diff --git a/ClusterFinding.ipynb b/ClusterFinding.ipynb new file mode 100644 index 0000000..f908e16 --- /dev/null +++ b/ClusterFinding.ipynb @@ -0,0 +1,204 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f00020f5-058d-416a-a582-a021ff453e9c", + "metadata": {}, + "source": [ + "# Testing cluster finder" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "5d0d5087-aaa7-4d76-b4ed-cfe151193737", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import matplotlib as mpl\n", + "from matplotlib.ticker import (MultipleLocator, AutoMinorLocator)\n", + "import time \n", + "import h5py\n", + "import numpy as np\n", + "import aare\n", + "import boost_histogram as bh\n", + "import seaborn as sns\n", + "import pickle\n", + "\n", + "#Debugging\n", + "import torch\n", + "\n", + "from simple_eta import plot_cluster_finding\n", + "from simple_eta import generate, Generator\n", + "\n", + "\n", + "g = Generator.fromJSON('moench_g4_hg.json')\n", + "g.device = 'mps'\n", + "g.photon_energy = 8.0\n", + "g.image_size = (10,15)\n", + "\n", + "tag = '_B'" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "c8060148-fa8b-49ae-a35e-f3ff62f1f95d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Create cluster finder and initialize pedestal\n", + "cf = aare.ClusterFinder(g.image_size)\n", + "for i in range(1000):\n", + " cf.push_pedestal_frame(g.dark())\n", + "\n", + "#plotting\n", + "fig, axs = plt.subplots(1,2, figsize = (10,5))\n", + "im = axs[0].imshow(cf.noise, origin = 'lower')\n", + "axs[0].set_title('noise')\n", + "aare.add_colorbar(axs[0], im)\n", + "im = axs[1].imshow(cf.pedestal, origin = 'lower')\n", + "axs[1].set_title('pedestal')\n", + "aare.add_colorbar(axs[1], im)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "9c8be894-145c-4e87-b83b-5fd449567474", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Load ETA for interpolation\n", + "with open(f\".data/test_{g.grid_size}x{g.grid_size}{tag}.pkl\", \"rb\") as f:\n", + " eta_hist = pickle.load(f)\n", + " \n", + "etabinsx = np.array(eta_hist.axes.edges.T[0].flat)\n", + "etabinsy = np.array(eta_hist.axes.edges.T[1].flat)\n", + "ebins = np.array(eta_hist.axes.edges.T[2].flat)\n", + "p = aare.Interpolator(eta_hist, etabinsx, etabinsy, ebins)\n", + "\n", + "n_photons = 2\n", + "\n", + "image, hits = g.sparse(n_photons)\n", + "cf.find_clusters(image)\n", + "clusters = cf.steal_clusters()\n", + "interpolated_hits = p.interpolate(clusters)\n", + "\n", + "\n", + "fig, ax = plot_cluster_finding(image = image-cf.pedestal, clusters = clusters, hits = hits, interpolated_hits = interpolated_hits)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "bee45536-bc61-43da-a058-af8d40287ca2", + "metadata": {}, + "outputs": [], + "source": [ + "err_hist = bh.Histogram(\n", + " bh.axis.Regular(50, 0, 10) #um\n", + ")\n", + "hist = bh.Histogram(\n", + " bh.axis.Regular(50, 0, 12) #um\n", + ")\n", + "\n", + "n_photons = 1\n", + "n_frames = 1000\n", + "\n", + "for i in range(n_frames):\n", + " image, hit_pos = g.sparse(n_photons)\n", + " cf.find_clusters(image)\n", + " clusters = cf.steal_clusters()\n", + " arr = np.array(clusters)\n", + "\n", + " x,y = hit_pos[:,0], hit_pos[:,1]\n", + "\n", + " interpolated_hits = p.interpolate(clusters)\n", + " error = np.sqrt(np.abs(interpolated_hits['x']-x)**2+np.abs(interpolated_hits['y']-y)**2)\n", + " err_hist.fill(error*g.pixel_size)\n", + " hist.fill(clusters.sum()/g.gain)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "d526a266-84e4-45bc-b771-2753a621d2a9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABNYAAAHECAYAAAD1U6eIAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAXe1JREFUeJzt3Qt8VOWd//FfyI0kJuEmJEFAUKyWICAIBa0JAkFEqFIBRS2u1tJF0RgQRaQmXkBwxXShWmhRUJbCsgr11ppgNcgfrIBBBSlCjQg0NNUGQi4kIZn/6/d0ZzaTeyZz5vp5v16HyZw5c+bkmTOTh+95LiE2m80mAAAAAAAAANqkQ9s2BwAAAAAAAECwBgAAAAAAALiIFmsAAAAAAACACwjWAAAAAAAAABcQrAEAAAAAAAAuIFgDAAAAAAAAXECwBgAAAAAAALiAYA0AAAAAAABwQZgrTwo0tbW18re//U1iY2MlJCTE24cDAAD8gM1mkzNnzkhSUpJ06MC1Sl9FPQ8AAFhZzyNYEzGhWq9evdpc0AAAAMeOHZMLLriAgvBR1PMAAICV9TyCNRHTUs1eYHFxceJu1dXVkpOTI2lpaRIeHu72/YPy92Wc/5R/MOP8D+zyLykpMRfm7PUI+Cbqeb6N70nKj/PPf/H5pfwC+fwraUM9j2BNxNH9U0M1q4K16Ohos2+CNc+j/L2L8qf8gxnnf3CUP8NI+Dbqeb6N70nKj/PPf/H5pfyC4fwLacVwYQwIAgAAAAAAALiAYA0AAABut2TJErnyyitNF4ru3bvLjTfeKIcOHWowMHBmZqYZGDgqKkpSU1PlwIEDTttUVlbKnDlzpFu3bhITEyOTJ0+W48eP844BAACfQLAGAAAAt8vLy5N7771XPvroI8nNzZVz586ZcVDKysoc2yxbtkyWL18uK1eulN27d0tCQoKMGzfOzMJll56eLlu2bJGNGzfKjh07pLS0VG644QapqanhXQMAAF7HGGsAAABwuz/+8Y9O919++WXTcm3v3r1yzTXXmNZq2dnZsnDhQpkyZYrZZt26ddKjRw/ZsGGDzJo1S06fPi1r1qyRV199VcaOHWu2Wb9+vRlMeNu2bTJ+/HjeOQAA4FW0WAMAAIDlNCRTXbp0MbcFBQVy8uRJ04rNLjIyUlJSUmTnzp3mvoZwOjhx3W2022hycrJjGwAAAG+ixRoAAAAspa3TMjIy5OqrrzahmNJQTWkLtbr0/tGjRx3bRERESOfOnRtsY39+fTommy52JSUl5lYDOl3czb5PK/YdDCg/yo/zz3/x+aX8Avn8q27DfgnWAAAAYKn77rtPPvvsMzNGWkvT2GsI19LU9s1to5MmZGVlNVifk5Mj0dHRYhUdRw6Un7dw/lF+3sT5R/kF4vlXXl7e6m0J1gAAAGAZndHzjTfekO3bt8sFF1zgWK8TFShteZaYmOhYX1RU5GjFpttUVVVJcXGxU6s13WbUqFGNvt6CBQtM67i6LdZ0TDbtThoXF2fJFW2t1OukC+Hh4W7ff6Cj/Cg/zj//xeeX8gvk86/kf1u8+3ywphWsZ5991oyfUVhYaGZ80qnYG6MD2K5evVqef/55MzuUnTb1nzdvnvzud7+TiooKGTNmjLzwwgtOFTcAAAB4lrYq01BN63cffPCB9O3b1+lxva/BmVaKhwwZYtZpiKaziS5dutTcHzp0qKks6zbTpk0z67TOuH//fjOjaGN0nDZd6tP9WBl8Wb3/QEf5UX6cf/6Lzy/lF4jnX1v26dXJC3S69UGDBpkp1puzdetW+fOf/2wGq62PKdgBAAB8z7333mtm8NQZPmNjY03LNF30QqjSrpxaj1u8eLEJ3zQsu/POO013zRkzZpht4uPj5e6775a5c+fKe++9J/n5+XL77bfLwIEDHbOEAgAAeJNXW6xNmDDBLM05ceKEGZfj3XfflYkTJzo9xhTsAAAAvunFF180t6mpqU7rX375ZROgqfnz55ugbfbs2aa754gRI8xYaBrE2WlvhbCwMNNizd47Ye3atRIaGurh3wgAAMDPxlirra2VO+64Qx566CEZMGBAg8dbmoJ9/Pjxje6X2aKCC7PVUP7BjPOf8g9mvjRbVLB2BW2JtlrLzMw0S1M6duwoK1asMAsAAICv8elgTcfX0CuU999/f6OPuzIFu2K2qODEbDWUfzDj/Kf8g5kvzBYFAACAwOSzwZq2RvvlL38pn3zySYtTrtfX0jTtzBYVXJithvIPZpz/lH8w86XZogAAABCYfDZY+/DDD81U6r1793asq6mpMYPXZmdny9dff+3SFOyK2aL+z4lTFVJcVtXi+9E5JkJ6dooSf8ZsNZR/MOP8p/yDmS/MFgUAQKCw/x+ytuacuX+wsEQ6hIYF5P8hAb8O1nRstfqzPemYabr+3/7t31yegh3OX4hjn8uTiuqaFoslKjxUts1N4YsRAAAAAIJU3f9DRobaZNlwkamrdkllTcMeY/wfEsHCq8FaaWmpHDlyxHG/oKBA9u3bJ126dDEt1bp27eq0vYZo2krte9/7XoMp2HVbfd68efOYgr2V9CqDfiFmTx8sF3c/r8ntjhSVSvqmfWZ7rjgAAAAAQHCq+3/Ifl07SkH+Dtk8a2SDFmv8HxLBxKvB2p49e2T06NGO+xkZGeZ25syZZhr11mAK9vbTUC25Z7wb9gQAAAAACIb/Q36ve7QU5ItclhjH8AgIal4N1lJTU1s1FbudjqtWH1OwAwAAAAAAwBs6eOVVAQAAAAAAAD9HsAYAAAAAAAC4gGANAAAAAAAAcAHBGgAAAAAAAOACgjUAAAAAAADABQRrAAAAAAAAgAsI1gAAAAAAAAAXEKwBAAAAAAAALiBYAwAAAAAAAFxAsAYAAAAAAAC4gGANAAAAAAAAcAHBGgAAAAAAAOACgjUAAAAAAADABQRrAAAAAAAAgAvCXHkS/MOJUxVSXFbV5ONHiko9ejwAAAAAAACBhGAtgEO1sc/lSUV1TbPbRYWHSueYCI8dFwAAAAAAQKAgWAtQ2lJNQ7Xs6YPl4u7nNbmdhmo9O0W1ap+taeHWlv0BAAAAAAD4M4K1AKehWnLP+HbtQ8MybdmWvmlfi9vqdtvmphCuAQAAAACAgEewhhZpCzQNy5obr83eok3DN92OVmsAAAAAACDQEayhVTQoIywDAAAAAAD4Px3q/AwAAAAAAACglQjWAAAAAAAAABcQrAEAAAAAAAAuIFgDAAAAAAAAXECwBgAAAAAAALiAYA0AAAAAAABwAcEaAAAAAAAA4AKCNQAAAAAAAMAFBGsAAAAAAACACwjWAAAA4Hbbt2+XSZMmSVJSkoSEhMjWrVudHtd1jS3PPvusY5vU1NQGj99yyy28WwAAwGcQrAEAAMDtysrKZNCgQbJy5cpGHy8sLHRaXnrpJROc/fjHP3ba7p577nHabtWqVbxbAADAZ4R5+wAAAAAQeCZMmGCWpiQkJDjd//3vfy+jR4+Wfv36Oa2Pjo5usC0AAICvoMUaAAAAvOrvf/+7vP3223L33Xc3eOy//uu/pFu3bjJgwACZN2+enDlzxivHCAAA0BharAEAAMCr1q1bJ7GxsTJlyhSn9bfddpv07dvXtFjbv3+/LFiwQD799FPJzc1tcl+VlZVmsSspKTG31dXVZnE3+z6t2HcwoPwoP84//1Jbc04iQ23mtrnPb2PbwRnff75dfm3ZL8EaAAAAvErHV9MQrWPHjg3GV7NLTk6W/v37y7Bhw+STTz6RK664otF9LVmyRLKyshqsz8nJMd1KrdJc2AfKz2qcf5SfJy0bLlKQv0MKWjj/HNvle/Tw/A6fX98sv/Ly8lZvS7AGAAAAr/nwww/l0KFDsmnTpha31TAtPDxcDh8+3GSwpq3aMjIynFqs9erVS9LS0iQuLk6suKKtlfpx48aZYwPl50mcf5Sfpx0sLJGpq3bJ5lkj5eJuUU1+/9Xd7rJE93/3BgI+v75dfvYW761BsAYAAACvWbNmjQwdOtTMINqSAwcOmIp0YmJik9tERkaapT6tdFsZfFm9/0BH+VF+nH/+oUNomFTWhJhb+3deY5/fxrZD4/j+883ya8s+CdYAAADgdqWlpXLkyBHH/YKCAtm3b5906dJFevfu7bgavHnzZnnuuecaPP+vf/2rmbjg+uuvN5MXfPHFFzJ37lwZMmSIXHXVVbxjAADAJxCsAQAAwO327Nkjo0ePdty3d8+cOXOmrF271vy8ceNGsdlscuuttzZ4fkREhLz33nvyy1/+0oR02p1z4sSJ8vjjj0toaCjvGAAA8AkEawAAAHC71NRUE5o152c/+5lZGqNBWl5eHu8MAADwaR28fQAAAAAAAACAPyJYAwAAAAAAAPwtWNu+fbtMmjRJkpKSJCQkRLZu3ep4TGd8evjhh2XgwIESExNjtvnJT34if/vb35z2UVlZKXPmzDGD2up2kydPluPHj3vhtwEAAAAAAEAw8WqwVlZWZqZWX7lyZYPHysvL5ZNPPpFFixaZ29dff12+/PJLE5zVlZ6eLlu2bDGD3+7YscMMbnvDDTdITU2NB38TAAAAAAAABBuvTl4wYcIEszQmPj5ecnNzndatWLFChg8fLt98842Zpv306dOyZs0aefXVV2Xs2LFmm/Xr15vBbrdt2ybjx4/3yO8BAAAAAACA4ONXs4JqkKZdRjt16mTu792713QZTUtLc2yjXUaTk5Nl586dTQZr2n1UF7uSkhJzq/vSxd3s+7Ri302prTknkaE2c+up1/XGa/pq+YPy9xWc/5R/MLP6/OfvCgAAAPwmWDt79qw88sgjMmPGDImLizPrTp48KREREdK5c2enbXv06GEea8qSJUskKyurwfqcnByJjo4Wq9RvgWe1ZcNFCvJ3SEF+YL+mr5Y/KH9fwvlP+Qczq85/HbYCAAAAwc0vgjW9InzLLbdIbW2tvPDCCy1ub7PZTMu2pixYsEAyMjKcWqxp91Ft+WYP7dx9/FqpHzdunISHh4snHCwskamrdsnmWSPlssS4gH1NXy1/UP6+gvOf8g9mVp//9hbvAAAACF5h/lApnjZtmhQUFMif/vQnp+ArISFBqqqqpLi42KnVWlFRkYwaNarJfUZGRpqlPq10Wxm8WL3/ujqEhkllTYi5DeTX9NXyB+Xvazj/Kf9gZtX5z98UAAAAeHVW0NaGaocPHzaTEXTt2tXp8aFDh5pKbd0uHoWFhbJ///5mgzUAAAAAAADAr1uslZaWypEjRxz3tVXavn37pEuXLmYSgptvvlk++eQTeeutt6SmpsYxbpo+rmOr6cyhd999t8ydO9eEbrp+3rx5MnDgQMcsoQAAAAAAwPOOFJU2+3jnmAjp2SnKY8cDBFywtmfPHhk9erTjvn3cs5kzZ0pmZqa88cYb5v7gwYOdnvf+++9Lamqq+fn555+XsLAw07KtoqJCxowZI2vXrpXQ0FCP/i4AAAAAAOBfgVlUeKikb9rXbHHoNtvmphCuwa95NVjTcEwnGmhKc4/ZdezYUVasWGEWAAAAAADgXdoKTQOz4rKqZluzafCm29BqDf7M5ycvAAAAAAAA/kXDMgIzBAOfnrwAAAAAAAAA8FUEawAAAAAAAIALCNYAAAAAAAAAFxCsAQAAAAAAAC4gWAMAAAAAAABcQLAGAAAAAAAAuIBgDQAAAAAAAHABwRoAAAAAAADgAoI1AAAAAAAAwAUEawAAAAAAAIALCNYAAAAAAAAAFxCsAQAAAAAAAC4Ic+VJ8K4TpyqkuKyq2W2OFJV67HgAAAAAAACCEcGaH4ZqY5/Lk4rqmha3jQoPlc4xER45LgAAAAAAgGBDsOZntKWahmrZ0wfLxd3Pa3ZbDdV6dory2LEBAAAAAAAEE4I1P6WhWnLPeG8fBgAAAAAAQNBi8gIAAAAAAADABQRrAAAAAAAAgAvoCgoAAAAAQJDTifJ0TO/mHCkq9djxAP6CYA0AAAAAgCCmodrY5/LMRHktiQoPNRPlAfgXgjUAAAAAAIKYtlTTUC17+mAzUV5zNFTr2SlKqqurPXZ8gC8jWAMAAAAAACZUS+4ZT0kAbcDkBQAAAHC77du3y6RJkyQpKUlCQkJk69atTo/feeedZn3d5Qc/+IHTNpWVlTJnzhzp1q2bxMTEyOTJk+X48eO8WwAAwGcQrAEAAMDtysrKZNCgQbJy5comt7nuuuuksLDQsbzzzjtOj6enp8uWLVtk48aNsmPHDiktLZUbbrhBampaHgMIAADAE+gKCgAAALebMGGCWZoTGRkpCQkJjT52+vRpWbNmjbz66qsyduxYs279+vXSq1cv2bZtm4wfP553DQAAeB0t1gAAAOAVH3zwgXTv3l0uueQSueeee6SoqMjx2N69e83A2GlpaY512q00OTlZdu7cyTsGAAB8Ai3WAAAA4HHamm3q1KnSp08fKSgokEWLFsm1115rAjVtyXby5EmJiIiQzp07Oz2vR48e5rGm6LhsutiVlJSYWw3prJjBzr5PZsej/LyB84/yc5famnMSGWozt639Pmvv+efKawYSPr++XX5t2S/BGgAAADxu+vTpjp+1FdqwYcNMyPb222/LlClTmnyezWYzEx00ZcmSJZKVldVgfU5OjkRHR4tVcnNzLdt3MKD8KD/OP+9bNlykIH+HFOR77vPr6msGEr7/fLP8ysvLW70twRoAAAC8LjEx0QRrhw8fNvd17LWqqiopLi52arWm3UVHjRrV5H4WLFggGRkZTi3WdFw27VIaFxdnyRVtrdSPGzdOwsPD3b7/QEf5UX6cf77hYGGJTF21SzbPGimXJcZ55PPrymsGEr7/fLv87C3eW4NgDQAAAF733XffybFjx0zApoYOHWoqylppnjZtmlmnM4fu379fli1b1uR+tBupLvXpvqwMvqzef6Cj/Cg/zj/v6hAaJpU1Iea2rd9lrn5+2/OagYTvP98sv7bsk2ANAAAAbldaWipHjhxx3Ndx1Pbt2yddunQxS2Zmpvz4xz82QdrXX38tjz76qHTr1k1uuukms318fLzcfffdMnfuXOnatat5zrx582TgwIGOWUIBAAC8jWANAAAAbrdnzx4ZPXq04769e+bMmTPlxRdflM8//1xeeeUVOXXqlAnXdNtNmzZJbGys4znPP/+8hIWFmRZrFRUVMmbMGFm7dq2EhobyjgEAAJ9AsAYAAAC3S01NNRMNNOXdd99tcR8dO3aUFStWmAUAAMAXdfD2AQAAAAAAAAD+iGANAAAAAAAAcAHBGgAAAAAAAOACgjUAAAAAAADABQRrAAAAAAAAgAsI1gAAAAAAAAAXEKwBAAAAAAAALiBYAwAAAAAAAPwtWNu+fbtMmjRJkpKSJCQkRLZu3er0uM1mk8zMTPN4VFSUpKamyoEDB5y2qayslDlz5ki3bt0kJiZGJk+eLMePH/fwbwIAAAAAAIBg49VgraysTAYNGiQrV65s9PFly5bJ8uXLzeO7d++WhIQEGTdunJw5c8axTXp6umzZskU2btwoO3bskNLSUrnhhhukpqbGg78JAAAAAAAAgk2YN198woQJZmmMtlbLzs6WhQsXypQpU8y6devWSY8ePWTDhg0ya9YsOX36tKxZs0ZeffVVGTt2rNlm/fr10qtXL9m2bZuMHz/eo78PAAAAAAAAgodXg7XmFBQUyMmTJyUtLc2xLjIyUlJSUmTnzp0mWNu7d69UV1c7baPdRpOTk802TQVr2n1UF7uSkhJzq/vSxd3s+3THvmtrzklkqM3cWnGsgXhs7ix/UP7+hvOf8g9mVp///F0BAACAzwZrGqopbaFWl94/evSoY5uIiAjp3Llzg23sz2/MkiVLJCsrq8H6nJwciY6OFqvk5ua6ZT/LhosU5O+QgnzxOb58bO4qf1D+/ojzn/IPZlad/+Xl5ZbsFwAAAP7DZ4M1O53UoH4X0frr6mtpmwULFkhGRoZTizXtPqot3+Li4sSKK9paqdfx4cLDw9u1r4OFJTJ11S7ZPGukXJbo/mMNxGNzZ/mD8vc3nP+UfzCz+vy3t3gHAABA8PLZYE0nKlDa8iwxMdGxvqioyNGKTbepqqqS4uJip1Zrus2oUaOa3Ld2KdWlPq10Wxm8uGP/HULDpLImxNz6Wkjky8fmifcXlL8v4/yn/IOZVec/f1MAAADg1VlBm9O3b18TnNXtvqEhWl5eniM0Gzp0qKnU1t2msLBQ9u/f32ywBgAAAAAAAPh1i7XS0lI5cuSI04QF+/btky5dukjv3r0lPT1dFi9eLP379zeL/qxjoM2YMcNsHx8fL3fffbfMnTtXunbtap43b948GThwoGOWUAAAAAAAACDggrU9e/bI6NGjHfft457NnDlT1q5dK/Pnz5eKigqZPXu26e45YsQIM8FAbGys4znPP/+8hIWFybRp08y2Y8aMMc8NDQ31yu8EAAAAAACA4ODVYC01NdVMNNAUnYAgMzPTLE3p2LGjrFixwiwAAAAAAACABPsYawAAAAAAAIAvI1gDAAAAAAAAXECwBgAAAAAAALiAYA0AAAAAAABwAcEaAAAAAAAA4AKCNQAAAAAAAMAFBGsAAAAAAACACwjWAAAAAAAAABcQrAEAAAAAAAAuCHPlSQAAAAAAwD+cOFUhxWVVTT5+pKjUo8cDBBKCNQAAAAAAAjhUG/tcnlRU1zS7XVR4qHSOifDYcQGBgmANAAAAAIAApS3VNFTLnj5YLu5+XpPbaajWs1OUR48NCAQEawAAAAAABDgN1ZJ7xnv7MICAw+QFAAAAAAAAgAsI1gAAAAAAAACruoJmZGS0ecePPfaYdOnSxZVjAgAAgIdQzwMAALA4WMvOzpaRI0dKRETrZgjZsWOH3HfffQRrAAAAPo56HgAAgAcmL9iyZYt07969VdvGxsa245AAAADgSVbU87Zv3y7PPvus7N27VwoLC81r3Hjjjeax6upq07vhnXfeka+++kri4+Nl7Nix8swzz0hSUpJjH6mpqZKXl+e03+nTp8vGjRvb9PsBAAB4dYy1l19+2VR4WmvVqlXSo0eP9hwXAAAAPMCqel5ZWZkMGjRIVq5c2eCx8vJy+eSTT2TRokXm9vXXX5cvv/xSJk+e3GDbe+65xwRz9kVfHwAAwK9arM2cObNNO50xY4arxwMAAAAPsqqeN2HCBLM0RoO83Nxcp3UrVqyQ4cOHyzfffCO9e/d2rI+OjpaEhIQ2HSMAAICnMCsoAAAAvO706dMSEhIinTp1clr/X//1X9KtWzcZMGCAzJs3T86cOeO1YwQAAHB5jLXWXO08duyY/OlPf3LXLuGnjhSVNvt455gI6dkpymPHAwAAfLued/bsWXnkkUdMa7i4uDjH+ttuu0369u1rWqzt379fFixYIJ9++mmD1m51VVZWmsWupKTEMa6bLu5m36cV+w4GlB/lx/lnvdqacxIZajO37vyuau/n16rj8hd8//l2+bVlv24L1nr27CkdOtAALphpYBYVHirpm/Y1u51us21uCuEaAAB+wsp6nlZcb7nlFqmtrZUXXnihwfhqdsnJydK/f38ZNmyYGZftiiuuaHR/S5YskaysrAbrc3JyTLdSqzQX9oHysxrnH+XXkmXDRQryd0hBvm+df1Yel7/g8+ub5afjwXo8WFu8eLG7dgU/pa3QNDArLqtqtjWbBm+6Da3WAADwD1bV8zRUmzZtmhQUFJjWcHVbqzVGw7Tw8HA5fPhwk8GatmrLyMhwarHWq1cvSUtLa3H/rv4OWqkfN26cOTZQfp7E+Uf5tcbBwhKZumqXbJ41Ui5LjPOZ88+q4/IXfH59u/zsLd49GqwBSsMyAjMAANDaUE1Dsvfff1+6du3a4nMOHDhgnpeYmNjkNpGRkWapTyvdVgZfVu8/0FF+lB/nn3U6hIZJZU2IubXie8rVz6/Vx+Uv+P7zzfJryz7bHKzdddddzT7+0ksvtXWXAAAA8AHurOeVlpbKkSNHHPe1Vdq+ffukS5cukpSUJDfffLPp0vnWW29JTU2NnDx50mynj0dERMhf//pXM3HB9ddfbyYv+OKLL2Tu3LkyZMgQueqqq9rxWwIAALhPm4O14uJip/t61VAHkz116pRce+21bjw0BPMEB4pJDgAA8Cx31vP27Nkjo0ePdty3d8/UiRAyMzPljTfeMPcHDx7s9DxtvZaammrCtffee09++ctfmpBOu3NOnDhRHn/8cQkNDW3HbwkAAODFYG3Lli0N1ulgs7Nnz5Z+/fq567gQ5BMcKCY5AADAs9xZz9NwzGazNfl4c48pDdLy8vLa9JoAAACe5pYx1nSWqAcffNBUoObPn++OXSKIJzhQTHIAAIBvoJ4HAADggckLdByMc+fOuWt3CGBMcAAAgH+hngcAAOCmYK3u9OX2ZvyFhYXy9ttvmzEzAAAA4J+o5wEAAFgcrOXn5zfoHnD++efLc8891+JMUgAAAPBd1PMAAAAsDtZ0piYAAAAEHup5AAAAbdOhjdsDAAAAAAAAcOfkBY8++qicPHlSXnrpJQoWAAAggFDPAwBY5UhRaYvbdI6JMJPgAQEdrJ04cUKOHTvmrt0BAADAR1DPAwC4m4ZlUeGhkr5pX4vb6nbb5qYQriGwg7V169a5a1cAAADwIdTzAADupi3QNCwrLqtqsUWbhm+6Ha3WENDBGgAAAAAAQGtpUEZYhqAM1srKyiQvL0+++eYbqapyTpfvv/9+dx0bAAAAPIx6HgAAgIXBWn5+vlx//fVSXl5uKl5dunSRb7/9VqKjo6V79+4EawAAAH6Keh4AAEDbdGjj9vLggw/KpEmT5J///KdERUXJRx99JEePHpWhQ4fKf/zHf7R1dwAAAPAR1PMAAAAsDtb27dsnc+fOldDQULNUVlZKr169ZNmyZWYqdnc6d+6cPPbYY9K3b18T4vXr10+eeOIJqa2tdWxjs9kkMzNTkpKSzDapqaly4MABtx4HAABAMPBkPQ8AACAog7Xw8HAJCQkxP/fo0cOMs6bi4+MdP7vL0qVL5de//rWsXLlSDh48aCp1zz77rKxYscKxja5bvny52Wb37t2SkJAg48aNkzNnzrj1WAAAAAKdJ+t5AAAAQTnG2pAhQ2TPnj1yySWXyOjRo+UXv/iFGWPt1VdflYEDB7r14Hbt2iU/+tGPZOLEieb+hRdeKL/73e/M69tbq2VnZ8vChQtlypQpjungtSK4YcMGmTVrlluPBwAAIJB5sp4HAAAQlC3WFi9eLImJiebnJ598Urp27Sr//u//LkVFRbJ69Wq3HtzVV18t7733nnz55Zfm/qeffio7duwwkyeogoICOXnypKSlpTmeExkZKSkpKbJz5063HgsAAECg82Q9DwAAIChbrA0bNszx8/nnny/vvPOOWOXhhx+W06dPy6WXXmrG+aipqZGnn35abr31VvO4hmpKW6jVpfd1QoWm6HghutiVlJSY2+rqarO4m32f7th3bc05iQy1mVsrjtVXuPP3dGf5g/L3N5z/lH8ws/r8D8S/K56s5wEAAARlsOZJmzZtkvXr15tunQMGDDAD6qanp5uJCmbOnOnYzj4WiJ12Ea2/rq4lS5ZIVlZWg/U5OTkSHR0tVsnNzXXLfpYNFynI3yEF+RLQ3P17uqv8Qfn7I85/yj+YWXX+l5eXW7JfAAAABFiwdsUVV5gumZ07d251F04NxXr27Nmug3vooYfkkUcekVtuucXc17E9tCWaBmMarOlEBfaWa/ZuC0q7K9RvxVbXggULJCMjw6nFms54pV1K4+LixIor2lqp10kVdFDg9jhYWCJTV+2SzbNGymWJ7j9WX+HO39Od5Q/K399w/lP+wczq89/e4t3feaueBwAAEDTBmrYU0/HNunTpIq3dvm5Xy/ZcCe7QwXkYOO0SWltba37u27evCde00qyD7aqqqirJy8szM4o2Rcdh06U+rXRbGby4Y/8dQsOksibE3AZySGTF72n1+wvK35dx/lP+wcyq8z9Q/qZ4q54HAAAQVF1Bx4wZY7pYtkZz3TDbYtKkSWZMtd69e5uuoPn5+bJ8+XK56667HK+jXUN1oN3+/fubRX/W7pwzZsxwyzEAAAAEOm/U8wAAAIImWNPZN9vqggsukPZasWKFLFq0SGbPnm26d+rYarNmzTJTv9vNnz9fKioqzDbFxcUyYsQIM1ZabGxsu18fAAAg0HmrngcAABA0wVqfPn3EGzQcy87ONktzV00zMzPNAgAAgLbxVj0PAAAgEDgPYAYAAAAAAACgVQjWAAAAAAAAABcQrAEAAAAAAAAuIFgDAAAAAAAAPBGs3XnnnbJ9+3ZXXgsAAAA+jHoeAACAxcHamTNnJC0tTfr37y+LFy+WEydOtHUXAAAA8EHU8wAAACwO1l577TUTpt13332yefNmufDCC2XChAnyP//zP1JdXd3W3QEAAMBHUM8DAADwwBhrXbt2lQceeEDy8/Pl448/losvvljuuOMOSUpKkgcffFAOHz7sym4BAADgZdTzAAAAPDR5QWFhoeTk5JglNDRUrr/+ejlw4IB8//vfl+eff749uwYAAIAXUc8DAACwIFjT7p7aTeCGG26QPn36mO6g2kpNK1/r1q0zIdurr74qTzzxRFt3DQAAAC+ingcAANA2YW3cXhITE6W2tlZuvfVW0w108ODBDbYZP368dOrUqa27BgAAgBdRzwMAALA4WNMunlOnTpWOHTs2uU3nzp2loKCgrbuGiJw4VSHFZVVNlsWRolLKCQAAWIJ6HgAAgMVdQd9///1GZ/8sKyuTu+66q627Q71QbexzeXLDih1NLumb9klUeKh0jomg7AAAgFu5s563fft2mTRpkpncKiQkRLZu3er0uM1mk8zMTPN4VFSUpKammrF666qsrJQ5c+ZIt27dJCYmRiZPnizHjx938bcDAADwgWBNx1GrqKhosF7XvfLKK+46rqCkLdUqqmske/pgeWvO1U0u2+amSM9OUd4+XAAAEGDcWc/TMG7QoEGycuXKRh9ftmyZLF++3Dy+e/duSUhIkHHjxsmZM2cc26Snp8uWLVtk48aNsmPHDiktLTXj/NbU1Ljw2wEAAHixK2hJSYm5sqiLVnjqdgXVys0777wj3bt3t+AQg8/F3c+T5J7x3j4Mn9BS11dtuUfICABA+1hRz5swYYJZGqOvk52dLQsXLpQpU6Y4Qr0ePXrIhg0bZNasWXL69GlZs2aNmRRr7NixZpv169dLr169ZNu2bWZMXwAAAL8J1nQyAm3Gr8sll1zS4HFdn5WV5e7jQ5DSwEy7vGrX1+boNrTgAwCgfTxdz9OxeE+ePClpaWmOdZGRkZKSkiI7d+40wdrevXtNt9S622i30eTkZLMNwRoAAPCrYE3H3NCri9dee6289tpr0qVLF8djERER0qdPH1PZAdxBW6FpYNbSRA4avOk2tFoDAMB1nq7naaimtIVaXXr/6NGjjm30tXVSrPrb2J/fGB2XTZe6rfGUhnSNjR/XXvZ9WrHvYED5UX6cf9arrTknkaE2c+vO7ypPfX6tOn5v4/vPt8uvLfttdbCmVxDtVxh79+5trlwCVtKwjMAMAADreaueV/91NNxr6bVb2mbJkiWNtq7LycmR6OhosUpubq5l+w4GlB/lx/lnrWXDRQryd0hBvn9+fq08fm/j+883y6+8vNy9wdpnn31mmt136NDBjHfx+eefN7nt5Zdf3uoXBwAAgHd5o56nExUobXmWmJjoWF9UVORoxabbVFVVSXFxsVOrNd1m1KhRTe57wYIFkpGR4dRiTcdl0y6lcXFxYsUVba3U68QL4eHhbt9/oKP8KD/OP+sdLCyRqat2yeZZI+WyxDi/+/xadfzexvefb5efvcW724K1wYMHm4qPDlqrP+tVQr1aWJ+uZ5YmAAAA/+GNel7fvn1NcKYV4iFDhph1GqLl5eXJ0qVLzf2hQ4eairJuM23aNLOusLBQ9u/fb2YUbYqO1aZLfbovK//jZ/X+Ax3lR/lx/lmnQ2iYVNaEmFsrvqes/vxaffzexvefb5ZfW/bZqmBNuwWcf/75jp8BAAAQGKyq55WWlsqRI0ecXmffvn1m/Dbtbpqeni6LFy+W/v37m0V/1q6aM2bMMNvHx8fL3XffLXPnzpWuXbua582bN08GDhzomCUUAADA21oVrOmAtY39DAAAAP9mVT1vz549Mnr0aMd9e/fMmTNnytq1a2X+/PlSUVEhs2fPNt09R4wYYcZBi42NdTzn+eefl7CwMNNiTbcdM2aMeW5oaKjbjhMAAKA9OrT1CevWrZO3337bcV8rRTpFu451YZ/FCQAAAP7HnfW81NRU06W0/qLBmL1raWZmpuneefbsWdMNVMd6q6tjx46yYsUK+e6778wgwm+++aYZLw0AAMBvgzVtph8VFWV+3rVrl6xcudKMc9GtWzd58MEHrThGAAAAeAD1PAAAAAu6gtZ17Ngxufjii83PW7dulZtvvll+9rOfyVVXXWWuTAIAAMA/Uc8DAACwuMXaeeedZ5rjKx0Hwz54rDbV17EvAAAA4J+o5wEAAFjcYm3cuHHy05/+1EyN/uWXX8rEiRPN+gMHDsiFF17Y1t0BAADAR1DPAwAAsLjF2q9+9SsZOXKk/OMf/5DXXnvNTH+u9u7dK7feemtbdwcAAAAfQT0PAADA4hZrOjOUTlhQX1ZWVlt3BQAAAB9CPQ8AAMDiYE2dOnVKPv74YykqKpLa2lrHep02/Y477nBllwAAAPAB1PMAAAAsDNbefPNNue2226SsrExiY2NNmGZHsAYAAOC/qOcBAABYPMba3Llz5a677pIzZ86YK5rFxcWO5Z///GdbdwcAAAAfQT0PAADA4mDtxIkTcv/990t0dHRbnwoAAAAfRj0PAADA4mBt/PjxsmfPnrY+DQAAAD6Oeh4AAIDFY6xNnDhRHnroIfniiy9k4MCBEh4e7vT45MmT27pLAAAA+ADqeQAAABYHa/fcc4+5feKJJxo8ppMX1NTUtHWXAAAA8AHU8wAAACwO1mpra9v6FAAAAPgB6nkAAAAWj7FW19mzZ9vzdAAAAPgo6nkAAAAWBGva1fPJJ5+Unj17ynnnnSdfffWVWb9o0SJZs2ZNW3cHAAAAH0E9DwAAwOJg7emnn5a1a9fKsmXLJCIiwrFeJzL47W9/29bdAQAAwEdQzwMAALA4WHvllVdk9erVctttt0loaKhj/eWXXy5/+ctf2ro7AAAA+AjqeQAAABYHaydOnJCLL7640cFuq6ur27o7AAAA+AjqeQAAABYHawMGDJAPP/ywwfrNmzfLkCFDxIoK3u233y5du3aV6OhoGTx4sOzdu9fxuM1mk8zMTElKSpKoqChJTU2VAwcOuP04AAAAAp2n63kAAAD+LqytT3j88cfljjvuMIGXtlJ7/fXX5dChQ6brwFtvveXWgysuLparrrpKRo8eLX/4wx+ke/fu8te//lU6derk2EbHelu+fLkZ9+2SSy6Rp556SsaNG2eOKTY21q3HAwAAEMg8Wc8DAAAIyhZrkyZNkk2bNsk777wjISEh8otf/EIOHjwob775pgm03Gnp0qXSq1cvefnll2X48OFy4YUXypgxY+Siiy5ytFbLzs6WhQsXypQpUyQ5OVnWrVsn5eXlsmHDBrceCwAAQKDzZD0PAAAgKFusqfHjx5vFam+88YZ5nalTp0peXp707NlTZs+eLffcc495vKCgQE6ePClpaWmO50RGRkpKSors3LlTZs2a1eh+KysrzWJXUlJibnWMOCvGibPvs6V919ack8hQm7llvLqWtba8Wlv+sAbl712UP+UfzKw+/wP174qn6nkAAABBGaz169dPdu/ebcY8q+vUqVNyxRVXyFdffeW2g9N9vfjii5KRkSGPPvqofPzxx3L//feb8OwnP/mJCdVUjx49nJ6n948ePdrkfpcsWSJZWVkN1ufk5Jhx3KySm5vb4jbLhosU5O+QgnzLDiOgtKW8WlP+sA7l712UP+UfzKw6/7WFfKDxZD0PAAAgKIO1r7/+Wmpqahqs1xZgOh6HO+nYHsOGDZPFixeb+zpork5MoGGbBmt22lWhLu0iWn9dXQsWLDBhXd0Wa9rlVFu+xcXFiRVXtLVSr10owsPDm9zuYGGJTF21SzbPGimXJbr/OAJNa8urteUPa1D+3kX5U/7BzOrz397iPZB4sp4HAAAQVMGadsu0e/fddyU+Pt5xXytg7733nhkDzZ0SExPl+9//vtO6yy67TF577TXzc0JCgrnVlmu6rV1RUVGDVmx1aYs3XerTSreVwUtL++8QGiaVNSHmlgCoZW0tL6vfX1D+vozzn/IPZlad/4H0N8Ub9TwAAICgCtZuvPFGc6stwWbOnNmgYqmVreeee86tB6czgupMVHV9+eWX0qdPH/Nz3759TbimV6PtU8BXVVWZ8dh04gMAAAD4Zj0PAAAgqII17ZZpD7N07I1u3bqJ1R588EEZNWqU6Qo6bdo0M8ba6tWrzWKv/KWnp5vH+/fvbxb9WcdJmzFjhuXHBwAAEAi8Uc8DAAAIyjHWdCZOT7nyyitly5YtZky0J554wlT2srOz5bbbbnNsM3/+fKmoqDCzhRYXF8uIESPMJASxsbEeO04AAIBA4Ml6HgAAQFAGa0rH2dBFxzKzX+G0e+mll8SdbrjhBrM0RVutZWZmmgUAAADt48l6HgAAQNAFa1lZWab1mM7WqRMGNDf7JgAAAPwH9TwAAACLg7Vf//rXsnbtWrnjjjva+lQAAAD4MOp5AAAAbdOhjdubWTd1QgEAAAAEFup5AAAAFgdrP/3pT2XDhg1tfRoAAAB8HPU8AAAAi7uCnj17VlavXi3btm2Tyy+/XMLDw50eX758eVt3CQAAAB9APQ8AAMDiYO2zzz6TwYMHm5/379/v9BgTGQAAAPgv6nkAAAAWB2vvv/9+W58CAAAAP+Dpet6FF14oR48ebbB+9uzZ8qtf/UruvPNOWbdundNjI0aMkI8++siDRwkAAODGYA0AAABwh927d0tNTY3jvvaGGDdunEydOtWx7rrrrpOXX37ZcT8iIoLCBwAA/hesTZkypVXbvf766+05HgAAAHiYt+p5559/vtP9Z555Ri666CJJSUlxrIuMjJSEhAS3vi4ABIoTpyqkuKyq2W2OFJV67HiAYNTqYC0+Pt7aIwEAAIBX+EI9r6qqStavXy8ZGRlO4/Z+8MEH0r17d+nUqZMJ3J5++mlzHwCCnYZqY5/Lk4rq/2v525So8FDpHEOLX8CrwVrdJvgAAAAIHL5Qz9u6daucOnXKjKtmN2HCBNMttE+fPlJQUCCLFi2Sa6+9Vvbu3WtasjWmsrLSLHYlJSXmtrq62izuZt+nFfsOBpQf5cf557rvSsqltvacZE+9XPqdH9Pstp2iI6R7TJhbv6s89fmtrTknkaE2cxtI37V8//l2+bVlv4yxBgAAAK9bs2aNCdKSkpIc66ZPn+74OTk5WYYNG2ZCtrfffrvJ7qtLliyRrKysButzcnIkOjraoqMXyc3NtWzfwYDyo/w4/1yzbLiIHM+XguMtb5vvx59f/T0L8ndIgVW/hBfx/eeb5VdeXt7qbQnWAAAA4FU6M+i2bdtaHMMtMTHRBGuHDx9ucpsFCxaY7qR1W6z16tVL0tLSJC4uTqy4oq2Vep10ITw83O37D3SUH+XH+ee6g4UlMnXVLtk8a6Rcluj+7zdf+fx6+/e0Ct9/vl1+9hbvrUGwBgAAAK93RdVx0yZOnNjsdt99950cO3bMBGxN0S6ijXUT1Uq3lf/xs3r/gY7yo/w4/9quQ2iYVNaEmFtvfv9Y/fn1ld/TKnz/+Wb5tWWfHdz+6gAAAEAr1dbWmmBt5syZEhb2f9d8S0tLZd68ebJr1y75+uuvzSQGkyZNkm7duslNN91E+QIAAJ9AizUAAAB4jXYB/eabb+Suu+5yWh8aGiqff/65vPLKK2ZSA22lNnr0aNm0aZPExsZ67XgBAADqIlgDAACA1+jYZzabrcH6qKgoeffdd71yTAAAAK1FV1AAAAAAAADABQRrAAAAAAAAgAsI1gAAAAAAAAAXEKwBAAAAAAAALiBYAwAAAAAAAFxAsAYAAAAAAAC4gGANAAAAAAAAcAHBGgAAAAAAAOCCMFeeBAAAAAAA4ClHikqbfbxzTIT07BTlseMB7AjWAAAAAACAT9LALCo8VNI37Wt2O91m29wUwjV4HMEaAAAAAADwSdoKTQOz4rKqZluzafCm29BqDZ5GsAYAAAAAAHyWhmUEZvBVTF4AAAAAAAAAuIBgDQAAAAAAAHABwRoAAAAAAADgAoI1AAAAAAAAwAUEawAAAAAAAIALCNYAAAAAAAAAFxCsAQAAAAAAAC4gWAMAAAAAAABcQLAGAAAAAAAAuIBgDQAAAAAAAHABwRoAAAAAAADgAoI1AAAAAAAAwAUEawAAAAAAAECgB2tLliyRkJAQSU9Pd6yz2WySmZkpSUlJEhUVJampqXLgwAGvHicAAAAAAAACn98Ea7t375bVq1fL5Zdf7rR+2bJlsnz5clm5cqXZJiEhQcaNGydnzpzx2rECAAAAAAAg8PlFsFZaWiq33Xab/OY3v5HOnTs7tVbLzs6WhQsXypQpUyQ5OVnWrVsn5eXlsmHDBq8eMwAAAAAAAAJbmPiBe++9VyZOnChjx46Vp556yrG+oKBATp48KWlpaY51kZGRkpKSIjt37pRZs2Y1ur/Kykqz2JWUlJjb6upqs7ibfZ8t7bu25pxEhtrMrRXHEWhaW16tLX9Yg/L3Lsqf8g9mVp///F0BAACAzwdrGzdulE8++cR086xPQzXVo0cPp/V6/+jRo82O1ZaVldVgfU5OjkRHR4tVcnNzW9xm2XCRgvwdUpBv2WEElLaUV2vKH9ah/L2L8qf8g5lV57+2kAcAAEBw8+lg7dixY/LAAw+YwKtjx45NbqcTGtSlXUTrr6trwYIFkpGR4dRirVevXqblW1xcnFhxRVsr9Tr2W3h4eJPbHSwskamrdsnmWSPlskT3H0egaW15tbb8YQ3K37sof8o/mFl9/ttbvAMAACB4+XSwtnfvXikqKpKhQ4c61tXU1Mj27dvNZAWHDh1ytFxLTEx0bKPPqd+KrS7tLqpLfVrptjJ4aWn/HULDpLImxNwSALWsreVl9fsLyt+Xcf5T/sHMqvOfvykAAADw6ckLxowZI59//rns27fPsQwbNsxMZKA/9+vXz8wCWreLR1VVleTl5cmoUaO8euwAAAAAAAAIbD7dYi02NtbM9FlXTEyMdO3a1bE+PT1dFi9eLP379zeL/qzjpM2YMcNLRw0AAAAAAIBg4NPBWmvMnz9fKioqZPbs2VJcXCwjRowwY7JpKAcAAAAAAABYxe+CtQ8++MDpvk5SkJmZaRYAAAAAAADAU3x6jDWgNY4Ulcr+E6ebXHT2UAAA4Hv0wqheJK276Pi5dWd6122SkpIkKipKUlNT5cCBA149ZgAAAL9usQbYdY6JkKjwUEnftK/ZQokMtcmy4SKFp89K727MCgoAgC8ZMGCAbNu2zXE/NDTU8fOyZctk+fLlsnbtWrnkkkvkqaeeknHjxpmZ4Rn2AwAA+AKCNfitnp2iZNvcFCkuq2p2uyMnT4scz5dT5VXS22NHBwAAWiMsLMyplVrd1mrZ2dmycOFCmTJlilm3bt066dGjh2zYsEFmzZpFAQMAAK8jWIPfh2u6NKe25pwUHPfYIQEAgDY4fPiw6eoZGRlpJqHSGd779esnBQUFcvLkSUlLS3Nsq9ukpKTIzp07CdYAAIBPIFgDAACAV2iQ9sorr5hunn//+99NV89Ro0aZcdQ0VFPaQq0uvX/06NEm91lZWWkWu5KSf421Wl1dbRZ3s+/Tin0HA8qP8uP8c502INBhb/TWG99BvvT59XZZ+Hv5+aNqi8uvLfslWAMAAIBXTJgwwfHzwIEDZeTIkXLRRReZLp8/+MEPzHqd0KB+F9H66+pasmSJZGVlNVifk5Mj0dHRYpXc3FzL9h0MKD/Kj/PPNTqWdEH+DinI914J+srn1xfKwp/Lz1/lWlR+5eXlrd6WYA0AAAA+ISYmxgRs2j30xhtvNOu05VpiYqJjm6Kiogat2OpasGCBZGRkOLVY69Wrl+lSGhcXZ8kVba3U66QK4eFMkkT5eRbnX3CX38HCEpm6apdsnjVSLkt0//ebP5Wft8vC38vPH1VbXH72Fu+tQbAGAAAAn6BdOA8ePCg//OEPpW/fvmZSA600DxkyxDxeVVUleXl5snTp0ib3oeOw6VKfVrqt/I+L1fsPdJQf5cf513YdQsOksibE3Hrz+8cXPr++Uhb+Wn7+LNyi8mvLPgnWAAAA4BXz5s2TSZMmSe/evU1LNB1jTa8Qz5w503T3TE9PN5MZ9O/f3yz6s3bnnDFjBu8YAADwCQRrAAAA8Irjx4/LrbfeKt9++62cf/75Zly1jz76SPr06WMenz9/vlRUVMjs2bOluLjYTHagY6XFxsbyjgEAAJ9AsAYAAACv2LhxY7OPa6u1zMxMswAAAPiiDt4+AAAAAAAAAMAfEawBAAAAAAAALiBYAwAAAAAAAFxAsAYAAAAAAAC4gGANAAAAAAAAcAHBGgAAAAAAAOACgjUAAAAAAADABQRrAAAAAAAAgAsI1gAAAAAAAAAXEKwBAAAAAAAALghz5UlwzcHCEukQ2nSRHykqpWgt9NU/ypotf9U5JkJ6dorifQAAAAAAAC0iWPOAwtNnze3UVbuksiak2W2jwkNNuAP36RT9r/J8+PXPWlX+2+amEK4BAAAAAIAWEax5wKnyKnO7dMrlcnFCfLPb0mLK/RLjO0q+iGyeNbLFFoPpm/ZJcVkVwRoAAAAAAGgRwZoH9Ts/RpJ7Nh+swTqXJcZJeHg4RQwAAAAAANyCyQsAAAAAAAAAFxCsAQAAAAAAAC4gWAMAAAAAAABcQLAGAAAAAAAAuIBgDQAAAAAAAHABwRoAAAAAAADgAoI1AAAAAAAAwAUEawAAAAAAAIALCNYAAAAAAAAAF4S58iQAAAAAAGCdE6cqpLisqsnHjxSVUvyADyBYAwAAAADAx0K1sc/lSUV1TbPbRYWHSueYCI8dF4CGCNYAAAAAAPAh2lJNQ7Xs6YPl4u7nNbmdhmo9O0V59Nh8WWta8VFmcDeCNQAAAAAAfJCGask94719GD5PwzJtvZe+aV+L2+p22+amEEjCbQjWAAAAAACA39JWexqWNTcmnb1Fm4Zvuh0t/eAuBGsAAAAAAMCvaVBGWAZv6OCVVwUAAAAAAAD8HMEaAAAAAAAAEGjB2pIlS+TKK6+U2NhY6d69u9x4441y6NAhp21sNptkZmZKUlKSREVFSWpqqhw4cMBrxwwAAAAAAIDg4NPBWl5entx7773y0UcfSW5urpw7d07S0tKkrKzMsc2yZctk+fLlsnLlStm9e7ckJCTIuHHj5MyZM149dgAAAAAAAAQ2n5684I9//KPT/Zdfftm0XNu7d69cc801prVadna2LFy4UKZMmWK2WbdunfTo0UM2bNggs2bN8tKRAwAAAAAAIND5dLBW3+nTp81tly5dzG1BQYGcPHnStGKzi4yMlJSUFNm5c2eTwVplZaVZ7EpKSsxtdXW1Wdyttuac49aK/aN59jJvqez1/YkMtfE+ean8YQ3K37so/8Auf77XAAAA4DfBmrZOy8jIkKuvvlqSk5PNOg3VlLZQq0vvHz16tNmx27Kyshqsz8nJkejoaLHK0c8+kqOfWbZ7tEC7E7dk2XCRgvwdUpBPcXqj/GEdyt+7KP/ALP/y8nJL9gsAAAD/4TfB2n333SefffaZ7Nixo8FjISEhDUK4+uvqWrBggQnp6rZY69Wrl2n5FhcX5+YjFzlw/J8mVOtz+Q9kwAX/am0Hz9EWBfqfKh17Lzw8vMntDhaWyNRVu2TzrJFyWaL7z4Ng1dryB+UfiDj/A7v87S3e4Tq92Pn666/LX/7yFzMJ1ahRo2Tp0qXyve99z7HNnXfeaYb6qGvEiBFmDF4AAABv84tgbc6cOfLGG2/I9u3b5YILLnCs14kK7C3XEhMTHeuLiooatGKrS7uL6lKfVrqtqHh3CA1z3BIseE9L76++P5U1IbxPXip/WIvy9y7KPzDLn+80901UpbPA6yRVOm6uXuj84osvJCYmxrHdddddZ8batYuIiHDDqwMAAAR4sKYtzzRU27Jli3zwwQfSt29fp8f1voZrejV6yJAhZl1VVZWppOnVTgAAAPjvRFV2ekHUfkEVAADAl3QQH6ZXMNevX29m+IyNjTUt03SpqKgwj2t3z/T0dFm8eLEJ3/bv32+6C+g4aTNmzPD24QMAAKAdE1XZ6QVWDdwuueQSueeee0zvBAAAAF/g0y3WXnzxRXObmpra4GqmBmhq/vz5JmibPXu2FBcXmzE3dBICDeIAAADgvxNVqQkTJsjUqVOlT58+Zkb4RYsWybXXXmtatTU2tIenZ39n9l/Kz5s4/wK3/GprzklkqM3c+uLx+Xr5+UO5+mP5+ZJqH5r9PczXK1gt0VZrmZmZZgEAAIB/amqiqunTpzt+1sBt2LBhJmR7++23ZcqUKT4z+zuz/1J+3sT5F5jlt2y4SEH+DinIF5/mq+XnL+Xqb+Xna3J9YPZ3nw7WAG84UlTqlv10jomQnp2i3LIvAAACWVMTVTVGJ6zSYO3w4cM+Mfs7s/9Sft7E+Re45XewsESmrtolm2eNlMsS3f/dFejl5w/l6o/l50uqfWj2d4I1oE4QFhUeKumb9rmlTHRf2+amEK4BAODiRFWN+e677+TYsWNOM8J7c/Z3T+0/0FF+lB/nn7MOoWFSWRNibn39u8WfPr++WK7+VH6+KNwHZn8nWAP+l7Yu0yCsuKzKLa3eNKDTfdFqDQCApieq0kmqfv/73zsmqlLx8fESFRUlpaWlZriPH//4xyZI+/rrr+XRRx+Vbt26yU033USxAgAAryNYA+rQEIwgDAAA35ioKjQ0VD7//HN55ZVX5NSpUyZcGz16tGzatImJqgAAgE8gWAMAAIBPTlSlrdbeffddjx0PAABAW3Vo8zMAAAAAAAAAEKwBAAAAAAAArqDFGgAAAAAAAOACgjUAAAAAAADABQRrAAAAAAAAgAsI1gAAAAAAAAAXEKwBAAAAAAAALiBYAwAAAAAAAFxAsAYAAAAAAAC4gGANAAAAAAAAcAHBGgAAAAAAAOACgjUAAAAAAADABQRrAAAAAAAAgAvCXHkSgNY5UlTqlqLqHBMhPTtFUewAAAAAAPgQgjXAAhqERYWHSvqmfW7Zn+5r29wUwjUAAAAAAHwIwRpgAW1dpkFYcVmVW1q9aUCn+6LVGgAAAAC0//9YLaHXEFqLYA2wiIZgBGEAAAAA4H89i+g1hNYiWAMAAAAAAAGvtT2L6DWEtiBYAwAAAAAAQYGeRXC3Dm7fIwAAAAAAABAECNYAAAAAAAAAF9AVFPATzFwDAAAAAIBvIVgDfBwz1wAAAAAA4JsI1gAfx8w1AAAAAAD4JoI1wA8wcw0AAAAAAL6HyQsAAAAAAAAAFxCsAQAAAAAAAC6gKygAAAAAAB5y4lSFFJdVNbvNkaJS3g/ATxCsAQAAAADgoVBt7HN5UlFd0+K2UeGh0jkmgvcF8HEEawAAAAAAeIC2VNNQLXv6YLm4+3nNbquhmk5iBsC3EawBAAAAAODBLp4aqiX3jKfMgQBAsAYAAAAAQDvQxRMIXgRrAAAAAAC0A108geBFsAYAAAAAgBvQxRMIPgRrQIBx19TcrRkstTXjSNTWnHPL8QAAAAAA4GsI1oAAoUGYTsmdvmmfW/an+9o2N6XJcK2140hEhtpk2XCRwtNnpXe3cLccGwAAAAAAviBggrUXXnhBnn32WSksLJQBAwZIdna2/PCHP/T2YQEeowGYBmEttSBrbas3Deh0X00Fa60dR+LIydMix/PlVHmV9G73kQEAghH1PAAA4KsCIljbtGmTpKenm0rXVVddJatWrZIJEybIF198Ib178195BA8NwVrqvumubqWtnSpcu4IWHBf56h9l0iE0zCNdVAEAgYN6HgAA8GUBEawtX75c7r77bvnpT39q7mtrtXfffVdefPFFWbJkibcPDwjYbqW6jW7bnE7R/3r84dc/k8qaEMu7qAIAAgv1PAC+oKWxhd01zjEA/+P3wVpVVZXs3btXHnnkEaf1aWlpsnPnTq8dFxAM3Upb03osMb6j5IvI5lkj291irTVdVAEAgYN6HgBf0NqxhVtz0RlA4PH7YO3bb7+Vmpoa6dGjh9N6vX/y5MlGn1NZWWkWu9OnT5vbf/7zn1JdXe32Yyw5VSzl5eXm9rsYt+8eLdD3VMv/u+++k/BwBs9vrY4aiuk/zak5J999V96q8u8eUS3tLf6SiGoJO1cmnx05bj5PaJl2xdXy//PBo27piou2ofx9o/yt+v4/c+aMubXZbG7fN/ynnmf/O8f3rGv4nmwfys8z5ff1t2VSXVEiiycNkAu7Nf0fuvjocOlYU95i/ThQBPL/s0pOnbH8/x18fgOnnhcw/8sKCXHuYqa/fP11dto9NCsrq8H6vn37WnZ8ANzntucoTQC+Qyte8fFNjzWJ9qOeB8AXUAcNPrznONOKep7fB2vdunWT0NDQBlcti4qKGlzdtFuwYIFkZGQ47tfW1pqrmF27dm0yjGuPkpIS6dWrlxw7dkzi4uLcvn9Q/r6M85/yD2ac/4Fd/noRTytbSUlJbt83/oV6XuDje5Ly4/zzX3x+Kb9APv9sbajn+X2wFhERIUOHDpXc3Fy56aabHOv1/o9+9KNGnxMZGWmWujp16mT5seqbTbDmPZS/d1H+lH8w4/wP3PKnpZq1qOcFD74nKT/OP//F55fyC/Z6nt8Ha0pbn91xxx0ybNgwGTlypKxevVq++eYb+fnPf+7tQwMAAEA7UM8DAAC+LCCCtenTp5sB65544gkpLCyU5ORkeeedd6RPnz7ePjQAAAC0A/U8AADgywIiWFOzZ882iy/SbqePP/54g+6noPyDAec/5R/MOP8pf7gH9bzAxfck5cf557/4/FJ+nH//EmJjjngAAAAAAACgzTq0/SkAAAAAAAAACNYAAAAAAAAAFxCsAQAAAAAAAC4gWAMAAAAAAABcQLBmsRdeeEH69u0rHTt2lKFDh8qHH35o9Uvify1ZskSuvPJKiY2Nle7du8uNN94ohw4dony89F6EhIRIeno65e9BJ06ckNtvv126du0q0dHRMnjwYNm7dy/vgQecO3dOHnvsMfP9HxUVJf369ZMnnnhCamtrKX8LbN++XSZNmiRJSUnmu2br1q1Oj+s8TZmZmeZxfT9SU1PlwIEDvBdoN+p5rqOe5j7Us1xDPcl11HPahnqKdeVXXV0tDz/8sAwcOFBiYmLMNj/5yU/kb3/7m3gSwZqFNm3aZIKEhQsXSn5+vvzwhz+UCRMmyDfffGPly+J/5eXlyb333isfffSR5Obmmj8AaWlpUlZWRhl50O7du2X16tVy+eWXU+4eVFxcLFdddZWEh4fLH/7wB/niiy/kueeek06dOvE+eMDSpUvl17/+taxcuVIOHjwoy5Ytk2effVZWrFhB+VtAv9cHDRpkyrsxWv7Lly83j+t3UkJCgowbN07OnDnD+wGXUc9rH+pp7kE9yzXUk9qHek7bUE+xrvzKy8vlk08+kUWLFpnb119/Xb788kuZPHmyeJQNlhk+fLjt5z//udO6Sy+91PbII49Q6l5QVFRk01M+Ly+P8veQM2fO2Pr372/Lzc21paSk2B544AHK3kMefvhh29VXX015e8nEiRNtd911l9O6KVOm2G6//XbeE4vp9/yWLVsc92tra20JCQm2Z555xrHu7Nmztvj4eNuvf/1r3g+4jHqee1FPazvqWa6jntQ+1HNcRz3FveXXmI8//thsd/ToUZun0GLNIlVVVabLlbaQqkvv79y506qXRTNOnz5tbrt06UI5eYi2GJw4caKMHTuWMvewN954Q4YNGyZTp041XaGHDBkiv/nNb3gfPOTqq6+W9957z1wxU59++qns2LFDrr/+et4DDysoKJCTJ086/T2OjIyUlJQU/h7DZdTz3I96WttRz3Id9aT2oZ7jPtRTrPl7ol1GPdlTJ8xjrxRkvv32W6mpqZEePXo4rdf7WsGHZ2m4nZGRYf4IJCcnU/wesHHjRtMcV7sowPO++uorefHFF815/+ijj8rHH38s999/vwkUdNwBWEvHetA/6pdeeqmEhoaavwdPP/203HrrrRS9h9n/5jb29/jo0aO8H3AJ9Tz3op7WdtSz2od6UvtQz3Ef6inudfbsWXnkkUdkxowZEhcXJ55CsGYxTUrrVxzqr4P17rvvPvnss89MixFY79ixY/LAAw9ITk6OmbgDnqeD5GuLtcWLF5v72mJNB2vXsI1gzTNjL61fv142bNggAwYMkH379pkxN3VA1ZkzZ3rgCFAff49hBc4r96Ce1jbUs9qPelL7UM9xP/6etJ9OZHDLLbeYz7dOLuRJBGsW6datm2mlUL91WlFRUYOr5rDWnDlzTHNvnU3kggsuoLg9QLtB67muM+HaaYsdfQ900MnKykrz+YB1EhMT5fvf/77Tussuu0xee+01it0DHnroIXO1TP+4K52pSFtH6cxtBGuepRMVKP17rJ8LO/4eoz2o57kP9bS2o57VftST2od6jvtQT3FfqDZt2jTTtfZPf/qTR1urKcZYs0hERIQJFXQ2yrr0/qhRo6x6WdRrHahXQHVmEP1w9e3bl/LxkDFjxsjnn39uWunYF209ddttt5mfCdWspzOCHjp0yGmdjvfVp08fD7w6dIaiDh2c/8Tqea9X0OBZ+t2vlda6f491fCydkZC/x3AV9bz2o57mOupZ7Uc9qX2o57gP9RT3hWqHDx+Wbdu2SdeuXcXTaLFmIR3b6I477jCBwsiRI2X16tXyzTffyM9//nMrXxZ1BnTVbli///3vJTY21tF6MD4+XqKioignC2l51x/LLiYmxnzJMcadZzz44IMmNNCuoPqHRsdY0+8gXWC9SZMmmTHVevfubbqC5ufny/Lly+Wuu+6i+C1QWloqR44ccdzXq5Ua4utkNfoeaDdc/Sz079/fLPpzdHS0GX8DcBX1vPahnuY66lntRz2pfajntA31FOvKT4dZufnmm83Y3m+99ZbpJWX/f78+rhfCPMJj848GqV/96le2Pn362CIiImxXXHGFLS8vz9uHFDT09G5sefnll719aEEpJSXF9sADD3j7MILKm2++aUtOTrZFRkbaLr30Utvq1au9fUhBo6SkxJzvvXv3tnXs2NHWr18/28KFC22VlZXePrSA9P777zf6fT9z5kzzeG1tre3xxx+3JSQkmM/DNddcY/v888+9fdgIANTzXEc9zb2oZ7Ud9STXUc9pG+op1pVfQUFBk39P9HmeEqL/eCbCAwAAAAAAAAIHY6wBAAAAAAAALiBYAwAAAAAAAFxAsAYAAAAAAAC4gGANAAAAAAAAcAHBGgAAAAAAAOACgjUAAAAAAADABQRrAAAAAAAAgAsI1gAAAAAAaEJqaqqEhISYZd++fWbdBx98YO6fOnXK0nLLzMx0vHZ2djbvEeCDCNYAAAAAAG5x5513OoKgust1113n1yV8zz33SGFhoSQnJ7d7X3//+98lPDxc1q9f3+jjs2bNkssvv9z8PG/ePPO6F1xwQbtfF4A1CNaAIL7ylp6eLoHIZrPJz372M+nSpYvTlcVA58p72tgVWE9Vtrdu3Wr56wEAAM/TEE3DoLrL7373O0tfs6qqytL9R0dHS0JCgoSFhbV7Xz169JCJEyfKyy+/3OCxiooK2bhxo9x9993m/nnnnWdeNzQ0tN2vC8AaBGtAgKkbXOiVMP3DPW7cOHnppZektrbWsd3rr78uTz75ZECGcH/84x9l7dq18tZbb7ntymJ7ubsM3bk/d16Bbckvf/lL81oAACBwRUZGmjCo7tK5c2fH41pP/e1vfys33XSTCaz69+8vb7zxhtM+vvjiC7n++utNsKT12TvuuEO+/fZbp7rQfffdJxkZGdKtWzdT31W6H91fVFSUjB49WtatW+fosllWViZxcXHyP//zP06v9eabb0pMTIycOXPG5d9ZAzENy37wgx/IP//5T7NOg7PLLrtMOnbsKJdeeqm88MILju01OHv//ffl66+/dtqPHtvZs2fl9ttvd/lYAHgWwRoQwFcJ9Q/1H/7wB1OpeOCBB+SGG26Qc+fOmW20NVdsbKwEor/+9a+SmJgoo0aNavLKotVXNV3hrWNy5xXYlsTHx5vXAgAAwS0rK0umTZsmn332mQnQbrvtNkcgpfXYlJQUGTx4sOzZs8dcNNXuk7p9XRqaaf3l//2//yerVq0ydd+bb75ZbrzxRtMSX7tULly40LG9hme33HJLg5Ziel+f52rd+PTp05KWlmbqcu+9956pZ//mN78xr/3000/LwYMHZfHixbJo0SJzzEp/Z60T6cXguvRiuB5/165dXToWAF5gAxBQZs6cafvRj37UYP17771n04/8b37zG3M/JSXF9sADDzge37x5sy05OdnWsWNHW5cuXWxjxoyxlZaWmv3p8+ouBQUF5jl/+MMfbFdddZUtPj7ePGfixIm2I0eOOPaprzFnzhzbQw89ZOvcubOtR48etscff9zpuGpqamzPPPOM7aKLLrJFRETYevXqZXvqqaccj9fW1tqWLl1q69u3rzm2yy+/3Bxrc79/3WPt06eP41juvfde24MPPmjr2rWr7ZprrrGdPXvWHN/5559vi4yMNL/Lxx9/7LQ/fd59991nyqpTp0627t2721atWmXK5s4777Sdd955tn79+tneeeedVh+TvQwbOyalx/z888877WPQoEGOsmtufy2Vd331zwO7Dz/80BYWFmbKyO6rr74yr/X111+3u2x0P1u2bGn22AAAgP/RekpoaKgtJibGaXniiSec6gGPPfaY477WHUJCQkzdUi1atMiWlpbmtN9jx46Z5x06dMhRDxk8eLDTNg8//LCpz9a1cOFC87zi4mJz/89//rM5vhMnTpj7//jHP2zh4eG2Dz74oE31pffff9/s9y9/+Yupp02ZMsVWWVnpeFzrtBs2bHB6zpNPPmkbOXKk0/FqvU/ru/a6lpbDu+++2+AYGqsfAvANtFgDgsS1114rgwYNMl1A69Orgrfeeqvcdddd5oqaznI0ZcoUM1aZdt0bOXKko7ugLr169TLP0+b02vx+9+7d5upchw4dTJP+ul1O9aqcXh3885//LMuWLZMnnnhCcnNzHY8vWLBAli5daq7gaZP/DRs2mOb+do899pi5ivjiiy/KgQMH5MEHHzRN4/Py8hr9PfV49TV0gFc9Vj22pq5qzp8/X1577TWz/pNPPpGLL75Yxo8f77haWvd52sXg448/ljlz5si///u/y9SpU02LOH2ePke7J5SXlzd5TE2VYf1jao2W9tdcebeWXuXVrgvalaPuuk6dOkmfPn3cVjYAACDwaG8JrTfUXe69916nbeyD8yutu2hrsaKiInN/7969ppukdgO1L9qV0t4zwW7YsGFO+zx06JBceeWVTuuGDx/e4P6AAQPklVdeMfdfffVV6d27t1xzzTUu/a5jx46Vfv36yX//939LRESEWfePf/xDjh07Zrp71v0dnnrqKafj18ePHj0qf/rTnxyt1bQOq/sE4D+s7/cDwGdohUSb29enwYx2EdUwzR6aDBw40PG4VhLs3QXr+vGPf+x0f82aNdK9e3cTkNnH69JK0+OPP25+1vEuVq5caUI4HQdDx7HQkEjXzZw502xz0UUXydVXX+0I7pYvX24qGxokKa247Nixw4RQ2kWgsa6GWjHTAV7rH68GZxo22fetYZ02v58wYYJZp032NYTS3+Ohhx5yPE8DSQ347EHgM888Y8IkDbbUL37xC7MvLVsdV6OxY2qqDOseU2s1t7/myrstPv30UxkyZIjTOq0Ua1nU1d6yAQAAgUeDMq3jNEfHAq5Lx0GzX5zV20mTJpmLr/XpcB91X6cuvSis+6m/rr6f/vSnpo70yCOPmAu4//Zv/9bgea2l46rphVqt/9rrz/bfQ+uWI0aMcNq+7iQEWlf74Q9/aI7BPh6cHoterAbgPwjWgCDSWGXDHo6MGTPGVAa0hZGOEaHjTNQdZLYxesVNW5p99NFHZjBZeyXim2++cQrW6leG7FcjtXVcZWWlee3GaAVFB2+tHwrp+BX1Q5/WqHtVU4+9urparrrqKqcKnl7F1OOqq+7voJUhHfOibvBob2Fn/71cPSZ3aK6820JDtBkzZjity8/PbxCsWVk2AAAgOF1xxRUmrLrwwgvbNAasXkR+5513nNbpGG31ae8H7bnwn//5n6ZHhP0Cryv0oqK2RtP6rPb6+P73v2/qPz179pSvvvrKjB3XHG21pi3+f/SjH8nx48dNsAbAvxCFA0FEA6O+ffs2WK+BiLbU0okOtDKwYsUK+d73vicFBQXN7k+vJH733Xfmapx2PdSl/iD8zV2N1NmammPf7u2333bqSqCBW/3ZnFqj7lVN+9XLxq5q1l/X2O9Qd519+7pdYF05Jju9Sln/6qqGgK3RXHm3Vk1Njalk1g8vtWunDiLsqbIBAAD+SS+cnjx50mmpO6NnS7TbqA7NoUOV6HATGlDl5OSYYUu0ntIUnazgL3/5izz88MPy5Zdfmu6Z9skB6tbv9OKx9tTQHgp6QVm7X7bHf/zHf5gATYde0ddXmZmZsmTJEtM7Q4/l888/Ny3TtDdGXTqEhtad9Ng1nNMwEYB/IVgDgoR2p9Q/6PW7b9ppZUNbb+kMTdoySbsabtmyxTymP9evxGigpkGddgPUSoCOx1VcXNymY7JPha5dFRujIZ+O8aUt4LQ7Qd3FPqaYq3Qf+ntpt9K64ZVe1dTfxd0aK8OmnH/++aZ7rl1JSUmDkLMt+2srHZ9Ep4xPSkpyrNu1a5ecOHGiQYs1AACA+nQWT201X3exD/XRGloH0fFnta6jvSm0J4TOcK/DYTTXTVIvIOvFVx1TWFvV63AU9llB644ba28ppheDNaxzh+eff97MWqrhmgZp2t30t7/9rQn2tDW/DmGiP9e/yK1De+hMpVqPdtexAPAsuoICAXyVUCsjOjW5Vm70itkNN9wgP/nJTxpsry3NNNzSK3Y6Rpre10FX7QGTXjnTdTqFuTZ11ynE9UqfdvtbvXq1qSxp+KXjVLRFx44dzRVFbYqvQZEGe/q62lpKKzs6Vtq8efPMhAXa4kkrZBoy7dy50xxHe5rta0sxbXavVyr199FBa3WsMx1kX1/b3Rorw6ZohUwrXtoiUMtZu9vWHY+jrftrK20VqLTl4v333y9Hjhwxt/ZzCwAAoClah7G3EmtKY+OenTp1qsEF2MYm3bLTbpeNmTx5slnsnn76adMiTeuddelFTK3LahdMV6Smpjb4PbRrqS52OqxG/aE1GqNjB7d2EisAvocWa0AAXyXU8OW6664zsyrpH/nf//73DQIaFRcXJ9u3b5frr79eLrnkEtMK7bnnnnMM6q/hlj5PW5BpayoN0fRq4caNG82sTXoVUcOvZ599ts3HqqHR3LlzzSD3GuRNnz7daTyuJ5980jymwaA+rlct33zzzUa7tLoyJoa24NNZK3UsDw2Q3n333RbHlnNFY2XYFJ0EQGem0iBU35Mbb7zRTOrg6v5cCdZ0XDttJafv7aOPPmrKSs+TX/3qV257HQAAAHd74YUXzKzw2n1UZ/zU+mndi7F6EVUv4mrdUrtf2mfybM1+9WKm9gDxpMWLF5vXdWddD4B7hdgau1wAAAgKerVVx03Lzs52rNPwUoNGrXBaRbsea1djDQ0BAADcRS/2btq0yYzRpj0S9AKqXrS0T4KgY59pKza9iKkXnTW0aokOh6HDZCjdZ2vDOHfQ30MXpRdTtTssAN9CsAYAQR6saddarSDqOGo6BkhCQoIZJ0QHDHa3n//857J+/XopKysjWAMAAADg9wjWACCI1b8Cq1dEtRvx/v37ZcCAAW5/Pe3mq+PkKX2dxmZFBQAAAAB/QbAGAAAAAAAAuIDJCwAAAAAAAAAXEKwBAAAAAAAALiBYAwAAAAAAAFxAsAYAAAAAAAC4gGANAAAAAAAAcAHBGgAAAAAAAOACgjUAAAAAAADABQRrAAAAAAAAgAsI1gAAAAAAAAAXEKwBAAAAAAAALiBYAwAAAAAAAKTt/j8NRk3AtPtFQAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "fig, axs = plt.subplots(1,2, figsize = (15,5))\n", + "axs[0].stairs(err_hist.values(), err_hist.axes[0].edges);\n", + "axs[0].set_xlabel(r'Distance from truth [$\\mu$m]')\n", + "axs[0].set_ylabel('Intensity [a.u.]')\n", + "\n", + "\n", + "\n", + "axs[1].stairs(hist.values(), hist.axes[0].edges);\n", + "axs[1].set_xlabel(r'Energy [keV]')\n", + "axs[1].set_ylabel('Intensity [a.u.]')\n", + "\n", + "for ax in axs:\n", + " ax.grid()" + ] + } + ], + "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": "3.13.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/EtaGeneration.ipynb b/EtaGeneration.ipynb new file mode 100644 index 0000000..32b39af --- /dev/null +++ b/EtaGeneration.ipynb @@ -0,0 +1,439 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f7e8a3a5-c74f-4de0-8d0b-fb7dc447a6de", + "metadata": {}, + "source": [ + "# Simplified pixel sim for interpolation tests\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a7bafd1c-9c36-40c2-bf8d-3bba7fbc09f8", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.ticker import (MultipleLocator, AutoMinorLocator)\n", + "import time \n", + "import h5py\n", + "import numpy as np\n", + "import aare\n", + "import boost_histogram as bh\n", + "import seaborn as sns\n", + "import pickle\n", + "\n", + "#Debugging\n", + "import torch\n", + "\n", + "from simple_eta import plot_gaussian, charge_and_pixel_plot\n", + "from simple_eta import generate, Generator\n", + "\n", + "\n", + "g = Generator.fromJSON('moench_g4_hg.json')\n", + "g.device = 'mps'\n", + "g.photon_energy = 8.0" + ] + }, + { + "cell_type": "markdown", + "id": "61634ffc-20be-412b-83ce-37727ae8964a", + "metadata": {}, + "source": [ + "## Generate one photon hit and plot response" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8ae6ce69-313f-41d4-8019-64e93a5610a0", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "t.shape=torch.Size([400, 400])\n", + "[0, 1, 2]\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pos = (49.,45.5) #x,y\n", + "charge, pixels = g.hit(*pos)\n", + "fig, axs = charge_and_pixel_plot(charge, pixels, pos, g.pixel_size, g.grid_size)" + ] + }, + { + "cell_type": "markdown", + "id": "04723ed2-757f-449b-8d66-442529a38cab", + "metadata": {}, + "source": [ + "## Generate hit positions" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "6390e1ef-2216-47ed-a8ce-106b9a7766ed", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1,2, figsize = (10,5))\n", + "ticks = [tick for tick in np.arange(0,g.pixel_size*g.grid_size+1, g.pixel_size)]\n", + "\n", + "for ax, func in zip(axs, [g.uniform_hits, g.triangle_hits]):\n", + " mx, my, pixels = func(300)\n", + " if g.device != 'cpu':\n", + " mx = mx.cpu()\n", + " my = my.cpu()\n", + " \n", + " ax.scatter(mx,my, marker = '.')\n", + " ax.set_xlim(0,g.grid_size*g.pixel_size)\n", + " ax.set_ylim(0,g.grid_size*g.pixel_size)\n", + " \n", + " ax.set_xticks(ticks)\n", + " ax.set_yticks(ticks)\n", + " ax.set_title(func.__name__)\n", + " ax.set_xlabel(r'x [$\\mu$m]')\n", + " ax.set_ylabel(r'y [$\\mu$m]')\n", + " \n", + " ax.grid()\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "61d5d2a1-6952-41d3-a932-9b0479dc38e8", + "metadata": {}, + "source": [ + "## Generate hits for ETA and write to cluster file" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "168d967c-94a3-4b32-aa14-4a248035e5c6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "9999\n", + "Duration: 1228.624s, FPS: 8.14, hits/s: 8.1e+03s\n" + ] + } + ], + "source": [ + "generate_hits = False\n", + "n_hits = 1000\n", + "n_frames = 10000\n", + "\n", + "\n", + "tag = '_B'\n", + "\n", + "if generate_hits:\n", + " g.write_clusters_for_eta(n_hits, n_frames, tag = tag)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "0b3fef19-144b-4421-8d21-66b67b838813", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#configure the eta histogram\n", + "n_bins = 400\n", + "ax_min = -0.2\n", + "ax_max = 1.2\n", + "e_min = 0 \n", + "e_max = 50000000 #309000\n", + "e_bins = 1\n", + "\n", + "#Histogram to hold the ETA value per energy bin\n", + "eta_hist = bh.Histogram(\n", + " bh.axis.Regular(n_bins, ax_min, ax_max), \n", + " bh.axis.Regular(n_bins, ax_min, ax_max),\n", + " bh.axis.Regular(e_bins, e_min, e_max),\n", + ")\n", + "\n", + "\n", + "with aare.ClusterFile(f'.data/test_{g.grid_size}x{g.grid_size}{tag}.clust', cluster_size = (g.grid_size,g.grid_size)) as f:\n", + " for clusters in f:\n", + " eta2 = aare.calculate_eta2(clusters)\n", + " # energy = clusters.sum_2x2()\n", + " eta_hist.fill(eta2['x'], eta2['y'], eta2['sum'])\n", + "\n", + "\n", + "#Save histogram\n", + "with open(f\".data/test_{g.grid_size}x{g.grid_size}{tag}.pkl\", \"wb\") as f:\n", + " pickle.dump(eta_hist, f)\n", + "\n", + "energy_index = 0\n", + "data = eta_hist.view()[:,:,energy_index]\n", + "x = eta_hist.axes.edges.T[0].flat\n", + "y = eta_hist.axes.edges.T[1].flat\n", + "\n", + "fig, ax = plt.subplots()\n", + "mesh = ax.pcolormesh(x,y,data)\n", + "fig.colorbar(mesh)\n", + "ax.set_title(f'ETA[{energy_index}] - {data.sum()/1e6}M hits')\n", + "ax.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "cada1860-6b7b-416a-a39b-295586121531", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(15.0, 60.0)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzYAAANCCAYAAAC0/FmWAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnQV4FMcXwF+Si7t7AjEsuLu7tbhroVhbvJQqLVZoaSlFKkiB4lagtMUpUlyDJzgECBAhF4jO/3uT7P0vIXKX7OZ2L+/3fcveLZfZ2bdvZ+fNe/PGhDHGgCAIgiAIgiAIQsGYGroCBEEQBEEQBEEQRYUMG4IgCIIgCIIgFA8ZNgRBEARBEARBKB4ybAiCIAiCIAiCUDxk2BAEQRAEQRAEoXjIsCEIgiAIgiAIQvGQYUMQBEEQBEEQhOIhw4YgCIIgCIIgCMVDhg1BEARBEARBEIqHDBuCIIg8WLFiBZiYmMDp06f1llFSUhJ88cUXcPDgQcXIF+uL11sYdu3axf8+N0qVKgWDBg0CQ7Bv3z6oUaMG2Nra8mvbtm0byJ1bt27BmDFjICwsDKytrcHGxgYqVKgAn3zyCTx8+NDQ1SMIgpAtKkNXgCAIwhhBw2batGn8c5MmTcDYQcNm4cKFuRo3W7duBQcHh2KvE2MMevTowQ2E7du3c+OmTJkyIGd27twJvXr1Ajc3N27cVK1alRtkly5dgmXLlsGff/4J586dM3Q1CYIgZAkZNgRBEAoiNTWVd3RVKuU039g5NwSPHj2CFy9ewNtvvw3Nmzcv0BBFz4ghuX37Njdq0BA7cOAAODo6av6vWbNm8P7773MjMT9QN5YvX66Xh+zOnTtQunRpfs6SYIQTBGG8UCgaQRCEHmCH0c7ODiIjI6Fdu3b8s7+/P0yYMAGSk5M1HUV3d3f+Gb022NnETbuzefPmTejTpw94eHiApaUllCtXjns8tMEwNvy7VatW8fJ9fX35b/HcQpjcnj17YPDgweDi4sI9Eh07duShTDnB0f7KlSuDlZUV/y129q9evVrg9a5fvx5atWoF3t7ePCwK6zllyhRQq9XZZCLUXbhW3FAOeYWi3bt3D/r165ft+r/99lvIyMjQ/Ab/Hsv55ptvYN68ebzzjfKuW7cuHD9+PN96o+fIz8+Pf/7www95OVgP4f/w+9mzZ6Fbt27g7OwMwcHB/P9ev34NH330ET+XhYUFl/no0aMhLi4uW/lYVocOHbiHBQ03QTb4HcH7g9/xntSqVUuncEa8RpTrokWLshk1AljnLl26FFgOQRBESYUMG4IgiEJ4TTp16sS9AH/88QcMGTIEvvvuO/j666/5/6MR8Pfff/PPQ4cOhf/++49vn376KT925coVqFmzJkRERPDOPHaG27dvz0fkhfA1bbCjjYbAkiVLYMeOHdwYEMDyTU1NYc2aNfD999/DyZMn+ai7dkd81qxZ/Hc4T2PLli0wf/58uHjxIjcQ0MDKD/x/NOCWLl3Kr2ns2LGwYcMGbkAJ4HWhgYAI14obyiE3YmJioF69erB792746quveJhYixYtYOLEiTz8KidoNKEBh9f3+++/884/1ik+Pj7Per/zzjv8WpH33nuP1yentwONhJCQENi4cSOXLYauvfXWW9yQ6t+/Pw/7Gj9+PPz222/cYyIYrgIXLlzg9wYNJzwXGiNY5ueffw6//vorzJw5k9cX64lG0KtXr/KVNcrD09MT6tSpk+/vCIIgiDxgBEEQRK4sX76cYTN56tQpzbGBAwfyYxs2bMj223bt2rEyZcpovsfExPDfff7552+U27p1a+bn58fi4+OzHR8zZgyzsrJiL1684N8PHDjAy2jUqFGedXv77bezHT969Cg/Pn36dP49NjaWWVtb8/ppc+/ePWZpacn69OmjOYZ1ze+1kJGRwVJTU9mhQ4f47y5cuKD5v9GjR+f5t4GBgVxuAlOmTOG/PXHiRLbfjRw5kpmYmLDr16/z77dv3+a/q1ixIktLS9P87uTJk/z42rVr86yr9t/PnTs323HhOj/77LNsx//++29+fM6cOdmOr1+/nh//+eefs10TyvXBgweaY+fPn+e/8/b2Zmq1WnN827Zt/Pj27dvzrS/e+zp16jBdSU9P5/dDe8PzLF26NNsxbdnl9neRkZH87/bu3Zvv3xEEQcgd8tgQBEHoCYYEaXsskEqVKsHdu3cL/FsMdcJMXRgKhnM60tLSNBt6IfD/c4ZZde3aNc/y+vbtm+07ekICAwP5fAkEPRXoKcgZCobhc+iFwLrkB4a1Ycicl5cXmJmZgbm5OTRu3Jj/ny6hbLmxf/9+KF++PA/R0gbriF4T/H9t0JuF59aWNaKLvPMjp1yF8+aUVffu3XlIWU5ZValShYeqCWDoGYIeM+35OsLxotY3J19++SW/H9obgt457WNCmJ0Aehi1/x+9Vgh6zbSPFzQviSAIQm4oZ/YpQRCETMBOK85V0QbniaBRUhDPnz/nRsyCBQv4lhvPnj3L9j2vkC4EDY7cjuF5hPPlVYaPjw8P8cqLxMREaNiwIb/W6dOn80nteO3379/nIVcFhVblBdZJmO+Ssz7adRZwdXV9Q9ZIYc8vkFMmeF5MyiDMj9I2ZLVlKoBzlbTBOTn5HS9IPwICAngCAV0ZPnw4D3HTBkMcMRRO+7ggLwGcY6Qd8hcdHc1DKzEcr3r16prj9vb2OteFIAhCDpBhQxAEUYzgRHX0PuAcDpyUnhs4cV2b/NaWefz4ca7HhFF4wSjAzmtuWcMwrXBeoAcDf4NJDAQvDZJzIr2+YJ3yqg+SX53EJKdcsV5odOIcIG3jBr1IKFM0GqSkdevW3NhFj50u82zQEBSMQW3QaMS1e/IC/1/bsBSSPGAq7Pz+jiAIQu5QKBpBEIQE5OVVQI9H06ZN+VokGFKFHcmcW04PRX7g5HRtjh07xkOehLS9mCAAM3atXr062+8ePHjADZf8wo2Ejn/OEf+ffvpJ5+vNDTwnJlDArGTarFy5kp8T5WMIBFnklNXmzZt5wgKpQ7PGjRvHQ95GjRqVa2IENLAKSvdMEARRkiGPDUEQhARgGA/OdcGsadghxvAk9ETgSDlmJWvQoAEP8xo5ciQ/9vLlS57GGbOe5Zxjkh+YRhgzgOE8EAwR+/jjj/m8D+wcI05OTjxr2dSpU2HAgAHQu3dvHlKF2dcwxAzDlvIC5+ugh2nEiBH8dzjvAg0pzAaWk4oVK/I9ZoZr27Yt90qh4SaEYeXswKMRg3NncJ4IygkzkGGaY5QHhrwZgpYtW3KvCWY5S0hIgPr16/PscXjtmNIZvWxSgp66devWQc+ePfn8HWGBTgQNQUzZjcYNzs8iCIIg3oQ8NgRBEBKBKZLRQ4PzFzCMCec2IDhxHr0V4eHh8Mknn/B1YnDC96ZNm/T2CuA5UlJS+MKOmC4aPT4YOqY9zwNTEmP6YTRIMJ0xdpgx9TN6d0JDQ/MsGz1HaHDgNeCaMzjpHNeRwbVtcoIJBtDAQuMEvUR4vUJoWU4wzAvPjckLsG44H+Sff/6BOXPm5DnvqDhAb9G2bdt4imdc5BKTOQipn9HYzOm5kgKUxaVLl/i5cc4L7vHY4sWLuSeLPDYEQRB5Y4Kp0fL5f4IgCEKG4AKQuDDnqVOnaF4EQRAEQZDHhiAIgiAIgiAIY4BC0QiCIAiCIAiCUDwUikYQBEEQBEEQhOIhjw1BEARBEARBEIqHDBuCIAiCIAiCIBQPGTYEQRAEQRAEQSge2S3QmZGRwdc+wMXthFWvCYIgCIIgCIIoeTDG+CLWPj4+YGpqqgzDZuHChXzDheaioqIMXR2CIAiCIAiCIGTC/fv3wc/PT1lZ0eLj48HJyQkiIyPB2dmZH0PPjZmZGaSnp3OrTQCtNtx0PY5lYFlpaWnZzonHEfy9LsdVKhUvV/u4UEf0OOGm6/HivCb8zenTp6F27dpveMOUek35HS+ua0pISIBy5crB1atXwdHR0SiuSQ73CY8dP36cLz6JvzGGa5LDfdJuB7CexnBNBdW9OK4pOTlZs1gqlmsM1ySH+5TXe0vJ1ySH+6T93sI+lzFckxzuU37vLaVek5kM7lNsbCyEhIRAXFwc72cpwmMjIDRcaNS4uLgYujpGBSqOra0tVwrhgSOKDj6Ar1694jrr4OBAIhVZX7EdIH0VD2oHpIH0VVq50ntLXOi9JQ3UDkiLLlNUKHkAQRAEQRAEQRCKhwybEobg3iMIJUD6SnJVEqSvJFeCoHbAsMhujg3GfaLLGefaUFgPoQRIZwmCIAglQe8twlj1VbYeG5nZW0YByvTFixckW0IRkL6SXJUE6SvJlSCoHTC8TSBbwyZnFgdCHJleunSJZEsoAtJXkquSIH0luRIEtQOGtwlka9gQBEEQBEEQBEHoChk2BEEQBEEQBEEoHlMl56om9JepjY0NyZZQBKSvJFclQfpKciUIagcMbxNQVjSCKCKUXYYgCIJQEvTeIpSEUWRFy8jIMHQVjA6UaXR0NMmWUASkryRXJUH6SnIlCGoHDG8TkGFTwhTjxo0bZNgQioD0leSqJEhfSa4EQe2ANBiFYUMQBEEQBEEQBKErZNgQBEEQBEEQBKF4ZGvYUFY0aWTq7OxMsiUUAekryVVJkL6SXAmC2gFpoKxoBFGMUHYZgiAIQknQe4tQEpQVjchz8tWdO3coeQChCEhfSa5KgvSV5EoQ1A5Ig1EkD6B0z9LI9O7duyRbQhGQvpJclQTpK8mVIKgdkAajMGwIgiAIgiAIgiB0hQwbgiAIgiAIgiAUj2wNG8qKJo1Mvby8SLaEIiB9JbkqCdJXkitBUDsgDZQVjSCKEcouQxAEQSgJem8RSsIosqKlp6cbugpGB8r0+vXrJFtCEZC+klyVBOkryZUgqB0wvE0gW8OGMWboKhgdKNPHjx+TbAlFQPpKclUSpK8kV4KgdsDwNoFsDRuCIAiCIAiCIAhdIcOGIAiCIAiCIAjFI1vDxtRUtlVTLCjTwMBAki2hCEhfSa5KgvSV5EoQ1A4Y3iZQgUwhw0YamZYqVUqCkglCfEhfpYHkSnJVEqSvhJIgfTW8TSBbtwhlRZNGphcvXiTZEoqA9JXkqiRIX0muBEHtgDRQVjQiz6wSsbGxlBWNUASkryRXJUH6SnIlCGoHpIGyohEEQRAEQRAEUaKQbSgaQRAEQRAEQRCE4g0bSh4gjUzDwsJItoQiIH0luSoJ0leSK0FQOyANlBWNyFMxvL29STqEIiB9JbkqCdJXkitBUDsgDZQVjcgzq8SpU6coKxqhCEhfSa5KgvSV5EoQ1A5IA2VFI/LMKpGUlERZ0QhFQPpKclUSpK8kV4KgdkAaKCsaQRAEQRAEQRAlCtkmDyAIgiAIgiAIglC8YWNmZmboKhgdKNOKFSuSbAlFQPpKclUSpK8kV4KgdsDwNoEKZIqJiYmhq2B0oExdXFwMXQ2C0AnSV2kguZJclQTpK6EkSF8NbxPI1mOTlpZm6CoYHSjTI0eOkGwJRUD6SnJVEqSvJFeCoHbA8DaBbA0bwvAp8wjC0JC+klyVBOkryZUgqB0wLGTYEARBEARBEASheMiwIQiCIAiCIAhC8cjWsKGsaNLItEaNGiRbQhGQvpJclQTpK8mVIKgdMLxNIFvDhpAGS0tLEi2hGEhfSa5KgvSV5EoQ1A4YFtkaNjT5ShqZHj16lGRLKALSV5KrkiB9JbkSBLUDhrcJZGvYEARBEARBEARB6AoZNgRBEARBEARBKB4ybAiCIAiCIAiCUDwmjDEGMiIhIQEcHR0hLi6O7wnxwFuNcYqYXcLExIREK7LOxsfHg4ODA8lVJEhfpYHkSnJVEqSv0kDvLWkgfZUG7F85OTnp1M8ij00JIzk52dBVIAidIX2VBpIryVVJkL4SSoL01bDI1rChrGjSyPT06dMkW0IRkL6SXJUE6SvJlSCoHZAGyopGEARBEARBEESJQrYeG4IgCIIgCIIgCF0hw6aEgYkDCEIpkL6SXJUE6SvJlSCoHTAsss2KRhmmCKVAOksQBEEoCXpvEcaqr7L12MjM3jIKUKYvXrwg2RKKgPSV5KokSF9JrgRB7YDhbQLZGjaUFU0amV66dIlkSygC0leSq5IgfSW5EgS1A9JAWdEIgiAIgiAIgihRyNZjQxAEQRAEQRAEoXjDxsTExNBVMDpQpjY2NiRbQhGQvpJclQTpK8mVIKgdMLxNQFnRCKKIUHYZgiAIQknQe4tQEkaRFS0jI8PQVTA6UKbR0dEkW0IRkL6SXJUE6SvJlSCoHTC8TUCGTQlTjBs3bpBhQygC0leSq5IgfSW5EgS1A9JgFIYNQRAEQRAEQRCErpBhQxAEQRAEQRCE4pGtYUNZ0aSRqbOzM8mWUASkryRXJUH6SnIlCGoHpIGyohFEMULZZQiCIAglQe8tQklQVjQiz8lXd+7coeQBhCIgfSW5KgnSV5IrQVA7IA1GkTyA0j1LI9O7d++SbAlFQPpKclUSpK8kV4KgdkAajMKwIQiCIAiCIAiC0BUybAiCIAiCIAiCUDyyNWwoK5o0MvXy8iLZEoqA9JXkqiRIX0muBEHtgDRQVjSCKEYouwxBEAShJOi9RSgJo8iKlp6ebugqGB0o0+vXr5NsCUVA+kpyVRKkryRXgqB2wPA2gWwNG8aYoatgdKBMHz9+TLIlFAHpK8lVSZC+klwJgtoBw9sEsjVsCIIgCIIgCIIgdIUMG4IgCIIgCIIgFI9sDRtTU9lWTbGgTAMDA0m2hCIgfSW5KgnSV5IrQVA7YHibQAUyhQwbaWRaqlQpCUomCPEhfZUGkivJVUmQvhJKgvTV8DaBbN0ilBVNGplevHiRZEsoAtJXkquSIH0luRIEtQPSQFnRiDyzSsTGxlJWNEIRkL6SXJUE6SvJlSCoHTB8VjTZhqKlpaXxTVhx1MzMjFts2heHrincdD2OZWBZQrnax3OzCPM6rlKpeLnax4U6ZmRk8E3X48V5TcJv8O9z/l6p15Tf8eK6JtxsbGz4Hv/WGK5JDvdJQLt8pV+THO6TdjuQs45KvaaC6l5c16QtX2O5JkPfp7zeW0q+JjncJ+33Fv7GGK5JDvdJIDddVeo1mcngPuX8f0UYNgsXLuSbcBGnT58GW1tb/tnLywvKlCkDkZGRfB0WAZwIj3NGLl++zD0RAmFhYeDt7Q1nz56FpKQkzfGKFSuCi4sLHD9+PNsNrVGjBlhaWsLRo0ez1al+/fqQnJzM66It7AYNGvDzXbp0SXMcG4iaNWvCkydP4MaNG5rjzs7OUKlSJbh37x7cvXtXc9xQ14S8evUKzp07ZzTXJIf7tGvXLh7mZ0zXZOj7VLVqVf75xIkTRnNNcrpP2A5gnYzpmgx5n27dupVNX43hmuRyn5C4uDi4cuWK0VyTHO6T8N4ypmsy9H0qX778G+8tpV9TJRncJ7VaDbpiwmS2EmZCQgI4OjpCTEwMODk58WNk7YpjwaO1/ezZM/D09HzDradEC76g48V1Taizfn5+8ODBA667xnBNcrhPuGGD6ebmppk4qPRrksN9wnM8ffqUv2SE3yv9mgqqe3FcU2pqKu8UeHh4aOqt9GuSw33Cej1//pzLVbtsJV+THO6T9nsL+1rGcE1yuE+4RUdHg7u7+xvvLaVek5kM7hMObKBM4+PjwcHBARRp2OhSeYKQA6SzBEEQhJKg9xZhrPpKWdFKEGj5njp16g3rnSDkCOkryVVJkL6SXAmC2gFp0KffKlvDRmaOJKMAZYqxjSRbQgmQvpJclQTpK8mVIKgdkAZ9+q2yNWwIgiAIgiAIgiB0hQwbgiAIgiAIgiAUj2wNGyEjAiGuTDG1HsmWUAKkryRXJUH6SnIlCGoHpEGffqts1rHJifZCR4R4MsV84QShBEhfSa5KgvSV5EoQ1A4Y3iaQrcdGn1VGCd1leuTIEZItoQhIX0muSoL0leRKENQOGN4mkK1hQ0gDpXomlATpK8lVSZC+klwJgtoBw0KGDUEQBEEQBEEQiocMG4IgCIIgCIIgFI9sDRvK3CWNTGvUqEGyJRQB6SvJVUmQvpJcCYLaAcPbBLI1bAhpsLS0JNESioH0leSqJEhfSa4EQe2AYZGtYUOTr6SR6dGjR0m2hCIgfSW5KgnSV5IrQVA7YHibQLaGDUEQBEEQBEEQhK6QYUMQBEEQBEEQhOIhw4YgCIIgCIIgCMVjwhhjICMSEhLA0dER4uLi+J4QD7zVGKeI2SVMTExItCLrbHx8PDg4OJBcRYL0VRpIriRXJUH6Kg303pIG0ldpwP6Vk5OTTv0s8tiUMJKTkw1dBYLQGdJXaSC5klyVBOkroSRIXw2LbA0byoomjUxPnz5NsiUUAekryVVJkL6SXAmC2gFpoKxoBEEQBEEQBEGUKGTrsSEIgiAIgiAIgtAVMmxKGJg4gCCUAukryVVJkL6SXAmC2gHDItusaJRhilAKpLMEQRCEkqD3FmGs+ipbj43M7C2jAGX64sULki2hCEhfSa5KgvSV5EoQ1A4Y3iaQrWFDWdGkkemlS5dItoQiIH0luSoJ0leSK0FQOyANlBWNIAiCIAiCIIgShWw9NgRBEARBEARBEIo3bExMTAxdBaMDZWpjY0OyJRQB6SvJVUmQvpJcCYLaAcPbBJQVjSCKCGWXIQiCIJQEvbcIJWEUWdEyMjIMXQWjA2UaHR1NsiUUAekryVVJkL6SXAmC2gHD2wRk2JQwxbhx4wYZNoQiIH0luSoJ0leSK0FQOyANRmHYEARBEARBEARB6AoZNgRBEARBEARBKB7ZGjaUFU0amTo7O5NsCUVA+kpyVRKkryRXgqB2QBooKxpBFCOUXYYgCIJQEvTeIpQEZUUj8px8defOHUoeQCgC0leSq5IgfSW5EgS1A9JgFMkDKN2zNDK9e/cuyZZQBKSvJFclQfpKciUIagekwSgMG4IgCIIgCIIgCF0hw4YgCIIgCIIgCMUjW8OGsqJJI1MvLy+SLaEISF9JrkqC9JXkShDUDkgDZUUjiGKEsssQBEEQSoLeW4SSMIqsaOnp6YaugtGBMr1+/TrJllAEpK8kVyVB+kpyJQhqBwxvE8jWsGGMGboKRgfK9PHjxyRbQhGQvpJclQTpK8mVIKgdMLxNIFvDhiAIgiAIgiAIQlfIsCEIgiAIgiAIQvHI1rAxNZVt1RQLyjQwMJBkSygC0leSq5IgfSW5EgS1A4a3CVQgU8iwkUampUqVkqBkghAf0ldpILmSXJUE6SuhJEhfDW8TyNYtQlnRpJHpxYsXSbaEIiB9JbkqCdJXkitBUDsgDZQVjcgzq0RsbCxlRSMUAekryVVJkL6SXAmC2gFpoKxoBEEQBEEQBEGUKGQbikYQBEEQBEEQBKF4w4aSB0gj07CwMJItoQhIX0muSoL0leRKENQOSANlRSPyVAxvb2+SDqEISF9JrkqC9JXkShDUDkgDZUUj8swqcerUKcqKRigC0leSq5IgfSW5EgS1A9JAWdGIPLNKJCUlUVY0QhGQvpJclQTpK8mVIKgdkAbKikYQBEEQBEEQRIlCtskDCIIgCIIgCIIgFG/YmJmZGboKRgfKtGLFiiRbQhGQvpJclQTpK8mVIKgdMLxNoAKZYmJiYugqGB0oUxcXF0NXgyB0gvRVGkiuJFclQfpKKAnSV8PbBLL12KSlpRm6CkYHyvTIkSMkW0IRkL6SXJUE6SvJlSCoHTC8TSBbw4YwfMo8gjA0pK8SyzUpCeDkycw9IZ5cCVEhuRJKgvTVsJBhQxBKhzqnRGH1pkoVgNq14XXZspDw+DHJkSAIglA0ZNgQhIJ5fv8+xJYqxTunvJNKI++ErkREANy8yT9a3b8PLby9wdPLB5o0bQajRo2Chw8fkiwJgiAIRSFbw4ayokkj0xo1apBsjYRTp07BwBo1wDkmJvMAdlKxs2okkL5KLNfKlYGFhPBjN01VEN32fUgOagTHI5/A4sWLYfPmzRLVwDghfSW5EgS1A4a3CWRr2BDSYGlpSaI1ghV4seNZv34D+M/MEW5AVraQ0FCA8HAwJkhfJZSrjQ2YXLgA+2bOhMoZaZDq5AWO9XtByqMb4OnlDYMGDZLo7MYL6SvJlSCoHTAssjVsaPKVNDI9evQoyVapJCXB63//hcG9evFQIauKLcGuzxyoZecIy0eMADh/nndWjQXS12KQq40NNJsyBcpWqw4J/66EuKNrgWWkwZPH0bBz506JamCckL6SXAmC2gHD2wSyNWwIgtAiKQmSy5cHq8aNYeqGDWDv6Al2lVuDicocXpup4J6Xl1EZNUTxrg8wd87X8OrhNUj4bwM0bNiQH+/bty+ULl2aBkIIgiAIxSDbBToJgtAiIgIs797lH8MAoGz8Ezj12zgws7IHlvqK1iYiikTz5s1h+LsjIS4+DtasXgUvX74EZ2dnuHPnDqhUKjh9+jRUr16dpEwYHkyQgnMJMeyWBnMIgsgBeWwIQgmEh0OSry//GGXjBI/bTwCH6p0gIyUJMtLSwM7OztA1JBTOT0sWwfq1a/gkTScnJz6Xa8KECfz/MNkAzbkhDE3UpUvw0MODskASBJEnJgzfXjIiISEBHB0dIS4uju8J8cBbjXGK2HHB8BNCXJ2Nj48HBwcHycTK1GoYUL0G7EoyB/s+syB2/1JIOLUVPv30U5g2bZrR3VPSV3nI9fr161C2bFnN98ePH4Onp6dEtVMuJVJfi8F7gnJVq9Xw7bffwj/TZ8CxtNT//+eJEwC1aklyXmOnuN5bJY0S2Q4UA6inOOCmi76Sx6aEkZycbOgqEIXExNYWOn31Jby4fwkSTm3jRg0SFRVltA0o6asEJCVB6tGjOq95VKZMGcjIyIDauFYSAHh5ecGiRYukqJniKVH6mpQE6RUrcu8Jk3ANrb1790Lrtu3gqxkz4FbV9nBTZW60WSAJ46BEtQMyRLaGDWVFk0amGCtPslUu3MFqYgqx+3+FmlkjlWvWrOGGTWqq1kimEUD6KgFJSZBWsSJYN2nCk1Ho2hlF/Tp+/LgmU9ro0aPB1tYWUlJSpKilIilp+pp2/jyY3brFP5tItIbWrVu34K233oKZ07+CwKELwKrZO1DX1QfmdutmdFkgCeOgpLUDxQVlRSMIMcHO38mTko1I6kPPnj0BWAZ079ETdv35J3/Y3dzc+P9ZWFjA7du3DV1FQs5ERIB5lo5Y3bsH79StBxs2bNDZKG7fvj0PC0KSkpL4eg2HDh2StMqEPJn0229wI+vzC2yDJPCeYNvWvEUL/vnxyvGQFv8UXiYlQHLlymTUEAShLI8NQciCpCRQY8hD7dqQUamSQY2b3bt3831YWBhsWL+Ov/RNTU0hJiZGM8k7KCiId1QJIlfCwyHRx4d/jLJxgG2xadxY9gsIhBUrVugkNBsbG+45nDlzJv/epEkTaNeuXaY3kSgRLF26FL7/+Wdo1nwYNPIpC4MwFE0C7wnG0m/etEnz/fGyUZCSGCevOV4yGvgiCIIMmxIHTmgjdCf9wgWwffSIfzaNioKpnTrB9u3bDRKC07p1a77/77//3vi/b775Bvbs2cM/Y0cV1yAxBoxWXw3VGbKxgZQTJ+DovHnQuskAsOvzNbh2mABPH0fDb6tW61XURx99BHezUpD/9ddf3MgWvpdUjFZftcD2Z8SIkWBXuQ2oanSGS6F1YO+xY5KFwo4fP557CRs1agRjRr4LAYGloZZcEgYkJUFSmTKSzzOSguXLl/N9w8ZN+MDYtm3b4NmzZ2SoiUBJaAdkDZMZ8fHxOOzH9wRhcNRq9sDWFsei2U1re+biUYrrp72DI9u/f3+x6ezRo0f5OTw8PPL93ZMnT/jvhC0lJUWyOhH6k5yczJYvXMju29hwnWKhoVzHipsq1aoz2wpNmVvHSVxPPD292IMHDwpVVkZGBuvQoYNG56ZPny56fQn50KdvP36frfzDmVXp6sypySD+HdsosdFuz1DPEGEvBzKOH898joXtxAmmFKZOncrlah1Wn1k5e2Z+BmB3rawM2jYRRG7o08+SbSgahTVII9MXL16QbPXBxgYOfvcd4Phgm37fgt2gBWBboSm8TIiHhw8fQnFRv359vj+PE2bzwcPDg8+7cXFx0cy7wUUWlYgx6SvOR/nhhx8gsHQQLBo9GvyEkd0ck66L41rxHL16dIfkqBPwbMdcfuzJk8eFHmXExAI7duzQzLX55JNP+DG85pKEMelrfnz26Sfw2Wefwev7EfD69hmIO5gZwhgZGSn6uTDkDPUSM6MJyCkD5LGEBM08o0hTU3iKa+zIHMxwiN6ZhQsX8u/2VdqC5/Cl4Nr2A8BZUgGvX2f+UKKEEMZOSWkHiht95Clbw4YySkgj00uXLpFs9aRt165wxswMYu+cgye/Twb15QMwatQo6NevHxQHFy5c4HtcAd7b27vA32NI0PPnz3kIB1K6dGnYuHEjKA1j0ddly5aBf0AgjB03Hl46h8Gj5sM0nSHw94cXzs58XtTgwYPBy8cXvpj2paT1QXnWqVMH3JydYPLkyfDbb7/x46hbRQmxxFAhTHNqb2/Pv2PWNCGLWknAWPRVl/TfuG6WwLVr1+CPP/6A/v37i3qelStX8r2rqytv++Qo16Vr10JtZy/o2H0aVLeyg/emTAG5gWsCfv3111yOaBSiofj222/z9UCQlOjr8PLsTnjxz4/g3qQppAcFZf4hpdMuFCWlHShu9JIn04PPP/88W5hLZgiDp+b/0UWMv/H29mZWVlascePGLCIiolDupufPn+v1d0TBpKamsoMHD/I9oR9NmjZjJuZW2XQ/MjKyWELRhPPdunVL77/dvXu35u/79u3LlISx6GvtuvW4/N06T2GBH+5kzk2HMm8LS/bSxYWHfFzPCgGx9ijFTK3s2FtvvV0scn39+rXm2Pvvv/9GyE9RWLx4saa8GjVqyCp8SCqMRV91Ae+ncH+lAENohfKxXc1PrmlpaSwuLo4VN4mJiczG1pY51u/Dn2vXDhN4fXfs2MEMyeXLl9ngwYPf6Ktpb5MnT2ZXr17ln00s7fj+gw8+yJQxhp9hSB2FoRWKktQOFCdoE0gWilahQgWIjo7WbGiZCsyZMwfmzZsHP/74I5w6dYov5NayZUt4+fKlvqchCFnxztAhYGdtwUff165dy4+FhITAvXv3JD3vTQwHyAI9L/qCzx+uFI/8/vvvRrnejdxZt+Z37rF59sdsiDu2DpKfREKrkBCwe/GC/38YADTr8im4D1oAGa8TYdu2rTxDWWJioqT10g49mz9/PoRnpestj+vbFJERI0bAkydP+Gdc0wG9iFevXi1yuYQ8EELDxowZI0n51apV43v0NGAWvtzAhAIYThUcGgalgoLh/v37UJxs3rwZktRqSH50He5+3QHiDyzlx3/+NXNfXGFl6C3DUGVs23HDPpqQGEDIovnrr7/C69eveTgPbihXn6zsiOaQlpnl7vvvuWeMZ7fD5Ax5yB2jAR48eFBs10gQeqOPxYTemMqVK+c5guPl5cVmz56tOYYjgo6OjmzJkiU6n0MY/X7x4oU+VSN0AEe2Tp48yfeE/miPOi9fvlwz+nXu3Dm+j46OFlWsarVacw4chSsK6enpzNnZWVPelStX2IkTJ/g5xAbLFKPsnPqqT7lnz55lPXr2Yv/991+u/79nz17Wrn179vHHH7P169fz3x87doypY2JEH63EtizbiKmpKftg2DCWUrq0xmPj02gg8x2xNM8R1pCQEDZz5sxsE/wLK+f82gHhfMOGDRNNP7RHj8ePHy+afuREqnJ1LVtbrqh3e/fuFa3s/MCR4S+//JL9/vsaUcvNj9atW/P7eeHCBdHLPnLkSDZvUDZ9VatZzJ9/ss8nTWKOTs7MxNSMWXqH8d+iByI/xJYHthl+/oGsWo2amvpOmzaNt61iol1v9ExhH8vFxSXPtqJjx47s8OHDBXpJ8X2Fv79z545e9XFydmEWllZs0qRJ1E/LBepnSYPwHtXFY2OC/+hqBH3xxRcwd+5ccHR05Auz1a5dm69lgGtn4ArBwcHBcPbsWahatarmbzp37gxOTk6aOO6cYEw2bgIJCQng7+/PR18whz1ByBUc5RLmsQgelWPHjuU5wqgPOPEa50EI6XPROypGuZiid9GiRZrv+MweOXJElLKFetesWZOP6Lm7u3PvbWhoKPj5+fE2oyjlNmjQAKKiovj6Peg5w1FdYT4HxosPHDwEgkoF8snrOCK5ZMkS/n+DBg3ibZezs7OmvKFD34FNmzeBhb0zpCRkek6scT6TiQmEMgbpwcGgPnKkyGtzYL2FeVF4/q+++gp++HERfDv3a2hUowawS5fgyy1bYN6SJaBy9oG02Ed8Ej5uq1evhhs3NLNx3gBHZ7H5FvMeojdPWPAVEatsTHrRuHHjbMfErDfKGUethfeQ2Dpdr149vvgt3kv0VqA+6yLDnj17wezZszTJPPJ7zgtTbxw9HzBwEBw5/C9Y29rCw/v3uScOoyRq1KjBvbVSyEPQaSnLDggIgBMnTvy/7KQksK5Xjy8wi09Fg8qtQVW9I6Q8vQ3Pd377RlnoJcR5JbhhHwSjS9DLozR5VK5cGZ4+fZrnb9577z0YOXIk+Pr6FkqnsT+HZWCiBmyjtDeUm7W1tSZhg6DbFr7lID3mNthYWcLkSRNheL9+YHP7NmSUK0cLpxKSINgG+K4v0DbQx2LatWsX27RpE7t48SLbs2cPn0ODc2yePXumSUf78OHDbH+DI3+tWrXSa94ObSQD0gHSAbF1AOex1Mza5/b/+H/aqVvxO+khyaC49M9QZSllo+fT8PcgL11Er7P2fEFD14k2MFoZiO6xyYkw+oGZdXDUCUfMHj16lC1z07Bhw7j35e+//9bLY4MjCXmNchGFIy0tDY4fP87vFY+lJYqM9siX2B4bwUMhxSiglGXXrVuXp5hGj02fPn24twlHpHE+En7WFRwp3LRpE3Tr1g1evXpVqPqEjl4FIfcvwZlDv8Hh+Cd8Pgt6Yx7s2AGlcswlQY9NhEoFQWlponpsdJU1zknB0VMrKytRy9W3HVCi7mmXK4A6qO2lE8MbhOVVqVIFzp07x7NN5aevHr1ng8rOBeIOLQd24z+4YWPD03xr6xaWjXMghHmo6OkUvJD5VAgyKlcGp6dP4aaZCtr0+waSbZzg4eJB2eqCHlKso1LuYV5lY8p6rq+VKoFjkyZgFhUFL729oZ6tHURE3gSVsy+kxT7M06uNXZzY2Fho0qRJoT1j+tZZzLKl8ETm9EJOnz6dH0M55bdhnw9xbT8BTG0dQX1mB1SIOgUntcpO3L8fMqpXh5IK9bOkAVNoYx9LdI9NbrRo0YKNGDGCRUVFcWsK40616dSpExswYIDO5VFWNOmgbB3SIMQqSzHHxuDzYAqRIaco9cZ5eTdv3uQe4aVLl/LsMkOGDGENGzZkvr6+BY7m+I1ZzQImbmOm1g7MNbQOu2llx0cS7+bwxuA11a5Tl5m7BTIzCyv+GedESDHHRm5zSnRpB2She4Ust3v37hp9wOiC4qrzy5cvuVy7du3Kz+0z/Gfm3OJdZu0T9oa3QXshRyyzbt26mjoXmEEO/1arrCbhzZlHz+nM0sWHDR8+XK86F5biLDubvmq1RziXYdmyZczT24cFlAri8wjlUmcllF2Y9xZm5sS/MXdw5/vQMmX5gsPpISG0qGcW1M8yfFa0Ihk22AnBzgZOmBOSB3z99dfZVtkubPIASvcsPvTASYPU6Z4NhlrNUoOC+AvrpY9Psaf/1EdfsYOD98Cxfm9m6ejGwMT0jc5khr9/tpfvjBkz+N+0b9+BJSUlsZJCSWgHFi1apDEUMDlEccr1+++/5+c1NVMxM5WKte/QgW39/fcCO38VK1bU1Dlf1GpN4omHdnbM18VV83c1a9dhJU1fscOvnbqckO69hf2yshXCWcNGjdnOnTv/b0xSimid9ZWQ3rDRKx5p4sSJ0LFjRz6pDyezofsSQ8cGDhzIJ5eNHTuWJxPAycK44Wd0m2I4ir7IaXVhYwFliqEUJFtCJyIiQHXrFv9o9+gRfNCiBYz57Tf+bMtNX4UU1sln/4AB/fry0BBVSgpkzJ4NphieFBoKJseOAeD1YFpjGxvenuGEdkyCUpJCM0tCO4CTqStVqsT1oGfPnvDff//Bd999VyxybdWqFbRr3wFat2oJvXr1Ag9hNfq33spcyT1L/3Jy8eJFPlkbQy0CAwM1iUPewMYGzLGciAjwCQ+H+9bWcOXKFdi/fz80bdoUSpq+ihX2RRQMTg+4fPECT8yQ4yZkpogmSkT7agj0kadec2ywkf7333/h2bNnPH4eY7Qxy4+w7gEWhSsS//TTTzweEzsMmGdeWB9BF9BQwjhzneLoCEIGGK3OJiXB63LlwOrePYi0soOaljagToqD8ePH8cxjdnZ2IBdwPYc///yTd2SzzatISsq3M0kYNzjvQlivA99D2uuuyRF8hwqdRpxbgXMqCEIKjPa9RUBJ19ciJQ+QsvJoGOHoFSFu5w8ncKPH7Y0RF6LQGPML4snt29AxKAiedJoCLKQGxB1eDS9PbYPeffvBmtWrJD036SvJVQxSUlKypRrHZDXm5ubwyy+/cM9I69atZaWv2sZNjx49YP369VCSoXZAGoz5vWVISF+lAROh4KClLvpqKmflIMSXKYY3kGwJXXEPDIRz5uaQ+CoeEi/8w40aaxtbaN+2jeRCJH0luYoBZtVCY6FixYr8Oxo5U6dOhXfffRe6de8BiYmJstJXDLkQQis3bNjAQ7xLMtQOEEqC9FUa9GlXZWvYEARheHDk2NPLB+KProXYfb/wY7ggW9++fQ1dNYLQC5zDMmHCBP559uzZYBveHNSJiXwhVLmBc74w/S4yf/58mDVrFv8cGRnJw9NkFmhBEAQhG8iwIQgiX1q2bAFONuawfPly/h3n0RV2XRmCMCQ4TxSxUVlCs6ptwTW4Bnz/wwJZGgq4Fg2GZCPoYfrggw+gdp260LBhQ26kEQRBEAoybCijhDQy9fLyItkSerF86a/w6OEDGDRoEE8MgqAeSQ3pK8lVbIaPGMkXYr1gbgnbV02E44+jIObqFTi9eHFmogmZ6SvOM8VFr5EffvgBXlm6gMrKBnbu3AklBaNuB1DnTp4ssu4R8sGo9dWA6CNP2Ro2ZmZmhq6C0YEyLVOmDMmWKNQ8BWT48OGaiafbt2+XVJKkr9J0ikqqXB8/fgzly5aBGtY2EPIqgR8LTnwO5wCg5ujRAFWqFKmDKZVcT58+rfns1mM6WARWgT+274CSgtHqa1ISvAgMBKhdG5IxsywZN0aB0eqrgdFHnrI1bNLT0w1dBaMDZXr9+nWSrViU0NG258+f833nzp0hLS1NMrmRvuYvw6QyZXinKKNyZb10sKTJ9ebNm9CyVWvw9fWFtes3wBW/inDDNPMlGe/gAAH//2FmavBCIpVcJ304BYcrwbnpEGAZaWAdXAtOnzrJ15IrCRitvkZEgMuzZ/yj5d27MKFNGziGa20RisZo9dXA6CNP2Ro2cox5VjooUxy1JNkWnfSXLzUdS9sGDXh4S0lapA3n2SBVcJRbH5KS4GVICJfbMz8/WDh3LqxZswb27t0LDx8+zPZT0te8ybh4EWwePOCfTSMj9eqQlzS5HjhwAPbu2Q2WIbXBZ/QqsOk4CaqbmsHq994Dx6zFWzm412PNteKS64L530OHDh0g4fBKeLRwAKgv7QUrxuDUwoUlYlDFaPU1PBwe29vzj1E2TrD86i2+dlG9+g3g9u3bhq4dUUiMVl8NjD7ylK1hQxBy5vL69ZqOpVlUFBS+O6RMPvvsM76/fPkyHD16VPc/jIgA++ho/tEtNhZWfzSVZ1hr2bIltGnXQarqGh1bb96EG1mfo0zNICkoyMA1ki+DBw/mSQNe3fgP4o+sgdd3LkBiWgrUGjMGwM0N4Px5gBMnMvcyXMQVn40d27fDo4cPYd6330BFJ1M4DwDtv/yyyOFzhAGxsYE/pk2DOqZm0O6dJWA/aCFY+ofDf8eOwnnURYIgCgUZNgRRCPZER8MNyJzM9sDaGgofwKJccM0OpEGDBrqPpoSHQ5KfH/8YZeMIL95fCz7v/gpmFlZQs3pVKatrVPn8P545C+qVqgrt354KlYHBkpUrDV0tWcdmr1u3jn9+eWY7xB74FUJCy0BYWFjmD9CYqVVLlkaNNh4eHjwz2slff4EwkcLnioUSGrKrC9UaNIATGekQ9+gq3PvmLUi+HwFz5syBt956y9BVIwjFIlvDpigrNxN5yxRX2ibZFp19x49DvcBK0Kb5cAh79RpeFSGkLeP4cUW+9HGF9d69e/PP7dq10+2PbGzA5vp1+KpDB6iakQbqlFcQvWwMpKe8Bjs7u2w/JX3NnU2bNsH1a1fBvEFfuBxWD0zCW8CMmbNArVbrdAtKklzR4BYmnTZt2hQmT54MabHR0LXLW3p1vHEu2Y0bgo/MwHLFcDmRwuckB2WKXqXatXno7v6dO+Gvv/6CHTt2wNatWzULkZZUfa1UqRKYm1tAzJbpmmMoH8qopVyMWV8NiV7yZDIjPj4eh375niDkSHp6OrN3cGSODfqywA93MuemQ7jOzp8/X7+C1Gr22NERfR3strkF69GhI5s8eTL79ddf2ZUrV5jc2blzJzMxMeHXjtuCBQuYWq3m18VOnMjc58Hz58+Zi6sbs/QK0fy9sJ09e7ZYr0Np1K3XgJmYmjELJ08uL0s3f75fsWKFoasmOwSdqlChgubYzZs3+TPMUatZRmgofwajHRzY+BEj2NSpU9msWbPYjz/+yPUU6d9/AC+nfoOGbP369SwlJcVQl6Spd0HPmCzAOmI3I2urmeNZX7x4MVMcIst+xKgxrG79Buzu3bvFKhfqaxFKQh99la1h8+LFC0NXxehIS0tjFy5c4Hui8KAMUUftq3VgpjZOzNTCmn9v16FjkV76DX3CmJWLFwMTE1Y6OIRlZGTI+jb98ccf/LqtQ2prXsiOFpbsga1t5jVhhzGfl//vv//O/6ZW7TosNTWVNWzYUFNO6dKlWWJiomH0VeadRjQoBw0apJHVwIED2TvvvMNiY2N1+vuS0g64uLhw+bi7u+v+DLr4MCtnL2Zubcf/9osvvuA/69KlC1M5eTGbgPDMMj082VcffcRi/vxToyclRa45QSMxPjo692dGrWZpwcFctjdMTFnQwO+Z76gVzLnZO1yOKK+CkJVc1WqWHBjIryfR15dFR0WJ2k7HxcVpnuuIiAgmJWTYSIOs9NWIQJtA8YaNMFJGiAd2Hg8ePMj3ROHZv3//G14G3HAkWC/UapYaFMRfkjctbVmZ8ZuY95AfmanKnI0bN06WtwhHFb/55htWq1YtzXW7dpjArEpX559xRFa7o8g7O3mAHQLUx4cPH2qORUZGasq1sbEpVn29ceMGmzxmDLtlbq6TYWZo6tevz+Wkr3z0aQc0ng2FUa5cOY0e5QUazhEnT7KXPj78fl8HYEGDfsjywg7N9RnH/8Nn1Mm3PP+9tp6UpPYVPbM4sDF06FDm7+7BolSqvJ8ZtZpFrV3LXKytmW35xixgUuaACG4jR44sUMe05Yq/NWjfIBcPlKOzC2vQsBH7/vvvRTnF8ePHNfJJSkpiUkGGjTSUpHagOMHnXlfDhoIACUJPMFb/7NmzmvVctCf36oWNDaguXYJfhw2DKmnJ8DLhGZ9vkpGWCvZZaUANxf379+G7776DunXr8nhvYcPY4YkTJ8JJnJOQRXpCDFiH1OKfcRqz2tdXp/h/LK9x48bg4+OjORYcHMznRSxZskRzzNHRESIkmiCNufFxodGWLVvxyeSHFi2G0kLcv8wnZgtx+FKkFb106RLPJubh5Q0HDx4EOYLXHRsbC2fOnIGNGzfC119/DSNGjODpyK9evar5nbb+am84pyu8Vi3wePQIUHurgAk8+HsBpKtjIfbA0lzPmZ4YCy9PbYPQh1eKNIH/xYsX0KZtO2jXsZOi0sLeuXMH2nfoAM4urnwdqzXbd4NvUgoECetZ5SYLGxsI6tULFi1fDuorhyBm6wzNfy1evJjPgXr77bchJSUl33PjvJxKVaqCX0AAXLhwAQxCeDgkZrVXmPzkScdJABXawtHjJ+GrGTN5Yo+iUrt2bZg+PXPOjY3ME1oQhCxhMoM8NtJBIwni065dO83oWjSGYxSCly9f8tAWUyv7N0aI0TvE562IDJZ54sQJ7qXAkcZ69erlOkKdc+vQoQP77bffNGFPlatWYyZZoXidO3fmeysAdmLZMqaOiSlSHV+9esVHvtBzg+XiKPyRI0dElUeNWnUy6+wdyhzq9WY+TQa/MRIvlqzFvo/CPdM1BK2gdgA9aH///TerXKVqtnuOc03ERFseOAL/6NEjfl9XrVrFvvzySx5m16hRI+bn56eTThZmCwwMZE2bNmVDhgxh06dPZ2vWrGG//PILMzE1ZWaOmXOXtLeuXbsyEzMzZmZpzZycXdgv8+ezjJCQQnlsLl68yAJKlWZgYsrLRllIoR9S6N3KlSszn5dSVZlb5ynMb+wG5mjnzJ44Oen0zIwdO5b/fdNmzbm+TZs2LZuc0RP8+PHjzHrHxLCM48fZjvXrNe0APqf4O9RTQ8kjIzGRDSxfgbl4h7KAyTuYQ823eZ1mzJghqqzLlCnDy23RooUk+oHvq6K8t4jcoX6W4T02sjVs9H1ZEwUjdCKUGl4iR/bs2aN5KQcHBxf65fPzzz/zMubOncuSk5OZk5OTptzQ0FBRX2pYlre3d74dPzTYli9fXuBcN3yZu3l4si1btrwRAlTUegv6iokUtOsmpjwaNmrMJ+ILnUw00qqVryDaHBsMd3J0dMycf+ToyO7fv5/nb/H/0NDUBbx+e/tMQzgkJEQveeTVDuDcHSzP3NEjm7zFnMiM8rC1tS2yYaJSqVhYWBhr06YNGzVqFNdDnEsj/D/OVSgMkyZN4n+P4ZbY8R4wIDNpgLBlu4c55mIV2L6q1WzvzJnM2cqKmWbN4dFXrzFuH8NBccADDbEpU6awHj16sOrVq2drM6R6XvD8b3fpoinbzC5zHtOZI0d0emYw6QK2K1FRUdmO//TTT9nqbA2gCQnFgYaefYYwn76zme/I5UXWHTHksXfvXl6WU6MBkska9U+qsrEcf3//Ir+3iDehfpY0oE2geMOGsqIRSkA7HloYfS2Kh0LoFGE5YpWbk5xlf/LJJ0WKW9fuyB09elSSekslD5R5vay5KsLWu3dvJhY56y1s5cuXZwcOHMhWDytrG2Zja8s7rYaQx/Xr15lfQCAzs8pueKDRIBY56x0UFMS6tm3L5vXqxRZ98w03ri5fvqx3R0sseeCgAs6V0856hvepyGWr1ey5q2vmJHoAZmtlz1xaj35DLzw8shuVYm1ith85n3H/wFKiTaD/+uuvc52r19ArhHn2msl8R/0mC3ng9eK8GiyrVOnSkslae+BMCe0pQUgFZUUj8hxtO3nyJGXrEBHsgOGIl9gjX1gOjtCJPVKnpLK19VXKOmMooLOzs+Ylv3HjRtHK1q43esk8Pd8Mc8KtdevWfI/pr83NLTQeMF3K1Vce+bUDMTExPKWx9sg5ehnESqLw9OlTTYgZepzKB4WwSDOzIof+yUGn821fDx3K1lHv2vUznohAn844yqtKlSo8LA7TwqOXd9++fezOnTtvhL9JLQ/0Egr1wnAyMcvG+mp7bBK8vdmGFSuYtbU1s/LKbGt37NhRqHLFlMfp06dZ7759eXp6Q+teYcoV7h95bMSF+lnSQFnRiFyh2E9pkCpWWaq5GUopO6e+Sl3nzz77jA19ZzhLSEjQ5Q90DlfLrd4YztSnT583Oq8BE7Yy23INmampKVuxaFG+5yisPApqB9BbMWLECN65FHO+EZ4Trwuv08RMxay9Q1kdWxeds+jJXafzlWsOw6aFT1nm0X0aM7W0ZVZW1mz16tXsyZMnxV7nopSN14oGOIYXil22MMcG9SE1Pp6fC7151WvU5F7NM2fOGGWbV5xlC20OzbERF+pnSYNRzLGhdM/iQw+cNFD4ZMnRVwxBWblkCXvq7Cxahx9H+LDNsy3fhKfC9R6ykDm4+ouexEBfuW7/5BPRjA5hXgIu6Gob3owFTNzG/MdtZA7W9uxJ1iK1ck+vXSS54nVlrecS5+7OqlfIXA8Ht/79+xuiuoqUKz5/hZ0/VVLXvcoLQf8o7N/431slzbBRGTorG0EQhBK4cuUKDH93BKQcOQz9hYNCettamemuC8ONGzf4PvneRXj4fQ9IT02GmgBvphMuwjkKQ8ePPgJYvz7z/AWk7taF5s2bQ4UKFSAiYj9YBVaGjKQEUKe+gtdnLwEkJGSWb6zpbfG6Ll7k99ExPBxOWVvD8ePHYdWqVTBmzBhD104xYJpuTP8uFxKfPoXnAYEQmPw68xk5f954dZggFIIJWjcgIxISEnjDFRcXJ6sGzBgQ1n1wdnbWrIFBiKez8fHx4ODgQCI1Mn1NSkqCr776CuZ+8w2YO3qCvW95OHJxT6bhIUJnJjk5GQYPGQpWlhZQqVIlqFy5MlQMDga3Fi3+b1SI2GHSS65JSZlGVRGNDjxnaGgoREVF8e9mFlZgZmkNvbt0hhUrloMxIBd9NTbkLNfNH34IXefM+f+BEyeKfQCisAiypPdWydFXJYN66uTkpJO+ytawoYeNUAqks8ZN85atYf/e3eBYrzc41u0OL8//BRmHV0Lsv4fApGJF6UZoRTIqDM2TJ0/Ay8tL8/3Ro0dQt34DuHfnNl9Is0yZMgatH0EUBuw6VSlbDjbdvgOhqclw39oa/GJiwMTWVhECJcOGMNZ+linIlDRhJWNCVJkeOXKEZEsoArnoa80a1fg+/thaeH0/AtKT4sHWwxNMateW1uDAsnH0V+RzFKdccbV4wajp2rUr7wx6e3vDsSOH4fr160Zl1MhFX40Nucr1wIEDcPHGdWj11kfQptk7UObVK9j811+GrhZhYOSqr0pHH3nK1rAhpCE9PZ1ESygGOejr7FmzYMCAAfzz0w2fgfrSXvD08AAlUxxy7devH3Tq1Il/3rx5M2zatEnzfz4+Pjw0zdiQg74aI3KU6/wffgArj1KQEVAJLpdrDMy3LIwdN56Hrsod6nSXPH0tSVDyAIIgiHx4/fo1rFy5kn+eO3cufP7FF9CoUQPjkJkE4W4oL2tra833hw8fckOGIIwFnBe3e/ceeP0qCe5920VzPMbSis8PtpF56Cg+kwRhrJDHhiAIIh9CQkL4/qeffoKJEyfCs5gY+P677xQvswc3bkBy+fIAGFJXpUqmkVNELl68qDFq/Pz8+MglGTWEsWFpaQkbN6yH+fPna479+++/cDnikiL0/c6dO4auAkFIhmyTB1BWNPHBW41uchxNomwd4kHJA4xXX48dOwb169fX1Eep3L17F2bOnAmRUVEQdes2qMxMwS0qCo5rX1MRMzp98803MGnSJP4Zs8h98sknUJKQg74aI3KXq62tLa+fktqHFStWwODBg/lnStRUsvS1JGRFo1C0EjjSRBBKwZD6ii8owai5f/8+KJm1a9fCzz//DJb+4WDpXQXs3X3hSswGuKV+DkE4KbMI69SgnMLCwiAyMpJ/P3PmDFSrlplwoaRB7WvJk2vp0qXh8uXL/DlQSkf29u3bhq6CUSNnfS0JyDYUjSZfSSPTo0ePkmwJRWBofR02bBjfd+/enYdVKZnhw4eDnb0DpMdFg1eLwfD7pK6QnvoSLv72W6anppDr5GAqZ1NTU41Ro1arS6xRY2h9NVbkLlc0bJCnT5+CUqBQtJKrr0pFH3nK1rAhCIIwFNhJWbp0Kf+8fv16xd+I7777DhJfJkDay+egvriHH6tTtx507t270CmltVM5d+nShY9Yy33SNEFIZdjcunVLMcIljw1hzJBhQxAEkQNPT0++37Nnj37hJTgB/+RJUSbiiwF6VLD+06dP599r1KwJsQcyDbavZ88qdOhM//79NamcN27cyNM5E8rRC2MB10LasmULXLlyBVJSUgwia8GwUZKxoKS6EoS+0BwbgiCMipcvX/KUw+7u7oX6+99//10zKbhFixa6/yF2pDC72M2bmXNWChneJRY4gf+zzz7jn3EODM4DwEmtb3Xpxo9VwbrqCaVyLgRJSZBRqRKYRkVBrLs73PvjD6hYuzYP4SOKRtfuPeDypYv8s5lKBWUCAmH3k8fgq1YX2zMYFBSkOGPhwYMHhq4CQUiGbFtWMzMzQ1fB6ECZ4mRoki1hzPratn1H8PDwgFJBIXxhzUWLFsH5Y8cg7dixAkdxceE6XFgSefz4sX4VxvVg0KhBbt6EP2bM4BnzipuYmBjuiRGMmr///puPbKtUKp5NZt+efwol10uXLmlSOWNKW0rlrKO+RkRwowZxjomBYfXqgZOzC3To2BHmzZtnsFh8pWTxyq8dqFGtGlg4uoNn75ng2Gw4uKbbZxo1CD6L+ExKjBI9NoR0UD9LGvR5X8nWsCGkW1iMIIxZX81VZmDu7AMvXMrD5n0nYNJ774FN/fqgwgxnBazXUrduXY23w87OTr8Th4fDy6w5JzfNzKH3zJng6eUNAwcOghM4Qb8YmD17NjfqkFKlSkFqaiq0bt26yHL99ttvoVKlSvzzl19+yRf4k5XHQSahXrnKNTwcWNZaSDctrCGm+xdgWrE97D56BiZMmABnz54t9npiytQq1WpArdp1uM5cvXo109CRiRwLkuv58+ehRo0a8NtvKyAlPgZMrezAOrgGRLx8AlFCB6gImf70gQwboiB9JYoZJjPi4+NxGIk9f/7c0FUxOlJTU9nBgwf5nhBfZ3GvFB49esSat2jFPvv8C2Ys+nrz5k02ePBgfi9wC5j0BwuYuJU1Kl0Vu2z/306cyPXvL126xP/OWviNWq13nZ/fv89qm5gw35YjmO/I5cyxQV8GpqYsODSMScmzZ880143bzp07RZFrRkYGCw0N1ZR7+vRpJjvUapYRGsrvbXpwcKHumxjkK1e1mv06fDizM7dgfu+vZZ59ZnN5tmnb1iDtMb5f8fzmLn7MzMKKfy5XOog9dXbOfEZQngaSY15y/eOPP5iLi0s2PRc2u8ptmKWTB/MPLMVuX75c6Oe3sGAdSpcuLXq5arWaNWrSjNWtV5+98847bO7cuWzHjh0s8uJFlnbsWKGvUVt2SnpvKQHqZ0nbZumir2TYlCDogZOG6Oho/sDhXuyX2okTJ/heTHbv3q15qVnb2IjesRKr3jn1NWe5ly9fZr179861o4ObR4+vmE1gReagMmfxXl75dtiwTPwbKwD2yN6+SJ272nXqMpsy9VjAhK3MzM6Vl/vhhx+Kfh8FecycOVNzzT4+PiwlJaXI7QCW/ddff2WTp1j1F12vsROrZbg+2raNiY0udS5Iro8fP2bm5hbMoebbGpk6OzuzxMRESZ7z3OqMuvHPP/+w4cOHawwC//GbmXvXT1kdG8eCBwDUavbq0CH25PZtdvToUdHrrF3vhIQENn/+fGZjY8PlintBbs2aNWPXr1/nv3+7Sxd+LDgklN2/f18veSBHjhxh/QcMZLdu3Sp0ncV+RrR1Bss1c/Bg1l7B3AjFgZfrwj0qZBul/VyL/d4q6VA/SxrIsCFyhR448cEXWalSpTJfrMHBub7YCupo5lWuMFKOe7FemFu3bn3DADh8+DATC6xnUFCQKPXW1ldteeS1YWcHf//69WtmYWnFTMxUzNnFNfP6sB55jOJi2cJIsLWJCVPr4N3Jj6+++oqprGyYTekq2eon5n3EckJCQrKVv03HDn1B7QCW7efnpym3Q4cOotRZbP3QKpQ9d3Xl9ws7fPZmKu59EwttWedXZ13a1759+2Ua3Z5eb+iv2PpR0POCm4mFNfMbs5rZBNfkHeYnTk55d5i1PGMoZ/w9HwywtmaOzi5sxqzZotTb09MzWx0Fw2bEiBHcM5mTc+fOsfff/4AbAbrIIzAwkBuTAl27duPHbe3t2dq1awtVZynuYc6yVc4+zPe9NayBRymdPND5oS3fvN5bROGgfpY0kGFD5PnAYSePQtHEA0cAtV8S2Al8+fKl5v8//fRTZmlplW9okC7l4vei8u+//zITExOmcvHJVvYHH3zAxCK3er948YIlJycXSV9zlotbu3bt2H///Zfr344a8x6rVLkqi4qK0rvOG81UmWFNISGFGg09deqUpqPUsGFD0e9jbnXWxzgtqB2QQvfyKvv48eOilPtOnz6splZn28HBUTJZu7q6cm9FYdrXiIgI1qdfP3b27Fn+vUqV7MavVHUWNjQqJ02axOU+evRoZm7nxCzsnZmLq1tmG5XPAEBOz1hNwbAJrsn3AwYMLHK98XnWri8aM2iEFPW9lZc8hM22QlNmW74x/zxo0CCW+PSpzuFsUj4vOeVh6RPKnCytWKKvr2geG7HrXNKhfpY0GIVhQ3GfhBLIObqtvc2ZM4e5urkzU0sbZm5hyfbt26dXuULoBXZGxBhRu3HjBvP1D8gcqVWZZ46GmpmzD+rWFS0eHeuJ4TWCDPDF7OPrx5ycXQpl3EjtwcrpRcAR7FL9v+WdtvXLlxeqvPT0dPbnn3+yixcvSlZvqeUhZdne3t7ZDcmNG4tc7sCBAxmYmGrKNLNxYpZW1qLM1cQ646h2bs94WFgY9xgUpWxD6ceKFSv4/7do0VK3cCQsIxePjbDduXOn2LxjRZGHnZ3dG/fRvnpHFjB5B3NtN5bZqczZLXNznQ0HqZ8XISIA9dvKOtN7la8BqgO8rTMx4fuAgADy2BCyRx/bQLaGTVxcnKGrYnTgRGB80eOekGaOzbp16954aXr1+4bZBFXj81lyG+nNixYtWvC/f/jwoWh1TUtL4yFLDRo2yharzUNMROxE9OrVS3P95g5ufL9r164i6atUc46Qrt26MTMrW+YzYhkL/HAns/Evzzt8YiBVvQtbri7tgJSyxjLRY6Cd6AG3osxx6NChIzP3KJ2tvEaNm3AjU6w6C/J48OABa9269RvPec2aNdmFCxfekOu3875n06dPz1PehtQPTLihl4yyOtRLFyzI9HSEN+f7qlWrSlZvsd5bucnj/PnzvP7OzYYxhzrdmbVHKT6ooW+ol9TPS4XwiszGzk6v90d+5eE1+/v78/3ixYtFqSeRCfWzpAFtAsUbNpQVTXwo9rP4RhJQ1iqVKnNEbPIO5j9+E7MOCGfudvbs6m+/6WRENG+e2WnQDm0Tk8g1a4ocq50XQoYx3PxGr2JWrr5s6NChstRXnJNjZ+/ATEzNssWz44hmfpORlYqc2gF8ZrQ9fNWqVSuUZ69h4yaaUeiKFSuya9euseIgMjKS1atXL9P7qTXJvXHjxuz27dvcCBJGxseNG2c0g0p4Hd26d8/0djg4Svq+llJft2zZotE9nI+H4XRbf/89M7uejLLDofGJIb1F4d69e2zMmDFswIAB/Hqtra01116rTl225OdfRKtvSUZO7WtJDUWT0UIEBGE84ArvpmYqULn4wbPNX8LzNZNA9eQWHEl8CWUHDixwPRVEWLgPF1aUguDOnTPXehB5zQccMGnZug2YqMzBq983YGbnDBYhdWHL1m18AUy5YWlpCbv/+Rt+XPCD5lijauWgXYfMhT5LJFrrmeD9vHPnDqxZswbWr18v6mlwwdAXL17A6dOn+Xdc0wXvx4wZMzS/wcVFP//iC3jy5Eme5WxYtxY2bdoEr169gosXL0KZMmWgOAgODoajR49yGR0/flxz/NChQ3x9Ez8/P/5/To0GwHfffQeTJ09WzMKY+YELwP7800/Q+e0usPDHBeDi4gJKpHPnzvDLL7/AkSNHIObpE74uzlt9+oDpxYsAuPbU+fMANjaGriZfM8rZ2blIZSxevBh+/PFH+H3DFv4dnxXExMoeTp06Ddu2Zh4nCMXDZAZ5bKSDRhKKz2ODo864/kCFipV4QgGcqPvb6NF6eUgaNGjAyy1MVjWdKWKsdl6MHTeOh97xkUGfMGYb3oyHvp1auFDncxlCX4URTGOmQLmq1Sw1KIjr6ENbWxbgkT1LFXohpALT+2qfC1Px1m+QmYABwwWVIldMIIHrmgjXgeGNzs0zUyx/Mn48y8CkCTLwBCgBem+J60V36ziJ66Nrx8n8u1OTzJDQ9evXi3Smkg3pqzQYhccGR4QI8WVqY2NDsi0GLCws4NCBfRBx8QLs2LGDj5QNmDNHLw+J4N0wE1bSlgIcjaxVS/RRye/mzYNnMTGwYcMGaF27AphdPwLnAaDG6NE6easMoa/CSLqXlxcYMwXKNSICVLdu8Y8+ajUEeVQA966fgl3lNuDi5g4+Pj6S1e3999/net+0aVP+vUGDBnD0yGGwq9IGNm/aBJs3bwYlyLVGjRqwd+9eftyhTndQXzkELOUV2Nm5Qv9588CkTh2dn4OSDr23xCE8PBwaNW4CSef+BJaWCrGHlvHjaS+fg72DI3Tq1EmkM5VsSF+lQZ9+gGwNG0k7cyUUlGnNmjVJtoYCjQcMbSggxCE1NRUSEhJArVbz7ykpKfyYksKXEOzkde/eHbZu2QIP//kbwoTf3bzJO89y09eHDx/yfe3atcGYKVCu4eGQVro0/3gDTOBWqepgE1IbEi/8DS+exfCwGAw9mjdvnkZHxa7f/v37eQiagEur0WAbVgdGjBwFz58/ByXIVah/wvGN8GzHXIDLu+BtPw+9n4OSDr23xGPsB+8De3AFAjd/CZYJz8AaACpePQiDuncDKysrEc9UciF9lQZ9+gGyNWwyMjIMXQWjA2UaHR1NsjUkOnhI+g4YBI6OjnDp0iX+3drams87EOYhyBKci1G5MloFuY5E2+FxPefzFLe+nkSjrAQYNgXK1cYGVBER8PrQIZj29ltwb+dciDvye7afxMbGwoQJE8DOzo6PpOFL54svvuDzZcRixYoVfO/SahSkPLoOdtU7QWxcPEwaMyabAS1XubZt2xb27dsH58+fh/j4eIh9/gxWnjktybw2Y4beW+LRsXlziFCp4N875+CWnR1cAIBjSQkwZ/du2T1PSoX0VRr06QeQYVPCFOPGjRtk2MgcMxMGJmbm4NpuHJ90bFuhKQ+Tev36NciWiAgwiYzMeyRaR2+VIfX1BNathBg2BcrVxgasGjWCVZs2waeffgrxR9fywxEREVwXceLxwoULwdvbW1PmtGnTwNXVlRs6uI0bN07jBSsMZipzvn+xexE8Xj0RnqydChapyfARJjDIw4CWm1ybNWsGlStX5kkSCvsclHTovSUeqmvXICgrxNkrMRGyTGywun+fvIciQfoqDUZh2BBESeWzTz8FyEgDlp4KDrW7QvrTKGjRshWfbyBXnnt7w42sz3csLCA1t6xUEs3nEdtjU716dUNXRTZg2NmXX34J69atg2/nzYPy5cvz4xi2MmrUKHj06BE3dDBUcvXq1VC2bFnN337//fc8K5hg6AwZMgRuotGrI19O+wJevnwJ9+7d45nOMNPYX3PmAF8iUsmhXDJ/DggjBj2EWR7D9KAg0DyN5D0kjAgybAhCZpQrVw66de8O6pMbQR2xH17H3IMZ078CObNu+3aoamoKbZoPgwqpaTB34UJQGoLHBsMAiez07NkTxo8bl+cETkxJ3rdvX7h69So3dHB0DZNm1MIOfBbLly+HsLAwjaHTtWtXOHfuXJ6ixt9gqJu/vz9UrFgRGjVqBI0x+QSFchFE4dDyGKqPHoXKAJC4fz95DwmjQraGDWVFk0ammAufZKsMr41p7BMI/udH6Nq2bbYOYnEnAdCFX5ctB5PgmnCtRmdQ1eoCX0z7Eq5du6YofRXWdTB2ikOuWHaHDh24sSgYOuhxadmypeY3W7ZsgWrVqmkMnRYtWvDf5LvOi4xDuYy+fS1EuyAGRi9XA3oMscXLQA+1jJ4jpUP6Kp1cdf4t5nwGGYHZoHDEFCdbauKSCULGFKiz2BHAkBkMA9D1BZKUBI88PcEnMRFeBwSA1dWrxfLySXz6FFLDw8E5JiZzZFyHzuPly5d5KlGHOt3A1MIGWHoaxB9bCy1btYbdf/8FSms4ZdYkGi3orZk5cyZfWDM3MMPYJ598Ah07dqROraHBNgznNGH4n47tAiFvqK9FGKu+ytZjQ1nRpJEpriBOspWe5ORkvuZGt/bt4YG7u/6TnSMiuFGDWN27J/lcApwr8dFHH0HHoKBMo0aPOQxRUVF8n3B8E8T9uxLij66B0LCy0LFDhyLVifRVGuQi16pVq8LGjRu5IYkbTrzHeTgCp06d4ivD4zwfNDpx/g7O4xHWd5IbcpGrJGA7IMyPKua5TUYtV8LoIH2VBqNIHkCNmDQyvXv3LslWIrBzdvToUXj33XfB3cMTunXrBvf/2QN+gjGjT4dAa5KnlBM7nzx5AoMGDYbAwFLwzfc/wNUyzeCmqUqv8+LCbnjdOL9C4Ma1K/DemNGK01dz88xMXMaMXNuB0NBQWLp0qcbQwYxqmFlNANeF6d+/P79HaOjgQqq48K1cQgjlKldRCA+HSNPM7sJtc3O4X4zz0PKVq4HC4wiiRLYDBsQoDBuCUBqHDx/mmctWrN8CJuVbgc/QxRDlGQwPbW31N1CKaS7Bv//+C7/9tgLMvMuA94jlYNn8HahmZgarcK0QPc5br169bBmxJEWCzoyw0GR+c5kuXLgAixcvFnWtFiJvfHx8+CKggqGDC3PiWjmYqEAwyt977z2+EKyw2jeGtmGogtGRi84nJibyLHPFYdipGYNKGRnQrFIrqGbrAnVatIRIIb27oUhKAnVYGPeGR9rZQSlPbygdHAIVK1eB5i1bQRIZOwXKr2bWniCMCTJsCEIkMLWtl48vsAzG154xtXGA59HXYe/cuQUbKLl11oshLSx6W4YOHQrJ9yMgesUHkPI4EhJTk6F0z56yjKFPjY+Hhx6eoq9jcubMmQLXsOnZuw9Pcezl5Q1du3WDP//8E9ISEmjEuJhwcXGBzz//nKeWRkMHO/Zo+OBxBDv4H3/8MTg5OWkSEkyZMgWePn0KRjG/pXZtuO/qCuWDgsHWzh7s7e15lrnRY96XvAqYchvNpyvhzcC299fw4jVAvfoN+Pw6gxERAbZZ6ySFMAZBXpXghVtluPFUDfv37oErV64Uvuwc7TGmHcd08EeOHAGjICkJbBs0AExwj3sybghjQraGDWVAkUamGL5BspWGoKAgmDrlQ0h9+Ryil46ChJNbAKejt+nSJX8DJSkJXqO3o3ZtSAoLg5sXLhTbaKOlpSVfkwRJi3sMMZumgZlKJYu1XHLT1y1ffgm+6kTRY/11WZzTw90NLAMqgV3DAfDXkbPQvUMHuOvsIsvFIvVuBxQY0mNra8tD1dCTg4YOzmtbtmwZlC5dWvObr7/+Gjw9PTWGzogRI/h8DUW1r1rzW/xfvwYPc2+wqNkDXNq8DyamZuDp4QZSg6E1iKm1A6gj9gFY2UPM0yfw999/S37uPOWqFa57A0zgbo3O4Fi/Dx+cqVGjBt8KRVIST6CCzzXOjwz28eOTlbFtaNy4cZGzPcqCiAgwy5obyfdKXA9KplA/Sxr0aleZzIiPj8eURHxPEEpA0NmdO3fyPW4+vr58X7NW7YILOHEC83BptppZZTg6ObMJkz6UtO7btm3T1PngwYPMzd2DtWnXvtDlVatWjZf1+vVrJjbPnj1jng6O7Ia5FZfTM1dXxtTqIpebnp7OWrduzes9aNAgVqdOHWZmZqaRS84t8MOdzO+931l998Bs943fRyWCMgzly16yBG9vFnnxIpeJ0sFr2LRpE6tSpUqe97J3797s0qVLTCn354aJCXMLqckCJv3BHBv05dcQEBDAHj58KGkVlixZws9lZm6hkd2iRYtYXFwcMyhqNXu5fz8L9vVjNgHhzKlh/2z3Nzo6Wv8yc7THTcKbMdf245lteAtmbWPDkpKSmNJJfPqU3TQ15dd3z9palHaUIORiG8jWsHnx4oWhq2J0pKWlsWvXrvE9Ib7OCtuZM2dYbGwsGzlqNNu3b1/BBajV7IWbG3/JRNo6s1Ldv2AurccwE1Mz1qRpM8lu1Z07dzR1fvDgAT/26tWrIpU5atQoXt4JETr5OfUVy1ZZ2bKQd5eyxqG1WaCnF0tOTs63jOfPn7O///6bffXVV6xTp07My8srz05ufpu5uTnfm6rMmWu7cczcxoF5OTqxOE/PzA4QdjwV0jl4ox3IxbC2tbNn9Rs0ZB988IHknebiIiMjg+3evZs1atQoz/vcrl079t9//8mvfUXdOnGC/bV5MzNTqZhdxRbMyjv0jfpPmzZNkvPfuHGDNW/Zis2YMUNzruJCF7nioIyJiQkDExPWvXv3bDKpWbNm/gMtWbLVPL9qNUsPDubPwnUcyHhrKh/MEMpzcXFhW7du5fqkVL7++mtmY2LKn3VrAHbs2DFDV8looH6WNKBNoHjDBjskhLikpqbyFwDuCfE4fPhwNq9HYUiJi2NdAwKZi285FjB5B7Pwyuy0/P7770wtQYcZR1qFOu/atUu0cleuXMnLHDduXJHrra2vOKqOHRe7Ku2Y37iNzGvQfH6eIUOGsKFDh7JKlSoVymDBLTT0/x1ENETzqvePP/74/5H+Pn3YkydP3uwU5QKWh4ae2PexsOW+0Q6o1SxD8AiYqljg2x9zb4C5RxC/1nnz5smi3lKUe/z4cdaxY8c8daN+/frcME5MTCyw7MK2r/rWG9sEoX7Lly9nR44cYVZWVm8Y4nv27JFEzujVxHOgkaNr2Thwcu7cuULJQ1e5fvrpp6x6zdrcs4vg32jL5N133+X3W7vOF48fZw9sbd8cnFCrWfLhw6xb+/bM1EzFnFu8m6eOzJo1iw9kSSHr3ORRVBISEpiTswuzqdCU19/C1Y+1aNlKlLIJ6mdJBdoEZNgQb0CGjfjgy0Z4waE3oCgvH+yIYDn2Nd96o+Mt5gsTy3JycuJl417Msi9cuCBavbX19YcfftDbYMFra9myJfv44495yB16HnIbZdW+h/nV+e7du2zAwEG8o6srWJazszMvu1SpUqLJGsspXbq0pt6enp7cwMOR5JcvX+os1wkTJ7P333+fqWNi2NHvvuOjt+5dP2Omti68XJVKVWSPDcocO5R9+2aGTllYWIiu19rycHNzK3S5ly9fZv369cvXCM6r7MK0r/fv32eOjo56ywNDw3r37ccNLu3Qu+nTp+tV58Lw+PFjvcrG58XZxZX/Prewv6dPn7IFCxawWrVq8d9YWlpmK7uo763FixfnKg88bwcPz3zDSVNSUliv3r0zvbVmZtxowg7W8OHD9daPwqDdfohVtuB1M7XJ1DsTKzu+J6+NOFA/SxrIsCHogSsmcCRN+8VW1BCst7t0yXyJhZURtVwp66wNdmDFKlv7BaHtFRM63Dh3Akdpz58/zzsgcpRHzrJxw3AoKcrNaytTpgwbP34890Zh6J4gV+zYCb8JCSvDTp48yapUq84svYKLJA+c1/DFF1/wkJ2C6iaWrHOTx7Jly97okJ8+fVrvcM2uXbvqVOfCdGj8/f0lkceff/5p8PYD5fDhhx/y31iXzpznhEY0elkF41YX/RCjo5izXUIvF4ZaOto6sRsqy3zDSTG0aOrUqezbed/leo0YrmloWetD3/7Z5yHl9bwQhYMMG2kwCsMGXbuEuOCI3u3bt41iYrBcwBG04ODMjiDuizqihl6B8eMn8E6mECIlxSigEsrW1lftcnFDD44c65xf2Tm3mTNnFjpOP2ed0Utz6tQpblDgnIL8OosYpoThRMK8IbeOk5i1dyifuzGoRw9WDUdxdRyBRkNp9erVrHbt2vmec+DAgbx+6GGQQtba8rC1tc12bvTWoZwxkYfwvbBl51dnfdtXDAnSrqdU8jDEM/7gxg02pGIlPo/DqfEgFjB5e77hfuiBwo5LbmWL8d7KWe7gwYN5iJln3znMt+VIVtvEhMUW0jMptayDgjJDQnFDo1CMMORDhw5lMy73799P/QKRoH6WNKBNoHjDhrKiEUoBR6gLnYHHAHMRlFo2ljds2DAuaxyRVqI8sPNWo0aNbB07nONRmPPqWmecOL13714+7yksLOyNjqX/2A0sYOJW5lGlLZ8sjaPXd52c2IlDh7KVjcYBGtz5hWrhVrduXbZ27do8EzsUxxwbTIJRr169N+pm4V6KZxsUkmUUpmyxEDIIrlu3TjZzjkQpW61mT5ycMudsmZmzgI6TuI5ZeIXw60XvSX4GvdT6sXTpUl4Pu8qtmf+4jcxn+C/8+44dO2QrazQ8BB3GJChioD23rKhJYwhCaigrGpEr6FLHORCUFc1wDxxRNH0VDBs8rmTwmjAsR7vTjXNDbt26VSznxonc6NkxMbdkTs2HM5ug6qxWVvpXYXu2axf3ALm6Zs6PyG3D/8NMXGIb9WKBz6T2iDem6bZwcGONGjcRvR3Up33VntdldOSSZc/EzIyZWtszFzd3g7+3MCTT1t5eI39LFx+eTW3ChAlMzqDxIdS5evXqRS7vrbf+P5cT2yJCHKifZfisaLJdoBO9SYT4Mo2NjSXZEorV1/v37/O9n58fKBkzMzOYP38+v7bVq1fzY8+ePeOLvOJCZLt375bs3A8ePID4+Hi4fPUasNRkiN//C1T1sYEqffrAXUtL/psbuBhku3bwxRdf8AUwBfr3789XYM/IyOB1xzp/9tlnfAFFOYILK+I1IF79vwUzG0dwbjce/v33EMybPl3URUn1aV/btWvH98K9Nyq0Fs7E/YbLl+HHH36A1k0bQq9evfV+/4j93mrWrBnEx8aCj48P//5Wy4YQVqYsX3xTzuBCymlpafzzmTNnivzMacvzhx9+gJEjR0KlKlWNYwFSA0L9LGnQ6/lnMoPSPUsHTWqTBvLYFJ++VqhQgY/aKHkNibzAJAg5PSKYwUi0a1Wr2ZnFi1mwjy+Xa+mhmSmztTfMiiasbYHzZjC1cEFrBcmdt97OTMhhqrJgKksbZmHrwKzBhC92KeYaRLq2ryhPo/XWCOiQBt3Q7y2l3gNsD7Sf2cK2Dy1atMg+9842M1Pm+vXrRa9zSYL6WYZPHqCSyLgiCIKQxNuAoFfD2KhcuTIflXrx4gW0adMGTp06BR9//DHfOnToAOvXrwcbGxv+26NHj8LCxYth1owZEBgYWHDhSUnwMiQEqkVHw98qC4h+/RosvII1/+3i4gLvv/8+vPvuu7L1vhSWb7+ZC61btYTU1FTN5n77NoT+9FPmD27eBIiIAKhVq1jq061bN75fsmQJGC2op8Ukz5IGtn3YTnh4eEBMTAyYmppyTw56gfXh9p07fG8VVB3sK7cGlaMXRK94HwICAiSqOUEUD7I1bPBhJcSXaVhYGMmWUKy+YgiVsYNGBoZ7paenw/jx43mYyM6dO8HW1pb/Hxo8kyZ/CP8dOwoXL16C48eOgp2dXf6FRkSAfXQ0/xiSlgI/z50Hj58DWAVWBquE+zykzBiNRQTD+0aMGJH9IIaf7d+fadRg2BSGTxVD+4od0B07dvDPaEQS4shVX65evcr3HTt2VOwtePr0KVSrVg3OnTsHKpUKXr9+DZZZoaS64OvjA1GRkZDx4gGYewRB6rO7/DgZNkWD+lnSoM/zL1vrgQwbaWTq7e1NsiUUQUnXV+15OL///js/ht6c4OBgbtQ4NewP12/chH79+/M5L7rOe0j09oaMsGDwTnkIr+9eABNTU1Cr1VCiQI/C+fMAJ05k7rM8YVLr68CBA/n+m2++KfL5SgpStAPfffcd30+cOBGUzNmzZ7k3V5iD8/LlS53/FgdKEHd7S3i2bgqYRJ2GumZm4OXgIFl9SwIl/b0lFUZh2OBoJSG+THG0l2RLKAHS1//Tp08fbuBcuHBBc8yhTjdw7jAR/vjjD5g+dWr+E+G1OvLW169Dz8GDIeLiBT7qe/H8uYI9PsYcLiWCUaOLvqLxuWbNGv55woQJopyzJCBFO/DLL7/wfcOGDUHpoAdw2LBhmmQZGJ4WGRkJHTt1hr179+b5d8JgyKYN66GCtzscPv8XHEtPB9Nq1URLqFESofeWNOjz/Ms2FI2yokkj06SkJJItoQhIX9/E3t6ej1xZlWkA6iuHgKUlg6N7Kej19dcAuKFXJi8PRFZHnqWladoBd3f34riVJYKC9HX06NF8j1nkCPHkWhSMJfzy559/Bk9PT5g+fTqfe+Pg6AQJ8XEQFxcHLVq0yPVvBHni7w/8MB8cW7UyyJwzY4PeW9Kgz/MvW8OGIAiCyAI7dpcugdrEhIeOJV39l29o5NS3sIQw4XfUKZHtS1lIFiCknyYMAxpJiK+vr1Hdgq+++oqPas+aNYsbNU6NB8KRQ7/BnTt3oFSpUnl2FLENcaxfP3NQRMQ5ZwRhKGQbikYQBFESmffd91ChYiUoHRwCnl4+4OngCDdtbcGkTh0I79cPHt64wSf7v3r1ik9G//f5s2zrhlCnRB5gx3H79u38Xn344Yf82Lhx44zGS6BUVq5caZThgLje1JZtf4DKxgF83lkC9tU6gJmFlWZ+Xr4j4BLMOSMIQyFbj42+qQsJ3WRasWJFki2hCEqqvm7fsQOuXLkM9tU7gam3NVSNj4HQiKxY+Zs3wTMmBqB06Tc7JRg+giOtBXRKzJKToUpKCt+DSravAMXrK3YocUFTK2sbeP0q00vw7bffGriWykPsdkBI3DB06FAwJu7duwfXr14BC3tnSDj9B9iE1ALLoBqwZtlymNqiBZhUrJitbdD22HAoRbcolNT3ltToI0/ZemxoVEsamWK6WJItoWR9FbL5GCtffvE5zuwFU3MrcGrQFy6np8BNQQZ5eWR0nAifkZgI0Z5ePJ4+xs8PtqxeDY8ePZLoSkq2vgqTsy0qt9P8BtNO4+RuMbh9+zbPmnfr1i0wZsR+b0VFRWkm2hvbOlj79u2DUUMHgkvcNXi6aRqwa0dg660o7u2FKlWyJQUQ9JP6A+JC/Sxp0EdPZWvYYIgFIb5Mjxw5QrIlFKmvwgijv78/GCN4fe+99x40btyYf48/tg4SI/ZBzNV/4SQuJilGmEhEBPioE/lHj7g4mN2/P59r4B9QCjZt2izWpZRIcuqrMMLoWK83+I/dAJYBlfgk7/24fk4hYGo1XF+1imfAw1BFXJ9n7NixMGLkSDBm6L2lG+h5adasGU9lfedWFFy+fBkWjxr15vy7vDw2uYGGUH7ZFgnSVxnaBLI1bAhpoFTPhFL1NSEhwWgNG+zwYgfjxx9/5N+nTJkCKpU5PP/zO3jr7behzzvviJKa2LRSJYjz8OCfbzt6wovhv/CO94P7d+Hfw4dFuZaSjLa+4qKJCEt9DbEHl0PyvYvQt18/zbojepGUBNHe3lBmwADoOXs2PE1zBLfOU8DS2RtCgoPB2BHrvXUCBwcAoF+/fmDso9vly5eHgXPn5jn/Tttjg58fPnwIx48fh40bN8K8efNg8pgx8MzPD6B27Te8PUT+UD/LsKjkbJ0JFho+eDj6hcqiPeENOwK46Xocy8Cyclp+wshaTmXM6zi+sLBc7eNCHbGB0F4sr6DjxXlN2iPfOX+v1GvK73hxXRNuNjY2fI9/awzXJIf7JCCUf//+fb4InZ+fn2KvKef9wBH+tm3b8lXDzc3N+Wr02KnA3zo5OcHWP3bAT0uWZCunSNdkYQFw7hyc3b4duq7cA2kWVpB6/g++js2M6V/x35DuFf550tZXi7Q0qIlzHzZ/BmZJL+DXX3+FAQMGZJOvzrp36RL4ZC2+GMoYtKzYDBIt7WF/3GP47bff+CaEV7Vr1w66dOnCPX/4vOhSdzk/T3m9twpzTTjHycLCgidxEMqSZRuRmAgZFy9q5swV+j5ZWgI7fVoz/87UyoqPZuPvUQ743sLyFi5cCO+//z7/zutmaQ1VU5LBLcu7i96eNPQWZ6WApjYi7/uRU291uk9y0r0MebYR+nhsTJhMFozBBws3vIgbN27An3/+qYml9/LygjJlysD169fh8ePHmr8JDAzkaQwvXrwIsbGxmuNhYWF85Vdc1EtI7YjghC6M1cXOhPYNrVGjBlhaWsLRo0ez1al+/fqQnJwMp7Fh0BJ2gwYN+Argly5d0hzHBqFmzZoQHR3N6y/g7OwMlSpV4ikX7969qzluqGtCqlatCufOnTOaazLG+yTlNXk7OkJYSgrcsLCA6Ph42V4T6mnOMk6ePAmJiYkwePBgo7lPeE2bN2+G1atX81HT4rqm0e+PhcdqBpuXzhf9mkrS8yRc09WrV/mCp4jp69dQbcgQsH30CGLd3SFi1SrIyDIyCnVN6emQUqEC2Dx4AEk+Ppn1fPQIbqlU8HDnTk3ZarUa2rdvz+s/F0frtebjbNq0CQYOHMjXLVHafcK/RQ/ElStXinSfypYtC5MmTeIyEvuaqlevzg3JIutehQqQXL48WN69C0l+fnDm11/B0dtb0vuEMuzduzfs+mc32FhaaHS4XO/e4BYbq6mHoGfURuSte6inOXVAbs9TAwW25ULbFh8fX+D8ONkYNtrhJo6OjjxFJu4RsnbFseDx71DJhVEapVvwBR0vrmtCnUUvwoMHD7jOyvqakpIguVw53uF65e8P5jiSlzVKJ7f7hOdEIwY7C/gd07TiIocLFiyAIUOGKFL38HrwxYcL5yE4aoodYnxJFNfzhP+HGZTCwytCBmOwZfMm6NGjB/8/9Bph2lihHEO3EdheoacD6zl61CjNfAAx7xPWTx0TA9Y4qTw8HExsbQt1TVgXfGFbW1uDyalToMK1QbJIw5dz1mh3oXUPPTYREfDs4UPwyrpfSPt63eBKaG2I+/sHeKttCxgzZjRs3bqVDw4KHRQ8D6YHx+tFnRPA6wgPD+cenk6dOvHOB9ZBTs8TlpeSksLlqs/9yO24cP3YSRLrmnr16gV//fUXtG7TBpYsXsw7abpca57P05kzmeFfWYyoVh3G/r6aG2VithEtW7bkoXmYTAE9trj4L/YNfEf9BrEHl4L5o0tw6fh/4PLoEaSXK5ctDNbQ71w5tOV51T3ne8sYrslMBvcJDRo3NzedDBs8gayIj4/HK2ZxcXGGrorRkZGRwVJTU/meEI/o6Gius7gXE7VazU6cOMH3onHiBDYpmu32+vVMbMSqd059nTp1Kpfz1q1bmdhIImutso8ePcpatmzJ6y9sFy9eNEidBbkePnyY1wtJT09n5ubmmrrduXNHUnnkWTYeO3GCJT17xr7//nvm7uGpqdOLFy8KX24WDx48YF999RV75513WPMWLVjp4BDmaGHJIs3MMp+J0NDMOhSi7Gz6ir/DsvIpU5+yc/wBSy1dmpd93cSEBQ1dxDx7z9TIaezYsezVq1dvlHv37l02f/581qRJk2x6mNfm5+fH3n//fXbw4EF+XUWqsx7kLFus9xbee7yuMmXKMDEJCSvDzL1CNXLbsmVL0QpUq9nrgAB+f29aOzAnZy+mMrdgM2bMYGlpaWJVm9WsWZPXF58H7ftuGVCJ73/66SfRzlWSoH6WNKBNgHqJNkJByNawef78uaGrYnTgyyG3lxRRePDlW7p0aa6zwcHBor3osZzQ0MyXJe5F60Co1SxKpcrsFAEwB3NzUQ0yrCfKQYx6a+srluPg4MDLDQwMFLVDJWadcyvb3d09W8dh+/btRS43MTGR+fv7F6rO+bUD/fv3z1ZXKeSRp6zVapYREsJ1Ew0NGxNTZlexBXNqMpj//rPPPmNz5sxhX3/9NZs9ezabOXMm7+xNnz6dffLJJ8zFxaXAOk+ZMoX/xtqzFLMJq8fsa3Rmdazssxn73PjP4xnPr+w35JplpBVk1BRK99Rq9nj7dhbq58+sXH2ZTbnGeRooBZWL79x169axnj17MgsLiwINHjSA7e3tJdOPoKCgbGWL8d7CclxdXXm5np6eotU5c0DgTZlNnfpxkcq9e/UqqwnAAjp9yFSOXppyR7/3nij1xuu3tLTMVudly5axhQsX8s+Vq1QV1YgqSVA/SxrQJiDDhngDeuDEB0cWtV8O+F3O5T5+/JhZA/CXpnVW2bVq1xbN2BWz3tr6KpU8xK6zFGVjJ2TVqlWsRYsWeXY29Sm3oHbgiy++kEwex48fz7vsHN7EVk2HsMAPdzKXliN18jDoUudr164xUzMzZle5NS/bo+d0/hzEe3nl6l1ZuXKlzmUXpn397rvviiTrW7duMW8fX/6348aN46PFP//8c5H0I+f1oNdGMKKLqnsFsW3btjfKFuO9JdUzfu/evVxlMmLU6CKVGxsby8txbNAvW7mff/65KPXOKY9///1XY6ht2rSJRUZGinKekgj1s6SBDBsiV+iBEx/sdAovB7E9NsJIv5gjjBgmof1CMzG34nsMUREDrKezs7Om/KtXr4rmsZHEg5VVZzc3t8yRfGtr0cvWp95RUVG881KqVKl8O+5mZmYaD5aYHpvC1Lmwz0t+Hhv0KqLBYVu2AXNsmNm5++WXX3inC3UYwxGxE4zer507d/JjPj4+BdZ50aJFmvNj+JaVRylWp249lpGYqPGuoHGA9yCnl6KgsnVtX9Hb9vHHH7MdO3ZkO0dhZX39+nU2fvwEdvv27WxyDgkJkeQeYv118WAVtX0S22MjhU4f3LWLDxLZmGV6bVTm5mzNmjVFDptDbwlvny2sNfJAmYv5fhE8NughkyKksKRC/SxpIMOGyBV64KRBePGIPcfm/PnzvNzu3buLVuaECRPe6CTXrF2HnTt3TrRz4EtS+zwXLlwQRV+ljusX6qt3GKxWyBF2aDA2vULFStw7kVe9seOyZ88e1q9f9hHZ3LayZcuyWbNmsfv3779R5xOHDjH1oUP5hjsVph2QUtYYPsZHtUeMyFOWybGx3JDxCwjUyOHZs2f5lptfnYURcGHDTp2puSUzMTFhp0+f5r9JSUlhffr0yfa7du3asaSkJJ3koWv7mpsXaPXq1aLLujjnwYjFr7/+yuXx0UcfacoW670lep3Vao2n76apKZvy/vuizg1u17ETq1mrNjtw4IAksq5atSqX9cOHD0Utt6RD/SxpMArDhpIHiA9NapOGHj16cJ3du3ev6PcLy0XPjVicPHmSNW/Rko9I44i3lCN1GLcvdNwOYedb5vr6119/ZYZ/ODrq/kdqNUvJmsidHhzMBnTvnjnSamrGR+URnPS+ePFiVqdOnQKNmA4dOrCNGzfyyd/5gTKJunQpzxAqOScREfQat4JAYwNj/5csWcLDZArD3LlzNefDuSFoqGBImpOzCzeu8F0jTKQWNgy/0vd8usoV2wk8h1vnKUzl7MPAxIR/X7hwESvpCBPZ0ZslF33NkxyhkznnZomBlNdcvXp1Lms0+gnxkK2+KhyjSB5Aho344IOGYQT0wInLkSNHuM527NhRMm+QUhE6cYXJZmYIfRXqeuXKlXx/h51eDIMaUrFSts5NXXNL5tZxErPwyAzVyWtzcnJiH3zwATt79qzO14dZzL788kvWtl075uTiykNgCtOxkkM70Lp1ay6HzZs3S3aOp0+fZpM5hrFpg5nf8D5o/2bBggWFPp+ucsXwzMxQuFksYOJWZluuETMxNWUbNmxgJZ1Ro0Zx2QheNLnoa67okflOjggeG+priYts9VXhGIVhQ1nRxIdcpNLqrBQGiNING+TMmTOa69Anhagh9FXodOYl8+TkZLZ8+XIWVrYc/423qy9LzjIscF++71w+KV1ImYpbjRo1eIc5Jiam0PVKSEhgFhaWzMzCitkEVWeO9Xsz98pteGY7fTtWcmgHXr58KaluT5s2TVO+t7c3v28Cp06desPQ1PYQFBZd5Yr3Es/p0noMv5eYVSun0VVSeeutt7hsHj16JCt9zRMdMt/JlSpVqujcUSR0R9b6WkJC0TJXOyMIgpCIatWqwc2bN/nnd999F7788kvZyhoXwcOVlpG///77jf/v3rM3DB48GB6mO4Bn3zlQqXJbEJY7xL3jps8g5o/ZoLJ35ceePHnCV1oeM2YMX1yssNja2kLbdm2BZWSAY9Oh4Fi/DyTG3ILR9RsAnDgBcP58tgX05A4uCCgswIYLBIoFrpqNi719/vnn/PvOnTvh0aNHfFHGP/74g/8frq4tcObMGb5YXIcOHaC4wIUQXW1tIWTvErB+fBX++msXdO3atdjOL2fwXiHu7u6gCPCZw4VXFfTsCchsbXaCEA0ybAhCRLAjKyYVKlTge1x5W8mEhITwTieCnc4RI0aAXBE62m3btn3j/ypXzLwfGelpYOFeCi4kxUOkaWYz+srfH9qNHwtl7ZIh6cpBUKnM4cWLF6LUCVdsDgsNhYy0FIheOgpe3TwOrx7dgPEfT1Vsx+rcuXN8X7duXVHK+/DDD8HHxwfXxObfx48fD+3bt4fvv/+eGzRvvfWWptN879493rFDo7vYSUqCM2npcCI9DR64ukJzka7fmAwbXBmdkBbtVeQJwpggw6aEIYySEtLw448/ilpeixYt+P4EjsorHC8vL4iPj+eff/rpJ97plKO+osemZcuW/PO8efOy/R96m7Dz/OrWGXi4aADE3r0AE5o3514T62vX4JOZM+HMqZPcwD1//hz3ABUV7ICHhYXB3LlzNcdits2CsuUrQJs2bRTbDlSsWJHvY2JiIDk5udDloJGChsucOXOyjjCw9CvP7x0eHzduHD9ar149SEhIgKdPn4K/vz9IgU5yjYiAwOTX/KPV/fv8O5GJMPhRKLkSekGGjXSQvhoW2Ro2NGIjjUwbNGhAspWQ/3euxKE5dpoBYN++fWAMODg4wOvXmZ26Xbt2QXh4uOb//vvvP3j27Jks9BXrhkyYMCFbB2D9+vWaUWVfby9Ijr4BVevVe8Nrgl4BwdtWFOLi4ri3Rgjle/XqFezZswdKBwXDV9O+4B13JbcDy5Yt43sM7ysMGOIXGBio8QqamJqCQ+1u4P7WVM1vBg4cCKmpqXD06FEeBiYVOssVdT40NPMz7rWegZJOenq6dPqalARw8mTmnqBQNImQU/tqTOgjT9kaNhT/KY1MMTSGZCsdYoeMNW7cmO/37t0LxoKlpSWkpaXxz5cvXwZra2v44Ycf+Ih69x49ZaGv2IhOmTKFfx4wYADf3759G3r16sU/c4/M2TOwZMkSeO+99ySpAxp6wnwf9MygHKysrLgX71bkDejWrZvi2wHBoFm7dq1efxcZGcmNuoULF/Lvm1etAv/HT8DJMxQcancFEwtrsKvSFpxdXGHRokXF0snQWa5oAOOcKAXOjTIEouhrUhI8Qy9d7doAVaqQcUN9LMmQU/tqTOgjT1MljdwQRZfppUuXSLYSgZ1OBEeHxfRwIDjabGyuevSEoMzQg/PBBx+AhVcoHDp4gIcWyUFfZ82axfe///47D6ELCgrSGJkeHh7g4uLCkyG4umYmChCTGTNmcEMP+eWXX+Cvv/4SrWxDyzUnffv25fulS5fq9Hv0wIRmeTyaNGkCGYmJ0HziRNif+BKOR1+H5z/0hvvzukLi+b8g9sVzOH36NBQHeslVwZPOixsx9PXKhg3gJsx3Q+8nhf9RKJpEyK19NRb0kadsDRuCUBpjx47l+40bNxq6KooAR9xXrVrFP5vZuYJnrxlgam6pOSYH0KhBnJyc+H7ixIma8ECpRqXKlSsHn3zyicaj9c4774DkGDBMRzBoCrrOK1eucJ1ZuXIl/44Gy4EDB8Dk8mVwzEraEQYA22fO5DqE5eK+YcOGxXAVhJyZtmUL3DTNnKfz0NaWwv/IY0MYMWTYEIRIDBs2TNR5Ns+fP4dDhw5pvvfr1w86dX4LXr58CcYAzqfp3acPmNm5gHvXT3n4kFVoXVi6fIVs3Ph9+vTRfMawMO0J/GKDXiGcT3Pt2jX+PSkpCcqXLw+Sk5QEyeXK8TAdVrlysRs3GJro6enJP1+8ePGN/0dd6NKli2bOEqZmRm9f9erVc52z0uKDD/izMmTIEL4vzDwkQl6Y4ry8Qhre+Dxt3LkTmjYfBq0a9IVQtRqOZmXkK8nIpY0liBJj2NDLSBqZ2tjYkGwlQlin5MKFC6KU16HTWzzURmDjrv2wY/sffF0UYwBDuLp37w6WkAKPfxsLT34aDKmxj+BxVCRELFsGJq9eGVxfMVmAQGxsrGTnOX78uMYrhBnZsNOBc4+KpR2IiADLrPA/k8hIiDdA2CPOJ0Kq4PwHLc6fP8+Nva1bt2oMnx07dmTXCZnMWaH2VRpePX8ONd55B1T16xdqfgwONJnbu4BZpdZwvV5PAK9gmDT5wxLfsaesaNJA7YA06NUPYDJdxZ1WwyWUgrbOirma+vDhw5mpmYp5D1nIV7O3r9GZubp7sLS0NGZM4Krwe/fuZePGjWNlA0uz6yg/3EJDDbqid1RU1Bsr1P/333+in2fmzJma8n/66SdW7KjV7K6VFZf5DRNTVrZUaXb16tVir4Ygg4SEBJaRkcFatmypOdarVy9+jDButNtPvN+bN29m7T08MtsDYTtxQufykpKSmIWlFTOzstWUbWZpzfe3bt1iJZmgoCDqaxGKQR/bQLYeGxpNkEamuE4AyVY60AOhvfhgUfjmm2/A188P4vcuBpaeBik3jkLvnj2MLkc+rgqP81Zw3ZGrG9bxeRKcmzfh2cGDBtFXTAARHBysSRbw8OFDUReTRLAfh2u5TJ2amZo4IiIChg8fDsXeDtjYwNtBwdC0TH1oM3gB3FFnQM1ateGff/6B4mTLli18j1nf0EuDaa2R69ev86xpcvfiU/sqHlevXoXmLVpC165d4b8Mc3goeOH0TI+NXs/vv5sHI9/5fzrxTz/6kM+/Kl26NJRkKBRNGqgdkAZ9+gFk2JQwxbhx4wYZNhIyadIkvhdjLgauubHqtxXw6v5lUG+bBZUSnkG/Ll3AqNGaL8FCQuBqVvY0Qxhbwv1EowsX5RTW3BEmr4sxnwaNGWE+jRjr3hS2HXiaqIazzj6Q5uoHtrW6QGJiIrz3QebClsVF586d+f4kzqUAgKFDh/JMOLg4qRKg9rXwHWw0ooX5hDhwE16xIhw9dwXcu34GNg16w60tWyDpwIFChRqOHDkSFixYoPn++eef8/lXJR0ybKSB2gFpMArDhiCUSM2aNQu1Lkd+69hMHDUKjkWeAOzu1Xr3XeNeg0FrvkT6mTOQkZVCuzjp3bu3ZpFN7UQQQocb0w1jdrSwsuVgxYoVepeP5QjzaZo1aybpfBpdefkyAZLvR8C9uZ3h+Z/fQa1atWDeN+IuNpsf//77bzZPZNWqVeHAoX+hQaMm1AETATRkMY16tnW2ZLJgJWaRxHWahPmEaMxmYGpXK3uwDq4BaYnPeTtg0aABpccWEYrcIIwVMmwIQiSww4or1YvNlz16aMKzTErCGgwGXOMDkwWsW7eOf378+HG2/8M1dypVqsQ/f/vttxAZdYuHC+JibLqChlJtXCQQABYvXgz79u2TxSisvb0DpD+J1Hzv2aM7zz4mNdiJxXA8YSHaSpiVLSuU815MApw7e0Z+IWgyMQh0BdNkV6gQDoGBgTwDnYubO1SvEA4P3N1lsWClkDDCsX5v8Oz7Nbi/PRVnCkNK9A24N6cTpDy8brC6GTPksSGMFdkaNrJ7mRkBKFNMWUuylYbPv5jG54kIVKtWDdo0agTnfvqpSB0Hqxo1sqWz1SfGPDdwHoeTswvcRCNJxhS3vt66dQt69erFPz99+pSHimnTvkNHTTpij57TwTqoBly+chX8/P1hwsiR8HDbtjzvM3YisAP34Ycf8u+4gNuIESNErf+mTZvAw8sbvvzyS1Cr1XrJ9eL5s3D//j3N4rJSGOg5wfAjlUqlCcerULEyl69DrS7gM+wnsA1vzg0uQ4KGF6YLRg/s5MmToV2TphCFi+bmYhDItX3FVNo8U1O5RuDa9n3IKN8GLB+9AD+h7gYeLMFQw3bt2kNK5HGw9C0Pr+9dQmny/3Nycoak22fh9u3bRZZrzufZWMBnPS0tTe+/I8NGGuTaDigdyopGEMVIdHQ0z9bRpk0bZmJuqcm+Yw1QpAxfarWanThxgu/532I2oCJmCdu1axevm4nKgtWvXz+zbJHJVu9iLBezKOH/3b9/n128eJEdOnSIbd26lS1dupTNnTuXffTRR+zdd99l3bt3Z82bN2fVqlVjpUuXZo6Ojm9kP8t1MzVjYGbO3N/+mGepsy3fhFn4lGWuoXXzvc+CfgibWHLJKY/33nuPmZpbMVOVOfPw9GK//vorS0tI0FtvypYty+v5888/F76u+ehrXFwc8/Ly0sjj448/5sfnz5/PTExNmW1obeY/dgPPAhgcGmYwvYuNjWX2Dg6aejrYOrEhtk6FztBVXPXWLhez+H3++eeaawiYvIN5dJ/GbE3N2CN7e3HaJhHYt28fr59zi3cZgAn/3LBhQ/bq1Su2aNEinqGwqAjPuZLavILKRrnYOziy6jVqsitXruhVrvAMYvtEEMaUFU226Z7xpUKIS3p6Ort9+zbfE+KALxt7e/tsHVfr4JrM/a2prH3XzwrdCcJyXVxceHmhoaGivDBfvHjBPL28mXWpqszE3IqX7e3tLerL+OXLl8zV1VWUemvrK5YjpCc17JbZ6bINb85cw+qx2pZ2rKH2Pc5xn7HeJiaZf2NlZSWqUZObPNBg9Xn3V2ZbvjE3rG9bWLzReS2oHdBOc12oe4i/x/Pl0mnGsszMzDTl50y5++effzJbOztm5RnEnAOrsP5ly+nU6cZyS5UqJerzcu/ePWZrb89Urn7MxsxCY7wm52HEFqZ9xTTnDlnGk1j1zk8/0HAws7Bi7dq1ZylxcYUaLNmyZQuzsLAQtc44KFG9QjirmTUgpF22GO8tLAefP7HlLJSN7agUZWN/SNAP3Jo1a8Zmz57NTp48ydP+79ixgx+3cPJk5haWbM6cOTotB4B1tLTMHIQLDg6WxCArqVA/SxrQJlC8YfP8+XNDV8XoSE1NZQcPHuR7QhxwJO2NzqWlLfMZ/jMLfPtjnT020776ik3+cIrG65CzTDxPkVCr2Rft2jF7Sxvm3uXTbGUfPXqUicWaNWtEq7e2vuYmZ2Gzs7Nj/v7+rHLlyqxJkyasS5cu7J133mGTJ0/mnQD0PGzatImPCp87d47dvXtXs1YKkrPs/OqMfzNgwABmDSaaexvr5sYygoJyvc/6lK0P+ckDvUleA75j9Vz8czW4CmoHilxn/H0ehp4uZUdERLBQ/wC9vJ1SyRk9flgedri1r2kQAGvVsBFbtmwZ16XCtK9fffWV+M95HvI4cuQIH9TAz/UbNOTru+gLrrGUm76JUme1msV7eXHZXtcybrBsMd5bUumH1GUfP35cpwEX/3GbmEPNtxmYmLAG1WuwOxs25PvMSFnnkg71s6QBbQIybIg3oAdOfNAIwREvfOAwrIm/KExMmbmLL7Or2p75ubmzjOPH833JnD59WvOCGThwoOazMLJd5FFAtZol+vpmLsBoqmKuZRtoPDa4bdy4kYnFDz/8ULTR/jz0FcvB8qQacdWn7AsXLrCugaWyd94PHcp19FuqeudWbtu27ZjKxY/ZBIRnHvcPYC/c3d8wDgpqB4pcZ7WaPXV21nRS/96yRe+yX/z9t17eTu3BALH1o1GjRtnCSqMcPZlfq5HM2jczZA+NZ33aVzSOy5cv/39DNDCwWPRj3bp1rG+//jwUUFewrlOmTMnWCa5SpYqmzROtzjmM4ZpaZYvx3pK6/ZBK93LWGz1X69ev5yG1wnFhMMNn2E/MJai6TgMC2u8t8tiIC/WzpIEMGyJX6IGTBmEOBe6x8zBv3jwe94ydoSnNmhc42oxhIVZufsyuajvNiwrnG4gWt52j0zCkYiXWqlUrvrL7sGHDCjV6mxf9+/fn9Uc5FLXeOfXVUHHs+oZbFblsHclZbpeu3bjs69arz1ds5yEpucx10aUdKGqd2zdrxhr6lGVuwTWYpZV1Nq+gTmXrIV8h/EMYDBBbzignlKl1Voc78K2pzHfkcqaydWIOjk6a0W5d5CpEJAgbziEx1Jy0/EhJSWE9evTIVtdu3bqx5OTkIpdd0P1ODw5mpw4d0pQt1ntLyvbD1NSUy6i426ZOnTozMzsXZu0dws/f0MpK5wEB7fcWIR7Uz5IGozBscD4AIS7Y0bl27ZpOMbhE0Sa17d2+nUWamRXYMRNCDdw6TmIBE7bwz65u7jo9vDqjZyexKAheKzHmccleX0VK6CAW2OlEb5Kh5Yqj/M6ubsyxXm/mP34z9yChoX/p0iXJ5Ltnzx6ud5hAQQpiYmK4cRYQWIpZh9XVdPYx0UJecsUQtVOnTmlCHvGz9lwJQ4MJNnBOhnZbg59r1qyZzaCZNGmS5hokJY/7Lft2gDGeiAVlhXMMi5Ph747gc2ve7tKFe96Tnj3Tua3He43G+sv9+2XThhkDStBXJYI2geING1E7dgRR3DqbzzwDDWo1G12rNnN09GCefb9mLq1HM+vQOrwsjL9XYidc6AwRJZcHDx5kGuudp/AMcvbVOvDvnd/uItk5cV4VnuPy5ctMSsaNG8fP4+Xto9H1Pn365Prb/v0H8P//5ptv2Lfffqv5/cKFC5kcRj/9AzOTLcyaNYtnEhSSfggbZiMjdGPChAlcZvvRSChG0OB8w5jSsa2Pj44uUtZOgihOjCIrGnlsxIdGEorxgSvIS4Kx46VLZ5ssa2pmxkLCyrLu3XvonbpTLohp2JC+SoPUchUyNWHaaUEfevfuw44dO8aUblDjHIcpH33E7ty5w8O1hPOOGjUqm1zRUDBTqZi5a0A2Y0EXj5rUYP1atGjJzG0dmXVI7Tcmom/fvp3JCSW0A5icBGU3c+ZMphS4p0bk1OWEMvTV2D02KpAptHiUNDLF1dSDg4MlKJ3Iho0NwPnzmQvf4YKa+F2biAhQ3b7NP4YBwPlVqyCgWze+uj1B+qrkdqBBgwbQr39/CAsNhc8++4wfW7Pmd9HPExMTA3369YcAP1/NseTkZLC0tASpKFWqFMyaOVPzPSkpCWxsbGDRokV8Ub6WLVtyuc6fPx9MVJbg1W8O3J+fuejruXPnoFKlSmBQkpJgyciRcGzvXnDu+RWo7N3gVeQJ/l+nTp2CGrgYsMyQ+3sL62Zubs4/4+K48fHx0KhRI2jXrh3ImUhLS7DJev88d3EB1yIu/EwoQ1+Vij42gXEuxUsQcgCNmVq13jRqEHyJhIZmfg4NhbAuXcioIYwCJycnWLVyJXz66afQuXNnfuz06dOinwc74nt3/wOrN+/UHLOzs4cPP/oYigtra2tISEjgn7/77ju+f/nkCZxctAhcw1uCqZUd+AxdDGaWNtCjZ69CrRAvGklJ8DIkBEavXAnnzS3B1tQMWFoyWAVUBF//AKhcubLh6qZQIiIiwNvbW6Pnr1+/hjlzv4EPxo4HufPhtC+hCgA0KlUVqpmpIEUl23FugtALMmwIwpAenRMnMve5GT8KIzExke/r1atn6KoQMmHu3Ll8P3bsWNHLbty4MahU5mBb823wH78Z3DpOgrS0VLgVFanXKGBybCzAyZO8418Y7O3t4fnz5/yz6evX8KpsWTiUlASHz++C+CWD4dHSkZCenAQurm6gMmTnMSIC7KOj+cfQ1NfgtvYjiF7xAby+dwmexcTAs2fPDFc3hYKGraWVNViH1gG/Mau4HqosraF7ty4gZ/755x/YvfsfeAUANxr2g3sxT2HTpk2GrhZBGLdhY2oq26opFpRpYGAgyVYJHh0FchI7hwBQv359UcojfZWG4pRraJZX8ujRo6KXbWtrC3Xq1oXku+f59BD1qc0QWDoIfvn5pwKNGfT2TJkyBSoEh8AjT0+A2rUBqlQptHHj4uICkZGRcGDBAvDJMvBD01JgWodWvMP44MEDOH7sCBiU8HBgISH8Y0pgICw/eRLOnDkDx44dgzOnT3HPgxyRczuA4UYzpn/Fw/nS4p7Aq6hTkPoqEQYOHAhyJTU1Fca8/wGYu2SGcJrZOIB1YCX47vv5hq6aUSBnfVUy+sjTBCfagIxAt76joyOPU3VwcDB0dQiiQEhnQRNf/vnnn8Mff/wBnTp1Is0hOOilSE9P5/NRcIRbTGbMmAFffzUDqvqUhUvR1+DQyRNQsWLFPOfk4O83bNoM0Q8fgLmtI1TPYPDfq8xQMg56UHGwoZDcv36de2xw3sJLb2+wj4yU18AFGm55zfuTQ3kKBMMLa9epC7fvPYFwlRVkeDvAkTPih16KxcuXL8E/sBTEx77IdtxMpYLH0dHg5uZmsLoRhBj9LNmalPgiJMSX6cWLF0m2hCQcOXJE1FA00ldpKG65/vDDD3z//fffi152m0aN4HTyKzh0+xzccXKEivlM2MXwG5zU/8LUCTx7zQTvkb/BNUsreOLomPkD9C4VYQI1yjM2ORmzBACaRp7R0fD3v/+CMRs1CSjv2rUhyt4BSnv7gF9AIJQKCoZGTZpyz0BJaAfQcP9t0UI4HnMf/o2+CTsf3C+05684wNDJq5cj4F8t3Vy+fDls/+MPMmpKgL4qFX3kKVvDRmaOJKMAZRobG0uyJSRBCDcSa8RPDvqK8y/ubNgAd65cgejoaHjx4gX3PCj5pVXcch0+fDjfT506VfSyq6hU3DuCODx+nNlxz4OuXbtCk6bNIPl+BKSrX0DK40iIi3sK19etE2WumyDXoPBwWHrxIp+/0LZtWzh8+DAYmpMHD8IdZ+cih9xlIyIiU+YYkpWRDqXdK8JLv7rwKDEDjh87JtqcHTm0AwWB5rCgh05Pn+arh3IAww61k0UMGjRI9lnclIIS9FWJUFY0giCKHezwGxVJSaAODYVSPXtCSoUKEOzjA66urnxuh6e3jyYbFpE/Ok+YR/3RcxK/GXbOtLIL5udxwVTqBw/s55+f7fgG4g6vBndPL6jfsqXoc90wHO4EGkuYdQq9ShJkhdMVHJmf2LYtlEpJyTxw86Y4HW+cs5Ml+5smpnC/Xk+wr9YeUmPuQLNmTWU7Z0cScmS5LIrnjyCIoiFbjw1BEIRBiYgAl6xsVzga27DZO+D+1lSw8A6DlORkw6buVRjCaDCu5ZIrSUnwqkwZ7lFg+ngUdMwuiKN9wuRTjM9u0LARvL57Hvr06glmZmYgBbVq1YIDBw7wzzVr1oTLly9DcbNnzx5o1boNXPEIhZsqS3E73jY2YHL+PDzftQuaubjAoz2LIOHkFk3Yn4mJiSahiNGj4CyXAQEBhq4CQZQMw4YySkgj07CwMJItoQgMrq9ao7A3cEE7vwqgcvKElOgb4OnhzhdkLBSF8EwoXa7ffvst348bNy73H0REgPWDB/yjyc2bEJc1X0uM7IIZGRmaa8VsRTj59O+/dsGKFStEDY/LTa5NmjSBP//8k38ODw+HqKgoKC527