/EBcXx6efflpisMSVmD9/Pl9//TV33nknUVFRZGdns27dOtavX8/QoUO56aabquit6wjunmFXlyjtTGWbzaZ8//33yg033KD4+fkpWq1Wady4sfLAAw8o+/btK1be5bais5UpYeZzAdOnT1cA5Z9//nGea9y48WXLjYmJURITExWNRqPcf//9l32P3NxcxdPTUxk+fHipPh9B7eTkyZPKpEmTlMjISEWn0yk+Pj5K7969lc8//1wxmUxKYmKiMmPGDOXGG29UwsPDFY1GowQEBCg33XSTsmzZssuWe6WZz7t27VJGjRqlNGrUSNHr9YqXl5dy/fXXKx9//LFitVqr6lXrDJKilKNzWSAQCATXLGKMQSAQCAQuCMMgEAgEAheEYRAIBAKBC8IwCAQCgcAFYRgEAoFA4IKYxyCoU5hMJiwWi/NYp9NhMBjcKJFA4MqlOgrVr6fCMAjqDCaTiSaNvUlIsjvP1atXj5iYGGEcBDWCknQUql9PhWEQ1BksFgsJSXZO747A10dFVrZMsy4XsFgswjAIagSX6ijgFj0VhkFQ5/D0UfD0UbAh5nYKaiYFOgq4RU+FYRDUOayKjFVx/BUIaiIFOlqwX90IwyCoc8go2FGQhccgqKEU6GjBfnUjDEMtIyM5k3NHLtKyezMObDhMeNN6NGrlWN85PSmTr56eiznXTMyh86jUEi8vnELLLk3dLHXNQngMVYvFbuVI1jmaetfnQm48Kkmita8jy69dsTP/3C/E5yVhVRLJsaUxrP5YegX3drPUNQvhMQhKzck9Z3hh4OsYM3MJbRRM0vkUVGoVoY2CeeDNMRzYdISNP//n8szTfV7l0y1vCeNQBCuKcxNULlnWHJ7d9xlnjMn4aTyw4lj600sdwICwbjT3CeaP+A1oJCv+OhMK8NXpOSTleXBnxPXuFb4GUVQ/3aGnIrtqLcFisnB3+CSMmbklXg8I8yM7PQebxV7smqevB11u6cjLC55CrSlb3vtriaysLPz8/Nh/NBQfHxXZ2TId2ySRmZnpXMNYUDFeO/Q5BzNPoChgtqvQqR0/Lxa7CpuixlsKQK+7iL8uFw+1DUWB+FxvmvuYaOwVztjGL+GjDXDzW7iPS3UUcIueipnPtQSrxYY5z3XSS6vuzfHy8wQgPTGzRKMAkJuVx+al2zi550yVy1kbsCkSVkXCpkjuFuWaI9uajZTfwjXbNDT2aISvxg+bokJWwKikolPZ0UqO7hFJgvoeWYTq4sm2HOBgxr/uFL/GUKCj7tJT0ZVUSzi9N8axI0GBZ3li5+kyrdXs4S1i9QHsSM5NUHmkW9JRpCQC9LmkmjyQJRUnc5KwK3bsshqbIuGrNyNJkGvXoZVtmGUtzT0S8VWbAPBQlewR1zWK6qc79FR4DLWEbb/vwmaxUbS78VKjIEmFCqTWunYZqTQq3hn7KZ89/j3GTGOVylrTsSoq5yaoPE7nnCbLlgmAj9aMTmXDrtiRUAjRZxGkM5Jl1mO1qzDadJxMa0hirg/pFg9nGb9f2MV30Z+RbE5w12vUCIrqqDv0VHwzagkFXUYF+If64hPo5XKuqKGwWwu7lRq3i0C2ycQcOs/Kr9bx5VNzq1bYGo4FtXOrCDNmzECSJJ5++unKEayW46v2RYOCChmdWqaep5EIfQPCDNnU8zTSyDsTPTYS83y4mOOHXbKRY9GxObEpMZk3sTO1MRnyRQ5nbePLU++4+3XcSlEdraielgdhGGoB6YkZzH9rmcs5WVYIbhBUqudzM1zdc7ut5LGIuoItvxVmq0BLbNeuXXzzzTe0b9++EiWr3Sy68CXeWhM+GjOgoJFkmnuHo5YKGywBnrl4aS0EexgJ8TIS4m3EoLNxzmzAx8OCTi2jRkahbocS24p4CxXR0/IiDEMtIC0xA0V27TbKSskm5tD5Uj1vzjO7HAeGB7D3r4Osm/cPNqut0uSsLVgVNVZFg1UpX0ssJyeHe++9l++++46AgLobQVMUq2zDqjiCIxTAaldxLi6ADUm7SbcYyLbqyLLqsaFGkhQ0KoXmnokMDj5Mr8AYrFIyBT2hZllFhrk5MTkXWJewmWxrjvtezE0U6mj59bQiCMNQC3jr7o9RFPD08eCOx24p8/NZqa5frF9nrubFm9/kw4lfMeeVRZUlZq3h0sHnrKwsl81sNl/x+cmTJ3P77bczcODA6hC3VvDBsaXsSdWTYvKjocdAkk52Il2tJ8AjD4PGTq5dj0nWARKyArKi0NIrAb3KRhvfBOxKNrl2LTZZIkiXi6dmE9OOzGBezHxmHJ/l7terdorqqBh8FhTDbrOTeDYZgNzsPDYs+pfIdo2u/JCUv10G2Vbopv/3285KkLJ24WiNqZ0tsYiICPz8/Jzbu+++e9lnf/75Z/bu3XvFe+oicXmpeKitGNR5HE7fS6OGHvjoLflegITFriLHoiXB6IWnxoqv1kKeHAhAtk1PkCGPbJsHWpUdlQR6tZ0gXTLBeiOZ1qPIdWyWelEddYfHIMJVazhqjZqxr9zFD9MWA5CTnktOumsXkqxTY+wVCQp4bT2LylryGIKkllDsrl1Sl5swdy1jVTRYFDXW/PjwCxcuuEwc0uv1JT534cIFnnrqKdavXy/SdF/C5OZD+fL0NiQJ9KpMLlj3YLP5kWbywKC2YrKraeOTgK9vHil2X0yyjn3Z/vhpPLAoGiTJ4UXk2XUYVDZkJOyyCiSQsGCWTXioPa8uyDVCgY469oXHICiBmyf0Q6W+/L/KdF045tZhmNuEYbouvNh1jU6Dt78Xfe7sRlB4AGpNYVlevh5YLdYqkbumcmlLzNfX12W7nGHYs2cPSUlJXH/99Wg0GjQaDZs2beKzzz5Do9Fgt9fdQf1Wvo3wUPsDICNhk9XIMphsWrKsBqK8UmnnG08jzwwa61NRFLDJaox2HTZFRZbVgKIE4K3ujE1pz4ms+qRavLErEuCJyW5y6/tVN+72GIRhqAWERgQz59in9LyjC1q9q5PXsGU4quzCPnFVdvEvkGyXyckw8u8vO0iNT8duk9HoHOXERSey9bddVfsCNYzCQb2yOcwDBgzg0KFD7N+/37l16dKFe++9l/3796NW1910I5Ik8Xq792nvcyuJxgiS83yQFRW5Fg2NPRripbFQEE1ttGkY5H+Iu4L3cL33WUw2DWkWb1ItNvZlXuC/5DxSzAZssiONhlm28GfCGve+YDVTVEfLqqeVgehKqiU0aBZOx/7t2Pb7bue5hi3DCY0I5uJfh1AZHREhutjMYs/Kdkf/bFB4ALJdJj0p0zFZDtAZtDRq07Aa3qDmYEXl6EoqY3IyHx8f2rVr53LOy8uLoKCgYufrIp4aL3qG9OPb08ec57w0HrT3acpZy07OmoNRYyfLpCPU3xEQEajJRYeVPJsKg0ZGI6lp59eQHHk/qiJhro08G1f7+7iTAh117Fd/OjvhMdQiXBLgSXDxRDx7/zoEOAyCISEL/9CSk2yFNg5hzEvDCQj3d57rNqQzza+P4vv/m8/h/45xfOepqhS/xiCjcm6CykUlFe0Pl8ixmzma+wtatYzRriPR4otdaoJFVqMokGbzRKWRaOCZjWzz5ubQAfQMCUKnUlADIbpwegS2ZF/GH5zJ2U187m5k5drvsiuqo+7QU5FdtRZht9sZHjCBvJzy97d6B3iRk27E3KUptsgQNDFJ6PecQZIkFEVhyjePcNukazMMsyBz5Wd7euDhrSEvx8aTnbeL7KqVzN2bvyDaGIeigKyouCH8DCpJQVHgfI4/ikqNBhtmm5ogjzy0aodHezQ1BJNdz43hYLRfAMAmQ6jBiBo7LT1SkLDS1HcovcJececrVhmX6ijgFj0VTaZahCRJmIyF4wneAYUpMS5NmQHgE+iNRqfBP9TPeS4nw4iikrBFhgBgiwxBoTCdxun9Z6tG+BqERdE4N0Hl45i1LCFJElrUxOb6kWvTkmoORpYcXq8NDRlWA1nmICR06AjBJjuuncsGo1VLjlWHHUdWVq1kR8IRJJFuPuGuV6s2iuqoO/RUGIZahEql4uEP7nceGzOMzvkKl4adBtbz57tDH9G6e3MykgrHHSJa1keSFbySswDQnE3mvtfuovPNHajftB69hnWp+hdxM7b8SA+bG6I96gLPt70dlaLFbNaQlqElx+rP6ewQzmR5kmfRoSgKvpo8Wvnn8XKbifQPuYV0WyaRvunYUnV4WusRl+dHmikAs11LgtkPf30/onxGY1ci0WtGuvsVqxxbkYgkd+ipMAy1jJHPDOWOx27B4KnnrilD0Rt0Jd6XlpDBL5+s5sSu085zaq2K9MR8I7HpKJ6/7MDn6EVuuqcPR7eeIC46gffHf1Edr+FW3BkGWBfoFtSUF1qOAJMvveo1xZtwbDYV1wXG09QvGV9NHj46Mzp1FmsSlxBtPAuAWq1gwM7xs3Yycz2Iz9ETn+VNYrY33XyH8fkJDz452ZwX9u3hXE6qe1+yihHhqoIy88QXD7EyZz6PfDiOvqN6XvY+q9lK+xvbOnPQ2K0yOemFKbclRcGSZ+Ghds84xy2yUrP5+b3lVSq/u5EVlXMTVA2jmrbn8Jhn+WnAPdzftA/++jz0ajtalSPzagEKEuGGENRoMVq1eITnkOubgU1R4W/IpXVwMk380/joxKccTokDwK7IfHz0T6zytTsIXVRH3aGn4ptRy3lh3uM8NvMB1BoVIRFBBNV3JHVr1KoBR7aeYPe6/c74ccVfhRJUvPVRNEGf3SYz+6WFZKZkVYv87sCRtVIt1mOoJoY3up4ZHR7HQ+2FTmWgnr41ySYv8mxBhBsa80/yvyiSBYtdg0aSCfLKxmpVUyRaFb0+Dx+DGR+Vic7B5zmf9y//JZ2+fKW1nEIddY+eitG3a4DhT9zG7Q8PQqvTcGJ3NM/1n87547HOGc4qtQqlnQHzOyGgAs30JNQ78q5YZkmD2dcKhWMMdSv/jjtp69+KGX5foyBjtFoZ8+8XHM3JISX3CL756/R4qdX0DDmMp8bKtvgotidE4qMz4a23kGk1YNBbaemTjL9HHqGeRnx11+5saFuRLiR36KloMl0j6PRaJEni7OELmHMdkUv2/GR5Hfq1hY4eoJNAI6F0vHKeHw8fAxrttdtmsMpq5yaoPlSSCrWkIcWcw7kcIx4aK7k2K3EZPthNUbTyteCpcUQeNfZJpX5wJrmKnmSTNxa7BhsS2WZHuhKrXU1zn2t30ltRHXWHnl673/46yg0jurH62/Uc35E/WU2C/f8cRg5QIXXWgRZUq7JLfFaj09CicxSPf/5gNUpc/VgVNSpFjVV4DG4hyieEuxt35Jzld1QqmWyznouZXugMeRhUXniqLexMbIzGw/H/kRXJsckq9iU3wKC0ZnRUP3y0/u59kSqkQEcd+8JjEFQQLz8v7p86CgBz8xDy2oUjSyCl2tE9GY/uf/GoYktenMdmsfHEFw/R/Pqo6hS52hFRSe7nmbYD0KodUREaRSZXsZNu9uBoTjhrE9qQIntjsalQlMJlznPNOmyKhj7hvbk5orP7hK8GKisqqbzLz1bIMPzwww907tyZuLi4Eq/HxcXRuXNnFi5cWJFqBGWk2+BO3DhtBDn9m5Pbswm5nV3Xb9DptQDovfSMeu4OOg9qj0qtonXPFkS2i3CHyNWKswXqhnTGAgc+Wh9GhT9AfFIghy/UJ8+s43xmAGcyQskwe6LT2pFRoSga+oV0YlBgP8wWL0L1PgyOaONu8aucojpaXj2tyPKzFepKmjdvHjqdjvr165d4vX79+nh4eDB79mzGjh1bkaoEZaTb7dfz6/d/OA5UDsUaeO8NpCVlcmLnaSxmK2ajmVHP3UFAkZnRdQFbvpsuBp/dSyvv6zgd/y+NmybgrbVitGhpqu+KpLGQbcsi2hiPRYabwjpzQ2gbXuk01N0iVxu2Il1J5dHTosvPvvXWW2V+vkIew9GjR+nUqdMV7+nYsSNHjx6tSDWCchCcacZryxk8dp/Hc7djYZ+sdCPvrXuNZ757lDa9WvLoR+PrnFEAHOmcZTU2WfSkuhOtpMbL04qnxoYkgbfeytG0WL7sNpHXrrubTgFRDGvQnZ7BLd0tarVTqKOFelqWJWgruvxshTyGzMzMqy6G7uvrS3p6ekWqEZSDg5uOYjia4HIu6bxjidC+I3vSd+TlJ8Zd61gVFZKiEvMY3MzxpGSMCQbywjR4G6yYrGoSMhyT1pr71OeLLo+4WUL3UaCjBfvgWIK2KNOmTWP69OnFni1YfnbXrvKvs1Ihw1C/fn32799/xXsOHDhAWFhYRaoRlIPBDw5gz58HsFnt5OaYSItN477XRrlbrBqBTVGjkkWuJHfTo3EEAxq35tSpELT1NBxOTmRi2+7uFqtGUKCjBftQuiVoK2v52QoZhoEDBzJnzhzWr1/PoEGDil3/888/Wbt2LQ8+eG2HP9ZEwhqH8Pl2sWB9SShIyEgoiMFnd6LXaPhqRN0ZNygLBTpasA+FS9BeiaLLzxZgt9vZvHkzX3zxBWazuVQrDVbIMLz00kssXryY2267jfvvv59BgwbRoEEDYmNj+fPPP5k/fz6+vr689NJLFalGIKhUbLIaKb//ViCoiRToaMF+aSlYfrYoDzzwAK1ateLFF18s9fKzFTIMTZo0YfXq1YwZM4Z58+bxww8/OK8pikLDhg1ZsmQJTZo0qUg1AkGlYsvvv7WJMQZBDcVWZIyhLHpaWcvPVnjmc58+fThz5gwrVqxg586dZGZm4u/vT7du3bjjjjvQ6UpOCy0QuAubrEKSVSIqSVBjKdDRgv3qplJSYuh0OkaNGsWoUWJwU1DzEYZBUNOpTMOwcePGMj8jciUJ6hx2RUJSVNjFzGdBDaVARwv2q5syGYYff/wRgOHDh+Pj4+M8Lg3jxo0rm2QCQRUhUmIIajpF9dMdelomwzBhwgQkSaJHjx74+Pg4j6+EoihIkiQMg6DGYJNVUI6upFmzZjFr1izOnj0LQNu2bZk6dSqDBw+uAikFdZkCHXXuVzNlMgxz5sxBkiTCw8MBmDt3bpUIJRBUJfb8iA97GaOSGjZsyIwZM2jevDmKovDDDz8wbNgw9u3bR9u2batIWkFdxF4kKqmseloZlNljKMr48eMrUxaBoFqw5w/s2YvkoCmKXq8vcVbp0KGuk7HefvttZs2axfbt24VhEFQq9iKDz3Y3eAwVqnHz5s2cP3/+ivdcuHCBzZs3V6QagaBSsecbhYIvXEREBH5+fs7t3XevPmPcbrfz888/YzQa6dmz7uadElQNRXW01hmG/v37M2/evCve8+OPP9K/f/+KVCMQVCpK/sCekj+od+HCBTIzM53blWbqHzp0CG9vb/R6PY8++ijLly+nTZtrf30AQfWiFAmQUGr64POlKIpy1XtkWb7qALVAUJ3YkUCRHH8pXQ6aAlq2bMn+/fvJzMxk2bJljB8/nk2bNgnjIKhUCnTUuV/NVPk8hlOnTuHnV/dy/gtqLvb8iI/yuOg6nY5mzZoB0LlzZ3bt2sXMmTP55ptvKltMQR3GXiQqyR1dSWU2DBMnTnQ5/u2335zhe0Wx2+3O8QURzieoSciyhCRLyHLFW2KyLF9xwRSBoDwU6GjBfnVTZsNQdExBkiT2799/2TUZJEmia9eufPLJJ+WVTyCodMrrMbz00ksMHjyYRo0akZ2dzcKFC9m4cSPr1q2rIkkFdZVa5zHExMQAjvGFqKgonn76aZ566qli96nVagICAvDy8qq4lAJBJaIohVtZSEpKYty4ccTHx+Pn50f79u1Zt25diWuRCAQVoah+llVPK4MyG4bGjRs79+fOnUvHjh1dzgkENR2Hm64qs4s+e/bsKpJIIHClQEcL9qubCg0+iwlugtqIrEhIIleSoAZToKMF+9VNmQxDwUS1bt26YTAYyjRxrW/fvmWTTCCoKmQJRZbADS0xgaBUFOho/n51UybD0K9fPyRJ4tixY7Ro0cJ5XBrsdnu5BBQIKhs53yi4w0UXCEqDXKThUuO7kqZOnYokSQQHB7scCwS1CSW/NaYIwyCooRTVT3foaZkMw/Tp0694LBDUCpQim0BQEymqn27Q0woFyL7xxhv89NNPlSWLQFAtKEq+xyAGnwU1FKeOuklPK2QY3nrrLQ4dOlRZsggE1YLoShLUdIrqaI3vSrqURo0akZGRUUmiCATVhCIVbgJBTaSoftY2j2HMmDGsXbuWzMzMypJHIKh6CiI+hMcgqKkU1VE36GmFDMNrr71G+/btuemmm1i9ejVJSUmVJZdAUGWUNyWGQFBdFNXRWpESoyienp6AI2/SHXfccdn7JEnCZrNVpCqBoPIQHoOgplNUP2vbGMMNN9wg5jEIykSe0cTpvTE0u74JHl4GbLLM9uQzRPmEUN+zetbtkOTCTSC4FEVROJ97gkBdGD7aAABic4+gVRkINTStFhmK6qc79LRChmHjxo2VJIagrvBsv2mc2nOGFl2a8sK65/nfXz8To0lBp9KweuBjNPQKqHohhMcguAKr4r5ne+oaPNU+PBT1LivjvifD8h8gMTj8Zdr6V0N6Hzd7DNWf6FtQZ7FZbUTvc6RtP2JOYNjmzzivS0JCwSLbuOvPeaw9f7LqBZGLbALBJVzMPQ1Arj2baYffIDpnX/4VhYXnZ/F77OqqF0LGrXoqDIOgSpEVmWOZ5ziWeRarys7kzx6keeco2r/ZjN4NT9Or/hka+qRht0NyXh4vbl1T5TJJ+atjScJjEOSTZo7hvPEY2dYsbgm/n4Yezalv6ECGzU6uXYdNljDatCSbVfwau4xEU9UG2hTVUXfoaZm6km666aZyVSJJEn///Xe5nhXUbt4/+hObUnYjoyLcACPvvJmvHnuPj0+8xVmjgk5rpW1wEpJN4kRSOJmY2JZwnp71GlWdUCIlhqAIB9N/ZUvS58iKxEVTCB0Db+TBqNf5NXYtvprTNPVIRiWBWlIwqO1osLI7/T9uDx9edUK5OSVGmQzD5cYUJElCKSGmquB8bR6gtlqszH1lERlJWTzx5YN4eHu4W6RaQ6LpLHnyb/QItHPR5IcNDb/FLWZbyjZ8VA1Rimi8QWVDq7Fh0NqIzkwpl2H4e9dJdh27wN0DOhLVIOiy90mApDj+Xiv8/tU69v59kAfevofGrRq6W5xag8Wey/ZkxwJMKknBU2Nkf/rfHMs6QmufrrT2isdDZcWOCjVqtCo7HpKVVPPFctWXbDrGqczVRHj3JsKr52XvK9DRgv3qpkyGQZZdO7vMZjOjRo3i1KlTvPrqq9xwww2EhYWRmJjI5s2befvtt2nRogVLliypVKGrk1nPzGPlV38CcHT7CT7a+AZB4dUwQHoNcMF4FLXkSLcepstBRkKtsqOWDpFijcGOBEr+mrYe0KphEkgKCcph4HoAcm15JJtTaOTZsFgDY2v0Waas/wO7Tab5vjyiZTUKcPB0HAvfuP/ygl1jg8/7Nhzi88e/B2DX2v18tWsGjdtEuFmq2kGmNRaLnIsE+KtzCTZkEWcNIMkqszd9Jc09TEiShAYZm6yikT4Dg8qCxr4VRXkcSZKQFRuZlmh8tI3RqAwu5ZttiRxLHEuuPZWLtvbk2OKBPE5mrWZs1Ep0au+SBavN4arTpk3j0KFDHDp0CG/vwhds1KgR9913H3fccQft27dn2rRpzJgxo8LCViepcWk81O4ZcjKMznOxpxJ4tNPzzDsxEy8/sZb11Wjj14dDmZvIMMehV19ARiLN7oWMGq0qD5slENQm8uwaZCRnE2ndxYPEJq2id72G/Gv8mRRLKjeF9uXBJveTkZ3HtsNn6dSyIU/+tooUDxOoILOZCt8TMipJhben7opyXSvhqrIs89D4LzmdkYeqXWO0h89hybPwSMfn+XTLm7Tq1tzdItZ4gvVNaek7iITcXQSokwFoLCURpUvEQ2XDrPiRJTsaNyl4oJMsAGRZ45gTPZW+wR2Iy91EQu52/PUtGdTwB0Am3rgBL21jEtJfRbKfxAsIkbZhIQALOjSSHklSX1Yud4erVmjweeHChdx1110uRqEovr6+3HXXXSxatKgi1biFL56c42IUCshIymTd3H8w55ndIFXtwlPjywNR79HRN5wgrZEQbQ4NtOlosGGSNdTXZdDZ+ywdvC+il6x4qHzIztUTm+LL8jNHmLp1FSmWVAD2ph9AURQe+3AZU79bw31vzyfb4viSooDKAvqzqYzr154Zjw29smDXSFTShp//43SWCVQScmSos2PObrOzbt5GUuLS3CpfbUCSVAyq/zLtg57EpqgABS/JgpfKoVt6KROtZEcryfhrzGTafcmTvUmw+OKprGVvynsk5u5Eiw2L5QAmWzKHUt5nd9KLbI69jzRzYZSdgoReZSPUYwC3RXyJVnWFbunaHJWUnJyM1Wq94j02m61Wpso4d+TCZa/NeuYH3hv/RTVKU3tJzfqCIPtKQtVZNNKkcp0hlraGWMK0mUR6xKGRZAK0uehVNnoFd8PXfB25Zj3YJXJNeryVBigKJJuymX3mFy54x4FOJs1iQm2U0CWr8LgIPmdk9McS6d0glEBfzyvKJCmFW23m2LYTqGIdhlMVm4pOr3VeW/X1nzzV6xWxcmIpiDdu4UzGe2TaPVBk8FDZ0El2JGSSrd7IigpFAaOsx1/fivre9yAjocrv4fHSBBGmzSZIYyQ67WXi8w4AoGAj3qYm1e5Bis2THNlAjmwgxKM5gforT5QrqqPu0NMKGYamTZuydOlSUlNTS7yenJzMkiVLaNasWUWqcQtx0Ykux2qN60eVeDa5OsWplciKiZTMd9BLmYSrs9GrrA5DoM6jqWcwSv6wmlYVwO31B2LjAGNb6fHZp0Yfq0afDM08W2KVNSioWH5xK+brMgm4xcZLd91Eq/AQvLJlQhYcxX/BLpoE+dKiSylmppZzjOHdd9+la9eu+Pj4EBoayp133smJEyfK89FUCvv+Pox2bzS6P3aj3XcGmzU/7YxOg+LtSUpcOjaLSEVzNfalfoJNTsagsmFTCnvXLaob2WmM4qAxgmN5kXQIGEWkPocI3TlCtHnYFAm7IlHf4zqk/GZ9Qu5+9mXnkGX3pZnfg4R7DSRFDmG7MYozllBMhNDEu/vVharNSfSefvppEhISuP7665k5cyZ79uzhwoUL7Nmzh08//ZTOnTuTlJTElClTKkveaqPzoPYux3abzMhnhzoHQLvd1skdYtUqVJKB+LxIAM5bAsi165EVOJjbiuuCHiFQ34oGnrdwIWccW9P+5IzxFJtzVuGfkIp3nIJ3vVzmxRwjxehJWo4XaSbH2EFwiCej+nXg54dGE/LJTvQXs1EDX+//AG//q4/9lHeMYdOmTUyePJnt27ezfv16rFYrN998M0Zj8S7H6uCWB/oDINkdL6LICjdPGoSu//XIXVvTZsJA9B56t8hWm9BIIQDYFYlocwhpdk+Sbb408x9FM+92NPTqzG31biAjbwnJpn2czlqJjIyMCi+VmTzTUhQFsu16YixhmBUtMZYQovwfoFe9DzhhHkSMOYwjxgYMCJ9BqOHqYz9FdbTWpcR46KGHiI+P58033+SZZ55xuaYoCmq1munTpzNx4sQKCekO3l79Mks/Xsm3z/0IgFav4ch/J5xhuRsXb2X89NHuFLFW4Oe3gBn7v8Wo8aJhoJVU03mCtLmkmhW6Bg5lV/wHaKQtWJV6+GtM+KjtWB+/SIaURqbFQIbZk6RcH/KMWoY1C8fXYOD+Jo75NDq9lodm3Mvauf9w+6SB6HTaq0iTT8GXLf8Ll5WV5XJZr9ej1xf/QV27dq3L8bx58wgNDWXPnj307VsNaRIuYfTzw7iuTyue6v0qsqcOa1QwibKNPIuj++jY8fhql6k20jv8XVacf4YMWxZNvSPIsmwHIClvB/c3GsnuhEeJy0pHQYMaNRISesmO1S6hVTu60iUJMuxeBBkaE+TRiLb+A/DIjzga3mAESy4sJso7imbeLUsnVFGD4AbDICklTUAoI9HR0SxYsICDBw+SmZmJn58fHTp0YOzYsTRtWj1Jp6oCi8nCJw9/w1/zN5d4/fl5k7l5XL/qFaoWM37Hi4wOXENTQwqSqilJ1gS0kqOr419jcxQkFCSssppD2Q2QJAUUMOYFYlBr8PBIQEKNN915oc2dNPK+/FyFksjKysLPz4+mL7+D2mDAbjIR/c7Lxe6bNm1aqdYzP336NM2bN+fQoUO0a9euTLJUJoveXc5X+09g8tI52rEmG4ZkC/p95xg4uAP/99OTbpOttrE+9nnijf8CYFJ8aeVhRJGTURRIkz2xyhqQwCBZUUkKKsVOkDoXlcpAkjWCKO1FrIodL31Twv1fxMtwY5nqv1RHAaeeZmZm4uvrW+nvXBIV8hgKaNq0KVOnTq2MomoUOoOOiNYNLnv9yyfnEtW+Mc06NqlGqWovEZ4NiNClA6DI0Rjt/vhrbOTJWocRQAJFwZR/7KfJQ5LAR5uAye7wBhTsHEg/zqfH/uLjruX02C6Z+XzhwgWXL1xJ3sKlyLLM008/Te/evd1qFABa92iO7cAJFAlkvRrZoCZXrWBIy+LvBf9y26SBXHdD61o90bS6CNA344JxG4oCdsWMzZ6BWnJ4BIoCiqSgLqI8HiobvmoLYCHKMxYPHN2KybYDJKU/Q5PwPeUTxM0zn0WupKvw0/TLT87Lzcrlf9e/wMbF/1WjRLWXl1s/jFn/OLKqMUfM4RwyRxBnDSTV5om3ZEKDjTyblhhjEIGaXIJ0uQRoclFjRyv5YJMlTDY1mWYDjcvoLRTl0mgPX19fl600hmHy5MkcPnyYn3/+udxyVBY/vr4Ew1/H0B1PRDI5ujbU6XnITeqjhAfxbL9pzJoyz71C1hI6B03i+qDJ6DTN8FZbSLYbMMlaUm2eWBQtQWojgWojkgRWRYVJKey+VKscYxWKAjIKWk35G4zujkqqFI9h586d7Nq1i4yMjBLD4yRJ4rXXXquMqqqd6/q2Yd/fh9DoNdjMJUd4HNpynH6je1e5LHHRCfz+1ToykrOo1ziE4U/fhqePB9rS9q27GU+NgS71XiTdcj9rov/3/+zdd3QU1dvA8e/Mtmx6QiCFhN57UYp0QQQBFRsgKIgVUeQFuwhYUfkpNsRGUWmCYgEERDqK9N4DoQRSSC/bd+b9Y5OFNQXSE7ifc+aYnZmduYM3eeZ2tFI2vhoTAL6ylUCtGYeqwaZoUCWI0KdTTZsFjkhuCXuf0X9+Q5bBSrDiRdOA0OInRMVVb1vMX7hnnnmGFStWsHnzZiIjK376iVbdmnFw81G89pzDuO88jmo+aPz8oXaY6xGdKgc2HSmXtGSbbSxYtYvEYxcJSshg8Lg7qB5VDVkjo9EUPKCrspAkmTbVhtEq+H5+PXM/2Y6LxDsCsCMTKGejkVRkFAyqnUzFF4tk4LRdRo+O8JDPOZT0Glb7MZySL5E+t+FULGj+Mxr6muTm0dyfy1mJAkNKSgp33303f//9d75zJeWqyoHhnZWvcObQeUIiq7Hs45VkJGewd90h4k5f7s5ar2UZTvgGHNtxkozkTL4YP5cLJ+Pd+xe88zNIEFq7Oh9vfZuQiOAyTUdpCdJH0CzgUX6/uJhIbQoBWjM6WUGWQC85aeYTR4bTSKDW9YuI7jyzPplOVicvJAmsZPLyvsVkOazcU+umIt+/uL09VFXl2Wef5ZdffmHjxo3UrVs5qhBHvTWUbvd1Ijg8kE1LtnF8ZzTp1YLYvs81FkeqGUpY/cAyTcOF6DjOHo7l10MxbDrumkfIuOk4v36+CgkweBt4Z+WrtOrerEzTUVpkScstoa+y8eJ4FMmB4lTRSw6cKoRozGg1KiEaE2lOL8K0JiRUtsSNwYtkDLKKjJ0zaR9jdsTSqvpbRb5/RY98LlFgmDBhAlu3bqVnz56MHDmSyMhItNpSKYRUGjq9jobt6gHw6LsPAnBq/xmeaveCa8StRqbL4A5ldv9df+7n1f7vFBx4VdeYiil3vc/Mne+XWTpKW6wlnVSHL7+ltKGuIZEoYxpNDPHYVA3JDh/0soJD1aCRHCiqRJZ6HpkGSKg4VRlVlUi1Fa+baHEDw9ixY1m4cCG//fYbfn5+xMe7gnRAQABGY8VOrli/dR0A7n6mPwBms43hd31CZpoJ2Ql9RvYqs3snXUzh6fYvYco0Y2lXG5pFuA4ors4DTm89KS0jePnV7/n1rzfRexU+ZUllYXIkoOCqJTDIrhdcm6rLaWMAL8lBqDYbo+yqJQnXxJKuBiJjR0FCBWxKarHuXaUDw4oVK+jQoQPr1q27oRq26reuw6sLxrN+4RaCwwOJOXiOtre2LPX7RO+N4Yc3lhRaGst1YvdpEs8nUSMqpNTTURYGRtzOBXM8vlo9dXQbUFQz+82RnLcG4yVDsk1LpFc6YfoMbKoWTa9AugWeRVHhQmYrmga04MG6Bc9OWZjiBoZZs2YB0LNnT4/9c+fOZdSoUcVKS1kxGvVMm/EgS+dtRTabMadkXP1LxZCamM6XE77DlGkGwLD/PJLZhmy2o7vg+qNo7lgHe+1qXAKWLtnK8IeLN31/eavl25sL2X9jdiaRaAsh1bEeH9lGtC2EUG0W3rIVLSq5v54+spUIjQnUbOKUehh0N9E8+MVi3bu4gWHatGksW7aMY8eOYTQaueWWW3j//fdp3Pgau8nmKFFgMJvNdO/e/YYKCrl6De3Cmnkb+OObdayZu5G5xz4hvF4J6r3z8Ur/d0hLTAegWedG2Cx2Th84i+LMm1NkWcK/WgEzNVZCYV41mNL8BVKtR1kX+x0ARtnOOUsI4YaaZKtnOGn24pLdHwWQfDNRUZEkSDfHsSMjAmOrYr55FnM9hlLo2V2uGjevSS0fiR8+XMmGL0Cn15Z6W9j7/zeXrcmZSLc0pmGmGV9fL07tO4PNbHOfI+WMq0BVadC86sz6qpWNdAufBsDL+4egEIWX7MBbtpCk+NPbexvgREFGURX0gKRmAiA5E9icFUvr6sXsXlrMXkm5gzBvvvlmHA4Hr776Kn379uXIkSP4+Fz7xJ8lCgxt2rThzJkzJblElWazuDK/4lQuT0dQirJSs9w/j/10NPVb1+GZjq8QnbM85pVUVLS6qleNl2ndS4BsRlElHLr2pJh90TpiuC3kOAkOP7JVL0yKHgc53QUBtJCebSn2Pa+X2VWvRW4edf1c+LxmxXFWklEDvFEDvOn8cA8ef+I2Ph37Dctn/ek+x/hvDJqkLOR0M35PDCz1NJS1dOt+bgs4jKI6OO9og1Gy4CcdR1UdSBJIuNrHnKqKU5WQARkrGjULRS3eXFX5lRiuZSBmaQ3CLPG023feeSf//vsvnTp1KsmlqqQX5z3Dr5+tolnnRkQ1Lni8w7Wymq1MvWc6x3ZE02dEd7oM7sCmJdvwC/ZlXOdXadCubr5BASCiXliVDAxJpo2Aa5GUQPUfHq5ppKUhAYPsxKbKbDI1JNPhxQlTOLJGIdNhQNapRPgUv4fLjRQYhr9+HzqDDp8Ab/o8VDqjs79+8QdWfbuOJh0bcNeTffls/mZ0Wpklm4/w174zpC30HBAqORUMxxPQeekIqVk1OkhcKcW8FQk7GgnqaPfSUJeJRoJsRcauSOglJ7IEmYo3FsmKvyxRR6fS3zcBH21Ase6ZX2CIivIsbV3LQMz0dFeNQ3Bw0f7dS/SXJD4+ngEDBtCjRw+GDx9Ou3btChyZ9/DDD5fkVpVSWJ0aPDrtwVLrLvrv8t3sWuOamfHXz1bx9spXGT7pPqbe8wGZKVkc33Eqz3cM3npu7teW8V8+USppKG+1/UeSZN4LahZaSaGGLgs5p+O2lLOhQojRxLlMP7JVPdl2A2hLMKX0dTLt9rUw+ngx7NV7PGZeLYnUhDSW/u93AHat2U+TDg358bNH+XrhVtb/c5wL5nR0wf5oMy6X6CRZolnnRoz74jFq1KpeKukoT2E+dxKb+TMWx0WMkhNNTs25UVLIUPSkKzqsqoYUpz9hmjQiNXYkCSK0SahKJpLsV/SbXpk/c/5b1IGYJRmEWaLAMGrUKPfynfPmzWPevHl52htyl/a83gKDKdPM/3V/nTMHz/HM548x6Km+Jb7mH9/+5fHZL9CbOs2j8PEvuG5Qo9Wwddl2akSFMGbGqBKnobxV8+5Cj1qb2Rj7MDplP1ZVy3FbdfxlK6esIcRZ/TFonATqsvAJNHEkJYwWwRcJ1RX/zfN6mXb7Wkwb8QnrF26l76ievDBnbImvt/6XHVja1ELOtKA/lYhWryUyPIjATDOSooDNiXwp3eM7Rl8vDv99nE+e+oYZW95ClqvWuFqjLoqukevYGv8SGZaVWBQTeknBCciomHEFhkb6S3jLDsyqjLck45CCQCp8CviCXJk//zsQ81rlDsLcunVrke9fosAwd+7ckny9Sju5+zSn958F4M95G4ocGBa//yt/freRgU/exj3PDeCbl+az56+D7uOyRsZmsXPm8HlO7jkNgFavRZIkHDa7uyeEKcPVG2Tnmn2MKYXnKm+qko0uYyK3GpO4YDVjVhWO2kI5aGlCkl0lzuJLfV9X7xatpNAuOBaD1gFsJNsxBh9t0ZdZvVGqkmxWO+sXuv4orP1uExO+eapIg8y2/7GHb178gWadGzP+qyfY8cdePv5hA/amru6ocrYVg9HVAWDDR8sxmKygqhi89Dg0MopTwd4wnNTwILQnLnJk2wlMGeZrmgG3sklJn0ottnBOkjlhD6SmNgud7I0FCzIqNlWLt+xqZzSrChZFAS5htKzFx9ivyPcraXfVkg7CLFFgGDlyZEm+XqldiI7DYXMUuHZuo5vq0eim+pzad4b+j/Up9FpJF5KZdOd7WLOtvL5kIjUbhjH7lQUAfPX899RvXZsl03/z+I7iVNi09B9UBbQ6DQ67E4fNwZSfJ/LGvR96nGsw6hnx+n0leNoKZP0LrOvRAEEaLVanlfY+D3HEsh4frUp931QOpIVRyyedOJM/UY40QmtkYrP5YLLK+BQ3B18HpYXUhDTiz1yiSYcG+fYM1Bt09B3Vk7XfbaL/o7cWGhQcdgdv3vchx3ed4umPH6HH/Z2ZO2kRZ4/EcvZILL2Hd+XN+/4Hra/4fXAobFq6DVOmBb1BhyXLVX308NQHmP/WUkxOFUcL1+BPZ/v6DGsWWSWDgt1xhvSsrwGorpFJUaqTpRuM5NiFVopFK9lJd3oT7/AhULZgVnUEaSyoSFgVJ8V+4mLk0dIahFn1WivLwd71B3ml3zsoToXXFo2nxwO35DnH6Gtk5o73cDqdBf7CZWeY+OuHzcx/6yd3t9MVX/7JuC8ep0mHBhzbEU2Lrk3wC/ZDliUURSWsbg0ykjNx2Bxs/ulfMpIyL19Qgk+e/jbPfYa9cg+3DutaOg9f3nTNXcVt1YRdDifN5mTp0d14V5cJ9DKRbjUSQh9+OxhN0zpxnNJU5+ChWpyPq0G48zQPtyv6uhjXQ4khOS6VJ1pNJCM5k3vHD+Cpj0ble94Lc8YWWlJQFIWNP/7Dso9XcnxnNAAL3/mZHvd3pmW3ppzad4ZqEUFENo7A29+Ibc9Z/GQZHyAzLZus1Cx+eMNzPrGl//sdxaki2RxIJiuqt4EOnRry+Gv3luY/QbnRyDXQauvicMSgyJFU18rYLH9hcSpE6e3YVBlJ25N/so7Q2/ckfrKVFKeeLMWAKXsjwT4DinzP4pYYSmsQZqkEhl9++YVFixZx7NgxTCYT0dGuDHbs2DF+//13hg8fTs2aJe+1U16O7zyF0+HqZrb2h035BoZchb2FTb7zfQ5s9pyjZu+GQwB8uPENzh6JpXbzKPQGHR+sm8L5Yxep2TCMF/u8CYD9v6tvqZCWcLn+NrBGAK8ufK5MBteVF0nbAELWgppObGY8vyR+jDbMTJAuG1mCIIMJu6LSItKGl97V3VLxV1FifWgXEVG8e14HgeHCyTgykjOxRfrz16lzjLI58NLn/+tcWB79fuoSFrz9s8e+2JNxWExWxn4ymtsf6UVo7er4BfkyY8tb7PnrIDfd3obHmo/H6VC4EB2f55rpl1zdKiXAe+tRxi0aT5++bYr9rBVNlr2JrPEndkcMquTPkbhueGmgmkZBI6kESApdDBdoovdF73StBe8n20lVvAk2XsNqbfkobmAorUGYJQoMiqIwbNgwfvrpJwCMRiNms9l9PCgoiNdec607+8orr5TkVuXqtoe7s2buemJPxLF95R7WzNvA7aOKNqVAXEwCJ3bn7UUUe/wie9cfpO2tLd1TbQC07tGc1j2ac/FUPDqDDrvVTr3WtTm190yea9SoFcLw1++jfZ9WhNauer08/kvSVAeq469TUVTXWrrZdi/89BZSbd78lXgA2alS2+j6Y+NID2TjE48SUoQBOx73uw4CQ4uuTWgzshtrAhykShIf/LqRyQ8UXqX5X9np2Wxaui3PfpvZxs8zVjD8tXs9ppSPalyTqMY1cTqdVIsIJuHsJapHVSPxbFKea3j5Ghj+2r207d2Kxtey3GolJ8u+GPQtURQzKgYkrDhUCZ0EoRodknM3XqpKouqaotuk6GgX9gPVjEWfywuKHxhKaxBmiboHzJgxg6VLl/Lkk0+SmprK888/73E8NDSUbt26sXLlyhIlsqzYLDZ++2I1z3V5jWFRT7L8qz+xWWxMGvgesScur36VkZJVyFXyMmeZebbjK1iyrXmOSbKEX3DeEcqqquKwO4ioH8bMHdN4bNrwfIMCQOK5JEzppusiKFwpxFCTQ2m12Z8awdGsW6jt/Rx/xjcFJCwOHQf21sV6th3TOz9Z7KAAVS8wbPzxb16/632GRj7BjCe/RFVVZjz+JdvXH3D9FQLSss1XuUpeUwZPJ/b4xXyPBYTk3/vFbrOj0Wj4+O+3mTjnaXcV6X9Zsqwc3xl9XQSFK8myEYvUmFSnkUQlkPDgee7/BxJwSdGTrEZSLfjLYgcFqOJLe86bN4+bb76ZL774AiDfBrAGDRpU2sAwa8J3rPjy8gjNT8d8Q/qlDPcgMi8fAyCx8O2faH5LY5p1anRN1zVlWshIdgUTSSOhOi9H8V5Du+ZZ2Cc5LpX/6/Y6SbHJvLJwPN3u6cj+q0yT/PevO7hvwqBrSk9V4a/z5q2WT7I9+Th3hN9MHd9QNsebOJR2nobedWnSJoKnOnZAV9Lpm4s5JUZF+PP7jUwfNdP9+Y9v1uG0O/n7150Y0rLx3RyDT4MaHJy3hD+c3tzxWO9rvnbCmcR899dqWpOBT97msc/pdPLqHe+yZ+0Bhr0ymNHvPMjNt7fGZr48mlrx1mNvEIomKRPtxTT2bzhcxKetGtqEfU5s5lKCvTrh790Nq/J/OEyLMMv1qO7VmJoBT6PXlHDOsqq8UE90dDTdunUr9Jxq1aqRnJxcktuUiR8/+M0jKORa8M7PdL23E35BPrTt3QpLtoWsNBMbFl17X+Bq4UH0f6w3Wr2WauGe/e03LfmHs0fOuz+rqsr+Da5pvO02B+vmbwIg9mT+b3K5zFlFf0OsCtoHN+TphgOp4+uad+qjDkP4s+/zzLztXp69pXPJgwIgKap7q8x2r93PR4/NyrN/zbyN9BnRHb8gH3qFhcHS/ZBu4Y9v1hbp+sMn3YfBW49fsGfp69zRC6z46vLvhqqqJJ5LYs/aAwCsnrMegENbj3t8z9KpAfZmNbF0bYziayAzNRubtfSn4ahoPro6NA5+gererr99Br9x+IRuI6T6AuoGTy55UMAzj1ZEPi1RYDAaje4h1wU5e/YsgYGBJblNmVi3IP91nB1WB+M+f5RlyfMY/c4wAkL88PYz0uP+os3kGb03BofNQVJsMs1uuVzScDqcjLvlNUxZZp7p+DK364awbfkuIhqEodVrMGdZ2LlmH0afyz0IOg5sj6y5/L9Ko9Uw5MXBRXxiIVdVqUra8tO/OB35J7J1r+YsS57Ha4v/j3qtayPLEn2LOLX2qX1nsJpsZKZk075va49jnz79LXGnE/j4qa+4XTuEtx74iJtubwNAtZrBLJ+1Br3X5dHUjW6qh2/A5cFcEhJ3Pn17qY24vtFUdFVSiQJD27ZtWbNmDRZL/hOapaSksHr16ko5j9Kgp27PmW/BU3j9Gix8Zxk/vLGUqCYR/Bj3DcuS59Kia9MiXd/o61q1SWfQMfbT0UQ2CncfM2WY+eixWRzfeQpVUdn44z9IkoRWr2PPXweZOvgDhr58N8FhgQBsX7Ebxam450JyOpxE1C/dmVxvJFUlMNw2sid6Lx2qRsYZ7IMquzKsVq8l5sA5Pn92Ng6bg6/2/o/l2Qu48+nbi3R936CckoIEAx7vzc39L3f9VVWVz5+bw8qv/0JVVdeAzgNniGwcQfSeGD4d+y0B1f1pc6trqoUTu07jWLUfw9GLeG0+hpRlIbJR8XqNCVU8MIwbN47Y2FjuvfdeYmNjPY6dOnWKwYMHk56ezrhx40qUyLKQnZ6db92d3qDn189X8f0bS1g+6080Gg0abdGrLxLPuXpq2K12dHodc499yojJ9+GT81a1ack2dFe8TV046RpQB+AT4I2XtwHnf6bXljUSASH+9B7ejQbtKsfqYVVRVQkMvsE+WC12sm9rTvYdrTD1cr2chNWpzvdvLOG3mauZOW4OQLHezN2rEKqQmZLNuytfZfJPz1MtZyXAHSv34O1/ueSaEpfmbqyWNTI+Ad4e7YqyxY7+wHmqORSad2lMz6Flv9zt9apKB4a77rqLl156iVWrVlG7dm0+/NA1IrdGjRo0atSILVu2MGnSJG69tfItzLFj1Z589589cjnAff3CD+5BP0V197P90Rl03NyvjXu058NTHsBiutxTadgrd3PLXTej0bkCz63DujL209FMXz+Vf37fxf3P3+lRhWSz2DFlmHj5h3FVYv3cyqwqzJN0YNMR0MgoIa5ebM5QP1Tw6DG3ftFWVs1ZV6zr9xt9K35BPkQ1iaBBu3qoqkq3ezpSLeLyNCP129ThgRfuzOmIAQ3b1WXczMf4cMNUUuJS6fNQd7x8L0/mpqoq6UmZjJv5OEE1ijezqOBSkfN5lXg2q2nTprFmzRoGDhyIt7c3Go0GRVHo168fq1at4o033iiNdJa6e/7v6j167FY7z3R8hbmTFhX5+nc9049eQ7uwb8MhHqz1FEs/XI4kSdS5YqGSJdN/Z9vynTjtTvReOibOHsPdz/Rn+RdrePO+/zFv0iK63HWzR3C48g1OKJ6q0vjcoV9btBoJw96zyOkmDLvP5lf7yUePfckr/d/G6Sza3P9terXgoSkPkHwxlbE3v8RbQz4C8Ohievif46yZu8Hd9frZmY8zaMztJJxN4sU+bzJ91Eza9mp5uVoK16JRweGBRX5e4bKKbnwulZHPt912G7fddtvVT6xEut7dgfkxX3DhVBwv9Sl8se4/vvmLR94eVqTr71t/iD+/2+j+vO33ndw/cRD2K3ppXDnOQdZqeCD8ceq1qu0ede2wO9mybLv7HI1WZtKSCUVKh5CX5ARJdv23MgutXZ0lF74h/uwlnu85BXNW3rY8WSOhOFV2rdlPwplLRNQPu+brZ2eY+GL85Ykw//l1J4B7mU4AxaGQnjMti0an4fVB0wgOD6RJh4buc7Yt3+Vx3UfeGUZgdVFaKIncPJr7c3krUWC4cOECv/76Kzt37iQpyVWnXqNGDW6++WbuvvtuwsPDr3KFimPOMrN3/SFiT+TfLdQ30IemnRqyc/U++j167X3Dc9VsGO6ekhzgUmwyXz7/HeeOXshzbrPOjTiy7QSWLAt71x3MczxXRINwLpyIY+XXf3HPcwNo2rFhgecKBasqbQyqqrJ3/SFS4lMx2x04g7yRU03uUoMkSQweN4CfZ6yg3W1FHwXv5WPAJ8Cb7HQTAHovHcu/+pN1C7bkObdpp4Yc/fck6UmZpCdlEnPwvKvzxn9eZo2+BkLr1OCdBz+m88D23Ppg4d3ZhfyVdHbVEt9fLeYY6ilTpvDBBx9gs9nyDMOWJAmDwcArr7zC66+/XioJLW1v3Pc/ti7bjiRBfv8CTTs25O0Vr2D08yr2QjyPNBnnUR9cmiIahPHdic/K5NrXq4yMDAICAug46C20Oi8cdgvbl79Oenp6kea5Ly9L//c7X7/4A6pWQ/YdrVB9DOiiE/Da6RqAGRweyAdrJxPRIKzYefT9kZ/x1w/5d93+L0kG9Rr+SMlaGcWhIMsSiy98TVBoYLHSdiP6bx4FKiSfFquN4bXXXuOtt1zVLyNGjGD27NmsWrWKVatWMXv2bIYPH46qqkydOvWqS89VhOM7o9m5ai+Qf1AAOLr9JA83eIbx3V7n549XYDXnnd6iIE6nE6fTWeSRyQZvz8Xtm3dpwnOzHqdZl8Z5zs1IzmT5rDVFur7gUpISw+bNmxk0aBARERFIksSvv/5a6ukDSE1MZ9mnrhkDFB89ak7jr7PG5T8MKXFpPNnmBZ6+6SVmv7qApItFW9XOYXdwz/iBSDndYFWNjKN2dZQr2guubNRQFQj4z+L2QWGBPD93LF3u7oBGq0GSJZTcsReyxPy3fypy24dQ8b2SilyVdPr0aT744APq1q3LqlWraNQo7zQRjzzyCJMmTeL222/n3XffZeTIkcWeF7wsfP/mUqzmy4uk+wb5kJWanee87HQTJ3aecm27TvHK/Oeueu3ju07xct+33MsZFoXVZPP4fPbweT4Z8w1avcb9FpYrKzWbT8d+S+e7biYkouqto1uhVPXyVkTZ2dm0bt2a0aNHc88995RB4lzWfr+RpFjXH3o53UxQYgYZRh26/ec8znM6nJw5dJ4zh86z8cd/+OHUzPwu5yEjOZPx3V7nYnQ8vYd3Q81p3LS3rYszKgQUBcNfB5CzrXmqinJnTs1lyjDxv0dmguQau3NlO4jiUPh95hra9GpJt3uKN8voDevK/FlKE+MVRZFLDN999x2KovDDDz/kGxRyNWrUiPnz5+NwOPj+++9LlMjS5HQ42fPnfvdne0QA8e2jsDasUej3ki5c29vYlp+2kZWWTWZKlkdPjf8yGPX0f7TwbrxZaa5g5bA5PYJCLkmSWPVt8boq3shK8ibWv39/3n77bQYPLtuR58uvmK5FAhzrjuD/52F0sakFfic1Pu2a3s4PbT3G+WMXcDqcxJ1OQKt3dX1Wc8dCyDLotEiyxMAxtxU6jsf9MqOCOdOS79igP7/bgMPuyHtAKFBFlxiKHBj+/vtvWrRowS23FLxGQa4uXbrQsmVLtmzJ25hVUSwmKw775V+e7O4NsEcFYepSD8XgWYCqFh5Eh/5t6TWsC+O+ePyart/9/s74BfsSEOLHveMHupc+vFKN2iHIGtlVN2wofvu/qqp8P3UJe9YdKPY1bkSSU3Vv4KrXvXKzWq+92rCspF/KzLPP8d/1OXBVP7a5tQXd7+/E60smXNP4lhbdmlC7WSRanYaBT/V1r1Ko2xeD5mwiuv1nCNLJeHkbyEzOIqpxyUYw/7t8N9++vKBE17jRXJlHJWcVKDEcPXqUDh06XPP5HTp04NixY0W9TZnx8fem17Au7rpTOdP1R0Ay25Ecnm9bI98cwjsrX+XVBeOp3fTa1k1t1L4+PyXOZmnCbBq2q8dHm99E+58FVBLPJmHOsrBk+u+89+frBIVdpWuf5Krb1Wjz/9+1bn75BV5VVclIyURRKnmXnkJIas6bWM7vW1RUFAEBAe5t2rRpFZtA4MkPH/IYv1KQrvd0ZPpfU3j9x4l0HND+mq7tH+zHt4dmsMK0gFuHdeWDtZMJDA1Azrai3xOD9nQC6ZcyMWdZ2LRkG89+/igN21+9Kjiguh/aAl50/vl95zWlrbRkpmZht1fdCfzcefSKfFqeivy6mpaWRo0ahVe7XKlGjRqkpaUV9TZl6syh8+4ir+/aozgiAtAmZnlE5lpNa3Lrg8VbLlOWL/9CN2pfP983PXBNRrZx0T+kxhc+ESHq5brdgOp+Hm+TkizR4Y52xUpnUR3dfoI37v2Q5IspaHQa/rduSpHnkKoM/jtw6Pz58x69PQwGQ0FfLTen959FcRYefL18DIx6c2ix75FbuvCv5ldgHjX6eXFibwwnd8dc9XrplzJR/I1o2tbFER2P5oplabsNLp82hsSMLJ5/bwHRqw/hfSKVMW8P5d7xA8vl3qXpyvxZJQa4mc3mIv3i6PV6j1XdKoMrFxeRbU70Z1JcDWc5+xq2r88XO98rlXtZTFYkWXI38F3pzMFznDl4Lp9vXab31uGwOt1/JNIvZbr7jzfv0pjJSycSHBZU6DVKy6v93yErzdXn3Wl38vPHK6tkYPjvegz+/v6Vrrtq8hVtWrn5R2vQ4rC6/oD7h/gxP2amxyy8JeETYMy3A4Y508JXE7676nct2VYs/jpstzQGoxdSRBDG33cTXN2PDze8QVQ5Tag3eemf7FZM0Lce1HOwcOHfVTIwVPR6DKUy8rmqGffF43z/xlLa9GhG3JlE/l2+G3OWhU6D2lO3RS2GTyq9Rcs1WpmAEP8CV7oqSKP29Zi+fipfv/A9K7/+y+NYvVa1eerDkbTp1SLfxZFKm9PpZP5bP7mDQq5q4eUTkEqb5FSRpIqpu71Wo94aRnJcGv4hfjS5uT7fT12Kw+qgRZcm1GtdmyEv3V1qQQGgVtMoEs7kXaKzMEY/L+Ye/5Tda/bzwqqVpHcLQ5uhUH0/GAw6pv48kfa3tsTo41Vq6SzMll+2s3PbMQgxgqoiqSpBzWuVy71LW24ezf25vBUrMMyfP59///33ms6Nji7eJHRlqevgjnTNKdr++d1Gtq/Yg9HPi8feG3HNbQnXSqfX8fHWt9j95wF+eHOpO0BcWYoweOvzdFU9c/g8DruD/Rs9V3ILCPHjrd9fpkZUyRcDuRbbTpzl3bmrSPw3Bl+9FtnmQKvX0KJLUx6e+kC5pKG0lWQOmqysLI88HRMTw759+wgODqZWrdL7I1SneRSfbXsXgOh9MSyZ/js2s427n+1Pjweu3vGjqF5d8BwbFv/NXws2c+RvzwV4VJ0GtWMDHBY7ur1nkHJKr+ZMC/GnEzi09RjZzV0vCQ5/GW38Jd56ZxRduzQp9XTmJ+50Au+P/IwddhOWblGggFeclUZhobw4YUC5pKG0VXRVUpFHPl9Zf37NN5GkSj3IJfF8El4+BvyD/cr0PjOe+JI/ruheOvCp21j7/aY8QSFXuz6tuOuZfvzvkZlYLTZ6DevKEx88VObpvFLft74lNjsTRQ9eF+2EfL+bp6c/zD3PVb1fuNxRpT1ueR2t1guHw8Kmf94q0ojSjRs30qtX3gVxRo4cybx580o5xZdlJGdiNduoHlmtzO4BsPaHTXww8nP35zse78OG6DiSQlx5TnfgLPrjl0fz+wX78OGmN3lu2hxOtPXlpoAafNCrb5HmbCqpdx76hHVHEsluHEh2Tde77m3BNZjxyvByS0Np+W8eBYqVT0uqyCWGmJirN0JVNeX19j3209H4BPqwf+Nhut3TkR2r9xYYFAAO/3OM9/98nWXJ88olffkxaLU4vQEJLJFaJG99lQwKVypJVVLPnj3zTAFTHvyrlc/LwG0P9cCSbWX1nPU0aFsHv2q+ZKxNhJzAIGd5duXNTMnGx8/I7/Onlkv68uNbszrEZqPPVFETnagSjHm6T4WlpzRUuaqk2rVrl0U6bgh6Lz1PfPCQ+/Pi938t9PyW3ZqVcYqu7t2ht3P/d4tRNaBJt9PvvtKvxih3inp5E/IY9FRfBj3VF4Dx3V5Hd+YSsskKiurqaXTF5HnBYYFUq1mxI++fmHIfq/u+h9OuwStNpW5kMHXKuGRV5q7Mn1WhV5JQeq42FiAtMR1VVculgbkgLeuGs378o+yLjaN9jRqE1qiaDc5XknIaJqUKePOvanJLR5rEK6bCuOKfzWq2kZGUWaET5RmNepatfpF//9hLnda1qd0gHFmuuN+Z0nBl/qyIfFrihXqE4rs9Z/F2WZN/Jo7eG5PvHPzlLSLQnztaNL4uggLgegNzihLDtbhzzO1IslTg4MrsdBOn9p8t51TlZfTxotf9nanbKKLKBwXgch6toHwqAkMFGvvpaH68+DVfH/jQYxbLem1q4xPgzZAX78LbT6zYVtpcPT6USr+CW2XQe3g3fkqYzYKzXxJa9/J6D006NsDb30iHO9rSqkfFV3leby7n0YrJp6IqqYIFhwURHBZEzwduYeOP/3Bz/7a8u/LVik7W9c2ZM3qoEo9jqExyG77veXYAsybMI6J+KO+seLXcGsRvSLl51P1z+RKBoZJ4deF4nv5kNAEhN84v2/Iv/2T3n/u4b8Kgch1BLSkKkuR6GxOu3T3jB9B7RDe8/Y3FXhioqjFbtpCRNRtvYz/8fIo//UhR5ebR3J/LmwgMlYQkSQTVuHHWyY0/k8inT38DwPY/9vLBX5Np2rEhWl05ZMkSrMdwowsIqVxTh5S1SyljUJRkzJY1aFHxMg5Ckn3L/sZVbT0GQSgN5qzL82c5bA4mdJ/MkJqPk51hKuRbpcR5RcOeIBRAVW0oShYAgbIBQ+YUbAkdMFl2l/3Nr8yjVWHabUEoDXvWHsyzLyMpiyl3f1Dm977cqCeqkoSCWWwHcWBFJ0kYJddMtDrJQXLyw6jXsvh1CVyZR0VVknDds5qt7PnrAPs3Hc73+IWTcfnuL1VOBVBy/isInlRVxWbbRXb2EvwkPVrJiUWxgyxhUR3Y1UwUJRWNpgwH0eXmUffP5UsEBqHcqKrK/3WfzMndp/M97h3gXT4T86kKKIrrv4LwH+npr2LK/g5VVdFKMiBhx0mqMxsFL/x9RpVtUIDLeTT353ImqpKEcmPJthQcFPyMBIcG0LJbOfROcjovb4LwHzbrDsDVIURRFRyqgllVsOFNjLMmTsPtZZ+IK/NoBeRTERiEcmP0NVK3Rd6pqTU6DaZMM7En4lj+5Z9lnxDRK0kojK4DzpzsIUkSKiBLEqlOB75c4Ezq51e9RIldmUcrIJ+KqiSh3CSeTyLmUN4V65z2y29Ex3eUw/odTsWzqC4IV0g3LUGDigaQVck9aaBBUtDiAPU4qmpHkspwLIfziqrOCsinosQglJuAED90hsJ/mQ7/c9yjK2uZUFTXL5uYEkPIh17jWoZUBaScuKAAWhRkCWQ1hWzrtrJNhDuPVkw+FYFBKDcGo4E2vZsXek6Tjg3xKuulIEUbg1CIAJ9hgCsY5A4hcAUG1zQVGjkEg65x2SaigtsYRFWSUK6ctoIz+cRvx3Dr8G5lP824qEoSCqGoWe6f0xXQSpdLD1qvUdSv9hIauYxnKRBVScKNZNwXj+e7/5UF4+g3+lb0V6lqKg2qqrg3QfivQL+nyVQDyVB0mFQNViScQIDPSBpVf7fsgwKeebQi8qkIDEK5qtkgnBFT7ke6Ys78gU/exq3DupVfIpScwW2ixCDkQ5Z9qVltLilKIOlOb+LsfiRL3QkLnlZ+icjNoxWUT0VVklDuRk55gJFTHiD2xEXSEtPLdWZVwFVnKzlBFW0MQv5CvDtxa50DmB2ppFhPEWZsVb4JyM2jUCH5VAQGocJENoogslFEud9XdTpRJSeqCAzCVRi1QdTU3lTu983No0CF5FNRlSTceJxKTm+P4hXRZ86cSZ06dfDy8qJjx47s2LGjlBMo3PDcebR4+bSkeVQEBuGGoyqqeyuqH3/8kQkTJjBlyhT27NlD69atuf3220lMTCyDlAo3qivzaFHzaWnkUREYhBuO3WnB7rBgd1oAyMjI8NisVmuB3/3oo494/PHHeeSRR2jWrBlffvkl3t7ezJkzp7ySL9wA3Hm0GPm0NPKoCAzCDUOv1xMWFsZWdQUb1V/Yqq7A19eXqKgoAgIC3Nu0afn3PrHZbOzevZs+ffq498myTJ8+fdi2rYxHwgo3hP/m0aLm09LKo6LxWbhheHl5ERMTg81mc+9TVTXPgDqDwZDv95OSknA6nYSGhnrsDw0N5dixY6WfYOGGk18ehWvPp6WVR0VgEG4oXl5eeHmV8ZQbglAClSGPiqokQbhGISEhaDQaEhISPPYnJCQQFhZWQakShMtKK4+KwCAI10iv19O+fXvWrVvn3qcoCuvWraNz584VmDJBcCmtPCqqkgShCCZMmMDIkSO56aab6NChAx9//DHZ2dk88sgjFZ00QQBKJ4+KwCAIRTBkyBAuXbrE5MmTiY+Pp02bNqxevTpPY58gVJTSyKOSqor1DQVBEITLRBtDJdGzZ0/Gjx+fZ/+8efMIDAwEYOrUqUiSRL9+/fKcN336dCRJomfPnnmOxcbGotfradGiRb73liTJvQUEBNClSxfWr1/vPr5582YGDRpEREQEkiTx66+/FucRBUGoIkRgqGLCw8PZsGEDsbGxHvvnzJlDrVq18v3OvHnzeOCBB8jIyGD79u35njN37lzi4uL4+++/CQkJYeDAgZw+fRqA7OxsWrduzcyZM0v3YQRBqJREYKhiatSoQd++ffnuu+/c+/755x+SkpIYMGBAnvNVVWXu3Lk89NBDPPjgg8yePTvf6wYGBhIWFkaLFi2YNWsWZrOZtWvXAtC/f3/efvttBg8eXDYPJQhCpSICQxU0evRo5s2b5/48Z84chg8fjl6vz3Puhg0bMJlM9OnThxEjRrB48WKys7MLvb7RaATIM/pSEIQbgwgMVdDAgQPJyMhg8+bNZGdns2TJEkaPHp3vubNnz2bo0KFoNBpatGhBvXr1WLp0aYHXNplMTJo0CY1GQ48ePcrqEQRBqMREd9UqSKfTMWLECObOncvp06dp1KgRrVrlXWEqLS2NZcuWsXXrVve+ESNGMHv2bEaNGuVx7rBhw9BoNJjNZqpXr87s2bPzvaYgCNc/ERgqCX9/f9LT0/PsT0tLIyAg7+Ljo0ePpmPHjhw6dKjA0sLChQuxWCx07NjRvU9VVRRF4cSJEzRq1Mi9f8aMGfTp04eAgACqV69eCk8kCEJVJaqSKonGjRuzZ8+ePPv37Nnj8Qc8V/PmzWnevDmHDh3iwQcfzPeas2fPZuLEiezbt8+97d+/n27duuWZmz0sLIwGDRqIoCAIgigxVBZjxozh888/Z9y4cTz22GMYDAZWrlzJokWLWL58eb7fWb9+PXa73T3O4Ur79u1jz549LFiwgCZNmngcGzZsGG+++SZvv/02Wu3Vs0BWVhbR0dHuzzExMezbt4/g4OACu8gKglB1iRJDJVGvXj02b97MsWPH6NOnDx07dmTJkiUsXbo03wFtAD4+PvkGBXCVFpo1a5YnKAAMHjyYxMRE/vjjj2tK265du2jbti1t27YFXHOxtG3blsmTJ1/bwwmCUKWIKTEEQRAED6LEIAiCIHgQgUEQBEHwIAKDIAiC4EEEBkEQBMGDCAyCIAiCBxEYBEEQBA8iMAiCIAgeRGAQBEEQPIjAIAiCIHgQgUEQBEHwIAKDIAiC4EEEBkEQBMGDCAyCIAiCBxEYBEEQBA8iMAiCIAgeRGAQBEEQPIjAIAiCIHgQgUEQBEHwIAJDOZg3bx6SJOW7vfzyy+7znE4nc+fOpWfPngQHB2MwGKhTpw6PPPIIu3btynPdmJgYnnnmGRo1aoS3tzfe3t40a9aMsWPHcuDAAY9zp06d6nFfnU5HnTp1GDduHGlpaXmu/e6779KpUyeqV6+Ol5cXDRs2ZPz48Vy6dKnA5/zjjz+QJImIiAgURSn+P5ggCBVKW9EJuJG8+eab1K1b12NfixYtADCbzdxzzz2sXr2a7t278+qrrxIcHMyZM2dYsmQJ3333HefOnSMyMhKAFStWMGTIELRaLcOHD6d169bIssyxY8dYtmwZs2bNIiYmhtq1a3vcb9asWfj6+pKdnc26dev47LPP2LNnD1u3bvU4b/fu3bRp04ahQ4fi5+fH0aNH+eabb1i5ciX79u3Dx8cnz/MtWLCAOnXqcObMGdavX0+fPn1K859PEITyogplbu7cuSqg7ty5s8Bzxo4dqwLqjBkz8hxzOBzq9OnT1fPnz6uqqqrR0dGqj4+P2rRpU/XixYt5zrfb7eonn3yinjt3zr1vypQpKqBeunTJ49whQ4aogLp9+/arPsdPP/2kAuqiRYvyHMvKylJ9fHzUTz/9VG3btq06atSoq15PEITKSVQlVQKxsbF89dVX3HbbbYwfPz7PcY1Gw/PPP+8uLXzwwQdkZ2czd+5cwsPD85yv1WoZN24cUVFRV713t27dADh16tRVz61Tpw5AvlVPv/zyC2azmfvvv5+hQ4eybNkyLBbLVa8pCELlIwJDOUpPTycpKcljA1i1ahUOh4OHHnromq6zYsUKGjRoQMeOHUucpjNnzgAQFBSU55iqqiQlJREfH8+WLVsYN24cGo2Gnj175jl3wYIF9OrVi7CwMIYOHUpmZibLly8vcfoEQSh/oo2hHOVX566qKkePHgWgZcuWV71GRkYGFy9e5O67785zLC0tDYfD4f7s4+OD0Wj0OCclJQWA7Oxs1q9fz8yZM6levTrdu3fPc72EhASPEklkZCQLFy6kSZMmHuclJiby119/MWvWLABq1apF586dWbBgAffff/9Vn0kQhMpFBIZyNHPmTBo1apRnf0ZGBgB+fn5XvUbuub6+vnmO9ezZk/3797s/T58+neeff97jnMaNG3t8btmyJXPnzsXb2zvP9YKDg1m7di0Wi4W9e/eybNkysrKy8py3ePFiZFnm3nvvde8bNmwYEydOJDU1Nd/SiCAIlZcIDOWoQ4cO3HTTTXn2+/v7A5CZmXnVa+QGj/z+QH/11VdkZmaSkJDAiBEj8v3+zz//jL+/P5cuXeLTTz8lJiYmT6kil16vd5dyBg4cSO/evenSpQs1atRg4MCB7vPmz59Phw4dSE5OJjk5GYC2bdtis9lYunQpTzzxxFWfSxCEykMEhkogt2rm4MGDtGnTptBzAwICCA8P59ChQ3mO5bY55LYb5Kd79+6EhIQAMGjQIFq2bMnw4cPZvXs3slx4k9Mtt9xCeHg4CxYscAeGkydPsnPnTgAaNmyY5zsLFiwQgUEQqhjR+FwJ9O/fH41Gw/z586/p/AEDBhAdHc2OHTtKdF9fX1+mTJnCvn37WLJkyTV9x2KxkJ6e7v68YMECdDodixcvZunSpR7bc889x5YtWzh37lyJ0ikIQvkSgaESiIqK4vHHH+fPP//ks88+y3NcURQ+/PBDYmNjAXjxxRfx9vZm9OjRJCQk5DlfVdVrvvfw4cOJjIzk/fffd+/Lzs7GZDLlOffnn38mNTXVozpswYIFdOvWjSFDhnDfffd5bC+88AIAixYtuub0CIJQ8URVUiXx4YcfcurUKcaNG8eyZcsYOHAgQUFBnDt3jqVLl3Ls2DGGDh0KuKpsFi5cyLBhw2jcuLF75LOqqsTExLBw4UJkWXaPeyiMTqfjueee44UXXmD16tX069ePkydP0qdPH4YMGUKTJk2QZZldu3Yxf/586tSpw3PPPQfA9u3biY6O5plnnsn32jVr1qRdu3YsWLCAl156qfT+sQRBKFsVO77uxnAtI59V1TXC+dtvv1W7deumBgQEqDqdTq1du7b6yCOPqHv37s1zfnR0tDpmzBi1QYMGqpeXl2o0GtUmTZqoTz31lLpv3z6Pcwsa+ayqqpqenq4GBASoPXr0UFVVVS9duqQ+8cQTapMmTVQfHx9Vr9erDRs2VMePH+/x/WeffVYF1FOnThX4TFOnTlUBdf/+/YU+uyAIlYekqkWodxAEQRCue6KNQRAEQfAgAoMgCILgQQQGQRAEwYMIDIIgCIIHERgEQRAED2Icg3BDsVgs2Gw292e9Xo+Xl1cFpkgQKh8RGIQbhsVioW5tX+ITne59YWFhxMTEiOAgCFcQgUG4YdhsNuITnUTvisLfTyYjU6HBTeex2WwiMAjCFURgEG443n4q3n4qDsTYTkHIjwgMwg3HrirYVdd/BUHISwSG65RTsQIqGllUkfyXAwV7zn8FQchLBIYq5kx2HEcyztApuD6plrX46epR3dgJSZI4b7rE24fnE6aPo5P/egDqBn1Ak8BbKzjVlYtTVd2bIAh5icBQhRxK286s6C+Is3hzNi2OCMMZVCDGWoNO1R8jOi2WMHkjtbySULEAsOj0x9xWM5wuNZogSVLFPkAlYUd1b4Ig5CUCQxVhc5r57cIHhHrZCdRnYHG61nyWAAmFo6nz6WHcTRcvhUSHD8mKAQ0qF6z+PL16KXWleiwaOgRvva5iH6QScLUvuDZBEPISI5+rCEmSkdGiwUkNXQYZDi989D3JUOpgVnU4nGlIOXXmBtlBgGwhSGPmwbCd3NVqN1rf7ZxISqrgp6gcHKqEXZVwqCUrQb333ntIksT48eNLJ2GCUEmIwFBF/HXhNL9E18Nq0+IlOwgzZnIo8yDpjgy0qpOzthB2mmpxzFKdWLsf2pwg4S3Z8DFYuanJKcIDHRX8FJWDDdm9FdfOnTv56quvaNWqVSmmTBAqBxEYqoh9yRfQSXai9JcI06biJTnQSgo+kpW2xvPU1yfgo/rQxejAWwnkgj0Ek6IjwemPhIqvrDD/7ItMP/YeydaUin6cCqWoknsrjqysLIYPH84333xDUFBQKadOECqeCAxVxJ3hO3i/1S809L2El+wgwiCjkxvQ0JBAqC6Tm33O0MfvAn4aB738ErCqWuKcQWQpXkR51UQjWTHK8aTZtvPdmR8r+nEqlA2NewPIyMjw2KxWa6HfHzt2LAMGDKBPnz7lkVxBKHciMFQBVscFsizfoJMUDDiQUFHR8sOBZsRaXG+sOsCJa3K4LEXlnM2PDKcXiQ4/Uux2AFQVbIqGAJ1/RT1KpeBQZeyqjEN1Zf+oqCgCAgLc27Rp0wr87uLFi9mzZ0+h5whCVSd6JVUBqvMiwbKGLMVBNhqynF7EW50803oBKdlGMox69Kiky1YynTbO2r3RSiqXHH7YFZmz2UF4yQoKEqczQlCsXuwNXEmWI4kO1e7DoPGp6EcsV3ZVk7O5JtM7f/48/v6Xg6XBYMj3e+fPn+e5555j7dq1Ym4l4bomAkMlp6oKptTHCdZYCNJ4k2iYxj/x31JTn0wNXSY1AjOxKDqsEpy1a7CpWs7YgklyuP7Q6SQHWikNrQwXTP7EZQWgU7ewNv44ABm2VAZEjq/AJyx/NlWDTtVgy+mu6u/v7xEYCrJ7924SExNp166de5/T6WTz5s18/vnnWK1WNBpNWSVbEMqNCAxVgWpFg4QeO9Usr9Detymx1su1gFZVg0ZVSVO82JjehHSnD9V12TTziUUjqdTUp5GheGOUbZxIqeEx4ndr/FkGRFbEQ1UcBxrsaChqH63evXtz8OBBj32PPPIITZo04aWXXhJBQbhuiMBQyUmSjMHvJdSMqWgkiUDJQbh0gAvU4JLdF4PsQEHCoWjQyw56BRzDS3IQqDUT7/AnQ/FGI7m6rspmLzCBip7zliB0kpMLmb4V+4AVwKnKOVvRRrj5+fnRokULj30+Pj5Uq1Ytz35BqMpE43MV4GUchAVXvbdDVclWJGrrUwjQWEhXfMh0GtHKChpJxVtjJ0SXjVZS8JctZDv1pDoCOJlaC5NyK43DnRirmbEoOjSyQvPqSZid2RX8hOXrchuDeMMXhPyIEkMVoNFUIzhsL7FpP7My/geaGWNAkjDKdiS1NTHZ52lqjEMrOzGrWkySDqNkJ8XpjU3VYnfKbDwfiU53lprVssCpwyiDRlIxKZc4nrGXNkFdK/oxy41d1eYEhpLPHbVx48aSJ0gQKhkRGKoIWfZm+cX67MmMQCubqW9IJNhQiyCbgq9PLBIqh7LDMak+NDReRALMqgF/jQV/jYWu4dEkmLpQ3cvABXMiF0xGGvpn46Pxp5ZPo4p+vHJlR8amasQkeoJQABEYqpCaPv78ciaQZv5e+Mg27I6TVJeiSZFd3U1rGTPRyzZCNcloJYVj5lCQXLWFtXx9aR7QkE0XbWRr0zHZ9bTUt2X3MidPqCsZ2bYh3k6VXsO6IMvXdw2jXdWiVbViEj1BKIAIDFXI3XVbcNJ8Br3sxIGMHicKErltqBlOPZFyMsEaMwB+kpU9ptqoKvxxOhircysGuy9OrTcda5/GZDhFwwdk9ixuwQfT9uN18AKXzicx9OXBFfiUZU9Bcm+CIORVZoHBarUiyzI6nZjmubQoqoJFkdFJMvvNURglHyRS0cl2LGoEJtVMpvPywCsDdTmd1gqjaqd3g5PYnRo2HGyCxWSgmrcJWQK0CpGtEzg3x9UAnXYpo4KervzYVC0aVesexyAIgqcS1Rls3ryZyZMnk5aW5t6XnJxM//798fX1JSAggJdffrmkaRRyyJLMnZEvEmMKYXdGbbakh4GkoZomm0D5HA6HTLrqw2FrOMcsTbmt3rc4NtXGkZqEJIFe66Rv/QCqB2aSaQrPKWlIjOvzIF1e6orx8w40ePqmin7MMufI6ZHkEL2SBCFfJQoM//vf/1i4cCGBgYHufRMnTmTNmjXUrVuXwMBApk+fzpIlS0qaTiFH68BO9A1/jGqGhgyp9RABGhVJAl+NlTS7F4oKiQ4/ou1all/8iUsZ2VgTvPBTzdTQmokI+ZOb6p/GpMnm79h6/HmyOXYphFVNz3MizMSLh5ejXudLXoruqoJQuBIFhr1799K16+VujhaLhSVLltC3b19OnDjB8ePHqVWrFrNmzSpxQoXLBkT04YPWk7g9rCcNA0ehqBKJNj92p9XmQGZNshUvQAKbP/Vb+tK5+1GCvEwYNdkYZAt1vV0L9ngZbYRVS2ba8U8I8snA18uC2WFj0p4VFfuAZcyuyjmB4fpuZBeE4irRb0ZycjI1a9Z0f962bRsWi4VHHnkEcI0UHThwIMePHy9ZKoUCtaj2GGGBv7Ii6W6aBzbFILfhaEYoEt2Y92cm++Iu5ikBOBSZuEw/Qr0zqeOfSk2fDKobswg2mvEzmll2bjdJlqwKeqKyZ1e07k0QhLxK9JthNBrJzMx0f96wYQOSJNGjRw/3Pl9fX1JTU0tyG+Eq2gY35McurwBwPPM0rx88ze60cxhbx1JbkfjnUBs6tjxLus1CssmXWHMgUf6p6GWn+xoyrjaIIG8zeo2TIL13BT1N2VNzeiSpoleSIOSrRIGhQYMGrF69GqvViiRJLF68mGbNmhEWFuY+59y5c9SoUaPECRWuTYLlEmrOwC1JUpA1Ms2a1GRdgp0Mmw6DxkmDwEvoZAVQsSsyZoeW2BR/vHxc08qFePmiuY7HMtgVDbKiwa4oFZ0UQaiUShQYHn/8cZ544gkaNGiAXq/nzJkzTJ8+3eOc3bt306xZsxIlUrh2nau1Z1P8frYkHEWrcaKVIcZykFAfFR+9DoeiwanK6FBwKDK7YiNJT/dHMWsIMVh4oGNDHm8woKIfo0zZVQ2yqsGuisAgCPkp0Wvho48+ygsvvIDZbCY9PZ0xY8Ywfvx49/Ft27Zx4sQJevfuXdJ0CtdIJ2vpV6M/Jy7W4Hh8KHGpPlQ3ZOKntaABsmwGzE4dqVYju2NqkZoSiGLTIJsl0lJ8uLN6b4INfhX9GGVK9EoShMKVqMQgSRLvv/8+77//fr7H27dvT2pqKj4+N9YKYRXt5tAoHmvZnu9Pb+fmiHME6lwjofefrsXF1ECsNX2xyzZ8/DRMbtmf42eSWHbiGD0b16VJ9ZAKTn3ZcyoaV8lJVCUJQr7KtFuGXq9Hr9eX5S2EAnQPr8empFUEermCgqrCYy07cOqSDzttO0mx2XFITm6tX5/BTVvycv9eFZzi8uNEcm+CIORVKoHhl19+YdGiRRw7dgyTyUR0dDQAx44d4/fff2f48OEe3VqFspdpduCvda3H4FAd2BQNFzVHebvbKxxIbcyy8zvoUaMpAddx76OCOBQZWdHgUJxXP1kQbkAlCgyKojBs2DB++uknwNV91Ww2u48HBQXx2muv4XQ6eeWVV0qWUqFITqWncCI+jACjCadewqHKpNpcx1oF1aJVUK2KTWAFsqsykiqLAW6CUIAS/WbMmDGDpUuX8uSTT5Kamsrzzz/vcTw0NJRu3bqxcuXKEiVSKLqRTdtxa0Q7vC2DCTP0RiO1ZFTdByo6WZWCQ3W1MYi5kgQhfyUqMcybN4+bb76ZL774AnA1Rv9XgwYNRGCoAAEGLz7pMaiik1EpOVUZR866z4Ig5FWi34zo6Gi6detW6DnVqlUjOTm5JLcRhFLlyOmV5FBEiUEQ8lOiwGA0GklPTy/0nLNnz3rMvioIFU0s1CMIhStRYGjbti1r1qzBYrHkezwlJYXVq1fTqVOnktxGEEqVQ5HdmyAIeZXoN2PcuHHExsZy7733Ehsb63Hs1KlTDB48mPT0dMaNG1eiRApCaRKBQRAKV6LfjLvuuouXXnqJVatWUbt2bT788EMAatSoQaNGjdiyZQuTJk3i1ltvLZXECkJpcKpSTuNz0aqSZs2aRatWrfD398ff35/OnTuzatWqMkqlIFScEr8yTZs2jTVr1jBw4EC8vb3RaDQoikK/fv1YtWoVb7zxRmmkUxBKTXFLDJGRkbz33nvs3r2bXbt2ceutt3LXXXdx+PDhMkqpIFQMSb3e13EUhBwZGRkEBATQ9fexaH0MOLKtbL1zJufPn8ff3999nsFgwGAwXNM1g4ODmT59Oo8++mhZJVsQyl2JSgzff/89Bw4cKPScgwcP8v3335fkNoJQqpw5YxhyxzFERUUREBDg3qZNm3b1azidLF68mOzsbDp37lzWSRaEclWiwDBq1Ch+/fXXQs/5/fff3Ut9CkJl4FRk9wZw/vx50tPT3Vth07ccPHgQX19fDAYDTz31FL/88otYb0S47pT5ordOpxP5Ol4NTKh6nIqMdEVgyG1MvhaNGzdm3759pKen89NPPzFy5Eg2bdokgoNwXSnzwLB3716Cg4PL+jaCcM0UVcKpSChF7JUErqnkGzRoALjWG9m5cyeffPIJX331VWknUxAqTJEDw3+7ns6bN4+NGzfmOc/pdBIbG8uZM2d44AExeZtQeShISKU08llRFKxWaymkShAqjyIHhiuDgCRJnDlzhjNnzuQ5T5ZlgoODuf/++/n4449LkERBKF1ORYYrqpKu1SuvvEL//v2pVasWmZmZLFy4kI0bN7JmzZoySqkgVIwiBwbliuUQZVlm6tSpTJ48uVQTJQhlSVEkJEVCUYpWYkhMTOThhx8mLi6OgIAAWrVqxZo1a7jtttvKKKWCUDFK1MawYcMG6tSpU0pJEYTyUdwSw+zZs8soRYJQuZSou9C///6L0WgsrbQIQrlQFFep4YrCryAIVyhRYHjllVeIiorivvvuE/WsQpWhqJJ7EwQhrxIFhm+//ZZ27dqxbNky7rjjDurUqcNbb72VZ6ZVQahMVFVyb4Ig5FWiwDB69Gi2bdvGoUOHGDduHNnZ2UyZMoW6desyaNAgfv/9d4/GakGoFBQJVZGgiI3PgnCjKJUhyc2aNWPGjBlcvHiRRYsW0bNnT/744w8GDx5MVFQUkyZN4vTp06VxK0EoMSWnR1JReyUJwo2iVOeq0Ol0DBkyhLVr17J161bCw8OJi4vj3XffpVGjRtxxxx1s3769NG8pCEWm5pQYVBEYBCFfpRoYVFV1lxR69uzJxYsXqV27NpMmTaJfv36sWbOGLl26iNlWhQolAoMgFK5U5ko6d+4cs2fPZu7cuVy4cAFZlhkwYABPPvkk/fr1Q5Jcv4BHjhxh4MCBvPnmmzz88MOlcWtBKB6xCokgFKhEgeGnn37i22+/5a+//kJRFGrWrMnkyZN57LHHqFmzZp7zmzVrxkMPPcS7775bktsKQomIEoMgFK5EgeGBBx5AlmVuv/12nnrqKQYMGHDVKbabNGlC165dS3JbQSgZVbq8CYKQR4kCw2uvvcbjjz9OrVq1rvk7w4YNY9iwYSW5rSCUTG5XVVFiEIR8lSgwvPXWW6WVDkEoN6pyeRMEIa8S9Ur6559/mDBhAvHx8fkej4uLY8KECfz7778luY0glCopZ3ZVSZQYBCFfJQoMH374IcuXLycsLCzf4+Hh4axYsYIZM2aU5DbCdSQhJZPftx4iMTUTgOz0bH6buZoj246XXyLUKzZBEPIoUVXSzp076d27d6HndO/enbVr15bkNsJ1QlVVHnv/R+KSM4gI8efVrm14f+TnZKVmI8kSn++YRqN29cs+IaKNQRAKVaISQ2JiYr7dUq8UFhZGYmJiSW4jXCecikpKRjYAl1KymHTX+2Sluj6risr/dX2dZZ+sLPuEKFdsgiDkUaLAEBgYyLlz5wo95+zZs/j6+pbkNkIVZs4y8+e8DSz/cg0pF5J5f8wgbru5Mc0TzUj/qcqxWezMfX1xmadJtDEIQuFKVJXUqVMnfvnlF86fP09UVFSe4+fOnePXX3/l1ltvLclthCrs1QHvcmjLMQA0Wg19RnTn7a+f5KUfd3A2n/MtWRb+/nUHXe7uUHaJEm0MglCoEpUYJkyYgMlkcs9/FBcXB7h6I3333Xd06dIFs9nMxIkTSyWxFSE7PZtX+r/D2A4vk3BWVIkVxaGtR91BAcDpcLJm3gbuD38MWasp8HupCWnFut/i93/lpb5vsm/DoULPkwBJdf1XEIS8SlRi6N69Ox999BETJ07kkUceAUCSJFTV9SomyzKffPIJ3bt3L3lKK4DFZGXaiE/ZtWYfipeWRx/5hOnzxtG0VmhFJ61KOHf0Qr77M5Oz2L/hcIHf2/Lzvwx8si8AcacTiN4bQ4c72mIwGjzOW/HVn8x8bi6KU8Ho40V2hgmAS+eTmXP0k4ITJhqfBaFQJZ5E77nnnqNXr158+eWX7Ny5k/T0dAIDA+nQoQNPPfUULVq0KI10lrtTB84w9qaXcDpcLZQZfRuTEhHA6I+WsPKtRwn2867gFFZ+vUd049A/xzix8xRnj3iu6qc4FQw+eqzZtjzf2/PXQcZ1fpWW3Zuy8uu/yE430eXum5m67EXOHbvAxsV/03FAO756/nscNgeAOygA1GpaeIcISbm8CYKQl6Tmvt4LHl4b+C47/tjr/px6f2uc1XyQVHgsNIKhT/UlOCyoAlNYdbx6xzvsXL0vz36NToPT7nR/rlYziOQLqfleIzA0gPmnZ/Jos/8j4ewlDN4GrCZrnvOe+fxR+o++Fb2XPs+xjIwMAgICqPPWO8heXigWC2def4309HT8/f2v+hzTpk1j2bJlHDt2DKPRyC233ML7779P48aNr/pdQahKSnU9huvJmUPnPT77rTuJ4WgCvn8d55c3f+L9hz+roJRVLTOe+DLfoICER1AAuHPM7XQa1N5jX91Wrnm40hLSef/hz8lIdg2Mczqu+O4VNUJRjWvmGxQ8bl3MXkmbNm1i7Nix/Pvvv6xduxa73U7fvn3Jzs4u0nUEobIrlfUY/v77b+bNm8e+ffvIyMjA39+fNm3aMHLkyCo7k2pynOebqz7djHbTKfcfIXtOFYZQMKvZyh/frsuzX9ZKNGhTlxO7XMu91m9bh3a9W/HLp6to2a2px7lRjSOIOeDqEr1l2b+gQlBoAC999wx/fLuOf1fsxmaxI2tk2vdtTYsuV397/29VUkZGhsdxg8GAwWDI873Vq1d7fJ43bx41atRg9+7dVbYdTRDyU+ISw//93//RvXt3Zs+eze7du4mOjmb37t3Mnj2bHj16MGHChNJIZ7kb+MRtHm+iilNlxOT7sDWriaVDPRr+5w+YkJfBaKB6ZLD7c856TWg0GkZMfoCeQ7sw5MW78fY18vNHy0lLTGfLz5fn1ZI1MpuXXvE5Z0r3iAZhtO/bhlcWPIfidP111+o0vPX7S1ctLQB5uqtGRUUREBDg3qZNm3ZNz5eeng5AcHDwVc4UhKqlRIHhu+++45NPPqFhw4YsWLCAixcv4nA4iIuLY+HChTRq1IhPPvmkSi7l+cxnj/LawvHuz1q9lnX/HMPWMgpHvRqsi75YcYmrQv634Q1adm9Ky65NqN0sEgC71UHi2URCa1dnyf9+4+CWoyhKTk82zeVonPtHP1f7vq25a2x/Xl/i6v6s1Wl5ef5zdBrUnpfnP4dGU3AXWA+5pYWcy58/f5709HT39sorr1z9EorC+PHj6dKlS5XtYCEIBSlR43OnTp24ePEiBw8eJCAgIM/x9PR0WrZsSURERJWcYVVVVea+vphF7y4DwFnNF3Of5iBJ6I5e5LG7OvLw1AcqOJVVx701RpOR5Goj8AvxIzM585oGmfmH+CFrJNISXFU+EfVDeXn+czTt2LBI989tfK7/6rtovLxwWiycevfVa258vtKYMWNYtWoVW7duJTIyskjfFYTKrkQlhsOHD3PvvffmGxQAAgICuPfeezl8uOA+65WZJElkpWa5P2uSszCuP4JhWzT6A+f4cfpvbP5pG6Jj17Vpf1sr98+ZSdcWFAAykjLdQQHg4qkEFr/3S/ETUsKRz8888wwrVqxgw4YNIigI16Uy75UkSVV7ENEf33g2nmouZaI7m4Skgs1s460HPuL3L9ZUUOqqlpe+f5ZxXzxO086N3PtkzdWzoCRLhNer4bGvTa/iV99Iak7jcxEDg6qqPPPMM/zyyy+sX7+eunXrFjsNglCZlSgwNG/enJ9//pmsrKx8j2dmZvLzzz/TvHnzktymQvUe0Q0Av2CfAs85fzz/Eb6l7ci247x23wcM/XA2z/2+kl1nL3A4LoFUs7lc7l9SGo2GQU/1ZfLSiQSE+AF52xHy4+1v5PWlE9HoXG0IWr0WU5YZu81evIQUs8QwduxY5s+fz8KFC/Hz8yM+Pp74+HjMVeTfXxCuVYnaGObOncujjz5K8+bNmTp1Kj169CAkJISkpCQ2btzIG2+8wZEjR5gzZw4jR44szXSXK1OmGS8fA//8tpP4M4lsWvIPx7ZHu4+/9P2z9BlRdt0V1y/cQnx6JvM2buOSxUxGvxrg7URK1YBdi49Ox68Pj6BucNUZcPfDm0v5fuqSaz4/v8FvT0x/mPsnDrrma+S2MTR84V00Bi+cVgsnp197G0NBpd+5c+cyatSoa06HIFR2JRrH8Mgjj7B3714+//xzHnjA1QgryzKK4noLVFWVZ599tkoHBQBvPyMAXQd3BKDH/bfwcP2xOOxODN56ut7TsczuvfHHv5k24lNixzXD0jUQVH/kYNc0EmoNBZIlMnxsPP7p1/w19aUyS0dpy22EBlzdgq/yepKRnImslVEcl0sYOkPxsm9xp8QQbUnCjaLEA9w+/fRT7r///jwD3Nq2bcvIkSPp1q1baaSzUqkeWY3p66fy1w+bSU/KYOPiv+k3uvSnFt985DQzDh8mu30EijG3K6aE6pCQtCrYJJRAB8hwqr7ChcRkataoVurpKAsjJt+HJduC3lvP5qXbSEu83LisM2ixWz0HEEpI7qAQ0SCUng904c6nby/WvcVcSYJQODFXUgk81+U1jmw7AcA3Bz+iTvO8a1KURLvpn5NitKIxw9DMILLaV2PToZOkBaqgV8EhIRmcYFAxWCUOjHwB/bX25a8kTu45zdM3eZZ0IhtHEHu88HEiNRuGM+/4p0W6V25VUuPnLlclHf+keN1VBeF6JuZKKgH/aq4GVJ1Bh7efV6ldN7cqzuTtcM0p5A2333MLb3fvTd0N6WjMEjhkUCXI0EKaFluGrtTuX562/b7L/XPd1rUBrhoUwDXSubgk9fImCEJepTJXUnx8PLt37yYtLQ2n05nvOQ8//HBp3KpSefmHZ1m/6G8a3VSfGrWql/h6GSmZPDl4Cke7a+ncuimj2rbly727iDRrefOmyVSvGUxCpD9e8RKmqJyqEFUCG7SPiKhypQVwlRhyxezPb003l/+2L1xLN9eCiKokQShciQKDxWLh8ccfZ/Hixe633P9SVRVJkq7LwADQqkczajctnUFOO1ft5WgnCXNbX9Zznpl1OnOsw3OMaTGBWEUl6XwyXimZOP29kCxeOLVOAr296dW9Fa/e2qNU0lDeRr45hJiD50g4e6nQ864MCuBaWa/YlCs2QRDyKFFgePnll1mwYAGNGjVi2LBhREZGotWWSiGk0ku7lM6TbV4gJS6VB1+9h0feHlai6zkdTha/9yu6VjbMHUGyq0T5BKFRVI9ukppsGz5/n8DpG4Z8zkr2nY1ZuvcQJouNj+8eUNLHKncN2tTlu5OfMWXwB+z4Y+819/ypHhVS7HuKqiRBKFyJ/oovWbKEZs2asXv37nynKb6enT0SS0rO1Nx71h28amBw2B0oTsU9++dHj3/Jn99tZNCYvjz10UimjfiUM4fPE3AYDEey0SbbiZdPo29i4XR6FqY7W+GVZSHiVDInp4Wg+oMlMxjLGQVJkTiZlFzmz1wWUhPSeP7WqcTFJLqDgsGoR2fQkZXmKhWoEtia1UQ1aDEcjAW7k8N/HyfpYgohEUWf2VRUJQlC4UrU+JyWlka/fv2uy6Cwe+1+ti3fVeDxFl2a0GtYF2o2DOehyfcXeq1jO05yf+hj3Bsymn0bDmExWVk1ex1Oh5PfZ65m95/72bTkH8DVpd+4PwtdrJW//znCOxt2YBrQFEd1X7LrhvDwsrGoOR1otEY7PnsSCctQmNy39LvLlodda/Zz7ugF7JbLo5gHPHWbOygA2OuEYG1bC1uzCCy3NCDr/pux3N8BUzEnOyrulBiCcKMoUYmhcePGJCQklFZaKo0tP//Lm/d/CMCznz+Wb395jVbDqwvGF3qdxHOXWPrhclbNXofV5BqUtn7hFtr0akHXezqyddl2ej3YlchGEXh5G7CYrLTs0YzoICPZWg0rtGayT2WAUYNkBaMTPuz2HoZRwVi7+KHbYiZwaSwTvrmNjrWq5mRurXs1J6RmMKmJ6TRqX4/Y4xdZNmOlxzl3PtqbJcdci/U4vfWg02IH/j10jloRxRi3UcJJ9ATheleiwPDCCy/w1FNPER0dTYMGDUorTRXu0vlkVI1ERteaLI87S3+nE10xevxMGvQeMQfPeezbuXovTqeTKT89T3aGCR9/bwC+PvAh8WcScYYG8My0nwCwXblKnOrElmXBW1Hw/SIe3y/iqd0sknfPfkGNqJL3iKooNaJCmB/zBXabg79/2cF7D+Udm3Bq2Q6q2x1kmqxI2RYs3ZtQrZo/nVvVKdY9RVWSIBSuRIEhMjKS22+/nQ4dOjB+/HjatWtX4EChqrT0Ydd7O7L4xDHOh8tsJptFuw/wcIe2RbrG4X+Oc/FUfJ79SRdS2bVmPx3vaOcOCgDh9UIJrxdKUmoWAb5epGdZuMkYwM6ap1HDgOM+OON9sNUJpr4i8+xnj9G0UyP3dB1VmUarQaPVUKtpTfc+SZZQcxbvObknBoDctdlCNh1nyYVvkOXizdwrAoMgFK5EgaFnz55IkoSqqkydOrXQKbYLGt9QkdKTMpj/1k9s/mkbmSnZ9H24B0/872HGd5nE2Sg9hLumVXZk24p03YyUTF667U2s5rzf0xl01GwYnvc7yZlkpWUTUT+MxR+MYvPqvcyY/CXqh3UAUJqaUZwSuovpXMiwcnDLUdrf1rroD12J1WwYjm+QD1mp2TRsV4/7nx/EO0M/9jin8503MWbGqGIHBRCBQRCupkSBYfLkyVV2vQVVVfnw0VkeDcwrv/kLjVbDpdhk/C6Ar9ELW7aFH9/aTrNlL9BpYPtrvDjupSq1ei2OK6qEeg65hcj/BIYL0XGMvfllstNN7jYNNTEDTawN+aINJUKPXZawNXFgraXD+5CVnWv2MerNoSX/h6hEvP2MfPL3OxzcfIRb7u5AUI0Azh29wN6/DtC2d0siG9fk1mFdS3wfSVHdmyAIeZUoMEydOrWUklH+vnhubr69jlZ8/Sf3TRzEoS1HiYqsydrvN6EAe/46cM2Bwb+aH7c93IM/vvkLb3+jx0yia3/YRLd7O9F50E1YTFZSE9I4vvMU2ekmAPasO8CdT99OzKFzyCaF4GdjSHmmNrabA0FRkc2u19yqGpCvplaTmtRqcrlK6eEpD/DwlFJePlU0PgtCoW6M0Wj5OLDlSL77FafKsFcG4z/9YZIuJHPuaCxWs40BT95WpOtH73VN9ZCRlEmHO9qy44+9rgMqvPXARyw8N4sx7V4k6UIKzW5pxM392nD6wFniYxL545u/iGzgKlUovt50POTL/uNxSOdMeJ0yodFqGCnWmi42UZUkCIUrlcCQnZ3Nr7/+6jHtdps2bbj77rvx8Sl45bOK9NDk+3n3wY+xWR2Y20Xi9PfCe+c5GjeJ5L0Rn+If4sf4L5/k8+3vFev6eqOrqVRn0PH0x6NxOr5l95/7AXDYHEy9ZzpJF1IAOPLPCXQGLYpTJfliKp+M+ZrfMn7gh+XbSahdjT0OBZ/VpzGYbThwjZIOCg0sjX+GG5IIDIJQuBIHhp9//pknnniCtLQ0j+kMJEkiMDCQb775hnvuuaektyl1B7ccxW51YKsTjKlDLQBUrUxmdCrRu11v+6G1qhd7qouUuDQA7FY7Dpud91ZPYvPP//LZ2G9JS0zn8N/H8Qkwkp1uzjnPgcGox+lwUrNhOHovHVJEzopsWhlnsA/qOQsRDcLo/WA3GrQV6w0XlwgMglC4Eo18/ueffxg6dCjZ2dk89thjLFy4kA0bNrBo0SIef/xxTCYTQ4cOZdu2baWV3lJz+qBrJk9nZDDkBDQJSDhzeTK3Re/9wp/fbyxwgsDCPPbeCOq0iKLf6FvJSM5CVVW63dOR9KTLC9KMmHw/vYZ1Qat3xeehL9/Nu6te492/JrPo910MHdqNAJsT7dkkdGeTcToUEmISeVhUI5WMmtPwLJYiEYR8lWihnoEDB7Jx40b+/vtvWrfO23XywIED3HLLLfTq1Yvly5eXKKGl7fC240zsMZnstrWxNQpFlcF7w3F0sal5zu09ohsvfz+uSNe3mKy80u9tDv19DFS4b8Ignvzfw7x6xzvsXL0P8Oyrr9HKrLIuRpIkpn68krVbjwLQLCWTM5uOuBtKa9QOYUHMrOI/+A0sd6Gem+59G63OC4fdwq6fJ4mFegThP0pUlbRt2zaGDBmSb1AAaNWqFQ888AC//fZbSW5TJpp3bszyrPkkp2bxQL+3kUzWfIMCwO4/DxT5+gc3H+HQ1mPuzyd2n8Jhd3Bse7R7n3pFd0mNTkt/r2GE1AzGb3AH9/5TB86hyTnN6OfF+3++XuS0CJ5EVZIgFK5EgcFkMhEaGlroOaGhoZhMppLcpkwkXUjmt5lruHDyIob95/IcDw4Pots9Hfl3xW6GvTK4yNdv0K4eskZGcbr++pzcE8PU+/5HZmpW3nPb1iV6r2t0b8KZS8R/sQZtg3DkTDOalMvnexkNrPz6L/ZvPMyDr95D18Edi5wuQQQGQbiaElUlNW3aFF9fX3bu3FngOR06dCAzM5OjR48W9zZl4oU+b7Bv/aECj9duHskbv7xIzQZ5RylfqyvXhL4qiXz71cuy5B4sd6XqUdVYePbLYqftRpRbldRx0FvuqqTty18vUlXS5s2bmT59Ort37yYuLo5ffvmFu+++u2wTLgjlrESNzw888AC7d+9m5MiRXLzouU5vXFwco0aNYvfu3QwZMqREiSxt21fuZv/Gw4Wec/ZwLI82/z/urT6aGU9+SWpC2jVfP+lCMkkXU+jxQJdrT5QKBm+9x66W3ZvxxPSH6HZfJ3wDvT2OZaZk8eXE7679+oJbSUoM2dnZtG7dmpkzZ5Z+wgShkihRicFkMtGrVy927tyJXq+nQYMGhIaGkpCQQHR0NDabjQ4dOrBhwwaMxsoz2dvEXlM4sOnyADe/IB8yUwtfKrLDHW15Z8WrV732zjX7eH3Qe0iSa0rp4rRP5DJ4693TdRdkfswXhNauurOrlqfcEkPn/m+6SwzbVk0uduOzJEmixCBcl0pUYvD29mbz5s1MnTqVyMhIjhw5woYNGzhy5AiRkZG88cYbbNq0qVIFBZvVzsEtntVaVwsKRXFg42GcDicOu5PQOjUKPC84PIgnpj9U6LWuFhQA5r2+uMhpvOH9Z0qMjIwMj81qtVZk6gShwpV4gJvBYGDy5MlMnjyZzMxM98hnPz+/0khfqXM6nB69gTz8p56/XuvadB7YHkmW812sJz93PNGHPesOImtkHnzlHrb89C+ZKZ4Nzv7V/EiJS+VidDy+gT4eq5UV1V/zN9Phjrb0GlryyeVuFJJTRZJVJKfrf3ZUVJTH8SlTplTpecAEoaRKda4kPz+/ShsQchl9vBg87g5++fSPvAf/Ey+GvHAXtz7YrUjXD68byswdl6fR+PbwRzxYawxO++VpxzOSXZPqbVq6jRlb3uTFPm+SmpBe4DUlSSKghj9ZqVk47Qr/rf3b9ef+cgsM5mwLh7YeI7JRBOF1Cy4RVWb/Xdrz/PnzHlVJ1+NStYJQFEUODPXq1SvyTSRJ4tSpU0X+XlkpbC3nXDf1bU3PoUVoPC5AcGiQR1DwOBYWyOxXFxYaFMA1RXhazjk+Ad7umVjBNVV135E9S5zOa7Fl2Xbef/hTdxXXlJ+fr5JdZv877ba/v78Y4CYIVyhyYDhz5gwajQattupOzHpl98/csQZ6Ly02i2vdhJ5Du/DawvGlci9Tptn9szPASHanOmgyLXhvi+HskVjOHokt8LtanZbQutWJj0l0B5fsdJM7zX1H9eSFOWNLJZ3XYtrwj7FbL68tsWbuhusiMAiC4KnYjc89e/bk+++/JyMjA7PZfNWtMpm0+P/oMeQWJn47hq73uP6w2SwO+j16K8/PeZpX5hdt+ovCGLz1RDWOACCza12s9YIwtQrHVjvYfY6Uz/+Fdn1bscq6iNpNI/OUOFr3bMaCM1+UW1CwmKy8PeQjj6AAUL9NnXK5f2mTnKp7K6qsrCz27dvHvn37AIiJiWHfvn2cO5d3kKQgVFVFfu0/cuQI3377LQsWLGDo0KEEBwczYsQIRo8eTcuWLcsijaWuaceGTFr0fwBUqxnMjpV7CAwN4OEpD1A9slqp3kuj0fDJP+9wYtcpXt+wnYuZroZmxf9yPbZGq8Fh8/zjv/evg8TFJORZN7p2s5q88cuLGH3Lp6fXmnkbmPncHMyZFvc+7wAjvYZ0LdaI8EqhBAv17Nq1i169erk/T5gwAYCRI0cyb968UkmeIFS0Yo9jcDqdLF++nDlz5rB69WqcTidt27bl0Ucf5cEHHyQgIKC001pmFEVBlkvUc/eafL7ib75dswOcCsFLDvDQmH78+MFvBbZB1G9Th//76kn+N/oLLNlW7vm/AQx6qi9aXflV4w2p+QQpcZ5zSL2+ZALd7+tcbmkoLbnjGHrc8jparRcOh4VN/7wlJtEThP8o0QC3XAkJCcybN4958+Zx/PhxjEYjgwcP5t1336VWrVqlkc7rgqqq/LFhP/t+2UHXbi1Y/MGvRO+JKfB8g7eBFVnzyzGFeT1900uc3HPa/Vmj07DaWjXHTuQGhp4dJ7kDw8btb4vAIAj/USqvyaGhobz00kscPXqUtWvXEhwczKJFi9z1sIKLJEkMuLUNr332BD0euIWL0fGFnt/9vk7llLKCvf7TRLQ6jeuDBCPfqFzTmxSLol7eBEHIo9TqJHbu3MmcOXNYvHgx6enp1KxZk8jIyNK6/HVJkqVCj+/bcAin04lGoymnFOUVXqcGv6V/T9zpBCIbR1RoWkqLpCjuTRCEvEpUYkhKSmLGjBm0atWKTp06MWfOHHr37s3KlSs5e/Ys7dq1K610XpdGTLoPo68XXj5XDKi6IlYkXUjBZr76tBhlTe+lp3azqOsiKACuRmeFYjU+C8KNoMglBkVR+OOPP5gzZw4rV67EbrfTokULPvzwQ0aMGEFISEhZpPO6dN+EQdw3YRAZKZncV320a6VJFbrd14nY4xe5+5n+5db76EYiKSqSpIhxDIJQgCIHhsjISBISEggICODRRx9l9OjR3HTTTWWRthuGf7AfQ168m99nraHPiO48+/ljFZ2k65szJwIXYxyDINwIitwrSZZldDodt9xyyzXPmipJEitXrixWAoXr15cTv2P7yj08+Opgbnu4Z5nfL7dXUu/mL6DVGHA4raw7PF30ShKE/yhW47PdbmfTpk3XfL4kFd7IKtx4Yk/G8fOMFQBMH/0FNoud7vd3xi/It+xvruSs0iManwUhX0UODDExBfe7F4RrlXXF2teqovLxU1/z2bOzmXf8U8IKWceiNEhOFYniTYkhCDeCIgeG2rVrl0U6hBvM4b+P59nntDt5497/MWv3B2V7c1W9vAmCkEfVnSJVqJKS41JZM3cDW5f9m+/xzNSsfPeXKqcCKDn/FQThv0RgEMqN0+lkXOdXSTyXlOeYJEvUbVmLx94bUfYJUXPaF1QRGAQhPyIwCOXGbnWQfDE132OyRibuVAI+Ad5lnxCnE1QnKPlPXigIN7qyn1JUEHIYjHqqRwbn2S9rJJx2J+YsC3/9cO293YrNqVzeBEHIQwQGodwknL1E/JlLefYrV/QOOrT1WNknRDQ+C0KhRGAQyk1IzeCrVhXFHDznsRxqmVBUVxuDmBJDEPIlAoNQbrQ6LU06Nij0nG73dcLbr4znh3I6L2+CIOQhGp+FcuXl45XvflmW+HT7NBq3r1/2iXAql3smCYKQhygxCOVqwtdP8d8ZUmRZ4sNNb5ZPUABUxYnqdKKKXkmCkC8RGIRy5V/Nj1cXjMfoZ3QtVCTBo+8Np0WXJuWXCNH4LAiFElVJQrnrObQLPYd2wZRpxpxloVp4UPkmwOkEKWcsgyAIeYjAIFQYbz9j2Tc050N1OlElJ6oIDIKQL1GVJNx4nEpOr6TiNT7PnDmTOnXq4OXlRceOHdmxY0cpJ1AQKpYIDMINR3U63VtR/fjjj0yYMIEpU6awZ88eWrduze23305iYmIZpFQQKoYIDMINx+60YHdYsDstgGtltys3q9Va4Hc/+ugjHn/8cR555BGaNWvGl19+ibe3N3PmzCmv5AtCmROBQbhh6PV6wsLC2MofbOQ3tvIHvr6+REVFERAQ4N6mTZuW7/dtNhu7d++mT58+7n2yLNOnTx+2bdtWXo8hCGVOND4LNwwvLy9iYmKw2Wzufaqq5ll61mAw5Pv9pKQknE4noaGhHvtDQ0M5dqwc5ngShHIiAoNwQ/Hy8sLLK//R14IguIiqJEG4RiEhIWg0GhISEjz2JyQkEBYWVkGpEoTSJwKDIFwjvV5P+/btWbdunXufoiisW7eOzp07V2DKBKF0iaokQSiCCRMmMHLkSG666SY6dOjAxx9/THZ2No888khFJ00QSo0IDIJQBEOGDOHSpUtMnjyZ+Ph42rRpw+rVq/M0SAtCVSapqphJTBAEQbhMtDFUEj179mT8+PF59s+bN4/AwEAApk6diiRJ9OvXL89506dPR5IkevbsmedYbGwser2eFi1a5HtvSZLcW0BAAF26dGH9+vXu45s3b2bQoEFEREQgSRK//vprcR5REIQqQgSGKiY8PJwNGzYQGxvrsX/OnDnUqlUr3+/MmzePBx54gIyMDLZv357vOXPnziUuLo6///6bkJAQBg4cyOnTpwHIzs6mdevWzJw5s3QfRhCESkkEhiqmRo0a9O3bl++++869759//iEpKYkBAwbkOV9VVebOnctDDz3Egw8+yOzZs/O9bmBgIGFhYbRo0YJZs2ZhNptZu3YtAP379+ftt99m8ODBZfNQgiBUKiIwVEGjR49m3rx57s9z5sxh+PDh6PX6POdu2LABk8lEnz59GDFiBIsXLyY7O7vQ6xuNrqmwrxwhLAjCjUMEhipo4MCBZGRksHnzZrKzs1myZAmjR4/O99zZs2czdOhQNBoNLVq0oF69eixdurTAa5tMJiZNmoRGo6FHjx5l9QiCIFRiortqFaTT6RgxYgRz587l9OnTNGrUiFatWuU5Ly0tjWXLlrF161b3vhEjRjB79mxGjRrlce6wYcPQaDSYzWaqV6/O7Nmz872mIAjXPxEYKgl/f3/S09Pz7E9LSyMgICDP/tGjR9OxY0cOHTpUYGlh4cKFWCwWOnbs6N6nqiqKonDixAkaNWrk3j9jxgz69OlDQEAA1atXL4UnEgShqhJVSZVE48aN2bNnT579e/bs8fgDnqt58+Y0b96cQ4cO8eCDD+Z7zdmzZzNx4kT27dvn3vbv30+3bt3yrB8QFhZGgwYNRFAQBEGUGCqLMWPG8PnnnzNu3Dgee+wxDAYDK1euZNGiRSxfvjzf76xfvx673e4e53Clffv2sWfPHhYsWECTJk08jg0bNow333yTt99+G6326lkgKyuL6Oho9+eYmBj27dtHcHBwgV1kBUGoukSJoZKoV68emzdv5tixY/Tp04eOHTuyZMkSli5dmu+ANgAfH598gwK4SgvNmjXLExQABg8eTGJiIn/88cc1pW3Xrl20bduWtm3bAq75gtq2bcvkyZOv7eEEQahSxJQYgiAIggdRYhAEQRA8iMAgCIIgeBCBQRAEQfAgAoMgCILgQQQGQRAEwYMIDIIgCIIHERgEQRAEDyIwCIIgCB5EYBAEQRA8iMAgCIIgeBCBQRAEQfAgAoMgCILgQQQGQRAEwYMIDIIgCIIHERgEQRAEDyIwCIIgCB5EYBAEQRA8iMAgCIIgeBCBoZKLiYnhmWeeoVGjRnh7e+Pt7U2zZs0YO3YsBw4ccJ83depUJEkiNDQUk8mU5zp16tRh4MCBHvskSeKZZ57x2Ld48WIkSeKrr77KNz1jxoxBp9Oxf//+Ung6oSqaN28ekiTh5eXFhQsX8hzv2bMnLVq0cH/OL+8B/PDDD2g0Gvr164fFYnHvt1qtfPbZZ3Tt2pWgoCD0ej0RERHceeedLFq0CKfTmSctBW0LFiwo5ae/MWgrOgFCwVasWMGQIUPQarUMHz6c1q1bI8syx44dY9myZcyaNYuYmBhq167t/k5iYiKzZs1i4sSJxbrn0KFD+e6773j55Ze5++67CQ0NdR/bsWMHX3/9NRMnTqR169Ylfj6harNarbz33nt89tlnRf7uggULGDVqFH369OHXX3/Fy8sLgEuXLtG/f392797N7bffzqRJkwgODiY+Pp6//vqLBx98kOjoaF5//XUAunfvzg8//JDn+jNmzGD//v307t27ZA95o1KFSik6Olr18fFRmzZtql68eDHPcbvdrn7yySfquXPnVFVV1SlTpqiA2qZNGzU0NFQ1mUwe59euXVsdMGCAxz5AHTt2bJ5rx8TEqN7e3uqwYcPc+xwOh9qmTRu1Tp06anZ2dmk8olBFzZ07153XDAaDeuHCBY/jPXr0UJs3b+7+/N+8t2jRIlWj0ah9+vRRzWazx3dvv/12VZZl9eeff8733jt37lTnz59faPpMJpPq5+en3nbbbUV9NCGHqEqqpD744AOys7OZO3cu4eHheY5rtVrGjRtHVFSUx/7JkyeTkJDArFmzin3vOnXqMHXqVBYtWsTatWsB+PTTT9m3bx+zZs3C29u72NcWrh+vvvoqTqeT995775q/s2TJEkaMGEHPnj35/fff3SUFgG3btrFmzRqeeOIJ7rnnnny/f9NNNzF8+PBC77F8+XIyMzOvep5QMBEYKqkVK1bQoEEDOnbsWKTvdevWjVtvvZUPPvgAs9lc7Pv/3//9H61bt2bMmDFER0czefJkhg4dSr9+/Yp9TeH6UrduXR5++GG++eYbLl68eNXzf/75Z4YPH0737t1Zvnw5RqPR4/jy5csBGDFiRInStWDBAoxGY4HBRbg6ERgqoYyMDC5evOjRgJcrLS2NpKQk95bfH/8pU6aQkJDAl19+Wew0aLVavv76a2JiYujYsSNarZaPP/642NcTrk+vvfYaDoeD999/v9Dz9u7dy9ChQ+natSsrVqzIExQAjh07BpAn31ssFo88n5aWVuB9UlJSWL16NYMGDcLPz6/oDyQAIjBUShkZGQD4+vrmOdazZ0+qV6/u3mbOnJnnnO7du9OrV68Slxo6dOjAU089RUpKCtOmTfNoiBYEgHr16vHQQw/x9ddfExcXV+B5KSkpOBwOIiMj8w0KUHC+//LLLz3yfNeuXQu8z08//YTNZhPVSCUkAkMllPumk5WVlefYV199xdq1a5k/f36h15g6dSrx8fElKjUA3HzzzYCrblcQ8jNp0iQcDkehbQ29e/dmzJgxzJ8/n/Hjx+d7TkH5/t5772Xt2rWsXbuWVq1aFZqWBQsWEBwcTP/+/Yv2EIIHERgqoYCAAMLDwzl06FCeYx07dqRPnz506dKl0Gt0796dnj17lrjUIAhXU69ePUaMGHHVUsPnn3/O0KFD+fTTT5k6dWqe402aNAHIk++joqLo06cPffr0ISgoqMDrnzt3ji1btnD//fej0+mK9zACIAJDpTVgwACio6PZsWNHsa+RW2ooaLCaIJSW3FJDYW0Nsizz/fff079/f9544w0+/fRTj+O5g+CKOyht0aJFqKoqqpFKgQgMldSLL76It7c3o0ePJiEhIc9xVVWveo0ePXrQs2dP3n//fY+RpYJQ2urXr8+IESP46quviI+PL/A8nU7HTz/9RJcuXRg/frzH4LQuXbpw22238fXXX/Pbb7/l+/3C8v3ChQupVatWoW0QwrURI58rqYYNG7Jw4UKGDRtG48aN3SOfVVUlJiaGhQsXIssykZGRhV5nypQp9OrVq8Dju3bt4u23386zv2fPnuIXTCiS1157jR9++IHjx4/TvHnzAs/z9vZm5cqV9OjRg9GjRxMQEMCdd94JwPz58+nXrx933303/fv3d1cf5Y583rx5c77tB4cOHeLAgQO8/PLLSJJUZs94w6jY8XXC1URHR6tjxoxRGzRooHp5ealGo1Ft0qSJ+tRTT6n79u1zn5c78vnSpUt5rtGjRw8VyHfkc0HbW2+9parq5VGuO3fuLNsHFaqMwvLEyJEjVaDQkc+54uPj3fl6w4YN7v1ms1n9+OOP1c6dO6v+/v6qVqtVw8LC1IEDB6oLFixQHQ5Hnmu9/PLLKqAeOHCgdB7yBiep6jXUSQiCIAg3DNHGIAiCIHgQgUEQBEHwIAKDIAiC4EEEBkEQBMGDCAyCIAiCBzGOQbihWCwWbDab+7Ner/dYE0AQKtp/8yiUfz4VgUG4YVgsFurW9iU+8fKawWFhYcTExIjgIFQK+eVRKP98KgKDcMOw2WzEJzqJ3hWFv59MRqZCg5vOY7PZRGAQKoX/5lGgQvKpCAzCDcfbT8XbT8WBGNspVE65eRSokHwqAoNww7GrCnbV9V9BqIxy82juz+VN9Eq6zuTOcBIXk0DsyYLnxr+ROVCwo+BABIaKoigKaZfSid4bU9FJqZRy82hF5VNRYqhidq7Zx771h+g0qD0bF/9NZOMIOg1oT3i9UI5sO86kgdNwOhVMma7FeUa8fh8jpw6p4FRXLnZVdW9C6TsVl8zyfw/ToUEkxxb/iyRJ3Dq8GxH1Q8lKMzGxx2TizySiquCwObjlzpuY/NPzaLSaik56pXFl/qyIfCom0atCfpqxgq+e/w5U0Bv12MyXu7QNeqovF08lsHvt/jzfG/31Ewx6sDu+3obyTG6lk5GRQUBAAIeP1sDPTyYzU6F500TS09Px9/ev6ORdFw79fYwn563ApNcgKyqBc3cg21w9bBrfXJ/2fVuz8J1leb7Xd2RPHnlnGCERweWd5Erlv3kUqJB8KqqSqoistGy+zgkKgEdQAFj7w6Y8QUEOk5Aei+Djf/czdNJ3pGeJJT6BnPYF3HW4Qun5+MmvsGZZAVCcl6tAVFlin8XMD/M3Xt6n02BrF4r+Hj/WrdrEyAbPcHT7yfJOcqV0ZR6tiHwqqpKqCIO3Hv9q/qQnZbj33dyvDeeOXSDx7CUs2VaP8yUfCJ7jhxxkwvtcLBdX1uJcfCotGxjLO+mVjkOVsKsSDlUs6FLa/EP88F91FGvD6uhi02jfrRmJ55M40awGlho+mFQVv9XH0J9PJbtrfWo/l4ZvhIIjxcjFu0zsXX+Qph0bVvRjVLjcPJr7c3kTgaGKWD1ng0dQANi5ep/HZ8XHgK1NHSSzDa+4s8hBrgKh3s+KLjqRAKd4RQawIedsQmk6uec0h7YeQ6OoeO+OBWBvwkEA7O1rAqBKEhk9aiFnhaKxy+gDXC80mkAJyQe8/cSLC1zOo66fy5+oSqoiLp1Pwl4zEFvdaqiAzuCK6YqPHkuzcJxB3jhb1cIZHoSjXigOQzUy/2fC+redrNfS8NsRwxOtJvJQ/bFE77uxe4LYVdm9CaUn+WIqqnLFy8cVL7reW6KRzHZkpx17mA/WBsGg2Lk435/MgzpS3rdCusyXE7/j3uqjWb94a/k/QCVyZR6tiHwqfjOqiNNmC1l9m5LdsxHWFhF4+XjRsltTMm9rirljHTL7N0dJk0ar3QAA6lRJREFUMwGgKgqK3YHpZxvpz2cTYQ3D6VBw2p3ExyQyd9KiCn6aiuVQNdhVDQ5V9IIpTZdikz13qDBoTF8kSUIfm0bwDzvx+fM45AQPOd1Kmj2CU1ubEhDQkaRbQ4kfVJNUk4lPnvq6Ap6g8sjNoxWVT0VVUhVwITqOzat2wy31AVCMOrQ6DSd2n0Id2AIAVSujOxWPJikTy021Md3aBO3ZZHw2nyA7w+RxvXqtapf7M1QmTiT3JpSeOa8tdP+sGLQ4moax69h5ruz4aDifQcgP+1H1GjAYcDR2vZsmROlJ7lALAFUn0/KcvnwTX8lcmT8rIp+KwFAFnD0Si9+FdJQDF1B1GrwOxJJqdXUB9F1/HGvDGujPpyLbnEjp2ThDfAFw1AwCIEVVMLeuif50EppMK4f/PcknCzaRmJLJs8O6ExZyY3XVtLvfxpxXP1m4JufiU1F7NcN24Cz66ERMvRphiwzksKIQsMuAJvNy5wjdpZySrZyFPswfxcdA2uFkGFUXAMWo5VRmOss+WcG+DYe5f+KdtOzWtEKeq6Lk5lHXz+WfT0VgqOScTifThn+CLduK/6GLvPPHq7zW/13sOce1Sdloky63GUg2J8YTCVgigzAci0PVyiT3agh6LbYG1Qn4eR97YxL4Z9VuABSbg2kT7y7/B6tANlWDTtVgE23xpWba7LXEGbXQsT4T3h7OjwdOcDwxFWQZVZN/jbWkqPj8c9r9OdxiJ/OmEExNQzjWKIQZM37G61wWJ/ecZtG5r8rrUSqF3Dzq+rn87y8CQyUnyzI+gT5Ysq3YrQ5e7P0m1SKDSY5NKfA7+u2n0e8AVFdfceScX0w5p0hqtYOqgiRxbNMRuMECgwMNdjQ4Kjoh15GA3N5EToVPH/uCwLAADNV90CZmok27PH7GadTg9NWhv2RBq9fgsF1+G/Y9kIq5cTASEmjAdHMUzsYyyv7z2Cw29F43TvVSbh51/Vz+RGCo5CRJ4on3RzBtxKfufYUFBbectwzJ7sR37VHsUUEEJWZjBeQQfyQnqKjciNMF2VVtTlFdtDGUlpcf7sW2z1cjp5qQs6xkRCfiE+15jsNfx/kXW+L01xO84hzBf17Mc53QvxNRjFpkJ2gNQSghYGtbq5yeovLIzaOun8s/n4peSVVA57tuJjgs8JrPV7Uy9rohOANcb3Fel7Lx3nGWyAAfvHz0KJcyXCUGGbLC/UlMySyjlFdOTlVyb0LpCAz0pVOdMLTJWTgDvcm6vTmmrg1Qc0upElhreuP0d731m5oG4fT1nKJFkiX8HRItNiZTbVkMGrurNKFJzubIthPl+jwV7co8WhH5VASGKsDo48WPF7/hi93vo9Vd7romyRLNb2mMpWkY2V3quX/RzJ0bYOnUAFPfFihGnbtXyKn9ZzGb7Sg1AtApCkiQabKy92hshTxXRXG9jbk2ofS8/+frLEn4Bu++LXDW8Mdetzr2WsF0GtgeVPA+mYHPvmS0SVb0dh8y722LrW41AGSNjKqopCVmkHQ+CWdkNTSx6XhtPYl2Vwx//7Kjgp+ufF2ZRysin4rfjCpk22+7cOS8RUmSRPXIaqTpJMydcnpzeOsJ3hyNasypi9VqUHUaFLMdSZboeEc74o16jjoUFECnlYkKDaR1/bAKeqKKYUfGpmqwi4V6Sl307hgyDsVC+9rgUAjWaLBbXV0lJIdK+JyTOFvVJLNdLZDAERaAPiYZxakgyRJRjSNoMrA9v8QkAqD39SLQYueWu26uyMcqd7l51PVz+edTUWKoQpp2augeTaqqKonnkji37yworoYC2erEiQomM4rdhu7geTQZFqwRPphf70rW6FZkXUp3natAe52BtM/W8mTj5/hy4nf88MZSLCZrQbe/bogSQ9mp3SySoPOp+PxxAL/f95J1KpHdaw94nKM/k4L2Yjqa5GwMR11rhjiNWrJGtcExvgvpJrM7T9eo7o8kSbx8+1t89N4yPlu4ifj/TA1zPSqtEsN7772HJEmMHz++SN8TvxlVyE23t0Gn02K3Xe6noEk347fqMM5Ab/SnkrDUDMTWsAYAjuo+AKTfGoVZ52TlkePUMqejP3oBZJnDcakA2K12fp6xAgCbxcaj04aX85OVL7uqQatqxHoMZaBGrepUqxmE6VjehuVczgwzvn8e8dhnah1Kei0D2xPOkpRhx2v9cRR/I5dik5EUFcXPiyUHTsPBGI6cjmfWpOt7jZHcPOr6uXj5dOfOnXz11Ve0atWqyN8VJYYqRmfQuX82+hlRvHQ4wgKp5ueN5FSQsyzut622bevRoF09agS55riXnGC7ZEKTkI4mJygAGIz6fK9/vbJfMd2AUPqu7CghyZcbTr18864HUqdFFE06NCCyfSiOJmacjS1Ygm1o0rLRnUtCypk+Q8LVdRtAfwMs6HNlHi1OPs3KymL48OF88803BAUFFfn7IjBUIZIk8e7q15BzftkUuxNbr8ZY2kYR2ywMp78X2hQTfr8fJPjv00x59k5S4lKx7Eok4KRC4AmFjn3aYfA2EFgjAEmW0Hvp+GDdFPqM6E6NWiEEFaH3U1WlIONERhHZv0y8smA81SJcf4xURcU/xA+ALIMWew1f93myLDHs1XsJiazGuZhz7mrSujfVxNvfiKFNGPHPtSDpvrqM/99InhzVHd+m/gQ3DOR6X18sN49emU8zMjI8Nqu14GrfsWPHMmDAAPr06VOs+4vfjCqmeefGvL50It3u7cjrSyfg5ePlOiABkus3S5tqQj2RwPdvLHEFkUwTssmBPi6Dvd+ux2qykpaYjqqo2Cx2Tu4+xV/zN5N4LomZ42bjcFzfQ79EiaFsVQsP4t0/XqP7/Z0Z89EoajYIxxYVRPrgVmTc1Qprw+oAKIrKD1N/RJIl/Dak4P1PGj4Hszg1fj2mDDOnuwSRVc+XtG6hnK3nzZy/dxGXlcWSnQfZG3Ohgp+ybOVXYoiKiiIgIMC9TZs2Ld/vLl68mD179hR4/FqINoYqqOvgjnQd3BGAlx1O3pr2E2pcGpp0zxXavDrWIbO2F1nx6WgtYFW98FLyvml9/uwc989Oh8Irt7/N+2snu4vu1xu7KqNRNdjVG3B0Xzmp16o2r/84AYD2fVvx+JgvyMx5cXEEe5NbqRTWsyH7OwST5t2EkC+OIdsv/z/RmHLyqhNmL/4Hp5cMPhKyyc57/d/jy01vERxW9GqSqiA3j7p+dv2bnD9/3mNpT4Mhb9Xc+fPnee6551i7di1eXl7Fvv/1+Zt/A+l9Vwe+m/MsnZvWYuCTt9FrWFfq36vlwR9bsjwrhnP2FJxeEooMcs6Si6osYa9XA+d/qo3sDcOxtavHnn9Pkn7p+u35YVe07q0kitvj40ZTu1kUP6+awu03N6ZXm/qMHtiJat0DaD29AWkDQjiceYGMxgGYWlTz+F7wqov4n4DA46AxqxjSwXjBRvW5+0g9mcDBzUcr6InK3pV5NDef+vv7e2z5BYbdu3eTmJhIu3bt0Gq1aLVaNm3axKeffopWq8XpvLYJ+USJ4TpQu1kU762eBMDZrJ38GrucDC5ROzKchOQ6+J2sRvXfLpGx7TSqBLaWtXDmjF0wbD6KJikDZ3V/HC1ypz3WEFgjoMKep6xdXo+h+CWGkvT4uBH5eXsx7bE7AEi3p7Pj9j9JVuMx2VPx0VbDccmbBrVrci5DQnc+BcnmQEbCd18SmoR0tMnZOCKD0J5LQZPtGhfhX92vIh+pTDmuqEIqSj7t3bs3Bw8e9Nj3yCOP0KRJE1566SU0mmurPhWB4TpjVy3un2sYM/HW2mgY4cXpFAuyvxfZtzZGNerRWlRkh2vuewDJ5nBPrFe7bg0k6fqdLkJRJfcGrka9KxkMhnzfxnJd2ePj7bffLtO0Xo8cigNnzlTSGtmBVnZSJ9KXgzfb0NSsi9exEIxbTmDu0QQ0MkqQL4YV+9CkmpA1EgquNdCbdWpUsQ9Shq7Mn0oRpsTw8/OjRYsWHvt8fHyoVq1anv2FEVVJ15n6vl1p6DeQNLsRk2qgTUg89qhdGO72JfX+Rvw/e/cZHUXdBWD8mdmWnpBGAoTeQRDpIk0BQUTE1w6KYEWsYFcEK3ZRUWwUe8EOqID0Jr33QIAEEkIS0pNtM++HTTaJCYH0dn/nzGF3dnbmJkz27r+ndjLi9AI9OxvTzuMYY5MBUFMy8Viznwdv6cOcLx6s2h+igpW2US9XWXt81HVBliDGNhlPut3CWasXfmYbZ/QY1I4pJPe0kdzZk6zmvu6V3hRn3jdmzakzYsKVfHXkQyye507eNV1Zu6uWlZQYahlFUehcbxTL4jfRzjMGVdHYktoU62UJHIppCoqO09tJowXHMJ5MKfjexDR6dYjAZKrdvXXsugE1X+PzhTTq5crt8bF58+YKj7M26xHUHTVyCQ49FbNqo3/gUZy6wvcZPchu4MPpcS2pFxWLkm7Ee1XBHkgtOjehXv2Aqgm8kuTeo67HZesksXLlyhK/RxJDLdTQqwm3NR7A8ZSPALjE5zhLbe3x9bKRlmXGOyEL48kUDCYDM/99lag90fwyYyEDbuxDk3aNqjj6iufUDDg0A86cgYC5jXnnU149PgR4GMw81mY0D2/9jEtDD9PG5zQAVwTG8depVng20sho5fo/efKeCXQw12fmQ3No0q4RQ+4YUIWRV47ce9T1uPJ7z0liqKUivHpyLPkjFAUCTRkMCDzIbQ2HE58Rzqr3vyUOMFtMNGgZTssuzRl8W/+qDrnS2HUFRVdLPM99/h4fuZxOJ6tXr2bmzJlYrdYLbtwT0MYvgrb+yXga88bN9GgWQZeg/my3RbL8tKvXUYv2TWgbGMHMf0vfL7+myb1Hcx9XNkkMtdRZ2xFsuhF0HU1XURWddP1P7urwMVf9FMGK79bR7crOeOWuvFWHOHKK6Y4S1t2WV48P4ZLtPEU7vxMoQGRWCPF2P87aTzKvR1cy7B35/lhDmngHcXFgRFWHWukc+aqSSnqflgdJDLWUQ8tAdw2HJktzrQalKq4k0KBFGKOf+1/VBliFSrsASnn1+BAudi07dxYMMjULiXZvsuyuebu8TRbubHVZ1QVXxfLfn1WxUI8khlqqVcBNOLQsdDTSnJ4k2mLoEzK2qsOqFhy6AVUreYlBlK+GXh0YEvYwCdbj2PW2GBKjGB7eu6rDqhZy79Hcx5VNEkMtZVDMdAy6p6rDqJacuopDV3HqZe+tXZoeHyJPp3pXuR9fGT6wCiOpXnLv0dzHlU0Sg6hzHJoBJV+vDyGqm9x7NPdxZZPEIOoch66i5PtGJkR1k3uP5j6ubJIYRJ3z3ykxhKhuSjslRnmRxCDqHIemomgqDk1KDKJ6yr1Hcx9XNkkMos5x5gweqopugEJcCGe+AW7SXVWISuDQVJASg6jGcu9R9+NKJolB1DnOnGK6UxKDqKac+aqSquI+lcQg6hwNxb0JUR3lvz+r4j6VxCDqHCkxiOpOSgxCVDJJDKK6k8QgRCXTdAWnJuMYRPWVe4/mPq5skhhEnePUVSinuZKEqAi596j7cSWTvwxR5zg1xb0JUR3lv0dLcp/OmjWLTp06uVcl7N27N3/99VeJry+JQdQ5uq64NyGqo/z3aEnu00aNGvHaa6+xdetWtmzZwuWXX87IkSPZu3dvia4vVUmiznHmDB6SxmdRXTnzDXAryX06YsSIAs9feeUVZs2axb///kuHDh0u+DySGESdo2mgaApVsMa6EBck9x7NfQyQmppa4BiLxYLFYjnnOZxOJ/PnzycjI4PevUu2AJJ8ZRJ1jsyuKqq7/Pdo7n0aERGBv7+/e5s+fXqR7929ezc+Pj5YLBbuu+8+fv31V9q3b1+i60uJQdQ5uqa4NyGqo/z3Z+6/0dHR+Pn5uY85V2mhTZs27Nixg5SUFH766SfGjh3LqlWrSpQcJDGIuie3QU9KDKK6yt/onPNvbk+j8zGbzbRs2RKArl27snnzZt577z0++eSTC768JAZR52iaApri+leIaij3HnU/LtO5NKxWa4neI4lB1DlSlSSqu6Kqki7E008/zbBhw2jcuDFpaWl8++23rFy5ksWLF5fo+pIYRJ0jiUFUd6VNDPHx8dx+++3Exsbi7+9Pp06dWLx4MYMHDy7R9SUxiDpH13MSg7QxiGoq9x7NfXyhZs+eXS7Xr5TuqgcPHqyMywhxYXIbniUxiOoq/z1aBfdpiRPD008/XaLjDx06xOWXX17SywhRcfR8mxDVkU6V3qclTgyvv/4677zzzgUdGxkZycCBA4mLiytxYEJUmNweH9LGIKqr/PdoFdynJU4MHTp04PHHH2fevHnFHnfkyBEGDBhAbGwsr7/+emnjE6Lc6VreJkR1lP8erYr7tMSJYcmSJTRp0oR77rmHP/74o8hjoqKiGDhwIKdOneLVV1/lscceK3OgQpQXRVPcmxDVUf57tCru0xInhvDwcJYuXUpQUBA333wzq1atKvD6sWPHGDhwIDExMbz44os89dRT5RasqPkObT3C7Ge+5fC2owCcPn6Gjx6Zy4rv11VeEFKVJIqRGHuWeVO+Z/3vmwHIyshm3pTv+eGN33E6nZUTRBVXJZWqu2qLFi1YvHgx/fv3Z+TIkSxfvpxLLrmEEydOMHDgQE6cOMHUqVN57rnnyjteUYNpmsZTQ14i7WwGCz9Zwg2PXcNX037EYXfy6/t/4lnPQK8re1V8INL4LIrx1vgP2bJ4J4qicN/3jzD7zd+x7jiG4tA4k5DExNfvQFEq+MM6//1ZExqfc3Xq1ImFCxdis9kYNmwYS5cuZeDAgRw/fpxnn32WqVOnlmecorbI+YNy2BzMffY7HHYnqDp9Pz/LzqZPsi7+g4qPQcu3CfEfuR/6mr8nb/2ygaQWoVi7NsNxRwA/XrmPB7fOwqFVcMlBo0rv0zINcOvTpw8///wz1157LUOHDkXXdZ5++mleeuml8opP1HDxiWn8tGAL1qh4hl51CW8sfZ61v2xk09/bObz1KLrFiLFXCPX7nAFgT9xCegXdj8FgqLCYpI1B5GfNsvLLh3+xt342fQd04fG5E1kwawkxqRksiE1CB7Ka+uJ5tQMF2JUSxaHEU7QPiaiwmPLfn1Vxn5Y4MWzatKnA86CgICZOnMiMGTMYMmQII0eOLHQMQI8ePUofpaixHnp1PsdOJqHaNBa+9QeduzXnlUXPsG/rEazdW6AF+aF7mzm2J57GbWM5MFtlede1DL69f8UFJVVJIp937v6E+c4jJI+oz7drjtL5xxTef/0hVv/0L5YFW0i/KITUzv44k534+Kahn7Twx4kDtB9XcYmhqquSSpwYevXqdc76taVLl7J06dIiX6u0RptydiYmkUf7TSE7PZsXfn+SDr3bVHVINcaaHUc5kpQMnqp78Ob6jNNc+tA0urRrhvOEh/vY1d93x7JyN4bEDAZ/bLvga2RlZGMyGzEYDbz26VK27D7O3Tf1YWjfc889r+g5JYZaMvLZbrPz+IjXiNx7gjufHMWoB6+q6pBqjISTiaz8YR3amAbufSe0DEa8+S5djMGYjsSjNPcCgz8Zp3zJPuqN12mF9G72C76G3WbH6dDw8LLw28y/+OntBfS7vhf3vHn7Od+Te4/mPq5sJU4Mt99+e8U3vFQTpxNSeW7cR8QdO4Mj0IMJb37N1Jfv4Ir2Lao6tBohLTPb/dh4OhmnRSf2npagKqxNTCLkuBkUBcPxMxijEzEkZgCwcNZirrxjACazid1r9rN33QGG3DGAwLB6Bc7/6RNfMf+tP9D8vND8PLD2bg3A5/PXF5sYalMbQ3qGlU8++ZsNgR4wsB3vvb8IXdMZ9dBVdebvtCyyM21oTo3A+bGodh1Dsp2ky0NxhlhY4dRp+qsnvutiSO8UhNPHjCEdnBaFpfsimXQmhcAQf06cSWbp9kNc2q4p7SJCC5x/3e+bePH6t8gO8SLp1g7g0AhKT2f+2wu44fGR1Av1Lzqw/PdnTWhjON/Attpi0+q9PPbmQnQfTwydmnK2qx/2MB8e+W4BSybfSXiAb1WHWO1d2astcYlp/LtsF0fWb0I3Kyg2Dd3DgJKcTeC2aDLSsjEkphd435Gdx7mj9UO07tqCfxduwWF3snnxDt5e8QI7V+7lr9nLuOy6nvw28y+cYQFYL22DrigoWTZ0TzM9OzUtNi5Fz9tqstSkNEbe/gHZ3mYwu9pkHKF+zHp0HiGNguj7v0ro4VXDNWoVzlNfPcTqBZtZGpuE7mHCYNVwklO3P7Qzhq/+pdHbW9FVhaQxl6D5WLClZTOu7UNcdGlbNnUK5HRaJnOXbeGfl+7h7MlEvn7pJ5q0a8TiuSvQnDqZHUJweLo+brPaBtI+24JfoM8548p/f1bFfSqzq57D/M+X4fAwoDpB8/NCcbr+d3S7xieT5jHusWtp0r4C6xhrAYOqMvaqbux5cxGqzYlmtNDw4yisYSZ8Nydiy9QwOPO+DjVoGcapSNf0KfEnEog/keB+7fjeaFISUnnxhrdJTUxjxffr0Jwamr8XKAoKYDyRyKsz7uDS/h2KD6yWlBhWzt9AlpfJ9SHi0FDTszDvPwXA7x/+jcliotfVXas4yurvitF9ibGoOBZuBCBwZQIZXbwxJ6tYrRpGQAEUTSf4zwPQIRzrmWxSOrZk/aHTpDU0g1klM9NK5K5j/PDiT/y7cCsAqtHV8dPzYCIZXeqDpjH+xssZd88wDMZiOljUtBLD+PHjS3wRRVHKbTrYyrJH1XB4qWDX8NkfTeD2bDIvCsUcncq6k2kk7o/lgw2vVnWY1d5TV77E7rX7cQZ4kT2wIxhUfLZHYc7U0PIlBVVVuH7SCI7uOsbCj/PaqTr2acOedQdJSUjjhevewm5z1e16eFvITM3CePQ0BPvi1MF08BQ+KOetQqktvZJWxSfi8DWApuO18Tg+xxKwZ7t+PztX7mXfhkP8dnYeZg9zFUdavc17/nu+/OhvGOa6Py3HUvDccwZH02CMR+LJf5cMvbYX3YZ05vnPVoGqojVvQOeYTPakpmKJSuKtpVHYslxtZIqqoDlc97hnbAYN3t0EOvi91AqzxVRsTDWuV1JJqpIURUHX9RqZGNJyJygxKihpWah2B+EHkslMy0IDAkLOv/ZqXWfNsrJj+V4ANH9vMLi+PRkbBnJx81C2Ld0NQL8behEYVo/37/+MNt3z2m80bwumnq1xHo7DEJ/C7rX7AagXFsDbK6axeN4KfpnxJ8q6g3iaDAy/dzAX9Wt33rgULW+ryU6dzamCUxXUtCzs2Xa8/b2w+XmRbTQRYLdjMFVct9/aYulXqzAkZeD723Z0kwFDchYAI0d0Y9GGSACad2rCsDsv5+PJX7Jl8U6M9QNxBPmjpKQT4m/B51gqDosncScScGbbURR49c9niD+ewBcv/EjSqbMoCnQd1Inh9w46b0z578+quE9LnBg2bNhwQcdFRkYybdo0jhw5UuKgqoOHr+3Nh3OXoR+IRbU5ALjm/iF8++qvgOvDSRTP4mmh2UWNidp9AmNMIkpEEHaDCjuOcf33j9KuZ2tUTyOLP11G/HFXtdHBzXn3i9ajNf8ePg3dW6Eu24mHomDNstGmWwsi2jRk3Eu3sGDWEuxWO54+Htw/YxyqegFjNnP/6Gp4Ynj2nmFMmvYNGVFnMJ5MBuDqydfw1aYjOFUFz7B6FToepLboNuRi/vzsH9QMG4qquHuHNm7XkHveuI0sm5XVW47w+rrdKH1b4Vh1EGISMHp5QKaVjUE+ZA9wVV/6taxP1pJdBDUIpFP/DpgtJlb+uN6VGFCY8O4d+AVeQPtk/i8uNSEx9OzZs9jXExISeOGFF/jss8+w2WxcdtllNXJ21RtG9aaJhwfPDn+VrI4N0JoGsWDJdvfr/y7YgtPplD+883hr+TTmTfkeTdPZvWYfJ/afBCBy5zG2tFVZmHoMr6uDCP8iHVQVNTXT/V7NntPFOadPd8e+bWneuQm3Tb0RAIPRwPS/nmX1T//S/8ZLLywp5DtfTR/H0LFtI7579x5ubzERG66qiyXzN+BsGQbA8YQU0tOz8fHxKP5EddxDH95FSEQQx/ZEo+saq+f/C8DmxTu56MVL+Sh+PbRQ0ZYFgqUejhBfVB1sHSLAZsdw6qz7XKEtw2gfEcKtz17nri56bM79/Pb+n7Tp0erC2yWreByDout6uVw2MzOTt956i7fffpu0tDQ6dOjAq6++yogRI8rj9FXmt69W8dLqbQCo6Vb8f9jqrnO8ctxAHpt9f9UFV8NcX/9OUs6kAmD2NLP/xYvQvF3fTRoudWK0qRh2HcUQ7So96B4mnBEhBKoKJKaQnJZN5uAOGIN8ePmBq+nftWWJrp+amoq/vz8tnnkVg4cHzuxsjrz6DCkpKfj51dyqwX3/HmLygOdx2JzoBpXsKy8GiwnFrtHcy4Mvvn+oqkOsMaaMfI1/F2x1P9ffbkZ6e9eXP22NHxw347n/NI76/ui5CTfbhn9MEv7N6pOwaCuK1VXDMGbK9Yx94aYSXf+/9yhQJfdpmZf2dDqdfPTRR7Ro0YJp06bh7+/P7Nmz2blzZ41PCgBbftuEkpkz4MpixpavDnzZ16v5bvqv2KwXPtilLrvyjoHux7ZsG/5rToOm4304E4PNdSvq/t7uY5RsO8bDp0g9eJLUhHScYf5o/l7YHBoLVu8tfSC1pMSQa8+a/ThsrtKV4tSwrDuAMcOBMUsj+ugZPn/6G5Lizp7nLAJg0Jj+BTovOH6OB6uGEmPHdETFnKah+3qhpGXlvUlVsW8/RsbiHe6kALDw4yWlD6SUK7hNnz6d7t274+vrS2hoKNdee22pllYuU2KYP38+7du358EHH8RqtfLaa69x6NAhxo27wLreGmDLgq34LdyNKd2JKV3D2TCQ1B7BHHu+E3FXN2DOs9/y09sLqjrMGuHu18fwwb+v0v/GS0GH4D9iaP3wZsI/2IsSm4SWmQWp6YXeZ/Yw0fGytihWDYNDw2BQGXpp21LHoeg5jXu1JDFsWLClwHM1JRNH0klODbUT39/Bd+/+zrv3fFJF0dUs/W/ozdfHPuL6ydcAYFqfgc+oo/jcfRzT7tOQmQWJKVg2HMK06ziGo/F4rDmAAvS46hLAVaUHMGTsgFLH4b5HS3ifrlq1iokTJ/Lvv/+ydOlS7HY7Q4YMISMjo0TXL9U4hpUrV/Lkk0+yZcsWzGYzkydP5plnniEgIKA0p6vWxky5nt8//JuGqokoRzaGyDji72iM3dfE2XBP/DenkpqYVimxZGQt4mzKdFIdVlKVxnTyv45kzRuLpTNBlmaVEkNZte3Rikc+voejO48RffAUulNHQYfsbJwtgnEGt8LRIBDL9ij3ty9d17n1hRvZNGsxTsAcn8m2WUvp3bYR3vlKGBeqtvRKynXj4yM5deQ0fkE+HN8Xg67ppPf3xRZmxBbmR0aXABJjK6fEkGE7xMEzT6JrsRhUD+p5j0ZRA/AzNyXAo3ulxFBWoRHB3PvmbcRFnWbtLxsxqCqaU0M5m4qjc0MIcd1zlj0xBd7XqV87ti/fTVrOgM0DmyM5ceAkjds2LHEMRfVKSk1NLXCMxWLBYrEU2Pf3338XeD5v3jxCQ0PZunUr/fr1u+DrlzgxDBs2jCVLlqCqKmPHjuXFF1+kUaNGJT1NjTFmyvWMmXI9ACcjY4k+cIo5ygmWxBzBnOzEGFSfjpeV/tvr+ei6g5S090mznSIj6y88lCS8AG8tCUPadgJ0+PV0Iy5v+BHhXh0rLI7y5BPgzWXX9eS76b+69+mWvFvR2TAQm6Zj2eTqKmi3Onhp4uc4uzRGARzeRpZ+uYrw5vW57fkbSh5AKauSpk+fzi+//MKBAwfw9PTk0ksv5fXXX6dNm6qdP6v3iG70HtENgNTENPasPcCORtm8eWAtSpYTy/FMml3ZuUJjOJ32MynZG7HaNmK3H8eiOvHUnGSnvYRDt3BMU2gW8CQRAXdWaBzl6co7BrL2l43u8TZ6vrEHukfhj86ZD80pcE/tWrWPjyfN49U/ny35xYtofI6IKNhwPXXqVKZNm1bsaVJSUgAIDAws0eVLnBgWL16Moig0btyYuLg47rnnnvO+R1EUFi1aVNJLVTsNW4bTsGU4nTI7cv3od7GfyqKenxe9r+lWYddMz/yB5NQ3XY+dXngYwa6r+CsaoGBQ4CJzDFvj7mN4s9UoSs2owtO1vL8gJcAbNSkdNToRrWGg6w/BUXDSRS0uBU+DSpZTwxjlmqK7QYuwUl27tCWG3GJ69+7dcTgcPPPMMwwZMoR9+/bh7V3ykktF8Avy5dKR3bkU2PHKcg4vP4AlS+fmp66tsGtm2A5xKPFJPBQ7ZkXDS9WwKDpmBRoZLKiKwmknHEp+kyCvQXiZm1RYLOVJ0/JuEK8QX1KcGqb9p8CoYt4VU/gNOoQ1CyUuKt69K7x5/VJdu6gSQ3R0dIHG5/+WFoqK/5FHHqFPnz507FiyL42lqkrSdZ2oqCiioqIu6PjaNpmXl5eF2R/cw5/fb2DnHxuZN+UH7nz11nK/zomU74hPeYPgnM/6I7ZAknQP6ilZeButZOtG0jXIBgINp8i0n8LbXDNKb2Oevx5vfy/wMvP51iPYsu0YohPxWHsAj/B62HafKHB8VrAv2dkaChDuYWbUq7dyxei+pbr2fxPDhRTRofyK6ZXl3bmP8dfs5az/YwtfvTifRz+5F08fz3K9RmLWNradfgIPFPSc/no53QjwQEXN+du3oAMasRkLaGF+oFxjqCiXXtOdyZ9PIPHUWRalpnL6ZBJKuhXvhdtRcE13kTuyGcAZ5MOx8AAMikJgcga9RnTl/hnjSnXtohKDn59fiXolTZw4kT179rB27doSX7/EieFCk0FtF94okC3frSJyexT71+6n7/960rpr+c66mpgyDX81jWxdxdfnEXyVVqTZ5tHGuBlV0bHpToyKEbOikK7542UKL9frVySLp4WbnxrFwSNxZK47AIDu64HhdAr1LCbinRpasB9Y7ahpWTjMRhRchYm4lEwWzFrMLU+NKt3F/zNXUmmK6FD6Ynpl8fb35tSR0+xevQ+A9r3bcO0Dw8r1GrsSXydTS8CKBxFegwnz7ERy5iIUx1bsikaKZkXVDSQ6bQSoBup7XVmu169oQ8dfDsCnY2cAoHuZcTQKxK9PG1I2RqJm21HPZqBm27F2b4Hu64mzYSApi7az9ItVjHvpFkIaBZX8wmWcK+mBBx5g4cKFrF69ulRV/SVODE2a1IxiYGVo3rkJkduj8A30ISQiuFzOaXNmkK2l4WcKw1t13REGRcPH1IC+wRfzxO4GNAnyopE5gwDVA4Oi4qcqzEoOpj8aBmrWgLsl7y7EtOs4WrAfEVY7Z3BNoOdo1QBH20aAjmnTYUyHYnEGeOFsWA97+wZ4ZzrOd+pz+m+JoaRFdChbMb0ytejs+ntVDSrNLmpcLud06nYy7HH4mhqi5NxvTgzY1aYYPIaz6+w2PB2BtPVIwqbbydQcGBQw4UDRE4BW5RJHZVn2zRqU5fswtAwlJMvBmb5tOA3QqwUGG6hZNjwW70DNsOL09QSbA8XuwOJlxqde6aoYSzslhq7rPPjgg/z666+sXLmSZs1K1ylFZlctg0mf3scVt/alcbuG555XvQTS7PF8e/RO7HoGXqamjAx9juS0dzEqHiQmP4aGPx29wohxeBNmzuvWqesKbf0GYlCKn5irOjobn4L5YCwcjOVMzj5bu4bYW4ejWxRAgY6N8Vu/H9vZdBwRgYBChs/5P7zP5b+JoaRFdChbMb0yDb9nMM06NcHL15OmHco+G7CmO1hwfBwp9qNo+DOw/mQOJb+DUzex9MxKOLOOeoY0jEoAvvZsUFxVS/XULFRDazzMF5U5hsp29nQyppNnMZ08SwbgaBYEOTOj6oDuaUY3GwnYE036sTOoSekodidOxdXVujRKmxgmTpzIt99+y++//46vry9xca7Ziv39/fH0vPBqxJrRUllNxUbFY82yUa9+QLmcLyp9B3bd1d841XaCeL05LRrsQFVcs2OqpNDJKwY/UxYHrIGszvRju7U1O9VH6Fe/Zo5uve/tsbTPWWAHQDcacLRrBCYDqAqoCpqqY8uyo4X45tyxOsrR+HOe87zKOMAtt5i+YsWKat8jLyUhlbNxyQSGB5TL+azOVFLsR11P9BSOZBxhSOM/cRovR0NFw0miw4MMzUKkLZRYewA7sluwMvsl/AO/xaCeew2C6mrEhCHu9iwdIF+bqSE+GdPOY6hZNrLPZmCMTkTNsALgsDndM62WWCkHuM2aNYuUlBQGDBhAeHi4e/vhhx9KdHkpMZRS/IkzTLjkcbIzrAwdfzmTP59Qovc7nU7ORCcS2jgYVVXJcth5fOVG+rey4GOwka2ZCfdohUPL5JhNxR8TCQ5vyKleirb7czC7AWlOLzKdG2mfksbjbR6viB+1QoVGBDP97+f49PEvWfbNGrIyrKhJ6TiDfEBz/VWYcxqiNd+cKQhUBVPPVmiajqqWvGNDaRfqKa9iemXRdZ1HLnuOmEOxNGnfiM/3vFvic5zKTCHI4o3F4Pqo+Cn6A+qp6ehAtC2IEA9XUj+ZlYFVM6AAWZoHyQ5PQs0GUjSdDKc/BzI2sDttNzO7vIFJrVklW4unhcmzJ9DykuZ89+rP2Dcewd6yPqaoM5gj47G2CiXlxq4YY1PwWhPpnjLH09cDa5atVA3+pV2op5xmOJLEUFpnYpLIzvlmEHPo1HmPj49PxW530rCha3nKZ4a9wrZ/dtNrRFee+/5RJt/zJieu01gY04l6HhnEpfoR4XGSqxulc8aewhmCsOmeaHp3Eqz7OGH1x6YbMWDHqECWM+s8EVRPJyNjebDXM6SdTQfdtSBK+KFT2MxG0k4luRZIyZnuwbIliqx+bVF1hciYsySeTSckqOQr6ZW2u2p5FdMri8PuIDanZHUqMu68kz6mpWUTF59CqxauLpYz9q5g1sE1NPEO5OfL7+K3k3/gtP2Np9k1BczRtCASHWfoVA8Opx/CrnuhoNPI1JZkxyHMakrOmTPwM5rJchpx6ho1Ky2AzWrnwV5Pc3TncQDMienUS8rEL9iXWMDaqSG6lxl7ixAyTRY8dp3AkJBGVlo2u1bto9/1vUt8zaqedluqkoqgaRoLZi3mp3cWuBeG+a8Ol7Zh9HP/o/uwLkx8r/jFi1Yu2cXo22Zx+7hPWLlqP9mZVrb941qLYNOibWxftodD3+/EY1saZ1M9OJwQSqrVi+0HD3H/518Qlx1MtmbkaLY/DX0HEaimcXvgRvr6RKIoEO4RyN3N7i7330Nl2Lf+EGlJ6QWKy10HX0TGsTOoNqc7KQAYT6fidSoV1QEGVSEpObOIM55faafEKK9ienlZ/8dmvpz2I2fjU4p83WQ28fjciXQd0pknv3yw2KRwIjaJG+7/jDsfnMdHny4HYHncIQCOZySxLzmaP+P+Idbmakuzagb2pzcgKTuGb4/eRYgxHatT5WSGP6qhKxmal/vcGioBJni09UQ8DKVvG6oq8ScS3EkhV5srLyYxyA/N1xNjdM6ocqeOHuiLrXsL9+2cFJdcqmuWdkqM8iIlhiIsnruC9yd+DoAt286tz1xX5HF3vHhzsec5vO0on0z5np2HTuNs6upK+u+6Qwzo344bHx/Jki9WMuK+IbTq2pyg0Hoorxxn+CNXstAjhuTUVHZ5rsU8QmVjegSNPLzxUA38c3o2t/pHoyo6nTxPsT2rLTdG3E64Z83pqppfrxFd6XhZW+JPJNC2Rys2/rmNf75YXeCYu18fw2dPfQ06aOlWCAbNqbPn4EnatCj5AKLSlhjKq5heHqL2nGDaqDfRdZ3D247y0h9PFXncFaP7Fjve42x8Ch89MpelnjppHqCEmli//iD333M597buw/RdS+gS1IiLA5vSJr4Fu9LA39KP7QkenMlOYmjYJuzOE4RZ4IytATGOUH6OWYOHWo+ELCchlgxMJhgSNorOAdW391ZxGrYMY8gdA9j813Y6DejA7rUH2JBqhfr1wN8br6U7uOmqbiw4cpp0xY7Dz4Osy9vjtXwf+/89VKouwlVdYpDEUIT8o3LX/PwvIx8YirefVzHvKNrzj33B8SBfaB+OOS4DVdf596M/yXr4Su5+fQx3vz7Gfey8g++RdjaDmEOxLBq8mHqAYWIgnkaF1p6xXOwTjROVvVkNOGGvR1NzEl4eA3il01c1egChbz0f3l39EuDqFrj6p8ILQc1/ZwEWLwvWDCuGqNNoQb507N6Sy/uUciqS2jC7ar4kdXBzJDGHTtGodYMSn+ajh+ew4of1pI3tCaoB3Qhxi7YRc+gUw1t3ZHhE3of5c+0mk2RLxsvgwwd7XwdMHE/XCKjnCkdVoJlfPF5ZPpzMDGDzyWaEmkP4bejtBHpUj5HhpaEoCo/PmQhA7NHT3Nb6QbioqevFnP+G5TP+xK9JCGntwkEBZ30/QjtGcN3Dw0t30Spej0GqknB9E7RmWd3P2/VuRZMOrt4mkdujWPDR4hKfc8X36zhjMLh6MFhMOIO8UPdEkXEqiR3L9xQ63tPHk9CIYFpd0oxGrcNRFIX2vZoyOmQD/fwOY1YcGBWNAIOdrdZBhISsoVHw1zU6KfxXi4vzxsioBtXd1S/5dArWnPYcNTWTFjFn+Gj6LdTzL3myhpo7iV5WRrb7cb2wALoPuxiAs6dT+PSJr0p8vgObDrN7zX4UwGdVJCSnoB4/CaeTWTxvZaHjjaqRUI9gfEweXB7mmh8qLmsI+9PD2JvZgCzdVU3kZ7LRsZ6Nr6/4H/+MuKdGJ4X/qt80BA8PM6YNBzEcOonfnmMAZCRnkrLzOErOfWo2qsza8CptupdszZBc+e9RaWOoZCcjY3l62MsM9xrN1d5jmNT/eZLizvJInykc35s3F0r+OVMuxNnTybw25j2ce06AU0Nx6iiKAd3PC5963rTq2rzQe6J2H2fz4h34BHjz+d53efLIE3Ts+gdBJlf3VSMamU5PYrO9MDv3sSx+XY2ZF+lCNWgRRljTEAC6Du7EWyteKHTMTU9ey8yN08t0nZqUGLLSs3hj3ExGBd7BNb63cUvEvSSfSeGZq15l0595KwoajAacTmcxZyps+uj3SMxZfUy3Z5HY15sz1zbg7LVN6Dq4U6Hj47NTWB2/jyyHjQ9738yfgx7glHU/iQ4fUhyeOHSFs9leaIqOTU9mQewvmGvZCoeqqtJtSCfUlAzCM7L54cB7GHPW1VYA7z93Mji0Ht+/NR4/79KvnFfViaHOViXZsm28MfZD9m3IW8Ri95r9fPjQXLLSXd/M/IL9SE1IZe5z3xPUILDAQjPFMXua8fLzQjudgteWo6Q3DUPJyEZJSKHX6MsIblBwCoXI7VE80PNpnA6ne9Uni2c8FoeTbN2IBQeb0poRb/fjmsAdqIqOoiwAbi+330d1YPYw8+Hm1zm66zjte7fG7GHm+Z8ms3XJTroP60JQeD3a9ij7qFlF091bdffJY1+y9ItV7ucJJ5N4fNALpCbkTPWugNliYu0vG/ng/s955JN7L/jcAfUDOHXkNAaTAXuQBQyuLxqhfVtw8cCC7QGZDivjNnxIoi2NHkEteb/bnXgajfh42MhymvE02EmzG/Ew2jAqTqy6kW3xqWi67p4vqbZ49vtH2bvuIE07RuDt58XMTa/x+4d/03lAB/yCfOk2pHOZS/L578+quE/rbGJ4446Z7NtwEFuLUDRfD8z7T6FaHaz+aQP3vzeOg5si8Qv25df3/gTg2J7oCz63t58XvUZ05Z+vVmM4m4ZHbJJ7sq1/vlpDi87NuH7SCOKjEzix/yTpZ9Nx5swmGn3QtSZypnM/GU4PHLqB09YwYhxe+BkzUXO6KPiZal7vjgvhF+Rb4EOp73W96Htdr3K9Rk0pMfwyYxGLPv2n0P5ju6O567XRRO0+QaPWDfhiqqtXVNTeC79HAa4cO4B96w+iOTUCbZ6kHddxeELqiuM8vfQVpv/5LBkpGezbcIjgLmEk2lzJ6HiGa4z6lqT9WDUDyXZPzlr9CPdMwNfsGtC172QYSen1a2ViMJlNBe7RFp2bMunT+8r1GtL4XEVij8bjqO9Hdi/XxHealxmv9ZGguOZhH/XgVWSkZpJyJhVrlo0bHivZMqUn9rmqorLSrQwZO4AlX6x0v/bZk19z2XU9ubvTZLLTs6nfNIQhY/vj7LyL4KFrWR/vSyOvTuxNWUKK04tDqa0xWxJIdcI/cR1QU4yM7f5cuf0u6pqakhhij54+52sdL2vLTU9ci67rZGdkc2jrUca/ckuJzn8sJ5Homs6Aa3vyxz7XlxLDWTtb1u5g37+HeOeuWRzfF4PZ08yYxTey0xyJnXim75/FqAbDUXUPMux2zCn1cIQ5gdNk2Y3Epvjz0EW9MdaSlRwrmySGKnL362N46o4PyDJoNB98DE9zOqfjoV1EByZ0fQK/IF9e/P1Jnv764VKdX80plhvNRu54+SZ8Arz45b0/0T3M2Lu0YtKzP5GluSYqPn3sDEuOrWTknmSy0diW9B33tl7EsztWkerIwGzORnF44+HwZ+nGS9A0ldFdQ8rxt1HH1JBeSbc8ex2rf95AUmwyvuNMePYzkvaVDe+Dfnz6xNckn07m6W8e5q7Xxpz/ZEXIvUcB+vRqRft+7Zjx6Dy0yDgcl7TiuRlLSE3MQAFsWTZ+7/c19b9tSFZjG1vO7uaq8IG0TGjPznq7sfumsivJG4vShMSzPtidJup7lnzwocghvZKqxpIvVuGMTiKMvYS0T8SnpZWQ+1SO7z/Jqcg4Dmw8zNxnvy31+XPbKRw2B7YsOxPeHcfne97Bf0QPHEHenExOJ7Bb63zvUEjd7vpDauDZGZPqiaYFk+m0oOmgo5C2IoO2KWbevGYoLYNLMZWvAGpOieHIjiiSYpNR6yv432fB3N5AwOMWnE6NfesPcurIaWY+NOecgzDPJyMls8Dj4UO78PP6l2k/7BL0kACSUjLx71mwS/DZP5MACDIH0NSrIaEhPpC7DoMCKSlehCQF8MhFl/G/5jVz3EJ1II3PVSQt0bU4i08HK7ru6lXqzFY5m2+k4l+zlxNQP4Bbnh6FZwl7GEz6fAI/vP4roY2D2b3mAMENA2ncrhEJ2XY0D53sJk7+N3woB2Z6se63TZgsJnoqD9CteSvS0z2Z+tNSBtXrztIzm4lbH4X/hgTYbSNLWcvI1x4sz19F3aPnNOxVowFrRUmOd92j9h7e2DUVk6phTTNwNi5vpPPBTZFMH/0+9783rlCnhvMZ++JNWLOsqKpKdkY2CScTCW4YhPNsOljMWLraaBvRhOZ3P8IHKzZhPpXGHfWbcP0lV2PCwkebtmI01KOz3patsdGkqApODCQ6M7gyoBUGqUYqPT1f54gquE/rbGK49507OLA5EudpK1ZNBXTO/lp4JsTvXv2Fg5sO8/qS50t0/katwjm8/Rjrf98CwK5Ve3li3gMMH9SRL8ybcYToTI1eRMO/D6BqOg6bg65DuuDhtPDcH3+zYt9RbP4a/vU9cJwywE5XbE07lX3q5LquppQY+v6vFz+9s4Aj6UmcSKuH2eDA/kc65v8ct+bnf9m77gDzDr1fognbgsLrkZ6cyea/trPsmzX8/O4i5h18nxFjBxC9/xvMIz3YryWyaskpHIov9oY+dLq3P56qN1/v2sln27Zg9rLRJETBlmzGWc/1AWbxN9GiNIvTCDdpY6gijVqFMz9uNmkZ6Yy9/S4cp3Wytxb9P3B8XxHru57HgU2RnDmR4H5+JiaBtNRMFv+4Hm2869eue6joJhXQUBSFG0LvxGQxUm/yQDSjji1Yx+Rzil5PnCb9YoWs2QG8uWxqqX5ekUdxgqK6/q3OPLwsfLL9LQD6vTKFky3MOFoE0Nichmpz3asWTzPWLBtJccmkJaWXKDFkpLiSQq7EWNeYhi9f+BF9omtwoaKCjhNd1bG3gNs3f4O6Ffp4usbiBDRMxWa20rlrEpnJHuyLacZ3o8ZgNtXZj5ZykXuP5j6ubHX2f+/AqTN8tnwjSRuOkvZr4d98w1ZhjJw4jH8XbuF/j5asRxK4eo0YTAacdte5d6/ez6Sb3sEa4offeifZjbPw/jsGQ4qDBi3DOBXpmqnTbnVw+o1l+HUJJXNsY3o1jyTIOwNugN0Ljbx554fsXrWf26fdWPrh9nVcaafdrmwpCal89sTXJJxKInaoCd2p4ogwYw+2YDmVhdFs4LkfJ/Hre4voMewSQhuXrEOCT4A3oY2Dic/5ApOdns1jl08j4WQSjm/rYQ/2w5FmxHbCm0YBKRy0eGJQXW2hG08cw5xgRo9QaRCQSoAlm4D62SSknOWHJdtZtyySfl1bMOXeobVqdH5lKe202+WlzlYCTvnubxbvOsxmbyf2kLypFXQFsno0I7Fva5oM6si0X5+gx7AuJT6/l68nPa/uir1RPRzBPjgdGlGr9oHVjinRQL2vz+K9wVVXfCoyDtWY91+hODR8N8cR8foebPGuhU1siZByxMa/f2wlIyWTH978vYy/gbqrpgxwm/PST/z1w1o2bt2LKcKJ2duOl56BOdY1xbrZw0ziqSSm/DiZ/z16damuMXLiUPdjZ6gf/+o6trYNMO45S+pPHqRtq0dm1wyO9TPg6WlHdwIO8DhhxCNJIX1nIFmnXW0bmqaQku7Jr+t3kZ5pZdGavZxOTCvz76Euyn+PygC3SvLX7GVErT4AbYJRdVCy8tYPdtb3w9YmjNN2Ow9MnoM5NoUOo7rz2N1X0qzBhdWb7jx8EkVRaHzbZWT6GEDX8dgWDf7emPaeQE1KR03PLvAep0NDu7QVVh8PzDuPYzydSo/mTWn/bysM8WlsmLsPR4qrVGG9qBHHOzbisbd/441HR5ZqsZq6rCa0Mew/GscvScnYr7kE0/4juR1/MCVmo+iub+2ZqVnMuPdTXn17PmG3d+fBG65gQKvC060U5fj+GE4fO0OLLnmLDVm7NEP39UQL8cMYk4TPkr3oCqQNageApmq0mpnM2Rbh4NQxHY8nOC6ZUeYhZKZ3YLWHDfYk4Hnchr2VicyeVsZt+4qv+91BUC2aL6kySBtDFfj9+7WYszVI0DDYwNKpKdq/h12zqjo018phqgJZdjK6RLDpWBzTv/yHT5+66bzn/nvDfqZ8+hcAPdrlLL6uKNjbN0LVFZxhAXj+trnQ+7QgH7IauxKPrVNjjEv3sHf9QXat2ufaF+6DtXcEngcSsLesD4rC2u1HiT2TTMP69crpN1M31IQSw5KlO7Hn3odmH0LfOYmzsz/GX2KxdmmKo0V9jMfOYN4WRcKNbUhwpvPwT4vY9uTE8/YGOr4/hgmXPIHdaqfrkM7u/WpKpmsx+2wbitXVBdagKHgvtZHZz4Ih1oB9Xzx+m6IhZwyOzWzk0+9WYW8WhO7nhVE3g6eOLcKKboCo9ETWxEVybdPO54hGFKWqp8Soc1VJ2ZlWdnqbcDYNwWAD1Q7pCuQmZa1BEMZsHUOWhiEpE5yuV0LrXdhgnWNxSe7HrRoFYYpKcE23keoqIShZNkxmI807NWbqz4+5j1XSs1Gyc3pFZWbjCPN3t09oJpWzozqQ0TOCsyPbYYpyTUlgiEtm+qg3SzzJX11XE0oMK176GTUhDTUlE9Ph05jWp+D5STSG03YcLVxfDBzNQtEBQ7rrvgnx9b6gLqKnj53BnvPBrxpUPHxc06tYNkViWbMfz392YwQCwwN4/ufH8LL64LHdC1OcBaefB4qmozc04rzMi2wvA9ndm+AM9kEz5RRrVLAcM7j+qKwKb3+3ljOp6RXwW6q9yjKOYfXq1YwYMYIGDRqgKAq//fZbia9f50oMqqrg6geE61tPaibOiEAyGvbAkJSB8WCcO1v37NCYkfdcSZoKl3e7sMnbbh58CTGnk1EUhTuv7c3W538m7uhpdMtJnCH+GM6kYjAoHN11gsXzVlC/SQinj59BtTpQ41JxNA3G0TQER9MQPDZHYT7kqj5yLySrgGXHCcy7Y1CcGgeBPz76m2sfuKr8f1m1lVMHVXf9W01ZdB3vpXsL7NM1HcwGdJsN3duC8XgSoeH1mDJsKEmhZvo0b3KOsxXU7crOXD9pBNEHT3L362P45pWfWfHdOhRNx3ja1e6lmI0kxSYz65F59L2iA/9En8ZwNgtTTDJ6sAH7rAbgqaKuyEA5akf3MLlK27hapz12WbHZLTh8zSRh49Vnv+TdD+4v719T7ZV7j+Y+LoGMjAw6d+7M+PHjue66ohcZO586lxjMHmbu6NGGr75fgzE2BeslTV0jzlUFZ4APJl3HY8lO0HSu/2ESvS5rX6LzB/h48vJ9eb2FZu99lxE+Y9CsDowxiQDkrvywb8MhPtjwKvd3f4r0tCycDQtWCTlCfDEfikNxaDTadoYULxXfgwk4AcWZ9zXiyPZjJf9FlNKZM6ksXrCNFo3q0XtIzaweUMjp9VHVgRTj2e8e5fHLXyhUGrS1qo/m5xpsqWRmM/j2/gwYXLLOEaqqcu9beTPzPvPNI+xcuZek2GQAdFUhuU8znH4eONYd5dXHR3L6nk84iNFVjemXDp6ukom9jTd6tBE0CD2TSWZiOh4pWRwf4UtmZwumeBveO62c3Zlc+l9GCWVlZPP37OWYPc0MHTcQg7HmTf2de4/mPi6JYcOGMWxYyVeNy6/OJQaAfz5ajCVnHnrTgVNYe7QAg4qSZUdNTEPNsjHywWH0urprma9ltpgKrAiXn0+AN6/cOoP05AyyruiI3U/B1C0FNdSBttkHwy5X7xP7xc2xhoagZttRU2LI37m2accIrp9c8u60pTH/3YV8/MdONJMR0jJ57Fg8w+8ZXCnXLk81oY3h53cXFllFqKZkuR+3bRnOmOdvKJfrOex5d5WtcT2sLXO6vvZvzedPfsN+DyPOIH+cnesRXv8wwd4JJGR4c+xAMB453VGTUzPx2noMW4CJzM6uha6cvk7arTrF3e/fWS5xns+2ZbuZOvJ1sjNdX7+2LtnJ8/MnV8q1y1NRbQypqakFjrFYLFgsFTPLcp1rYwDwrZfXQ8LvbAY+P2/G78+deP21HTXLxu3TbuSB98aXy7UyUjLOuVbwqcg4Dm0+gm4yEH+FN6mXOlFbWlH8nBguSiMkzUqXEV1RmoegqYCHCauiYjQZMBhVxr9yC5/teocm7StnNPTnz3yDljvxmoeZdb9tqpTrlreakBjq1fd3P/YN8nE/9jidivdfuxmgmvjsx8cwW0zlcj1vv7yBccakTLC5EoXtSDwb/tiCkmUj8xIbaYOyaHh1Fh5mO43qJRO+OJ4+TcOol5yFx07XbK1Ksh2fTUkoOlxdrwXfnfiEPtf2KJc4z+fTJ750JwWAnSsLr5ZYExTVXTUiIgJ/f3/3Nn162RasKk6dLDG89MdTLJ6zgosv78hfs5ex/Nu1aOnZ3Pr0KHoM60LHy9qV27W8/Lzo1L+9q3eRQpEzJRq9jNh9FRSbAaddxWDS6O3dlLeO3suEl74n++Ap0HWM++JQUzPpP6YvT37xYKUNHDodn8Izr/9KylUXY0jJxHzGihpzhm7Pla7+sqq5VtTTUapxG8O9b91OaOMQQhoFkZGayYcPzQGgz8geDBnbn25DLy7X6/X9X29+fPN314yrqdkEzN+O7mXCmOBaQdBjQySpt7UDVM5mexHomYk5uz6Lt7zNnGe/Zc8fO9zfMhXg4j/TmfvOK5jM5ZO4zsdqtfHOA7PZ7W9Bv6ItnuuPombZyvVvuTLl3qO5jwGio6Px8/NzH1NRpQWoo4khvFl97njpZgC8/b04uus4geH1uOmJkXj7l29/a0VReGPp88RHJ/DMVa8Sc/BU3msq6BpoKVaCFkaT1i0I+xIHalAgGxJT2NvuJLacb27oYDwSS8/hl/D43ImVlhS+enE+n/+yEWu7cHQvEw4vf+qnx3PLU9dy7YNlq8esMpqet1VTnj6e3PqMK/GmJqax7teNpCalM+b562nWsXG5X+/u18dwzf1X8sXUH1j65SoMmTbItGHxtmDNsKLqGn6fnyDl5jB2nW6KZ4pOdpoHX276A4fNUeBc4S3q8+6alyotKazbfIRnp/9KtuJEa+wabOe8uBG39uvETU9eWykxlLv892fOv35+fgUSQ0Wqk4khv1aXNOezXe9U6DUMRgPhzeoz6sGr+OCBzwEwmY3cNvUG5jz3HegQuPgkgYtPYu3SDIfJjG6Clx+Zx9tfPsB7H/2FPeoM4/96jo592p7nauXrj48W4+zc1NVFEQWcGlM/u4/OFzWt1DjKU02ZEiOXX5Avby6bVuHXqd8khOH3DGbZN6vRcr6l3jbler6c9iO2bDuem9Pw3JxG3EO9yPJSUe06X730M/MPvE9mWhZHdh5n5MShDBrTr8JjzW/R0l1keYHN14SigcEKYyYM484xAyo1jvJU1VNi1PnEUJmuuf9K2l/amq1LdtKpfwfeHDezUNWSMeo0zvr+KHYnabuO0yDEn9en3lw1AQPNL2pMnN2JwQ6K3YHfxsN0/rZplcVTHmpCVVJV6XBpG7498THLv11LgxZhbFiwlSxPE4qqoGa6xkv4rT9FdscwzFFn0c9m4rA7eeTjC19rurx16RDB38eiQFHQDWCwOhk8sFOVxVMeiqpKulDp6elERka6n0dFRbFjxw4CAwNp3PjCSpuSGCpZy4ub0fJi1zQECTFJhV43JGfi9fcOAK6eVLr5b8rTc/MnMfbix0jy9MA728rj79xR1SGVXQ2oSqpKQeGB3DD5GgDm/raB9BGdcZg0HGYN0+kMVA9fDE4VU2wq7Xq0KvE6EOXthpHd+HvbAbadOYPZDmOHd6dJw6qNqcyKqEq6UFu2bGHgwIHu55MmTQJg7NixzJs374LOIYmhCpk8TO6V3ory95zl3DV9NMYqnMLYN8CHX459jM1qL7ceMFVN0TT3Jorn07YBHIjG7qOiGw1YmwXgkaSjOMAZ7MvBDZFE7TlRIe0eJTH7hTHY7I5aM913/vuzpPfpgAEDztkT8kLVye6q1cXDH91Ni4ubEtwo79uNashrVLZl2XE6qseiAbUlKUBOV0Bn9e6uWl1MHD2Aji3CaR7oGnxpSMrCciwJw+lULHti0HWdrLSs85ylctSWpAD57tEquk9rz2+yBup3fW/6Xd8bh93BCN/bcNgc6Brc9vwNRO05wVV3D8LiWXFd0uosTXdNQCOJ4bxaRYQwZ8otAEwYPJXDK/ejOHVuefo6oiwe9Bh2Ce17t6niKGuh3Hs093Elk8RQDRhNRh784E4WfrKEQWP6c90jsgBPhdJwdbaXmqQSmTj1Zj5O/YIWnZsy9sUbMRhq3lQTNUbuPZr7uJJJYqgmrrp7EFfdPaiqw6g0TqeTF657i01/b+f6SSO4a/roSru2omkoirQxlFTHy9oxc+NrVR1Gpfrqhfl8++rPdBrQgdf+fq7Sxg/l3qO5jyubtDGIKnEqMo4NC7bgtDv54fXfmPnYFxw7eLJyLq5peZsQxfjxrd9x2J1sW7qLqde+zpYlOyrnwvnvUUkMoq5IPJXXVdcWEcDn6Qlc99a37DoYXeHXdjfqyTgGUYzkMynYrXmjujcs2MrTQ1/hyxd+rPBr579Hq+I+lcQgqsTRXSdwNg7F3rs92Rc1BKOKZjHyypSvK/7iTi1vE+Ic4qLii+wV+N2rv2DLXVSrouS/R6vgPpU2BlGpIndE8dPbC9i8eAfaJW1AUTAZwJZpQ7U68TyeUvFB6HreJsR/nD2dzHev/cq6XzehKEqhMQG6rmO32jF7mCsuiPz3ZxXcp5IYRKWx2+w8fvkLpCe7ZuxUUjPQ/X0wnUkndNVxug+9mHGf3lrxgeg59ba6lBhEYdPHvM/2ZbuLfK1tz5bc9MS15T7ZZiF6vraFKrhPpSpJVBpdB4c9r87WsOkgho37UY/GYu/RnvVn7ZyxVsKAPqczbxPiP/47W2wuxd+LfftPcXTn8YoPIv89WgX3qSQGUWlUVcHsmVf8VjQNNTkd/LzRcRXRV/9TCQurSBuDKIapiFH+WoAP2X3aY+/XkX/WH6r4IKq4jUESg6g0CSeTSE1IK7RfOREPVjvoOjt3nijzPC/npek53QCljUEUtmft/kL7dD9PUF0fl3EpmZw9nVyxQbjv0aq5TyUxiEoT2jiY4CJmvVRsdhTVgKJBbEIG2dn2ig1EGp9FMboP7VJon3oyEfVUEkpCCtreExzdVcHVSfnv0Sq4TyUxiEqjqioNW4VjbxxM+jWXYO3TFl11jSRVok7haVS59ZbeeHpWYG8PkDYGUawm7RsV2qc4NUzbIvHcEsmlgy7ion7tKzaIKm5jkF5JolKFNQ0lo5EPuknFXs+M8Ug9DHFJeJxJ4ssNLxAUXgnz6Du1gr0+hMinfpOQol9QYMqPk+hzbY+KD8KZr9ecjHwWtd1Ds+7GmFNKQAclLROTxchnu9+pnKQA6JoT3elE16TEIAq76u5B1G9aODm88NuTlZMUyHePVtF9KolBVCqzxcTsZ26ilQ1C1x7BU9d4+uuHaNC8fuUFIVVJ4jxmbX2Ddr1b4RPghWpQufmpUVw6olvlBSBVSaKuad+6Ed99NanKrq87neiKE12XxCCK5lvPh/fXvVpl18+9R4EquU+lxCDqnjL29vjwww9p2rQpHh4e9OzZk02bNpVzgKLOK2OvpLLeo5IYRN3j1HKK6CVv1Pvhhx+YNGkSU6dOZdu2bXTu3Jkrr7yS+Pj4CghU1Fnue7Tk92l53KOSGESd427UK0Xd7TvvvMPdd9/NuHHjaN++PR9//DFeXl7MmTOnAiIVdVX+e7Sk92l53KOSGESdY3dmY3dkY3dmA5Camlpgs1qtRb7PZrOxdetWBg3KW2lPVVUGDRrEhg0bKiV2UTe479ES3qfldY9K47OoM8xmM2FhYayN+9O9z8fHh4iIiALHTZ06lWnTphV6f0JCAk6nk/r1C/agql+/PgcOHKiQmEXdUtQ9Chd+n5bXPSqJQdQZHh4eREVFYbPlLbKi63qhdXwtFktlhyYEUPQ9CpV/n0piEHWKh4cHHh4epXpvcHAwBoOB06dPF9h/+vRpwsLCyiM8IarFPSptDEJcILPZTNeuXVm2bJl7n6ZpLFu2jN69e1dhZEK4lNc9KiUGIUpg0qRJjB07lm7dutGjRw9mzJhBRkYG48aNq+rQhADK5x6VxCBECdx0002cOXOG559/nri4OC6++GL+/vvvQo19QlSV8rhHFb3CV0URQghRk0gbQzUxYMAAHnnkkUL7582bR0BAAADTpk1DURSGDh1a6Lg333wTRVEYMGBAoddiYmIwm8107NixyGsriuLe/P396dOnD8uXL3e/vnr1akaMGEGDBg1QFIXffvutND+iEKKGkMRQw4SHh7NixQpiYmIK7J8zZw6NGzcu8j3z5s3jxhtvJDU1lY0bNxZ5zNy5c4mNjWXdunUEBwdz9dVXc/ToUQAyMjLo3LkzH374Yfn+MEKIakkSQw0TGhrKkCFD+OKLL9z71q9fT0JCAsOHDy90vK7rzJ07l9tuu41bb72V2bNnF3negIAAwsLC6NixI7NmzSIrK4ulS5cCMGzYMF5++WVGjRpVMT+UEKJakcRQA40fP5558+a5n8+ZM4fRo0djNhdeEnPFihVkZmYyaNAgxowZw/fff09GRkax5/f09AQoNMhGCFE3SGKoga6++mpSU1NZvXo1GRkZ/Pjjj4wfP77IY2fPns3NN9+MwWCgY8eONG/enPnz55/z3JmZmTz33HMYDAb69+9fUT+CEKIak+6qNZDJZGLMmDHMnTuXo0eP0rp1azp16lTouOTkZH755RfWrl3r3jdmzBhmz57NHXfcUeDYW265BYPBQFZWFiEhIcyePbvIcwohaj9JDNWEn58fKSkphfYnJyfj7+9faP/48ePp2bMne/bsOWdp4dtvvyU7O5uePXu69+m6jqZpHDp0iNatW7v3v/vuuwwaNAh/f39CQs6xGLoQok6QqqRqok2bNmzbtq3Q/m3bthX4AM/VoUMHOnTowJ49e7j11luLPOfs2bOZPHkyO3bscG87d+6kb9++heZmDwsLo2XLlpIUhBBSYqguJkyYwMyZM3nooYe46667sFgsLFq0iO+++44FCxYU+Z7ly5djt9vd4xzy27FjB9u2beObb76hbdu2BV675ZZbePHFF3n55ZcxGs9/C6SnpxMZGel+HhUVxY4dOwgMDDxnF1khRM0lJYZqonnz5qxevZoDBw4waNAgevbsyY8//sj8+fOLHNAG4O3tXWRSAFdpoX379oWSAsCoUaOIj4/nzz//LOKdhW3ZsoUuXbrQpUsXwDUXS5cuXXj++ecv7IcTQtQoMiWGEEKIAqTEIIQQogBJDEIIIQqQxCCEEKIASQxCCCEKkMQghBCiAEkMQgghCpDEIIQQogBJDEIIIQqQxCCEEKIASQxCCCEKkMQghBCiAEkMQgghCpDEIIQQogBJDEIIIQqQxCCEEKIASQxCCCEKkMQghBCiAEkMQgghCpDEUM3MmzcPRVHYsmVLgf27du1i3LhxNGvWDA8PD3x8fLj44ot54oknOHr0aIFj77jjDnx8fEp1nf+aNWsWN9xwA40bN0ZRFO64445S/VxCiJrDWNUBiPP77LPPmDBhAsHBwYwePZq2bdvicDjYs2cPX375JTNmzCArKwuDwVDu13799ddJS0ujR48exMbGlvv5hRDVjySGam79+vVMmDCBPn36sHDhQnx9fQu8/vbbb/PKK69U2PVXrVrlLi2crxQihKgdJDFUcy+88AKKovDNN98USgoAHh4evPTSSxV2/SZNmlTYuYUQ1ZO0MVRjmZmZLF++nAEDBtCoUaOqDkcIUUdIiaEai4yMxOFw0LFjx0KvJSUloWma+7mfnx9ms7kywxNC1FJSYqjGUlNTAYqs22/evDkhISHu7Y8//qjs8IQQtZSUGKqx3DaF9PT0Qq/9/vvv2O12du7cyWOPPVbZoQkhajFJDNVYy5YtMRqN7Nmzp9Br/fv3B8BolP9CIUT5kqqkaszb25sBAwawatUqTp48WdXhCCHqCEkM1dzzzz+P0+lkzJgxRVYp6bpeBVEJIWozqYeo5vr27cvMmTN58MEHadWqlXvks81m49ChQ3zzzTeYzWbCwsIKvM9ut/Pyyy8XOl9gYCD333+/+/mcOXP4+++/Cx338MMP4+vry4IFC9i5c6f7nLt27XKf95prrqFTp07l+eMKIaoDXVQrc+fO1QF98+bNBfZv375dv/322/XGjRvrZrNZ9/b21jt16qRPnjxZj4yMLHDs2LFjdaDIrUWLFgWuc64tOjr6vOeaO3dupfxOhBCVS9F1qYsQQgiRR9oYhBBCFCCJQQghRAGSGIQQQhQgiUEIIUQBkhiEEEIUIIlBCCFEATLATdQp2dnZ2Gw293Oz2YyHh0cVRiRE9SOJQdQZ2dnZNGviQ1y8070vLCyMqKgoSQ5C5COJQdQZNpuNuHgnh7Y0ws9XJTVNo3W3GGw2myQGIfKRxCDqHB9f16ad/1Ah6iRJDKLOsesadt31rxCiMOmVVMskxp4lJSGVHSv2sHnxjqoOp1pyoGFHw1HCMsOsWbPo1KkTfn5++Pn50bt3b/76668KilKIqiMlhhpm4SdL2bJkB72v6caK79YR1jSEPtf2oPPAjmxdspMX/vcWuq6jOV0fepffchlPfvUgqirfAXLZdd29lUSjRo147bXXaNWqFbqu88UXXzBy5Ei2b99Ohw4dKihaISqfzK5ag8x8aDa/z3StnWAwGXDa83rX9L6mG2fjkjmwKbLQ+4bfO5jrJ42gUavwSou1OkpNTcXf359d+0Lx9VVJS9Po1D6elJQU/Pz8SnXOwMBA3nzzTe68885yjlaIqiMlhhoiNTHNnRSAAkkBYMvindit9iLfu+iTpSz/Zg1zDrxHcIPACo2zJnCgYEfBgQK4EkZ+FosFi8VS7DmcTifz588nIyOD3r17V1isQlQFqV+oISzeFoIbFvxQ79SvPaGNg0HhnEkhV1Z6NgknEysyxBpD0/M2gIiICPz9/d3b9OnTz/ne3bt34+Pjg8Vi4b777uPXX3+lffv2lRS5EJVDSgw1xK8zFpFwMqnAvl2r95XoHD7+3uUZUo1lQ83ZXKKjowtUJRVXWmjTpg07duwgJSWFn376ibFjx7Jq1SpJDqJWkRJDDeF0FOxB4+3vWegYRVWKfK+iKqDAuLYPc7X3aDb/vb1CYqwp7Lrq3gB3L6PcrbjEYDabadmyJV27dmX69Ol07tyZ9957r7JCF6JSSGKoATRNY+OfWwvsU1SVy0b1KLBP14ruR9C4TQPXKs2ANcvGr+//WSFx1hQO3YBdN+DQDWU+l6ZpWK3WcohKiOpDqpJqgJOHY9n/7+EC+wxGA+t/33xB789Mzy7w/KJ+dbvaw6YbMOkqNr3oEta5PP300wwbNozGjRuTlpbGt99+y8qVK1m8eHEFRSpE1ZDEUAPsXLkXD28L2Rk530wVSDmTWvyb8kk8VbBt4p+vVrFvw0ESYpKY/PkEWnZpVp7hVnsaChoqGiXrqR0fH8/tt99ObGws/v7+dOrUicWLFzN48OAKilSIqiHjGKo5p8PJcK/ROB1OFFVh1rY3eLTvFLLSss/5HqPZiMPmuKDzdx3Sidf+nlJe4VZrueMYft3ZCm9fAxlpTkZ1PlymcQxC1EbSxlDNGYwGGrVxDUzTNZ37Ln4c5TyjmC80KQAc3XWiTPHVRA4M2DHgoOxtDELURpIYaoC7XxtT4HlmSmapzpM7DsLkYXLvM5nrXm2iXTe6NyFEYZIYaoBuV15M624tSv1+g9H136yoCgajij3bTs6gX87Gp3DiwMnyCLPGsOkG9yaEKEwSQw1gMBr4cNNrfL7nHdR8YxXMFhOXDOl03vdrOd1Yz0QnusdDGIyuD0V7tp0jO46Vf9DVmJQYhCieJIYaZMX369wf8qpBRTEoHN8bU+AYL7/CA990Tcc7wIv/PXo17Xq3BlxzLdWr70+XQRfRuF3Dig++GtEAp67IQj1CnIMkhhqk19VdMZpc3/Q1p4Y100bif6bJyEzLKvK99mw7u1bvIyEmb74k/1B/dizbzf3dnmTKNa/x2m3vc/Z0coXFX11IiUGI4slfRg3SpntLd4mhEAXX6OYiXlZUBVu2ncNbj+LhlTfdw7Hdrh5JulPj34WukdW+gT5MfG98OUdevdh1A0bdUOL1GISoK6TEUIMoikK9+v7u52ZPs/uxf5BvoeOH3nU5PYdfgm89H/c+q9VW6Di/4Lz3hjerX17hVlv2nCkx7NL4LESRJDHUMDPWvIQ5p7uph6cZY05305SEtALHqQaVEfcMZvea/aQm5r3WY9gl+AX54B/ih6oq+AX78t66V+h/46V4+lhIPpNSeT9MFXHkVCM5pCpJiCJJYqhhwprV551VL3Lzk9fy+tLn8fb3KvI4zanx28y/CY0ILrB/48KtpCamk3ImFU3TSU1I4/eZf7Hqx/VkpVv5/rVfSUtOr4wfpco4UdybEKIwSQw1UJvuLblz+mhadmnGi78/ec7k4B3gTWzU6fOe77cP8ha013V45NLncNgvfPR0TeOactvgnnZbCFGQlKVruPa9WjNn/wy+eflnGrQIIz05g3++WkXzi5uy4ts1WDMLtymcz4kDJ0lPziAgxP/8B9dAds2IQTNiP1dDvhB1nCSGWiAwrB4PzrwLgFXzNxB37Axxx864Xw+JCMJgNBAXFX/B5/QPrr2TyuWtxyAjGYQoipSlaxnfeoWX7/Tw8bigpJA7qvriyzuiKLW3/l16JQlRPEkMtcwlgzpx81PXup8rqkL0/gubC0nTdJ7/aTJv/jO1gqKrHhw5q7eVxwpuQtRGkhhqoWF3XoGXn6tBusjlPpW8uZIMRoN7Qj0U6sSiPU5dcW9CiMIkMdRCDVqEMfrZ6wrt9/B2jXo2mU2uhX8U+OLwB3yw4VX639ibab88UScGuDk1Aw7NgFOTEoMQRZHG51rqksGd4MmC+255ehTNLmrCt6/+zIGNkdQLq0dAqB/1m4Tw3PeTqibQKmDXFRRdxS4lBiGKJImhltq2dFehfcu/Xcvne/7HRX3bsWXxDjr0aYvF01LEu2s3h25AlTYGIc5JEkMtVdSgt/pNQwDwCfBmwE19KjukasOuGVA0A3apShKiSJIYaqmr7h6ExcuCrumoRpXje6O57pHhVR1WtaChoOkKmkyJIUSRJDHUUoqiMGhMv6oOo1py6ioOXcUpU2IIUSRJDKLOceRUJTmkKkmIIkliEHWOQ1dRckoNQojCJDGIOsehqSiaikOTxCBEUeQvQ9Q5mq64NyFEYVJiEHWOM2eAm0yJIUTRJDGIOsehqSBVSUKckyQGUec4c9oYnJIYhCiSJAZR5zh0FaRXkhDnJIlB1DlSYhCieKX+y1i9ejU7duwox1CEqBy6rrg3IURhpU4MAwcO5NNPPy3PWISoFJqu4NSku6oQ51LqqqTQ0FA8PDzKMxYhKoUzp41B5koSomil/ssYPHgwK1euRNeLWDpSiGrMqSnurSSmT59O9+7d8fX1JTQ0lGuvvZaDBw9WUJRCVJ1SJ4bXXnuNxMRE7rnnHpKSksozJiEqlKap7q0kVq1axcSJE/n3339ZunQpdrudIUOGkJGRUUGRClE1FL2UX/kvv/xyEhMT2bNnD2azmWbNmlG/fn0UpeC3MEVRWLZsWbkEK0RZpKam4u/vT5tvn8LgZcGZaeXgra8RHR2Nn5+f+ziLxYLFcv6V7c6cOUNoaCirVq2iXz+Z4lzUHqVuY1i5cqX7sdVq5cCBAxw4cKDQcf9NFEJUNU0DRVPQNNfziIiIAq9PnTqVadOmnfc8KSkpAAQGBpZ3iEJUqVInBi33r0qIGkbTFZR8k+gVVWI47zk0jUceeYQ+ffrQsWPHCotViKogA9xEnaNrinsD8PPzK5AYLsTEiRPZs2cPa9eurYgQhahS5ZIY0tPTOXToEBkZGfTt27c8TilEhdE1BS1fYiipBx54gIULF7J69WoaNWpUztEJUfXK1JH72LFjjBw5knr16tG9e3cGDhzofm3dunW0b9++QFuEENWBrqnurUTv03UeeOABfv31V5YvX06zZs0qKEIhqlapE8OJEyfo1asXf/75JyNHjqR3794FxjT07NmThIQEvvvuu3IJVIjyout5W0lMnDiRr7/+mm+//RZfX1/i4uKIi4sjKyurYgIVooqUOjFMnTqVs2fPsmrVKn766ScGDx5c4HWj0Ujfvn1Zt25dmYMUojz9t43hQs2aNYuUlBQGDBhAeHi4e/vhhx8qKFIhqkap2xgWL17MqFGjuPTSS895TJMmTVi+fHlpLyFEhdD1nMRQwrmSZJS/qCtKXWJISkqiadOmxR6j6zpWq7W0lxCiYuhK3iaEKKTUiaF+/focPny42GN2795N48aNS3sJISqGlm8TQhRSpkn0Fi5cyK5du4p8fc2aNSxfvpyrrrqq1MEJUSGkxCBEsUqdGJ577jk8PT3p168fr7zyCpGRkQD89ddfTJkyhaFDhxIcHMzjjz9ebsEKUR50LW8TQhRW6sbnpk2bsnjxYm6++WamTJmCoijous7VV1+Nrus0btyYn376ifDw8PKMV4gyUzTFvQkhCivTyOeePXty+PBhFixYwMaNG0lKSsLPz4+ePXsycuRIzGZzecUpaon1f2zmn69XM/i2/vQe0Y096/bz7au/0qF3G0Y/97/KCUJT8jYhRCFlnhLDaDQyatQoRo0aVR7xiFrM6XDyys3vYsu28++CLfS/8VL++Wo1AJv/2o6ua9zy9HUYjIaKDUQan4UolqxtKCqNalAJDAsAwOJlcSeFXF9M/ZGXb3634gOREoMQxSpTicFms/Hbb7+xefNmkpOTcTqdhY5RFIXZs2eX5TKiBovcEcUXU38gKy2bYXdezturXmDH8r38/uFfHNpytNDxGxdtxZplxeJ5/qmvS0vR8zYhRGGlTgzHjx9n8ODBHDlypNgRobUhMTidTtCp+CqOWkbTNJ4dPp2k2LMA7Fy5l+BGQby++DlW/eRf5HvsVgdLv1zN1fcOLvL183HYHRhN57mt9XybEKKQUieGRx99lMjISG677TbGjx9Po0aNMBpr3/IOx/ZGc3/3J3HanTz15YMMvOWyqg6pxlj5/Tp3UsiVEJPInR0eJaJNg3O+rySLQB3bG42ua5gsJt6562P2rD3AHS/dzK3PXHfO9yh6Tq8kGccgRJFK/Um+fPlyrrjiCr744ovyjKda2bV6H6/e8i72bDsAb4z7kKS4ZP736NVVHFnN4OHtcc7Xog+dOudr89/6gwE3XopfkC//fL2anSv2cN2jV9OsY8FR9C9c/xZrf9lY6P1/zV5WbGKQxmchilempT27dOlSnrFUK0u+WMGb4z4qsM9hc/Dx5C/oNaIrDVvK+IzzuXRkd577/lH+/HwZ2/75zwh5HXwCvElPznDvyh0LExcVz5jm9xPevD5Hdx4H4MjOY3y05Q3++Xo1v8/8i/43Xsq/C7cWuqaiwLA7ryg2LkXL24QQhZW6V1LPnj3Zv39/ecZSrSz9clXBHTm1DoqqMH3M+2xfvrvyg6qBul3ZmbTk9CJfy0jNLPC8Wae8EkFWWjZHdx5HVV2/+Nij8ZyMjOW9CZ9yYFMknzz2JQ6bo9A5P9zyevGlBZA2BiHOo9SJ4bXXXmP58uX89NNP5RlPtXF4W5T7saIo7g8RXdM5mPPBJIqn6zoP9nqGw0X0PjKajeha3idzQKgfV901iDFTri9wXLehrlJpenIGU699w/2eoAaB7mMMxrzb2G4tnCz+S0Y+C1G8C65KevHFFwvtGzhwIDfddBP9+/fnkksuKXJBdUVRmDJlStmirAIOe17X29xeV03aN+JUZBx2m4OmHSKqKrQaw261E32wcFuCl58nPa+6hBXfr0NRFW5+6lqO74th5oOzqd80pMCxyaeT3VVMx/fFABDUoB6z977DqvkbeP/+z3E6nBiMBu5983ba92p93rikKkmI4in6Ba4+oqqlK1woilLk+IbqbuOibbx150ckx6e4910/eQQ/vb0AgL7X9+L5HydXVXg1xhODX2T7Mle1m9nThC3L1ZD/8sKnSI5PJWrXcRZ8shRblq3QexVVKVCq8Av2JTUhjaHjL2fy5xPQNI3RTSaQcDKJ0MbBfHNsVrGxpKam4u/vT/Mpr2Lw8MCZnc3Rl54hJSWlyC81QtRVF1xiWLFiRUXGUe30HH4J0355nEn9pqBpOiiw6NOl7te3L99DVnoWnj6eVRhl9ffywqf587N/MHuYmP/WH8QcigVg7/pDbP57B5HbClcz5cqfFAAatgyn3/W9uPkp1/QrqqryzuoX2fL3DnpcdcmFByW9koQo1gWXGOqqlT+s45VbZhT5WvdhF/PqomcrN6Aa7IawO0mOTwVAUS982msvP1fyzUzNcu97eNY9JR4El1tiaPFMXonhyKtSYhDiv0rd+Pziiy+yevXqYo9Zs2ZNkW0TNcnP7y4852tbF+/i7Ts/Iu1s0b1uREG3PX+ju6G4wNeR87QBZ6ZmFUgKAJv/3l76QKRXkhDFKnVimDZtGitXriz2mNWrV/PCCy+U9hLVwpGcfvRF0TSNv+euYP5bf1RiRK7G8JKMDq4urrn/Sr6L/oT/PTLc/aGcv8fXufjU82bw2P4YjAYMJgP1wgLKNMhQ0XManyUxCFGkCp1d1WazYTDU7PmFHv30Xjr0aUPPq7pgNLl+FtVQ8NemOSvnQ/qXGYsY5nELw71u5dp6Y3n/gc/44IHPixzoVV3Vqx/A+Omj6XplZyxe5mLn2cqVnpxB+95tcDqcOO1OzsYl8/lTX3MmJrFUMUivJCGKV6bJjRTl3HUANpuNNWvWEBoaWpZLVLnBt/Vn8G39AdeArMRTZ/n1/T9Z+PES9zFdrriowq6flZ7Fe/d/RtzReA5vO+oe1GW3OljwkSuGPz5azJT5k+n3v14VFkd5MltMRLRuwNbFOy/sDTp8PHlegV37/z3Mok+WcsdLN5f4+pIYhCheiRJD8+bNCzx/9913mTt3bqHjnE4nCQkJZGdnc/fdd5ctwmrE288Lbz8v7p9xB1uX7CD2aDyN2zWk6+DOFXbNRZ/+w7Kv15z3uOmj3+PSa7qdf2bRaiL/ADUPbw+yM7KLPd5gMOAX5ENqoqs9RzWodOjTpnQXl15JQhSrRFVJmqah6zq6rrsHHRW1mUwmOnTowOOPP87bb79dUbFXGZPZxKytb3Db1BtIP5vBize+jdNR/mM1Pn3iywseYe2wOUpdtVIVbnpiJFN+nMRTXz2E3VpwDIN/iB+KqhQokWalZbuTgpevJ2NfuJHuQ0s3V5esxyBE8Ur09fLYsWPux6qq8uijj/L888+Xd0w1gre/N2t/2UhSXDJrfvqXw48dpW2PVuV6jd/e/8v9+NFP78MvyIfvX/uVg5uPFDrWy9eTsKY1p9pOURT6Xd+bA5sjcTpyvrqroKKgObVCYxjyt0VkpmXx+4eLufWZUq4RLSUGIYpV6nqHqKgo6tWrx8mTJ4mNdQ1aCg8Pp2HDhuUWXHXXc3hXonafoEHLMCLals/PHXPoFLFR8XQb0hmzlxl7TptCwslEwpqGcGTHsSLfl5mWhcPuwGQ2lUscleW3D/50P/at50NaYjppSefv/lu/Sch5jzkXaWMQonilSgzp6enMnTuXOXPmcPLkyQKvNWzYkDvvvJPJkyfj4+NTLkFWV3e+eitX3zuYgFC/clmK8vj+GO7pPBnNoeHt78XDH9/Dok+WkHDyLF+9MB+D0VBklZVqULnl6VE1LilAwVXx0hLPnRC8AjzJTM4by5AUd/acx56PJAYhilfi7qpHjhzhkksu4aWXXiImJobw8HB69OhBjx49CA8PJyYmhhdffJGuXbsSFRV1/hPWYNuX72bNz/9e0IyeF3S+ZbvRcqpVMlIyUVWVt5a/gMniyt9FJYWQiCCuGN2XQTk9p2qa+2eMY+DN518VL39SALB4mUt9TWljEKJ4JUoMVquV4cOHExkZyS233ML+/fuJiYlhw4YNbNiwgZiYGPbv38+tt97K4cOHueqqq7BarRUVe5U6ceAkT135Mp889iVv31X85G1FyUjJYNs/u8hMc33gpSSm8tmTX7lfV1SFDn1ak5qURkJMUtEnUeBMdCJLv1zF67d/UKqfo6p5+3lx+7QbuOGxa/AL8r3g99mz7DjspUzIMvJZiGKVKDHMmjWLQ4cOMXXqVL7++mvatCncXbBNmzZ89dVXvPDCCxw8eJCPP/643IKtTmxZNvfAtqz04rtaAuxZd4DNi3cArobURy6bwpNDXuKxy6eRmpjG/d2edM88Cq4J5JZ+sZrk+FT3KmeqQeWKMX3zTprvg83T59zLaFZnkdujuKfTZOa/9QepiWkANO0QgU+Ad7Hvi42KJ/lMaqmuKVVJQhSvRInh559/pmXLlhfUE+m5556jVatWzJ8/v9TBVRVbto2PJ83jvQmfFlh6Mr+WXZrxxLwHuPbBYUz69N5iz/f967/xaN8pPDPsFX7/8G/sVjsn9rvWFojadZy96w8Sfzyh0Pv2rj/AAz2eco+01pwawQ3qFTquacfGPPPtwyX9MauFE/tj3A3suYIaBJ7z924057VJnDwcW6prypQYQhSvRIlh3759DBkypNgRz7kURWHIkCE1cvnPhZ8s5ecZi1j4yVJ+eOP3cx43+Pb+THxvPKGNi+4hs/HPbYxuOoHZT3/j3rdn7QHMHmYe+uhu2l/ahkc/vY9O/drRskszzB4mJrw3Dt9AV6P95r93kJWejebUUBTXqmc/vFFwXqamHSN4bM79BIT4l8NPXvku+18vrrxjIF2uuIj/PXo1BpOBrUsLjoie9svjGHISgsOW185yYn/Bjg8XSkoMQhSvRIkhIyMDf/8L/wDy8/MjI6Pob37VWf5RuavmryfhZOkGjr1z1yziTxQsCaz7fRMpCakMv2cw7619mSFjB+Dt782srW+wMOMbmraPcHfXzJ2bCVyzkeZf49jDx4MR9w3hs13v0KZbi1LFVx2YLSYem3M/byx9ntbdWuC0F25gf/nmdwt9ux9yxwAG3166BveyJIbVq1czYsQIGjRogKIo/Pbbb6WKQYjqrESJITQ0lMjIyAs+/siRI4SElL6/eWVJTUrj2N5o93Nvfy8atWkAQOyR0/w1e3mJz/ntq78UOR23PdvOvg2HinyPoih07NOGbld2JiDUj4atwwodYzCqBDUI5KPNr/HQR7VnuhGA1t3yplwxmo2ENA4GXAkx/1Krnfq35/E5E/HwKmUX4TIMcMvIyKBz5858+OGHpbu2EDVAiRJD7969+euvv4iLizvvsXFxcSxatIg+ffqUOriKtu/fQ4xt9QDXh9zJ3RdNYkzz+4k+dIopI6YTk7NWsWpQsWbaSjTN9ZmYROY+912R3VhDGwdzUd92hfZvWLCF32a6RjpP/+s5JrxzB1G7ogscYzQbcTo0Ek8l8WMlT/VdGcKahtK2p2v0+KDRfXl98XMoal61pdFsdJcuyuK/3VVTU1MLbMX1pBs2bBgvv/wyo0aNKlMMQlRnJRrgdt999zF//nxGjRrFggULCA4OLvK4xMRERo0aRWZmJvfcc0+5BFrezsan8M5dszh15LR73+ljZ3jvvk/dbSghEUGciU7khzd+wz/Ejxsmj7igc/sF+RDaOJj4Ewl4B3iRkZzpfq1ll2aFetzsXLWX50e+DkDMwVM88MGdRfa4yV+VdHDThZfcagqjyci7q18kKS6ZkEZBKIrCZ7veZu/6g1w8oAMePh4EhhVufC8pRdPdG0BERESB16dOncq0adPKfB0haqoSJYaBAwdy991389lnn9GuXTvuvfdeLr/8cvcfVnR0NMuWLeOzzz4jISGBO++8k8svv7xCAi+r1257n+P7Ygrt37lyL1N+mMSxvdGoBpUvpv4AQMY5eskUxeJpoU33FsSfSMCaYcXb34uMFFdyWP/7Zt67/1Me/uge9m88zKGtRwgIzuu/n5bsqn46svOYe19wo8BCYxnCm9e/4HhqEqPJSGhE3heOJu0jaNI+oph3lNx/2xiio6MLLO1psZR9FLsQNVmJp8T46KOP8PPz491332X69OlMnz69wOu6rrsn2HvjjTfKLdDy5rAVPThKNahcMvgi+ozqga7rOB1ObFk2bnpyZInOfyba1WDtsDsZOf7yAkuELvxkKcPvGcyjfZ/D6dDw8vPk6nsHs3vtfpZ/sxa71cGw8Zez7Js1OO1OUhPTCk6HocCtz0hVRmn9NzH4+fnJms9C5FPixGAwGHjzzTe55557mDdvHhs2bHC3OYSFhXHppZdy++2307p163IPtjyNf+UWJg+cVqgXTI9hXbipwT14+3sxY+3LjH3hplKd32Z1DVZTDSrXT7qaZhdF8O69n+K0O1GARy57zj2raGZqFgs/Wequwlrz0788Pncinj4epJ/NcA98s3iasWbZMBoN+NfQ7qnVgXRXFaJ4pZ5dtVWrVrzyyivlGUulmv/WgiK7Ru5ZdwBbth1bdgofT/qCab8+jqqWfAXU3AVzFEVB03SuvONy+lzbk/HtH+ZsXArWTBuN2zVyD3QD8Av2JS0xjStu64entwcNWoRxaEveFNvWLBsNW4cx+bP7a9QU29WOTIkhRLEqdM3n6sxkLpwTFUUh/WxeW8KGBVt4/bYPSDh1jrmKivHc949yzYQruXz0ZSyYtYSz8Sl4+3uRHJ/XqNz7mq506t8eAN9AH6b8OIm/7T8w6sGrmDxwKi06N+HSa3tgtOTFGht5usheTaIE9JyG5wtYb/q/0tPT2bFjBzt27ABc08/v2LGDEydOlHOQQlSdmrEOZAWY+MF44o7Hc2L/STJTXRPZFbUw/fLv1hJ98CQfbSlZe4nBZOCfr1eRmeaaR+nE/hhe+PUJbnrqWn547Td0TeeH1/NGVWekZGLLtnHqSByzn/mWXav2sWvVPkwWE4583V4vvrzi1peuK8pSlbRlyxYGDhzofj5p0iQAxo4dy7x588opQiGqVp1NDAEh/nywYTopCSlcX/+uIqsVcpcvze1RVBLH98W4kwJAVnoW8ScS+GH6r4W+qHr6epCdns0zw14FoEn7Ru7X7Na8ifUi2jZk2m+Pk3wmpcZOgVEdKE5QVNe/JTVgwIAiv0AIUZvU2cSwZclOPn/qa9dkbUX8nbe4uCm3T7uRzX9tZ/i9g0t8/i6Xd8RkMbk/2Lcv28NDlz5TZO2FxdNMVr4kUlQ3WoCYQyeZ2O1Jog+c4n+PXs19b48tcVyi8DgGIURBdbaN4YMHPufIjmOcPnamyNejD5wk8WQSox4eTsuLm5X4/EaTkaHjBxbYl3iq6FXHkuNTMRbR5qEaVUIi8uZt0jWIPuAakb382zXunk+iZKRXkhDFq5Mlhm9f/YVTka4utgajmrcYfT62bDvvT/wccA0mmzx7Ap37dzjvuTVN45+vVqOoSonm8nHYHCiqgp7vW2z7Xq0JDA+g1wh/DmyM5PDWvB5KZ0+n8FDvZ/jg31dr5JKeVUlWcBOieHUyMfzz9Wr3Y6dDw2g2ulYDO8cHRezR08x++hveX//qec/9x0eL+fChOQBcfHnHYo9VDQqaM++i+n+qNvauO1Bsx5kjO44RcyiWZh0bnzcukUeqkoQoXp2rSspIzST6QMF5/B22cyeFXG17tLqg8+dvK+jUr+hupX7BvnS5vCNvrXih2HNdSBvns8NfLXItaHFuUpUkRPHqXInB4mnGZDEWOfPpfw289TJum3I9aWczaNfzwhLD/x4djjXLisFg4OanrmXr0t3sXXegwDEZKZlsX76HrAwrbXu24sDGw6X6WcA19cY3r/zM7VNvLPU56hynDqru+lcIUUidKzEYTUaue3j4BR179T2DiWjTkPa9Wl/QqnUAZg8zd7x4M7dNvQGT2cSMNS8VmDoacI+4Pn38DE9+8QAmy/nzc+4gN//gwnP6JMUmX1Bs5eFM1n6izjxORton6HrNLKkoOQPcFOl2KkSR6lyJAeCvOUUsvKNQoDrp0U/vpVO/9hUah6oqPDX0lQsqveQOcktJzBs5ragKva/pxm1Tb6iwGPN77fcldG/3DAP9UiEDdMWJ4nN/pVy7PEnjsxDFq3MlBoAm7RoCrsbfoAZ58/sbTAZUg8qUHydx1V2DyuVaGSkZhRqVcyWeOsvpY/FFvqYaVFp1bc6QcQMKlih0sHhZqN8khCk/TuaFX54gKLzsaxRciB+ObSHUkrcqXZZ1S6Vct7xJ47MQxauTieHF35/iiXkPMHvvDC4Z3Mm1U4d737qdb459RL/re5fbtbz9vRk8tj8GoyvpFMXsZS6076J+7fho8+sc3XG8UIli1EPD+DrqI/pe17Pc4jwXXddZ/+9+RlzxMNmN7Sw804RYh514pwO7xzUVfv2KoDh19yaEKKxOViX5BHi7F5IfO+0mMlOzCAyrx9X3Dq6QMQFPzH2AJ+Y+wIRuTxC5Lcq93+Jtxpphw5ZpK/SenSv2subXf/HLt4iPYlC4+YlRjH/llnKP8Vxe+OEffv13D/olDcGZxVfRvVDTW3Fvj2sI8BpSaXGUK03P24QQhdTJxJBf/SYhTPv58Uq51q3P/I+XbngLXQefet7cMHkEc5/7/pzHfzBxNnP3z+D7138nKy2L6yePqPTptldtPwSAYjdh3KpiTkxk9DPPEeAVVqlxlCepShKieHU+MVSmvtf1ZEHGN+xcsZemHSN4tN+UYo+3W+14+3tz56u3VlKEhV3m5c/CxBg0TzOGFJXQTZk0alpzkwLIOAYhzkcSQyWzeJjpMawLAKkJacUeO+K+qq+qmfrMzST2fobIyFjCWtbniZn3VXVIZSdVSUIUSxJDFfKt50N2hvWcr//0zkLGTLkes0fhxunKYjQZS7wWRXWnaJp7E0IUVid7JVUXz37/KP1u6E3bXi3d+1Rj3n+JxdNcaHCcKDtFy+mVJCUGIYokJYYq1OHSNnS4tA26rjPS/3ay0rMxqCrPzX+Uo7uO0++G3jJzakXQdFcDgyQGIYokiaEaUBSFKT9OYskXKxlwUx/6XNuDvv/rVdVhVTi7zc7Z0ymERgRX6nUVp46CjGMQ4lwkMVQT3Yd2ofvQLlUdRqWxZdt4oOfTRO0+QZ9rezDtl8rpMgy4pq3N3YQQhUgbg6gSp4+fIWr3CQDW/baJx694gdU/baici2ta3iaEKEQSg6gS0QdjCzzfsWIPL934DqvmV3xykCkxhCieJAZRJWKPni5y/6ePf1nxF3dqeZsQohBpYxCVauOirXzzys8c2BRZ5OuBlTFTrJ5TjaRLYhCiKJIYRKWxZll54fq3sVvthV4zWYz0v+FS7pxeCdN/SOOzEMWSqiRRaYwmI95+noX2qwYVu9XBP1+vZvvyPRUfiNOZtwkhCpHEICqNw+4gK7PwFCBavrr+LYt3VHwg0sYgRLEkMYhKk3ImFWsxc0MBbP9nN1pFdyPV9JzuqlKVJERRJDGIShPaOISmHSOKPSb5TArWrMILF5UrqUoSoljS+CwqlU+A9zlfC4kIYsyUG/D09qjYIDQNkAFuQpyLJAZRqTpc2oY9aw8U2u8f4sfsfe/i6V24cbrcaTog6zEIcS5SlSQq1V2vjcHTp2CJwNvfiy8Ov185SQHQNSe604muSVWSEEWRxCAq3dyD73PZqJ40ah1O044RvL50Ct5+565iKnfSxiBEsaQqSVS6oPB6TP35sSq7vu50oitOdF0SgxBFkRKDqHvKOI7hww8/pGnTpnh4eNCzZ082bdpUzgEKUbUkMYi6R9dd8ySVYkqMH374gUmTJjF16lS2bdtG586dufLKK4mPj6+AQIWoGpIYRJ2jO53uraTeeecd7r77bsaNG0f79u35+OOP8fLyYs6cORUQqRBVQxKDqHPszmzsjmzszmwAUlNTC2xWa9Gjs202G1u3bmXQoEHufaqqMmjQIDZsqKRFhoSoBJIYRJ1hNpsJCwtjLX+ykt9Zy5/4+PgQERGBv7+/e5s+fXqR709ISMDpdFK/fv0C++vXr09cXFxl/AhCVArplSTqDA8PD6KiorDZ8qbc0HUdRVEKHGexWCo7NCGqFUkMok7x8PDAw6N0U24EBwdjMBg4fbrg6nOnT58mLCysPMITolqQqiQhLpDZbKZr164sW7bMvU/TNJYtW0bv3r2rMDIhypeUGIQogUmTJjF27Fi6detGjx49mDFjBhkZGYwbN66qQxOi3EhiEKIEbrrpJs6cOcPzzz9PXFwcF198MX///XehBmkhajJF12XhWyGEEHmkjaGaGDBgAI888kih/fPmzSMgIACAadOmoSgKQ4cOLXTcm2++iaIoDBgwoNBrMTExmM1mOnbsWOS1FUVxb/7+/vTp04fly5e7X1+9ejUjRoygQYMGKIrCb7/9VpofUQhRQ0hiqGHCw8NZsWIFMTExBfbPmTOHxo0bF/meefPmceONN5KamsrGjRuLPGbu3LnExsaybt06goODufrqqzl69CgAGRkZdO7cmQ8//LB8fxghRLUkiaGGCQ0NZciQIXzxxRfufevXrychIYHhw4cXOl7XdebOncttt93GrbfeyuzZs4s8b0BAAGFhYXTs2JFZs2aRlZXF0qVLARg2bBgvv/wyo0aNqpgfSghRrUhiqIHGjx/PvHnz3M/nzJnD6NGjMZvNhY5dsWIFmZmZDBo0iDFjxvD999+TkZFR7Pk9PV0L5uQfCCaEqDskMdRAV199NampqaxevZqMjAx+/PFHxo8fX+Sxs2fP5uabb8ZgMNCxY0eaN2/O/Pnzz3nuzMxMnnvuOQwGA/3796+oH0EIUY1Jd9UayGQyMWbMGObOncvRo0dp3bo1nTp1KnRccnIyv/zyC2vXrnXvGzNmDLNnz+aOO+4ocOwtt9yCwWAgKyuLkJAQZs+eXeQ5hRC1nySGasLPz4+UlJRC+5OTk/H39y+0f/z48fTs2ZM9e/acs7Tw7bffkp2dTc+ePd37dF1H0zQOHTpE69at3fvfffddBg0ahL+/PyEhIeXwEwkhaiqpSqom2rRpw7Zt2wrt37ZtW4EP8FwdOnSgQ4cO7Nmzh1tvvbXIc86ePZvJkyezY8cO97Zz50769u1baP2AsLAwWrZsKUlBCCElhupiwoQJzJw5k4ceeoi77roLi8XCokWL+O6771iwYEGR71m+fDl2u909ziG/HTt2sG3bNr755hvatm1b4LVbbrmFF198kZdffhmj8fy3QHp6OpGRke7nUVFR7Nixg8DAwHN2kRVC1FxSYqgmmjdvzurVqzlw4ACDBg2iZ8+e/Pjjj8yfP7/IAW0A3t7eRSYFcJUW2rdvXygpAIwaNYr4+Hj+/PPPC4pty5YtdOnShS5dugCu+YK6dOnC888/f2E/nBCiRpEpMYQQQhQgJQYhhBAFSGIQQghRgCQGIYQQBUhiEEIIUYAkBiGEEAVIYhBCCFGAJAYhhBAFSGIQQghRgCQGIYQQBUhiEEIIUYAkBiGEEAVIYhBCCFGAJAYhhBAFSGIQQghRgCQGIYQQBUhiEEIIUYAkBiGEEAVIYhBCCFGAJIYabt68eSiKwpYtWwrs37VrF+PGjaNZs2Z4eHjg4+PDxRdfzBNPPMHRo0cLHHvHHXfg4+NTmWELIaoxY1UHIMrfZ599xoQJEwgODmb06NG0bdsWh8PBnj17+PLLL5kxYwZZWVkYDIaqDlUIUQ1JYqhl1q9fz4QJE+jTpw8LFy7E19e3wOtvv/02r7zyShVFJ4SoCSQx1DIvvPACiqLwzTffFEoKAB4eHrz00ktVEJkQoqaQNoZaJDMzk+XLlzNgwAAaNWpU1eEIIWooKTHUIpGRkTgcDjp27FjotaSkJDRNcz/38/PDbDZXZnhCiBpCSgy1SGpqKkCRPYyaN29OSEiIe/vjjz8qOzwhRA0hJYZaJLdNIT09vdBrv//+O3a7nZ07d/LYY49VdmhCiBpEEkMt0rJlS4xGI3v27Cn0Wv/+/QEwGuW/XAhRPKlKqkW8vb0ZMGAAq1at4uTJk1UdjhCihpLEUMs8//zzOJ1OxowZU2SVkq7rVRCVEKImkXqFWqZv377MnDmTBx98kFatWrlHPttsNg4dOsQ333yD2WwmLCysqkMVQlRTkhhqoQkTJtC7d2/effdd5s+fT1xcHCaTiRYtWjB27FgmTJhAixYt3Mfrui7TYwgh3BRd6hbqvOuuu47NmzcTHR1d1aEIIaoBaWOo4zRNY9u2bbRv376qQxFCVBOSGOqojIwMPv/8c6655hqOHz/O2LFjqzokIUQ1IVVJddSxY8do0aIFERERPPDAAzLoTQjhJolBCCFEAVKVJIQQogBJDEIIIQqQcQyiTsnOzsZms7mfm81mPDw8qjAiIaofSQyizsjOzqZZEx/i4p3ufWFhYURFRUlyECIfSQyizrDZbMTFOzm0pRF+viqpaRqtu8Vgs9kkMQiRjyQGUed4+uh4+ujYpUOeEEWSxCDqHAca9px/hRCFSWKoZfauP4jJYuTw1qPYbQ5G3DcEg1EmyMtPQ3dvQojCJDHUMJ88/iVbl+yk94hurPh+HSERQfQZ2Z3LR/fl3wVbefuuWQWOX/Xjel5b/BwWT0sVRVz92HXdvQkhCpORzzWErus8N2I6m/7cDoCqKmha3n9dh0vbkJaUzokDhVdu63HVJdwweQQXD+xYafFWR6mpqfj7+7NrXyi+vippaRqd2seTkpKCn59fVYcnRLUhA9xqiNTENHdSAAokBYADmyKLTAoAm/7cxlNXvsypI3EVGmNN4UDBjoIDpapDEaJaksRQQxiMKvWbhBTY16xTYwJCXd90nQ5nUW9zczqcZKRkVlh8NYldV9ybEKIwaWOoIea/tYDTx88U2Be168Q5j1dU0P/T6eZsfAppyen4BvhURIg1hhPFvQkhCpMSQw3hG1jww9w/pPg68fxJwTfI9d5nr3qV6wLHsXjeinKPryax66p7E0IUJn8ZNYDdZuePj/4usM9hd3LFmL4X9H7fegWTysof1pVbbDWRQzdg1w04dOnGK0RRpCqpBoiLiif2aPx/9uos+3rNBb3fYXPkPVGg+9Au5RdcDWTTDZh0FZu0MQhRJCkx1ABLv1qFyeLK4QaT61tuRvKFNyTHRyfkPdHhxzd+584OjzAy4HY2L95RnqHWCHZU7Biwy+0vRJHkL6Oac9gdfPfqr9itrm/9D868k4DztC/kJhG3/4xUSYw9y4n9J8lMzeLbV38uz3BrBHtOVZJdqpKEKJIkhmrOaDLSqX979/MZ935KemrxpYXcJHIhYg6cKnVsNZWGihMVTW5/IYokfxk1wNgXbirw3FGCD/78WnRpCoCnT94U056+nqWOq6ay60b3JoQoTBJDDdCpX3suv/UyVEPp/rty3xeX04CdlZ6NanA1vMYdi+fgliPlE2gNYdMN7k0IUZgkhhri6a8f5u2VLxTY5x3gxaXX9TzvezXNNaih4MhnV2LQNZ34EwlFvKv2khKDEMWTxFCDbMnXg8hgVMlIzmTnst0FjqlX37/wG3UIDK/H/TPuoONl7QDQnBoNW4XTZ1QPLJ6migy72nGgusYxyO0vRJFkdtUaJOZwLBO6Pk52urVU7w8Mrwe6TlJcMgDBDQNJOJkEuOZdsnhaeGLeRCLaNCyvkKuV3NlVZ27tiaePkax0Bw903SizqwrxH/KVqQZp0KI+1gyb+7liyBugVVz7Q+7Yh6TYs6QnZ7j35yYFcM27dGDjYX6Zsag8Q66WpLuqEMWTxFCDqKpKk44R+Z7nJQYP7/8sxKPAhHfuYNDt/TFb8qqKiioeNmgZhtFsRFEULurbrrzDrnYkMQhRPEkMNcyMNS/hH+yq9giNCMaU86GfmZpV8EAdGrYOZ9UP68lKz3bv7jKwA94BXnj5ubqp1gsLYMbal+g8oD26rrNh4dbK+UGqkCOn4dkhjc9CFEkSQw3j7efFR1teY9Jn9/HOqheLbmzOserH9bTq2qzAvk1/7SAjOdOdSM7GJfPabe+zdcku13t+WMepo7V7QR8pMQhRPEkMNVBo4xCG3XkFwQ2DeGf1i4Q1Cy10jKIqKKrKvvWHij2X5mlmvU0je2BHNG8Lug4PX/ostmxbse+ryVxTbhtk2m0hzkHK0jVc/cYhfLrrbf76bBnhLeqTkpDGj2/+TkCoH2t/+fe873c2DkbPmZbb2TQUdW80yfGpWLNsmD3MFR1+lXDqqnsTQhQmiaEW8PT24LpHhgOumVijD5wkOt/6z80uaow1y8apyMJVRGpCGjg1UEA9k+raqYBPgHelxF4V8tZj0M5/sBB1kCSGWiaiTQMMRkOBNaBTk9JIPHm2wHGZXRtjbR+G+UgCXou3g6Jg0nUcwNBxA1GU2rtWgV03oOoG7JIYhCiSlKVrmbY9WnHXa6ML7PtvUgCwdggHowFbm/qgaShWOw6bgxlrX2Ly5/dXVrhVwpGzepus4CZE0SQx1EJXjO5LSETQOV9XDSpep1IACMywY8wpHRiMBsKa1a+UGKuSXVPdmxCiMKlKqoXq1Q/gpievZeYDswvsD6jvT/LpFAxGA5Z/DmCyGPk+6iOU9xWWzFtJ96FdCAqvV0VRVx5dV9F0FV0an4Uokvxl1FKd+rXPnUDV7ep7BjN73wy6D70YgOatwvEL8qVeaAA3PXEtzTs1qfxAq4BdV3K6rNbedhQhykJKDLXU2l82Fpr/YuUP6xj7wk1M+XESR3cdJ6JtQ4ymuncLOHIan6WNQYii1b1PhTqicbtGhfa17dEScC0X2rpri8oOqdqwawYUzYBdk8QgRFEkMdRS/W/oTUjEK6DroChEHzjJwJv7VHVY1YITFYfuWvdZCFGYJIZarH2v1kU+rus0XXFvQojCJDGIOseRU5XkkKokIYokiUHUOQ5dRdFd1UlCiMIkMYg6x6GpKJqKQwa4CVGkcksMTqeThIQErNai1yNu3LhxeV1KiDJx6gqKruKUNgYhilTmxLB161aeeeYZVq9ejc1W9Bz+iqLgcDjKeikhyoVDU0FKDEKcU5n+Mnbs2EHfvn3ZsGEDQ4YMQdd1OnXqxJAhQwgODkbXdfr3789tt91WXvEKUWbl1SvptddeQ1EUHnnkkfIJTIhqokyJ4aWXXgJg48aN/P777wCMGjWKv/76i2PHjnHfffexZ88epk6dWvZIhSgnTk11b6W1efNmPvnkEzp16lSOkQlRPZQpMaxdu5ZrrrmGdu3auffpumseBk9PT2bOnEmDBg145plnyhalEOXIkdMjKbdXUmpqaoHtXO1kudLT0xk9ejSfffYZ9erV/kkHRd1TpsSQkpJC8+bN3c9NJhPp6el5J1dVBgwYwLJly8pyGSHK1X9LDBEREfj7+7u36dOnF/v+iRMnMnz4cAYNGlQZ4QpR6crU+BwaGsrZs3mLwISFhXH48OECx2RnZ5OZmVmWywhRrrScpKDlJIbo6Gj8/Pzcr1sslnO+9/vvv2fbtm1s3ry5wuMUoqqUqcTQvn17Dh486H7ep08flixZwoYNGwDYv38/P/74I23bti1blEKUIx3XFFK5k8/6+fkV2M6VGKKjo3n44Yf55ptv8PDwqLR4hahsZUoMw4cPZ/Xq1cTGxgLw5JNPous6l112GSEhIVx00UUkJydLG4OoVpy66t5KYuvWrcTHx3PJJZdgNBoxGo2sWrWK999/H6PRiNPpPP9JhKgBypQY7rvvPk6ePElQkGsZyc6dO7Ns2TKGDh1KcHAwgwYNYsGCBYwaNapcghWiPDg1xb2VxBVXXMHu3bvZsWOHe+vWrRujR49mx44dGAwy95KoHcrUxmAymahfv+AawZdeeimLFi0qU1BCVCQtZ0oMrYTdVX19fenYsWOBfd7e3gQFBRXaL0RNJnMliTrHqSlQihKDEHVFuSSGM2fOsG/fPk6dOoXdbi/ymNtvv708LiVEmWmaklNiKHtiWLlyZdkDEqKaKVNiyMrK4sEHH+Srr74651xIuq6jKIokBlFt6Pk2IURhZUoMDz30EHPmzKFTp05cf/31hIeHYzRK7ZSo3nRNcW9CiMLK9Cn+888/061bNzZs2CA9MkSNoWsKmiQGIc6pTN1VnU4nAwYMkKQgahRdU92bEKKwMv1ldO/evdAUGEJUd7qWtwkhCivztNtLlixh4cKF5RWPEBVO1xX3JoQorExtDL1792bJkiVcc801XHLJJXTu3LnAZGS5FEVhypQpZbmUEOVG13ManyUxCFEkRc9dQKEUEhMTGTVqFGvXri3+Iooi88iIKpeamoq/vz8RH09D9fRAy8om+r5ppKSkFPmFRoi6qkwlhgcffJC1a9dy1VVXcfPNN0t3VVEzaPk2IUQhZfoU//vvvxkwYIC0MYgaRcYxCFG8MjU+67pOt27dyisWISpHzlxJSGIQokhlSgx9+vRh586d5RWLEJVC0fM2IURhZUoMb731Fps3b2bmzJnlFY+o5X774C/uu+Rxfpv5FwALP13KmOb388qtMyqvg4KUGIQoVpl6JY0fP56jR4+yZs0aWrRoQadOnc7ZXXX27NllClTUfA67g+Get6JpOooC7S9tw951eUvDDhrTjwc+GI+3v3eFXN/dK+ntl/J6JU2eIr2ShPiPMiUGVb2wAod0VxW5Huj5FAc3HyEwPICk2ORCr3fo04YZa16ukGu7E8ObL+clhsefk8QgxH+UqVdSVFRUecUhaqnNf2/n48lfYM2y0efaHkyZ/xgJMYl89OjcIhPDwU2RJJ9JISDEv8JiUrS8TQhRWJkSQ5MmTcorjmotyxGPrjvwMjWo6lBqFFu2jVdumUFGSiYAv8xYxF+fL+PxufcT3PD/7d13eFR11sDx752eNumFQELoJRSRDiLIgohiwYqIClgRK76uuioi6tq7iKvSVkHKCiqiIlKll4DSa6hppLdJptz7/jEwEBNCeiHn8zxXMreeiTBnfj2IA1sOF7vG6XCxev4Gbhx/TbmfZ8srIOV4KtFtG6Mo0n4gREVVy2g0TdM4dOgQFouFqKio6nhEjUnK28LGpIcAleYB/0en4FG1HVK9sXz2H56kcJYtt4DJt71PSOOgEq9RFAWno+RFn/5OVVV+mb4cl1MlIMTKV899Q+KRFK57cDBPfv7gBa9TNAVFVVBkSgwhSlSpXkkLFy7knnvuISMjw7Pv6NGjdOrUibZt2xITE8OIESPqbftCZtYMstLG46Oz08hgJ6LgVexZMudTWUW2jLjgsdRT6SXu1zSNuW99z8kDCQD8d9J8JgyYSNzyncXOfaLvC3z44Bd88shXvHr7+yQeSQEg7ve/Sg9MRj4LUapKJYapU6eyY8cOAgMDPfueeuopdu/ezVVXXUWnTp1YsGAB06dPr3SgNW1n6lystjdoZcqkm6mAFoZC/HR2XPnfoDoO1XZ49ULn/rF8uvlNel1f8iBInwDvIq91evdfx8zkLO6LfYrhwaP5evICdq7Zy5TH3b3aZr/2HTeHjOGjcV9wMK54G1dgRAD3vnJHqXFJG4MQpatUYtizZw89evTwvM7JyWHJkiXccccd/P7772zevJl27drVy8SwP3srZztsaWjszA8FIMdlYvmpMZzMkWlAysIa5EvikaQSj/29mqldr1YYjO5Fn1SXSm5GHkaLEYCk+BT2bjrInH9/R056Lj/9ZxkuR/GS6GuLn+Mfd/UrNSZJDEKUrlKJIT09nYiIc9UFa9euxel0cueddwJgNBoZPHgwhw8Xb2Ss607YD7DLDglOB/vsJt441YtJJ7uz1W6iQM3iUNaM2g6xznO5XDzW+18c232y2DGLrwXO6yjdsmtzel/fjTGvjyxyXr9begFgL3Aw+dZ3cRS62x+adz7X8UFvPLeCoMFYhmYzTTm3CSGKqVRisFqtpKWleV6vXLkSnU5Hv37nvrEZjUby8vIq85haYVBMLM+PYUluFFMSelHgNKAz9iVXDQDAz9SzdgOsB1SXSnZaTrH91hA/rhlzFQAmLxOPfDIWVJWvnpvNt28sLHLurjV7UHQKik4h9VQ6mqYRFh3CZ1vf4u3fJ6Io4HK4UHQKk394luadLt5TTkoMQpSuUomhbdu2LF68mLS0NDIzM5kzZw5du3Yt0uZw7NgxwsPDKx1oTbuz6XuY9K3YmtWUEwXBKChEWJowK+EyZiX0Yd7xwIvfpIEzmoxFqnV8A90jmrNTc7jsqg689duL9LmhG589Np1D248CkJtx3pcIBVJOpKGpGpqqEd7UXZ13zZiB6PV6ugzsSEyHaABadI6h9wXaMoo5mxQkMQhRokp1V3388ce57bbbaNKkiadk8NprRUetbty4kcsvv7xSQdaGEEtTro2cyI+nPsGsz8fPWEhc1lKCjE5SHb6sO5hKSptcwvx8azvUOu3ZWY8xaNSVBDUKZOKNb3k++Lf+toONP20j9WTJvZOAIlVNAHqDnj43dqN93zaefR/88Sr7Nx+ibc9WZQ9KeiUJUapKlRhuueUWpkyZQmxsLK1bt+att95i9OjRnuOrV68mOzuba64p/2CluqC5bwSvdLwDP0MBVoONzn5HuTzgJME2G4nJRsYt+KG2Q6wXug7uTLMO0Tjt58Yn/PT5stKTwnlMFiNmLxMJh5NY/8NWnrv6Vb5+ZQEAPlZvLh/UCW8/rzLHI7OrClG6Sg9wGzduHOPGjSvxWP/+/YuMcaiP/ndyLj5GB76GAs4OpvXxsaEGuPgzN4FxL89l4qPX0ihU5tq5mCemPsibd39MXlY+iqJQ1mm67AWOYvvidx2rcBzSxiBE6SpVYmgIcp3uxtMMuw9/pUZyOCuEzaebYvIrxBSZxxYO893S7TUWT8qJVE6fTCMtsf4l3F7DujIv4QvGfTD6XFIoQ8eg8Kah3P/mKHwDvNEb9TRp25h7J4+oXDBSWhDigqpsSowTJ06QkJBAYWFhicevvPLKqnpUjXqy9XjWnF6P5gzliz37yXEUYjIo+FnyMOhVnD0dGGuosPD5hJl89+ESd8lFUeh8ZXs0oM8N3bn5yetqJohKMnuZGf74tRz56xh/fLeR/GzbRa9JPnaa3Mw8cjPd4x5O7jvF/101ibeXvUSzjuWfr0tKDEKUrtKJYfHixTzzzDMcPHiw1PPq67QY7axtaWdtC8DDba7HobqYdmA9M4/9DIBBp9I7tnm1PT89KYNJN79DyvFUMpKzANA09392rNoNwJ+rduN0urj9/26otjiqkqIoGIyGMiWFs/73weIirzNTslg1b70kBiGqQaWqklatWsXw4cPJzc3l0UcfRdM0rrzySh588EHat2+Ppmlcd911TJw4sarirXVGnZ4H2vSlc0AMAN2DWtIxoEm1PEtVVb57fwl7Nx4kLSED1XXhT7KvnvsGW35BtcRRHdp0bwG4p8EICLt4kcvsZSQkKhgU9zXeVi9631DB9calV5IQpapUYnjzzTfx9fVl27ZtfPTRRwBcddVVTJ06lZ07d/L666+zfPlybrzxxioJtq7QKzqm9niAUd7X8fvP2dzyxRzy7cUbSCvr1dveY/67P1CWGaQ1VSMntfhgsrpq6H3/YGrc27y+5HkyU7KLHAuPCUVvKPpXMy/TRuqJNNDcA+eGPTSYtj3K0UX1PFJiEKJ0lUoMW7Zs4aabbioygE1Vz/1re/755+nSpcslVWI4S6fo+G2nexK3PYkpHEpJu8gV5bfhp22Au+ro37/8iy93vk/PoV1KPNfH6kVYdGiVx1CdWl7WDC8fi2fyPLO3CaPFyOkTabicpX9qL/vv6oo/WDtvE0IUU6nEkJ+fT+PGjT2vzWYz2dlFv/316tWLdevWVeYxddbI7p0w6nT0iGlCm/CQKrln3O9/8fXkBZw+lYZ/iJ9n/9qFm9izYT+bf91R4nW2vMIyr2NQlyx4f7GniszlUHEUOEqtMjurcatGFX6mlBiEKF2lGp8jIiI4ffq053Xjxo3ZvXt3kXPS0tLqbcPzxYzo3pk7unWqstXC9m85xLNXvwrA7Ne/45Xv/8n6RZvZsWo3P3+5nJ+/XF7idRYfM49+cl/ZJpCrY8LPK+WUltgCwqxFqpySjqZU+JmSGIQoXaVKDJ07d2bXrl2e11dddRUrV67k22+/JS8vj6VLlzJ//nw6depU6UDrol9+2sEn7/1KUglrF1fE+QvMuBwuCvMKeeqLh0sd1RsaFUK7Xq0q9Q26Nj347t3c/fJtFx3P8Pd2iMqsCS0jn4UoXaUSww033MCOHTs4dsw9CvVf//oXvr6+jBo1CqvVyrXXXovT6Sw2f9Kl4MC+RN5/cwmLv4/jg7d+Lvf1iUeSWTx1KSnH3SWuY3tOMHPiXM9xg8lA+z5tSEvM4Nhe97TVfy+Z6Aw6Tp9IZfvyXXz8yJeVeDe1R6/X06FvW255ahgBYWX/sE89lU6hreQxMxdT0RLDG2+8Qffu3fHz8yMsLIybbrqJ/fv3VygGIeqySiWGsWPHkp+fT9Om7r7kzZo1Y8uWLTz88MNcffXVPPDAA2zatKneDm4rjZe3CZ3e/UHt42su9VxN01g6cyXff/oLTocTl8vFk/1e4uPxX/H0gJdJOZHKk1e8hOo69xXWaXfy45RfsRfYcRSe6fGkwKiXbvWco57XQNukTWQVvrua8+fq3Tx79at89/5PZKa4x2l0HhCLxaf032nm6SzycyrYPVfD3VW1nCWG1atXM378eDZu3MiyZctwOBxcffXV9XJaeSFKU+WV0i1atGDKlClVfdsale3I4739cyh0OZjQ5k7CLMWn2I6KDubdj0dx+GAyg4eWXlX20bgvWfLFMgDyMvO57ZkbyM3IdT8rLZf4v46Rm3nmw0XB84G1a+0+vn1jkaeaRVM1Tp9ILXIOQIcr2vLc149X5i3Xmuy03CKvFQWy03IoyDtXGvCyemE7MxjOYNLjtLtAgz3r99P3ph6UV0Wrkn799dcir2fOnElYWBjbtm27JL/8iIZL5koqwa+JG9mYtpvtmQdYdOrC3SI7do7mplu743OBb7c/Tl3KNaYRnqQAsH/rYUxmI5MWPsPge/szadEzXD64E/1v701MbBQvznvK821517p97os00OkVdAYdS2euKpIU+tzYjX/OehST2Vjp910brhjegzGv3cmwhwbz0Lv3oGkQv/N4kXNemvcU5jO/E6f9XEeGvy8NWlZ/r0rKzs4usl1oWpe/y8pyl3CCgoIqFIcQdVW5Sgxr1qyp8IPq0zeqln5N0KGgovH15gNcFZBK6+Dyd0edNXEeLmfRHlmblmwl+dhpul/The7XnBuT8OLcCYB7eouz35a9fC2eaSPc1UzujKA36Gka24TBd/fn1gnXV+Qt1hmKojDyXzcDsHrBhhLP+dfQfxdtnFZg9OQR/GNU6Ws7X/CZf0sMUVFRRY6//PLLTJo0qdR7qKrKk08+Sd++fenQoUOF4hCiripXYhgwYECFu2bW1S6rTlXleEI6RxLSGHB5SwwGPYkLjqM/FU58I7AXGPj14MFyJQZN03jvvqnnqofOo7o04nce96xG9ncdr2zHjeOv4cC2wyQfSy02n5CiUzCY9Dzx2QO0792mxHvUV216tPD8bPIy0TQ2ioNbz6wXfl4pacjoAdz1wi0Vf9DfpsQ4ceIEVuu5aTnM5tLbNwDGjx/Prl27WLt2bcXjEKKOKldimDhxYpX12a8Lfjt+kPFrvselOUAHEb9489VNN/Hhw19Q0NQX57j2mEM0ErUMbE4HXoayVdekHE9l6cyVJR5r2aUZlw8u3ibx3Qc/kXzsNCNfuJlHP7mPX2es4L37phY5R2/Uu7ux5tv54dNfL7nEEB4dSv/be7P+h62MePYmht7/D+5pMR5HoROdQYc10JfXfnqeNt1bVuo5fy8xWK3WIonhYh599FF++ukn1qxZQ5Mm1TNPlhC1qVyJ4WLF6/rk+L5TvLnkRxxhLnR6977UUBvvvLEQH39vOJZL5xMFbG+iZ178DsJ8fHmqU9mqw4IjA2nZpRmHtscXG5hlMOmLtQds/Gkbnz89C4DczDz+OfNRskqY98jlOFfqOvLX0XK+47pPURRPldpZ352eTvKxVJq0iUSnU9DpKt8spmiaZysPTdN47LHHWLRoEatWraJZs2aVjkWIuqhC/8o2bNjAwIED8fPzw2q1MnjwYDZv3lzVsVWr9+77jPx5+8CpoZ2pVjCeNrAvO4dXfniW575+nFvHDfWc713G0gKAwWggINzdJz/rdDZBjc71atq36RDPD30dgFXz1vHe/VPJyTjXM8dpd2IvsHNi7ynPvlZdi0/r3aZ7xSaQq2+8fL2IiY3CYNBXSVKAio9jGD9+PN988w1z5szBz8+PpKQkkpKSsNnKPn24EPVBubur7ty5k4EDBxbpubF8+XLWr1/P5s2biY2NrdIAq4t/qBVOZKBLN6GgoM/TMKXoMHtZCAi10rhlBCGRQXh5WShwObiteedy3f9s24AG3PzEtXz13GzPsa1Ld7D+h828PvJD0OD3r1dz7QP/4M9Ve1g5dx2J8Sk8+sl9rPt+M7mZeRyKc0/Wd/5ymDc8MqRKfg8NUUUTw9Sp7qq9AQMGFNk/Y8aMImudC1Hflfsr2JtvvklhYSEvvPCC5xvTSy+9hM1m46233qqOGKvFLW+PJG9ACzSDhsusYszV8EpxcmXTRtwf+xSjWz3Gwbgj3NSsAyNadkFfzm+rOelnSgEaXHlrb6bGvYVfsK/n+KRb3vU0qDodLn7+cjkJh5IA2LfpINHtzk1OeDYZmLzcpRYff29CmkgXyYqqaGLQNK3ETZKCuNSUOzH88ccfXHHFFbz66quEhYURFhbGK6+8Qr9+/Vi9uhJTIdewL79ZgcuioJkAPbj8NDSdxs/GNDKGtiA3tikffLWCwsKKrbMQ0tj9wW3xMWPxtdDysuYsSPwK65nkoKkasX3bFBnhGx4TQpPWjRg9eQRePhba92ld5J6F+XbCmoYwNe5tgiKKD7oTZaSdSQoyV5IQJSp3YkhOTqZXr17F9vfs2ZPk5OQqCaomNFeNGHNUONOea8rSyGtqINcCud3CsccEssWWwQNzFrL3vBlky+ql+RMY9eKtdLiiLR8/8iXH951Cp9dhyz03jUNYdAihUcEA+If48dpP/2LGvo9p1bU5d0Y9hNPu5K4XbsHrvCk30k6l06hZeLHnibJTVM2zCSGKK3cbg8PhwNfXt9h+Hx8fHI6qX8Wsujzyr1twPj+HHXE5HLbZ8Epykh2Yhb1jCDq7hgakx+pYl3GK8YsXs2Ls2HLdPzMli2/fXOQZ4Jafnc9bv03klgnXM++t79FUjZXfnlunIjcrnz++20hqz1YseO9HUk+lk3oqnbjfdxa571V3XlHp997gyUI9QpSq/k3gX0Us3mb++dEYEo4kcU/s0+ByEeh04eXyxeDQoejAy2jG5nLiazKV+/5pCRlFRj1rGhzZeYy5bywqdm6j5uEkHklm1sR5AIQ3LXkwXZvuLRj3wWj2bNhPm+4t0Rv05Y5LgOICRef+UwhRnKJp5evMrdPpaNmyJS1bFh1kdOjQIQ4fPsyQIcV7yyiKwpIlSyoXaRX7+fedfPTlcoy5NgqWbvdUK6iBfqgRQXRoHc7D/7mXjSdOcF3r1kT4+V3kjsVd7zuKgvxzvbeMFiOOguKlKouPucikcaXxC/IlJz2X/rf3LtbnX5QuOzsbf39/etzwKgajBaejgM0/vkRWVla5BrgJcamrUInh0KFDHDp0qMRjf5+BEoqvI1Db7IUOps9aha3Agc1gwGj1RjkzfYWmOSnoFM5WRcdvczbTp1UjIrqWPykA3PHcTZ5SAFAkKWh6hZS7WlDYyJvQ747id9yFy+lCO6/eO6hRAE3bR7F9xU5PtcfZ3k47VuwiIzmTwPCACsXWkMkKbkKUrtyJIT4+vjriqFHTn59N2qaD0C4Kk90BOecGKNl6NMdldlfRLPhtOwsXbsL4zRqeH38Ng69od9F72wvszH7tOxSdQnpS5gXPs7Wyknu5u8oofUhjvKbsLXZOYHgAGcmZ/OOufpw8kMj+zeeScVZqDo90e5YZ+z/G4n3xuX3EOdL4LETpyp0Yzi7KU5+t+W4jhhNp6I+loKkaSogVLT0XFHAGe2P3BX2hhvl0DmpMOIVOlXk/xZUpMfzv/Z+Y8++FAFw+6MLrNJgSbfgqBnI1J2bNF2eHZhh2FU26h3ccBeDorhMl3iP1VDpH/jx6yc2ZVN1kaU8hStfg1mPIzczj9Ik0NIMex2XNsA++jMLurbH374DqZaYg1IBqUnD4Kpj2nMRgswNwVe/WF7mzm4+/t+fn3jd2K/GcyJYR9O3XgTkDriditQP/QxpaZDBaBaZ8eO6a18jLkhXEykOqkoQoXYPrleRt9cI3wIfMQF/sMcE4fBQUF5gzTBR2aoyiKWiALt/JbeOGMOa1O7HZnQRYvS96b3BPVeFt9UKn0zFw5BUc2HqYZbOKDvxLOJxEwqEkEg4lc83I/qxYewAlMQ1FLf8nlS2ngK8n/4+H37u33Nc2WC4NdJr7TyFEMQ2uxKDT6Rgwog+6rHwc3gqqSYfLS4fDT8EZYcWQDwYb+O1JZ/Dd/TFbTGVOCuBuaB98d3/+cVc/FEXhnzMeLbrIDHgaku0FdkYOuwzj8m0YdpbedqPo3Dc5O6K6NrhcLn747Bce6vJ/vDHqI2y59XPyOEU708ZQztlVhWgoGlyJAWDVvPXoMvLQn85BbeKeBVXndGD6MxG1V1P0BRr/+exhWnSMqfSzVFVFp9OhuoqXBnIy83hqwMtl+uZ6trdS6ql0zz6DycDwx67l7pdvrXScZTHxxrfY/PN2AI78eYzAiAAefrf+lVSkKkmI0jW4EgPA5f/oCEDEhnhahAeBBoX+Frz10PjHncx6/CZiqyApANhyC0pMCpqXiYxurcnqG4srLKDYcZPFyNWj+3P7MzegNI/A0bUVarC7r71PgDddB3diyuY3ePCdu/Hy9aqSWEtjyy/0JIWzTu5PqPbnVoeKrscgREPRIBPDv+Y8yUfrXuObQ1O4vHUTdw8V4OlZ4/nu9LRKrxB2Ph+rN6NfHUGT1o0wms8V0NRQf7CYQK/D0qUZmlfR0dXR7ZrwzPRH2fDbnxS2boIWFoCzk3thmPv+PZI3l75E804xVRbnhRTaCpn39vcMD7in2LGbn7yu2p9fHRSX5tmEEMWVe+TzpSYnv4AZv2wh2OrDyEFdqnUw3hNXvMie9fsB0CxGAm6/grTMfFyaBg4nptW7UM70ggIY98Fo9m07zNJT2WAx4etyMeHuK/jHXf2qLca/e/H6N9i0JK7Ivti+bXnis/tp1rF+dV0+O/L5yr4vYTBYcDoLWLPuVRn5LMTfNMg2hvP5eVt4/Jaa+aB98O27eemGN8lJzyWycRD9wq18cygRgq1gNKB5m4skhq8nL+B/ydPo9dM28vR6rhrYAV+fmh3Mtn9L8RHuk3/4J9agio0GrwtkgJsQpWvwiaEmxfZpw8LUGZw8mEhI4yDuaTkeQ4ETZ7sodNn5KGlF13k2mY3oDXoG3tSjliKGgSP7sfDDc/NchTQOqtdJAc5UJSlSlSTEhUhiqAVNWjUC3GMQdHmFmDbsK/G8q+/tX5NhlWjc+6PJTMkibvlO2vdqwwNvj6rtkCpNSgxClE4SQy0Kiwrh+L5TFzw+/50fGfnirXj5WGowquKe/+aJWn1+ldO0c5sQopgG2Suprnh18XOMeG44g+/p72n01unP/S8JiQrGZDHWVniXLEU90ytJSgxClEhKDLUoskUE9/17JABbl+4gIzkLL18Ln8W9zcFtR+jUrx16vSzGU+XUM4s+S2IQokSSGOqIN5e+xOr56+lzY3cim4UT2QDWdc5IyeLoruN0uKItRlPNlYwUl4aCND4LcSGSGOqI5p2a0rxT/RoXUBn5OTYe7vIM6YkZtLy8GVO3vl1zD1fPzIdRgUkLhWgIpI1B1Ir0pEzSEzMAOBQXz90txvPfV+bXzMOl8VmIUkliELVi36aDRV4nxafw9SsL+N/7i6v92TIlhhClk8QgakXK8dQS9y94r/oTAy713CaEKEbaGESN+vGzpXz75kJST6aXeLzFZTHVH4R2pn1Bk8QgREkkMYgaY8sr4NPHplHSvI1evhb63dqbcR+Orv5AXOq55CCEKEaqkkSNMXuZCIsOKbbfYDJgyy3gt5kr+f1vy6BWC9V1bhNCFCOJQdSYgrxCUhOKVyE57U7Pz3+u3l39gajauU0IUYwkBlFjbLkFuBylf0uPW/YnToez1HMqTdXc1UiSGIQokSQGUWOCGwXS4Yq2pZ7jdLhKXAq1Srlc5zYhRDHS+CxqlFrKt/RWXZsz9vWRmCymC55TRUEA0vgsxIVIYhA16qo7+nqWNz1f0/ZN+HTTG+h01V+I1VwuNM2FJo3PQpRIqpJEjbrpsaGENA4qsi+saQhf/PVejSQFwD0VhipTYghxIVJiEDXuv4c/5bsPlrB7/T5MFhMPvn13zSUFcLctKC7QpMQgREkkMYgaZzQZGfHsTbX2fM3lQlPc1UlCiOKkKkk0PJWcK2nKlCnExMRgsVjo2bMnmzdvruIAhahdkhhEg6O5VHepoQKJYd68eUyYMIGXX36ZuLg4OnfuzJAhQ0hJSamGSIWoHZIYRIPjTgrurbzef/99HnjgAcaMGUP79u35/PPP8fb2Zvr06dUQqRC1QxKDaHCcWiFOtRCnVghAdnZ2ka2wsLDE6+x2O9u2bWPQoEGefTqdjkGDBrFhw4YaiV2ImiCJQTQYJpOJiIgI1vIzq/iBtfyMr68vUVFR+Pv7e7Y33nijxOtTU1NxuVyEhxddjzs8PJykpKSaeAtC1AjplSQaDIvFQnx8PHa73bNP0zQURSlyntlsrunQhKhTJDGIBsVisWCxWCp0bUhICHq9nuTk5CL7k5OTiYiIqIrwhKgTpCpJiDIymUx07dqV5cuXe/apqsry5cvp3bt3LUYmRNWSEoMQ5TBhwgTuvfdeunXrRo8ePfjwww/Jy8tjzJgxtR2aEFVGEoMQ5XDHHXdw+vRpJk6cSFJSEpdddhm//vprsQZpIeozRStpAV4hhBANlrQx1BEDBgzgySefLLZ/5syZBAQEADBp0iQUReGaa64pdt4777yDoigMGDCg2LGTJ09iMpno0KFDic9WFMWz+fv707dvX1asWOE5vmbNGq6//noiIyNRFIXvv/++Im9RCFFPSGKoZxo1asTKlSs5efJkkf3Tp08nOjq6xGtmzpzJ7bffTnZ2Nps2bSrxnBkzZpCYmMi6desICQlh2LBhHDlyBIC8vDw6d+7MlClTqvbNCCHqJEkM9UxYWBhXX301s2bN8uxbv349qampXHfddcXO1zSNGTNmcPfddzNy5EimTZtW4n0DAgKIiIigQ4cOTJ06FZvNxrJlywAYOnQor732GsOHD6+eNyWEqFMkMdRDY8eOZebMmZ7X06dP56677sJkKr4k5sqVK8nPz2fQoEGMGjWKuXPnkpeXV+r9vby8AIoMBBNCNBySGOqhYcOGkZ2dzZo1a8jLy2P+/PmMHTu2xHOnTZvGiBEj0Ov1dOjQgebNm7NgwYIL3js/P58XX3wRvV5P//79q+stCCHqMOmuWg8ZjUZGjRrFjBkzOHLkCK1bt6ZTp07FzsvMzGThwoWsXbvWs2/UqFFMmzaN0aNHFzn3zjvvRK/XY7PZCA0NZdq0aSXeUwhx6ZPEUEdYrVaysrKK7c/MzMTf37/Y/rFjx9KzZ0927dp1wdLCnDlzKCgooGfPnp59mqahqioHDhygdevWnv0ffPABgwYNwt/fn9DQ0Cp4R0KI+kqqkuqINm3aEBcXV2x/XFxckQ/ws2JjY4mNjWXXrl2MHDmyxHtOmzaNp59+mh07dni2P//8k379+hVbPyAiIoKWLVtKUhBCSImhrhg3bhyffvopjz/+OPfffz9ms5klS5bw7bffsnjx4hKvWbFiBQ6HwzPO4Xw7duwgLi6O2bNn07Zt2yLH7rzzTiZPnsxrr72GwXDxvwK5ubkcOnTI8zo+Pp4dO3YQFBR0wS6yQoj6S0oMdUTz5s1Zs2YN+/btY9CgQfTs2ZP58+ezYMGCEge0Afj4+JSYFMBdWmjfvn2xpAAwfPhwUlJS+Pnnn8sU29atW+nSpQtdunQB3PMFdenShYkTJ5btzQkh6hWZEkMIIUQRUmIQQghRhCQGIYQQRUhiEEIIUYQkBiGEEEVIYhBCCFGEJAYhhBBFSGIQQghRhCQGIYQQRUhiEEIIUYQkBiGEEEVIYhBCCFGEJAYhhBBFSGIQQghRhCQGIYQQRUhiEEIIUYQkBiGEEEVIYhBCCFGEJAYhhBBFSGKogw4fPsxDDz1E8+bNsVgsWK1W+vbty0cffYTNZgMgJiYGRVFQFAWdTkdAQAAdO3bkwQcfZNOmTSXe96mnnuLyyy8nKCgIb29v2rVrx6RJk8jNzS1y3syZMz33VhQFi8VCZGQkQ4YM4eOPPyYnJ6fafwdCiNojaz7XMUuWLOG2227DbDZzzz330KFDB+x2O2vXruW7775j9OjRfPHFF8TExBAYGMjTTz8NQE5ODnv37mXBggUkJSXx1FNP8f777xe59xVXXEHXrl1p2bIlFouF7du3M336dLp168aaNWvQ6dzfE2bOnMmYMWOYPHkyzZo1w+FwkJSUxKpVq1i2bBnR0dH8+OOPdOrUqcZ/P0KIGqCJOuPIkSOar6+v1rZtWy0hIaHY8YMHD2offvihpmma1rRpU+26664rdk5+fr520003aYD22WefXfSZ7777rgZoGzZs8OybMWOGBmhbtmwpdv7y5cs1Ly8vrWnTplp+fn553p4Qop6QqqQ65O233yY3N5dp06bRqFGjYsdbtmzJE088Ueo9vLy8+PrrrwkKCuL1119Hu0iBMCYmBoDMzMwyxThw4EBeeukljh07xjfffFOma4QQ9Yskhjpk8eLFNG/enD59+lTqPr6+vgwfPpxTp06xZ8+eIsecTiepqakkJCTw22+/8eKLL+Ln50ePHj3KfP+7774bgN9++61ScQoh6iZJDHVEdnY2p06domPHjlVyvw4dOgDuhuzzbd26ldDQUBo3bsyQIUPQNI0ff/yRoKCgMt+7SZMm+Pv7F7u3EOLSYKjtAIRbdnY2AH5+flVyP19fX4BiPYjat2/PsmXLyMvLY/369fz+++/FeiWV9f7SO0mIS5MkhjrCarUCxT/IK+rsh/3fE43VamXQoEEA3HjjjcyZM4cbb7yRuLg4OnfuXK77h4WFVUmsQoi6RaqS6gir1UpkZCS7du2qkvudvU/Lli1LPe/mm28GYO7cuWW+98mTJ8nKyrrovYUQ9ZMkhjpk2LBhHD58mA0bNlTqPrm5uSxatIioqCjatWtX6rmFhYWoqkpWVlaZ7//1118DMGTIkErFKYSomyQx1CH//Oc/8fHx4f777yc5ObnY8cOHD/PRRx+Veg+bzcbdd99Neno6L7zwAoqiAO7uqA6Ho9j5X331FQDdunUrU4wrVqzg1VdfpVmzZtx1111lukYIUb9IG0Md0qJFC+bMmcMdd9xBu3btiox8Xr9+PQsWLGD06NGe80+dOuUZS5Cbm8uePXs8I5+ffvppHnroIc+5q1at4vHHH+fWW2+lVatW2O12/vjjDxYuXEi3bt0YNWpUsXh++eUX9u3bh9PpJDk5mRUrVrBs2TKaNm3Kjz/+iMViqfbfiRCi5smUGHXQwYMHeeedd1i2bBkJCQmYzWY6derEiBEjeOCBBzCbzcTExHDs2DEAFEXBz8+PqKgo+vTpw/33319sXMLhw4eZPHkya9euJTExEU3TaNGiBbfeeivPPPMMPj4+nnPPTolxlslkIigoiI4dOzJs2DDGjBlTZb2nhBB1jyQGIYQQRUgbgxBCiCIkMQghhChCEoMQQogiJDEIIYQoQhKDEEKIImQcg2hQCgoKsNvtntcmk0nGYwjxN5IYRINRUFBAs6a+JKW4PPsiIiKIj4+X5CDEeSQxiAbDbreTlOIifltTrH46snNUmnU9ht1ul8QgxHkkMYgGx8tXw8tXwyFjO4UokSQG0eA4NBcOTcOhqbUdihB1kiQG0eA4UXGc+VMIUZwkhnrMYXdgNBk9r1VVZfk3f6A36ji8/SgOu5PRr47A28+rFqOsexyaikNDSgxCXIAkhnqkwFbIyze+za61e+l9Q3f++G4jwZGB9Lj2cm5+4jo2Lt7Kl89+U+Sazb/E8dG61/EPsdZS1HWPet4mhChOZletJ1RV5ZFuz3J4x1HAPdX2+f/rYmKjyEnPJS0xo9i1rbu24PpHhnDNmKtqKtw6KTs7G39/f/7aE4afn46cHJVO7VPIysryrLkthJCRz/VGbkaeJykAaJqGzqBDURTyO4Sz/fJgjjcqucrowLbDvHffZ8TvOl5D0dZtThQcKDhRajsUIeokSQz1RKHNTlh0COd/lvmH+GHyMpIzoBn2YG9yr4xBNV74f6kUDt0cmuLZhBDFSWKoJxZ9tISU46lw3md7RlIWhfl2jEk5ABhO56E43DXnekPx/7UbftzC7vX7aiTeusyh6TybEKI4aXyuJ8JjwlBNehzhvhiTcggOtpKRlAlA4KI9OEJ9MKbmewoUdpOe7CEtUOwu2hzLJ/lAEjNfmgfMY8xrdzLyXzfX1lupdXb02NFhl6okIUokX5nqAVteAbMmzSfjtg5k3hJLxi0dcNqdDBjRBwDFpWFKykVxnutnk9uzMQXtQrF1jiCvfWiR++1a17BLDZqmoGoKmlQlCVEiKTHUA2kJGWRn5uIM9gbAGeqNLa+QVXPXX/AaQ0aB+wdNQ5eWD0De5Y1RmwfT6c7+5OfYsOUWENwosNrjr2vsmh6jpsMuiUGIEkliqAdmvTwPxaURvP4E5v4tyf1tD85CR6nX+OxIwpBuQ7G7yE7KxWW1kN+rKQCfLd/K/Ae+Ii8zj/+bPp7B9/SvibdRZzjQ4UBP6b9BIRouqUqq41xOF6vmrgPAsPUk/ZNdxOSX3rvIaHHne/PxLExJuQAoNge6PPc6BLb40xy4qTGHX+3Gf7duq8bo6yaHpvdsQojiJDHUcXqDnv639/G8XvHNH+7eSaVwFDiL7dM5XAQs+BP/xXuw7DpJfocgVC8D+2MaXqHRoRmwawYcWsN770KUhSSGemDEszcVea2p5RuPoPqbyevRhMtu74k13UZggYIpIQ+AiGOFVRVmvaGi82xCiOLkX0Y90LJLM+7790i8fC3o9EX/l52tNipN9rB25PaOZnUg5Gkq+Rn5RH++j5iXtmD7ZDPbV+ysrtDrJLum92xCiOIkMdQTI54bzvOzn0B1neuSGhgRQO/ru130WteZEc8qGjSykj6qG2l3XI5qPdPLyeEq7fJLjuNMNZJUJQlRMvmXUY8ciov3/KzT68hIymT9j1s9+xSdQmiTIFKOpxW5zv/n/fhd14EH7hvCwvAwUhOTUVSIua0bkaGBHDZDV1VDp2sY3Ted6HBoepzIFCFClERmV61HMlKyuOWBd0hpbsX7rxT8Vx4r1/UWbzOZL/QmxZyLkqvHYjVjy7VjPg2mNt6oisaXN95E18jIanoHtevs7Kofb+uFl68BW66Tx7tulNlVhfgbqUqqR/xDrCTHBqN6G8nt1Riz9dwC9gZTCYW/MwUAs48ZAFt+IaejcnBEuLA3t5PpbaMwTCW/sUZ6oY3MggIW7tldE2+lVrk0nWcTQhQn/zLqEZ1O4YoW0QCYj2Rgzz3Xo0j5Wy2Qb6AP//75Ba4ZOxBHgXsolwJ46dwNrnpFI9QnG4PORZfoSAItFkw6Hf9o2qxG3kttknEMQpROEkM989no4XRfkUTw/L207tYCo9m9tKejsOjYhdyMPNISMvj969WeBuusHqG0zwgk9KfTjDRt4t6u63m0107+e8st9Jh5nMbPbGDxfbNq/D3VNOeZhmenND4LUSJJDPWMXq9j6m+TeH/lK7yz/GUat4q44Lk71++l9eheOK0mUka04/RdLVivZpHZPILAtu75kwyGREb88DlLbw8iq38Ya4Jz2Zp4sqbeTq2QEoMQpZPEUA95+3nR6cr2ePlY+Gjd63S6sj3g7ql0tl3B5GXiyNBIfmqtcnJCZ+wx/p7rNYuBjZvbk53vxdH8YIyN9uETXEjazVGkXRvJ3b8sIM9hr423ViPcazHoZT0GIS5AytL1nLefF++seJktv2wnLDqE0yfT+PSx6Wiqxvq9h8GioPoY0GeBJRlUg4YpQ2FXajMSgr0ID8tGUcDbp5Acm7sxu8Dh5FLuq+Y8U1pwaurFTxaiAZKvTJcAnU5Hz+u60qxjU9KTskg8kkxCYhqWHw9jPpFLn0JfwiPMaE4bfquPUxDhIq+5i6SkALLyLWTke5FZYMZyHIzpCj4ndPiaTLX9tqpNRXslTZ06lU6dOmG1WrFarfTu3ZtffvmlmqIUovZIieES0753a4zR/hy4rxWqr5GQhfHsGepLhglo5EXa8CZoXgAadqeBw6nBKDrQTBCUnINhl4uHb7uqlt9F9XJoenSaHkc5SwxNmjThzTffpFWrVmiaxqxZs7jxxhvZvn07sbGx1RStEDVPBrhdgr7b/hfPrPodAMuRbAqaW9EUDfSgGdRzXwccoJhVdBYnWp4B42EHv9x1N807Na294KvR2QFuj64djtnXSGGug0+vWMSJEyeKDHAzm82YzeYy3TMoKIh33nmH++67r7rCFqLGSVXSJWhIbFu6BIRiTCsg4PeTmE65Z1JFAVwKVj8HwZFZNMpIJjbZgvWUBbL0ROzKIqRJUK3GXhMcqs6zAURFReHv7+/Z3njjjYvew+VyMXfuXPLy8ujdu3d1hyxEjZKqpEuQr8nEGHsEH/37R5z9vQmJzMC1JR3rwFgO2rLw9ndg16Cwi4UZA8cSZPBm9/r9RN3bGGuQX22HX+2cZ6qSzjY+l1RiuJCdO3fSu3dvCgoK8PX1ZdGiRbRv377aYxaiJkmJ4RIV26c1mo+C8/lQdJ316EcZGaJrwv5xT3JT9OUA9AppSbDZB71BT6cr2xMY5n+Ru14aVA1UTeHsshZnG5PPbqUlhjZt2rBjxw42bdrEuHHjuPfee9mzZ08NRS5EzZASwyVq9YINYNcgF/AHzaZn08/bmTDmGp6LvZ5HWw/G12i56H0uRedKDOUf4GYymWjZsiUAXbt2ZcuWLXz00Uf85z//qeowhag1UmK4RHUeEItJMWB5PAHmu+C9PAY2a+I53lCTAoBD1Xu2ylJVlcLChrcKnri0SYnhEtVlYEe+jv8MTdNQXSopx1OJ7dOmtsOqE1zocGo6XOX8XvT8888zdOhQoqOjycnJYc6cOaxatYqlS5dWU6RC1A5JDJew4EaBnp/DokJqMZK6xanqUVQ9znKWGFJSUrjnnntITEzE39+fTp06sXTpUgYPHlxNkQpROyQxiAbHqelQNHepoTymTZtWTREJUbdIG4NocNw9ktybEKI4KTGIBsep6lBUHU5VvhcJURJJDKLBcWkKiqbDJSUGIUokiUE0OE5VB1JiEOKCJDGIBkcSgxClk38ZosHRNMWzCSGKkxKDaHCcmg4q0F1ViIZCEoNocFxneiW5pCpJiBLJvwzR4KhnkoIqiUGIEkmJQTQ4LhTQFPefQohiypQY1qxZU+EHXHnllRW+Vojq4DrTK0mqkoQoWZkSw4ABA1CUin27crlcFbpOiOqiaec2IURxZUoMEydOrHBiEKKuUc80PksbgxAlK1NimDRpUjWHIUTNcakKqIr7TyFEMdL4LBocVVXOlBgkMQhREkkMosFRNQVFpt0W4oLKlBgGDhxYoZsrisLy5csrdK0Q1UY7bxNCFFOmxLBq1aoK3VwarEVdpKkKqqqgSVWSECUqU2JQVbW64xCixmiqzrMJIYqTfxmiwdHUc5sQorgqSQzp6emcOHGiKm4lRLXTNHc1kky7LUTJKpwYsrKyeOKJJwgPDyc0NJRmzZp5jm3atIlrr72Wbdu2VUmQQlQl7Uz7grQxCFGyCiWG9PR0evbsySeffEJUVBTt2rVDO29+gU6dOrFu3Tpmz55dZYEKUXWU8zYhxN9VKDFMmjSJAwcOMHfuXLZu3cptt91W5LiXlxf9+/dnxYoVVRKkEFVKPW8TQhRTocTw448/MmzYMG6//fYLnhMTE8PJkycrHJgQ1UWqkoQoXYUSQ2JiIu3bty/1HLPZTF5eXoWCEqJanZkriXImhjfeeIPu3bvj5+dHWFgYN910E/v376+mIIWoPRVKDMHBwRfthbRv3z4aNWpUoaBEw1LT42QU9dxWHqtXr2b8+PFs3LiRZcuW4XA4uPrqq+ULkLjkVCgxXHnllfzwww8XrCras2cPv/76K4MGDapUcOLS887CVfR65lPeWbQagPfe+45/NHuQh7s8Q0F+Yc0EoSnntnL49ddfGT16NLGxsXTu3JmZM2dy/Phx6X0nLjkVSgwvvPACLpeLvn37Mnv2bFJTUwHYu3cv06ZNY+DAgZjNZp555pkqDVbUbw6Xi29Wb8dmd/DNqjiGvvwVs04eJ+3mWHaYCxj/0X85mZ1V/YH8rfE5Ozu7yFZYWLYElZXljjUoKKh64hSillQoMXTs2JF58+aRmZnJPffcw2effYamaXTo0IEHHngAm83G/PnzadWqVVXHK+oxo17PVR1bANDE34+EjBwANEXj9G3RrPTJ5r4fF1V/IH9rY4iKisLf39+zvfHGGxe/hary5JNP0rdvXzp06FDdEQtRoyo87fYNN9xAfHw8s2bNYtOmTaSnp2O1WunZsydjxowhJCSkKuMU9dTPXy3n8wkzUVWNdr1a8ei79zBxxCCeH/0Jp0IMYFQwJmSS18QPgPjT6ZxMzaRJSEC1xfT3NoYTJ05gtVo9x81m80XvMX78eHbt2sXatWurK0whak2l1mMICgriqaeeqqpY6qw9Gw/gKHDQeUBsbYdSr2Sn5zDlienYbXYAdqzYxfjuzzHylVtpojNw8JttoCjo8+yoprbktwvAmAN/7DnKnVdeVu7npZxI5fCOo3Qd3AmTxXTB8xRA0c4Nb7NarUUSw8U8+uij/PTTT6xZs4YmTZqUO04h6jpZqOcils5by8tTf0Bnc3Jrl7ZM+Pyh2g6p3lg9f4MnKQBoOoUTD7dhkt9xok2ZmPIdnmPWdQlogf4oBQ4K445DGRJDblYenz81C6fTSXjTUH749FfysvLpc2N3Xln0zwtfWMHGZ03TeOyxx1i0aBGrVq0qMg2MEJeSCrUxvPfee4SEhJCQkFDi8YSEBEJDQ/n4448rFVxtm3z7e0z+agm2yyLJ6x3NwjV/8uyQV3E6nLUdWr3QrlcrLN7nqmUcwWZsrf0BSGjj7dlva2HFFu1F0LQtmA8e4T/p21h1aB/pSRm8effH3NH4QZb9d7Xn/Oz0HDRN49Huz7F05kqWf/MHc15fSF5WPgAn9p0qPbAKjnweP34833zzDXPmzMHPz4+kpCSSkpKw2Wzlu5EQdVyFEsOCBQvo3LkzkZGRJR6PjIzksssuY+7cuZUKrjZNeWI6f/xvI2ruuR4qugInccv+4lDckVqMrP5oeVkz/nv4U664uScAxrQCvPdmgqphXZeMl9VCYaQ3CY+0J/W25mSNaU3KQ01Jbmvmgd/nM6LZIyyf/QfpiRl88+oCAN677zNuCRnLc0NeJeloCgDOQC+yhrQhr2sT2vRoyRNTHyw1roqOY5g6dSpZWVkMGDCARo0aebZ58+aV+3cjRF1WocRw8OBBYmNLr2+PjY3l4MGDFQqqLtjzVzyZg5qh6jV8lx0kYPFezEczUBSFx3q/wLdv1EDvmUtAwuFkDm6PB9wfxJGf76PFhE0E/XYKW3YBqpcBdO4qnc7XdsHf7AWAy2Ik6fZmeFndrxPjU1i7cCPL57gbe+N+34nL6f5kz+3XDHuLYPJ7RnPf7Ecv2hZU0cSgaVqJ2+jRo8t3IyHquAolBpvNho+PT6nnWCwWcnNzKxRUXRDn5yKvWyNyroxGb9RhOZYJ4JlFdsW3f9RidPWD0+Hk2atfJTk+pch+RQNrsC8AXoezCV10lCHBTei2y8HTAT0g0wgZJgobeTP4rn4AaKrGe/d/jqPQgd6go9ewrhjNRtKHRJPTM4BCfzAb9YRYS/97CVR4SgwhGooKJYbo6GjWr19f6jkbNmyo1z02gs/7gNFyClFVjX639sLs5e7t0ufG7rUVWr2hKAoup6vY/sBwf26dcD0AAeH+PHvzEDKfX86iF//HV8/MgUI9oGDMdvDTF8tQdAp6o57cTPfUE2HRobz643P8Z/f7ZF3VBKcenP7w36dHEBUacPG4KlhiEKKhqFBiuO6661i7di3Tp08v8fhXX33F2rVruf766ysVXG2aM+VJBhZ4EbxgL5b4TPQGHSaLkcKzXS9X7q7lCOs+vUHPnc/dBLiTRFCjAAAykrOIbBHBZ1vfIrJZGFOfnEnqqXQAXOe16RQ28SWjRziaquFyuGjZpRlBjQIZ+cItAEQ1j+CKmKYADGjejDZNwsoWmOYutaBd9EwhGiRFO3+FnTI6ffo0nTt3Jjk5mf79+zN48GAaN27MqVOn+O2331izZg2RkZHExcURGhpaHXHXiJTjp3mi74ueDy0U0Ax67N1bYvC1MO3Lh2kWJQP5LibxSDI+/t48fPkznD6RBkDfm7qzffku8nOK9+jJuTyElBGtQAOdXaXZS5vQG3WYvcyENgnmugcHcd1DV2MyG3GpKok5OTTy80OvK/17TnZ2Nv7+/jR/4d/oLRZcBQUcef1fZGVllWscgxCXugqNYwgNDWXlypWMGjWKVatWsWrVKhRF8dS/d+/endmzZ9frpADuKotHPxnLpJvfpSDKl/z2gVhSNZTwAOzAi8/NZvbsJ2o7zDqvUfNwAIymc3/d1n2/5YLn67Ps7sFnCihOFUWnoCgK+dk2ju05yWdPziThUDLjPx6LXqejib9/ueJRtHObEKK4Cg9wa9OmDVu2bGHLli1s3ryZrKwsAgIC6NGjB926davKGGvVhw9/iaZXSLy/HZqXAV2ek7A/AQWOJ2dyR+MHef2n52nZRQY7XcwLc5/itREfkHg4udTzzEn56DMLcQWYsa5LdFclOYs2CORkVLxjg7QxCFG6So987t69O927X7oNsWe/5SqKggYoqoamA3QKrgAfkgOt/Pb16hpJDE6Hk11r95EXacHi70XXiMbV/syq1LprC2Yd+IQNi7fx8k1vXfA8fZ6TqHd34PIxYswoJKptY0a/OoJPHvmSzNPZNG7ViDufH17xQDTcg9ukxCBEiapkSoy//vqLHTt2cM8991TF7eqUN397iT++24hfr2hmLPkDZU0i2W2bkW93gk5BjQnDv0PTao3B5XKhqRpv3v0xP+/ZS8K41qBT6LilANXfn1592/PcjQMw6vXVGkdVUBSFPjd04/ZnbuCHKb+6G/NL+IDW2VV0dndD9Il9p1i7aDOZp7MBOHUwkXFdn+WNX1+gc//yz18lVUlClK5KEsOiRYuYPHnyJZkYots25q4zvWBu+Ie7ZPTLsj957cMlKEYjikul98Dqm3b5xP5TPD3gZXIy8rAbFNIfjwWjBi44FKShx8mxjX9hcKg8f8fgaoujquWk51GYb7/oec7GQaj+3qz+cXOR/Y5CB3HL/qpYYpCqJCFKVaHuqg3d0MGduSnMH7+4IwyJDiQswPviF1WALdfG3De/JyM5C6fdSX6nCAqaG0EPCi58U7MwROeDXmXuur/Iyc2vljiqQ+8bumEw6vHx9yasack9u1yBPhT2bo2jfRP0V7YnuHEQOoMOL18LTWObMPjeARV7eAXnShKioZDEUEHPzBjPsOHdWfnl7zzY6Wmy03Oq/BlPjnqXOdlHye8QhMFkwHD6XIOr0eWAW4wYW+RhapODUuDCYXOUcre6pff13Zif9BX//uUFUo6lFjkW3a4xOr2uSBVTTnouaafSUZ0qttwCWnZpRpNWFVtTXEoMQpROEkMl/LV6DwCnT6ZdtKdNRaztYCCrXyMS723Nu3+9xfJdU7g+sA1KPqhmvWeOIUNmPpFLDxEQ7FflMVQnv0Bf8rPz3UkACIzwx+xt4vjeUzi8jdi6NkHLyMSw5wTmuPgi18b9vrPCz5XEIETpypwY9Ho9r776aonHYmJiuPLKK6ssqPpi9KsjiG7XmKH3/YNWXZtXyT1/PLmOd/Z9zv7s/TSJco8DMeh0fLJ8K58v3cTSfQfRUHDaTWSf9sG5V8XvtePo0vLQ1PrXmvr9J7+gutyf0BnJWZ52B1uXaBzRQTiiA1FsBSj2olOdV7S0AJIYhLiYMjc+n51JsiT33nsv9957b5UFVV/0vr4bva+vujEb2zMO8u3xmYRY8vn04FreufVFNsbn8P2ynWw8dIx1x46g75qHl16jMN2CbmsBAf89Trg1gGfmj0dvqPu9kv4utk9bNi2Jc78476+XPisfB4CqossuwD/Mj6yUc9V1pw4lVfyh2nmbEKIYqUqqIE3TmPb8bJ69ejL7tx6uknuuO3aQll4pmBUHKBqaPpcHu3WnUVMV3y7p6JoUoBg1FB1YcBC4Lp1wPz8MJj3ZafVzJts7nx/OSwuexmgu+h3F689T+C7dg/WHvzCk5ZGm0+OICUVT3NVnF2qwLgvpripE6SQxVNDu9fuZ+9b3xP2+k6lPzSj39buy4ply8Af2ZR8H4I+jR/Gyv8kNwX8y1P8vUrODCdG3IsmWzsnIPXi1zCWkeTYUKlhNNtq3S6DRW3Cqv0bCqdPMern+LhaTdTqbfrf0wue83l2KTsGYkIU+04YrzJ/Cfm2xd2+BI9Y9Y++xXSdKnGepLKQqSYjSlSsxKIrMX39WWHQIXr4WAGLaR5V6rkN18vHe5by16xdyHQU4VRfP7viS/51Yw7M7vuRwehr3L/6e6AB37xyroYC9xwKZuTuOpOzcczUeFhevdboRP6MdRQGdt4p2TwC5Y8K4/B8dq/HdVp+NP23j40e+ZMWcteRlurvbDrrnSgzGc9Vi2nlzLJ39udBmx15YwV5YMvJZiFKVKzFMmjQJvV5f5s1gqJLxczUuMT6Zse2fZFSzRzj859ESzwmLCuE/f77Lv3/+F499dv8F7+VwJjDvyKukF3zIisRf+OLgGhTAoLg/+Iw6A4m5uThUlS93XMXB9ChmH+pNocHIhsNHGfHz16h2jUKnnnyHkVW7D5CWbcWlKu59TiN97+jJo5/cVw2/iepnOO9DX1EUjCYD2377E5uvibye0ThCfWls1mPceRzDwSQs+93rjKsulS2/bK/QM6XEIETpyvXJbbVaCQgIqKZQ6o5Vc9d7FpRfPHUpT37+UInnNWoWTqNm4Re8z4mMf5OZ+xmtjQZcPo1o73OaBHsket3VvH/5ONaf3s2VYZ2I9g7jke49OJjWgqiwJ5mSMhP/kDxScuLp0/I4JoOLfKeZ5Ex/Vm05Rk5jPzJSfLH4OHmgWxfub9W/Wn4PNaHb1Z15ce5TnD6Zhn+IH2+PnkJGUhZZ93ZD8zZREBvB/df245OHviA7LafIl3yLj6VCz5Q2BiFKV67E8NRTTzFx4sTqiqXO6Hp1J2a//j8K8+0snbGSQaOupMMV7cp1D01TOZX9P3x04KVz0tGcRpQxD5c2BafjZlr4tqaFb6Tn/P/rcwUAuzKP49LcX2UbBRixmmyYdU5UFQxeDgI6pWM81oiel8VwQ+t2XNOyVdW98VrS//Y+gLta6e80o57/W7wOrwg/LGnuXkmKTuGFOU/S7+aeFXqelBiEKF2Db3xOjE/mt1kr+fz/Znmmcl49bz1mLzMAToeL7St2leuequZi0fEJHLfrKFANHCkIRn/mu65eUVFdCRe8tkNANE+1HcbAsE74GZKJMqcTYswl3JyDXnFh89aT3qiQmzu0vySSwvladonx/By55ihXNo1Eb3dXMdnbuFdn0xl03PfvkZ5kUiEyJYYQpaqfjQBV5Kf/LOOjcV94Xi/8cAmvfP8s89/9EQCdlxHtmvbEBegZlpNPoF/Z5kTKdZ4mwfYXYOVkXhDZDhN6/QmMOhe+5t6EmItW/Wiag4SMl3G4TtIoYBJ3NO2LWTURapmGTgFNc+FrKKBX4HHWFyo0CspkacIGBkW3rLLfRV0Q0jiYkf+6mfU/bOH2Z26k7609ufmRz0hTNELS8mnRqxUTFzxNSOPgSj1HSgxClK7BJoY/V+9m+otzPK9dVguuQG8+evQLwpuGkHwslcjbe/CnRWP13mPM/G0rT91SttHdfoYwGnn1IiF/C6cL2pLjSMbma2BXYSB7MwN5KVRD4VwPr2zbUtLz/guALsub6JDP0QwJqOjQoeJCQYeGXm+nR8RRdmZH4TQdrdLfR10x5rU7GfPanZ7Xv86cgMPpwliFg/cUVfNsQojiGmxi+HzCLHLODApTfUxk39AJjHqOH0phzpRHsOUVkmSGp//zEwBNwwPLfG9F0bEqNYo/M93dKXsHxbAnPx8Nhfj8fEat+4g5VzyFmvsZroIVGMzXoWBEw0Gyw4rVnkOGM4MDeWE0MmUR7dODdPtaACw699QQ3YPrZ/fUiqjKpABSYhDiYsqcGFT10vpX1KJzDPuOJaOZDag+Cq5g0GeDOTKQeF8nASG+XBXRiBnP3IHd4aJ7m9LHKvydr6GAGN80bE4Lw6NGsvDUUZwqpBd6kZKfwuajv9DN8iF6APufbMx8mgR1NxuyCok48QFvdXoY7IsJNR7D5kpgW24rwiyFnLD5UujS0y2oS7X8XhoC6ZUkROkabImhz5NDmGMsQPVVKeyRC6Z8LOtdtOnehrE/LUIBZt90G72bR1fo/gb9KbwNDrwNDmJ8mzM59r88uPlz0gtOYlGdPLtyHb9do6BXNBw4+eHoXpxWCygqKQUZ+BsDsGjuXjheevd9dqS3wKkrJMwcRKRXaBX+NhoWKTEIUboG2yvpmym/gk5B81PBdKa+32xj0x9/Ae5BsW+/MIus1OwK3b+pt3sNaH9jgPtD3mDmv32eoIWfSkRgDoEtMliU9AAnXI348kQbdmdH4u9qSfeg9jzd5i5cqoJTHUG63ZujBcFkubxIOG2icEdLPrn8eXwN1bM4UIOgnUkKFSgxrFmzhuuvv57IyEgUReH777+v6uiEqHUNNjF0bxyKeX8KhngVfYIBXYYO02EzAUtO4LstFf81SSTtTmH0R3NZu+9oue8/ptlD3NZ4GL46H8Zv+YwdGUfQNA29XiPAmEdswCkSLNmM3XMNX6f0IDJIx6d9RjO5w0Okppnp+J9PmL5Vw2B/m7Ub27M7LRKb2UCGtw1vQ8UGdgm3yjQ+5+Xl0blzZ6ZMmVINkQlRNzTYqqR7X7wVPz9v4o4n88vObFQD2H198MveT8SsQ7h8jJx+qDuHbHm8vGAZy196oFz3TymIZ3P6fzHoNHwM/nx5yJcp3R+mu19XslyzURWFPDUOg6E5YKVnwC4Ssv5Fiu0KftivomoaxwtTeXlvInolFHO+Cwxw7+UVG9QlzlFcoOjcf5bX0KFDGTp0aNUHJUQd0mATg06nY+CdfWl1LIXFc5eAoqApmqcTqVFTCPb1Ii3XRrOwsvdIOks7M0ubHhfdfI/ibwjnYNZuFOULQk0qeS4TuaoXMT7pXBdi4Ar/P3AWwvHcFbRo1p2TShgnc/1AAZePgdw0I/1zwrl+YCcWn9zOgPB2+Bml5FAhf1uPITu7aHWh2WzGbDbXeFhC1BUNNjF8PXkB/500H31jL/zfj0SxaOSv8fEcb9+1Bc8/NYrdJ5Pp2bL8DdCRXm2I+6sr17RdyeXBJ4ATLDuxHZPJ3eJpONPy2ciShdV43HOdTtGwaTlEhJvIyPUiT9ODquDCyIbcDG5d/SkOzUm3oGZ81Xts5X4JDdTfq5Kioor2OHv55ZeZNGlSLUQmRN3QIBNDdnoOP0z5FQB7Fz2GIPfYAD/LuXWbd/2xl3dueY/u13UlNzIUb7Ox3M+5q9O15Op+97xu7JXJSXsALgxkOr3Ic5qI8sokFz0HchuTj4nd+aGccgShatAuLIBu/l34etcO8jIKccTYcagOTHonBdp+EmzHifSqWK+phuzvvZJOnDiB1Wr1HJfSgmjoGmRi+OrZ2WSddlcfmPa7cNjAZdLQ/1F0FbS4dXtZ2sLIK28f5Omh/Rh75cWX8cxKzebTx6ah6BRaTFY5lB+CtTAPo+KkQDPhry9gV4H7G+qB7FBCTblY9E42JTXlgD4Ug17FqDhxqgo+vjZ+zvmNbu3CSToUxnGfo1iMTjoGJeBrtPPJwZeZGDsFL730UCqPv5cYrFZrkcQgREPXIBPD2u83eX52HbShjDiOwaSgZBbt2O4I88EV5AXA0p0HypQYFn30M6vmrQfA77rOtOueSKAhH00Dm8sMOj2qpuFQDbi0aL4/6YO/oYCEHH+iQ7LwN+YTaCrAqek4ln0CTbEQX3CUDG9vGluzifTLwqx3YlHsBBsySLHtoKlvJSaUa4BkHIMQpWtwiSEnI9czFcZZSr4G+RoaYLu8CbbLItHlOfD7ZQ8BaYW4Glu5p+/lZbp/dPsmnp87eV1Fjm6++xkKmBQHmgYdfIPQ6cN5otV1XLvsO9IVX6ymfJw2hRDfPHSKgkFT8TY4yFPdDcxe3oV0Dj2FTgGnqtDSkoKX3sG6pGcIiP4ef5MMeCuryox8zs3N5dChQ57X8fHx7Nixg6CgIKKjpVpPXBoaXGLwC/QlolkYSfEpxY7ld48iv3sUaKAZDNz/7ePcNbRHue4/8M4riIgJRdHpaNezFXvSn+RE5oc4VBW7YnAvyan+xYnCYH5KOM74NmOZd+w3ekUeQadAoVMPenciCbLkkZzvi5qnw5Zsxh5hwGJwYtE5MOrcfS1dmotlyYu4NerBKvn9NAguDXSa+89y2rp1K1dddZXn9YQJEwC49957mTlzZlVFKEStapAD3Fp3bV7ifpf1TKOj4h4MPaB7mwrdv33vNrTr6V4roX3QWA4VhpDgCsKl6VA1SHe62wQUxZtYvyjMhnx0Z/rJOpx6tDOfV4oCfjoHJ0+HYTN4sW59WzJS2mLARbrThxyXmcMFofgagyoUZ3nlZefz3v2fcUvoGB7t+TzpSRk18tyqpmhn2hi08ieGAQMGoGlasU2SgriUNLgSA8D25TuL7TOajfhsOg46HV6Kwg/znsff36eEq8vHpblId/gRaU5Dh4aiQLbDi6OFISRn+/Dx9gX4tPMhvdALo04l22XGz1UIgF01kJvnhcFqRzNqZKFnabyFjmpTrmh8iFxnGEMj76d70IBKx1kW/zdwEofi4gHITjvEzJfmMuHLcTXy7KokbQxClK5BlhiuvncAAOExobTv4y4VOAodRIUHcnmqgzlTHq2SpABgVx38lduEA/lhKGdKBT66QhJtVtJcepxRTgryDSQW+JNQEECqzZc/46NJy47i9iajGdt+IJ2bJBETmI6mauDSk5jSBtXxDA+3+pKewQPRKdX/v/Ho7hOepHBWbmZ+tT+3OiguzbMJIYprkInh4fdHsyD5K2Yd/IQOfdt69j/+2QNM3fY2kS0iquxZXnoLj7cajb9lIEfyY0i2W8nHQju/VPJsJkChESa8NRdOm0L+aTNNrankZIUxOGIAW3PWo9c7CfSyYSxQ0Ck63up7Lc9f9g9CLFWTvEqTnpTBe/dP5YGOE4rsN1qMjHzh5mp/fnWQhXqEKF2DrEoCCAj1B2DMayNo3DKCoEaBdB3cuVqe1S+0O/1Cu3Pf8gCCg77H2+jA12ijZ3AkG07mEhQYj7dXAVZvF/+I3IufoQBF3c3CI5F0D+rMT4nLsNmMhCihvH39dfSKLN/aEJXx8vB32L3/FM62ERiPp6PLt9P/tt48PvUBrEF+NRZHldK0c5sQopgGmxjOMhgNXPvAoBp51ovdruXj3fFg2Ea0TzuchZEo3nFoXu7KbpdLhwEVq74A9FDo+pK7WyxnQGg/MnKdtB8QgUFXs4W85IR08q6OBZMBR4swfH/+i3/OehSTxVSjcVQlKTEIUboGnxhqUjP/ID7o8xKq5kKn6Bm49N94m+woCrhUhXyHiU0pLbim8V+YdC5cWjgAUT5hRFV/rVGJbnvmRt7dsBsAzWQgJjaqXicFONPGoEgbgxAXIomhFugU9xrGhRkaagCEmnMx6lS89XayHN6symyLn66AYMeI2g0UuO3RodgDvfljxxF6N2vE8C/71nZIlSYlBiFKJ4mhFjVLa86elIMYwlSijOm09k1me14UhwrDKVBNrDwcxxOXX4OvqXa/od91V3/uuqt/rcZQpdQzg9skMQhRIkkMtWjKmOGs2HUYc+AJGusfxqg4aG5O591T13A6x4toSzN8jOWf1VWUTtE0zyaEKE4SQy3y97YwvEcsEMuhxCjsziOYDKF80f1TjmRlEeMfiHJ28IOoOuqZRZ+lxCBEiSQx1BFNw/5HXsFqfMx9MRpMtA2+9CfFi991nD3r99Pvll5Yg2uu66vi0lCQxmchLkQSQx1h1IcT4HN7bYdRY7LTcnh0yGQy2oQT/usWvvvf8+h0NVQ6Us/Mh6HKnBhClKRBjnwWtS8nI4+MthE4YoI5GWDhmo5PMPm2d9Fqot7fpZ3bhBDFSGIQtSLu979Qct2TBaJpZHeKZsWOo3w+YVa1P1tRVc8mhChOEoOocU6XSqLThSvMH8WJe0PBER3Myrlrqz8AVTu3CSGKkTYGUaM+f3oWCzccIK9RIJq/l3sVNQ00hwvjoWR6DO1S/UFoZ9oXNCkxCFESSQyixuTn2Pjug58o7NMGBdA5NLAVYNqfSFBaLt2vvoxHPhpT/YG41HPJQQhRjCQGUWO8fC00bd+Yg0dPgaZizsjHuO8URrOR3EIHK+euo2lsFHe9cEv1BqK6ANeZP4UQfydtDKLG5KTn8mekyrEXY0ka5oNyKhlwL5J01t6NB6o/EJd6bhNCFCOJQdQYTdPI7RgIgDPQTGEJU8Zu/30n9gJ7NQfCmfUYqvcxQtRXkhhEjfEPsTJYH4Y+04733iy8DuYUO8fia0Gnr+a/li7XuU0IUYy0MYgapaxPpPn6/SUe63NjD8a8NgKDsZr/WqoqII3PQlyIlBhEjbp1wvUl7u99QzdeWfQMMbHVv2yp5nJ5NiFEcZIYRI3qd3NP2nRvUWRf624tmPz9szUXhHqm4VlKDEKUSKqSRI37dNOb7Nl4gC2/bsflcHH7MzfWbAAuFygu0KTEIERJJDGIWtG+V2va92pdK8/WVBVNUdFk5LMQJZKqJNHwVHIcw5QpU4iJicFisdCzZ082b95cxQEKUbskMYgGR3OpZxqfy58Y5s2bx4QJE3j55ZeJi4ujc+fODBkyhJSUlGqIVIjaIYlBNDgOVwEOZwEOVwEA2dnZRbbCwsILXvv+++/zwAMPMGbMGNq3b8/nn3+Ot7c306dPr6nwhah2khhEg2EymYiIiGCt9hOrtEWs1X7C19eXqKgo/P39Pdsbb7xR4vV2u51t27YxaNAgzz6dTsegQYPYsGFDTb0NIaqdND6LBsNisRAfH4/dfm7KDU3TUJSiS4qazeYSr09NTcXlchEeHl5kf3h4OPv27av6gIWoJZIYRINisViwWCy1HYYQdZpUJQlRRiEhIej1epKTk4vsT05OJiIiopaiEqLqSWIQooxMJhNdu3Zl+fLlnn2qqrJ8+XJ69+5di5EJUbWkKkmIcpgwYQL33nsv3bp1o0ePHnz44Yfk5eUxZkwNrDwnRA2RxCBEOdxxxx2cPn2aiRMnkpSUxGWXXcavv/5arEFaiPpM0TRNlisRQgjhIW0MdcSAAQN48skni+2fOXMmAQEBAEyaNAlFUbjmmmuKnffOO++gKAoDBgwoduzkyZOYTCY6dOhQ4rMVRfFs/v7+9O3blxUrVniOr1mzhuuvv57IyEgUReH777+vyFsUQtQTkhjqmUaNGrFy5UpOnjxZZP/06dOJjo4u8ZqZM2dy++23k52dzaZNm0o8Z8aMGSQmJrJu3TpCQkIYNmwYR44cASAvL4/OnTszZcqUqn0zQog6SRJDPRMWFsbVV1/NrFmzPPvWr19Pamoq1113XbHzNU1jxowZ3H333YwcOZJp06aVeN+AgAAiIiLo0KEDU6dOxWazsWzZMgCGDh3Ka6+9xvDhw6vnTQkh6hRJDPXQ2LFjmTlzpuf19OnTueuuuzCZTMXOXblyJfn5+QwaNIhRo0Yxd+5c8vLySr2/l5cXQJERwkKIhkMSQz00bNgwsrOzWbNmDXl5ecyfP5+xY8eWeO60adMYMWIEer2eDh060Lx5cxYsWHDBe+fn5/Piiy+i1+vp379/db0FIUQdJt1V6yGj0cioUaOYMWMGR44coXXr1nTq1KnYeZmZmSxcuJC1a9d69o0aNYpp06YxevToIufeeeed6PV6bDYboaGhTJs2rcR7CiEufZIY6gir1UpWVlax/ZmZmfj7+xfbP3bsWHr27MmuXbsuWFqYM2cOBQUF9OzZ07NP0zRUVeXAgQO0bn1uBbUPPviAQYMG4e/vT2hoaBW8IyFEfSVVSXVEmzZtiIuLK7Y/Li6uyAf4WbGxscTGxrJr1y5GjhxZ4j2nTZvG008/zY4dOzzbn3/+Sb9+/YqtHxAREUHLli0lKQghpMRQV4wbN45PP/2Uxx9/nPvvvx+z2cySJUv49ttvWbx4cYnXrFixAofD4RnncL4dO3YQFxfH7Nmzadu2bZFjd955J5MnT+a1117DYLj4X4Hc3FwOHTrkeR0fH8+OHTsICgq6YBdZIUT9JSWGOqJ58+asWbOGffv2MWjQIHr27Mn8+fNZsGBBiQPaAHx8fEpMCuAuLbRv375YUgAYPnw4KSkp/Pzzz2WKbevWrXTp0oUuXboA7vmCunTpwsSJE8v25oQQ9YpMiSGEEKIIKTEIIYQoQhKDEEKIIiQxCCGEKEISgxBCiCIkMQghhChCEoMQQogiJDEIIYQoQhKDEEKIIiQxCCGEKEISgxBCiCIkMQghhCji/wGTRDvfu4sYewAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# In this example we want to show UMAPs of different cell type markers,\n", "# with markers of a single cell type in one row\n", "# and with a different number of markers per cell type (row)\n", "\n", "# Marker genes\n", "marker_genes = {\n", " \"B-cell\": [\"CD79A\", \"MS4A1\"],\n", " \"Dendritic\": [\"FCER1A\", \"CST3\"],\n", " \"Monocytes\": [\"FCGR3A\"],\n", " \"NK\": [\"GNLY\", \"NKG7\"],\n", " \"Other\": [\"IGLL1\"],\n", " \"Plasma\": [\"IGJ\"],\n", " \"T-cell\": [\"CD3D\"],\n", "}\n", "# Make Axes\n", "# Number of needed rows and columns (based on the row with the most columns)\n", "nrow = len(marker_genes)\n", "ncol = max([len(vs) for vs in marker_genes.values()])\n", "fig, axs = plt.subplots(nrow, ncol, figsize=(2 * ncol, 2 * nrow))\n", "# Plot expression for every marker on the corresponding Axes object\n", "for row_idx, (cell_type, markers) in enumerate(marker_genes.items()):\n", " col_idx = 0\n", " for marker in markers:\n", " ax = axs[row_idx, col_idx]\n", " sc.pl.umap(adata, color=marker, ax=ax, show=False, frameon=False, s=20)\n", " # Add cell type as row label - here we simply add it as ylabel of\n", " # the first Axes object in the row\n", " if col_idx == 0:\n", " # We disabled axis drawing in UMAP to have plots without background and border\n", " # so we need to re-enable axis to plot the ylabel\n", " ax.axis(\"on\")\n", " ax.tick_params(\n", " top=\"off\",\n", " bottom=\"off\",\n", " left=\"off\",\n", " right=\"off\",\n", " labelleft=\"on\",\n", " labelbottom=\"off\",\n", " )\n", " ax.set_ylabel(cell_type + \"\\n\", rotation=90, fontsize=14)\n", " ax.set(frame_on=False)\n", " col_idx += 1\n", " # Remove unused column Axes in the current row\n", " while col_idx < ncol:\n", " axs[row_idx, col_idx].remove()\n", " col_idx += 1\n", "# Alignment within the Figure\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "90e2341b", "metadata": {}, "source": [ "### Plot size\n", "There are multiple options for adjusting plot size, as shown below." ] }, { "cell_type": "markdown", "id": "c840df78", "metadata": {}, "source": [ "We can adjust plot size by setting `rcParams['figure.figsize']`, which will also change settings for future plots.\n", "These are either available through scanpy's {func}`~scanpy.set_figure_params` which wraps Matplotlib's rcParams or by modifying them directly." ] }, { "cell_type": "code", "execution_count": 7, "id": "70213632", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rcParams[\"figure.figsize\"] = (2, 2)\n", "sc.pl.umap(adata, color=\"bulk_labels\")\n", "# Set back to value selected above\n", "rcParams[\"figure.figsize\"] = FIGSIZE" ] }, { "cell_type": "markdown", "id": "eb6b830a", "metadata": {}, "source": [ "We can set `rcParams` for a single plot with a context manager which won't change the setting for future plots." ] }, { "cell_type": "code", "execution_count": 8, "id": "518cb706", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.rc_context({\"figure.figsize\": (5, 5)}):\n", " sc.pl.umap(adata, color=\"bulk_labels\")" ] }, { "cell_type": "markdown", "id": "6be12787", "metadata": {}, "source": [ "We can also create an `Axes` object with a predefined size and pass it to a `scanpy` plotting function. " ] }, { "cell_type": "code", "execution_count": 9, "id": "f0c823a9", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(4, 4))\n", "sc.pl.umap(adata, color=\"bulk_labels\", ax=ax)" ] }, { "cell_type": "markdown", "id": "6a0f7a4c", "metadata": {}, "source": [ "The `figsize` is divided between all `Axes` and `spaces` between them. Thus, if we have multiple `Axes` (columns or rows) we must accordingly increase `figsize`. \n", "\n", "However, if we do not pass `Axes` objects to the `scanpy` `embedding` function it will automatically create individual `Axes` with the size of the current global `figsize` (as specified by e.g. `matplotlib` `figure.figsize`)." ] }, { "cell_type": "code", "execution_count": 10, "id": "bc0b0d64", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncol = 2\n", "nrow = 1\n", "figsize = 3\n", "wspace = 1\n", "# Adapt figure size based on number of rows and columns and added space between them\n", "# (e.g. wspace between columns)\n", "fig, axs = plt.subplots(\n", " nrow, ncol, figsize=(ncol * figsize + (ncol - 1) * wspace * figsize, nrow * figsize)\n", ")\n", "plt.subplots_adjust(wspace=wspace)\n", "sc.pl.umap(adata, color=\"louvain\", ax=axs[0], show=False)\n", "sc.pl.umap(adata, color=\"phase\", ax=axs[1])" ] }, { "cell_type": "markdown", "id": "85fc45d8", "metadata": {}, "source": [ "(gap)=\n", "### Adjust space between subplots\n", "When plotting multiple plots (e.g. with `embedding`) in the same row or column it may happen that the legend overlaps with the neighbouring plot. This can be overcomed by setting `wspace` (width) or `hspace` (height). These parameters can be likewise used when creating `Axes` for plotting (see the above section on using `matplotlib` `Axes`)." ] }, { "cell_type": "code", "execution_count": 11, "id": "c7d3bdd3", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Default, legend is overlapping\n", "sc.pl.umap(adata, color=[\"bulk_labels\", \"phase\"])" ] }, { "cell_type": "code", "execution_count": 12, "id": "e0be2fd9", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Increase gap size between plots\n", "sc.pl.umap(adata, color=[\"bulk_labels\", \"phase\"], wspace=1)" ] }, { "cell_type": "markdown", "id": "ea0d76fd", "metadata": {}, "source": [ "(pretty-axes)=\n", "### Adapt axes appearance" ] }, { "cell_type": "markdown", "id": "1be4e193", "metadata": {}, "source": [ "We can further modify the plot object (e.g. `Axes`) to change axis text, title size, font type (e.g. italic), font color, etc. For further details on customizing `Axes` and `Figure` objects see `matplotlib` documentation.\n", "\n", "Some `scanpy` plotting functions already have predefined parameters for adjusting plot appearance. For example, `embedding` enables setting of titles with the `title` parameter and transparent plotting with the `frameon` parameter." ] }, { "cell_type": "code", "execution_count": 13, "id": "8c7cfd6a", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set title with the title parameter\n", "# Return Axes to further modify the plot\n", "ax = sc.pl.umap(adata, color=\"bulk_labels\", title=\"Cell type\", show=False)\n", "# Modify xlabel\n", "_ = ax.set_xlabel(\"umap1\", fontsize=20)" ] }, { "cell_type": "code", "execution_count": 14, "id": "76f43ca2", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make title italic\n", "ax = sc.pl.umap(adata, color=\"IGJ\", show=False)\n", "_ = ax.set_title(\"IGJ\", style=\"italic\")" ] }, { "cell_type": "code", "execution_count": 15, "id": "bd029865", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Transparent background and no borders/axis labels with frameon=False\n", "sc.pl.umap(adata, color=\"bulk_labels\", frameon=False)" ] }, { "cell_type": "markdown", "id": "6c5fd58e", "metadata": {}, "source": [ "We can also change appearance (e.g color) of individual axis labels. This may be of special interest for plots like dotplot where we show multiple genes or cell groups and we want to highlight some of them." ] }, { "cell_type": "code", "execution_count": 16, "id": "f8504ee5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dotplot axes: {'mainplot_ax': , 'size_legend_ax': , 'color_legend_ax': }\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dp = sc.pl.dotplot(adata, [\"CD79A\", \"MS4A1\"], \"bulk_labels\", show=False)\n", "# All Axes used in dotplot\n", "print(\"Dotplot axes:\", dp)\n", "# Select the Axes object that contains the subplot of interest\n", "ax = dp[\"mainplot_ax\"]\n", "# Loop through ticklabels and make them italic\n", "for l in ax.get_xticklabels():\n", " l.set_style(\"italic\")\n", " g = l.get_text()\n", " # Change settings (e.g. color) of certain ticklabels based on their text (here gene name)\n", " if g == \"MS4A1\":\n", " l.set_color(\"#A97F03\")" ] }, { "cell_type": "markdown", "id": "d0a4599a", "metadata": {}, "source": [ "## Labels and legends" ] }, { "cell_type": "markdown", "id": "18f551d0", "metadata": {}, "source": [ "(legends)=\n", "### Customizing legends" ] }, { "cell_type": "markdown", "id": "2fe1ad2b", "metadata": {}, "source": [ "We can define order of groups in `scanpy` legend by setting order of groups (`categories`) in the corresponding `obs` column in the `pandas` `DataFrame`." ] }, { "cell_type": "code", "execution_count": null, "id": "7112d43f", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzEAAAEkCAYAAAAfEr+BAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAACZ9klEQVR4nOzdd3gU1frA8e/MtvSeAAmd0HtHQDqCggqiWEARxV7v1ftTr/2qWK96FRUbInbBXkBEQHqTKr2FFtJ72Trz+yMQWLLZbMKmwft5Hh/ZmTNnzoawZ98557xH0XVdRwghhBBCCCHqCbW2GyCEEEIIIYQQlSFBjBBCCCGEEKJekSBGCCGEEEIIUa9IECOEEEIIIYSoVySIEUIIIYQQQtQrEsQIIYQQQggh6hUJYoQQQgghhBD1igQxQgghhBBCiHpFghghhBBCCCFEvSJBjPALRVG4++67a7sZQggh6iDpIzxbunQpiqKwdOnS2m6KmyFDhjBkyJDaboYQXkkQI4QQQgghhKhXJIgRQgghhBBC1CsSxAghhBBCVANd1ykuLq6x+xUWFtbYvYSobRLECK+eeuopFEVh165dTJw4kbCwMKKjo7nvvvuwWq1lyn///fd06tQJi8VCx44dWbBggdv5Q4cOceedd9K2bVsCAwOJjo7mqquuIikpya2cw+Hg6aefpnXr1gQEBBAdHc3AgQP5/fff3crt2rWLK6+8kqioKAICAujVqxc//vij338OQgghyjpf+gin08kzzzxDq1atsFgsNG/enH//+9/YbDa3cs2bN2fs2LH89ttv9OrVi8DAQN59910Ajh49yrhx4wgODiYuLo5//OMfZa4/ae3atYwePZrw8HCCgoIYPHgwK1eudCtz8me/Y8cOrrvuOiIjIxk4cGDp+U8//ZSePXsSGBhIVFQU11xzDUeOHClzr/fee49WrVoRGBhInz59WL58eaV/PkLUBmNtN0DUDxMnTqR58+Y8//zzrFmzhjfeeIPs7GzmzJlTWmbFihV8++233HnnnYSGhvLGG28wYcIEDh8+THR0NADr169n1apVXHPNNTRu3JikpCTeeecdhgwZwo4dOwgKCgJKPpyff/55pk2bRp8+fcjLy2PDhg1s3LiRkSNHArB9+3YGDBhAQkICDz/8MMHBwXz99deMGzeOb775hvHjx9f8D0oIIc5D53ofMW3aND7++GOuvPJKHnjgAdauXcvzzz/Pzp07+e6779zK7t69m2uvvZbbbruNW265hbZt21JcXMzw4cM5fPgw9957L/Hx8XzyyScsXry4zL0WL17MxRdfTM+ePXnyySdRVZWPPvqIYcOGsXz5cvr06eNW/qqrrqJ169ZMnz4dXdcBeO6553j88ceZOHEi06ZNIz09nTfffJNBgwaxadMmIiIiAPjwww+57bbb6N+/P/fffz8HDhzgsssuIyoqiiZNmvj88xGiVuhCePHkk0/qgH7ZZZe5Hb/zzjt1QN+yZYuu67oO6GazWd+3b19pmS1btuiA/uabb5YeKyoqKnOP1atX64A+Z86c0mNdu3bVx4wZ47Vtw4cP1zt37qxbrdbSY5qm6f3799dbt25duTcqhBCi0s6HPmLz5s06oE+bNs3t+IMPPqgD+uLFi0uPNWvWTAf0BQsWuJV9/fXXdUD/+uuvS48VFhbqiYmJOqAvWbKktH2tW7fWR40apWuaVlq2qKhIb9GihT5y5MjSYyd/9tdee63bvZKSknSDwaA/99xzbse3bdumG43G0uN2u12Pi4vTu3XrpttsttJy7733ng7ogwcP9vlnJERtkOlkwid33XWX2+t77rkHgF9//bX02IgRI2jVqlXp6y5duhAWFsaBAwdKjwUGBpb+2eFwkJmZSWJiIhEREWzcuLH0XEREBNu3b2fv3r0e25OVlcXixYuZOHEi+fn5ZGRkkJGRQWZmJqNGjWLv3r0cO3bs7N60EEIIn5zLfcTJ9/DPf/7T7fgDDzwAwC+//OJ2vEWLFowaNapMHY0aNeLKK68sPRYUFMStt97qVm7z5s3s3buX6667jszMzNJ2FxYWMnz4cJYtW4amaW7X3H777W6vv/32WzRNY+LEiaXXZ2Rk0LBhQ1q3bs2SJUsA2LBhA2lpadx+++2YzebS62+88UbCw8N9+tkIUZtkOpnwSevWrd1et2rVClVV3eYpN23atMx1kZGRZGdnl74uLi7m+eef56OPPuLYsWOlQ98Aubm5pX/+z3/+w+WXX06bNm3o1KkTo0eP5vrrr6dLly4A7Nu3D13Xefzxx3n88cc9tjktLY2EhIQqvV8hhBC+O5f7iEOHDqGqKomJiW7HGzZsSEREBIcOHXI73qJFC491JCYmoiiK2/G2bdu6vT4ZlE2ZMqXc9uTm5hIZGVnu/fbu3Yuu62X+Tk4ymUylbYKyf3cmk4mWLVuWe38h6goJYkSVnPlBDGAwGDyWPb0Tuueee/joo4+4//77ueCCCwgPD0dRFK655hq3p0uDBg1i//79/PDDDyxcuJAPPviA1157jZkzZzJt2rTSsg8++GCZJ14nndnhCCGEqBnnYh/h6T15cvpoUmWdbPfLL79Mt27dPJYJCQnxej9N01AUhfnz53v8mZ95vRD1lQQxwid79+51e9qzb98+NE2jefPmlapn3rx5TJkyhf/+97+lx6xWKzk5OWXKRkVFMXXqVKZOnUpBQQGDBg3iqaeeYtq0aaVPiUwmEyNGjKjSexJCCOEf53If0axZMzRNY+/evbRv3770eGpqKjk5OTRr1synOv7++290XXcLhnbv3u1W7uR0u7CwsCq3u1WrVui6TosWLWjTpo3XNkHJ392wYcNKjzscDg4ePEjXrl2rdH8haoqsiRE+eeutt9xev/nmmwBcfPHFlarHYDC4PXU7WZfL5XI7lpmZ6fY6JCSExMTE0nSUcXFxDBkyhHfffZfjx4+XuU96enql2iWEEKLqzuU+4pJLLgHg9ddfdzv+6quvAjBmzBif6khOTmbevHmlx4qKinjvvffcyvXs2ZNWrVrxyiuvUFBQUKV2X3HFFRgMBp5++ukyP0td10t/dr169SI2NpaZM2dit9tLy8yePdtj0ChEXSMjMcInBw8e5LLLLmP06NGsXr2aTz/9lOuuu67ST2rGjh3LJ598Qnh4OB06dGD16tUsWrSoNL3mSR06dGDIkCH07NmTqKgoNmzYwLx587j77rtLy7z11lsMHDiQzp07c8stt9CyZUtSU1NZvXo1R48eZcuWLX5570IIIbw7l/uIrl27MmXKFN577z1ycnIYPHgw69at4+OPP2bcuHEMHTq0wjpuueUWZsyYwQ033MBff/1Fo0aN+OSTT0pTRp+kqioffPABF198MR07dmTq1KkkJCRw7NgxlixZQlhYGD/99JPXe7Vq1Ypnn32WRx55hKSkJMaNG0doaCgHDx7ku+++49Zbb+XBBx/EZDLx7LPPcttttzFs2DCuvvpqDh48yEcffSRrYkT9UCs50US9cTKF444dO/Qrr7xSDw0N1SMjI/W7775bLy4uLi0H6HfddVeZ65s1a6ZPmTKl9HV2drY+depUPSYmRg8JCdFHjRql79q1q0y5Z599Vu/Tp48eERGhBwYG6u3atdOfe+453W63u9W/f/9+/YYbbtAbNmyom0wmPSEhQR87dqw+b948v/8shBBCuDtf+giHw6E//fTTeosWLXSTyaQ3adJEf+SRR9zSN598P+Wlfj506JB+2WWX6UFBQXpMTIx+33336QsWLHBLsXzSpk2b9CuuuEKPjo7WLRaL3qxZM33ixIn6H3/8UVrm5M8+PT3d4/2++eYbfeDAgXpwcLAeHByst2vXTr/rrrv03bt3u5V7++239RYtWugWi0Xv1auXvmzZMn3w4MGSYlnUeYqunzHWKMRpnnrqKZ5++mnS09OJiYmp7eYIIYSoQ6SPEELUFlkTI4QQQgghhKhXZE2MEEIIIc5LKSkpXs8HBgbKxo9C1FESxAghhBDivNSoUSOv56dMmcLs2bNrpjFCiEqRNTFCCCGEOC8tWrTI6/n4+Hg6dOhQQ60RQlSGBDFCCCGEEEKIeqVWppNpmkZycjKhoaFuO9cKIc4/uq6Tn59PfHw8qiq5RkTdI32WEOIk6bPqjloJYpKTk2nSpElt3FoIUUcdOXKExo0b13YzhChD+iwhxJmkz6p9tRLEhIaGAiW/AGFhYbXRBCFEHZGXl0eTJk1KPxeEqGukzxJCnCR9Vt1RK0HMyeH4sLAw6RCEEAAyTUfUWdJnCSHOJH1W7ZPJfEIIIYQQQoh6RYIYIYQQQgghRL0iQYwQQgghhBCiXqmVNTHi3JZb7GDn8TwCTAY6x4exbF8Gy/ako+swIDGG4e3iUFWZSyqEEKL2uTSdrUdzsDs1OsSHkZpn5ftNyeQWO2jdIIRx3RMICzDVdjOFEGeQIEaUYXO6WPB3CkkZRUSFmBnbuREFNiffbjxGeoGVJpFBTOjZmJgQi9t1xXYXz/6yg282HsXq0AAwqODSTpWZvSqJplFBfDatL02igmrybQkhhDhHrTuYxbqDmRhUleHt40iICOT7zcfYeTyPEIuJy7rG0yG+bFKGT9cc4q0l+zieawXAoIDrjC3An/91Jy9f1ZWxXeJr4q0IIXyk6LquV1zMv/Ly8ggPDyc3N1cyvdQxf+xM5YGvt5BT7Cg9ZlBA0+H0XxRFgdgQC81jghnfPYFxXeO5ec4GVu3P9Ok+JoPCM5d35Jo+zfz8DkR9I58Hoq6T39G6KyXXytSP1rEzJd/tuFFVcGruX2/CAow0jgxkWLsGTO7XjJ+3JvPsLzt9vte4bvG8MKELASaDX9ou6if5PKg7JIgRQMnoy5M/bOfL9UeqdH3z6CCSMosqfd21fZpw55BEGZU5j8nngajr5He0bvpu0zEe+mYrdqdWceEzhAUasdk1bK7KXduhURjPje9EtyYRkmL3PCWfB3WHBDECl6Zz40frWL43o9bacGHrGKaP7yzBzHlIPg9EXSe/o3XPhysO8szPO2rt/i1jg/n3xe0Z0aFBrbVB1A75PKg7JDuZ4LftKbUawAAs35vBxHdXk55vq9V2CCGEqNtyix28/NuuWm3DgfRCbv1kA0t2pdVqO4Q4n0kQI/h249HabgIAx3OtzFmdVNvNEEIIUYf9uu14afKYilXfZBNNh1cW7q62+oUQ3kkQI0jNs9Z2E0r9tCW5tpsghBCiDsssqMyIffWuW9menMf+9IJqvYcQwjMJYs5zDpfGkezi2m5GqcxCe203QQghRB229VhubTfBTaHNWdtNEOK8JEHMeW7+3ynkFDkqLuhV5TPDlKfA6mT4f5fy6Hfb2JcmT7eEEEKckl1oZ+nu9Npuhptb52zg5tnrWbo7jVrIlSTEeUuCmPPcz36ZvqXir0BGB/anF/LZ2sOMePVP3v1zv1/qFUIIUf/9viO1SimVzxSM/2YgpOTZ+GNXGjd+tJ4pH63H6nD5rW4hRPkkiDnP5dv8NX3Lf6Mxp3t+/i6W761bT92EEELUjkK7f6ZuWaieqcvL9qTz4oLazZwmxPlCgpjzWLGzmCTrcj/VZvRTPWV9vCqp2uoWQghRf3Q6/p1f6smi+vb3mLvhqKyTEaIGSBBzHvt699fkBfwK1O0P202Hc2q7CUIIIWpbxl56//007ZUkP1RWfVnLCmxO9qTmV1v9QogS1ff4XNR53+39DtWcRUD8PKzJE6mrMa0h8AjPr32ePHserSJaMT5xPNGB0bXdLCGEEDVp82cAvGV6g0n2RzlO3ewHosml8dY3YcNRCIqBrtdAoy613SwhzjkSxJynDmYUciA7GVQwhW9GMeRRfOQWqjunflVkOw/w+a4fSl+/s/kdnhv4HKNbjK7FVgkhhKgpVoeLrVv+pg/QUk3hN8v/MdD2P/IIqe2mlWHBQeT610A5sVZ0zVvQYwpc+j9Q6l4fK0R9VTcfvYtqZXW4mPzBWpz28NJjxpADqIF1MxOYI6cPmjOw9LVds/PIikfYk72nFlslhBCipjz5w3bWZgeXvg5TinnAMLcWW1S+ZGL4xjXI/eDGj2HVm7XTICHOURLEnId+3JLMsZxiHDm90V0W7HmdsWf1Ay0AqIupIQ1Yj12HLX0EzsJEAJyak892fFHL7RJCCFHd0vKsfLvpKF+7BqPpCr+7uvOTqy/L9S4EYa3t5nn0ivNKXnFcxTzXhVh1EwCO1e+AVhf7WCHqJ5lOdh5avjcDAEd2Xxz57cEZVU5JF2CosXZ54ypqjauoNQCqJZnAJnNYdHANTw+o5YYJIYSoVqsPZOJw6RyhAWPsz7FTb+6xnIoLDZW6MC06nShmuMaDC57hev5rmsmIgo3oOYdRolrUdvOEOCfISMx56NSOwkYvAQzUlQDmTJotnuLDN5FbqFNsl6daQghxLivtsqDcAAZAw0BdCGDOlEsIdzruY4fWlHWH8mq7OUKcMySIOQ8NTIyp7SacNc0ehzVjEAcyCmq7KUIIIapRv5bRGNW6F5xUhh0T/3VexdqsoNpuihDnDAlizkOXd0sgNsRc2804a7pmQVVkJEYIIc5lDcMDuLxbQm0346xt0VrRwH64tpshxDlDgpjzUKDZwHs39KrtZpw11ZTHT0c/qO1mCCGEqGbPje9EZJCptptxVhR0rtj9L9C02m6KEOcECWLOU92bRjKyQ4PabsZZMQTv5bu931HkKKrtpgghhKhGASYDD1/crrabcVYuVP/GlLMf9v1e200R4pwgQcx57KHRbQk2183F+xVRzOkYQ7dT4Chgf07d3N9GCCGE/4zrnkCPphG13YwqMeHkJuP8khdH19duY4Q4R0gQcx5LjAvlh7sH0KtpZPXdRK04h78acBhj2EYMwbvxZZ8axZRFUJOPUE7shlxg1Su4QgghRH1nMRr4dFpfbujXlOpa52/GUWGZeDK4TF3JGHUNEeRXWN6EgzdNb9JJTQLgeIFMJxPCH2SfmPNcYlwo8+7szz1fbOSnLcf9WrdiSiewyUfY0i/Cld+VM1NfqpZkAuLnYgg4dV/NEYYtdQzO/K7l1qsGHEQx5ZaUt0czZeZRwgJTcWo6nRPCmXJBc0bU86lyQgghygoyG/nPuM70bB7FfV9u9mvdAdh41/gqO2jOK86rcJ3xFSmEIl4wfcDF6loMSsnDM6tu4jPXCJ5zTjqxR01ZkeRzgbq99PX1qxuQt20RVoeLRuGBXNWrMZP7NSPAVD9nRghRW2QkRgAQYvF/PKs7YrGnX4IheD9nBjCKMYegph+4BTBQslg/IOFLDMG7yq3Xld+Twr2PYEsbiTVtBHaXTkaBnZwiB8v3ZjBtzgb+u3C339+PEEKIuiHI7P8+y4qFx1w3M1Dd5jEgec/0KmMNa0oDGIAAxcHNxvk8Zfy43HrTiKKXbSZ32+9hjnMk+/TGpOXbyLM62Z2az7O/7GTSB2tl3zMhKkmCGAFQbYv8nfmdcGQNLHPcHLUCxeh5Qb6i6Fhi//Bar+4KwZ45HFd+d4/n31y8j61HcyrdXiGEEHVf/1bR1fLw7Ygex932e9HP+HrUT91Bf8OOcq+71rCYOLLLPe/AyM/aBTzhvNHj+b8OZfPOn7K+U4jKkCBGADCkTRzx4QHVUrfuiCpzzBi63UPJUwyBR1CMuWd13y/WST5+IYQ4FwVbjFzRo3r2jjlEwzLHRqneF+ObFBcjDX/5UHv5i3m+lD5LiEqRIEYAoKoKfVqUDTb8QveQ21+1VXyd4jyr2yZlSOplIYQ4Vw1oFV1j9wqi4iQ1gT6U8SYt30aR/ez6PSHOJxLEiFKxoZZqrP2MDGJ6+QsYdR1sWRegO84ua1p4oOStEEKIc1V4kLkaa3fvs5Qz+7AzrHJ1YIGrz1ndMdBkIFAW9wvhMwliRKnLu1XP0HyJM4bQ9fKH1G3HJ2BPvZyz/fU8lnN2T8WEEELUXb2bR5EQEVhNtbv3UQWUf5/5rt5c73iEo8Sd1R01XSc934dZCkIIQIIYcZpOCeGM6xZfvTdRHGDIQ3eFejztLGqGI7e3X2617Vguaw5k+qUuIYQQdYtBVXjo4nbVfp9ocijSPc9UcOgG/u24GRdnP4Jic2q8vVQW9wvhKwlihJtXrurKxF6Nq+8GuglcYThyT2UV03UVZ0Fr7Nm9sR6d7NfbTZm1jrUSyAghxDnpsq7xvHVtd4zVtfslkEkE87TBaKfNINiqteBnVz8m2x8mmzC/3Wv2qiRmLN7rt/qEOJdJECPcGA0qL13Zlev6Nq3W+zhye+OylQy9O3J6UXzkZmwpE8odoakqm1Nj2scbyCiQIXohhDgXjekaz7vX96zWQCZJb8TnrmEAJOtRjLf/h7sd97JW7+j3e72ycA+/bPXv5tNCnIskiBEeTR/fmenjO9M6LgQARYHBbWJpc+L1WdMsFB+6FUduV5wFbf1TZznybU6+Wn+kWu8hhBCi9gxv34Avbu3H4DaxKCdimdZxIVzapZHf7vG4cyqvOq7kN1dvv0wf8+aDFQeqtX4hzgWSvkmU67q+Tbmub1PyrA5Mqkqg2UBqnpWLXltGbrHjrOvXXSFYk68Fqj+l5Mp9Gdw1NLHa7yOEEKJ29G4excc39aHY7sKhaYQFmNA0nfQCG2sOZJ11/Toqb7iuwFADfdamwznYnRpmozxrFqI88q9DVCgswESgueSpU4OwABb9czCjOzbw4x2qP5bOKrRX+z2EEELUvkCzgbCAkv3JVFXhs2n9+Pcl7TD4abaZq4ae/1bj7DghzgkSxIhKiw21MPP6Xrx/Qy8iztiLxa9zkg0FlIzS+PrUSwc8jxBV7x44Qggh6iqDqnDroFYs/ddQOsa7r7v0Z5wQiJVArBhw+XxNCJ43ZQ4ylqxRFUKUT6aTiSob2aEBa/49gt+2p3A0u5i4UAsBJgP3fLHJL/UHNXsPgyUNW8YQ7OmjfbhCwRSxHs0ZhavAPe1mz2YRfmmTEEKI+qlJVBC/3DuItQcy2Xg4B7NRZUT7OAa/vNQv9d9n/I7bjT+xW2vMKPtLPl0Tp2Rzt+EHXnBe695W/+a4EeKcJEGMOCsBJoPbJpmbDmf7pV7FlIXBkgaAKXwj9vSR4MNCSt0VRmDCpxQl3YlmO7nnjcZVvao325oQQoj6oW/LaPq2jC59HR1sJtMPU46HqJsBaKsepauyny16qwqvOaw34HbjT2TqobzvGlt6fHJv/yUkEOJcJWOVwq+6N42kVWywH2rSS/+kmvIwxy706SrFUICiOjFHrSg9dmFHVzXu6iyEEKI+m9DT173RdK9njadNI3vKNJsgrBXWGEsuANOMv2I8MXW6Q0AmVw7s6mObhDh/SRAj/O4/l3fycW1M+R2C7ohEs0eUvrbE/Ikl/gsqWh9jivgLAEPIHhRjLt3aHWD2pEt9aIsQQojz0e2DW9E8OsiHkt77tdVah9I/d1f38435SRoraV6vmWBYBkADJYeuyn6uCtrIF3cMLU2mI4QonwQxwu8GJMbw3vU9fVgw6e2ploo9a6DbEXP4FgISvoRyFk0awzdgCCzZD8ZkdPDhLfF8N+VuDKp0BkIIITyLCjYz9/b+xISYKyjpfSRmtmsUNt1U+rq9eoSvzM8Qh+f0zi2VZKYZfy19/fGAbF5+6H7CGzTxue1CnM8kiBHVYlj7Bozq2LCCUt5//RzZA7FnDkDXT4VDprC/CWg8BzXgUOkxxZSFJe5nAhp9U3psVIvhDGs2BEWRHJVCCCG8iw218NDodhWU8t6f7NcTuMtxLwV6QOmxBCWTby1PMVz9CzMl626CKWaSYRFzzU8ToRQCoAXGEDL6MbDIin4hfCUL+0W1eWxse9YkpZBT6OMFahHG4P048zuXHrKlXYo9+wJM4ZtQjIVothgcuT0whf1NUJOP0XUDirEARTn1hMygGLihww1+fjdCCCHOZVf0aMxv246xaHemT+VNOOiq7CefQHbrzQBYpPXkAtsMxhuWk6gkk0sw37sGYMfIKvM92BUTUeQToLhvB6D2uw2MshWAEJUhIzGi2jSODOL5ayMxRv4JaBVfoJuwxC4oe9gRgz1jJLaUcTiyB4IWRKRzIPGG4ajGQrcAxmII5IVBL9AxpqMf34kQQohznUFVmDm5J89YPiGcggrLOzBxg/F3grG5Hc8niDmuUTzhnMp/nRPZrydwVG/A502eIFhxuAUwOgr0uhkufNDv70eIc52MxIhq1b1RSwJi/qQge3DFhXUTtoxhPtV774g2TO43kiN59zBv9w8UOnNoHdmCMS3HEGIOOctWCyGEOB8ZTSauD17Pd/a+bNTbVFj+e9cANumJFZYb2i6Oe28cA/bJ5G74ClPmLoLColE6TYDoilMxCyHKkiBGVKv5B+eDagPFAacteCyPs6A9BlUhNtRCSq7n9JSNwgMY371kb5omYY34R+/b/dpmIYQQ56n0PVCUQahSVNE6fgC2a83RUWkSGciR7GKPZVQFbh3UsuSFOYjw/lP92GAhzl8ynUxUq8ziTBTVhRpwzLcLtCAUYNm/hnJF9wTOXJffMiaYT27uS7BF4m8hhBB+VliSErmfst2n4qlEATD9is5MH9+ZQJN7NswQi5H/TuxKv9M21xRC+Id8ExTVKiG0ZMTEEvsrxYfvoKLsLgBxoRbMRpVXr+7G3cMSWbA9BZtDo1uTCAa3iUX1aQ8aIYQQopIimgIKtxjnM9N1Obn4Nj05JsTCha1jGdOlET9vTSY110p8RCBju8YTIg/dhKgW8i9LVKsxLcfw2l+vURx8mICEOViTrwXdey7+K3udypHfMjaEO4dUPN9YCCGEOGsRTaHVMIz7/+B387+4wv40R4nzekmnhDDaNwoDIDzQxKS+zWqipUKc92Q6mahWYeYwnrjgCQyKAVPYTkLaPoEp9kfA4bF8q9hgbh7QomYbKYQQQpx0ycsQ0pA4NZcVAffzneFRosnxWNRiVHlirGTDFKI2SBAjqt3YlmOZPXo2I5uNJNQcQmz8NsYM+YvhHYIxG0t+BUMsRq7v14y5t/cnPKjiBABCCCFEtYhuBbcugQvuhtBGdA9KY3WrOdzf2U5saMleLqoCQ9vG8vVtF9CnRVQtN1iI85Oi67oP+Tf8Ky8vj/DwcHJzcwkLC6vp24s6pNjuIqfYTmSQmYAzFkSK84N8Hoi6Tn5HxUlOl0ZGgZ0gi4GwAHngdj6Sz4O6Q9bEiFoVaDYQaA6s7WYIIYQQFTIaVBqGB9R2M4QQyHQyIYQQQgghRD0jQYwQQgghhBCiXpEgRgghhBBCCFGvSBAjhBBCCCGEqFckiBFCCCGEEELUKxLECCGEEEIIIeoVCWKEEEIIIYQQ9YoEMUIIIYQQQoh6RYIYIYQQQgghRL0iQYwQQgghhBCiXpEgRgghhBBCCFGvSBAjhBBCCCGEqFckiBFCCCGEEELUKxLECCGEEEIIIeoVCWKEEEIIIYQQ9YoEMUIIIYQQQoh6RYIYIYQQQgghRL0iQYwQQgghhBCiXpEgRgghhBBCCFGvSBAjhBBCCCGEqFckiBFCCCGEEELUKxLECCGEEEIIIeoVCWKEEEIIIYQQ9YoEMUIIIYQQQoh6RYIYIYQQQgghRL0iQYwQQgghhBCiXpEgRgghhBBCCFGvSBAjhDjnuTSd1fsz+WHzMVbvz8Sl6TVy35SUFO677z4SExMJCAigQYMGDBgwgHfeeYeioiIA3nvvPYYMGUJYWBiKopCTk1MjbRNCCFF31Ua/Vd/6LGOt3VkIIWrAgr+P8/RPOzieay091ig8gCcv7cDoTo2q7b4HDhxgwIABREREMH36dDp37ozFYmHbtm289957JCQkcNlll1FUVMTo0aMZPXo0jzzySLW1RwghRP1QG/1WfeyzFF3Xa+aR5Gny8vIIDw8nNzeXsLCwmr69EKIOqc7PgwV/H+eOTzdy5oeccuL/70zuUW0dwujRo9m+fTu7du0iODi4zHld11EUpfT10qVLGTp0KNnZ2URERFRLm0TVSJ8lhDipuj8Paqvfqo99lkwnE0Kck1yaztM/7SjTEQClx57+aUe1DNFnZmaycOFC7rrrLo+dAeDWGQghhBC11W/V1z5LghghxDlp3cEst6H4M+nA8Vwr6w5m+f3e+/btQ9d12rZt63Y8JiaGkJAQQkJCeOihh/x+XyGEEPVXbfVb9bXPkiBGCHFOSssvvyOoSjl/WLduHZs3b6Zjx47YbLYau68QQoi6r671W3W9z6p0EFNcXMyKFSvYsWNHmXNWq5U5c+b4pWFCCHE24kID/FquMhITE1EUhd27d7sdb9myJYmJiQQGBvr9nqJ80m8JIeqD2uq36mufVakgZs+ePbRv355BgwbRuXNnBg8ezPHjx0vP5+bmMnXqVL83UgghKqtPiygahQdQ3ixehZJsL31aRPn93tHR0YwcOZIZM2ZQWFjo9/qF76TfEkLUF7XVb9XXPqtSQcxDDz1Ep06dSEtLY/fu3YSGhjJgwAAOHz5cXe0TQogqMagKT17aAaBMh3Dy9ZOXdsCgVs9ixbfffhun00mvXr346quv2LlzJ7t37+bTTz9l165dGAwGoCQv/+bNm9m3bx8A27ZtY/PmzWRl+X+tzvlI+i0hRH1Rm/1WfeyzKpViuUGDBixatIjOnTsDJenW7rzzTn799VeWLFlCcHAw8fHxuFwur/VIukohxEk1ka6yNvaJATh+/DjTp0/nl19+4ejRo1gsFjp06MBVV13FnXfeSVBQEE899RRPP/10mWs/+ugjbrzxxmpt3/nAH/2W9FlCiJNq4vOgtvqt+tZnVSqICQsLY+3atbRv397t+N13380PP/zA559/zpAhQySIEUL4rCY+D1yazrqDWaTlW4kLLRmKr64RGFG3+KPfkj5LCHFSTX0eSL9VMWNlCrdr144NGzaU6QxmzJgBwGWXXea/lgkhhJ8YVIULWkXXdjNELZB+SwhRH0m/VbFKrYkZP348X3zxhcdzM2bM4Nprr6USAztCCCFEtZJ+Swghzk2Vmk7mLzI0L4Q4ST4PRF0nv6NCiJPk86DuqNR0MoCkpCR+//137HY7gwcPplOnTtXRLiGEEMIvpN8SQohzT6WCmCVLljB27FiKi4tLLjYamTVrFpMnT66WxglxPkvPt1Fgc9IoPIAAk6HM+ZwiOwcyCgm1GGndILQWWihE3Sf9lhA1o8DmJD3fRlSQmfAgU5nzDpfGzuN56Dq0axSKxVi2XxOiMio1nWzgwIHExMTwzjvvEBAQwGOPPcZ3331HcnJypW4qQ3FClG9DUhavLNzNmgMlOdfDA01c3bsJ/xzZhgCTgdxiB//+dhu/70jB7ir559uuYSgPjW7H0HZxtdn0KpHPA1Gd/NFvye+oEOVLz7fx4oJd/LQlGZtTw6gqDG8fx0Oj29EyNgSAN//Yy0erDpJV6AAgOtjMjf2bc9fQRNR6lnFLPg/qjkoFMREREaxatYoOHUo24ikqKiIsLIzU1FSio33PoCC/AEJ4tmp/BjfOWo/dpZU5169lJL07pPHhqr+xFsWiWRu7nVeAtyf14OLO1bv3ib/J54GoTv7ot+R3VAjPsgvtXPHOKg5mlN3lPSrYzHsjzCz68w925VlYrnXGhfvoy7ju8bx+dfeaaq5fyOdB3VGp6WR5eXnExMSUvg4KCiIwMJDc3NxKBTFCCM+e+XmnxwAGYM2BbDZb52JqsJVgwFXcBGvyVWj2ktEXHbjr843cOSSR6y9oRoOwgJpruBB1lPRbQlSfWSsPegxgALIK7Xzy0xL+Z34LzJCqR/CsYzI/af1Ly3y/KZmcQgf/vKgNXRpH1FCrxbmi0gv7f/vtN8LDw0tfa5rGH3/8wd9//116TPLuC1F5u1Ly2Hk8z2sZW/pFaI4ojKE7MAQewRL/JcVJd3MyW7qmw4wl+/hwxUFmXt+TwW1ia6DlQtRt0m8JUT2+3XjM6/mftX4kONLpre5hsLqF14xvs87ejlSiSsss3ZPO0j3p3DaoJY9c0t5LbUK4q9R0MlWteFsZRVG87nwMMhQnBEC2NZu0ojSCjeEY9HB2Hs/jptkbfL5eMaeh6wo4PAcqQWYDKx4aRlSw2V9NrhbyeSCqkz/6LfkdFQJw2iBzH5pqJt3SBLNBpf8Liyl2eP/Od1IE+bRWjrBe71Bumbeu68GYLnV7SrR8HtQdldrsUtO0Cv+rKIAR4nyXUpjCA0sfYOjXQ7nypysZ/e1FDPv0em77YkGl6tHtceUGMABFdhdzViWdZWvPEZoLDi6HbfNK/q/VzOdUSkoK9913H4mJiQQEBNCgQQMGDBjAO++8Q1FREVlZWdxzzz20bduWwMBAmjZtyr333ktubm5pHUlJSSiKgsFg4Ngx96eex48fx2g0oigKSUlJNfKe6hvpt4Q4Sy4H/PEM+n/bwTv9Ud/qRe4rPXj8uf9UaqPYHEK9BjAAby3Zd7atPXfUQr+Vnp7OHXfcQdOmTbFYLDRs2JBRo0axcuXKar93VVR6Opk3mqbx66+/MnbsWH9WK8Q5I6M4g8m/TOVoahS6sx+KKRtD8B5cRc1xOIL9fr/Zq5O4d3jrepf9xa92/AgLHoK807JRhcXD6BehQ/VNITpw4AADBgwgIiKC6dOn07lzZywWC9u2beO9994jISGBli1bkpyczCuvvEKHDh04dOgQt99+O8nJycybN8+tvoSEBObMmcMjjzxSeuzjjz8mISGBw4cPV9v7ONdJvyVEBb65mdXb9rBD70MoxYw0/MUevTE79aZYnZ7XcFbVjuN5JGUU0jzG//1hvVJL/daECROw2+18/PHHtGzZktTUVP744w8yMzOr7Z5no1LTycqzb98+Zs2axezZs0lPT8fhcHgtXxeG4orsTn7aksze1ALCA01c1i2eZtHn+T8aUe1u/fZ9Fv4VDq7TftcUB+hlc+r7y6wbezGsXYNqq/90u1PyWfB3Cjanix5NIxnWLq7CAKpaPw92/Ahf30BJ2oPTnWjTxDnV1iGMHj2a7du3s2vXLoKDy3626LqOopT92cydO5fJkydTWFiI0WgkKSmJFi1a8Nhjj/HVV1+xZ8+e0rJt27bl6quv5plnnuHgwYM0b968Wt7Luagy/VZd6LN0XWf53gxW7s9AQWFQ6xj6J8ZUfKEQZ2Hf5uXc9dXf7Nablh4z4sTp32fgbib1bcpz4ztXW/2nyyq088PmY6Tm2WgcGchl3eIJC/DeH1f750Et9Vs5OTlERkaydOlSBg8e7Pf6q0OVfwuLi4uZO3cuH3zwAStXruTCCy/kiSeeYPz48f5sX7X4c086d332FwW2U0Nz//19D5d0bshb1/Xw+MVCiLP15550Fq5rSJlZnGcZwBhCdmCJWYyzsBWO7H7ozki38/O3pfg9iNmXVoDdqdEyNpgAk4H0fCuPfreNhTvS3Mo1jw7i/Rt61c5mnJqr5ElWmY6AE8cUWPAwtBsDqn83XcvMzGThwoVMnz7dYwADlPs5c7JjNBrdP54vu+wyZs6cyYoVKxg4cCArVqwgOzubSy+9lGeeecav7T9X1dd+KzXPyo0frXdL/DHzz/00jQpi7u0XSCZCUS1yiuxc900aaacFMMBZBzCR5DHH9AL7iecz5wjW6+3czi/4O8XvQUxqnpX0fBuNwgOIDrFgdbiYteIgry3ag8N1qo+Y/utOnrm8ExN6NvZSWzWqxX4rJCSEkJAQvv/+e/r164fFYvFr/dWh0r+J69ev54MPPuDLL7+kVatWTJo0iVWrVvH222+X5uGvyw5mFHLT7PW4tLK/IL9uS+GyGSuYPbUP0SF1/y9P1C8lc30rtQzNJ66CdqgJX2AJPIo5ajXFR27AVZRYev6Ah/SXDpfGjuQ8NF2nfaMwAky+fRi+tWQv7yzd7/YAQFGgvPHcpMwibpi1jsUPDCHQXMO7Mx9a5T4UX4YOecdKyrW40K+33rdvH7qu07ZtW7fjMTExWK1WAO666y5efPFFt/MZGRk888wz3HrrrWXqNJlMTJ48mVmzZjFw4MDSXedNpuobxTtX1Od+S9d1rnlvNQczisqcO5xVxNBXljL39gvoGB/u4Wohqu7rDUdIc/g/QM4mjAN6POOMqxhnWMX/nON5zXlV6fncYs+jovvSCsgpstM8JpgYH7+jrd6XwcPfbeNQZtl/P54U2V38a94WGkcG0rdlLaRgr8V+y2g0Mnv2bG655RZmzpxJjx49GDx4MNdccw1dunTx6738pVJBTJcuXcjLy+O6665j1apVdOzYEYCHH364WhrnT4czi3j5t138uu04Li8T6LYdy6Pvc4uYfEFzHhvTHqPB/186xfkn3+pg3cGsaqpdxZnfCVP4JhTVTmDCZ9iz+2EM3Q2Kk13WZmxNi6BLXMmXtfeW7ef95QdJz7cBEBlk4oYLmnNfBWtn7vj0L+b/nVLmeEUTUo/nWvl+8zGu7dPUe0F/K0j1bzk/WLduHZqmMWnSJGw2m9u5vLw8xowZQ4cOHXjqqac8Xn/TTTfRv39/pk+fzty5c1m9ejVOp7MGWl5/1dd+q8juZObS/Xy8Oonc4vL/jovsLsa8sYJ+LaN4/eruNAyXURnhH3/sTKu4UBV97RrM5cZVANxn/A4zDropB4hVcjiix7JrcTbthl4HisKqfRlMn7+Tv4+VjEQaVYVRnRry1KUdiQ0tP5j5ccsx7v1ic6Xbpunw/vIDtRPE1HK/NWHCBMaMGcPy5ctZs2YN8+fP56WXXuKDDz7gxhtvrJZ7no1KBTG7d+/m6quvZujQoXX+6dXpPl51kKd/2oGHwRePnDrMXpWErus8fXmn6m2cOC94Gvnza/3WRpjCNwGgGIuxxC45ddKSxqRfr8WZehUWax9yznjKlV3k4H9/7CUt38rzV3TB6dL4YXMyX204QnJOMY3CA+jZLNJjAOOr5XvTaz6ICfFxCp2v5SohMTERRVHYvXu32/GWLVsCEBgY6HY8Pz+f0aNHExoaynfffVfu6Ernzp1p164d1157Le3bt6dTp05s3rzZ7+0/l9THfmtfWj7j315FvtX3AHXNgSwmfbCGX+690OeRVSG8cVZjv3VYj3N7fYfx59I/J5IMy+7kp6Wf8ahyDwV2ze37m1PT+WXrcXYez+OHuwYQGmDir0NZzF51iC1Hcgg0GRjZoQHvLdtf5fYt25tR5WvPSi32WycFBAQwcuRIRo4cyeOPP860adN48skn62QQU6lhhgMHDtC2bVvuuOMOGjduzIMPPsimTZvq9BqSNQcyefJH3wOY03269hAH0gv83yhx3okIMtO2GteFOHK7lewZUx5FQ4n+jZxie7lFvlh3hN0pedz6yV88MHcL6w5mcTS7mPVJ2cz880A1tLqaNetfks2F8n4uCoQllJTzs+joaEaOHMmMGTMoLPS8m/VJeXl5XHTRRZjNZn788UcCArw/Sb/ppptYunQpN910kz+bfM6qb/1WbrGDKyoZwJy0P72QOauT/N8ocV7q0yKq4kJVdJRY/taaeS1zqboSky273O9vB9IL+XLdET5aeZArZ67mpy3JHM4qYndqPjOW7MPubdpNBWrt06EW+63ydOjQocJ+rLZUKohJSEjg0UcfZd++fXzyySekpKQwYMAAnE4ns2fPdsuaU1c8+cP2Kl/r0mDU68v493fbKLTJlA1xdm6+sEX1Ve4Kw1XU3HuR/A5U9NH8f/O2sniX/6cQDGpd/n421UY1lKSjBMq+7xOvR7/g98WRJ7399ts4nU569erFV199xc6dO9m9ezeffvopu3btwmAwlAYwhYWFfPjhh+Tl5ZGSkkJKSkq5e5fccsstpKenM23atGpp97mmvvVbn645RF4VApiTpv+6i0kfrGF3Sr4fWyXOR5P7NSOwmkb1dFTmuEZ6LXNEiyUT72u93l9+gP/8vKPCac2VdWFt9FlQq/1WZmYmw4YN49NPP2Xr1q0cPHiQuXPn8tJLL3H55Zf7/X7+UOUFHyff6PHjx5kxYwaLFy+mXbt2dWrxT2qeld2pZ/dB7nDpfL72MDd+tA6ny7/50MX5ZWKvJtwxpFW11a87Q7yfd1U8V37L0dwKy1RWo/AALu+W4Pd6fdLhspJ0lGFn7AAdFl+t6ZUBWrVqxaZNmxgxYgSPPPIIXbt2pVevXrz55ps8+OCDPPPMM2zcuJG1a9eybds2EhMTadSoUel/R44c8Viv0WgkJiamTPYyUbH60G/N3eD5770yVu7LZOK7q2UmgTgrCRGBzLy+JwGm6lkbvN3V3Ov5PIIqrCMt3+b3AEZV4NZBLf1baWXUUr8VEhJC3759ee211xg0aBCdOnXi8ccf55ZbbmHGjBnVcs+z5Zd9Yk7avHkzs2bN4o033vBarqZy7i/cnsKtn/zlt/pmXNedsV3i/VafOP+8tWQfL/+2u+KCVWCO+wlLdPm76jryOmI9dn213Ls8LWKCef+GXiTGlR9g1cjngeYqyeZSkFoyl7hZ/2obgRH1iy/9Vk31WZqm0/qx+X5bQze+ewKvXd3NL3WJ89O2o7lMeGcV9mp4iBtPBqsC7i33fL4eSG/b21ipuWyxwWYDz47vxPju5adYrrF9o6TfqpBfH+V169atwgCmJi3cUfWFyJ78sDlZghhRZcV2F+/+WZmFhic7DR+fgmlGdM2IonqeimIM3QmKE/SaeYI/oUcCL1/ZtcLNLmuEavB7OkpxbqhL/daS3Wl+TQLyy7bjvHRlF0ySZVNU0dtL9/kcwChoqOi48O2LdjiFHNciaaRmezwfqhTTTjnMZr21z+09G82igvj53oGEVrDZZY2RfqtClfo2M2zYsArLKIrCH3/8UeUG+dNfhzz/w6iqvHJylwvhizUHMysx191JSJtnKDpyE1qx98WPJXTsGSPQnZEENPrec40F7WosgAEY2zW+bgQw4rxWn/qtTYdz/Fqf3alhc2oSxIgq0XWdRTt9T+X7ruk19uoJvOy8xqfyh4jjBscjfGN+kjCluMz543oUR/QYn+9/ti5sE1N3Ahjhk0p9o1m6dCnNmjVjzJgx9WKDNZPBv8NubWpj13FxzrA7fR+OVy1pKAYbqjEHDV+CGAUw4cjpi66ZscT+gWrOBErWwjhy+mBLu+i04nZUc0kKScVQjKvIv2t1mkYFMbi2FkYKcZr61G+Zjf4NNuLDAwiu6U1mxTnDpeluu9lXZLC6hULN932Kighkv96Iq+1P8KjxUwYaShIxOXWVxVp3/uO8gUwiT5TWaKscBSBeyWSJ1t3n+/hCUUoSGYj6pVJBzIsvvshHH33E3LlzmTRpEjfddBOdOtXdfVQu69qIVxb6L0PLmC4N/VaXOP90bRzhdXf70ymmbBw5PUG1+VDYjjFsE4qhGEfOBTjzeuDM645qSQXFiWaLA93sfo1uxhCUREDDH7Fn96kwiIkKNpFX7MCXOCwq2Mzbk3rIKIyoE+pTvzWqY0Ne/d1/2dLaNwqts6mkRd1nNKi0iAnmYEbF6XUt2Fnu6sRRPYYAbBWsY9EYpG6jj7KL77SB7NSbMdnxKPGODGKVHJL1GNKJOOMaFRWNL83PYsVMX9vb3tuuKkQEmcgoKH9bgZMU4KlLO9KuYTWubxHVolKPff71r3+xY8cOvv/+e/Lz8xkwYAB9+vRh5syZ5OXlVVcbq2xS32aEBvhv+swnqw/5rS5x/mkYHkDnBO/pIk9yFbTBevwqnLl9Ki6sl4ymOLKGgHay41DQbA3RrI3LBjAnOLL74yxqjjFkJ+A5ne9JM67twepHRhBWwb+nJlGBLLj/Qjr5+D6FqG71qd9q2zCUCxP9N31m4+EciuyyPYCouin9fRudMOBimvP/+K/r6hMBjLendSqdlQO87bqc/fqpzJXJxLBFT/QQwJTYqTfnbeflNFBy6Kbs9dqeyf2asfqR4QxIjPbebgW+uKUfU/o391pO1E1VGru+4IILeP/99zl+/Dh33XUXs2bNIj4+vs51CJHBZn68awCxIWa8/4PyzS/bUvhwxcGzb5g4b31wQy8MPo1QVGbaixlH1sAqtceR0xvVlI8pcq3XcrNWJhEWaOT2ClJEPzG2I3Ghvk8nEKKm1Jd+6/0pvRjQKhpDBQ8WfJFd5GDqR+v90CpxvrqxfwtaxgRXUEqniMAzjnnv5951XUoRle8rvnYNQdMV7jd+g+Lle91v21M4klXEY2M64K3LvapXE/q18h7oiLrrrCbgbty4kT///JOdO3fSqVOnOjnfuEVsCOsfG8kDl5oxx/yOIWQbZxPQzJ6/Alvy3/5roDivxIUF8PHU3lj8PPe9qokGdUfJfGNj6Fav5RbtTGX6Lzu5bVArxnZp5LHMvcMSGdmhQZXaIURNqev9VoDJwGe39OP3+/rxhOULrjMswkzFU2LKszbpOB+t/xO7q+p1iPPb3NsvoHm0tz1bKj9l0VnFPiubUIqw0F/dTghF5ZY7nmtl6uz1tI4L4YUrunh8eNineRSPj+1QpXaIuqHSv0XJycnMnj2b2bNnk5eXx+TJk1m7di0dOtTtX4S7+4/k76JvWH5gMUUFnatczxFXFEdmXkVioygY8RS09r7jrBBnGtg6liUPDuGztYdYtS+DIpuL3Wm1symdYsxD1w3YMyr+Pf56w1EeGNWWGdf14Lo+Gcz76yjpBTaaRQdxTe+mMoVM1Fn1sd9q2SiOlmMGw68PstjVnRSq+LRYt/DC8q+YfeAJJrWfxC2db5F1MqJSokMszL9vEN9vPsbPW5PJLLCTkmclp6jmM7aGUkgQNt51jSUf7yNEhzKLWLQzlYm9m9CnRRSfrzvMrpR8Qi1GLusWz4j2DXycGSHqqkoFMZdccglLlizhoosu4uWXX2bMmDH1ZtdoRVHo27AvKw7tOOu65roG80jqF/D51XDd19B6hB9aKM4n8RGB/GtUOxhV8nrIy0tIyiz/qVJ1MYZupfjwjT5lJyt2uNh6JJeBrWPon1jynxB1XX3ut2g5FIAIpZAUvepTXhw5vcmKXs6bm94ky5rFw30e9lcLxXki0Gzg2j5NubZPUwCe+XnHWU6v16nKCM4VhhW85pzAm64rfCq/9mAWozs1onlMMP++pH2l7yfqtkp9ki9YsIBGjRpx+PBhnn76aZ5++mmP5TZu3OiXxvnbgqQFqKYc1MAktOLmVa7nuB5V8gfdBYueOqeCmIziDP488idWl5UgYxCZ1kwUFAYmDKRtVNvabt45a3K/Zjz7y86zqEHD0+xQ1ZyM5ojxuLjfGLYJY+gubKmX+XwXo0GeWon6pV73W9vmAnCZYSW7nE2rXI3mPDVK+sWuL7ihww3Eh5wjGzc7bbBnAeQlgzkEbHlgL4KGnaD1RbLDeTWZ1LcpH608SFX3ZlXR0DxsimnESVMljQN62d/PZkoK9xi/41XnVT7fxygjLee0SgUxTzzxRL0ehs6zlyzgtMT9RvHhm6u88V+8knnqReo2SNsFce380cRao+kar2x4hS92fYFTK5vN5vWNr9MktAmdYjpR5CgiOiCahNAELm15KY1CPK+REL6bOqAFfx3KZv7fKVWswfMaG2PYFjRHJMbgJIyh20Fx4SpugiOvE6o5C90ehTF0B47s/hXewWxQaRRePxftuzQXG9M2kl6UTmxQLD3iemCo5i836enpPPHEE/zyyy+kpqYSGRlJ165deeKJJxgwYEC13lucUq/7reIsACYZ/mCuawgH9ap91qrGnNI/a7rGgqQF3NTpJn+0sHZt/x5+eQCKMjyfD4yEpv1B18AcDOEJ0OZiaHZBjTbzXNQyNoTnxnfm399uq9IqY08BDEBvdTcXKltRFJ3xhpXEkcMxPYYfXBfgwMBurQmjlHV8znCf7lOfE83URr+VkpLC888/zy+//MLRo0cJDw8nMTGRyZMnM2XKFKxWK08++SQLFy7k8OHDxMbGMm7cOJ555hnCw0seliQlJdGiRQtUVeXw4cMkJJzKQHf8+HGaNGmCy+Xi4MGDNG/e/KzaW6lv8U899dRZ3ay2NQ9vzrGCYxiDDhLYZBbFR6aCXrlFnQoaEw1L3Q9ac/3Wxpp0JO8Iq4+vBmBL2hZ+PPBj6blwlwubomBVT305PpJ/hMN5RwAFRSn52Hpr81vc3Olm7u1xb422/VxjUBXeuq4HC3ek8OwvOzmaXXb34qpw2RoRGP8Ninpq7rIx6BDGoEPYMoZReOCfKKYsn+qyuzQmfbCWH+4aQHSItz0A6pZFhxbxwroXSC06tfN0g6AGPNznYUY0q75R1AkTJmC32/n4449p2bIlqamp/PHHH2RmZlZ8sfCbet1vxbQBIFwp4ivzf7ja/kSVAhlThHuGsny7//ZPq1HWvJJRF2suuOzw22OUjEJDkaJgB8J1/dQkpeJs2P0LTl3FqJzY5Grl/6D5hXD1pxAYUfPv4RxybZ+mdG0cwfPzd7ByX6aPozLep5EVamZGmDfSRj1WeqyJks7d6o/8pbVmkv3fROH77++LC3bRpmEog9vUr82Xa6PfOnDgAAMGDCAiIoLp06fTuXNnLBYL27Zt47333iMhIYGWLVuSnJzMK6+8QocOHTh06BC33347ycnJzJs3z62+hIQE5syZwyOPPFJ67OOPPyYhIYHDhw/7pc2Krvuy9V6JyMhIj0+0wsPDadOmDQ8++CAjR1a8QDgvL4/w8HByc3MJC6u5zYWWHF7CvUtOfdm2Z16ILW1Mpeq41/AN/zR9c9oRBf61H4LrT4q+IkcRj698nN8P/Y5+xjOUcfkFTMwr4O3IcFYEnZkyETRnCEWHbkE15WCOXoYxeD8A/9fzMa7vdHWNtP98sD+9gNcX7eGnLcfPohad4FavoJrL/9JcuP8faPbKZRS7e2giD47y39TC6vw8WHRoEf9c+s8yv+fKiU701SGvVkuHkJOTQ2RkJEuXLmXw4MF+r1/4zh/9Vm31WVjz4NX2YC9J/LFPi2eE/SUqk1jUEJhEYNMPUNRTI+zPDniWyxMv93drq9fK/8GfL5X+LE7aajEzMzyMNnYHd+fklnky69IV/s9xG1v0ltxg+J3JhkWoik5h85EE3zgP4R+5xQ6+XH+YV37bjcNV9QywTxo/Zqrxt3LPv+i4hndcl1GZNTXtG4Ux/74Lq9ymM1X350Ft9VujR49m+/bt7Nq1i+DgskkTdF33+Fk6d+5cJk+eTGFhIUajsXQk5rHHHuOrr75iz55TG/i2bduWq6++mmeeeabmR2Jef/11j8dzcnL466+/GDt2LPPmzePSSy89q0ZVl6FNh3JN22v4cveXAJgiV+EsaIOrqLWH0hpR5JNPME5Uuin7udn4K2MNZ+ynERhZrwIYgH8t+xfLji4rc/zerBw622xMaxhLkcHzkKVqLCCg4fcUH76N4sLWBDSahyliIy+te5VuESPp3Diqupt/XmgVG8Ib13QnPd/GmgO+jZScyRB0wGsAA2CKWIct7cS/V8Ve7saYp/t+8zG/BjHVxaW5eGHdC2U6AgAdHQWFF9e9yNAmQ/0+RB8SEkJISAjff/89/fr1w2KpPyNX55p63W8FhMEV78HcG8FlJ1FN5mHjl7zgvK5M0ZI1BiqoRaAFoRizMUWuxxy1zC2AAejXqF8NvQE/2TALfn+izOF1ARYei4nmtdR0Ojo8Z8oyKDrTTR9yge1NnnBOZZ3WjjdNbxKc9DsLf/2Wiy7xbYG48C480MRtg1oRHmDi4W+3VakOAy4mGJZ7LTPRsOREEKMQQw4Z5WyMebqdx/PYk5pPmwahVWpXTaqtfiszM5OFCxcyffp0jwEMUO603JPB3JkJUy677DJmzpzJihUrGDhwICtWrCA7O5tLL72UZ555xi/trlQQM2XKFK/nu3XrxvPPP183O4MTHu33KAMSBvD17q85kHuAsG7riHE0YsW2cPKsJZuLKYZ8Apu+R3B2B9YVfYqilHwQetRqWA22/uxousZnOz/zGMA0dTgYXVjIhIRGFKven/IZgw+imtPQ7HFYUy/HGPo3iqGIG36+lw23fiIpC/1EURQu6dyoykGMYsr2oUxO6Z8NwbtxnUw/rhZjDN4DqgOtuCmaPa60XF5xzafVrIqNaRvdhuLPpKOTUpTCxrSN9G7Y26/3NhqNzJ49m1tuuYWZM2fSo0cPBg8ezDXXXEOXLl38ei/hXb3vt9qNgduWwdp34eCf3K7spmP030xP7sbOjJPBic4s44scJJ43m6Rjt2ShnJw+dYYgYxAxgfUos+DxrR4DGIDp0ZG8nJ5RbgBzkkVxMMGwjPddY/lZu4Bx2kpGGDbSc8297GjXiw4tq540Qbgb0jau4kLlCKOQMMV7ls7Gyqn1T9FKHkV6AEUEoKIxUN1GAyWbY3oMq7SOnD5Skyv9llf79u1D13XatnV/QBkTE4PVagXgrrvu4sUXX3Q7n5GRwTPPPMOtt95apk6TycTkyZOZNWsWAwcOZNasWUyePNmve3P5Nc/k2LFjefbZZ/1ZZbUY0mQIQ5oMcT84Afak5vPb3ynYXRqp6iXMP/Yxy1MDGFpU/vqE1812bnEUEmyqaEfb2pVelM4di+5gd/Zuj+cvzy9kbmhohQHMSYo5C+xxoFlw5HXFHLkeZ+AWPv1rHVN69/Vn089rMWex9kR3Vrxvi+48NRSuWjLQrCef3i53W0fjLGiNNXkiuiuU1vXgaRaU/M77s1xlTZgwgTFjxrB8+XLWrFnD/Pnzeemll/jggw+48cYbq+WeovLqRb8V1x4ufb305YXAfCC70M6PW5JJy7fi1B/guvW3EFpg5umA8mcHXFpkx5C2AxpWfb+0GqFp8PP9sPFjj6e3WsyEaxpdbb5t4tlcOfXF8BPXCEYYNhKt5rPmt7focMeLXq4UlREaYMRkUKo0pSyfIAr0AEIUa7llUoks/bMCjDOs5LgexbOmWSSclnTpkBbHQ85bWaN1wGRQaBFTt7+jnVTb/daZ1q1bh6ZpTJo0CZvN5nYuLy+PMWPG0KFDh3LXHt50003079+f6dOnM3fuXFavXo3TWTZ5VFX5ddtwm82G2VzxdJS6qk2DUO4Z3poHLmrLSyMe5I2YQfwcHMShcvYUWBYYwIfZm/nHkn/UcEsr759L/1luAAMQ7XKxLtD3L8y689QHgmY/9VRv4aH5VWug8GhYuzgigsp7aqEB5X8YuApboTkivNbvyOlV+mdj0AEsDX7GErPYLYABMIbsJbDph4CLyf3qx1PL2CDfFnL6Wq4qAgICGDlyJI8//jirVq3ixhtv5Mknn6y2+4nKq8/9VmSwmSn9m/OvUe0YMXo8R66ZjaLDyMJCj+VDXS7+lXwAPr6sJCVxXbby9XIDGIAMg4E+xbZyz5cpz6kHNqn6qS/CbTMWVql5wrNgi5GLOjYs93wQ5QcoToz84PKeufFr55DSP/dRd3GJuoZ3Ta+6BTAAzdQ0PjK9RDvlMBd1bHhWDwRrUm31W4mJiSiKwu7d7t8TW7ZsSWJiIoGB7muk8/PzGT16NKGhoXz33Xfljq507tyZdu3ace2119K+fXs6derk13b7NYj58MMP6datmz+rrFVDL3qF/wa1o5mHqHGr2cx9DUp+iVYfX82W9C013TyfbUnfwub0zV7LHDMZUX18cOKyxaFZm5S+Vs2nhnc1L09QROUFmAweNujSMUUtIzjxRYJavOHlahXr8XHouud5s/as/mi2E6kPDYUYgvdiDCk/0DUEpDCwazLjuiWUW6Yu6RHXgwZBDUoXQ55JQaFhUEN6xPWosTZ16NCBwnK+YIracS71W4mtx5I28nF+9zCnPdTl4pPkVCw6Jamb139Q8w30lcsJK719tkGCw+lzal9NV/jWdWph9+lTkkI0+ffobw+MbFPm4dtAdRvfmZ9gu+UmGlJOSmzgdecEDmuev6Dv0JoxyzUaAAWdK9RlJKrHMCsuj+UDFTv/Cp7P05d1rOI7qXm11W9FR0czcuRIZsyYUWEflZeXx0UXXYTZbObHH38kIMB7GuubbrqJpUuXctNN/k/rXqnpZP/85z89Hs/NzWXjxo3s2bOHZcvKrreot0yBcP13rPrlTsK2/0icy8Vxo4FvQ0P4MSQY52mLnJYcXkLX2K612Fh3ubZcip3FxAbG8ufRPyss/0NIMOPyC9kW4P1pha4ZsKWeNndcsWEK21r68oIm9Xu/nLpoYq8mhAUYeXPxPrYn52Fp8APmqDUAOB3NKBmN8fxP2VXYjqJDt2CJXoohZDeKouOyNsCRPQBHTp/TCgbjzOuEKfxvr21pGL+v3uy5YVANPNznYf659J8oKG4LJU92EA/1eaha8u5nZmZy1VVXcdNNN9GlSxdCQ0PZsGEDL730EpdfXs+yQtVz51u/dUfXO+hqiuKLpf9mh8VMoK5zUWER1+XlE+M6bZ3Mrl9huOe1JrXCXgRFmRAUDblHwOp9TV9bh4M5Rt/+7b7vuoRD+qnRgdO3SVBCq76GQ3jWMjaEebf35+XfdrFoZxpD2MC7ptcwKhoZehiBioPyItB0Iphgf4p7jN8z3rCCUKWYLD2Er11DeMs5jgKCANBR+Fwbzguq92B8GOtQ6skoDNRuv/X2228zYMAAevXqxVNPPUWXLl1QVZX169eza9cuevbsWRrAFBUV8emnn5KXl0deXskejLGxsRg8JIW65ZZbuOqqq4iIiPB7mysVxGzatMnj8bCwMEaOHMm3335LixYt/NKwOsNoYVvzPszIWee1mF3zbV5udfsr9S/e2fwOa1NKsqhZVAuBprKpks+UZjSSZjQQ7nKRW05mMs0ehTV5Iq7i5iePENDwJxTDqSH9RhH1Y95pfTO6UyNGd2rE6sPbuXXJiQCmoDXFR6dQ0T9jrbg5xUdvBMUBigaa5w90e+bQCoMYu6tu/J77akSzEbw65FWP+fYf6vNQteXbDwkJoW/fvrz22mvs378fh8NBkyZNuOWWW/j3v/9dLfcUnp2P/Vb/qA70Tyv/aTdQss9KXZCfAoufga3zwGUFRYWQ8qcjne6GvHzWBVjoY/U8rcyqm3jWOZlPXadSaF+irmWEurH0dXSY9FnVITEuhHev70VOoY2AmY9gzC8JYCbYn3ILKD1JJ5InnFN5yjmFYKwUEIDuYeLQ964BPGr8nHDKHzlQ6srveSXUVr/VqlUrNm3axPTp03nkkUc4evQoFouFDh068OCDD3LnnXeybt061q4t+X6ZmJjodn15KZONRiMxMdWTTKRSQcySJUuqpRF1XY8GFQ/bdY/rXgMt8W7FsRXcteguNE49bbNptjKLscrzfWgI7TMTMIQlk2U67TGJDi57JLaUK0sDGEPQ3pJ9YkL2utVR5PCeWUScnXUZiwDQdQVryjjQK/FPWDeV+/QLQLPHouunNjL1pC6NNvpqRLMRDG0ytEZ3PrZYLDz//PM8//zz1XYP4Zvzst+Kbg2BUSXTxsrTtA6kWS5Igw8vgpxDp47pGuT7tl6nrd3Bb0pL1hhz6ed0XxORr1t40XENc7WSfZqaKylcb1jIjYbfUE/7jDMa/JrfSJwhImsL5CcB8KZzfIUBzOk0VPJPjLx4YsfMn67OXGZcU26Zwrju1McwtTb6LYBGjRrx5ptv8uabb3o8P2TIECraXrJ58+Zey3Tr1q3COnwl/3p90Lthb9pFtWNX1i6P5xuHNGZok6E13Cp3uq7z/Nrn3QKYyrKlj2BdxghI0zCE7MJgSUHXLDjzO2MM2UVQs/dOrK/Q0WxxaI4oXMVNMAQeKa2jWVgzP7wbUZ7sE1MsXEUt0B2nZSBSrFhif8eR1w3NEQqucHzdCOxUHU50eziKJcfjad1loXVg/UkpfjqDavB7GmUh6ixTAPS+GZa97Pm8YoA+ZVOi1rgVr7kHMJW0QWvDPfZ/Y8dMByWJQepWFGC51okiAvje/Dj/YQ52jOQRzBatJSu0zvRVdxKgnEheEt3KP+9FeFZUEly6zliXBPCA4Su26Ins1JqSRRjFVH7alwHP62FO+kIZy7RK11o3SL9VMQlifHRjxxt5ctWT2FzuoxoNghrw1vC3MKq1+6PcnL6Zw/mHq3y95gzGnjnkxCsVV0EHXAUdSs87cvpgiloOuhHr8SvOWNifiqXhjzSOK+TCBP/tiivKah7WHHBPjQygWtIwR6/EHL0SzRZD4YEHK1+5FkThgf/D3OBHLFHuT7Z0l4Xio9ezZp+NQYnlXC+EqDu6XQ9bvixZX3I6xQiXz4D4brXSLDd/lZ99zBcvOa7GTklmuR16c3a4mrud/9w1nMmGRTzmuImftX44T3zlCaeA24w/cafxJ+g19azaICoQXdJhFBJQZlTlOuNi7lF+AGCo7b8c1BtVuvq7nP/ge209M02vl9nP73/O8czN7VpvgxhRMQlifLD48GIeXfEoLr1sxN+jQQ9aRrSs9jYUO4tJLkgmxBRCg+AGbuc0XeP1v173uS5dhzPXZjvzO1U4NcmecSHOgk6guX8QafYGFB+Zyk39G1T7UOf57vLEy5mxeQbO0zapBEA/lSJWMeWBYgO9KosZVeypl+MqaIMpbBuoTlzFTUpSMWtBWB1VH+kTQtSQvGSYfTHkHSt7LjwBWo8se9zfdB2yDpT8P6olnLkH2ebPwVH1zGDH9SjW6WdmbnT3pXMwi13dy5TLJYSXnNfibDGce+Nrfyr4OS2mNTS/kJCDK4ggnxxO7TNWMvKSD0AL5XiVghiA37XeDLX9l6nG30o3u/zKNYR9emOansXsFFH3+TXF8rnIpbl4Yd0LHgMYgPkH57MxdaPHc/5Q5CjihXUvMOzrYYz7YRwj5o1gyvwpbEjZUHr+waUPsjHNtzYEGAJoabgGXVfQXWbsmQMpPHAPtrTRFV7rzOtdJoAppRv5bZP8OlW3yIBInu7/NOagI6jmtNLjmq0hLltJWkpFtWMK33wWd1FwFXbAevxqrMcm4cgaVPr3XqjuOIt6hRA14s+XPAcwUDJ9a5X39MVn7a/Z8GaPkv9m9IQ3usLad087/zF8f4fP1aW2nMBurTEAC1y9uN7+MONs/6nwuiQSvAY6Mw81It9aP3Zyr9cu/R9KWEOuMrhnSv3VdWpj7EmGP87qFodpyNPOKdzpuJ/nnJPZp5f8vnTRdp5VvaJuk5GYCqxLWcfxwuNey/yw/wefFv97UuQo4ucDP7MlfQsm1cSwpsMYmDAQVVFxuBzcseiOMgHKxrSN3Pr7rbxw4Qu8tektDuQd8Pl+EZYIrEcH4lR3Yc8agmbzfZFdRWsslu1Jp8DmJMQiv1bVaWCjiwjPzqQ4dDP2rAtLR2Hs6RcRkPA5iqJjiVuAq7gpmq1qT7Y8MuSxzfoFuj6h3qRZFuK843LC1q+9l9n8BYysOAjwSNdh3yLY+VNJhrPGvaDL1WA58YT9z5dhybPu1+Qchvn/B7nHStZIbP60EjdUmBNxB5muSBSXzheu4VVrtwdFdhdLdqdzWdd4v9UpPIhuxfTGMzFmfeY24jLLOZrxhuXEKnkMN2xisva7Wya5s6cxtfhjSBsJcbL9w7nonP+2aXW4mP/3cfalFRAZZObSrvE0CPO+Mc/pMq2ZFZcprriMJ1vSt3DHojvIt+eXHvtm7zd0ienC2yPeZtnRZeWOsDg0B0+uepICR4HP99OdQRw+0gZHzgFQBqJaklFM6bgK2uOPXwVNL/l5SxBTvT5dc4jDKdGAe2fuzO+MNflqLHHzUU25BDZ9F1vqpSemCpqp9EL/M+kGktJcZBRnVOsu90Kc71bvz2T1gUxUBYa0jaNbkwjfL3YUVjxNqzDd87ziihRnw5zxcPy0tNVbvoDFz8F1X0FkC1j2UvnXr3oDrykSz+DUVX7TerN03SZcWisSlAyuVhfzh9aTDMIr1/ZyFNvLbmYt/GtXSh7vbyoExrkdTyGaa+yP86LpfXqpe3jW9BFNlTRmOUeTQhRn22ep6GzUWtPz8GoJYs5R5/S3zWV70rnvy01kF50aLn5h/i5uH9yKB0e19amOJqFN/FLGTeZ+VqSs5e6/Xjo1TU3XMengUGBrxlYeW/kYNqf31MiVCWBc1kYUH74J3XVqPqpmawxqMZaG32NLGwua78GdJwkRgUQFmSsuKM7KtxuPlnvOmdcNZ14X1IBjaLYGbmtlzpoWTNGRqeQX6cSWn/VSCFFFqXlWbp2zgS1Hc0uPvb5oLwMSo3l7Uk/CA01erj7BHArBsSWBSnkim1cqgMkoziAvcx9NvroRU/6pmQknv/4bi7Pgs6tg4P0V7D/jewBTpFuYav8Xa/VTCWZ26SXZL+83zGWJ1p0t+tlnGemU4J9gSJTvu43lTG0E9usJXGl/ikSOkkMIGUScUUKnqsGMhoHnnJNpcryQiifMi/ronF3EsD+9gFs/2eAWwAA4NZ0ZS/bx8aokn+rpGtuV1pGtvZaZ0HqCb43aNg9m9GHD+xdw7/rp7utsFAWHqtDC4WRibh7LDi8lrTit/LoqQdcVio9OdgtgSmmB2NNHYYn75azvc8MFzVBVmWZU3XKKKprDrZZkj/NnAHOSFsj8bXn+r1eI85yu60z9aL1bAHPSyn2Z3P25j2svVRW6X++9TM8pPlW1O2s3ty+6ncu/GIzy8Ri3AAZKnoI6FIVZ4aFk2fPg4HLf2uiDF53XuAUwp3vddRV3GH/EyNmNovRpHkXHeAliqltWYcUbTu6jsYcABs56BgHwblLcWdch6qZzNoiZvTLJayald5buR9N8eyr0zIBnCDV7CACAe7rfQ2KkD0+D1r0P39wMGbt5LTICRzlPwQ6aTbR0Onk/JZUgo38ed7sK2rnvKXKGkuBGA0PVM8WM7dKIaRdWf5Y2AS1ja3frrpX7KtgJXAhRaX/uSWfH8fIfECzfm8H25LIBjkcXPgAJPT2fa34h9K14Uf3e7L1MmT+FlcdWMjE/nxYOzwFDoK7TzuZgXONGpBZ7Gf2phELdwjzXIK9lfnZdwGh1fZXv0Tw6iNev6Vbl64XvWsWF1Or9Nx0rpNjufT8ZUT+ds0HM8r3eP0xT8qy8sMC3rBUdozvy1ZivuKbtNcQExhBqDqV/fH/eGv4Wt3bxYcMweyH8/gQAR4wGtgZ4T337a3Awfaw27j7ufd+XAINv079c1ooXLWr2hhjMVeuAHrm4HW9e2x2DjMLUiOv6Nq3V+6uyqF8Iv1u+t+KHA/d9udm3L2OWEJjyU8ni/Zi2YAmDuA4w+kWY/E3JZpgVePWvVyl0ljzYGlNQ5LVsP6sVFbjGko8WVP4DMww+TIcDDuqNKCTQa5m/9RZ0UpN8qu9MAxOjmX/fIOIjvN9D+MeVPRtjNtbu103pts5N52wQ44v3lh1k/jbvmcdOahLWhEf7PcqSiUtYde0q3h35LoMae39SBICmweJnwVHSCeT5sI9K3ol8+v2PbmNqgucd0hNCEvhHz3/41HZFrXgoV1Ft6Frlpx9d3asJtw1uJdmqatC4bgmM61Z72XSGtJVF/ULUhn1pBTz+w9++FTYHw4D74O518MgRuHM19LsdjBXvH7UhdQMrjq0ofR2ueQ+cVCBE08jAxZcdhoHRQ3BgMMPFr4C3IOeEIKwVlgmmmAK98us4E+NCmHFdDwLNsqdZTYkJsfDihM619qCzX8soAkzy930uqncL+20uG+tT1nO84Dibju9h9YFsNF2hX7MEbu91BS0iSp5SRwWbScr0/vQI4L3lB7i4sx/T0J5Oc8HcKSWpKE9o7HRg0TRsZ278dZoWjlNrHv6ZkUGv4W/x5a4v2ZO9hxBTCBe3uJir215NREAEUQFRvLHpDY7kl+zKbFSNODX3YX9j2DZsaRfjLWZVA46iZYwo97xiTkE1Z+IqbA26mXYNQ7mxf3Ou7l3JpAbirCmKwmtXd2N4+wZ8vvYwSZmFRIeYOZ5TTGZh9e55EBtq4aqe8ncuRKUc3QBZB3Ac386K3cfJLnLRKDaC7hdeSkCbIQDEhfm2Oe0Pm4/xf6PaEleJLJuVMXfPXJ5d7Z4ieb/JRKyr/EQzBYpCqqHkS+L/crcxYdrvWDbMKknFrAMtB0O/O6BBR2jaD359EJJOWz9jMLslBGipptBBSWKH3rzce16irmWeNrjc88EUM1z9izVaB9KIIiZQ5co+Lbh9cEsiJAFNjRvfvTGJsaF8tPIgaw9mYTQoRAaZ2Xwkp1rvqyhwx5CzTwAh6qZ6FcTM2T6H97e9T7Y1D1vqWBzZvYGS4elDe+GrPzYxqvMeejVuycbDOT7VuelwDkV2J0HmavhRrHnHLYABCNd0RhUW8WNo+XNEr84/LetYxl4GNR5U7qjPRc1GYbJ25+tNu7A6HAxsEc+85IdILk4qLaMYczBFrsWRfYHHOoxhm3DmljN/+gTdEUJgizcJCwji7WEz6dagi9fyonopisKlXeO59LT9De76fCO/bPVtZLEqmkcH8e71vQgP8m1KiBDnvUOr4ed/QPpOvnFdyHTHtWTSp+RcDrC3gAGRnzP5kqH8b9Fen6p0uHRWHchkXLcEvzf3YO5Bnl3zLNoZu5x/HRZKP2v5QcxPIcFYTzyYK3IWkRYUQZOxr3kuHNeOPRd/wbwVf5ORk0eTmDAmun4lYav7BpwPGr9mmuNBNA8P3xoraQRj9brDeyGBXGtYwhvmt3GOeBbjwHvKLStqRufG4bx6dbfS15sOZzP+7VXVdr8Qi4EnLu3I4DYye+BcVW+CmI+3f8zL6/4HaFhTrsCZ26tsId3Ib1ttLPp7V6Xqfuz7v3nlyq7+z6y1/gOPh/+VlcNOi5m95rJPg27MyWNA8WlD6V6G3rMK7Uz9aJ1bNps/dx4kJOA2tIYzMASWpDVUFLA0+BFFLcae3f9UKmXFhilyHYagXeCKwBzzB+gmHHmdceT0Bu20KQF6CIMi7uGJi8bQMLgyG2SKmjKodaz/gxi1AHPkOh4dci3X9+wp2eeE8FXKNhyfXIXDYedPrTcPODwtpldYmR3O6s/+QqtEFqaXFuyiX4toGob7dzTm691fo+llE+L8HhzE16EhTMwvm9Z/m9nM/6IiSl+rikqYJazcezz143Zmn54ddG8WM5R+PGY5xFR+AEr2hxlm2MzbvM4LzutI0kv6HAWNC9VtPGz8nIWuXvxofhQTLtZpbZnjuoj9untg91HwzVwwqRvGJr0r8VMQNaVNA88Jk86GiosJ6nJ6d0jkkqtuln3rznGKruu+J273k7y8PMLDw8nNzSUsrPwPu5Pm/pXEv39ehKO4EYqhAGPYFhRjProjCkdeV9B8G4b35h8j2nDfCO+plCvFXgTTy39KVKQofBcazK/BweSpKi0cDoYUFeNSQNWhf7GVOJcLw6X/g543eqxjyqx1/LnH82L84ACN4MSXKHbluB3XNTOuopJc+4bAwygGm8c9zzR7FEWHbkV3RpQeu6hDA967wUPwKOqE3GIHfZ9bhNVZfla+ylDMaQQ1fZ9/9r2Zmzvf7Jc6Pans54EQNa2yv6N/H8tlxidfsiin5Mv3GHUNrdVjFOiB/KL15Yje4Kzb1LVxOD/cPfCs6zndtN+msTZlbbnnBxcVcVVeAc0cTrINKr8HB5Gnqlh0nd1mM/tNRno1G86bw9/0eP0nq5N4/Ift5db/WdSHDCj6w+2YrsNGvTV5ejAtlWSaqZ63HrDpRu5x3MNC7VTAEh5gYstTF3l7y6KWTf5gDSv2VW3D8DMFYOND0ysMSIyBSXN9Wv9VFdJn1R11PkR9deFu3li8D2iEKWo5ltjfUNRTaz4scb+UjMzkdT2r+8xZncTtQ1piMfpp8ZfRAgYLlDOPOEjXmZRXwKS8AgoUhcdio3kqJgr9RDRh0HUSnToz24wk5sQ1mq6xOW0zObYcFEejcgMYgEKryoMtZ7Gx+A2WHl1aelxR7RhD3KcteFqTr5qzCGg0j+Ij00qPbTvmY3pPUSvCA03cNLAFby/d7/F8q5ggDmcX43BV/NxCNRRzyYB9TO32Jj0beJ9qKIQ4Ze2BTKZ8tA6rozHdlb28Y36dhkp26fn/07/ic9cwHndORT+L3Dpbjuay9kAmfVtWvFDeVyFm76lw/wwK4s+gktT/03JyuTs7l6DTnoOmGAwU9zjjQVfGXsjYgx4QwawV3pPMfBj7MAN6T8YxdxompSSZgKJAT6XiqXYWxcnrpre5wPYmuZS8j1yrg8OZRTSNlt1566p7hrVmzYEsnB62vAg0qTQIDSApq+L1zQCvxS9hwKC7ofNVPmfCE/VbnQ5iDmYU8uaSfQAYQ7cS0KDshoyKwUZA/FcUOSLQiptV+V6ZhXb2phb4b/de1QAdx8PWLyssen+DWNYGuk8LcCkKu00KF/8wjh/H/cjOrJ28vP5lDqWDI68LWnFjwPu+LL9uTSeoaSG6KwDFUHG2lzMZQ/ahmNPR7SXzSdPzy58TLeqGBy9qi6LArBVJFDtOfQkY0iaWV67qyqHMIq59fw02L6M1zaODmHHdQDolXFlTzRbinPHo939jdWjEks1s84uEK+5fwFRFZ7LxDzIJ4zXnVWd1rzUHsvwaxFzc4mL+OPxHheUm5eZxX3bZh1oNXS74/l5QAqBJH/jxHlIPbmOeazB7tQQOat5HjlbuzyS7RQqZegMSleRKtz9IsXGl4U8+dI0pPXYgo0CCmDqsb8to3pnckyd/+Jvk3FPfU1rEBPPSlV3oHB/OqNeXcchLIBNqMfLQxe24uN+YcsuIc1OdDmLm/XWEkw95zNF/lltOUTTMUcuxHjsziHGB6gTNjC+7vhoNfp7v33Z0hUHMZou5TABzOqvLyq0Lb+VwfjKFR6/Cmd/Z59uvT8rGnHohhtgMjMEHfb7udAZLKs4TQYxkdKn7VFXhX6PaceugVizbk47dqdG9aQQtY0ueTEaHWNjy5EW8++d+Fu5IRQGGtosjNsSC3aXRpkEoF7aOkZTZQlTBxsPZ7EsrWTcyyfhHmQDmdFMMC3nbeTk2Tv9c1QnGihUzLiqeFeDvPmtok6EeM1y63VPXmZZb/qacAHx/B4TEMSe7E/9xvoHTx68aNqfGhb8n8I4SSQMlm1CluDLNB6CdcsTtdaT0W3XeyA4NGNYujhX7MkjNs9IkMoh+LaNK+6E//28o87cd58MVBymwOenQKIyezSIpsruIDjEzqmNDgmXty3mpTv+tHz8ZlatFpYvUy2MMPjXcrJgyscQsxhi2FUV1oDnCcOT0xZ45GHTPb7lxZCBt4vy8yMxe8RDokqCKN9tKyk/CmnJppQKY0iYUx6FmDMVli8MUugvVVPL0TNeM6M4QVHOO1+t116kA64oe/s+GI6pHeKDJLXPZ6QJMBu4b0Yb7RrSp4VYJcW5LOe1J8oXqNq9lI5RCuin7Wau3x4KdWw0/c51xMY2ULIp1Mz+5LuAN13iO6nHl1jG0bfnnqqLIUeQ1gAHobLMR46pg3Z3uYnlONE84p1a6DQUuI3fwD57hI5qpqfRQ95WeO6A1pKWa4vX6PIJL/9wqNpiuTSIq3QZR8wyq4jWL2MWdG1Xfdhii3qrTQUzjSu2mWzJko5jTCW7+Norh1BMc1ZSHJfZ3zCEHKUi6EU9v+44hrfyfecnifX4xgPfuooSuqThyqr6gXitqgx50gMJ9D2EI2QmaCc0WiyH4AIEJc8u/zhGGq6hkyprZoHDLhd6nrwkhxPksoQo7wJtw8onpefoYdpceC1TsTDT+yUWmzYy3PuExlfCwdnF0iPfvouJAUyAKCjrlr5uz+jhK+5FrVJXbUUAQ+/R4/mW/ja7KPkKVIpL1GIp1C79ZHiZIKX9q8w+u/qV/vt+fyXqEEHVO1VcV1oCrejUpWXSuBeEq9j4K4CxsDYY8ApvMdgtgTqcE7iOm8Rq3YwEmlf8b3ZZJfau+nqb8RlW8hmR0YcWjNYqqEdj4M1C8L4r02pTcPijGfAIbf0ZQs1mEtHmRwIS5aI7yO0Fb2mhO/oq0bxRGbGj1ZPoQQohzQdcmEbRpUPLwaoXmfeQ8Vw9iu96Ul4zvugUwp4vQc3k3bFaZ4xd1aMAb13Y/+wafweq0VjiVdK/JTJEPgcyzpo9oc8bUrspYoPXGiZEnTJ8y2/wKCy0PszzgH+Tq5a9v+cnVj616q9LXg9r4d6RKCFG31OmRmCZRQUQGqWQVatgzBxPY+HOP5XRdxZ41iMCETzCYvafqs4X+zE0Xt6SRMpzwQBOjOjasvs370iver6aD3UFjh4OjJu9tMIbsIaDhD1iPX4UheDfmyNWoASnoLguOnD4lIzV6+UGG7gjHFLEBRTk1DUBzhFJ48B4ssYswhW9EUUt2e9dsMdjSR+LMP5Xx7aKOsjeMEEJUpFfTSPak5vOZczhTDQsIK2ddzMeuixisbmW8caXX+trYtvN3m/f5OvElUE0MahNLYlzFo/xVkZSX5HGfmNNpBgM/hgRzjYc9Y04Xr2Qx2/wiQ22vEq9kMtWwgEHqVhR0lrq68I7rclIoPylBkR5AHNl0VQ+4Hf+H804SlWTuMP5IglLS3+fqQXzuGs5/T0uU0KNpBOGBkqFKiHNZnQ5iAPJsRUAAzvwuWFNzTqRYdpWe111mrClXoBU3w1nQEWOw9yc/mjOY2UtcXNgiiXsGd6ve3cctFa+xWRjfhociWvNE/layK5jOZgzbjNllwRJ92g63JjA0/Alz1EqKDt2G7vSQXU2xo6h2UNwnrzly+oArFFvKeGxpF6NaUk9MNWvE6YkQooLNXNO7SYXvRQghznf7jh4HFNKI5Eb7/zHT/DpxSk7peU1X+NI1lNedV9KEVIp1M4EVjLL/e18HcjM3MG7EIJpGVV+mrRBTxcFRB6eOqd1Ydu9YQNvCHK9l45Us7jd+wxTDQrcpYFPURVxj/JM7Hffyh+Y5hXsLJYXDuI+k/K01Z43WkTV05HPXcDooSZhwsVNvihX3h3h3DEms8L0IIeq3Oj2drMjuxOk8tbDckTWIwn2PYE0Ziy1jMNbj4ynY92+ced0AcOb2Rte9vyXNHotmbcKfO4u5cuZqXv6t4tGSKuswDpTy26Oh8D9N557CbVzaaQphZu/zmxXV5R7AnEY1Z2Fp+L3Hc+aoVRjDN6OfsSmo7jrttRaAVtwMzRbP6QFMTIiZOTf1ITpEppIJIURFcopPPSzaqLdhgO0N7rHfzdvOy3jJMZEh9lf5t3MaGiqHaMRW3ftaQ4duYJnWhT8zw/nHV1u49v01FNp8WU1Zea0iWtE60vs6knZZZias/5K2Ue2gaX+vZQFuNCzwuIbFojh4zfQ2QZRN/99BSeIO449oukK+fuo7QJYegoWSgE9D5W+9JZv01m4BjFFVeHZcJ0Z2OPsNRYUQdVudDmLMBhVVdV9gqLtCcGQPxJ5+MY6cvqAFnHYuGGd+B691OnJ6u71+a8l+luz2vAPwWYtqAT1vLPf0l84h7Em+E103MGfHHBIjSp4cac4gbBmDKTp8I0VHbsCe3Qdd8zxipDnCsKWPpPDgndhSLgdcp521Y45egjl2AeaYBQTGz3O7NqDhrwQ0+hoof/rAy1d29d/eOUIIcY5LiI10e+3AyE9af15yXsPbrnEc1t2/XH/tHOK1voVaT3I4Nar/16FsXphffQ/f7ut+H0o5Xw1ctlg+y3qAv7XmcGQNBJb0DQ7dwE+uftxhv48b7A/xsmMix/SSqWKBisOtDqtu4ivnECbZHmGsbfoZKQQ0hqib+cT8PBca/maZ5R+EKqeCnEGGv/nJ/CixZFOeK3s2ZnK/aljjKoSoc+p0EGM0qFzSqXIp9WypY8pdrO7Mb48zt+xiyDmrkqrSPJ/kD3+Bd/Qr3BYj5ulBvOkcx2POm9HsDXDmlSwA1XQdV1FTCvf/C3v6xbgK2+Eq6IAt5QoKD/wDzR7l/n4KEinc/wD2jOFo1qbozgg4fW8B1VGSZUY3oBo8P7kzRWzEFLna4zmzyUU/P26kJoQQ57rxvZpXqvx32kAWuTwv0k/Wo5jumFTm+Lcbj1JQTaMxg5sMpqV2J5otpvSYrqs48jtQfOhW7FoYM52Xlpw4tpFsPYQJ9qe4x3Ev87W+LNO68pZrHENtr/KLq69b3el6GJfan+Mh562s1DtzmAYUc+pBpBGNAGwUnljfaVTKPmBrox7jv6aZ5bZf0vAKcf6o00EMwP0j2hBo9j31se6MpCjpbuxZA9CdQei6gssWizVlLMVHJ+PpLe88nu/HFrtbuT+LF21X0tf2FtfYH+Na+6P0sb3Ff50T0U605eTo0fbUZIqP3gBa2TSduiOK4qOnOjPdFUDxscleF/OjBaNZE9zWEHliLieIQTcw9s3lvLVkH3lWh+cyQgghSl3cqSHdEnxfeK+hcpvjn/zHcT37tUZoukK2HsIs52jG2Z7hGGX3zii0u0jKKPRns0vZnC627mlM4YEHKDx4N0WHbqZw30NYj96A7ioZEfr95DqWglQec9zklhHsJDsm/uG4k8PaqXUt/+e4jb1643Lv7cTIn1pXohTvSQMGGbbRSim7d5xR0fi/eVt45Nut7Eurvn5dCFE31PmF/aEBJppGBbM7xfuH2ul0Zxi21EuxpV5Kyf4x3oOgYEvFOyNXld1VMlhuxcIarZypbic24CzIbI/uKr/z02wJOIuaYQw6hCO3h9tUuvK4ClujOSJQTTnlllEtGaBay9Rnd8L+9EJe/m033286xle3XUBUsOx+LIQQ5VEVhbaNItlyrMDLbivuXBiY5bqYWa6L8aXPAggNqJ7u2+nS0XQABc3qOeBwYETX4aAWx69an3LrsmPiM9cwHlG/5JAWx1Kta7llTyomgO9cA7neuMhruc7KQfbr7lsvOHWV1DwbX6w7wvebkvnwxl70bxVTTg1CiPquTo/EuDSdKbPWVSqAKavizqC8nc39oXuTiApboAYloWsm7FlDKqxPKy7JEuayet8357Ta0aze0yPrugq690Bub1oBL1bjPGwhhDgXvPzbbr7acMTnAKasivusLo3DaRYdXGG5qgi2GCvMgNZT2YOiwOPOm9Ar+BpxcpRmu968wrIn7dArXtNSjPdkM8UOF//8agtOl/eU0UKI+qtOBzGfrT3ErpTqHRKODw/ghguaV1v9TaKCSIj0souzasUcvgFb+gifRlY4sZeLonpIyanYMIZtwhS5AkPwbkoX7KveN910FrQDveJU099sOsShnNSK2yiEEOehlFwrH644UHHBs2BQFB68qG213mN4e++bRN5snM96VyKr9Y4V1hVwIpuYpyxkoHOhupWphvlcoS4jhJI9dULwvGH1SXl6IMsq2EwUICXPyuJVayssJ4Son+rsdLItR3J45qcd1X6fApuT2auSuHdYIkaD/2K6HGsOP+z/gYO5B2nRtClHsz2ke1SLCWj0DfasQTiyK05VCS6MITtKRk5U99EpU+RqLLELUAynAhbNHok1dSxqYPl75+iaEXvGMJ/ek9OlMuHbm3j74ifp06j8KQRCCHG+KbA5ufq91ThcVR+D8YWOzty/jtKmQSgNw3148OUrlwN2/gQHl3GbPZDZDCwzmqSgcbfhe3L0YB503opGxVOxRyvrgJIgJgBbaTrkTsoB3jS9SQv11IOxAj2A15wTGK7+5bXOd5yXuyUE8ObgbzPAuQSG/tun8kKI+qPOBjEPfbMVh1a9nQFAntXJG3/sJSmjkDeu9ZwhprJ+S/qNx1Y8htVV8uSpJD3yk7j/uDXQArAem4Qv0wdK6OjOUIoO3YHuOJWpzBi2hYCGP5QprZqzCYz/msID92EM2Y0l7jcU9dQCfc0RijX5mnLnPZ9JQaNYS+f+Jfez8MqFhJirZ9doIYSob2Yu3c+hzKJqv4+mw09bktl8JJvv7xzgnz28MvfDZ1dCVskoUkOgi9KQLfrpG0Zq6Ci86RqP731WSfAyzf4Ai07b1LIRmXxqfp4IxT05QYhi5XHTZ/zLcSsvOa/hNdM7NFXSUE7czq4bedU5gZmuy3y+f4CSD3++CAk9oc0on68TQtR9dXI62eYjOdU+jexMP25JZtPh8nPP+2p31m4eXv5waQADgKJR9kNfPXHM984AjBQdudktgAEwRy8u9wrFYCMg/muceV0p2P0UjsIWOAqbUXjoZgr3PYqrqGxWmfLoKCQcuZSszGZ8t/fHSrRbCCHObZ+uSarR+x3JKuajlX64p+aCzyeWBjAnhSlnZj+rSp8FL7qudQtgAG4wLiwTwJzuCeMcbJgYbH+dF51Xk6pF8LD9ZjrbPmCm6/LK3Z9L+MB5MTkrP6rUdUKIuq9OBjHfbjxaK/f9flPZlI2V9fmuz3FqZ+Tv1w3gw7C7T1zuizkVUxaGAO/rVIxBRwhq+T9USzrWIzdhPXw7WpH3XZk9U9hj64H12GRe+tbM4Rp46iiEEHXdsewicoqrZ98Wb77zQ5/F7vmQua/MYYefJmoco2x2sGHqJq/XhCpWfjQ/xjWGxcx0Xc4A+xt8qQ3HRuWzYxY5mvCs83ou2D2R+duOV/p6IUTdVSeDmJ+2JNfKfbOLzn4vlA0pG8ocU1Q7ijn9rOv2SPG+B8xJqrGAgPgvTizgr9yTNE/yCwMZ/85KXJL5RQhxnnt76X4fSvl/enRusR/27zq0yuPhTkrS2dcNHjOSGam43zIo8KxxFs2UFJx+CKiKsXDX5xtZfzDrrOsSQtQNdS6ISc2zVhhMKIZ8AhLmgKGAUx2Drx1E+V+6E+POfo2HQfU84lLuhpKVUvZJn26PRnOE+XS1ISAVQ+BBP7SjRGaBnakflw3ahBDifLJwR8VZG2ca/0t7klBL+6CzfwDUyg99FqrnrwGTDYtQ/NBGT9Zp7XwqZ1Q0rjWUP126sjQdbv54vWzeLMQ5os4FMXZnxR+aum7CFLaD0DbPEpz4Aoagvfg8ulBOumGTQeHq3k0q0VLPBiUM8lx/5OoTQVfVGUJ2eziqYs8a4HMdqsW/KZKX7UlnR3KeX+usK1IKUzhecBy707fRLiHE+cmXvUiilELmB/ybvy0384jxMyozIm708AALYFLfpj7XUa42oz0ebq6mcom67qyqbsZxAj2kVp7tGoW9gr3JSpun+Hd6eZ7VyZxVSX6ts84ozoasg9itMtVbnB/qXBATHxFIoKmCDzctAEdeFwBUUy7mGN+f1BhDt5c5ZlAVXriiCw3Czj5d5XXtryPUFFrmuKLoWGK870AMJR/6A5WtBOAh2FLsqJaUMocdWYOwZ/uW8ljXvOxZU0W1tYapOtidGq8u/5XBH97H8C+u5KJvLqL7R8O5YMYzfLTyIK4ayJgnhKhfOsWHV1jmU+cIAIIUG7cZfyndP6UirZRjJCgZZY5f3i2eK3v4llnSq+YDoannFP8PGz9HqXCWgwM1ZCsYyibjySfY40jKbr0p/3DchV2veJpYHt433qyKbzf6YS1RHbJty1/8+vaDbHp+BLzRDevzLfn8qWt4/vt1pOd73ydOiPqszgUxBlXhiu4V70Zvzxhy6hpLKigVL6pUjDkEhG+jc0I4LWODaRYdxBU9Evj+zgFM6OmHzgCID4ln5siZJIS4v4dAYyAPDhtIay/D/yEUMcf8Ip9aXmC75SZmmN5w2yDMld8Zc4MfUQMOl7nWlnIFRccmem2b7rLgzPdtGL8ysgp964zrujmrk+j+7C+88YvOob0XUbjvYQr2PoI15WKyXfuZvvo17vliI5oEMkKI0zxyScWfqz/rF3BUP7XIvZtSdjH9mVRcPGL8gvjYGNo1DKVJVCADE2OYcV13Xr+6G6p69usbAbjmM0gcccZBhSadBjK1n/cZCgGNviO4yeeEtnmOoBavo1pOLZ7PIoxGZDHZ8DuGM9bB/KL1Y4Dtf+Tr3h8e/uDyfaaBrzIKzo0v9psOZ3PJfxdy6Rcp3Hl4KOPt/6Gr9T2m2R8gzRlI378e5Jq3FpOa52mjUSHqvzq5T0zL2OAKy2i2eDRHGKopD8VYhDFsM87cXuWU1jEEHiAgfh7/vOBGbuo00L8NPkOX2C78esWvrDy2kgO5Bwi3hDO86XBCzaFMbOOgz/RfsTlUTo8h25PEa+Z3aKamAWBQdMYa1hBGITc4HgFADUhGsyYQmPA5ujMMZ3FzFDQ0RziO7Atx5fXAEboDU9jfHttlSx8Juh/2FDhD85iK/77qujmrk3jih+24x/UKujMclzMcV2EnFGM2v+bsYuGOBEZ3alhbTRVC1DHBloq7Ug2Vpa6uTDb+AcCNxt9Y4yh/x/tYsnnJ9B5DWwQx4qbKpRWutKAomPwNpO6Ag3+CopYENdGteALYdKyAHUfS3LODqQUENPwZU/jm0kOGgBQCm35A0cF70Z3hNCSTNMKZYFjGHYYf+F3rRTEWwing385bSCeSp51TeMX0rsdmLXd1YqnW1e9vt0Vs/d/jbE9qPpM/WEuh3T04zCWEdXoH1jk7YMZB39xNvPJbPC9f5f+foxC1rU4GMYt2pvlW8LQ5tQENfqIgrwvoZ6Zg1DDHLsASs4yEkAQmtJ7gv4Z6oSoqFza+kAsbX+h2PDzQREyTpeQal+EsakmUw8gn2RtppZ6aJlasm8knkEgKGGTYRg99KzvjV2MMPm1RvjkHQ1DJiIzmiMCRPQBQsR67Fs2+EHPkWhRDydMXzR6JPWMYjtzeXttsilqCI6cvaL4P3xtVhYm9zn4tUW2yOzVe+31PheV0ZySKoYCv1h+WIEYIUep3Hxb2A7hOS7U/2rCBbs69bNbLprsfqGxltvkljAYVhnzrt3ZWqEGHkv/OcEuz44xKm8ZGrTVJekPeinWSEX4MRSkZldZ1Fd0VhKLaUI2FmCJX88/sLKYZfsWonFovdKO6sPTPn7pGskNvzjzXYGy6ifuN39BKLRnFKdADmOsazAvOaz1mNzvpasNitmvN+VtvWam3OamPH9YS1bK3l+wrE8CcyY6J1XpH1C3H+M/lnQg0+2mrByHqiDoZxDh8SdtryEMxndqcUtcNoJcMrSvGXBRjDobAI5gi16Ka0+ke25MXBk0n3FLx3OXqZg7biWKzYwrdxbjcPFqpOQAc1BrymnMCC7Q+2DERST5XGf5keOBC9gR63ohT1xV0ZwjG8I0nRqIM2NMvxp4xvGQRv25AszWkopmDhsAkAhr8hil8C0UH78OXRaeqAs+M60TD8LNfS1RbjuYf5dnF35Fd5FsnqLtC2Jt2dgkahBDnFofLtymm/dQdbq8DFTvoEEohTZU0WirHmWBYxmB1K9bAOIxXzICWg6ujyZUyyrARg6LT27CHBsYD/CciHgXQNWPJA7Kc3uiuUMCFMXQ7weFrucKw0S2AOd0hLY4r1T950RWPDTM/af35yX4BbZUjBGBnn55AId7Xb5px8KDxa8IppK/tLbLxLUvnxZ0acqWfpo/XCnsh+oaPmb85HjBVWNyJEZw6WUV2Esz+XxMrRG2qk0FMz+aRbDjk+Uv7SeaoFSinfc925PTh5D9o3RmO7gxFUVw4si/gsdE9mdL1impsceWYjTon1+2b9ZLOb7/WiCvtT5HNqaQA2YTynmssCQV9KdhnIqjpR6UbW7qK47Glj8RV3AK0k0GEqyT7mhYEuhnN2hjfMuC4MMf+DpRMB1ADD6AVtyq3tMWoMqJ9A6YOaE6v5lGVfft1wl+Hsvlw3VJWFT2PNb8FiikcRXWg2aNP7KVTPqO/5qELIc4JvZpHVlimnXKItuqpJCi7tCas1kqmk+UTzHa9BTZMfOUaSmTTTnSd9jZunVwtMuinUhLbT7RJ1w0UH7kJl9sDIAPO/C7kFrahvzaV54yzuNq4FIA0PZyZzrH85OpPOqd+XhHkk0sQOgZ26yf7rIrf9xTDb8QqJZkxHzV+xoPOO8otqwBdm0QwqW9TJvRo7L+1RDUoOaeYb1fv5NLNt5Fg3Ucwb9NCOU6qHlFhAKcoEBlUccAjRH1TJ4OYyX2bMXtlErZy0i2rluNYYpaVvnbmt8OefuaiRBXd1oIPrhvH4NZ1a7pTt7huJB8s2dBzi6VkjcqLzmvcApjTHSMWXFB85CaCWv4XW8oEnHll57caQ3eCWoyzdNqYpw9q3e24YsogoMHPGINPbdYW2PgzCvc+CpQder66d2NenFB/59a6NJ0H527hu01HCW71Kqq5GGPITkyhJU9IdVcgjpze2NIvgnIy53RrElGDLRZC1HW9m0fRpXE4W4/mejxvxsEc0wulr4/qMdzuuL9MuX16Y0b36ULX8RdUV1OrpklfWPceAE0dDiJdLtLye50RwJxGC8AJPOKcRis1mT1aY55w3lhm08qmSipXq4t53TUBBwbKmzGgoJVOKwuliKmG+dxvPDXN7krjct5xXsZ+yiYFSowN4ds7LyAs8Myp5vXHN38d5aFvtvKY+hHNjHtAgfWWOzAoOg7dwB9aD55zXscRvYHH66OCzASZ6+TXPSHOSp38rW4SFcTbk3pw9+ebKHacMedTsWMM34SzoA26KwhHbndchW048wt7y9hgnrq0I4Nax9Zcw300qf0kFiQtQNM1NgQGsMYYwR/WHhVepzvDsR67Dldh2Uw4hpBdGEK3Yku+zmsdhtAtWGIXo9ljUAyFGAIPlXnYpxqLUCzH0W0lQ+5xoRYGto7h+n7N6N604ieOddm7y/bz3aZjWOK/RDXnoOuUzusGUAzFmKOXoVpSKT5yI54CwbuHJtZcg4UQ9cI7k3tyw4dr2Z9e6HbcqMBYVvG33gKXS2Wp1o3vXAMpwn0abliAkVsHteSuuvj50v4yCGsMeUcxAxPzCngtt2eFl2movOyYyDq9XZm1LTHk8q7pVa6wP42D8gOMKPKYb36IrXorjLjoq+4iSCmbXewy42pec14JQIBJpW+LaCb0bMwlnRqWrC2qp3Yk5/F/32xlIJuYYji1pshwot8yKS5GG9bTXd3LONszHCe6TB3X+WM/ISHqoDoZxAAMb9+AlQ8PY+6GI2xPziMkwMjYLo2YteIgi3ZeUu51D49uR+8WUfRsVne/bHeJ7cIT/Z7g2TXP4tSdPBLVDFeBbwvuXIWeOzhL7EJsKZdWfH1BB9RG32GwVJA8wVWSvWVwmxjev6E3ZmP97QROcro05qw6hClqOebwLUD5szWMIbsxBO/BVdjW7filXRqR2MDziJkQ4vyVEBHIgvsH8dv2FBbvSkPX4YJW0VgdLp74Ab51eF7bcknnRlzduwl9W0QRUNEeabXFaIZJX8OnEyD/OLfn5DLTGYwvqwM36q09Ls6/3riQZVpXivG+pjKLMDbprRlt2OC1XLpest41OtjMvDv60+IcyJoJJZkzE/VDfGD+r9fZhQ2UHO4w/sgTzqnux8MsTBtYucQHQtQXdTaIAYgKNnPbYPe1GS1jQtiTuprDWWV3pP3HiDbcPqT8tRx1yYQ2ExiQMIBv9n7D3owjHDrqQtN86cDK/pUppgwMAcm4rBXvr4NuRrNHYwhMLreIs7AVujOCqQOa89iYDhjq4fxhT47nWknJKyC49RKfypvCN5UGMSaDwoQejXn68vJTogohzm8mg8rYLvGM7RJfekzTdNYezOKXrcfLlO/TIopXJ3atu8HL6Rp0hHs2wra5GJOW022Xzoqy+1uW4fQwLRlgrLqmdOSkIrv0poym/CCmWDfzk+sCOsWH8dm0foSfQ+s//jqUze3GXzAprhMzB8ovO96wwi2I6d40gtev7nZO/TyEOF2dDmI8aRgewE93D+TzdYf5aUsyhXYn7RuGcUP/ZvRvFVNxBXVIw+CG3NXtLgDUrM1V3kVYUW2l/9ddvsz7LX9jUN1loZV6Lf+6qQ+D29S9qXhnw2xUMQQeRTWWDYA9UQxFmEJ288TwKxjVqSFxofU3C5sQonaoqsKb13RndMeGfLn+MEeyiokLtXBlz8aM75GAxVgPApiTzEHQcwr0nMJ1246z4rONFV5iwondw3SxIMVGsOLbJoyK7j3727umydw5rBe3XNiyXi7a98ZsVLlILQngKsrzEKoUk8gRLu7TgVF9u9IpofazsQpRnepdEAMQHmTijiGtuKOejLr44uGL27HxUDZJmV6+YCu2knX5uG9Yqdlj0F0WjGHbcGT393ofNeAwjvzuXNzGxJJjv+HQSrLOqIpK/4aDubnT7fSKL7tPwLmgQVgAreICKPs81DPNHsuoNp24/oLm1dksIcQ5TlUVLu0az6X/396dR1dVnnsc/+59pgyEE0ICSYQwhyEhEAWDooACCgWsWEVBHC6tU2ux1S6vba2l1lZttV7nLm0AJ7RwtVqsdajCDYgDiEFxAGWOQDSEzMMZ9r5/RAIxJyRAhnOS32etrMV5z7vf8+yVk/3y7P0Oo1Kbrxwhpmcm8/3RqbyU3/RTfQObVIrYSePz3mz1Z4b5Ln8PnnXUz3ESIMU4wEfp15O151moPlD/XqBXJuVjb2DhKRd1uuTlkHMzknHl1d14rLWdeIymb0LusnrhivFy0wUT2is8kQ4VkUlMZ9QrLooXfjyex/K28eQ7u6gKtYmV7Wlc9m25v/QU3Alr8JeOAqupscBBPL1eI95/FveefQNwJ37LT0lNCbGuWGJcLd/kMlLdcOYk/nv9gxhmEDsYjeGoDlnPtg38B3OYO6v5BRdERLoawzC4b85oTh/Ukwfe/JKvShpfS22MkAkMwBPBc3nKdSenm5tZZ2U2+Tk/dPwbG5Pu5/wKEv9QV1jxDRgGzthEwnf2a+u4NCeNz9cOYrT9ebN1nwlOZtzYrHaISiQ8KIkJIwmxbm6ZPpxbpg+n4GAVq7Z8gz9gsWnPQV7adPTnB7VfT8P07Cem32NU7/sBdk3D1UgMVxFRyS9ievZhlx6erO4yXSTFdK5hY0czI3MQy3dMZmPx62BWYwViMZ2VjerVFs4gPWEQ4wdH1hBFEZH2YpoGF49N4+KxaVT5Arz+SSFFFbV0j3Jx8/MfHfXYtdZI/hK4kL+57uU3/iv5h3UG1hHzZ2Kp5nrni1zrWMml/l9z2pFjqbp1nT6rZzcPNTNug5fn4TECbLNSGGQ2/v/AquAonjZm8PK4fh0QpUjHUBITpvr0iOGyby9Gf3qt8XKSjdhuqnf/EGfcp3gSV2MHPdhBN4YZxBGzu341spp9s9lfGmT9zmLGRuhGlSfq8e/dyUUrv2R76XZsy42vOAtH7DYMI0Cw5iT8xePpF5vB45eP6ehQRUQiQozbyfnZdYvLfFRQ0qJjHgxewGprNHMdb3KuYz17rQTAZIS5k2xzGy4jyBvBk1lnZfDM+7v45fThbXcCYeykMTPgwPXY7zxEX6OQpYFzyDB3kmIUs9fuyfLgJP5tTuC+uWMYmNSto8MVaTdKYiJA/57fGR5m+MB2UzdB/8hfoYNA+UgC5SMxo/YQk5aL4aibOGnVJlJbNJlAWTZQt/Z8V01i3A43L53/Eo999BjLPltGket9AmUj8QZPZVjPYVw4IYNpmcm4InhvARGRjpLijcY0wPp2Pn53KiijW4NNKw/52B7Ix4GBeKlgsetPnOL4EoBSO4bnAmdxT+BioK7P6tLO/QPG4Cm4X/0lV37zBhusITxmXExFr9EMzTiZX41NIyE2cjf0FDkeSmIiwMysFH7/8qeU19RN6HP1XI0n4R1sgvgKZ+EvPRnqH8MHccZtJlCeScUXv8L0fAOWE8vXiyM3buzm0a/+6qyruTrramqDtRgYuB3qAERETlRSnIcpw3vz+qeFAAxgP0967saDj/8NTuDewBwOcni/rSxjGwHb5Af+3zEk8BVu/GyzU6k5YhGbuCj1WQw6C37yLgQDjAnWMsbdOfbCETleuipEgBi3k7suyOKG5z4kYNkESnLwJKzDdPiISn0ed9LrBKvqVmpzxGzHV3wG4ADbgRVi75hol4MpI3q381mEL4+jiQUTRETkuPxm5gg+/qqUfaU1bGIwm63+jHd8wnznm1zoyCPPyqLUjmWouYcqorjE9xsAvrD7hGxvVlbnWdnthDmcdT8iXZz+CiLEjKwUUuKj+Nua7fzfFgfBvVfhSnka23kQ01WO6c3Hth34DpyJv/joyyteM3Eg3mhtfhWJthRv4e29b2PbNuNSxpGRqM03RST89E2I4aWfjOfxNdt5MX8vN1T/nEfNBxlrbSLK8HOO4wMA1gQzud6/8KhtZafFM1U33iJTZRF88g+oKYGkYZA+XQmYtBrDtpvZRaoNlJWV4fV6KS0tpXv37u398Z1G3tZCFix/AtOzH9uKJlA2Ejt4+BH9ocFjh37Bid3cXDNhEFdNGNjuscqJqfBVcHPezaz5ag1WoBvBqn4YhsXYAfHcP/luekRF7kKjuh5IuNN3tHXU+INc8ce/ke3biAHkWSP5xB7QoM6Rc2lcpsGs0an87rwM4qJ04y3irL4b1txDbcDiHWsE1XjIjKum7yX3Qtq4jo7uuOl6ED6UDkewM4f04oyTJrF6yzch3190XgbnZ5/E5q9KcZoG2Wk9cDs1WT0S/SLvF6zd8z41+y8iUDqKQ3+6eXtrOW/n46y+9hc4tBCBiISxKJeDGeecy20vhR4yNiE9icVXjGFTQQnVPothKXEkdtNw34j0/uOw+o8sCZzLA4EL6udAGcUWZz+2iruuSSSp7+AODlIinZ7ERLgaf5C7/v05KzbsofLbDTL79Ihm4dlDmDO2bwdHJ63hswOfMeflOVTtXkCwMr3Jen16RDMvJ40fT4qsjkHXAwl3+o62ruUb9vDAm19QcLBug8xYt4OLxvTllunDiHI5mjlawp5lwf1ZLD0wnEWBK5usFuepm5+76LzMiBrirutB+FAS00mU1/jZWliO2+EgI7U7pmk0f5BEhMc/epy/rF1J9e5rWlDbJjXew8s/nRgxy23qeiDhTt/R1mdZNp/sLcMXDJLeO07DxTqTwk+ofWQCp9c+yAG8zVaPdlg8elkOk4b1aofgTpyuB+FD4086ibgoF6f0S2BkH68SmE5mc1HdktktY7C3xMfZ//NPav3+No1LROR4mabByD5eTumXoASmsynby/vWsBYlMADVQZNrn1jH1u072zYu6XSUxIiEua0Ht4J1bE9VSsqjufafj7ZRRCIiIk3YsYYqoo7pkBrbxV+fegZqy9soKOmMlMSIhKnimmJe2bKBgooCbCN4zMev2VLOnrI9bRCZiIjId9RWUFywlX0f/4feRjGH10Ztmdeqh8KHT7dNbNIpaXUykTCzfv96Hsl/hA2FG+rLAuVNT+hvku3k1Z2vclXWVa0YnYiIyBHK9sKbv8fa/DwJwVos2+Cvgcs4vNFDy9Tigs3Pw7jr2iZO6XSUxIiEkTUFa1j41kICdqC+zF+aBcEEwA9mAKzoFrVlRu2h0q/lSUVEpI2UF0LuuVC6u35oTzVullmTAUijkN20bKPS0cY2qK1oo0ClM9JwMpEwYds2d71/V4MEBqC2qK4zcMZ9RszAe3DGv40ZtQvMo4wdNmtxxa9naMLQtgxZRES6srX3QenuBkVLAtPw4yKGGl5z38xvnE9yqvEZ/dl31Kb+y/kqJLd0ERsRPYkRCRv53+Szu7yuM7BtsHxJBCv7Y/vq7mLZgTiqd/0E259Qd4DhA7MSrNiGDZm1RPd5it5xsUxJm9KepyAiIl3Jpmfr/7nf7kGh1YOHgucD4MbP5f5fst4eBoCBRTIH2E/PRs1c7/gHMxzvwdjft0vY0jkoiREJEweqDwDgOzgW34GJ2P7EBu8Hqwc0PMB2g+3G9OzDcBdi2C7M6N244jdgGEEu6HMnLoeWLhURkTYQ9ENNCfnWIO4KXMK7VkaDt0voVp/AANiY7KcnXiqYZOZTSRR9jCIudqxiuLmHl5Ku4ftpOe19FhLBlMSIhIm07mnUFk3E9830YzrOqk3BE//et09uBhGoGIrlS+JdqxvXn95GwYqISNfmcLEp5jTmFl9FdcgllUNP7C+lG24CDDG38aE1mNv9l1Nox7Pnqz6cXePXvkHSYkpiRMJEL09//EVTj+vY2sLzG5V9XFB6ghGJiIg07W5jQRMJzNGtsCaC9Z0kx7L5uqxGSYy0mCb2i4SJVz7ej2233n2F0poA63cWt1p7IiIihxSW1bDuQGzzFUMK/ZRm2fva20xaTkmMSJgoqfa1epuL1+5o9TZFRERKq/2t3uaKDXuo9h375s7SNSmJEQkTg5K6tXqbG3YdbPU2RUREUuOjiXbYrdpmWU2AL74+yvYBIkdQEiMSJiYP60W022ri3SCY1cfcptuhP3EREWl93TxOpg31Nvn+SXxzXO26neq3pGX0TREJE06HydDe8SHfc/dcQ+yAB4Bje8w+dUTLdkoWERE5VpkD+oQsTzf2sNr9c9KN3SHfb0paQgxDe8e1RmjSBSiJEQkjbkeoif02rvh3Md0HcXo/bHFbcVFOFowf0HxFERGR4xCwQo8euNTxH1ymxY3O54+pvZ+ePRjDCD3pX+S7lMSIhJFhKSHuQJm1mO4SAKJ6r8SMCrV6S8NxyQMTY3lywamk9Yxp/SBFRESAYSndQ5ebdf3UNMd6rnK83Gw7cVFOFs0awUVj+rZqfNK5aZ8YkTAyf1w/nn53F9aROYnlwrYcGGYQw1FLTL+/EijPwl86GtuKwuHZjyPuI2r2XEVGand+/b3hnDaop+5miYhIm5owJJEBibHsKKpsUF5mH76B9mvXMqY6PuDZwNnstJPpaZRyoWMN9/kvoMA9kEXnZTAzK5Vot6O9w5cIpyRGJIyk947jt7NG8Nt/fnpEqYNAeSYu7yYADDOIy/shriOGlvkOjuP7o1O5/5Lsdo5YRES6KsMweHjeycx+5G1qA4eHlq0Mns5Ux8b616eaWzjVvaX+dYGdSG2PdPKuP5OesZ52jVk6Dw0nEwkzV5w+gMtP69egzFc0GTvYxK7IwVjumXqDEhgREWl3I1K7k3vFmAZlr1in8oE1JGR9yzbYknkTr954lhIYOSFKYkTC0KJZGUwenlT/2vL1omrX1QQqD0/Ut22DQMUQbsy8n1kZmR0RpoiICGcMSeKuH2RyaBBzACdX+P6bvwcmUWO76utts1J4qu9vmXzRj4lyafiYnBjDtu3W3amoBcrKyvB6vZSWltK9e+hJYSICb3y6n3tf38KXX1cQsGzAwHAdwHSW4TF6csvU07j8tP4dHeYJ0fVAwp2+oyIts7u4kltf3MyGHQeo9lvYgJdKhhgFVBnRDBk5jrsvHBXRCYyuB+FDc2JEwtjUEclMHZEMgC9g8canhew8UElSNw/TRyYTF+VqpgUREZH2kZYQy5MLcupff7DrIOt3FuM0xzJleG/6J8Z2YHTS2SiJEYkQbqfJjKyUjg5DRESkRU7p14NT+vXo6DCkk9KcGBERERERiShKYkREREREJKIoiRERERERkYjSIXNiDi2IVlZW1hEfLyJh5NB1oAMWShRpEfVZInKI+qzw0SFJTHl5OQB9+/btiI8XkTBUXl6O1+vt6DBEGlGfJSLfpT6r43XIPjGWZbF3717i4uIwDKP5A0Sk07Jtm/LyclJTUzFNjXCV8KM+S0QOUZ8VPjokiRERERERETleSiFFRERERCSiKIkREREREZGIoiRGREREREQiipIYERERERGJKEpiREREREQkoiiJkWZNmjSJn/3sZ43Kly5dSnx8PACLFi3CMAymTZvWqN6f//xnDMNg0qRJjd4rKCjA7XaTmZkZ8rMNw6j/8Xq9jB8/nrfeeqv+/by8PGbNmkVqaiqGYfDiiy8ezymKiEgnoT5LpGtQEiOtJiUlhVWrVlFQUNCgfPHixaSlpYU8ZunSpcyZM4eysjLee++9kHWWLFnCvn37ePvtt0lMTGTmzJls374dgMrKSkaNGsXDDz/cuicjIiKdmvoskcimJEZaTa9evTjnnHN44okn6svWrVtHUVERM2bMaFTftm2WLFnCZZddxrx588jNzQ3Zbnx8PMnJyWRmZvLoo49SXV3NG2+8AcD06dO54447mD17dtuclIiIdErqs0Qim5IYaVULFixg6dKl9a8XL17MpZdeitvtblR31apVVFVVMWXKFObPn89zzz1HZWXlUduPjo4GwOfztWrcIiLS9ajPEolcSmKkVc2cOZOysjLy8vKorKxk+fLlLFiwIGTd3NxcLrnkEhwOB5mZmQwcOJAVK1Y02XZVVRW33norDoeDiRMnttUpiIhIF6E+SyRyOTs6AOlcXC4X8+fPZ8mSJWzfvp309HSysrIa1SspKeGFF15g7dq19WXz588nNzeXK6+8skHduXPn4nA4qK6uJikpidzc3JBtioiIHAv1WSKRS0mMNKt79+6UlpY2Ki8pKcHr9TYqX7BgATk5OWzevLnJO1rLli2jpqaGnJyc+jLbtrEsi61bt5Kenl5fft999zFlyhS8Xi9JSUmtcEYiItJZqc8S6Ro0nEyaNXToUDZu3NiofOPGjQ0u3IdkZGSQkZHB5s2bmTdvXsg2c3Nzuemmm8jPz6//2bRpE2eeeSaLFy9uUDc5OZnBgwerMxARkWapzxLpGvQkRpp13XXX8dBDD7Fw4UJ+9KMf4fF4+Ne//sWzzz7LypUrQx7z1ltv4ff769fkP1J+fj4bN27kmWeeYdiwYQ3emzt3Lrfffjt33HEHTmfzX8+Kigq+/PLL+tc7duwgPz+fhISEJpfIFBGRzkt9lkjXoCcx0qyBAweSl5fH559/zpQpU8jJyWH58uWsWLEi5EZhALGxsSE7A6i7ozVixIhGnQHA7Nmz+frrr3nllVdaFNuGDRvIzs4mOzsbgBtvvJHs7Gxuu+22lp2ciIh0KuqzRLoGw7Ztu6ODEBERERERaSk9iRERERERkYiiJEZERERERCKKkhgREREREYkoSmJERERERCSiKIkREREREZGIoiRGREREREQiipIYERERERGJKEpiREREREQkoiiJERERERGRiKIkRkREREREIoqSGBERERERiSj/D9Ixscn3HtZ/AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The default ordering of cell cycle phases is alphabetical\n", "# To ensure that the ordering corresponds to cell cycle define order of categories;\n", "# this should include all categories in the corresponding pandas table column\n", "phases = [\"G1\", \"S\", \"G2M\"]\n", "adata.obs[\"phase_ordered\"] = pd.Categorical(\n", " values=adata.obs.phase, categories=phases, ordered=True\n", ")\n", "sc.pl.umap(adata, color=[\"phase\", \"phase_ordered\"], wspace=0.5)\n", "# This just removes the newly added ordered column from adata as we do not need it below\n", "del adata.obs[\"phase_ordered\"]" ] }, { "cell_type": "markdown", "id": "1a1661b5", "metadata": {}, "source": [ "Change the `Legend` title and move the `Legend` to a different location" ] }, { "cell_type": "code", "execution_count": 18, "id": "e05e5fcc", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sc.pl.umap(adata, color=[\"bulk_labels\"], return_fig=True)\n", "ax = fig.axes[0]\n", "ax.legend_.set_title(\"Cell type\")\n", "# Change Legend location\n", "ax.legend_.set_bbox_to_anchor((-0.2, -0.7))" ] }, { "cell_type": "markdown", "id": "c0dd6a13", "metadata": {}, "source": [ "Make a customized `Legend` by replacing the `Legend` instance in the plot. \n", "\n", "In case we want to add multiple `Legend` instances we need to use `plt.gca().add_artist(legend)` (shown in one of the below sections)." ] }, { "cell_type": "code", "execution_count": null, "id": "7d9b11fb", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.lines import Line2D\n", "\n", "fig = sc.pl.umap(adata, color=[\"bulk_labels\"], return_fig=True)\n", "ax = fig.axes[0]\n", "# Remove original Legend\n", "ax.legend_.remove()\n", "# Make new Legend\n", "l1 = ax.legend(\n", " # Add Legend element for each color group\n", " handles=[\n", " # Instead of Line2D we can also use other matplotlib objects, such as Patch, etc.\n", " Line2D(\n", " [0],\n", " [0],\n", " marker=\"x\",\n", " color=c,\n", " lw=0,\n", " label=l,\n", " markerfacecolor=c,\n", " markersize=7,\n", " )\n", " # Color groups in adata\n", " for l, c in zip(\n", " list(adata.obs.bulk_labels.cat.categories),\n", " adata.uns[\"bulk_labels_colors\"],\n", " strict=True,\n", " )\n", " ],\n", " # Customize Legend outline\n", " # Remove background\n", " frameon=False,\n", " # Make more Legend columns\n", " ncols=2,\n", " # Change location to not overlap with the plot\n", " bbox_to_anchor=(1, 1),\n", " # Set title\n", " title=\"Cell type\",\n", ")" ] }, { "cell_type": "markdown", "id": "b9a2077f", "metadata": {}, "source": [ "\n", "### Annotating scatter plots\n", "\n", "We can plot ontop of already created plots to mark objects. " ] }, { "cell_type": "markdown", "id": "7f9af85d", "metadata": {}, "source": [ "Here we show how to encircle a single object on the plot and then add a new `Legend` to explain the mark." ] }, { "cell_type": "code", "execution_count": 20, "id": "c7f9d468", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(3, 3))\n", "sc.pl.umap(adata, color=[\"bulk_labels\"], ax=ax, show=False)\n", "\n", "# Encircle part of the plot\n", "\n", "# Find location on the plot where circle should be added\n", "location_cells = adata[adata.obs.bulk_labels == \"CD56+ NK\", :].obsm[\"X_umap\"]\n", "x = location_cells[:, 0].mean()\n", "y = location_cells[:, 1].mean()\n", "size = 1.5 # Set circle size\n", "# Plot circle\n", "circle = plt.Circle((x, y), size, color=\"k\", clip_on=False, fill=False)\n", "ax.add_patch(circle)\n", "\n", "# Add annother Legend for the mark\n", "\n", "# Save the original Legend\n", "l1 = ax.get_legend()\n", "l1.set_title(\"Cell type\")\n", "# Make a new Legend for the mark\n", "l2 = ax.legend(\n", " handles=[\n", " Line2D(\n", " [0],\n", " [0],\n", " marker=\"o\",\n", " color=\"k\",\n", " markerfacecolor=\"none\",\n", " markersize=12,\n", " markeredgecolor=\"k\",\n", " lw=0,\n", " label=\"selected\",\n", " )\n", " ],\n", " frameon=False,\n", " bbox_to_anchor=(3, 1),\n", " title=\"Annotation\",\n", ")\n", "# Add back the original Legend which was overwritten by the new Legend\n", "_ = plt.gca().add_artist(l1)" ] }, { "cell_type": "markdown", "id": "22a90ce4", "metadata": {}, "source": [ "We can also use external packages, such as `adjustText`, to help us mark objects on plots. \n", "\n", "`adjustText` enables annotation of multiple nearby plot locations while minimising text overlap." ] }, { "cell_type": "code", "execution_count": null, "id": "de3b2707", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Axes: Axes(0.146628,0.15;0.568915x0.73)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Package used for adding well aligned labels on the plot\n", "from adjustText import adjust_text\n", "\n", "with plt.rc_context({\"figure.figsize\": (5, 5)}):\n", " x = \"means\"\n", " y = \"dispersions\"\n", " color = \"is_highly_variable\"\n", " adata.var[\"is_highly_variable\"] = (\n", " adata.var[\"highly_variable\"].astype(bool).astype(str)\n", " )\n", " ax = sc.pl.scatter(adata, x=x, y=y, color=color, show=False)\n", " print(\"Axes:\", ax)\n", " # Move plot title from Axes to Legend\n", " ax.set_title(\"\")\n", " ax.get_legend().set_title(color)\n", "\n", " # Labels\n", "\n", " # Select genes to be labeled\n", " texts = []\n", " genes = [\n", " \"CD79A\",\n", " \"MS4A1\",\n", " \"FCER1A\",\n", " \"CST3\",\n", " \"FCGR3A\",\n", " \"GNLY\",\n", " \"NKG7\",\n", " \"IGLL1\",\n", " \"IGJ\",\n", " \"CD3D\",\n", " ]\n", " for gene in genes:\n", " # Position of object to be marked\n", " x_loc = adata.var.loc[gene, x]\n", " y_loc = adata.var.loc[gene, y]\n", " # Text color\n", " color_point = \"k\"\n", " texts.append(ax.text(x_loc, y_loc, gene, color=color_point, fontsize=10))\n", "\n", " # Label selected genes on the plot\n", " _ = adjust_text(\n", " texts,\n", " expand=(1.2, 1.2),\n", " arrowprops=dict(color=\"gray\", lw=1),\n", " ax=ax,\n", " )" ] }, { "cell_type": "markdown", "id": "b54070ff", "metadata": {}, "source": [ "Further examples are discussed [here](https://github.com/scverse/scanpy/issues/1513)." ] }, { "cell_type": "markdown", "id": "2d476734", "metadata": {}, "source": [ "## Colors\n", "\n", "Here we show how to define colors in `scanpy` and collected some recommendations on color palettes." ] }, { "cell_type": "markdown", "id": "e5ac41ca", "metadata": {}, "source": [ "### Discrete palettes" ] }, { "cell_type": "markdown", "id": "1648739f", "metadata": {}, "source": [ "We can define colors for individual categories in `scanpy` with a `dictionary`. " ] }, { "cell_type": "code", "execution_count": 22, "id": "d56e351f", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(\n", " adata,\n", " color=\"phase\",\n", " s=20,\n", " palette={\"S\": \"tab:cyan\", \"G1\": \"tab:olive\", \"G2M\": \"tab:red\"},\n", ")" ] }, { "cell_type": "markdown", "id": "c9b29dbe", "metadata": {}, "source": [ "While `matplotlib` offers various discrete palettes, it may be hard to find large palettes where colors can be easily distinguished. Tools such as [glasbey](https://github.com/lmcinnes/glasbey) enable creation of large discrete palettes where colors can be visually well distinguished. It also supports {doc}`hierarchical palettes `." ] }, { "cell_type": "markdown", "id": "ea092571", "metadata": {}, "source": [ "### Continous palettes\n", "For non-centered values we recommend [virids palettes](https://cran.r-project.org/web/packages/viridis/vignettes/intro-to-viridis.html) as they are perceptually uniform and colorblind friendly. For centered values we recommend [diverging palettes](https://matplotlib.org/stable/tutorials/colors/colormaps.html), where the center of the palette should be set to match the center value (e.g. 0)." ] }, { "cell_type": "markdown", "id": "49e3318b", "metadata": {}, "source": [ "We can center a diverging palette in `scanpy` with `vcenter`. Alternatively, we can use `vmin` and `vmax` to make the palette symmetric." ] }, { "cell_type": "code", "execution_count": null, "id": "7f79cb3d", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Center palette with vcenter\n", "\n", "# Make mock column for plotting, here we use random values from normal distribution\n", "loc = 0\n", "adata.obs[\"normal\"] = rng.normal(loc=loc, size=adata.shape[0])\n", "\n", "# Center at mean (loc) of the distribution with vcenter parameter\n", "sc.pl.umap(adata, color=\"normal\", cmap=\"coolwarm\", s=20, vcenter=loc)\n", "del adata.obs[\"normal\"]" ] }, { "cell_type": "code", "execution_count": null, "id": "7ba212d0", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make symmetric palette with vmin and vmax\n", "\n", "# Make mock column for plotting, here we use B cell score\n", "sc.tl.score_genes(adata, [\"CD79A\", \"MS4A1\"], score_name=\"B_cell_score\")\n", "\n", "# To make a symmetric palette centerd around 0 we set vmax to maximal absolut value and vmin to\n", "# the negative value of maxabs\n", "maxabs = max(abs(adata.obs[\"B_cell_score\"]))\n", "sc.pl.umap(\n", " adata, color=\"B_cell_score\", cmap=\"coolwarm\", s=20, vmin=-maxabs, vmax=maxabs\n", ")\n", "del adata.obs[\"B_cell_score\"]" ] }, { "cell_type": "markdown", "id": "debf18e0", "metadata": {}, "source": [ "`matplotlib` also supports [custom](https://matplotlib.org/stable/tutorials/colors/colormapnorms.html) color palettes with scaling (e.g. log), value range normalisation, centering, and custom color combinations or dynamic ranges." ] }, { "cell_type": "code", "execution_count": null, "id": "bdedcfc0", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Log-scaled palette\n", "\n", "# Make mock column with log-normally distirbuited values\n", "adata.obs[\"lognormal\"] = rng.lognormal(3, 1, adata.shape[0])\n", "\n", "# Log scaling of the palette\n", "norm = mcolors.LogNorm()\n", "sc.pl.umap(adata, color=\"lognormal\", s=20, norm=norm)\n", "\n", "del adata.obs[\"lognormal\"]" ] }, { "cell_type": "code", "execution_count": null, "id": "31890a47", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAASMAAAEkCAYAAABkJVeVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAABX3ElEQVR4nO29eZxlZX3n/37Oevel9q13aNZGUIRBwqYsoshIHI0KihCdGUcT/ZlMopOo4JAh/nyN0QQFfw7YiUaNGDVRo0hkGyQSBFHW7qbX6ural7vfsz6/P86t2110NXTTVV23qp/363Wg7rnnnvs9t8/93Of5Pt9FSCklCoVCscRoS22AQqFQgBIjhULRIigxUigULYESI4VC0RIoMVIoFC2BEiOFQtESKDFSKBQtgRIjhULREigxUigULYESo+OMBx54ACEEDzzwQHPf+973PtauXbtkNikUoMRo0di8eTNCiDlbV1cXl1xyCT/5yU+W2jyFouUwltqAlc5nPvMZ1q1bh5SS0dFRNm/ezJve9CZ++MMfctVVVy21eQpFy6DEaJG58sorOfvss5uPf//3f5/u7m6+9a1vKTE6SqrVKolEYqnNUCwQapp2jMnlcsTjcQzjyH4HHn30Ud70pjeRz+dJJpOcccYZfPGLX5xzzPPPP89/+k//iba2NmKxGGeffTb//M//vJDmN9m2bRtve9vb6OnpIRaLMTAwwDvf+U4KhcKc477xjW9wzjnnkEgkyOfzXHjhhfzsZz+bc8yXv/xlTjvtNGzbpq+vjw996EPMzMzMOebiiy/m9NNP5/HHH+fCCy8kkUjwP/7H/wDAcRw+/elPc8IJJ2DbNqtWreJP/uRPcBxnUa5dsTiokdEiUygUmJiYQErJ2NgYf/M3f0O5XOa666477HPce++9XHXVVfT29vKRj3yEnp4ennvuOX70ox/xkY98BIBnnnmG888/n/7+fj7+8Y+TTCb5zne+w1vf+lb+8R//kWuuuWbBrsl1Xa644gocx+EP/uAP6OnpYWhoiB/96EfMzMyQzWYBuPnmm7npppt43etex2c+8xksy+LRRx/lvvvu4/LLLwfgpptu4uabb+bSSy/lgx/8IFu2bOH222/nscce4xe/+AWmaTbfd3JykiuvvJJ3vvOdXHfddXR3dxOGIVdffTUPP/ww//k//2dOOeUUnnrqKf7qr/6KrVu38oMf/GDBrluxyEjFovC1r31NAgdttm3LzZs3H/Z5fN+X69atk2vWrJHT09NzngvDsPn3G97wBrlp0yZZr9fnPP+6171Onnjiic19999/vwTk/fff39x3/fXXyzVr1hy2Tb/+9a8lIO++++5DHrNt2zapaZq85pprZBAE89o9NjYmLcuSl19++ZxjbrvtNgnIu+66q7nvoosukoC844475pzr61//utQ0Tf7f//t/5+y/4447JCB/8YtfHPZ1KZYWNU1bZL70pS9x7733cu+99/KNb3yDSy65hPe///1873vfO6zX//rXv2bnzp189KMfJZfLzXlOCAHA1NQU9913H+94xzsolUpMTEwwMTHB5OQkV1xxBdu2bWNoaGjBrml25HPPPfdQrVbnPeYHP/gBYRjyqU99Ck2be5vN2v2v//qvuK7LRz/60TnHfOADHyCTyfDjH/94zuts2+aGG26Ys+/uu+/mlFNO4eSTT25e98TEBK9//esBuP/++4/uYhXHDDVNW2TOOeecOQ7sd73rXZx11ll8+MMf5qqrrsKyrJd8/fbt2wE4/fTTD3nMCy+8gJSST37yk3zyk5+c95ixsTH6+/tfwRUczLp16/jYxz7G5z//ef7+7/+eCy64gKuvvprrrruuKVTbt29H0zROPfXUQ55n9+7dAJx00klz9luWxfr165vPz9Lf33/Q57Vt2zaee+45Ojs7532PsbGxI74+xdKgxOgYo2kal1xyCV/84hfZtm0bp5122lGfMwxDAP74j/+YK664Yt5jTjjhhKN+nwP53//7f/O+972Pf/qnf+JnP/sZf/iHf8itt97KL3/5SwYGBhb0vWaJx+MH7QvDkE2bNvH5z39+3tesWrVqUWxRLDxKjJYA3/cBKJfLL3vshg0bAHj66ae59NJL5z1m/fr1AJimechjFoNNmzaxadMm/vzP/5xHHnmE888/nzvuuINbbrmFDRs2EIYhzz77LGeeeea8r1+zZg0AW7ZsaV4DRA7ynTt3Hta1bNiwgd/85je84Q1vaE7/FMsT5TM6xniex89+9jMsy+KUU0552eNf/epXs27dOr7whS8ctNwtG70Uurq6uPjii/nKV77C8PDwQecYHx9fENtnKRaLTUGdZdOmTWia1lxOf+tb34qmaXzmM59pjtxebPell16KZVn89V//dXMfwJ133kmhUODNb37zy9ryjne8g6GhIb761a8e9FytVqNSqRzx9SmWBjUyWmR+8pOf8PzzzwOR/+Kb3/wm27Zt4+Mf/ziZTOZlX69pGrfffjtvectbOPPMM7nhhhvo7e3l+eef55lnnuGee+4BIkf57/zO77Bp0yY+8IEPsH79ekZHR/m3f/s39u7dy29+85sFu6b77ruPD3/4w7z97W9n48aN+L7P17/+dXRd521vexsQTQv/7M/+jP/5P/8nF1xwAb/7u7+Lbds89thj9PX1ceutt9LZ2cknPvEJbr75Zt74xjdy9dVXs2XLFr785S/z2te+9rDCH97znvfwne98h//6X/8r999/P+effz5BEPD888/zne98h3vuuWeOz07RwiztYt7KZb6l/VgsJs8880x5++23z1mWPxwefvhhedlll8l0Oi2TyaQ844wz5N/8zd/MOWb79u3yve99r+zp6ZGmacr+/n551VVXye9+97vNYxZiaX/Hjh3yxhtvlBs2bJCxWEy2tbXJSy65RP7rv/7rQcfedddd8qyzzpK2bct8Pi8vuugiee+998455rbbbpMnn3yyNE1Tdnd3yw9+8IMHhTFcdNFF8rTTTpvXHtd15Wc/+1l52mmnNd/nNa95jbz55ptloVA47OtSLC1CStU3TaFQLD3KZ6RQKFoC5TNaQqampnBd95DP67p+yPiZxaIVbVIcH6hp2hJy8cUX8+CDDx7y+TVr1rBr165jZxCtaZPi+ECJ0RLy+OOPMz09fcjn4/E4559//jG0qDVtUiw9f/mXf8knPvEJPvKRj/CFL3xhUd5DTdOWkNe85jVLbcJBtKJNiqXlscce4ytf+QpnnHHGor7PkohRGIbs27ePdDqtomYViqNASkmpVKKvrw/XdV/S3yelPOj7Zts2tm0f8jXlcplrr72Wr371q9xyyy0LZvehDDzmDA4OzlteQ21qU9sr27Zt2ybz6C95TCqVOmjfpz/96Zf8rr73ve+VH/3oR6WUUazXRz7ykUXThSUZGaXTaQAGBwcPKwpZoVDMT7FYZNWqVdi2zTQBfxtbT2KeiJ0qIdeXdxz0nXupUdG3v/1tnnjiCR577LFFsf3FLIkYzQ4VM5mMEiOFYgGY/U4l0EgI/eADZPS/w/3ODQ4O8pGPfIR7772XWCy2kKYeEuXAVihWEMIQaPP4YYU8Mt/s448/ztjYGK9+9aub+4Ig4KGHHuK2227DcRx0fR7ROwqUGCkUKwhhaghx8DRNHGEEzxve8AaeeuqpOftuuOEGTj75ZP70T/90wYUIlBgpFIp5SKfTB1UXTSaTtLe3v2TV0aNBiZFCsYLQdIGmHTwl08LWD6FRYqRQrCCEKRDziJFYADF64IEHjvocL4XK2lcoFC2BGhkdx9TdgFBKErZBqeoxU3ZpS1sk4+bLv1jRkmiGmqYplhg/CJkoOCRsnUzSoub4TBQc0gmTXOrgdkjlmse2vVEr6q58jPHpOqGEqUKdk9dksS11ayxHFnOattioO24FEISSHftKlGtRkfxT1+bYOVym7gaMz9TIpS1cL2CgM0WqMeqpOrMF9SXj0zUABBIBbNk9xdq+LJnkoaNzFYqFRvmMljmuF/LUjgKlaiQuEihWveZQXQgolF1qTsDwZNT9teoEjM+46JpGzNofL6If8ONZrXmUax6OGxyza1EcPZouoqnaizddjYwUi0yl7uMHEhBIKQmkRqEasr4vzXTRwTY19oyVCUJJMh79c49M1ak5ISBoz1iMu5FIhUDSNhBCEEjYtreAEHDSqhxxW90qywGhC8Q8wiNQYqRYZDJJk3TCoO4EeI32ZLmkgWVodLdFHViTcZOa47N7tMzYVI1sykYQIoRkqlg74GyCUj1E03TqflSKQsrI0a3EaHmg6fOPgrRlIEZqmrbMCUNJdz7G6euzpGIaOpKRyRqhlMyUHcama2gCqnUfPwgb0ziXuK0hBPhh5CfSNEEoAQRBEFJ3JVJGCZizIyqFYjFRd9kyJgwlz+wu43qSdEKn7kT+HccLmSk57B6N2mfvm6yytifVfJ1taOTSNsOTVWxT58SBHJqAbXuLVB0fiYYmQCIIQnDcEMtY+FwkxcIjtEOsph1houxSoMRoGROEEteLEiBrTsja7iRjMw75tMmBaZFhGPmUTuzPUHV82rMxpoouoQTHDZgoVOluS2JoEkOE5LM2yYTF0ESNZMwgpUZGywahawh9nkRZjixRdilQd9kyxjQ0VndFwtKhz+APvUBfJk8mvy4qR1rxmCk72JZgfLpE3fEBQcI22DdZR0NiagGT02V0AdW6B0C56rCqO01b2qZU9dgyWMT1QgxdkkmY9HWk5g2sUyiOBuUzWua4vk/NdQhLYyBD6oVJAt9DCMHa3jRnntgR7W/EFUkpKZQdPP/FS/aSRMxs/AWeH3nD94xVqNQD/CDA9QImCnWmS/VjeIWKI2HWgT3f1uqokdEyRUrJC/sqFMoOQkBNJEjKCq6w0fTon9X1Asamq3iBRCNaGdM0gRSi6ROyLIuYqTE6VQUEIeD6kulSna58AlMXuARzBvmm8h+1LEKoCGzFMSYIJTPlaNqlATN6B2WRp78r2yxBOjhWolSNpl6hEBiGTjphU6zMRl8LynWJH/hEtbci35IQkGyMknRNIgQIoD0TI5+JNaO4FYqFRE3TlimGrtGWNgGBZegYus5ATx4/lDyzc5Id+woHBLoJbNPE80MmCzWCMDzgTJIgCCLBEdCRiZGJG0wWKgRBSKyRoyaQJEQFpzCG73nH+nIVh4nQ55+qzVcWu9VQI6NliJSSyUKddFywrieLpu3/TfnNC+NICZ7vAgLTMOhtTzA6VQEiwfH8EF3TkBJsUyduG5QqDqEUTBTr6CKalMXtGvm0hWVoWMKlOL6v+f4dvQM4rs/EdJl4zKQtmzzmn4PiYA4Zgb0MlvbVyGgZMlWss3e8zL6JCuMzc53J6USUoS8lBCHUXBkFPmqiEdgoAIEXSPxQkEnZrO3N0ZZLEYYCK3QQMho5hWHIzr2TjE0WCA4YTFXqAVJK9o0VmCnVGB4vUnPUaElxdKiR0TJEvsSjdb0ZBsfKFMoOjh/9GtZdN4qy1nXaMzaTRacxgQvRCAlDSW9bAqb3IEKPQBrEOtdSr+/vTupJjYrIggzwfAvH9dEPdJQeYcF3xeIgNA2hzRNnNM++VkOJ0TKkPRMjDEMmCnVGJyuMTlawbZOufALb0pkqRqOlbEInZmrMlKMpm0aIrs9m80cBjuPTFTzfZ1V3BsJodKNJn6GxCpapNUZSkIjHGJuugTAaq3IaUrPwQp8QwXQlIH5s2mspXoJDRmAvg7iw1pdLxUEIIUjETFxvf6xQzfHYNVLC92fnUxLfrVMqV9CI9mUSFpmEgaULjANuzkLZZftQgZqewcOkKLLohkYqYRKgI3STuG3QkUsiJWRTMUxDo1BxkEIjcqK3/s1+PKDijBTHnJhlYOoafhA2VuQjn1AiZrC6O03d9ZmZKQLRsnxfZxoNGByeAsAPDQQCTUgCKanWHAxh4eoWIQJbl/R1JGnPxLEtHUPX6O1I0dOebIYOzPYK1DRoS6tCbIqjQ4nRMsXQNU5Z20655lKrBwgNbNNg92iV6ZJHJmnQ25mlWK6RyyQxDJNd+yZBSgwCQgEBJlFVI5Av8j05XkDd8am5MDLt0J2PkYobTMzUGJksk4pbrO/LMFWs43se49NlutpSTaFSLA1qmqZYEjRNkEnadLcnSMYttu2rMlWK/D7Fik8qGWdNfweWZbF1bwEv1IhRJUmJDAUgREowNdCFwLZtcpkkEo2YZaBpWlPcdo1EoQGThSpSQqnqogsBYUCl5jI+XaFYcZbw01AACKE1ndhztnm6zLYarW+h4mWRUjI8WUUQMLu6lk+ZGA0/QbnmE4QQSoFOFH2tE5JLmGRiAqQPBFQdj2LV49R1nbRn4/h+wGwCuGVEf+TSkZfaNHUcX85JDTENdTspXjlqmrYCmC45lKoumgBTF5w4kJ5TmTGXMtk3IZEypEqKvOUQT6bIdeR5fscIMDtVi9JMdu6bpt6IG1rfm8cLIN/oMNLTnsILDfZOOMzsqXHyQJxVPSamoZGIHdyFRHFsWc7TNCVGK4ADRySdORtN03h6Z4EgkGzoT1F3PTQCEOBLk1xPT1OsEokEpUoNQ9fQdR1N0ylXa2giylMzdEH2Ra2O6vU6cd3FCSy8QNKVU2v6rcIhy86qRFnFsSCdsDihP8N02aVU9ag7IXU3Ws4fnqxSrjnoRKtfuiaQ5UlK0y5WvpvRQghYGBJO7s2wdc8EhohKzhqmScw2mS7WScQMbMvAcT18t4KtQ9yUdGSzQFQDaWyyRCJu0dORWboPQ7FsUZP8FYKp60wW6lTqPjMVB12LxCeq0igIEZiGTn9WUB4dpDY1Smn3c9iaR0xzMHGo1h1mR/NCQH9nkl3DBXaPltgyOIMfhGgHrJbFbZ1SxWPveIV9YwVqjsfkTIVy1WHLnhme3jlFuabSRI4ls9O0+bYj4fbbb+eMM84gk8mQyWQ477zz+MlPfrJIVkcoMVohjM24zYwMQ9d41YYcZ56QOyDiWmNNX45EfH88UOh7dJulZrxQ3fFY05sjZpt05FOkkzFcfzZPTRIEkpoHNT+GE1joVpzt+4qMTdeoN1qTGLpGzQmoOj6eHzIxowqxHUvmXUk7RIrISzEwMMBf/uVf8vjjj/OrX/2K17/+9fzH//gfeeaZZxbJciVGK4ZU3MAPDQhBBj5D4yV0TVCsRPlloQTXDbCSGRIdvc3XSd0mGbeI2QbtuSSZpM2GVR10t6eBKPVEE4JkzMQyNap1nwAdT5rU3Uj9hIAAHd202LC6g3TSbuatZZKq9tGxZKFGRm95y1t405vexIknnsjGjRv5i7/4C1KpFL/85S8XyXLlM1oxtGVMNtlptu2ZBGC6WKevM0VXLk7d8dFFiOf5hKFFvKOPibpOrebh1U3W96dIJeY6qcs1n/GCS6Xq4IeCUi2g6gR0ZC2KVZ8wlAx0xGlLm+ybrCJDSW9HCkPXMXQ4bV0bYSjVcn+LUSwW5zy2bRvbfuno+SAIuPvuu6lUKpx33nmLZpsSoxVE3NbJp2NMl+pkkha6ppFJWiQsqNYDRiZL7J2oE0iNfDKGp2loBEyPj+Jns+Ry+x3PL+yr4PkSjajSo6ELbFPD0DU2DqQIgjAqyi+ieknZpDUni19D4lQLhKaFHVe1jo4VL7e0v2rVqjn7P/3pT3PTTTfNe66nnnqK8847j3q9TiqV4vvf/z6nnnrqgts8ixKjFcaqngx9nSn0A9rVeAckz2p4hNJA1+MMdNmURnah1z3K9RlSyZMxzGhaZWgCD4kQGicOJInbOo4bEBiS6ZLLvokqMUvH9QJCCemEyYkD+8WsMD5MpRDlwXWtOQHTjh+zz+B45uXEaHBwkExm/7/TS42KTjrpJJ588kkKhQLf/e53uf7663nwwQcXTZCUGK1A9Bf1zepuT7N3dAYB6EKi6R75dIbxmTpWI6NfEAVFzrJxIMVUycX1fMo1l2qNZrXI2YL/dTeK+BZIanUXKaMMt5mSh+/ur4UU+D6myqNtCWZXxw4Hy7I44YQTAHjNa17DY489xhe/+EW+8pWvLIptSoyOA3LpGNlUNzsGJ6i7ProQJGMGQ15IlTxJymTyOUwrUgw/CInisUMmi7VoqnbA+WQYYogAwzAwDYNK3SNspKQ4PkwWXHRSDKR0NMNirAxZXLJJFaG92EQjo/mKqx190GMYhjjO4uUfKjE6ThBCsKq3jWK5RjJuoesaq3tSjE7ppOJ5OvLRNKrm+GwfnCaUklw6RlSkNiKUEEoNUw+jFbTAJ5uyqDSaPw5P1dEJMbWQQOrYuV72jJbwAoepksOmdW0HjdoUC4vQ5o/AFsGRidEnPvEJrrzySlavXk2pVOKb3/wmDzzwAPfcc89CmXoQSoyOIyxTpyOfaj5OxgzW96XnHFOtuYSNgCUBdLclmJiugITOfJIAndCvU6o4GLpGdz6BLgTj02U0ETRilgS6FkbL+qHfGFlpqrzIMmJsbIz3vve9DA8Pk81mOeOMM7jnnnu47LLLFu09lRgd59SckGcHa0gJpwzY1D2BoevoGnTk48Rtk658nMmCw8hUjXTCZE13hlLVZWjC5amdJTLxsNlbLZSzkd8mUzMVhPSbN5lqib34LFSi7J133rlQJh02SoyOc8YLXjN4cc+422j6aNDTZhG3o5W1MITR6Tp+EK2k1ZyAuht1CNGFpOpEHdpmI8ATtsmqnizjk/uju01TTc+OBcu5IH/rW6hYVPIpA02AJiBpa8zWQ5rNQau7AU/tLOJ40X5TB9d1EQQYWoCuhRB6tOcSjUaQgqrj4fkh7fkUibhFPGaxtr9tqS5RsUxQI6PjnHRC57Ubk0zOVBmdKpKyNNqyKbrabKpOwLahSqNnmkbc1vDdOppolN2WIf3b7iVeGmGy79XI3k1AtNi/dU+BdX1p1vZ3LOXlHXcs53pGamSkwNBFs2SsH4RYpuDpnWWe2VWm5kalaS1D0JWz59zUtlsmURpBANmJrUBjOiAlAp89wzNLcDXHNwuVm7YUqJGRAoCOXIKhsRLxmEHtgHpIAoEU0N8RZ8dwDTDozOjk0hYJO48cW4UcH0Rbt4nuthRoOiPjBRovVhxjlrPPSImRAoB8JkY2ZfPCvjLjBQdNRNHUCUtnXW+Scs2f9SYhNZNUwmJspkbs7GvIJ02ErjObgWYbgkrNJZ9WFSAVh48SI0WTUtWnWIkK9hu6wA8kdTegUvNpz1gUKz5+IOltsxgcKzc61YI1kCUV31+YP5uyyaZU/sdSsJx9RkqMFE0Ssaj8hx9IgjCapumEjf2CEwf2Z98fGMDY+rf58YOapilWBKahMdCZYPdIGY2QPBMYIiAoBxDvmXPsqs4kMUsnZuok46qAmuLoaX25VBwzao7P3vFyVLgfH0MEAMzMFJopIrPoukZPW4KcamvdWkTBXvNvLY4SI0WTYtWjMTtD6DY14vhSZybIUKmHL/1iRUsgxCGW9pUYKZYT+ZRFzNIxDY31/Rli+QGGw36kmSZhqVtFsbgon5GiiWXqnLo213ycjBl056M22doy+GVVKAe2YgVjqYL6y4rlvLSv7jSFQtESqJGRQrGCUNM0hULREght/imZaH0tUmKkUKwklM9IoVAojhI1MlIoVhKaFm3z7W9xlBgpFCsIIeaPtlYR2AqFQnGYqJGRQrGCUEv7CoWiJVCraQqFQnGUqJGRQrGSEIdYTVsGUY9KjBSKlcSh2hKpaZpCoVAcHmpkpFCsIITQEPNMyebb12ooMVIoVhKamH9KtgymaUqMFIoVxHKOM2p9CxUKxXGBGhkpFCuI5Rz0qMRIoVhJCDF/TJFKlFUoFIrDQ42MFIoVhJqmKRSK1mAZF1drfQsVCsUx59Zbb+W1r30t6XSarq4u3vrWt7Jly5ZFfU8lRgrFCmK20uN825Hw4IMP8qEPfYhf/vKX3HvvvXiex+WXX06lUlkky9U0TaFYWSxQ1v5Pf/rTOY83b95MV1cXjz/+OBdeeOHRWHhIlBgpFMcRxWJxzmPbtrFt+2VfVygUAGhra1sUu0BN0xSKFcXsatp8G8CqVavIZrPN7dZbb33Zc4ZhyEc/+lHOP/98Tj/99EWzXY2MFIqVRNRSdv79wODgIJlMprn7cEZFH/rQh3j66ad5+OGHF8zM+VBipFCsJF4maz+TycwRo5fjwx/+MD/60Y946KGHGBgYWCgr50WJkUKhOAgpJX/wB3/A97//fR544AHWrVu36O+pxEihWEEsVHG1D33oQ3zzm9/kn/7pn0in04yMjACQzWaJx+MLYuuLUQ5shWIlMTtNm287Am6//XYKhQIXX3wxvb29ze0f/uEfFslwNTJSKBTzIKU85u+pxEihWEEs50qPSowUipWEEPPXLlqJ9YxqtRoPP/wwzz777EHP1et1/u7v/m5BDFMoFMcXRyRGW7du5ZRTTuHCCy9k06ZNXHTRRQwPDzefLxQK3HDDDQtupEKhOEw0sb+MyJxthY2M/vRP/5TTTz+dsbExtmzZQjqd5vzzz2fPnj2LZZ9CoTgSZqdp820tzhGJ0SOPPMKtt95KR0cHJ5xwAj/84Q+54ooruOCCC9ixY8di2ahQKA6TWQf2fFurc0QW1mo1DGO/z1sIwe23385b3vIWLrroIrZu3brgBioUiuODI1pNO/nkk/nVr37FKaecMmf/bbfdBsDVV1+9cJYpFIoj52USZVuZI7Lwmmuu4Vvf+ta8z9122228613vWpJgKYVC0UAcIvp6pfmMPvGJT/Av//Ivh3z+y1/+MmEYHrVRCoXilTGbmzbf1uoccdDjrl27uPfee3Fdl4suumhRiy0pFIoj5GVKiLQyRyRG999/P1dddRW1Wi16sWFw1113cd111y2KcQqF4vjhiMZun/zkJ7nssssYGhpicnKSD3zgA/zJn/zJYtmmUCiOlFkH9nxbi3NEFj799NP8r//1v+jt7SWfz/O5z32OsbExJicnF8s+hUJxJBwvQY/FYpGOjo7m40QiQTweb3YOUCiWI0Eocb1g3udcL6Du+MfYouOTI3Zg33PPPWSz2ebjMAz5+c9/ztNPP93cp+KNFMsFzw/ZumcaLwjp60jSlU80nyuUXXaNFJASVnWlaM8uToXDBWUZt7c+YjG6/vrrD9r3X/7Lf2n+LYQgCOb/lVEoWo2a4+MFUThKseLSlU/gu3WmpooMFRruFmB0skI+E0Nr9enOMg56PCIxUjFEipVGKm6SSVjUXJ+ufJzQ95jctQUZhuSJUZDtCAF+ELJz7wwx26C3I4XWqkvly3hpf0HlMgxDfvSjHy3kKRWKRUXTBOv7s5y2rp1M0iYIfGTjR9cgwDCj32tdE1TqHpOFGjPl+lKavGJZkEqPL7zwAnfddRebN29mfHwcz/MW4rQKxYLiekE050Jg6gIxz5RrqgIzIo8t64hkO9mYTdyM4/k+Y9NRfF1LjzGEOMQ0raWtBo5iZFSr1fi7v/s7LrzwQk466SQeeeQRPvWpT7F3796FtE+hWBAKZYdnd03x7M4pfrt9hud2F6nWXMIX5VJKoCrSTGudTNUEk9MVhsZL1NyARCz67R4aL+P5LeqyWMZL+0c8Mnrsscf4P//n//Dtb3+bDRs2cO211/LII4/w5S9/mVNPPXUxbFQojprJ4v6plSDEdQNe2OuQjJtsGMg3n+vM2cyU6tRdn1DK5ne4VHGJWdHXJQwlQRBiGq3vFF5OHJEYnXHGGRSLRd797nfzyCOPcNpppwHw8Y9/fFGMWwiklHjje5C+h9WzDqHpS22S4hgzXXIoVFwg8v1INDSi2KFKzWNwpIBu6PS2J/EDSd31AYkpotFPSPSavs4UEzNVEjGTmL24vSyqdZ+pkkc+bZKMHcF7LeOl/SOycMuWLVx44YVccskly2YU5E0O4T73KO7Op6i88OulNkexBAShJPL0CNqzcc5YnyedtJvPT5ccJqarDE9UMQ0NXRNoyObsRtc0LFNHCEHdFwxOOIxM1RbMvrrr4zfCC4JQEoQhW/ZWGJ5y2DJYObKyPMfLNG3Hjh1s3ryZD37wg9RqNd71rndx7bXXzusIbBXCHU9hTA4jAQ8dL78XLZlBT2SW2jTFMaI9Y+P5AWEIXbk4z+wu4fk+uhCAbP4iVxwfAazuTrN7ZAaIvsNuCIQh+yarVOpRDN1EwaGn7eAgyDCUVJ2AuK2jH8Zy+vZ9JYqVOroI0YXACXQ0Ted4LAt2RCOj/v5+/uzP/owXXniBr3/964yMjHD++efj+z6bN29umbKzYb1C9XtfprL5FuT4EBD9LmoyoL7zN1Sf/QWhs3C/bIrWRghBb3uS/s4koQTH85FSIgFNCEI0AikoVT12DpfJpmw2rm4nnYiRTSUaq2eSdNwkHTcAiakFvDA4Sd2Zu3L8wlCJLYNFtuwpvuyIJgglM2U3GoUBoZRoIsAPQrpyNr1tNietSh7Zj/3xkih7IK9//ev5xje+wfDwMLfddhv33XcfJ598MmecccZC2veKcB/+fiRCTo1wbAjRuRrthFcjcp0gJYQhMlDhB8cjjutjagG6FgnAyWvayMR1dCHRCSmUHQD2jpYoVFyminVoiIVtaWxclWFddxzX86k5PsMTJZ7fMcL2wQn8IKRcj3xRNTcaiR3I6ESRbbvHmCpUAAiCAFODUEa3pZTRO5k6dOVsBjrjR+Yvgkh05mtVtJLFaJZsNst/+2//jV/96lc88cQTXHzxxQtg1tEhA685RxaWhXHiWZinnotWK6E7VcxcF5qdwK8WkbJFl2gVi0K5FjmyowmaZGKmQq0xuhECOvMxpJQ48yTORr4niMfMpgum7ngEoaTueFSqDqs6E8RMjc6sRXCAGvl+wMRMBdcLGJ0sAbBrXxFkgKFBLpsgQAMEUoZ4x2FK1YIuCZx55pn89V//9UKe8oiRgY+WbYP2AoQhIpZA6xwgLEwga9FNQLVEcduvCZ0qZqad1DpVrXKlE4SSQtkhGTOxDAcvCDEETBWqAMQsk1w6Rtw2eGbHGGEIkZQIOnNxdF2jPRMDIG6bnLSmgx1D07he5GcydI1E3CJr6M0AyZlynZNW57FNHV3XiFkGddcnGbcaNjXESkJfe5IgiKZtEqjVfZIx88gvdBm3tz4iMXr961//sscIIfj5z3/+ig06WoLB55CjexCaAN3EvOjtyPI0IpFGJLLIajESp4moE65fKS6ZrYpjx+6RIsWKg0BimRb5tM1MsdJM2VrVkyFumwyORln6QoCl67RnE3S3JQ46n2noDV+SIJSQTScwjShspNqYqoWhxHUDKnWf6aJDez5DzNKwG/FKa3qzTBXrpOMmfr1CZ0rHDwx0TSOfsQ96z8PieEmUfeCBB1izZg1vfvObMc1XoNrHABFLRWG0jV8I/7lHkSM7EOk2Yhf9HgiB0DQC3cQtTBLrHFhqkxXHANcLMPERAjzPoRBKAjSkDMmnY8Tt6H7OpWIUynUMXWN9fx7L3B+XNjZdxXEDetoj4dF1ndANkIiGVymiryPJ0HiZmG0Qjxls2z4NQKnmc+YJbc3jEjGTRMykODHK5NQYAGtWbcCKHyx+h83xMjL67Gc/y9e+9jXuvvturr32Wm688caWK8iv96xDnvV6wpGdkMwRbv8NALI0BW4VEU8jAx9RLWIbOlam7WXOqFgJdOfjDI9FUdgaklTcJJVIUK17xEyNMJRomiCdtDltfRfAnFWsYsVl30TD8RxK+jqSVGoeAoEmBN35BGNTFQplh0zSIm5pZJMWuiYwDQ3PD7EOEbHte84Bf7tHJ0bLmCMau/33//7fefbZZ/nBD35AqVTi/PPP55xzzuGOO+6gWGyd6Y6x5jSsc68iHHyeaJgE2trTEfE0AN7oTvyxXfhje3CGti2hpYpjRS4doy2XJGab9HRkWNOTwjIEM8UaI5MVhifKzWOF2J9EO1mos2OoMOd5QxcYutZMB0klTEIpGZmsUHN8xqfLzJRq7BmZRkrJSasyrO1JceLA/LFtmY4eYqkMyVw78XR23mMOm/lW0g4Vld1ivCILzzvvPL761a8yPDzMhz70Ie666y76+vpaSpAAtPY+AES6DXPTBfuf8H2EjAbXsjS1RNYpjiVCCHo6sqxf1UlHvhG7IyH6z8HxQI4bMDReYfdomWLVpeYGaJqgvyNJNmHihyGmZWFaFn6o8dvthWaNo1kh0zQNhMAyddoy9iFz2QzTor1vDbmuvqMOIJZCHHJrdY5qNe2JJ57gwQcf5LnnnuP0009vOT+SefYbkcVJqlueZfLP/ytWR57cNe9Bb+vBG9oCUiI0jbBeQYsll9pcxTGm5nhzXCl+EGLoGo7rs2X3VEOiRNOhHbN0iuUqY46HrmtUPB2NKHhSIHADjY2r0pi6RrnqkErYBIFkulInGTebibaK+TniT2ffvn1s3ryZzZs3UywWue6663j00UdbMldNaBoi10nh+18nmJnCn5ok9usHsNadgtnRjzc9Sjg9Qv3X9xJ/zRsRVmypTVYcQ6oHRE+PF2rUvYAN/TmmCjW0RpKsrunk0nEqtTqO46A1JCoIQmwRNmODhJCYpoHr+SB12nNJpJRs2TWO54doQiOdjhGzjDl1thecZVzP6IjE6E1vehP3338/l19+OZ/73Od485vfjGG0ttpLt461eh21mSm0RBzdNAnHdsO4gGQ2CnsNfILiJEZH/1KbqziGdLel8P0i1Ub3j9mgxkTMYLLR8KYtY9OWiTFdrAACTdPQNInvh9H3Xs4m4YIuAvaNRa6K9f1teL5PGPjoIkr1iKK5BTHLIJO0Fueijpel/Z/+9Kf09vayZ88ebr75Zm6++eZ5j3viiScWxLijRdbK1H98J8k0xK95O2FHD+H4TsT0JCKZIUxpaH60khEUxnFT3ei6hm22/j+c4uhJxExOXN3OdKlOpeaRS9ls2TVOGIZ0t6cwDR3L0Jku1YjZOnUnoD2fJJOw2Ll3klBKcpkYjhsgpEQT4DbO7b8oF8Q0dHw/Ei1Db/1RylJwRGL0qU99qqUz9F9MWJiAegUhBEboUNckYnoKrTiDLMxgdK9BNpZVq3WfF3aX0QScsiZNwlZ1j44X8ukY+XSMiekKnh+lYXheQCpusmtogkAKhKYz0JVidKJEtWpSDw1CKQhKDhohemNal4rZJJMxMskorSQMJUEoyaUTzFQcbFMn8Uoiqw+TQzmrj9SB/dBDD/G5z32Oxx9/nOHhYb7//e/z1re+dYGsnJ8jEqObbrppkcxYHLSuVehrTiWcHsF81YWEvkugRXFHCIE5sJH67qcJpKRoptFkQCg1qvVAidFxSCppo0+XCaUkk4qxd2QSQYgOSKkxNVMlCCWVmosmLEJ58Bc8HjPoyEWLIUII8tkklZrP0ESNXNoinVjkRZ4FmqZVKhVe9apXceONN/K7v/u7C2TcS3NEYpTP5+cdGWWzWTZu3Mgf//Efc9llly2YcUeL0HSsC97afJwAZMcA3rOPonX2Y/StZ7IaOTG1wCMtCkgjTj6dWxJ7XymOFzJT9kjHdUpVD9vSyaUWySexgolZBiet6wIZdQ2ZvdeFAN00qDoemogy69f2JKm5koSdZGKmSq1eR0MyVYhGVwM97c3zvjBUhNBjpiQ4YSCPpgnii1wp8lC8OPzGtm1s++DUkyuvvJIrr7zyWJkFHKEYfeELX5h3/8zMDI8//jhXXXUV3/3ud3nLW96yELYtCiKRwjr7Dc3HmVwbzuhOkqURskJnPLdxObSYmsPWwTJ1b3aqEDlh1/QkqdaiJegwhPasvWRfgOWEDKOCZ44X0t+Ro1arMVVywfWRCHwZ5aLtGSlgmzpxK0W56kT1srTosy9V6uwdmaa/O4cfhGi4zed27J3CkwYDnQm68ovQofZl0kFWrVo1Z/enP/3plpnxHNHdOV832QM588wzufXWW1tajF5MvqOT+vRufEDIgHZbtrxfrFwLKNZCOtI6lfr+jqj713WiDhZhKJs1cgpVj9PW5pbK5GVDoepSqkWra1Mln1wyBqX9IQASgSYiYXG8gNGpcuPHSxBKgWj8GBTKddpzHkYzoXb29RHlmk9XnoXnZWpgDw4OksnsjwSfb1S0VCzoT+VVV13FLbfcspCnPCaYPesJKgWEGSM7sG6pzXlJXC/kyZ11Qgmj0wFhEH1xJIIgpPnFCILwgB9IiesFjM/U6cypWKqXIhkz0DVBEEqySZO2jE217jFdcvGlRCCiUZCQWKaO40afvwCEZhCGAYKo8L9lGui6xtq+NiYLFSxDp+JIvEDOW7J2IXg5B3Ymk5kjRq3EgoqR4zhY1vLzVejpNpJnvuHlD2wBAhlVBoSoRMUsQkr0xlQgkGDoxosKdEkGx8q0pS10XYUuHArb1Nm0LkcQhs2M/Y5cgnQyRrFZ+VFgmSYbV+fYuW+aSs0lHrPoaU+xY2gaicTQohpGUkaraR25FMl4a2UotBoLKkZ33nknZ5555kKe8pgipcQrjCM0HTPT/vIvOIYEoWTvRB1NCDb2mRSqku5Gjy8hBJMFD4jExxABUfNUrVFNpZHY0Ai+U+uEL42uC3Q9+pRKVTdyQAPJmN4cbaaTFkII1vbmmCzWsYyoTpEmIp8SQjBTdiiV60yXovCRvs40ui7IpezFcwUcL0GPH/vYx+bdXygUeOKJJ9i6dSsPPfTQghi2FDgTe6nt2wFAcs2pWLnOJbZoP0OTDiNTUQmMNd0JTuqP5vq5ZAqAgU7JxEydcrWOMTVIe3knVTPLYGZTlKxpaLSl7WYBMMXh4Xj7gxcNXSdmSXRdoysXTbMmi3WGxqPSImt7MnS3pyhWXApVj13DxWb6CMDe8RIgqOcDejsWJxdSCg05j/DMt++lKJfLvPDCC83HO3fu5Mknn6StrY3Vq1cftZ3zcURi9Otfz993LJPJcNlll/G9732Pdeta2+fyUoSeu/9v332JI489rutjatEXw3F8YK7jUdcEXfkYruuSru5DkyEpd5p8bQgvlqVKmpp7/NVVPlqySYtSI0yivzOJZeiEYcj4VDRa8uV+cZ8p1ymVZ7vOzP3ya5poTqtdv/X/HX71q19xySWXNB/PDkSuv/56Nm/evCjveURidP/99y+KEa1CrHsNhCFoOnZb71KbM4eErVGMfoCxrYN/5SYKDrtHq1F7HLuD9uogvjDpqWxHVmBP/kxKlaOslXOc4fkhz+8p4Pkh3fkYRmNFaqpQZroQ1TfKZZLomsAPJMVyHb0xJbY1sCybSi2aooVhiC7AtvRFGxUBC1bp8eKLLz6y5pELgAo8OQBNN0gMnLjUZkS+Kz+cU/K0uy1OEIQgBF25GI4XUHMCMkkTTQhGpuqNxn+CscQGJuOr6C6/QNYZQwAxXNraj88Kgq+Uuhvg+VHs1thMjfFClYGOFPUDRpgThTpSak0f0Gx4RW9Hilw6zm+3T3BgR0bH9VnMwBHJIaZpR98IaNFRYtRihFKydU+BuuMRs2BVd5ZkPCpfuqo78g95fsjzuwsEoSSftljXmyaTMKm7NQSCRMzA8XRqnafQVrMQdpy1a09CLAMnZiuRjBvkUhalqksoQzQZMjxRbMQTGQiiHwchQJc+upAEUiOfTZLPRMLflokxUag1Fw2khJmyQ2dO/TC8GCVGLYbnh1QdH1ME+D7sHZ3hpLVdc48Jwma5i6rj8+yuqGXObCFBx5VUPIuKa9Cz/mwSMeW0fiVoQrC+L43jBWzbM90c4AghERKE0BpBpRJLm21sFDBRqGHoUaxST1uSXNJmaLwU1ToCfH8Re/UdLwX5VzrS85BODS21dEFhljHb7Dhidon5QBK2QW97nErNxzAEU0XnRSks0c2uiWiZuuYEuH5IJmG0fHR5K2KbOqeua2dwtIDrBbiez6ycCAGBFOi6RhCESAS6pjE+HTn4qjUPyzKpewGCKCetUxVXmxclRg3CSonC/3cLYWGSxBW/R/y8Y5/w6/khu0arCKFTDQS2Aat7DnY6l6suxXKNmGWQT8eYLjlIGdXJEUKQT9v0GjapePQFeXZ3GQn0tdv0dyxO5O9KR9MEa3pzAOwcmqbccEzHYxZdbSnCMKRQqmGaJsWKg9foSFt1PMpOSORJCjE1ieN4GInWScNoFZQYNfD37SYsTALgPv/rRRMj15dIKect4DY8VadQjvKgTF3QnjYp13zazLmjo7GpCo4b4LgB+UyM09dF7ZZMQ2Om7DA4WkJSJ9WXpeaFzUiXmqNaeb8SXM9H1zTqXsjQRJ24ZbMmlyBuG5hGlBLy/O4ZJKBrAUEYNtNG9ruuJaYIqNUDBoddTlrfsyij1IWqZ7QUKDFqYK45EXPdKfijg8T/w+IIUaka8NTuKK/slFU27eno4w9DyZ7RMuWaT3M9RoaMFxzGCw62qc1JJUjGLco1FyGiovKZZPQr6wchu4eLjX4Xkl3DM4RhSC5hI4XBQKfKSztSJmcqDE+U0DWB1GNU6pJCBXKpVDOAdHiiiC7CyH/UWNF8cc8Ry9DRZUgQhui6piKw50GJUQNh2WSu/6OjPo/vB0xMFzANg7Zces5NV6gGzbyymUrQFKOZihuVqQBiloau6+hCa4gTB9247bk4Y9NRnMvEdJXutmiVjYYzFaKvw2yQnSDgxIHcUV/b8Ui5Fv27BKGk0XQWTYB1wMi20jhGCFjVnaZU9YnbBnvHo38j0xCcuq4dx/UYnihjmlGfNW0xRkYv6m574P5WZ8WJUTCyE1ktoq86BWEe26RdKSXD49NUq1EUrmUapFP7nZVdWYPJUkAQSnrz+0c6cSvKeZISOrIxetri+EHIxEydmG2QiBm4fsCOoSKeH9DTliBmG9Qdn1Ri/zUahkYqZlCt+xi6hmVq1ByffEb5iV4pHbkkjutjmToD3SnKtZCYFdVJr9R9pkoehq43y9Uausaq7jRBGLJvokzYWHUDKFR8pisBEGAYGt2L6chehqwoMQqnR/GeejD6u1rEOv2Cl3nFwuD6IQLYPVqnWgmYrVj74ux4y9R41bqDhSFuG5y6Nofvh83pmK4JvFCnVg5IxiWjU1XqjXIVQxMVTlvbRhBKLFNjx74yhYpLX0cCt5FL5QeSE1blMI1FnBIcByTjFhvX7M9RzKV0ylWXrSMFqk6IF+pYmmS2xv7saEfXNDb055goVCmV6zz9wgjZzH7xWYxRESxcbtpSsKLEiGMcvg5RD/btQ8XIzSMNgtBCiGj1xDuCFCTb1LEPcFRPFD32TkQrNhLIxOb+U41MlRFSYhg60w2n9+h0nVWdKcanqmSS1pwIbsXCMTJZpu74jY5pGiECZJQSax7wmSfjJkPjAbIxSSqWagx0ZhAC2jOL5L9TPqPWQGvrwTz9AoLiBCIMCUZ2ovcsbuLuTNltpgDYliTwQTaSJwdHS9iWScw6clE4sJ2NqQs6cjE8P2B0OpoClko1ZuOJ4maMmgf5tNXsdKFYPBIxk2o9GqV2ZC08P6Bc87BNnZmyw0zJpSsXJwg8NAJmW9JKKcmlLFU54RCsKDEC0Hs3EAxtJZjcR7DnWUTyGrR026K9X9zeX+Mm8AOStkbdFfihxAtholBjoDN1xOfNp0xOXgW+L+nIRlO33o4UxaqPH4QEfpR4KSX0d8RJxm3Vj+sYEbMtfBmNWgVwQn+GqhP56Z7fOYkQsGek3mxfFLOitka5dGzRhUgt7bcIwb7tSNfZPz8WYv56wAtAzQnYM1bB0ERUZqLqokmPugOapjFbwiydeOVO9HwqEiEpJXvHSkwXa0gZTQGFMAiETiJukozbPD9YxvVCNvQlyaVURcHFxDSiCdrs30IIkjEzStFpfOcPXL1Kxi36unLHxDblMzoG+Pt2IV2H6hOP4Dz/G5KXXEXiP7yh6ZwNBrfiPvhdAIxNv4M48WxEph0tmVsUe0amas2l9zXdSWQItVrku/GDEInNyatTC9KRo1zzmCzUGs0CZaO0Q8iq7jTJmMlMxafuRr/CEwVXidEik06YbFyVwfPDOS2hdE3Q35lislCnPRsnZglcNyCXUatmh8OyECN3+zOUv/U3hEGAOxPFbhTuvotgx7Nkrv1DAGS90jxeei7m+lfhFyep7XkOs60XI5VbUJuSMYOpUhR4mLB1yjUNTxpohHihEQW9zdPkbz5CKRmZrBGEkr72+EGrcLYZdZiY7TwhBOi6ZHBkBtPQWdvXhq7R6AaioqyPBalD1LPuyCXoODAj/1jrkEqUXTxkGBKMDwESoQmEaSI9D03XcLf8Bm/Hs5jrT0VffwayPIP0HMxN5yPDgMr234AM8abHyLzqogW1qysfIxU30HWBbeokYwaTRR0RSvIU8c0Ufnh4q3uTBYeRqcgxLQQMdM4tvuV5PpYeEgQSXdPpbEsyMhmJr+cHjBfqzUlBoeLj+iGW0frDcsUicIhp2nJYTWtpC4NykbG//COm7/5bgliOMJ4n+7b3YPf1IRrlP6v/fBfSrSN0HfOsS7DOeSPCjgMCMZvxri+O5s6UHbYPFZksRi2ATlmdYY0+TM4bJl/dztbdxeZU7qWYu3I2TxXH6TJhGLUe6u/O0p5Lsao7i0TDC3VGpx1S8eha47auHNnHMbMR2PNtrU5Lj4zcnVsJxkeQUlLf8QJhEOKVKph6gF+NitMLy4Z5PmihaSRPPBu/OIGZ6zro+aO27YBl9n0TFdozsaioWRgFF2mEJLUy+4ZKDPR1kUjED3htSLXuk0mYaFqUZS9EVCM5nz7Y4Z1MROVLdU0jZkXTg0wqRiLhMVP2sAyBbQrWdMdpz9iLFlCnUCwmLS1G9oaTMfpW440MEfqR+HjDezE2boTJKQD09ac1BOlg9HgSPb449YYNTSNm6dTdgGRsv/8gPXAi5YlhRisGthE5tKenJkkkBoAox+m5XTP4ocQyNE5Zk8XQtaYjdGKmTK3u0ZlPEWskQ3XkU6STMQqNHLZ82mKq5NCZtejJx9k1UmKi4CBwyKUstOXWn1uxYKjVtEVCS6To+u+fRUrJ6Gc/jrNjC1o6Q+59H6P0j18Dyyb71qjltpQSPPeQwrTQCBE5MQXM6dJqJNLkVqehVGdybB8CiR2LEYYSTYs6vfphNGj2/JChiSrpWLREL6VkdKIEgOcFrF/V0TxvpR4wPFFCQzI6pRM0nOOnrMk3xedQvkvFcYTgEA7sY27JEdPSYgTgbHuaybs+j7DjpF9/FaIyQeWuW9Glj7F6I3oqg/Rcpm6/BW9wB6kr30Hq9Vcvul3Vus9EIRqt7ZuoctLqudOrXDpGKr4a3/eZLMO/by2SjOmctjpJR8ZmshgFzVWrDoVigKYJNgzkmgmz5otSOXw/wGgE0UnpEzA7GpNs6EszVXRIJ0wM1S1WsUxpeTEq/ujbBIUCUMAf/ylCCOKdeTRTJ9i7HRkE+KNDeINR88Xa4w8fEzGyTL3Zk/1QsUSGYYDQGJsuoAGVuqTqBKzpSZFNWfh+yORMtCoWhhJd01g/0EHd9ckk56Z0tGVtJmc0wjAkkBqB1OhttxmZcsgmTXpU5w8Fje4g86xLqe4gC0BYmGj+LcOogFV9qkBizQD2666g+q//iLd7K0bfGvyRvVhdnTi/+BHWuVcgjMUL/jMNjZPX5HDc4JAxJxCNmqQMMbRInBKNlP5ZH1EipjMxXSWVmE1s1Zu+ogMxdJ2NazqZLjlMl0NyKYOhiSpBKJksOpwRzzUigxXHM8s5HaTl797kma9Fj1loltVYsofA8Yhf/X6MNSdT/7efEezbhWEb5H/33RhuAf/ZX+I/99ii22YZOumE9ZIlOvQDnMlru+NN/46Ukl0jZXYMl0mnYrRl5685VK56VBqR3bqu0ZGLs6E/QakW4Af7gyDVCppiudPyI6Pk1Tdgv/pC9PZuSg/8lMIPvw3AzN13kX3jW5F2AlktI/yAoFRsvs4b2onz20exz3k95omvWjT7yjWfmbLLVNHBMDRO7E/PGaH0diSwTZ2KE/VeT8QM2rNJLDPq6gEwPFkjnz7Y8T5ZqLN7NJrGre9LN0dTO4ZrTBZdNCGQEnrzMXQVW6RAraYtKkLTMFdHXV6zb34Htacew929HW9wB8V/+EojsFHij+6lMjlC5u3vR7NjVP/pawDU/vW7iyZGNSdgy55SVK9GgBcEzJTdOatrmojKf4zurBBKSbnmMVGq0N8ewzK0Rguh+ad5B3YunSk57JsoY+gabqAjgVCKRscPVTJEEaHKzh5D7PUn4e3ZgbAsNEM/qB+40X8CWiqDyLQhi1PoXQOLZkuUECsRRN0gNE0j/SJhKT/5COGTD9LWuZ7Rja9vlCENcXzJKWtzeH4UWf3CUJEwCNCEpDOfJJuy6crHcf0QuzKCN1HFs7tx0IhZBrmkSSpuMqCESLFCWFZi5E+O4W99Ersji9A0rDUnETo1vKFdCE0QO/XV6PkoNif1nj8mHN+H3rd4xdXSCZNcUqPaSPno60zO6QjhByHBE/dheDUye3/L2MBrkfEsuoD2TLQap1s6u0fKFCtuc+l+71iRZLmMrMzQn27HmdkOgCZ9ZuJ9SN9HhA4ilsX1wjnF4RXHN2qatog4zz9JMD5M7LUXM/6FTxNMT4AmMLu6qIc28Q0nwvQIAEZ3X/N1WjyJ1pjeLSaWIag2/t45XMWXOhv74iRsAQKq7WvJjDyHk+rEt1OAQCDZPVxkIm6yoS9DrLHC1igIiF4t4O59AgCRnmq+VzJuUTU0giAgDCWjUzUKFZ9T12aYKTnsHS+TiBms7c0oh/ZxynJeTWtpMfL27qTwjS+ClLjDuwkrjejkqkPtuR3w3A5Kmkb/B/8AYcewNv0HpJTHtAB9T3sKKaNseSHAJGDf+DQAodSQp1zG9NpziLe3c2JbhuHJGq7n4weR/+jpXQVO6Etz4oCB5wfsGimjCbNZylaLJYh1rUZ6LqnO1diuz9hEkWJNEqIRSkml5jE0UcYPQooVl2rdIxU/tp1RFK3BcvYZtfTYTUYFpQEQvk/uzW/DzGcI3QMy4QWE5QLV4XF2fOA/sfv/uR5vYuyY2WiZOj0dKcJGZUdNHFhPKASh4SbyFGohlarLSasy9E89Q+/WezErk/i+z97xEqm4QT5tk0pYOGaaQv9rmc6dyG57PUG6G6tnHULXScZt1q3qZE1fnq6czUBnnK17C7h+9L6WEfmUFIrlRsvete7W31L+x6+i5zuwTnoVyUuuRlg2ulfCq99HfWQMzTRJr+6BVAfjX/wsAOHYGIWf/4jabx/H6Oii89r3o2dyiNjiJMx6fsizu4tRYTOiEvmhjBobh1LMSRMana7SRYHY0/cRA4x6ieFX/UccJ2CyUCMRtwiCqNysZncyFiYhgJlinZ6OuXW0cymTXMqkUveY7V0aswxWdSUZHCkSjxn0tB957W3F8kb5jBaB+q8eRDo1ZL1KMDlC+f5/JnX524m98b30X34tY3/3f3D37ib5tnfNqXMtDJP6Ew/jDo/iDu6iUB8nvqqf2NX/BS1z9IX5g+Jk1HWkox+9rRfXD5udW6NRiUm1VkeISIiS8Tjlaq0hSgLsOGg6hAF6cr9YSCnZPlTGD3zqLhi6jRDReVNJi8Bzmd6zFRmG5AY24Gs2I9N1UjGDdNygWvPwXI+dQwVCKSlVXdIJi6Sarh1XLOdpWsuKkd7Zi/Pcr8GycZ5/ivr0I8z87Md0//FfELoeUz+M6l0H5RKZ/jzxthSBFOQvvAh/bAhneBRhGJjpJLh1wol9CyJG7rOPIN0a/ugu4uddTTJm0ZO3mSzWCUOfUGromiBsTC893ycUJoKQ9b0p9JRF7M2/jz85wnDNoKOwjXqsDdsP0IXN7AQ0DIIo49/UMXSNwT17ibtRkOTYvn0URBs1Pxo1Je1IjCVRiRKtkb2vWuIolhMtKUbB6B4qD/5LVF7WjuPXXZAS6dQp/PPfk/3d6xGxGLJex8jlqDz/LF6ljtA13O3PkTnvPxBbuw5z42sIn38Ukc6hr964MMYZJrg10PVmKc9symR8JlpTq9VdskmLYtVBSkEqYXJq19wpotbei57M0f3rexBAyp+hrA/Qk84zZeXRNag0WmQ7XsDOfQX8wMJGQxBSDXTQHCyhRcGWPugC3FBrOLWhKxdneKpOdz72ivq2KZYnkkNM01rbPQy0qBiFlSLSi/KxpOcRO+EkKs8+gwwCwsGt1B/4Z9b9v1/GGdyFPvws49ufio4NQrRUG7FL37v/ZKeevaC22adfSDCxFz3fjWiUs41ZBpomGgXxBZ35BG0Zm5GpGoJGNw+nRlicQuvsRwiBZhgI3YTAIxSRWOi6xgk9GYbGSpTC/SVo6l4AwmRE78fAZ7ZKiCaikMvZuE/LAC+QJGyT0elGiZK6zylrsgv6GShal+U8TWtJuTTWnUbywsswV63F6F9DMLwbKx3HzqfRTIPCY48y9rdfwWzroPb80+i2idA1rGyK+ED3otqmxRKYAxvRkvu/4IaucdraNtb0ZDllTZZ0XGd8ukKt7jM+41CaLlL++v9L5Zufx3nw+0Dk24pvughrw1kYJ7wGkcxT1ZLsHJpmslADBKEUBGiIxo20ri9LX3eeVDJGRz5Ff3eOuG02b7PZxNm64zU7iZTrIaPT7qJ+JoqVy5e+9CXWrl1LLBbj3HPP5d///d8X7b1acmQkhCD15vfibnuK6v/9CaEXELgeoeejxWwqg2MwOIo/PYVRHUMGIUbMIr2uD6Ojd0ls1nUNXYPn9xRIhzOkKWFjMS26MKvTeJUoidffu6P5Gi2eQounKBXKTLseuDUCqQE6QgaY0iGUOlI3yafjuL5kpuzRnYvqIUkpySRj+EGI5wfsHa9Qc6IRpSEC6oFBIDWmyz7deeXIPh6Igh7nW0078pHRP/zDP/Cxj32MO+64g3PPPZcvfOELXHHFFWzZsoWuroWvK9+SIyOA+m8fpfC3nycYfAFiCWqTJeozVepTJYQZ5X9pmkTOtgOSkthl78C68Jols3lsJqr8GGvEZFu4bOyPU011Ul5zJkG2C/v8NzWPl1KybW+BwbFqc99sd5B2bYacnCEvp9BkwEypyuBYlVLVZ9doBcf1eW7nJM/sGKfu+lHX0o4kB+ajxC0N29TobVueQuQHIa4XHJR/qDg0L9cdpFgsztkcxznkuT7/+c/zgQ98gBtuuIFTTz2VO+64g0QiwV133bUotrekGMnAZ/pb/x9uqYpTKBHbcPJ+0TFs1v/VV+m54QOkkgGxtjRGJkP+3f+Z2Kbz9rcnWgLaG2VAqiINCLRYCmFY7JuqMXb6lez+nd8nGNjvSK85AaWqTyB13MDAC3W8MCo/qzVVRQISXdcwjeiGsk2N3cOFKFFXwlShRs3xqDkBIRpSgmFonLomw6tPSJNNtuQA+JAEYcj4dIVnt41SfOYRCr99CL88s9RmrQhWrVpFNpttbrfeeuu8x7muy+OPP86ll17a3KdpGpdeein/9m//tii2teRdKoOA0IlGGQidzNs/gFh7GuV//wXJs16LnsmS+Z03UHjmYQxNkHzdBSQvfOPSGg2UHYkbarhkEfEMdddnfO8MqbhFoeIiJewartCbNxmdLBC3LQwd/AAaldQJQ9g9UiQMcyS1ColUiowep7s9ErhK3cfQYcfemca7SsrVOuVqnb7ODLmUTRCErO5OHdSZdrmwZ98ktbpHJpjCkB5IcKdGFrwr8Erk5XLTBgcHyWQyzf22PX8Di4mJCYIgoLt7rg+2u7ub559/fgEt3k9LipFm2bTd8P9Qe/KXJM65CC2RInvR5YTT48x8+6sUf/wd+j79BbIf+HOCqVHM9acutckAjZSMSAC8IPLdhKHEMkTDFxR1+SgP7yPuu5T9Njb0dzI241Es15rn8f2QUJgUyLG6p2NOtchcysLzg0abJB9N7J/COK7P+r79N9pyxWmk+zhmksAzEDLEix19jNjxgJRi3rbqs/symcwcMWolWlKMAOKbzia+ae6yfH3L0wCEpQLevj3ETz0TvW3hHWmvlFWdUW0hy9BoS8XZta8Q1agu1OnMJShUfLqNErHxvQAYIiRm97OuN8ZT22rNidlAd4bpYpV8JjFHiABGp6rsm6wCEvMAIYrbJu25xUl5OZbUHB8vbDjwY2mGOAmAEzL5JbZsuTB/Qf4j9ch0dHSg6zqjo6Nz9o+OjtLT03MU9h2aZTWOz73l9zB7BkiecwGxjacvtTkHYRkaG3oTrOqMkYxbc8rPyjDklNUZ8qn9zuRcKoGuafhBSHsuTszS6e1IYTpTJMu7YWbwIOftVGnW4SiavdNsy2Bdf75R0H954noB23ZPMvXCM/RWthLziliWxereLCesbiMRW7zmCoqDsSyL17zmNfz85z9v7gvDkJ///Oecd955i/KeLTsymo/4qWfSf8uXltqMw+ZAGZku1dE1wUBXN9I/Gel7GPluqrufZbwqKJpt5FIxOnJxRre9AIBbLTM6PkNP1/5RQWcuzt6xcnRuobO2L00y/tJNAVoZ1wsYmazg+QFuvUqnF5VfyXvjxHPrlQgdIQsZ9Pixj32M66+/nrPPPptzzjmHL3zhC1QqFW644YaFMPUglpUYLTe68gn2jpWYXQjUGwm9VucqAKrbHscvTpAH6kmbqqMzNDqDS4w4FRxsZmY8slm/2ZutIxujIxvFFmlCLPtW1iMTZWbKDiDRhI6r2VihQzzfoYToFbCQYvR7v/d7jI+P86lPfYqRkRHOPPNMfvrTnx7k1F4olBgtIvlMnHwmTqHs4AchbZnIpxSGkheGiiSrIWmiEZRpWXR2pBmbLOBoKeoiSYhAI2T3SIWTX5TSsVI6x852zhVIhCYYj69Bkx5rD6jaqVg6PvzhD/PhD3/4mLyXEqNjQDY1d/m0Uveo1hzq8QE8P0lNxKgHNqJQp6s9w+R0mZrjI6RERyJleIgzL3962pOMTtcQCESj7m4grP1xZYojQuWmKY4Iz/MxtBBNE1RjndSNNAIoVFxqbshAbxu5TNTUUQjB6u6VWyRNCMGa7gwSDZ+okmVvR4aEqsP0ini5COxWRo2MlgDf3z/SScUNgmpA0BgJ1Byfp7ZPo2nQ15Ymn4ljrPC6RPmMTS7dgUR1xj2eUWK0BHhB2Fxpc33ZFCJJFBQpkWjSZ3TKY6JQpTOfpGMFxBC9FEKIZfDb3fq8XNBjK6OmaUtAPhPH0HUs0yBm718xEkBHxsbUaNbODoKQkYkSfrBy/UaKhUNN0xRHRCJmcsq6TgBCKbEtg7rjU6l7eEHI6RvaGR4vMl2qI6XEMvVlv4SvULwcSoyWGE0IOnNxnts1heMF1N0abZkYfV1ZejoyVOsuMdtUvhTFYbGcV9OUGLUIiZiB4wWYhobVSCPRNEEqMX9WtUIxH0qMFEfN6u40Hdk4tqUv29IfiqUnqomuxEhxFAghSMZV+oPi+EWJkULxIkIZlX3RNdFM4VkuhAjCeUZB8+1rNZQYKRQvYnSqyuhUBYEkDEM6comlNumwWc4+I+WcUChehJQSgwBTBExMFgiCUDUFOAaokZFC8SKSMZ2ZRhXNUEp2DM1QdXzaMzYD3a3dEFNFYCsUK4QgDBkamWmm6+SzSaqOhyECCqUqo5OlJbXv5Yh6ycwXgd36KDFSKA5AMFuwTqAbBlLoc7wtY9NVHC9YKvNWNEqMFIoD0DRBd0cOLzQouxrlmkcIBDKqOe5LDcdtXTGanabNt7U6ymekOO4JQ4kfBIxP16jUPeK2SQjohNTrIaam0Z5PUKx4xG2DdKJ148GW82qaEiPFcY3rBWzfO9XszguCuuNjiP0NFYJQkk/H6Glb2WVclholRorjmprjNcuzCAEvXsE3dI32bBzL0AhD2fLVE5bzapoSI8VxTSphkYyZOF5AX2ea0SmHSt1BF5BKmKzryxEGki27p3C9gFXdGfItHJUtgfkqXy2H1TQlRorjGl3T6GuP4+7dgjYqqAd9hFJHI6BS9ShVHKQEz/MQwFSx1tpipEZGCsXypFzzGd++g7w/Qwj05VLs83OY0kHHp1KxsCwDrREEaZutvQCtHNgKxTKlXPNxtHhzGpPIZOiTBpXpKgChUyDQ93f0rTk+fhC2bN86NTJSKJYp7RmLkckce7VGEbtpDU1WSBLVJK86IRXHJWVbVB0fpy4Zmaox0KlW1hYaJUaK4xrT0DhlTYaxaQPXkxSqHobQqYoUGgE1GUciKNUFs1+XVh0VgZqmKRTLmvGpIqVyvbFsbxJIDYnZ2ARSgkSypjuJrgvyqdZtMBnKaJtvf6ujxEhx3FOre0AUia0TEKA1RxKCqOV2PmXRmWvdVbSVQOuONxWKY0RPZxZd17DDKu2Mk2cSKSVSRuWA29IWa3uXR4vx5dw3TYmR4rgnnYyRTiUxcQEw8dEIkURlZ9f2ppdNq6jlnCirxEihALrbkmixLBKBK2KE6OiaoL9j+ZSchSid5VBbq6N8RgoFoOsaA6v7gX4cLyBZdsgkLNU26hiixEiheBG2qdOdX14jollUdxCFQtESLOcIbDUGVSgULYEaGSkUK4hDOauVA1uhUBxTlnM6iJqmKRSKo+Iv/uIveN3rXkcikSCXy73i8ygxUihWELO5afNti4Xrurz97W/ngx/84FGdZ0mmabOtgovF4lK8vUKxYpj9Ds1+p6rlEsyzclatlOYcP4tt29i2fVQ23HzzzQBs3rz5qM6zJGJUKkUfzKpVq5bi7RWKFYfjOPT09PDeK9cf8phUKnXQd+7Tn/40N9100yJbd3gsiRj19fUxODhIOp1GLJOcH4WiFZFSUiqV6OvrY+fOnbiu+5LHvvj7drSjooVkScRI0zQGBgaW4q0VihVHNpsFIBaLEYstTJmTj3/843z2s599yWOee+45Tj755AV5P1BL+wqFYh7+6I/+iPe9730vecz69YeeEr4SlBgpFIqD6OzspLOz85i+pxIjhUJxVOzZs4epqSn27NlDEAQ8+eSTAJxwwgmkUodflE5IuRwCxRUKRavyvve9j7/92789aP/999/PxRdffNjnUWKkUChaAhWBvcy5+OKL+ehHP3rQ/s2bNzdD82+66SaEELzxjW886LjPfe5zCCHm/QXbu3cvlmVx+umnz/veQojmls1mOf/887nvvvuazz/00EO85S1voa+vDyEEP/jBD17JJSqOE5QYHSf09vZy//33s3fv3jn777rrLlavXj3vazZv3sw73vEOisUijz766LzHfO1rX2N4eJhf/OIXdHR0cNVVV7Fjxw4AKpUKr3rVq/jSl760sBejWJEoMTpO6Orq4vLLL58zt3/kkUeYmJjgzW9+80HHSyn52te+xnve8x7e/e53c+edd8573lwuR09PD6effjq33347tVqNe++9F4Arr7ySW265hWuuuWZxLkqxolBidBxx4403zskfuuuuu7j22muxrIObEt5///1Uq1UuvfRSrrvuOr797W9TqVRe8vzxeBzgJaOAFYpDocToOOKqq66iWCzy0EMPUalU+M53vsONN94477F33nkn73znO9F1ndNPP53169dz9913H/Lc1WqVP//zP0fXdS666KLFugTFCkbFGR1HmKbJddddx9e+9jV27NjBxo0bOeOMMw46bmZmhu9973s8/PDDzX3XXXcdd95550FRue9617vQdZ1arUZnZyd33nnnvOdUKF4OJUbLnEwmQ6FQOGj/zMxMM2fpQG688UbOPfdcnn766UOOir75zW9Sr9c599xzm/uklIRhyNatW9m4cWNz/1/91V9x6aWXks1mj3nErmJloaZpy5yTTjqJJ5544qD9TzzxxBzRmOW0007jtNNO4+mnn+bd7373vOe88847+aM/+iOefPLJ5vab3/yGCy64gLvuumvOsT09PZxwwglKiBRHjRoZLXM++MEPctttt/GHf/iHvP/978e2bX784x/zrW99ix/+8Ifzvua+++7D87x5S4Q++eSTPPHEE/z93//9QRnZ73rXu/jMZz7DLbfcgmG8/K1TLpd54YUXmo937tzJk08+SVtb2yHDCRTHL2pktMxZv349Dz30EM8//zyXXnop5557Lt/5zne4++675w1yBEgmk4esVXznnXdy6qmnzlsa4pprrmFsbIx/+Zd/OSzbfvWrX3HWWWdx1llnAfCxj32Ms846i0996lOHd3GK4wqVDqJQKFoCNTJSKBQtgRIjhULREigxUigULYESI4VC0RIoMVIoFC2BEiOFQtESKDFSKBQtgRIjhULREigxUigULYESI4VC0RIoMVIoFC3B/w8DKMO3S52I6wAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if TYPE_CHECKING:\n", " from numpy.typing import ArrayLike\n", "\n", "# Centered non-symmetric palette\n", "\n", "# Make mock column for plotting, here we use B cell score\n", "sc.tl.score_genes(adata, [\"CD79A\", \"MS4A1\"], score_name=\"B_cell_score\")\n", "\n", "\n", "class MidpointNormalize(mcolors.Normalize):\n", " \"\"\"Normalize a palette around a midpoint.\n", "\n", " The dynamic range is adapted to correspond to the distance\n", " of `vmin` and `vmax` from the center.\n", "\n", " Adapted from https://stackoverflow.com/a/50003503\n", " \"\"\"\n", "\n", " vmin: float\n", " vmax: float\n", " midpoint: float\n", "\n", " def __init__(\n", " self,\n", " vmin: float | None = None,\n", " vmax: float | None = None,\n", " *,\n", " midpoint: float = 0,\n", " clip: bool = False,\n", " ) -> None:\n", " self.midpoint = midpoint\n", " super().__init__(vmin, vmax, clip=clip)\n", "\n", " def __call__(self, value: ArrayLike, clip: object = None) -> np.ma.MaskedArray:\n", " \"\"\"Map `value` into the [0, 1] interval, keeping `midpoint` at 0.5.\"\"\"\n", " del clip\n", " value = np.array(value).astype(float)\n", " normalized_min = max(\n", " 0.0,\n", " 0.5\n", " * (1.0 - abs((self.midpoint - self.vmin) / (self.midpoint - self.vmax))),\n", " )\n", " normalized_max = min(\n", " 1.0,\n", " 0.5\n", " * (1.0 + abs((self.vmax - self.midpoint) / (self.midpoint - self.vmin))),\n", " )\n", " normalized_mid = 0.5\n", " x, y = (\n", " [self.vmin, self.midpoint, self.vmax],\n", " [normalized_min, normalized_mid, normalized_max],\n", " )\n", " return np.ma.masked_array(np.interp(value, x, y))\n", "\n", "\n", "# Add padding arround vmin and vmax as Colorbar sets value limits to round numbers below and\n", "# above the vmin and vmax, respectively, which means that they can not be assigned the correct\n", "# color with our nomalisation function that is limited to vmin and vmax\n", "# However, this padding reduces the dynamic range as we set a broad padding and\n", "# then later discard values that are not needed for the rounding up and down\n", "# of the vmin and vmax on the Colorbar, respectively\n", "vmin = adata.obs[\"B_cell_score\"].min()\n", "vmax = adata.obs[\"B_cell_score\"].max()\n", "vpadding = (vmax - vmin) * 0.2\n", "norm = MidpointNormalize(vmin=vmin - vpadding, vmax=vmax + vpadding, midpoint=0)\n", "# Plot umap\n", "fig = sc.pl.umap(\n", " adata,\n", " color=\"B_cell_score\",\n", " cmap=\"coolwarm\",\n", " s=20,\n", " norm=norm,\n", " return_fig=True,\n", " show=False,\n", ")\n", "# Adjust Colorbar ylim to be just outside of vmin,vmax and not far outside of this range\n", "# as the padding we set initially may be too broad\n", "cmap_yticklabels = np.array([\n", " t.get_position()[1] for t in fig.axes[1].get_yticklabels()\n", "])\n", "fig.axes[1].set_ylim(\n", " max(cmap_yticklabels[cmap_yticklabels < vmin]),\n", " min(cmap_yticklabels[cmap_yticklabels > vmax]),\n", ")\n", "\n", "del adata.obs[\"B_cell_score\"]" ] }, { "cell_type": "markdown", "id": "2ab41245", "metadata": {}, "source": [ "### Colorblind friendly palettes\n", "\n", "There are different resources that allow creation of colorblind friendly palettes. Example python packages are continous [virids palettes](https://cran.r-project.org/web/packages/viridis/vignettes/intro-to-viridis.html) and discrete [bokeh](https://docs.bokeh.org/en/latest/docs/reference/palettes.html) palettes. Some tools to help you assess whether your palette is color blind friendly include:\n", "\n", "* [Coloring for Colorblindness](https://davidmathlogic.com/colorblind/#%23D81B60-%231E88E5-%23FFC107-%23004D40) is a web based tool which can simulate different kinds of color blindness for a discrete palette\n", "* [Color Oracle](https://colororacle.org) a downloadable app which applies a color blindness filter to your screen" ] }, { "cell_type": "markdown", "id": "09119020", "metadata": {}, "source": [ "## UMAP\n", "This section shows some {func}`~scanpy.pl.umap` (and {func}`~scanpy.pl.embedding`) specific tips." ] }, { "cell_type": "markdown", "id": "966c2ad4", "metadata": {}, "source": [ "### Coloring cell subset\n", "\n", "Here we show how we can plot all cells as a background and then plot on top indivdual cell groups in color." ] }, { "cell_type": "markdown", "id": "b11a9d50", "metadata": {}, "source": [ "We can color-in only specific cell groups when using categorical colors with the `groups` parameter." ] }, { "cell_type": "code", "execution_count": 27, "id": "a22d208c", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sc.pl.umap(adata, color=[\"bulk_labels\"], groups=[\"Dendritic\"], show=False)\n", "\n", "# We can change the 'NA' in the legend that represents all cells outside of the\n", "# specified groups\n", "legend_texts = ax.get_legend().get_texts()\n", "# Find legend object whose text is \"NA\" and change it\n", "for legend_text in legend_texts:\n", " if legend_text.get_text() == \"NA\":\n", " legend_text.set_text(\"other cell types\")" ] }, { "cell_type": "markdown", "id": "35942100", "metadata": {}, "source": [ "We can also plot continous values of an individual cell group using the `obs_mask` key word argument:" ] }, { "cell_type": "code", "execution_count": 28, "id": "9b8e3041", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(adata, color=\"IGJ\", mask_obs=(adata.obs.bulk_labels == \"CD19+ B\"), size=20)" ] }, { "cell_type": "markdown", "id": "d7397e2d", "metadata": {}, "source": [ "### Cell ordering\n", "\n", "`embedding` allows sorting based on continous value to plot cells with the highest score on top (parameter `sort_order`). However, for categorical values `embedding` currently does not offer special ordering parameters. Instead, the cells are plotted in the same order as they are stored in the `AnnData`. Thus, for example, when we concatente two `AnnData` objects of two batches and we want to visualise the location of batches, one of the batches will be plotted ontop of the other batch. Thus we first need to reorder cells to ensure that both batches will be visible." ] }, { "cell_type": "code", "execution_count": null, "id": "d117c8cb", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make two batches in the adata object for the plot example\n", "adata.obs[\"batch\"] = [\"a\"] * int(adata.shape[0] / 2) + [\"b\"] * (\n", " adata.shape[0] - int(adata.shape[0] / 2)\n", ")\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(9, 3))\n", "plt.subplots_adjust(wspace=1)\n", "sc.pl.umap(adata, color=\"batch\", ax=axs[0], title=\"Default ordering\", show=False)\n", "# Randomly order cells by making a random index and subsetting AnnData based on it\n", "# Set a random seed to ensure that the cell ordering will be reproducible\n", "random_indices = np.random.default_rng(0).permutation(list(range(adata.shape[0])))\n", "sc.pl.umap(\n", " adata[random_indices, :], color=\"batch\", ax=axs[1], title=\"Random re-ordering\"\n", ")" ] }, { "cell_type": "markdown", "id": "b57803fd", "metadata": {}, "source": [ "### Optimising UMAP layout\n", "\n", "UMAP layout can be modified to make cells located in more tight or dispersed structures. This can be regulated with the `sc.tl.umap` parameters `min_dist` and `spread`. Below we show UMAP exaples computed with different parameter combinations." ] }, { "cell_type": "code", "execution_count": 30, "id": "c5a65b5f", "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/mnt/workspace/mambaforge/envs/scanpy-dev/lib/python3.11/site-packages/umap/umap_.py:1393: RuntimeWarning: divide by zero encountered in power\n", " return 1.0 / (1.0 + a * x ** (2 * b))\n", "/mnt/workspace/mambaforge/envs/scanpy-dev/lib/python3.11/site-packages/umap/umap_.py:1393: RuntimeWarning: divide by zero encountered in power\n", " return 1.0 / (1.0 + a * x ** (2 * b))\n", "/mnt/workspace/mambaforge/envs/scanpy-dev/lib/python3.11/site-packages/umap/umap_.py:1399: OptimizeWarning: Covariance of the parameters could not be estimated\n", " params, covar = curve_fit(curve, xv, yv)\n", "/mnt/workspace/mambaforge/envs/scanpy-dev/lib/python3.11/site-packages/umap/umap_.py:1393: RuntimeWarning: divide by zero encountered in power\n", " return 1.0 / (1.0 + a * x ** (2 * b))\n", "/mnt/workspace/mambaforge/envs/scanpy-dev/lib/python3.11/site-packages/umap/umap_.py:1393: RuntimeWarning: divide by zero encountered in power\n", " return 1.0 / (1.0 + a * x ** (2 * b))\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from itertools import product\n", "\n", "# Copy adata not to modify UMAP in the original adata object\n", "adata_temp = adata.copy()\n", "# Loop through different umap parameters, recomputting and replotting UMAP for each of them\n", "MIN_DISTS = [0.1, 1, 2]\n", "SPREADS = [0.5, 1, 5]\n", "# Create grid of plots, with a little extra room for the legends\n", "fig, axes = plt.subplots(\n", " len(MIN_DISTS), len(SPREADS), figsize=(len(SPREADS) * 3 + 2, len(MIN_DISTS) * 3)\n", ")\n", "\n", "for (i, min_dist), (j, spread) in product(enumerate(MIN_DISTS), enumerate(SPREADS)):\n", " ax = axes[i][j]\n", " param_str = \" \".join([\"min_dist =\", str(min_dist), \"and spread =\", str(spread)])\n", " # Recompute UMAP with new parameters\n", " sc.tl.umap(adata_temp, min_dist=min_dist, spread=spread)\n", " # Create plot, placing it in grid\n", " sc.pl.umap(\n", " adata_temp,\n", " color=[\"louvain\"],\n", " title=param_str,\n", " s=40,\n", " ax=ax,\n", " show=False,\n", " )\n", "plt.tight_layout()\n", "plt.show()\n", "plt.close()\n", "del adata_temp" ] }, { "cell_type": "markdown", "id": "8e3bcc87", "metadata": {}, "source": [ "## PAGA" ] }, { "cell_type": "code", "execution_count": 31, "id": "bf5eff52", "metadata": {}, "outputs": [], "source": [ "sc.tl.paga(adata, groups=\"louvain\")" ] }, { "cell_type": "markdown", "id": "0e41d18e", "metadata": {}, "source": [ "### Prune PAGA edges\n", "Remove weak PAGA edges in the plot based on edge weight distribution. \n", "\n", "This is based on the assumption that most edge weights will be relatively weak and that we can therefore spot the few most interesting edges as the outliers of the distribution." ] }, { "cell_type": "code", "execution_count": 32, "id": "ebc96a69", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgAAAAESCAYAAACLjm33AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA+0ElEQVR4nO3de1yUZd4/8M+cBxAGETmKouYpTygk4qGsSNrKzWfbJ1OfNJ5Wt9K25NdWlsqmKeaa67ZZrKRpu5mWz1aWrqa0ZipKoqR5PoPiIIicZYaZ+/79McwtIwcdmCN83q/X/XK47uue+SIM13eu+zrIRFEUQURERO2K3N0BEBERkesxASAiImqHmAAQERG1Q0wAiIiI2iEmAERERO0QEwAiIqJ2iAkAERFRO6R0dwC3EgQBBQUF8Pf3h0wmc3c4RF5NFEVUVFQgIiICcrnn5vt83xM5hj3veY9LAAoKChAVFeXuMIjalPz8fHTp0sXdYTSJ73six7qT97zHJQD+/v4ALMEHBAS4ORpqtaoqICLC8rigAPDzc2887Ux5eTmioqKk95Wn4vueyDHsec97XAJg7f4LCAjgH4K2QKG4+TgggAmAm3h6tzrf90SOdSfvec+9KUhEREROwwSAiIioHWICQERE1A4xASAiImqHmAAQERG1Q0wAiIiI2iEmAERERO0QEwAiIroj27dvx0cffQSDweDuUMgBPG4hIHtEv7650fILix91cSRERG3fwoULAQAxMTGIi4tzczTUWuwBICKi2xIEQXpcVVXlxkjIUZgAEJGNXbt2Ydy4cYiIiIBMJsNXX31122t27tyJoUOHQqPR4K677sKaNWucHie5Vv1u/xs3brgxEnIUJgBEZKOqqgqDBw/GihUr7qj++fPn8eijj+L+++9Hbm4uXn75Zfzud7/Dtm3bnBwpuVJ1dXWjj8l7efUYACJyvF/96lf41a9+dcf109PT0b17d7z77rsAgH79+mH37t34y1/+gqSkJGeFSS5Wv9uftwDaBvYAEFGrZGVlITEx0aYsKSkJWVlZTV5jMBhQXl5uc5Bnq6iokB5XVla6MRJyFCYARNQqer0eoaGhNmWhoaEoLy9v8l5xWloadDqddERFRbkiVGqF+o1+/WSAvBcTACJyudmzZ6OsrEw68vPz3R0S3Ub9Xhr22LQNHANARK0SFhaGwsJCm7LCwkIEBATAx8en0Ws0Gg00Go0rwiMHqd/ol5WVuTESchS7egDMZjPmzp2L7t27w8fHBz179sSCBQsgiqJURxRFzJs3D+Hh4fDx8UFiYiJOnz7t8MCJyDMkJCQgMzPTpmz79u1ISEhwU0TkDKWlpdJjJgBtg10JwDvvvIMPP/wQ77//Po4fP4533nkHS5Yswd/+9jepzpIlS/Dee+8hPT0d+/fvh5+fH5KSklBTU+Pw4InI8SorK5Gbm4vc3FwAlml+ubm5yMvLA2Dpvp8yZYpU/7nnnsO5c+fw6quv4sSJE/jggw/w+eefY9asWe4In5zE2uiLMplNMkDey65bAHv37sXjjz+ORx+1LLUbHR2Nzz77DNnZ2QAsn/6XL1+OOXPm4PHHHwcAfPLJJwgNDcVXX32Fp556ysHhE5GjHThwAPfff7/0dUpKCgBg6tSpWLNmDa5cuSIlAwDQvXt3bN68GbNmzcJf//pXdOnSBR999BGnALYx1kZf8OmIiorrMJvNUCgU7g2KWsWuBGDEiBFYuXIlTp06hd69e+Pnn3/G7t27sWzZMgCWTwp6vd5mSpBOp0N8fDyysrIaTQAMBoPNClMcXELkXmPGjLG5rXerxlb5GzNmDA4dOuTEqMjdrl+/DsjkELQ6iNUlKCsrQ1BQkLvDolawKwF4/fXXUV5ejr59+0KhUMBsNmPhwoWYPHkyAMt0IACNTgmynrtVWloa3nrrrZbETkRELlJaWgpRqYWo9JG+ZgLg3ewaA/D555/j008/xbp163Dw4EGsXbsWS5cuxdq1a1scAKcDERF5vpLr1yEotRBVWgDgOIA2wK4egD/+8Y94/fXXpa78gQMH4uLFi0hLS8PUqVMRFhYGwDIFKDw8XLqusLAQMTExjT4npwMREXk2k8mEqspKiAEREJWWBOD69etujopay64egOrqasjltpcoFAppm8ju3bsjLCzMZkpQeXk59u/fzylBREReSpoBoNRKCQCnAno/u3oAxo0bh4ULF6Jr167o378/Dh06hGXLluF///d/AQAymQwvv/wy3n77bfTq1Qvdu3fH3LlzERERgfHjxzsjfiIicjLr4GxRqYGotPTYMgHwfnYlAH/7298wd+5cvPDCC7h69SoiIiLw+9//HvPmzZPqvPrqq6iqqsL06dNRWlqKUaNGYevWrdBqtQ4PnoiInM+69n/9BIAbAnk/uxIAf39/LF++HMuXL2+yjkwmw/z58zF//vzWxkZERB7A2tiLCjVEhdqmjLwXNwMiIqJmVVdXWx4oVBAVKtsy8lpMAIiIqFnWxl6UqwAmAG0GEwAiImqW0WgEAIhyJSCTAzK5VEbeiwkAERE1S2rsrdPA5QomAG0AEwAiImqWIAiWHV1lchjKiiDKZNL6L+S9mAAQEVGzCgsLsX//flRcuYCjGa+g5kYNE4A2gAkAERE1KyQkBPHx8fAPj0b/aUuh9fGBTCZzd1jUSkwAiIioWXK53LKYmyhCo+sMmSg2WBaevA9/gkRE1Cylsm7NOLGu2180Q6VSuS8gcggmAERE1CxrYy8TzIAoAgITgLaACQARETVL2rJdNEu9ANzG3fsxASAiomZZN3OTmWsBwWRTRt6LCQARETXLx8fH8kAwWZIAMAFoC5gAEBFRs6wJgEwwQVbXAyAlBeS1mAAQEVGzpATAXAvU9QAwAfB+TACIiKhZNrcA2APQZjABICKiZllH/MsEEwcBtiFMAIiIqFnSlD/BZFkLAJwG2BYwASCiBlasWIHo6GhotVrEx8cjOzu72frLly9Hnz594OPjg6ioKMyaNcuyexy1CWq12vJAMFvWAkC91QHJazEBICIbGzZsQEpKClJTU3Hw4EEMHjwYSUlJuHr1aqP1161bh9dffx2pqak4fvw4Vq1ahQ0bNuCNN95wceTkLNZ1/2UQpYWAmAB4PyYARGRj2bJlmDZtGpKTk3H33XcjPT0dvr6+WL16daP19+7di5EjR2LSpEmIjo7G2LFjMXHixNv2GpD3kDb+EUXLAXA3wDaACQARSYxGI3JycpCYmCiVyeVyJCYmIisrq9FrRowYgZycHKnBP3fuHLZs2YJHHnmkydcxGAwoLy+3OchzCULdJkCQAXUNv1iXCJD3Yh8OEUmKi4thNpsRGhpqUx4aGooTJ040es2kSZNQXFyMUaNGQRRFmEwmPPfcc83eAkhLS8Nbb73l0NjJeawJgCiTATLL50az2ezOkMgB2ANARK2yc+dOLFq0CB988AEOHjyIf/3rX9i8eTMWLFjQ5DWzZ89GWVmZdOTn57swYrKXNKBTrgRkCgCWXhzybuwBICJJcHAwFAoFCgsLbcoLCwsRFhbW6DVz587F008/jd/97ncAgIEDB6KqqgrTp0/Hm2++efP+cT0ajYbTyLyINQEQ5UqICkuzcePGDXeGRA7AHgAikqjVasTGxiIzM1MqEwQBmZmZSEhIaPSa6urqBo28QmH5lMj7xG1DRUWF5YFSDVGhti0jr8UeACKykZKSgqlTpyIuLg7Dhg3D8uXLUVVVheTkZADAlClTEBkZibS0NADAuHHjsGzZMgwZMgTx8fE4c+YM5s6di3HjxkmJAHk36yBNUamBqNTalJH3YgJARDYmTJiAoqIizJs3D3q9HjExMdi6das0MDAvL8/mE/+cOXMgk8kwZ84cXL58GZ07d8a4ceOwcOFCd30L5GDXr18HAAhKH4gqH5sy8l5MAIiogZkzZ2LmzJmNntu5c6fN10qlEqmpqUhNTXVBZOQOxcXFAABR7QcoVIBCJZWR9+IYACIiapZ1FUhR7QsAMKt8UVjY+MqQ5D2YABARUbOuXLkCABDUHQAAosYfZWWlnAng5ZgAEBFRswoKrlju/StUAABB4w/gZmJA3okJABERNclkMuGK/grMdY0+AAiaAADA5cuX3RUWOQATACIiatLVq1dhNpkg1jX6ACBoLcnApUuX3BUWOQATACIiapK1kRe09RIAjc7mHHknJgBERNQkazd//QRA1HQAIGMC4OWYABARUZOkBKDeLQDIFRDUfigoKHBTVOQITACIiKhJ0hTAeoMAAcs4gKKiIhiNRneERQ7ABICIiJpUWFho2QBIabt7o6C2JARFRUXuCIscgAkAERE1qbCwEILar0G5WFdmXSWQvA8TACIiapTJZEJFRYW0AVB91rKSkhJXh0UOYncCcPnyZfzP//wPOnXqBB8fHwwcOBAHDhyQzouiiHnz5iE8PBw+Pj5ITEzE6dOnHRo0ERE5X1lZGQBIWwDXJ6q0NnXI+9iVAFy/fh0jR46ESqXCv//9bxw7dgzvvvsuOnbsKNVZsmQJ3nvvPaSnp2P//v3w8/NDUlISampqHB48ERE5T1VVFQBAVKhhKLPc67f+KyrUNnXI+9iVALzzzjuIiorCxx9/jGHDhqF79+4YO3YsevbsCcDy6X/58uWYM2cOHn/8cQwaNAiffPIJCgoK8NVXXzkjfiIichLrB7eammoczXgFFZdO4mjGKzCUFUGUW3aT54ZA3suuBGDTpk2Ii4vDf//3fyMkJARDhgxBRkaGdP78+fPQ6/VITEyUynQ6HeLj45GVldXocxoMBpSXl9scRETkfmazGQCg6RCI/tOWwr9LH/SfthQaXWdAprCpQ97HrgTg3Llz+PDDD9GrVy9s27YNzz//PP7whz9g7dq1AAC9Xg8ACA0NtbkuNDRUOnertLQ06HQ66YiKimrJ90FERER2sCsBEAQBQ4cOxaJFizBkyBBMnz4d06ZNQ3p6eosDmD17NsrKyqQjPz+/xc9FRESOo1BYPuUbKkob3AKAaPnkr1Qq3RkitYJdCUB4eDjuvvtum7J+/fohLy8PABAWFgbAMm+0vsLCQuncrTQaDQICAmwOIiJyPx8fy1Q/rY9vg1sAMsFkU4e8j10JwMiRI3Hy5EmbslOnTqFbt24AgO7duyMsLAyZmZnS+fLycuzfvx8JCQkOCJeIiFzFz8+y2I/MbLDc9wekf2UmyxLAvr6+7gmOWs2uvptZs2ZhxIgRWLRoEZ588klkZ2dj5cqVWLlyJQBAJpPh5Zdfxttvv41evXqhe/fumDt3LiIiIjB+/HhnxE9ERE5i7ZGVmRpO45aZLKP/g4KCXBoTOY5dCcA999yDL7/8ErNnz8b8+fPRvXt3LF++HJMnT5bqvPrqq6iqqsL06dNRWlqKUaNGYevWrdBqGy4kQUREnkupVEKnC0SJoeFUP1mtpaz+OjDkXewevfHYY4/hsccea/K8TCbD/PnzMX/+/FYFRkRE7hcaGoKyM+cAUQRkMqlcbqisOx/a1KXk4bgXABERNSksLAwQTA1uA8iMlZDJ5QgODnZTZNRaTACIiKhJkZGRAACZocKmXGEoR1hoKKcBejEmAETUwIoVKxAdHQ2tVov4+HhkZ2c3W7+0tBQzZsxAeHg4NBoNevfujS1btrgoWnImawIgr6m36Y/ZBJmxGl26dHFTVOQITN2IyMaGDRuQkpKC9PR0xMfHY/ny5UhKSsLJkycREhLSoL7RaMRDDz2EkJAQbNy4EZGRkbh48SICAwNdHzw5nLWRl9fcXKZdbiizOUfeiQkAEdlYtmwZpk2bhuTkZABAeno6Nm/ejNWrV+P1119vUH/16tUoKSnB3r17oVKpAADR0dGuDJmcyLo8e/0eAOtjLt3u3XgLgIgkRqMROTk5Nht6yeVyJCYmNrmh16ZNm5CQkIAZM2YgNDQUAwYMwKJFi5rdJIabgHmPoKAg+Pj42vYA1D3u2rWru8IiB2ACQESS4uJimM1muzb0OnfuHDZu3Aiz2YwtW7Zg7ty5ePfdd/H22283+TrcBMx7yGQyREV1gcJQbpkKiJs9ANbxAeSdmAAQUasIgoCQkBCsXLkSsbGxmDBhAt58881mNwnjJmDeJTIy0jIVsG7xH7mhAgqlstExIeQ9OAaAiCTBwcFQKBR2begVHh4OlUol7RwHWDYJ0+v1MBqNUKvVDa7RaDTQaDSODZ6cJiIiAoCl4TerfSE3VCAsNNTmZ07ehz0ARCRRq9WIjY212dBLEARkZmY2uaHXyJEjcebMGQiCIJWdOnUK4eHhjTb+5H2sn/RlxipAMENWe6PJhJC8BxMAIrKRkpKCjIwMrF27FsePH8fzzz+PqqoqaVbAlClTMHv2bKn+888/j5KSErz00ks4deoUNm/ejEWLFmHGjBnu+hbIwTp3rtsB0Fgl3QbgCoDej7cAiMjGhAkTUFRUhHnz5kGv1yMmJgZbt26VBgbm5eVBLr/52SEqKgrbtm3DrFmzMGjQIERGRuKll17Ca6+95q5vgRzMuuOf3FQjJQDcBdD7MQEgogZmzpyJmTNnNnpu586dDcoSEhKwb98+J0dF7mLdFhimGmlPAJ1O58aIyBF4C4CIiJrVoUMHAIDMXAuZuRYA4Ofn586QyAGYABARUbOsMzZkghkQzTZl5L2YABARUbOk6X6iYEkC6peR12ICQEREzRLrVgCEDIBM5tZYyHGYABARUbNu7usghyizNBsmk8l9AZFDMAEgIqJmVVdXAwBEhRKQWyaP3bhxw50hkQMwASAiombdTABUEBWW1R2rqqrcGRI5ABMAIiJqVklJCQBAVPpAVGkBANevX3dnSOQAXAiIiDxHVRXA0eUep/TyZWjNZgAKKCCH1mxG+ZUrlp8XeRY7fiZMAIjIc9TtOkee5d66A9h9s3D3bmDRIvcERA7BWwBERETtEHsAiMhzFBQA1nXnyWPMnj0bhw4dQkXMJECuhM+Z76Esv4QvvvgC/v7+7g6P6isvv+OeNCYAROQ5/PwsB3mU0wUFqPbVoUZr+dmI/p2grrqCvGvX0D8szM3RkQ1pzYbb4y0AIiJqUkVFBYqLiyFoO0plZh/L4/Pnz7srLHIAJgBERNQkayNvbfQBQKh7fO7cObfERI7BBICIiJp05swZAIDgGySVCT6BgEyGs2fPuikqcgQmAERE1KTTp08DAMy+nW4WypUwawNx+vRpCILgpsiotZgAEBFRk86cOQPIlRC1tqP9Bd8gVFdXQ6/Xuykyai0mAERE1Kja2lqcO38eZp8gQGbbXFh7BKw9BOR9mAAQEVGj8vLyYDaZYK53/9/KOibAOkaAvA8TACIiapR1kJ/QWALAmQBejwkAERE1qrEpgFaiygeiyocJgBdjAkBERI26ePEiAMu0P0NZEQBI/wKAWRsIvV4Pg8HglviodZgAEBFRo/Ly8iGqfGCoKsfRjFdQcekkjma8IiUBgo8Ooiji8uXLbo6UWoIJABERNWA2m6HXX4Gg8YdG1xn9py2Ff5c+6D9tKTS6zgAAQWPZuKmgoMCdoVILMQEgogZWrFiB6OhoaLVaxMfHIzs7+46uW79+PWQyGcaPH+/cAMnprl27BpPJBEHdAQCkRt/6LwCIGss5rgXgnZgAEJGNDRs2ICUlBampqTh48CAGDx6MpKQkXL16tdnrLly4gFdeeQWjR492UaTkTNeuXQMAiOqmd2cUVH42dcm7MAEgIhvLli3DtGnTkJycjLvvvhvp6enw9fXF6tWrm7zGbDZj8uTJeOutt9CjR4/bvobBYEB5ebnNQZ6lpKQEACCofJqsI9ads9Yl79KqBGDx4sWQyWR4+eWXpbKamhrMmDEDnTp1QocOHfDEE0+gsLCwtXESkQsYjUbk5OQgMTFRKpPL5UhMTERWVlaT182fPx8hISF49tln7+h10tLSoNPppCMqKqrVsZNjVVRUAABEpQYAGp0FYD1nrUvepcUJwE8//YS///3vGDRokE35rFmz8M033+CLL77ADz/8gIKCAvzmN79pdaBE5HzFxcUwm80IDQ21KQ8NDW3yPu/u3buxatUqZGRk3PHrzJ49G2VlZdKRn5/fqrjJ8aqrqy0PFCoYyooanQUAuRKQyVBVVeW+QKnFWpQAVFZWYvLkycjIyEDHjjcXiCgrK8OqVauwbNkyPPDAA4iNjcXHH3+MvXv3Yt++fQ4Lmog8Q0VFBZ5++mlkZGQgODj4jq/TaDQICAiwOcizWOf2i3Jlk7MAIJMBciXXAfBSLUoAZsyYgUcffdSmmxAAcnJyUFtba1Pet29fdO3atcnuQ94LJPIcwcHBUCgUDW7bFRYWIiwsrEH9s2fP4sKFCxg3bhyUSiWUSiU++eQTbNq0CUqlkvvFezGTyWR5ULcJUGOzAABAlMlRW1vr0tjIMexOANavX4+DBw8iLS2twTm9Xg+1Wo3AwECb8ua6D3kvkMhzqNVqxMbGIjMzUyoTBAGZmZlISEhoUL9v3744cuQIcnNzpePXv/417r//fuTm5vL97MVEUax7JHNrHOQ8Snsq5+fn46WXXsL27duh1WodEsDs2bORkpIifV1eXs4/GkRulJKSgqlTpyIuLg7Dhg3D8uXLUVVVheTkZADAlClTEBkZibS0NGi1WgwYMMDmeusHgFvLybvI5XWfD0Wh2XoyUYRCoXBBRORodiUAOTk5uHr1KoYOHSqVmc1m7Nq1C++//z62bdsGo9GI0tJSm16AproPAcu9QI1G07LoicjhJkyYgKKiIsybNw96vR4xMTHYunWrNDAwLy/vZuNAbZZKpbI8uE0CAFGAUmlXU0Iewq6f2oMPPogjR47YlCUnJ6Nv37547bXXEBUVBZVKhczMTDzxxBMAgJMnTyIvL6/R7kMi8kwzZ87EzJkzGz23c+fOZq9ds2aN4wMil7P28soEU9OVRBEQTA7rESbXsisB8Pf3b9Ct5+fnh06dOknlzz77LFJSUhAUFISAgAC8+OKLSEhIwPDhwx0XNREROZXUqDeXANSdYwLgnRzeb/OXv/wFcrkcTzzxBAwGA5KSkvDBBx84+mWIiMiJ/Pwsy/zKTMYm68jMRpu65F1anQDc2h2o1WqxYsUKrFixorVPTUREbiIlAHWNvKGsCBpdZ+nf+ueYAHgnjuQhIqIGOnSw7PQnMxubXgmwrnfA39/fXWFSK3DoJhERNVA/AbCuBFj/X+u5+nXJu7AHgIiIGpAa9bpP+Y2tBMhbAN6NCQARETXg6+sL4GYj3xj2AHg3JgBERNSAQqGAWq1pfh0As+Wcj4+Pi6IiR2ICQEREjdL6aJtdB8CaHKjValeFRA7EBICIiBqlVCibXwq47py0bDB5FSYARETUKIVCDpm0K2BjLOe4N4R34k+NiIgaZTKbIcqaaSbqzpnNZhdFRI7EBICIiBpVa6wFmvt0X5cAGI1NzxQgz8UEgIiIGhAEAdXVVRAVTQ/ws56rrq52VVjkQEwAiIiogcrKSgiCAFHZ9E5/1nOlpaUuioociQkAERE1cPXqVQCAqGp6jr+o9rWpS96FCQARETVw+fJlAICgDWiyjqCxbAJUUFDgkpjIsZgAEBFRA+fOnQMACNrAJuuIKl+IChXOnj3roqjIkZgAEBFRAydOnAAAmP2Cm64kk8HsG4yLFy9yIKAXYgJAREQ2TCYTjhw5AkGrA5SaZuuaO4RAFEUcPnzYRdGRozABICIiG0eOHEF1dTVMui63rWvWRQIA9u3b5+ywyMGYABARkY0ffvgBAGAKjJLKDGVFNv9amTuEQFRqsGvXjzCZmtk5kDwOEwAiIpIYDAZs374dotoPZv8wS1lZEY5mvIKKSydxNOMV2yRAJkdtUE+UlFxDdna2m6KmlmACQEREku3bt6OqqgrGTndJS/1qdJ3Rf9pS+Hfpg/7TlkKj62xzTW3nXgCAL7/80uXxUssxASCiBlasWIHo6GhotVrEx8c3+8kuIyMDo0ePRseOHdGxY0ckJibyk6CXMplM+Mc//wnIFagN7Wdzztro39r4A4Dg2wmmgAj89NNPOHbsmEtipdZjAkBENjZs2ICUlBSkpqbi4MGDGDx4MJKSkppc7W3nzp2YOHEi/vOf/yArKwtRUVEYO3astJAMeY9NmzahUK+HsXNfiCpfu641RgwBAPz973+H2OwWwuQpmAAQkY1ly5Zh2rRpSE5Oxt1334309HT4+vpi9erVjdb/9NNP8cILLyAmJgZ9+/bFRx99BEEQkJmZ6eLIqTWKioqQkZEBKDUwhg+y+3qzfyhqO3bDzz//jK1btzohQnI0JgBEJDEajcjJyUFiYqJUJpfLkZiYiKysrDt6jurqatTW1iIoKKjJOgaDAeXl5TYHuY8gCFi6dClu3LiBG1HDml3/vzmGrsMBhQorVqyAXq93cJTkaEwAiEhSXFwMs9mM0NBQm/LQ0NA7/oP+2muvISIiwiaJuFVaWhp0Op10REVFNVmXnG/t2rXYv38/TLouMHW6q8XPI6r9cCMqHpWVlZg3bx4MBoMDoyRHYwJARA6zePFirF+/Hl9++SW02qa3kZ09ezbKysqkIz8/34VRUn3/+c9/sHbtWggaf9zocR8gk7Xq+Uyde8PYuQ9OnTqFJUuWwGw2OyhScjSluwMgIs8RHBwMhUKBwsJCm/LCwkKEhYU1e+3SpUuxePFi7NixA4MGNX8PWaPRQKNpfolZcr4ff/wRCxYsABRq3Ljrwdsu+3unDF2HQ36jFJmZmVCpVHj11Vchl/PzpqfhT4SIJGq1GrGxsTYD+KwD+hISEpq8bsmSJViwYAG2bt2KuLg4V4RKrZSZmYk//ektCDIFqnqPheDb9JgNu8kVuNF7LMx+nbF161a88847qK2tddzzk0MwASAiGykpKcjIyMDatWtx/PhxPP/886iqqkJycjIAYMqUKZg9e7ZU/5133sHcuXOxevVqREdHQ6/XQ6/Xo7Ky0l3fAjVDEASsWrUKCxYsgBlyVPcaC6FDiONfSKFCde8kmP06Y9u2bUhJScH169cd/zrUYkwAiMjGhAkTsHTpUsybNw8xMTHIzc3F1q1bpYGBeXl5uHLlilT/ww8/hNFoxG9/+1uEh4dLx9KlS931LVATSktLMXfuXPzjH/+AoA1AZb9xMPuH3v7CllKqUd33V6gN6okjR47g9889h6NHjzrv9cguMtHDVmwoLy+HTqdDWVkZAgICmq0b/frmRssvLH7UGaFRS1RVAR06WB5XVgJ+fu6Np52x5/3kTt4Spzf78ccf8e6776K0tBSmgAjc6Hn/Hd/zN5QV2awAeOvXtyWKUF85DM3lg5DJZHjqqQlITk6GWq2299ug27DnvcQeACKiNuzatWtYuHAh5s6di9LyCtRExeNG7yS7Gn/rRkAAGt8Q6HZkMhgjBqOq36Mwazrgs88+w/Tp03H48OGWfEvkIEwAiIjaoBs3bmDNmjWYNGkStm/fDrNfZ1TePR61Yf3tmuqn0XVGr6fewOn1i1Bx6SROr1+EXk+9YV8PQB2hQwiq7h4PY8jduHDhAv7whz9g7ty5uHTpkt3PRa3HaYBERG2I0WjEd999h9WrV6OkpASiyhc10aNgCr65u5+96u8C2NhugHZRKGHoNhy1wXdBk5+NH3/8EXv37sX48eMxceJEBAcHt/y5yS5MAIiI2oCqqip88803+OKLL3Dt2jVLQxsxBMawAYBC1ernb243wJYQ/IJxo8+voCzNg+bSAfzf//0fvv76ayQlJeGpp57i6pAuwASAiMiLFRUV4euvv8a/vvwS1VVVgEINQ9hA1Ib1t3tHP5eTyWDq2A0mXRSUJWehuXIYmzdvxpYtWzB69Gg8+eST6N+/P2StXJ2QGscEgIjIy5jNZmRnZ+Pbb7/F3r1ZEEUBosoHxi5xMHbuCyi9bHS9XA5TcC+YOt0FZWke1FcOY9euXdi1axe69+iBcY89hoceegj+/v7ujrRNYQJAROQlCgsL8e9//xubN29GUZFlFL7ZrzOMnfvA1KkHIPfyP+nWHoHArlBUFkJ19QTOn7+A9957D+npf8f994/BY489hgEDBrBXwAG8/LeFiKhtKy0txQ8//IAdO3bgyJEjlkKFGsaQfqjt3BuCbyenx9DqdQDsJZPB7B8Gs38YDLU1UF47DaHoFLZt24Zt27YhNCwMDz7wABITE9GjRw/nxdHGMQEgIvIw1dXV2L17NzIzM/HTTz9BEAQAMpgCwlHb6S6YOkY7ZGDfnbCuA9DrqTfg36WPNBWw1bMB7pCo0qI2bCBqQwdAUaGH6toZFBZdxLp167Bu3TpER0cjMTERDzzwACIiIpweT1tiVwKQlpaGf/3rXzhx4gR8fHwwYsQIvPPOO+jTp49Up6amBv/v//0/rF+/HgaDAUlJSfjggw8a7C9OREQ3lZSUYO/evdi9ezcOHDgAk8kEwNLFX9upB0xB3d0yqK/+OgD1/3VF429DJoM5IBzmgHDUdEuAsuwSlNfO4UJePj766CN89NFHuOuuuzBq1CiMHj0aPXr04G2C27BrKeCHH34YTz31FO655x6YTCa88cYb+OWXX3Ds2DH41S3x+vzzz2Pz5s1Ys2YNdDodZs6cCblcjj179tzRa3Ap4DaGSwG7lbcssestcTpaQUEBdu/ejR9//BG//PILrH+Ozb6dYOoYjdqg7hC1nvH/Ye32d3r3v73MtVBevwjV9fNQlhcAghkAEB4ejtGjR2PUqFHo378/FAqFmwN1DXveS3b1AGzdutXm6zVr1iAkJAQ5OTm49957UVZWhlWrVmHdunV44IEHAAAff/wx+vXrh3379mH48OF2fitERG2HyWTCsWPHkJWVhaysLFy4cMFyQiaDqUMYTB27whTYDaKmg1vj9CoKFUzBd1kWOjLXQll2GcrrF1FwNR+ff/45Pv/8cwTodBgeH4+EhATExcVxNkGdVo0BKCsrAwAEBVn2kc7JyUFtbS0SExOlOn379kXXrl2RlZXVaAJgMBhgMBikr8vLy1sTEhGRRykrK0N2djaysrKQnf0TKisrLCfkStQGdq0b9R4FKLXuDbQZ9ccBuPL+v90UKpiComEKigYEMxQVeiivX0RZWT6+++47fPfdd5DL5Rg0aBCGDx+OhIQEdO3atd3eKmhxAiAIAl5++WWMHDkSAwYMAADo9Xqo1WoEBgba1A0NDYVer2/0edLS0vDWW2+1NAwiIo8iCALOnDmD/fv3Y9++fTh27DhEUbCc0/jDFHI3TIFdYPYP85ppe/WXAPbYxv9WcgXMukiYdZEwiCLkN0qgLL0EZVk+cnNzkZubi/T0dISHhyM+Ph7Dhw9HTEwMtFrPTcQcrcW/fTNmzMAvv/yC3bt3tyqA2bNnIyUlRfq6vLycS0ASkVepqKhATk4O9u3bh/3Z2bheUmI5IZPB1CEUJl0UzIFRELQ6uzbi8RT17/t75DiA25HJIPh2gtG3E4wRgyGrrYGizJIMFBRdxldffYWvvvoKKrUaQ2JiMHz4cAwbNgxdunRxd+RO1aIEYObMmfj222+xa9cum/+gsLAwGI1GlJaW2vQCFBYWIiwsrNHn0mg00GjubFtKIiJPIIoiLly4gH379iErKwu//PJL3VQ9QFT5oja4F8y6LjAFRNzxtrueyt3TAJ1BVGlvjhsQBSgqr0JRdgnmskvIzs5GdnY2ACAysgsSEiy3CgYNGgSVyjVTL13FrgRAFEW8+OKL+PLLL7Fz5050797d5nxsbCxUKhUyMzPxxBNPAABOnjyJvLw8JCQkOC5qIiIXMxgMyM3NlRr9m7c1ZTB16AyzLgqmwC4QfIK88lN+UzxmGqCzyOTSokPGLnGQGavregcu4bK+ABs3bsTGjRvh4+OLe+6JQ0JCAuLj46Wxb97MrgRgxowZWLduHb7++mv4+/tLbwCdTgcfHx/odDo8++yzSElJQVBQEAICAvDiiy8iISGBMwCIyOuUl5djz5490tx864BlUamBKagHTIFRMOm6eP2n/Ntx6HbAHk5U+8LUuTdMnXujRhCgqCyEsjQPQtklaX8CwDLAfeTIkbj33nvRrVs3N0fdMnYlAB9++CEAYMyYMTblH3/8MZ555hkAwF/+8hfI5XI88cQTNgsBERF5g5KSEuzevRu7du3CoUOHYDZb5pWbfQJhCusNc2AUzB1CAJnczZG6jtfd83cUuVxafMiAeMhqyqSBhCdOnsKJEyewatUqdOvWDffddx/uvfde9OzZ02tmFdi1EJArcCGgNoYLAbmVtyyw4+44Kyoq8P333+P777/H4cNHpFH7Zr/OqO0YDVPHbh6zII+r1R8DoPYPwtGMV9B/2lIAaJ9JgZXZCGVpPpTXL0BVdhkQLCs3RkRG4r5778XDDz/slp4Bpy0ERETUVoiiiMOHLfvP/2fnTtQajQAAk39Y3dx8LsgDNBwD0H/aUhgrSrx+IGCrKdQwdeoJU6eeqJEWILqAAn0+PvvsM3z22WcYNGgQHnnkEYwZM8YjpxcyASCidqWqqgqbNm3C5s2bcenSJQCAoNXB2GUwTME93bLevqfz79IH0Y+9gNPrFyH6sRdw4dsP2tZAwNaqtwBRjWCCsjQfquJTOHz4MA4fPoz33nsPiYmJeOKJJzxqvAATACJqF2pra7Fp0yasXfsJysvLLCvxBfdCbXDvunv63nHf1h0MZUW48O0HNo2/f5c+t7+wPZIrYQrqDlNQd8gMlVAVn4ZYfBqbNm3CN998i0ce+RWSk5MRHBzs7kiZABBR2yaKIn744Qf8/e9/x5UrVwCFGoYusTB27gco1e4OzytYbwP4d+kDVYdANv53SNR0gDFyCIwRg6EovQTt5Rxs3rwZ27fvwJNP/jcmTZoEX1/39Ti1n2GsRNQu/eMf/8Cf/vQnXNEXwhjaHxWDfgtj+GA2/nYwlBXh9PpF0iJAhrIid4fkXWRymDt2RVX/x3Gj+2gYoMQ///lPvPLKH1FdXe22sJgAEFEDK1asQHR0NLRaLeLj46WV0ZryxRdfoG/fvtBqtRg4cCC2bNniokib98UXX2D16tUQNAGoHPAbGLrGe/SmO56mfkPff9pSaT2AW8/RHZLJYQruhcqBT6C2U08cO3YUb775ps2GeK7EBICIbGzYsAEpKSlITU3FwYMHMXjwYCQlJeHq1auN1t+7dy8mTpyIZ599FocOHcL48eMxfvx4/PLLLy6O3NalS5ewYsUKiGo/VPd5uN1O42sp6/S/iksncTTjFRgrLPsbGCtKcDTjFRzNeIVJQEvJlajpPhq1HaNx6NAhbNy40T1huOVVichjLVu2DNOmTUNycjLuvvtupKenw9fXF6tXr260/l//+lc8/PDD+OMf/4h+/fphwYIFGDp0KN5//30XR27Lul25sVNPTudrAeuqf/5d+kjTAK23AKzTATkLoBVkchjDBwG4+bvqakwAiEhiNBqRk5ODxMREqUwulyMxMRFZWVmNXpOVlWVTHwCSkpKarA9Y1tUvLy+3ORzNx8cHAKCougbULezjCtZPxYayomYf32k9Z11/J89lpfYPkgYBWhcEsu4K6KpYXPn/4iqKqmIAN39XXY2zAIhIUlxcDLPZjNDQUJvy0NBQnDhxotFr9Hp9o/VvbpbTUFpaGt56663WB9yMbt26oX///jh69Ci0Z3eipsd9gFzh1Nesv2re6fWLAKDJx82dc8X1jKXxx67q2VAWn4b2YhZ8fX0bLK/vKlwKmJyLSwG7lb1L7BYUFCAyMhJ79+612cHz1VdfxQ8//ID9+/c3uEatVmPt2rWYOHGiVPbBBx/grbfeQmFhYaOvYzAYbAY+lZeXIyoqyuFLAVdXV+PNN9+0rOnv1xmGLnEw+4c5dc6/dd1866fJph43d84V1zOWph87k8xQCfWVn6EuOomAAB2WLv0zevfu7bDn51LARNQiwcHBUCgUDRruwsJChIWFNXpNWFiYXfUBQKPRQKNx/g56vr6+WLx4Mf785z9jx44d8D35b5g6hMIYOQRm/3CnJALWBqR+Q9LU4zut56zrGUvT1zua1PAXnwZEAVFdu2LB/PmIjo526us2h2MAiEiiVqsRGxuLzMxMqUwQBGRmZtr0CNSXkJBgUx8Atm/f3mR9V9NoNJgzZw5WrlyJkSNHQllZCN+TW+F7/Fuorp4ATDXuDpHaKkGAojQf2rM70eHIRqiLTiIqqgvmzJmDNR9/7NbGH2APABHdIiUlBVOnTkVcXByGDRuG5cuXo6qqCsnJyQCAKVOmIDIyEmlpaQCAl156Cffddx/effddPProo1i/fj0OHDiAlStXuvPbaKB3795YuHAhTp8+jU8++QS7d++B4mIRtHn7YNJFojaoJ0yBUYBC5e5QyZuJIhSVV6EsOQtVyQXI6hLM6OhoPP300xgzZgwUCueORblTTACIyMaECRNQVFSEefPmQa/XIyYmBlu3bpUG+uXl5UEuv9l5OGLECKxbtw5z5szBG2+8gV69euGrr77CgAED3PUtNKtXr15YsGABrl27hu+//x47duzAyZMnoSzNt+wPENgVpsAomHSRXDSI7oxgtjT6pflQll6A3FAJAAgK6oQHHxyHxMRE9O7dGzIP22+CgwDJuTgI0K3sHQToLu6OMz8/Hzt27MD2HTtQcPlyXakM5g6dYdJ1gUkXBcE3iBsGkURmrIai7BKUZflQlRcA5loAkEb1P/jgg4iJiXH5p30OAiQiskNUVBSSk5PxzDPP4Pz589i/fz/27duHI0eOQFF5FZrLByGqfFGri4Q5IBLmgHCIKvfM3SY3EUxQVF6ForwAyrLLUFRfk05FRUVh+PDhiI+Px6BBg6BWe8c+E0wAiIjqyGQy9OjRAz169MDEiRNRUVGBnJwcS0Kwfz+uF58Gik8DAMw+HWEOCIfJP8IytZCbC7UtogB5VTGU5VcsjX7VVUAwAwBUajWGxscjvu6IjIx0c7AtwwSAiKgJ/v7+GDNmDMaMGQNBEHD27FkcPHgQBw8exM8//4yawmNQFx4DIIPZrxNMAREw+4fD3CGEgwm9jShCfqMEinI9lOUFUFbqpW59mUyGXr16ITY2FkOGDMGgQYOg1Xr/+BAmAEREd0Aul6NXr17o1asXJkyYAJPJhOPHj0sJwdGjR6G4UgxcOWzZ/tUvGCb/MCYEnqpeg6+ouAJlZSFkppuLU3Xt1g2xQ4di6NChiImJgb+/vxuDdQ4mAERELaBUKjFw4EAMHDgQU6dORU1NDX755Rfk5uYiNzcXx48fh6LyahMJQSig4J9fl7pNgx8Z2QVDhsRg8ODBGDJkCIKDg90YrGvwN5CIyAG0Wi3i4uIQFxcHALhx4waOHj3aZEJg8usMc0B4XULQGZDzz7FDiSLkNaVQlF+BovwKlJX6Rhv8mBhLo9+5c/vb2ZC/cURETuDj49MgIbD2EBw6dAgnTpyAUFkIIBeQK2DyC6lLCMJg9gsB5Fyo1S6iCJmhvG7QXl2DX3tDOh0eHi5158fExLTLBv9WTACIiFzAx8cH99xzD+655x4Alo2KDh8+jEOHDuHQoUM4ffo0lBVXLJUVKpj8w2AKiIRJFwlRE8A1CBpjMkBZXgBF2WUoywsgN1ZKpzp3DsHQofdiyJAhGDJkSIMdK6mNJgBNLRAEcJEgIvIMvr6+GD58OIYPHw4AqKiowM8//4xDhw7hpwMHkHfxomV1QgCC2g+mgEiYdZEwBUQASudvpOSRBDMUVUV1Df5lKKqKpVMBAQGIG/UAhg4diiFDhiAiIsLjVt7zNG0yASAi8jb+/v4YNWoURo0aBQC4evUqDhw4IB3lxaeA4lMAZDB1CIEpsCtMHbtC1OrcG7izmQxQll2C8noeVOWXAbMRAKBQKjFoyBDpNkuvXr1slqim22MCQETkgUJCQvDII4/gkUcegSAIOH36NA4cOID9+/fjyJFfoKwsBC79BEGrsyQDgVGW6YYy728EZTXlUJbmWY7KQqBuxfqIiAgkJCTgnnvuweDBg+Hjw9UYW4MJABGRh5PL5ejTpw/69OmDyZMno6ysDPv378eePXuwPzsbNfojUOuPQFRqURsUDVNQz7pkwHu6wGWGSqhKzkF57SwUN65bymQy9O/fHyNGjMDIkSPRtWtXdus7EBMAIiIvo9PpMHbsWIwdOxZGoxE///wz9uzZg127fkTJ1RNQXz0BQdMBtUE9YOrUE4JPR3eH3DhTDVQlF6C8dtbySR+ASqXC8NGjMWLECCQkJCAwMNC9MbZhTACIiLyYWq2WZhe8+OKLyM3NRWZmJnbu3InqK4ehuXIYZt8g1Ib0Q21QT/cvQCSKUFToobp6DKrSfEAUIJPJMTQ2FomJiRg9ejQ6WHcQJadiAkBE1EYoFArExsYiNjYWL730Evbv348dO3Zgz969UFzYA82lAzAG90ZtSD+IGhc3smYTVCVnoSo8JnXx9+rVC2PHjsUDDzyATp06uTYeYgJARNQWaTQa3Hvvvbj33ntx7do1fPPNN/j6669xXX8EGv0vqO3YDcbIIc6/PWAyQq0/AnXRCchMBiiUSjzw0EP4zW9+g379+jn3talZTACIiNq4Tp064ZlnnsHkyZPxww8/YOPGjThx4gRU1y+iNvguGCKGOL5HQDBDdfU4NFcOQ2aqQcegIDz+64kYN24cP+17CCYARETthEqlQmJiIh588EFkZ2dj5cqVOHv2NFQl51DbMRqi3FE7FopQlV2GzFgJP78OePp3z+G//uu/oNG00wWMPFS7SwCaWyWwKU2tHtjUc3G1Qc/FnxmRZXpdfHw87rnnHmRmZuKjVatQqD/r0NdQqdX47cSJmDRpUpvcSrctaHcJABERWcjlcjz00EO4//77odfrHfrcOp2ODb+HYwJARNTOKZVKdOnSxd1hkIt5/5qRREREZDcmAERERO0QbwHcgZYMHLT3uRw5CK0l2yE7cnAkORYHLhKRM7AHgIiIqB1yWgKwYsUKREdHQ6vVIj4+HtnZ2c56KSIiIrKTUxKADRs2ICUlBampqTh48CAGDx6MpKQkXL161RkvR0RERHZyyhiAZcuWYdq0aUhOTgYApKenY/PmzVi9ejVef/11m7oGgwEGg0H6uqysDABQXl5+29cRDNUOjNpxmou9qZjv5Pu9U839vzT1Oi35v7yjmKuq6l8AmM12v44jueL/39FaE7O1jiiKDo3J0azxefLPgcgb2PWeFx3MYDCICoVC/PLLL23Kp0yZIv76179uUD81NVUEwIMHDyce+fn5jn6rO1R+fr7b/4948GhLx5285x3eA1BcXAyz2YzQ0FCb8tDQUJw4caJB/dmzZyMlJUX6WhAElJSUoFOnTpDJZE2+Tnl5OaKiopCfn4+AgADHfQNOwFidw1tidWecoiiioqICERERLn1de0VERCA/Px/+/v7Nvu/JvbzlPdee2fOed/s0QI1G02CDiMDAwDu+PiAgwGt+ERmrc3hLrO6KU6fTufw17SWXy7kSnRfxlvdce3Wn73mHDwIMDg6GQqFAYWGhTXlhYSHCwsIc/XJERETUAg5PANRqNWJjY5GZmSmVCYKAzMxMJCQkOPrliIiIqAWccgsgJSUFU6dORVxcHIYNG4bly5ejqqpKmhXgCBqNBqmpqV6xvzRjdQ5vidVb4iS6Hf4uty0yUXTO/KD3338ff/7zn6HX6xETE4P33nsP8fHxzngpIiIispPTEgAiIiLyXNwLgIiIqB1iAkBERNQOMQEgIiJqh5gAEBERtUMenQDYu6XwF198gb59+0Kr1WLgwIHYsmWLiyK1L9aMjAyMHj0aHTt2RMeOHZGYmOjS7ZJbulXz+vXrIZPJMH78eOcGWMfeOEtLSzFjxgyEh4dDo9Ggd+/eLvsdsDfW5cuXo0+fPvDx8UFUVBRmzZqFmpoal8RKRAQADt8MyFHWr18vqtVqcfXq1eLRo0fFadOmiYGBgWJhYWGj9ffs2SMqFApxyZIl4rFjx8Q5c+aIKpVKPHLkiMfFOmnSJHHFihXioUOHxOPHj4vPPPOMqNPpxEuXLnlcrFbnz58XIyMjxdGjR4uPP/64x8VpMBjEuLg48ZFHHhF3794tnj9/Xty5c6eYm5vrcbF++umnokajET/99FPx/Pnz4rZt28Tw8HBx1qxZTo+ViMjKYxOAYcOGiTNmzJC+NpvNYkREhJiWltZo/SeffFJ89NFHbcri4+PF3//+906NUxTtj/VWJpNJ9Pf3F9euXeusECUtidVkMokjRowQP/roI3Hq1KkuSQDsjfPDDz8Ue/ToIRqNRqfHdit7Y50xY4b4wAMP2JSlpKSII0eOdGqcRET1eeQtAKPRiJycHCQmJkplcrkciYmJyMrKavSarKwsm/oAkJSU1GR9d8Z6q+rqatTW1iIoKMhZYQJoeazz589HSEgInn32WafGZ9WSODdt2oSEhATMmDEDoaGhGDBgABYtWgSz2exxsY4YMQI5OTnSbYJz585hy5YteOSRR5waKxFRfW7fDbAx9m4pDAB6vb7R+nq93mlxAi2L9VavvfYaIiIiGiQwjtaSWHfv3o1Vq1YhNzfXqbHV15I4z507h++//x6TJ0/Gli1bcObMGbzwwguora1FamqqR8U6adIkFBcXY9SoURBFESaTCc899xzeeOMNp8VJRHQrj+wBaE8WL16M9evX48svv4RWq3V3ODYqKirw9NNPIyMjA8HBwe4Op1mCICAkJAQrV65EbGwsJkyYgDfffBPp6enuDq2BnTt3YtGiRfjggw9w8OBB/Otf/8LmzZuxYMECd4dGRO2IR/YAtGRL4bCwMLdsQdya7Y+XLl2KxYsXY8eOHRg0aJAzwwRgf6xnz57FhQsXMG7cOKlMEAQAgFKpxMmTJ9GzZ0+3xwkA4eHhUKlUUCgUUlm/fv2g1+thNBqhVqsdHmdLY507dy6efvpp/O53vwMADBw4EFVVVZg+fTrefPNNyOXMy4nI+TzyL01LthROSEiwqQ8A27dvd/oWxC3d/njJkiVYsGABtm7diri4OKfGaGVvrH379sWRI0eQm5srHb/+9a9x//33Izc3F1FRUR4RJwCMHDkSZ86ckRIUADh16hTCw8Od1vi3NNbq6uoGjbw1cRG5NQcRuYq7RyE2Zf369aJGoxHXrFkjHjt2TJw+fboYGBgo6vV6URRF8emnnxZff/11qf6ePXtEpVIpLl26VDx+/LiYmprq0mmA9sS6ePFiUa1Wixs3bhSvXLkiHRUVFR4X661cNQvA3jjz8vJEf39/cebMmeLJkyfFb7/9VgwJCRHffvttj4s1NTVV9Pf3Fz/77DPx3Llz4nfffSf27NlTfPLJJ50eKxGRlccmAKIoin/729/Erl27imq1Whw2bJi4b98+6dx9990nTp061ab+559/Lvbu3VtUq9Vi//79xc2bN3tkrN26dRMBNDhSU1M9LtZbuSoBEEX749y7d68YHx8vajQasUePHuLChQtFk8nkcbHW1taKf/rTn8SePXuKWq1WjIqKEl944QXx+vXrLomViEgURZHbARMREbVDHjkGgIiIiJyLCQAREVE7xASAiIioHWICQERE1A4xASAiImqHmAAQERG1Q0wAiIiI2iEmAERERO0QEwAiIqJ2iAkAERFRO8QEgIiIqB36/yHkvcXYcSuTAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Distribution of PAGA connectivities for determining the cutting threshold\n", "fig, axs = plt.subplots(1, 2, figsize=(6, 3))\n", "paga_conn = adata.uns[\"paga\"][\"connectivities\"].toarray().ravel()\n", "a = axs[0].hist(paga_conn, bins=30)\n", "sns.violinplot(paga_conn, ax=axs[1], inner=None)\n", "sns.swarmplot(paga_conn, ax=axs[1], color=\"k\", size=1)\n", "thr = 0.5\n", "_ = axs[1].axhline(thr, c=\"r\")\n", "_ = axs[0].axvline(thr, c=\"r\")" ] }, { "cell_type": "code", "execution_count": 33, "id": "be3318e3", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compare PAGA with and without prunning\n", "fig, axs = plt.subplots(1, 2, figsize=(6, 3))\n", "sc.pl.paga(adata, ax=axs[0], title=\"PAGA\", show=False)\n", "sc.pl.paga(adata, ax=axs[1], title=\"PAGA - prunned\", threshold=thr)" ] }, { "cell_type": "markdown", "id": "db6c3225", "metadata": {}, "source": [ "### PAGA layout\n", "The layout used in PAGA is optimised to correspond to the PAGA `connectivties` (edge weighs). However, sometimes we would wish to have a different layout. For this we can use the `pos` argument." ] }, { "cell_type": "markdown", "id": "f1aa888c", "metadata": {}, "source": [ "#### PAGA layout corresponding to UMAP\n", "Set PAGA dot centers to the mean of the UMAP embedding values of cells from the corresponding groups." ] }, { "cell_type": "code", "execution_count": 34, "id": "02a666ba", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compare UMAP and PAGA layouts\n", "fig, axs = plt.subplots(1, 2, figsize=(6, 3))\n", "sc.pl.umap(\n", " adata, color=\"louvain\", ax=axs[0], show=False, title=\"UMAP\", legend_loc=\"on data\"\n", ")\n", "sc.pl.paga(adata, ax=axs[1], title=\"PAGA\")" ] }, { "cell_type": "code", "execution_count": 35, "id": "0306703a", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAARAAAAEOCAYAAABB1kj+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA+LUlEQVR4nO29eXxb9ZX3/773apdlyfLueE2CE5IQCBQoDQHKVgqhU1qgLGHa8rTzFDpDO4VOeaYt04W2D0On8OtQmD6QpYWhQDqFgZaWMkAIkLKEsKUkcRInduLdsq19v/f3h2LFjiVZkmVbdr7v18uvRLrbV7bu555zvud7jqRpmoZAIBDkgTzbAxAIBHMXISACgSBvhIAIBIK8EQIiEAjyRgiIQCDIGyEgAoEgb4SACASCvNHNxkVVVaW7uxubzYYkSbMxBIFAkAZN0/B6vdTV1SHLmW2MWRGQ7u5uGhoaZuPSAoEgSw4dOkR9fX3GfWZFQGw2G5AYYGlp6WwMQSAQpMHj8dDQ0JC8TzMxKwIy6raUlpYKAREIipRswgsiiCoQCPJGCIhAIMgbISACgSBvZiUGIpg7xONxQqEQkiSh1+txu91EIhF0Oh0OhwODwTDbQxTMIkJAjhMikQgejwdVVTGbzRiNRtxuN9FoNKUYqKpKT08PIyMjpCsZ09/fT0VFBTU1NTP1MQRFhhCQeY6maXR3dzM8PJxxv/7+fhRFwWKxUFZWxuDgIIFAYNLzDw4OEgwGaWxsRFGUQg1bMEcQAjKPicViHDx4kFAolNX+8Xgcr9eL1+vN6Tp+v5/29nYaGxsxGo35DFUwRxFB1HlKLBajvb09a/GYKuFwmL1799LR0UEkEpmRawpmHyEg8xSXyzUrN7LX6+XAgQPEYrEZv7Zg5hECMk8ZGRmZtWtHo9FJYy6C+YEQkHlKNBqd1evPpoAJZg4RRJ2HxONxJElKO/2aLdGoSiyuoSgSBn1uzxrhwhwfCAGZh2TK3ciEqmp094Xo6AriGooQiqjJbUaDTHmZnsYFFhbUmFDkzAut4vE47e3tOJ1O7Ha7qPsyTxECMg9xu905H9PdF2L7+yOEwiqSBMfqTzii0t0XprsvjNEgc+oKOw115oznDAQCBAIBBgYGaGlpQacTX7f5hoiBzENUVZ18p+S+Gm+9N8yrbw0RCieOm8x4CUdU/rJjmNd3DBGPT27phMNhurq6sh6TYO4gBGSeoapq1gFUVdN4/Z1hDhwK5nWtzu4Qr20fIq5OLiJer1fkh8xDhIDMM0ZGRojH41ntu2e/j8M9U0s06x0I89e27DJXg8H8hEpQvAgBmWdkm3/h8UbZuSe3lPV07N7nY2hkcutiaGiIw4cPMzQ0lJObJSheRFRrHjG69D4bdu/3pd3WceADtm15nO6uNgL+RED20k//A6eduTbl/pIEu/b5WP0RZ8Zr+v1+IGEl9ff309TUhNmcORArKG6EBTKP6Orqymr6NhJR6ewKpg2W9nbtpX3fDkzmyYvqQiLo2tUbIhjKznWCRJ5IR0eHsETmOEJA5gnhcBiPx5PVvoPDETLFPU9adSH/9L0nuf7GH+U0hn5XOKf9Y7GYyFid4wgBmSf4fOldkmMZGomQKa/LYi1Fr89tWb4kwfBI7unz+eSsCIoHISDHIcFQ4d0GTYNgOHsXZpRwODerRVBcCAGZJ5SUlMz2ECCPpTdizczcRgjIPMFoNGYtIiZj4f/skgRGoyhpeLwhBGQeMVkf01HK7PpJ09VzRdPAadfndWw2tVcFxYnIA5lH6HQ6ysrKJk0mq3AakEjvceza+Sov/PGhcVOsW57/NX/Z+lsWNCzlimtuT33e8vxaPLhcLiwWS17HCmYXYYHMMyorK5HlzH9Wk1FhQY0p7UxMJBxgeKgH90hf8r2A383wUA9ej2vC/hJQXWGkxJLf80ikuM9dhAUyzzAYDCxevJjDhw9ndA2WLi7hcG/qrNWTT7uYk0+7OOtrasCJJ+QfxJ1q4SPB7CEskHmIwWBg4cKFGS0Rp8PAkkVTn7lR1Th6aZCq8vzbOUSjUT788EN27dpFR0dHTjktgtlFCMg8ZjJXZkWrjco84xaQEI+err3c9cOv8M477+R9nsS51GRfmoMHDzIwMDCl8wlmBiEg8xibLfNaFkWRWHOGk9qq3KyHUZej48AHPLL+/+D3e7nlllvo6OjIe6zH0tfXJ5LM5gBCQOYxFRUVk+6jU2TOPt3JaSfZUZQs65ZqKn965n4eWX87kXAizjIyMsLNN99c0HYOojVE8SOCqPMYvT67vAxJkljUZKWxzkxHV5CDhwKMeKLjFtxJEthtOprrLTTVm3nvdXVC7cPOzk5uueUWHnroIQwGA55dnfj3dRHzh1DMRky1TpwfWYKkZPfcEhZI8SMEZB4jy3JO7R30epnFzVYWN1tRVQ1fIE48rqEoYLXoxlVi//73v09vby9vvfXWuHP89d33uf+L/8RH1Qp8e4/UQR1TpdlYaafh6vOo+5vVGMtLM45HNOsufoQLM89xOBx5HSfLEqUlOsrsekpL9BPaOOj1eu655x5aWlqS71VLZv6P/lSW7w7h3TumiPIYAQsPuNl3/9O8uvafGdj6fsYxiFohxY8QkHlONoll+WK327n//vtxOp3USha+pluJDT2SJJExmqJpqNEY737jAXr/vD3tbh6PRyy2K3IkbRayeDweD3a7HbfbTWlpZjNWMHVCoRDt7e3T9kR/b9ub7P+HX2LRdChH0lv/FOvkz+qhlPvfrf9YYj8JJFnm9I3/hH15c8p9DQYDixYtEu7MDJLL/SkskOMAk8lEU1PTtHWHK93twibpk+IxFis6GqWScT/JvY48utofejbtuSORCN3d3YUftKAgiCDqcYLVamXhwoUMDAwkSx/q9fopN+HW4iqdj29JuzJvmezkWt0JGY8ffOUDgj1DmGtTF2V2u91UV1djMOSf9CaYHoSAHEeYzWYaGxtRVRVN05BlmZGRkSl1jRt8bSeRwfRlCd9XB3knMogZhQaphEuURurlY1LoJeh68hUW3/w3ac8TCASEgBQhwoU5DpFlGUVRkCSJsrKySdfNZML9QTuSLvWxMmDDgBMjXqJ8qA3z89j7HFaPWeuiaoy8357xOmLBXXEiLBABFouFJUuW0NnZmezdki0xXxBSzLmcqlSyRqnFKiWS2Xarw/y/2IfE0HhN7eFz8ni3JurOfN1sk+IEM4sQEAGQSNpqaWkhFArh9SY61oVCoUmrpktpbuwqaXzDqKVyGVZ0+IkxrE3sYicbMn8Vjcb8V/sKpg/hwgjGYTKZqKyspLKyMqub1lhRipZieviF+GGGtaOp6HvUEfwkcjqc0jHnlSVMVWVpr6HT6YQFUqQIC0SQFofDQX9/f8Z9qi86jb0/f3LC+9vivTwb78CBEQMy/SSqjhmQOUepG7+zqlHzyTPSXqO2tjb3wQtmBGGBCNJiMBiorKzMuI+5tpyKs1fAMQvkLlTqOUGyE0fFRYgyjJwqV/IN/cnUSOPrnxqcNirPWZny/BUVFdjt9ql9EMG0ISwQQUaqq6sJBAIZg6uNn/s4g698MO69s5QazlJqJr+ALNHwuY8j6yZmmi5evBiTyZTzmAUzh7BABJMymQvh/OiJ1F91TqrJmIxIiox9eTNNN1w0YZvNZhPiMQcQAiKYFJPJlLE4kSRJLP3mNdRe+tHsTypL2JY0cMq9X0UxTgyQZlMMSTD7CAERZEV1dXXG7ZIis/z7n6f11qswOI+UUjw2OU1K/MgmAw1Xn8fpD96GwTE+K1WSJOrr67FarQUcvWC6EDEQQVZIkoROp8u4vF6SJJquu4CGq85j4JX3OfTEFnz7uogHwshGPebachZ8Zg21nzwDndVEY2MjJpOJ4eFhYrEYJpMJh8MhVt7OIYSACLIiEolkXZtD1itUn7+K6vNXpd3HaDRis9mQJGlS60ZQvAgXRpAV+RT20ev1KSvDT3d5AcHMISwQQVbkkwlqMBhoamoiFAolSwhYLBZKSqbe0EpQHAgBEWTFqDUxuk4mG8rKEunpJpNJTMnOU4QLI8ia2tpadLrsnjlWq1VkkB4HCAtEkDWj9UldLhcjIyOoqopenyiiHAolGnUrioLT6aSyslLEOI4DhIAIckKv11NTU0NNzfg09Xg8jqqq6HQ6IRzHEUJABAVBURSRv3EcImIgAoEgb4SACASCvBECIhAI8kYIiEAgyBshIAKBIG+EgAgEgrwRAiIQCPJGCIhAIMgbISACgSBvhIAIBIK8EQIiEAjyRgiIQCDIGyEgAoEgb4SACASCvBECIhAI8kYIiEAgyBshIAKBIG+EgAgEgrwRAiIQCPJGCIhAIMgbISACgSBvhIAIBIK8EQIiEAjyRgiIQCDIGyEgAoEgb4SACASCvBECIhAI8kYIiEAgyBshIAKBIG+EgAgEgrwRAiIQCPJGCIhAIMgbISACgSBvchaQYDDIq6++yocffjhhWygU4te//nVBBiYQCIqfnASkra2NE088kXPOOYeTTjqJc889l56enuR2t9vNF7/4xYIPUiAQFCc5Cci3vvUtVqxYQX9/P3v27MFms7F69Wo6Ozuna3wCgaCIyUlAtm3bxk9+8hMqKipYvHgxzzzzDJ/4xCdYs2YN7e3t0zVGgUBQpOQkIMFgEJ1Ol3wtSRIPPPAAl19+Oeeeey5tbW0FH6BAIChedJPvcpSlS5eyfft2TjzxxHHv33fffQB86lOfKtzIBAJB0ZOTBXLFFVfwm9/8JuW2++67j2uvvRZN0woyMIFAUPxI2izc8R6PB7vdjtvtprS0dKYvLxAIMpDL/ZmTCwNw8OBBnn/+eSKRCOeeey4rVqzIe6ACgWBuk5OAvPTSS6xdu5ZgMJg4WKdjw4YNrFu3bloGJxDMBeLxOLFYDJ1Oh6Io47ZpmkYoFELTNEwmE7I8v5K/c3Jhzj77bCoqKnjggQcwmUx85zvf4cknn6S7uzuniwoXRjAfiEaj9Pb24vF40DQNSZKw2WzU1NRgMBgYHBxkYGCAeDwOgKIoOJ1OqqqqkCRplkefnlzuz5wExOFwsG3bNpYtWwZAIBCgtLSUvr4+ysvLp2WAAkExEo1GaW9vJxqNTtimKAqSJBGLxVIeW1paSmNj43QPMW+mLQbi8XioqKhIvrZYLJjNZtxud04CIhDMdQYHB4lGowTDEjsP6nH7JeKqhNmgsaguxoKK1OIBifuos7OT2tpa9Hr9DI668OQcRH3uueew2+3J16qq8sILL7Bz587keyIfRDDf2bXfw9b3zezYZyCugiwBEmgaaJpEfUWM1cvDnLwoipIi7OHxePD5fDQ2NlJSUjLj4y8UObkw2QSAJElK+nzpEC6MYK4Rj8eJRCLIssyL20P84rceJEDVUscyJElD0yROWBDlhgv8GA2pzyvLMkuWLJkQfJ1Nps2FUVV1SgMTCOYasViM3t5e3G43mqbxdpueJ7ZaAdBIHwjVjgjLvm4dG54r4cuX+tCl0AhVVRkaGqKysnJaxj/d5OzCZEJVVZ599lnWrl1byNMKBLNCPB6nvb2dSCQCQP+IzOZXLIAGY8QjHHCx78176Wt/nrC/H52hhNKKZZx04V1Y7E109Ck8t93EZWeGUl7nuBeQffv2sWHDBjZt2sTAwEDKyPRso2kaXq+XQCAAJCLhFotllkclKGZ6e3uT4gHwlw+NSIy3PCLBIbY9/imCnk5kxYC1rAU0GO59m5CvD4u9CQ2J13cZuejUEIYUMdNoNEooFMJkMk3L54jFYrjdbqLRKHq9HofDUTCXKW8BCQaDbN68mYceeojXXnuNNWvWcMcdd3DFFVcUZGCFJBwO09HRMe7LMDg4iNFoZOHChUXlfwqKg0gkwvDwcPJ1OAJvtRkmxDz2bLuboKeTkvJWzrjiUUzWagDUeGTcurBIDN7Zb+DMpRFS4fF4CiIg4XAYVVUxGo1IkoTL5aK3t3fcPr29vdTW1uJ0Oqd8vZwF5K233uKhhx7iscceY9GiRVx//fVs27aN+++/P5kfUkxomsaBAwdSzsmHw2Ha2tpobW0VIiIYh8vlGvd61yE90dh48dA0jd69zwBgLqnjzSevI+g+hMXRzKKP3Ezdkk+P2//tvekF5FirPRaLJYO22QjL0NAQvb29WcUpNU2ju7sbg8Ew5RmgnARk5cqVeDwerrvuOrZt28by5csBuP3226c0iOnC7XbT09OTNqEHEn7url27qKqqoqqqagZHJyhmvF7vuNeegJycWRklEnQRDbsBGOjYgqmkBr3JjndwF+/+6R+QZD21J1x2ZG8Jjz990NXr9aKqKpqm0dPTkwzaAhiNRqqrq9POiPT09EwQvGwYHBycWQHZs2cPn/vc5/j4xz9elNbGWNrb25Pxjmzo7+9HkqQ5G8wSFJZjsxtSPdg19eiDqcR5Amdf9ycAXn30EnxDe+l4b9MYAYG4ml5AYrFYykLlkLCUOzs7aWxsxGq1Mjw8zMjICPF4HIPBgN/vz+WjJfH5fMkU/HzJaWVPe3s7S5Ys4aabbqK+vp7bbruNd955p+jy+g8dOpSTeIwyMDAgpqoFAFit1nGvzUaNYzOmDOZyZCWR4GGrOBFZMSArBmwViYJbQc/hcftbjFOrnNHb28v+/fvp7e0lFAoRjUbzFo9CkZOALFiwgG9/+9vs27ePhx9+mN7eXlavXk0sFmPTpk1FUdJwNOKciWhMxuM3MuI1MeI14QsYUNXENPTevXvxeDwzNFpBsXLs0owTFkx0g2VFT1ndmQB4B3ejxqOo8Sjewd0AWBwtyX0lSWNp49RmJyORyLiJgKlSUlIy5Yd/3muLzz//fB555BF6enq47777ePHFF1m6dCkrV66c0oCmSqabPxjS0TdkpWewlBGvCY/fiMdvZMhjpqvfzpDbTCAYp7Ozc1IREsxvzGYz9fX1yddOm8qS+hiSNN6KWPKxbyIrBnxDbWzZ9DG2bPoYvqE2JElh8el/n9xP0+CjS8MzNv5sGLuuLV+mXJzAbrdz8803s337dnbs2MF555035UFNhWODX5D44414TQyMlBCOjIZ9pHE/GhK+oIFel41QWEdfX58ozygYx8eWh8cFUQEcNas44zOP4aw/i2jITTwWprxhDWdd/STlDR8DQFVjmNX9lNmK5/u0YMGCgqzBmXclDXft2jVhLY7bZ8TtMydfh4IBHn3kHv7y6p9wuXpRFD1V1Qs4/8LP8pmr/g5Jkqgu93HikiaRbHacomkae/fuHecyaBo8vsXCu/v1GdPYx6KqMWIRL6/9Zi23fe3zXH311dM15KxZtGgRZrM57fZpWwtz/vnnT7qPJEm88MILuZy2YMTj8QniEY3J48QD4P5//zYvPP9bAJqaW/H7vRw8sJsND/4IvcHIpz79BVwjlozTv4L5TTgcnhBvkCS48pwAkZiFv3boYRIRUdUYsbA3kR/i6eTOO++krKyMiy66aBpHnhlFUTAajQU7X04CsmXLFpqamrjsssuKso5BqoCQN2Dk2LULH/71LQBOO/08fvDjhwmHg1zzmZOIRML09x0GJGJxhWBYRqwVPj5JZ5jrFFh3QYCtHxjZ+oERf2hifogkaWiqRt/+59j96o8Ieg4lz/mtb30Lh8PB6aefPiOf41gcDkdByyrmJCB33XUXGzduZPPmzVx//fXceOONRVVUWZZlLBZLcgpX1cAfNHDsk2L5ijPo6e7g7be2cPOXL8Dv9xKJhFl+0hl85sq/O7KXRndPmOrKuVurQZA/o6ngqYREluG8k8OsOSnMhx163t5rYNgnEY9LWEwaJyyIckZrmPv/fSvvHBGPUaLRKLfccgsbN25k6dKlM/VxgEQBsOrq6oKeMycp+uY3v8mHH37IU089hdfrZfXq1Zxxxhn8x3/8R9FMfdbU1CT/H4spE4JeAH//tZ9wwUVXAtBxsI3BgR50egMtLSdSYhstliQxNFJcUXPBzCHL8oRckGNRZDipJcoXLvbzj5/xcdtVXm6+3MdFp4axlyR6SV9yySUTjvP5fNx0000cOnQoxVlzp76+flKrwmQy0dLSUvCiznmd7ayzzuLBBx+kp6eHr371q2zYsIG6urqiEBGLxZKcflPTZP49+buHePF//otly0/n0c3v8sBDL2AxW/n9079i00P/N7lfJBoXMzHHMQ0NDVPL0pRlfvSjH/HRj350wrbBwUG+8pWv4HK50DQIhcHtBdcIDAwlfgaHYcQDgWDqTNhR/H4/ZWVlGcdSW1s7LQmfU5KjHTt28PLLL7Nr1y5WrFhRNHERh8PBsmXL0Okm/sJCoSCPbPopmqbxsTWfxO4op7GplROXfwSAd995JbmvJGkMDg7O2LgFxYWiKDQ3N0/pxjMYDNx7770pl34cOnSIx594msFh8PolItHRh96R1AJNIhoDfzAhLF5faiEZHh5Gp9Nhs9lSjqGmpmZSaypfchaQ7u5ufvzjH9Pa2sqVV16J0+nkjTfe4PXXX884NTTTyLJMY0MNiQDqUcLhIPF4YnZl394PAIhEQnR2JLJojabRaVsNgy5OX18f+/fvx+fzzdTQBUWE1WqltbWVyspKTCZTXqu2rVYr999//7hK7HZ7Gff8fBNXfe7GMSnyqYTqqKCEIjDkhlTldoaGhmhoaKCpqQm73U5JSQlOp5PFixcXJGEsHTkFUS+99FJeeuklLr74Yu6++24uu+wydLqCFjUrKCUlZqymQfyho4FUu93JipPOZOcHb7DlhSdp2/UOgaCfkeEBgGRsBCRs1kQMJBgM0tHRQXNz87QpuaB40ev1VFdXU11djcvloqenJ+dzlJeX88tf/pIbbriBSDTGz+/7NbV1DUDq2cPUJIK6I15w2GCswR+NRolGo9hstrSWyHSQc1Hl2traSRvj7NixI+N5Zqqo8sDAAIcOD9LrGv8L9XpH2PzY/by+7TkGB3vQ6w0sWLCQyz/9RT5+wRWAhiJr1FV6GPsxLRYLCxcunLbxThehUAi/359cKKhpGgaDgdLS0nnXKW26icfj7NmzJ+9Fl7t376bzsIeVK09DyfvhqyFJ4LQnZoRGaW1txWBIU705B6YtkeyOO+4oupW3mYjH4xj0cUrMYXxjpnNtNgc3fvmfufHL/5ziqISeOu0Bjv2ogUAgWRZuLhCPxzl8+HDK9H5IPPnMZjOSJKHX6zGZTDgcjqK2KmcbRVFoaGigo6Mjr+ObWpZSXjXVeyhhiXj9YLcdHddsfC/nXSr7WIaHh+nq6kLTwOW2EAgZODapbDyJX0W5PYDVnHrl5OLFi6etdmUhiMfjeL1e4vE4Lpcr59WbkiQVrNzdfCYSidDd3Z1TbEzTYGgkkZ907Hfwicc38ZdtWzjUeRCv102Zs4JTTjmdv/3CTdQdcXVSUWbXktXe7XY7DQ3p982WabNAysrKUlogdrud1tZWbrvttllN0z0Wu91Ob28v8XiccnsAoyGG128kFlc4NrgKYDLEsJeEMBrS97UphIk4XbhcLvr6+qZU02S03J1er59RX3quYTAYaG5uJhaL0dXVldbKG0skmr6PzJO/e5T+vh4aGpoxGk309Bzmz889zfa3tvGrR36P1ZoqoVEjFIKSI2G50Q6RM7l+KycBuffee1O+PzIywttvv83atWv57W9/y+WXX16IsU0ZWZapr6+ns7MT0LBZIpSYI4QjOoJhPXFVQpI0dIqK1RRFp8t84ymKUrQxg+Hh4byCe+no7Oxk6dKlolbsJOh0OhoaGmhra5t07VRi9iS1BXzZ2s9y0cWforq6FoBf3HcX/7X5YYaGBtnx9uusOefCFGeUCEc1xkqL2+0uXgH5/Oc/n3H7Kaecwk9+8pOiERAAm83G4sWLcblcyRJuZrOCKRTM+VzFOgMz2iW+kGiaRmdnJy0tLZPvfJwjyzJms3lSKySaQV/W3fC/x70+aeWp/NfmhwHQZ7B6VTXhEslHNGmyrpCFpqDRsrVr13LnnXcW8pQFwWg0UldXN+49TdPw+/34/X4ikUhWBYRG10YUUyB5tFHzdOD3++dU0Hg2ySbwnPAsJ//uxONx/vBMYrV4bV09p546MZP1KBKaqsERQ7GQK22zoaD2eDgcLuoYwVgkSaKkpITq6moaGhqySrZxu9309fXNwOiyY7TY7nRSDMsT5gIOh6Mg5wkGA9zxna/x1puv4XRW8KOf/GLSe2o0midJ0qQp7YWmoAKyfv16TjnllEKecsaorq7OKmg4NDQ042ZiOgYGBtJvjMUTUbtQJPFvrDjGPF+xWq3Y7faM+0wWPhtyDfKPX/sCf9m2hfqGZn7+i4dpbl406bVHz1tVVTXjU/A5Xe0b3/hGyvfdbjc7duygra2NrVu3FmRgM40kSTQ2NrJ//35CodQ9TCFReNnn8036ZZkuVFUlFouhKMrEKURNQwpFkAJBpBSCoel1aBYTmtHAhCSXNIiZmOypr6/HaDQyNDSUMqCq00EsnjqIeuDAPv759pvp6+3mpJWn8cMf/ZzS0sm/Y7KsJeMfs7HwMycBeeedd1K+X1paykUXXcTvfve7OR10G02oyiQgMDt/qHg8sS5neHg49fXDEWS3D0nTUkxQHyEaQ3b70CQJ1V4CxsndzWKK9xQ7kiRRVVVFZWUlbW1tE7rNGfQQCqf+ff7Ld79OX283AMGAn//zrZuS2y697DNctvbKFEdp43rtFr2AvPTSS9M1jqLBarVOGk2f6Tqpo13iw+HU9UmkYBjJc9QaSXfLJ9/XNOQRL1ppCZo5c9AtHo+LIGqOjPZsORaD/ki1shSJZNHo0YS/fft2j9t2+hmr01xJwjym18xs1O8VOcvH4HA46O/vT5uMVVpaOuOBYpfLlVY8CEeS4pH9kqwj2QgeH5ospbVERi0yQW6kyweRJLCawReY+Jf6zeN/zvEqCetjbMhjNjKkhYAcg06no6Kigv7+/gnbzGYzCxYsmPExDQ0Npd6gacju1OLx6//azJPP/Ynuvl5CkQhOu52Tly3npnV/y5KFi5IiInt8qBVlKWMidrtdJJLlQaapVJMRwhHtSE5Ivu5hoiZ8yTFpST6fb27PwswHhoaGUooHJNyb6bqhotEooVBowgxPKBRKn+EYjiBpqRsMvPX+ewy5R6ivraOhto6BoSH+vPVlvnDrPxIIJpLoJEBSNQinXvcj+gTnR6au95IEpSWjMyf5xCwSx5TaEiUVx20p9hjIfCcej2fM6BwcHMTpdBbUhQkEAvT19SV7nMqyjN1up6amBlVVaW9vT3usHAilXRr4029/F6Ph6JPw5xvX8x//+TBur4cDhzpZ3roEOGKFBEOopomfye12U1VVNZWPd9xSV1fHgQMHUsZCZBkcpeDxpp+VSY2WFCBDCs9yNgLeQkDG4PF4Jl2INjw8nHNl61AoxPDwMLFYDIPBQFlZGQaDgUAgwIEDB8Y9OVRVZXh4OJkFmvapEo8jZciNNhqM/M+rr/DQY4/iCwQ4eDhRwNfpcNBcf3TFpgSJPJG4OuGR5vF4hIDkicFgwGQypRQQSPyqHaUQDIE/OPZvfKwIHN1mNECJJX0+yWy4MPNSQOLxOG63m2g0ik6nw263Z5Vgk00jqVyTyLq6uhgeHh733sDAALW1tbjd7rQCMeky/PjkK24Hh4d4f/eu5Ov6mlp+ceePsaaK1qsTBWQqq3qPdwKBwKSzeZIEFjOYTYmiyuEoxGJje8xo6HRg0CViJ5N5z6NW7Ewy7wRkdFXq2C9/b28vNTU1EzquH0s2rkm27kskEqGrqyvtH3XKK2ez8Hevufxv+NzaT9HT38+/Pfgf/HHLS9x65/f5zc/vnygiKc5XTDVu5xojIyNZ7ytJCRExH5lEGftQycUrmY0M6XkVRPX7/XR1dU14cmqaRk9Pz6TrOmw2W0ZLRZKkSdc8eDwe9u3bR1tbG36fDykeTzzdCx3gyvKbJUkSddXV/N116wDYd/Agf3gxRevRFOcTRYXyZyptUSXp6E8uaJpGMJj7KvOpMK8EZLIWDBnXjpAIYC5YsCBtMKquri6jwIyMjNDZ0UFsyE1JzxDO/T04D/RR3t6L42AfpmFvyhTzvFCUtDH8Ebebp5//M5Ex/vfWN15P/j94TKatBhPcl+lsBXA8MNOrYkeZaTdmXrkwk5WXCwaD+P3+jDeGzWZj0aJFDA4OJn1Yq9VKeXl5xuM0TaOnqwtb9xCGYHjC7IgcV7G4vFiGvPiqy4iUTNE9UGQw6NEi0QlhN38wwO13/Zjv3ftvNNTW4fX76R1ITE1bLRYuXLPm6LgBjPpxkbm6ujphfUyRsrKySR9Y84F5JSDZ0NnZyQknnJDRkjCZTMnudtniGhzEeqgfXSjx1A8Eg9z/1Gaefu1lugb6sVtL+MQZZ/GtdV/EoYGvBiIl5rT9V00m06RrclSLCSUyMcpvKynh0o+fzwe7d3Oop5tYLEZNZRWnn3wyf3ftOhZUH23/KQFx89EMRofDIcSjABgMBurq6uju7p7R66bLP5ku5kxRZU3TCAQCSSti1Nez2WxUVlZiMBhoa2vLqohwdXV1QZOkRkZGcL2/C/OQN2kNXPndb7Jt5/sossySxiY6+/rwBQOcvLiVp//vveh0OoZbqtFkmYqKimQhZKPRiNPppLS0lMHBQQYHB9MHxzQNeXAEVDWvnMZR10Utd6A3GKisrExb91aQH4FAAJfLRSAQQNO0KcVGJsNms9HU1DTl80xbUeXZwuv10tPTk1IchoeHGR4exmq1Zl2B3OfzFUxAotEoXYcP43Af9T3bDnWwbef7APzgf93EFy/9FO3dXZz91Rt5b18bz7z2Mleccz4GT5Cww4rNZhvXFHyU8vJyFEVJBn+j0ej4NTFHVtXKw56MteZTMfrUUO02KiorU15fMHUsFktykZumaXz44YfTkjFqs9lytpoLQdEHUX0+Hx0dHZOKQy7Bo1FLphAMDQ2h84eQ40etAFU9+gWRjxRrkMc81V95L1EWwXREdFKlx4dCIfbu3ZtsHeDz+VIvqDPoUR2Jmh3Zfi2T4uGw0bhooRCPGWK6FicuWLCApqamWVm3VNQCEolEOHToUMHPq2kaHR0dBUmUCoVCKJHYuJv3hPoGljY2A/CdB+/nwn+8iU/c9tXk9t4hFxKgRGOYjMYJqyhHx5cui3ECRgNqWWlyJiWdkCTfV2RUpx2MBrFYboYpVOnDUUbdztmiaAUkHA6zf//+aUuOicViOSX7pCNxA2oT3nvku3fymXPOx1lqp7OvlzNPXEFzTaJkv37MTWsdE/SKRCJ4PB76+/snFY8JN75Bj1ruIF5WCkb9BBHRAM1oIF5WilruAH3Ce52N7MXjGafTWZCygyaTiebm5pyXVRSaoo2B9PX1TXtmnd/vn/KMg91uJ6BMjLTXVVRy3z9+K/k6FIlwyhevAWDRgoSvqskyQy4XBoMBv9+fUwHjlL8bSUoIiUF/pN7/mJr/spxyEUWunesEU0On09HS0sLhw4fHudGKolBVVUU8Hk+7GhwSuUpVVVVZFQGfCYpSQGKx2IxUAy/EbIPVaiVqNR2t0nOE9/fvZWHdAkrMFuLxOD/81YN4Aomn/adWn0tcjRO0JXJBCtkQKkkawTgW0Qd35jEajSxatIhgMJhwgRWFkpKSZNMyh8NBX19fcpvFYkFRFHQ6HaWlpUXldhblt2c6p7rGUoiCwaqqoiky4RIzRm8wGUh97IXneOyF52iuqaN/ZJghT6LvzJcvv4JVrUsB+LeHN/L3t6UuVD1TFNonF2SP2WxOud7IYDAUpMftTFCUAqLT6dImWAFoqkakp5/oiCeRiakoyGYjxoZaFFN2KcRGo7Egjb1HnxpBpw2DPwRqosDPqhOWsG3ne3T09aBpsHLRCfztJWu57sJL0DSN9X94il/+aiPVTQ1cddVVUx5HPhhTBHAFglwo2kSyzs7OCW6MGgoT2NdBYM8B1GDoyIojjkQINZAkTE11WFpb0Fc607ooZrOZxsbGgkypxeNxdu1KLJlXQhFKu11IauoqYfF4HEVReOLF5/nGL36GqqrodDo2btw4K/10ysvLqa2tnfHrCoqbeZFIZjabxwlIuLuf4ZffhLHBQ00bPwGiaYQ6ugkd7MK0sAH7R09BGuNXmkymcYk9hWBsbkbcZMDdUIVpxIfJE0A6Rpvf37+Xh37/FE++crS6fSwW49Zbb+Xxxx+f8cBYISwwwfFN0U7jjl0YFzrUw/BLr48Xj3QcuWlD7YcYfvlNtCO5HiMjI0Sj0YJXVJePCVSqeoVApZ2hlmo8tU58VQ581WX825+f5rJvfW2ceIzS39/Prbfemn3eRwGwWCxita1gyhStgIxOU0ZdI4y8sj2vehqRrj482z9Ivna5XOzdu7egNRNMJlPqpduyTNRqIlxqIWwzc/2X/xennXZa2vPs2LGDf/3Xfy3YuDJhNBppbGyckWsJ5jdFKyCjwT3ve7syiscPn3qMi+76Dhfd9R1+9N+PT9gebDtIzHc0WSoej9PZ2VnQ9QjZJPPo9Xp++tOfZqwx+thjj/HUU08VbFzpqK6uFtO3goJQtAJSVlZGzBcg0t2fVkD+9P7bbN2zM/OJJIng3oPj3opGo5PWDsmF0tLSrG7IiooK7rnnnozB2x/+8If89a9/Ja5q7O0O8fTrQ6z/cz8bnu/nmTeG2dsdIq5OTfyE6yIoFEX7GLJarcQ6uhIzLSkEpHvYxf0v/IFldQ0MeN0MeNMknmkagbYOSlYuRRqTgBMMBgvWODocDmedu7Jy5Uq+/e1v873vfS/l9ggWvnTnn9DVa3iCifjNaLGw0TrKDqvC1WvKuXpNOZX23GeSOjs7KS8vF0FUwZQpWgsEIHiwK6V4xNU4P3lmMxISt19+FbKU+WNo0SjRwfGV0QuZzZerO/TZz342de5HzceRzvgZfuf5SfGAhHCMLcI+4o/z0HP9XP79PTz5l6Gcr+/3++ns7MzYA0cgyIaiFZDh4WEigdTBzodffYndPYe55eLLqXVkt5ZFDY9f81HIp6/BYMg5Lf7222/n5JNPPvJKRlryFeQlXwLZgCRNLm6qBsGIyvf+8zD/8sjhvNyawcFBsZhOMCWKVkD6+vpSWh97err4zetbuWD5yVyw/JTsTzjmVOXl5QWtyyDLcs4tEAwGAz/72c+oqKhAar0Rqs8G8luf8/Qbw/zo8a6cj4PJC00LBJkoSgHp7k7U8ZRT9O87ONiHqqm8suevXP6zH3D5z35A/5F1Jq+0Jd7zhyfWEpXGnCscDqfvdp8jwWAwb1egqqqKa/7hZ0i1H5/Swj4N+K/XhnjhPXfOx/p8vulZzCc4Lii6IGooFEp2o9dXVxD3H0ppiURSBC3jqkpcjUyMCcgSeqc9+dLn89He3s6iRYvyTizTNI2urq4p1RTxh+I8/BcDECNdQUKt/y9oh34PgS6QDeBYhrTwWiTz+KljSYLvP3qYs5aWYDHmFt9xuVyYzWaxsE6QM0UnIKPiAWBtbSG0v3Pc9k+cdCqfOOnUce+te+Cn9HlGOG/pSXz7bz43/oSShKm5Htk4XihG6y7kW0eyv79/ygWJfv/mMN5gnLTi0bMFre3BxAtTJUR9MPgWmnsPfOQnSAbH0X01cPvj/HH7CJ9dnbkDXyoGBweFgAhypuhcGLf7qBmuL3egG2M55IWmYV3SkvZa+SSUqao6TujyZfOrQ2kLIWtqDO3AY4kXFacjn3kv0ul3g2KCqAet878nHCNJsPlVV15jCYVCBAKBvI4VHL8UlQUSi8UmVNoqOWkJIy+/mfG4R266LfUGScJQXY6+PHXNSE3TUFU15yndcDg85WppgbDKvp5Q+kLI3v0QTTS2kirPSPxrLEMrXQzDO2Ho/QmHaBrs6QoRiqiYDLk/Gw4cOMCSJUtElqoga4rKAjm2iz2AqaGWkpOX5n4ySUIpseBYc3raXfR6/axVd9rbFcy8vCc8xsLRj5ly1h+xyEKpLQ1VhX09mRtSpUPTNA4ePJjXsYLjk6ISkHTuhHVFK7ZVyxIvspyt0JWV4vzEmgmxj7HkW83aZDJNeRrYHZi+eq9uf/7nnuuujKZpRCIRotHotPRfEYynqGxVm82WsqCsJElYl5+AvtKJf9d+wod6Jqa4H3mtlFiwLFmI5YQmpAymuNVqzbv+hiRJVFZWTqltoSJPIoTGMQly0TFp+tEjMSJT+kCpMsXHwsjISEFrpswEsViMnp4ePB7POOGwWCzU1tbmnKcjyI6iEhCz2YyiKGnjC4aqcgxV5cQDQYL7OhMlDcMR0CkoZhOmpgUYaipS5lSMWgx6vZ6ysjIcDseUci+cTmdyJmfsF1av16Oq6qQxklrnJBaMbRHoSiDmQxt4E6nqY2jhYfDsOzKAlRnOPbWaJzNVk7YQqKpK/579DPf0oukUNLsVxrilgUCA/fv309TUVLC1T4KjFJWAABkFJLmPxUzJyiVZn9PpdFJXVzfVoU2gsrISp9OJx+NJ9rUtKSkhEomwd+/ejMc2VRkx6iXC0dRmtiTroOVzaHvXw+BbqG98PTGNGw+B3obU8KmUx5mNMo2VUxOQlPVNigw1GsO3/a+MvPo2mtvHqL2k6XVEF9URaW1Asxz9HF1dXSxZskT0/S0wRRUDicfjBe9TIssy5eW550Vki6IolJWVUVFRgc1mQ5KkrG5ARZZYvcyW0d2Q6s5HWnozlDRBeASQoOJ0pFO+h2ScGL9RZFiz3Dblm2Q2O51lYuvWrVx66aVUVlaiGPTYP3YKD7/4p3H7xEJh7n/wl3zykk+watUqLrjgAu666y48Hk9BSzgIEhSVBVLooJeiKDQ3N8/4EzXbNPlrzqngxfcy97+RqlcjVa/O6nxxFa45Z2piWVtbW/Cyj4Vix44dPP/88zSVVzKYZp9/+v2jPLlzO7Ik0eysonPIxSOPPMLu3bt59tlnhRtTYIrKAtHpdAW72Q0GAyeeeOKsBM+yFcIzWq2sWmSZctATEtbHR06wcuqi/IoF2Ww2WlpaptVamyo33HAD3W++y6Yrv5xy+86eQzy5czsA/3LRZ3jhpm9z3z98E4Dt27fzxz/+ccbGerxQVAICFOQLbDabaW1tLcBo8sNgyK5ptSRJ3HlDAzpFSpuRmg2SBHpF4gfrGnJ2X3Q6Ha2trTQ1NRV9pTKLxYL3L++my/xny/5dyf9/cunJSJrGRbba5ENp69atMzDK44uiExCn05m3iEiShMPhoKUlder6TCHLctY9d+srjNx9Y1OixU0eKiJJida3P/1SEwvKs3c9jEYjdXV1tLa2Fq3LMhZVVeno6EDuHTq2l3mSbs/RRMRya8JVUeIaZaWJ5LvDhw9P+ziPN4oqBjJKbW0tZWVlDA8PE4vFMBgMBAKBjMVvqqurKSsrK5o07KqqKsLhcFY9fs89qZR//0oz/7Sxk1BEHVd9LBOKDGaDzL/e2MTqZdn79mVlZSxYsCDr/YsBt9tNLBpFyqNwkqZl+QsV5EzRWSCjmEwmamtraWhooLq6mvr6+rTZn1VVVVRWVhaNeEDCGmpsbGThwoU4nem75I1y9vJS/vu7SzhnRSJtPVNcZHTbeStLefqOJTmJR0VFxZwTD0jkcyBJaLr0rmFd6dHZI5c/sY5I1VTc3sT/RSuLwlM8d9wk6PV6Fi9ezNDQEG63G1VVMZlMOJ1OSkpKZnt4aRnthGcwGCYtPFRp13Pv3zVzsC/Eb18b4vXdPtp7Q0mLRJFhYY2Js5aWcOXZ5TRVZR9w1uv11NXVzdlZiFEBjtVXgit1FbVzF53IT1/+AwB/3P0enz/9HLYc3k/oyKzYJZdcMjODPY4o2t64841RHz7XGqSRqIo7EEeSwG5R0OsyG43HJuIZjUYqKiqKNrcjW3w+Hw899BA/u/unqP4gXe7EYsNySwklRhOn1DXx/336b7nlqV/x9F93IEsSLc4qOt0uorEYa9asYcuWLRM6CQomMi964843ZFmmqakJl8vFwMAAqpqdX27Qy1Tas//SL1myBFmWk+noxeTWTYWSkhICgQCHusfXfnUFfLgCPmpsDgD+7fJ1NJdV8rsP3qJzZJDKqmquvOpK7rzzTiEe04CwQGaJSCSC1+tFVdVEAekCIEkSy5Ytm7fp2oFAgPb2dlBVjNv3YGjvQZOkcU3MNRKzvPrqcqq/8GkUW3FPTRcjudyfQpJnCYPBUPDmTpqmZTXrM1exWCzU1NSALBM+fSn+C08j1liFdmRlswaolXZKrzif2puuEeIxA8wP+3YOU2gXIxQKYbdPsQxkEVNRUYHFYqG7u5tQhUSowo501nKMig5HRTnO8nLhqswgQkBmGUVRcDgcUy7QPMrxcPNYLBYWL16MpmlomnZcfOZiRfzmi4CampqCZYPOZ+vjWCRJEuIxywgLpAjQ6XQsXLgQl8uVzL7NB6fTOSfS0uc7o7GocDiMoijY7fZ5Mxt2LPPzU81BdDod1dXVVFcnGkb19PTgcmXXokGSJCoqKqiqqprOIQqywO/3c+jQoXEPgZ6eHqqqqubl30cISJFSWVmJx+MhGo1O2CZJEs3NzcmyARaLRZjyRUAkEqGjoyNljk9/fz/xeJza2tpZGNn0IQSkSNHpdLS0tNDT04P3yFoOSJQqqK2tnXNFj48HXC5XxgTBURe1rKyM6urqeSH6QkCKGIPBQFNTE9FolEgkUtCCS4LCk00OjqqqSSFZtGjRnP97zn0JPA7Q6/VYrdY5/2Wb76RyN9Ohqir79u2bUxXwUyEERCAoAMfWwY3FIRiWiERJ24FQ0zQ6OztTb5wjCBdGIJgi8Xgcl8tFLA5d/Xrauw14/Ufrluh1Kk21UZprI1hM49UkEAgQiUTm7PS7EBCBIE8ikQh9fX243W66B3W8u8dGLEVLo2hMZv8hA/sOGWiqjXLSohBj46dut5vKysqZG3gBEQIiEORBJBKhvb2dWCxGZ6+ed9tMR7akXgmtHXm/o0dPKCxx+vIgo91Nsy3tUIwIAREI8mBgYIBYLIbLrYwTj2HXIX56x9lpjzv/0q9zwWVf58N2IysWJeImJpMp7f7FjhAQgSBHNE1LLn5s6zQgcdTCUHQGGppXjds/GPQw2LcfAFtpFSBxoNtAa2MEi1mZ0zVxhIAIBDmiqiqapuEPSgwM6xjrtpTaq/nKN58at//Tj3+Xwb79mC12Tj7900BiZqazV8+Zp0y9FelsIqZxBYIckWUZWZY51GeYtCFYwDfMjtc3A3DGmnUYTUeLHHX06nOukVtsCAERCHJktIxAMDy55fD6K78mGgmi0xk569wvjD0LwbCcdR/lYkUIiECQI5FIhFgshqpK6ZrkARCLhnnj5YcBOPmMT2Ozj1+Nq2mJeEowGJzG0U4vQkAEghwZbZuh12sZ25G+8+bv8HkHkCSJsy+Y2BBcpyTkJ9uyDcWIEBCBIEdGs0arymJoWpq8D03j1RceBKB1+flU1ZwwbrskaVQ7E+tgAoHANI52ehECIhDkiKIoWCwWqp0xTAaVVN2+d3/wP8mp2zUX/u8J2zVNoqUusfhOzMIIBMcZZrMZSYKWBZGU21/9n/8HQH3TKbSccOa4bRIapdY4DlvCFZqr7UZB5IEIBFNi0YII/UM6XG6FsfkgX/7G5jRHaCgKnHZiEElKWDPl5eUzMtbpQFggAkEejKafyzKcuTxAhSNOwpVJPy8joaHXaXxspR+bRcVoNNLc3Ixer5+ZQU8DwgIRCPLAbrfT09ODqqrodPDRFQE6+/S0dxnwBRQktKRBomkSOkWjuTZCy4IIFhM0NjbNaddlFCEgAkEeyLJMY2MjBw8ePPIammujNNVEGfYouNwK0biEImuUmFVqKmIocsJlWbx48Zy2OsYiBEQgyJOSkhIqKioYHBxMvidJ4LTHcdonFgbR6XS0trbOi2LKo8yfTyIQzALV1dVZuSKSJLFo0aJ5JR4gBEQgmBKSJNHU1ERDQ0Paotd6vZ6FCxfOG7dlLMKFEQgKgN1uT/YljsViuN1uVFXFZDJRUlIyp5PFMiEERCAoMDqdbk7nduSCcGEEAkHeCAERCAR5IwREIBDkzazEQEa7ymfTS1QgEMwso/ellq6l3hhmRUBGu803NDTMxuUFAkEWeL3e5MxSOiQtG5kpMKqq0t3djc02tytSCwTzEU3T8Hq91NXVTZr4NisCIhAI5gciiCoQCPJGCIhAIMgbISACgSBvhIAIBIK8EQIiEAjyRgjIccR5553H17/+9Qnvb9q0CYfDAcD3vvc9JEnikksumbDf3XffjSRJnHfeeRO2HT58GIPBwIoVK1JeW5Kk5I/dbmf16tW8+OKLye1bt27l8ssvp66uDkmSeOqpp/L5iIIZRgiIYAK1tbW89NJLHD58eNz7GzZsoLGxMeUxmzZt4uqrr8bj8fDGG2+k3Gfjxo309PTw2muvUVFRwdq1a2lvbwfA7/dz8skn84tf/KKwH0YwrQgBEUygqqqKiy++mF/96lfJ97Zt28bg4CCXXXbZhP01TWPjxo3ccMMNXHfddaxfvz7leR0OBzU1NaxYsYIHHniAYDDI888/D8AnP/lJ7rzzTq644orp+VCCaUEIiCAlN954I5s2bUq+3rBhA9dff32yreNYXnrpJQKBABdeeCHr1q3jsccew+/3Zzy/2WwGEo2qBXMXISCClKxduxaPx8PWrVvx+/088cQT3HjjjSn3Xb9+Pddccw2KorBixQoWLlzI5s3pGislesF+5zvfQVEUzj333On6CIIZQFQkE6REr9ezbt06Nm7cSHt7O62traxcuXLCfiMjI/zud7/j1VdfTb63bt061q9fzxe+8IVx+1577bUoikIwGKSyspL169enPKdg7iAE5DiitLQUt9s94f2RkZGUqy5vvPFGzjzzTHbu3JnW+nj00UcJhUKceebR/q+apqGqKm1tbbS2tibfv+eee7jwwgux2+1UVlYW4BMJZhvhwhxHLFmyhB07dkx4f8eOHeNu9FGWL1/O8uXL2blzJ9ddd13Kc65fv55bb72Vd999N/nz3nvvsWbNGjZs2DBu35qaGhYvXizEYx4hLJDjiJtuuon77ruPW265hS996UsYjUb+8Ic/8Jvf/IZnnnkm5TEvvvgi0Wg0mScylnfffZcdO3bwn//5nyxdunTctmuvvZYf/OAH3Hnnneh0k3/NfD4f+/btS74+cOAA7777Lk6nM+3UsWD2ERbIccTChQvZunUru3fv5sILL+TMM8/kiSeeYPPmzSkTxwCsVmtK8YCE9bFs2bIJ4gFwxRVX0N/fz7PPPpvV2LZv386qVatYtWoVAN/4xjdYtWoVd9xxR3YfTjAriHogAoEgb4QFIhAI8kYIiEAgyBshIAKBIG+EgAgEgrwRAiIQCPJGCIhAIMgbISACgSBvhIAIBIK8EQIiEAjyRgiIQCDIGyEgAoEgb/5/473R461BRvoAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define PAGA positions based on the UMAP layout -\n", "# for each cluster we use the mean of the UMAP positions from the cells in that cluster\n", "pos = pd.DataFrame(adata.obsm[\"X_umap\"], index=adata.obs_names)\n", "pos[\"group\"] = adata.obs[adata.uns[\"paga\"][\"groups\"]]\n", "pos = pos.groupby(\"group\", observed=True).mean()\n", "\n", "# Plot UMAP in the background\n", "ax = sc.pl.umap(adata, show=False)\n", "# Plot PAGA ontop of the UMAP\n", "sc.pl.paga(\n", " adata,\n", " color=\"louvain\",\n", " threshold=thr,\n", " node_size_scale=1,\n", " edge_width_scale=0.7,\n", " pos=pos.values,\n", " random_state=0,\n", " ax=ax,\n", ")" ] }, { "cell_type": "code", "execution_count": null, "id": "14a4e0b4", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 5 }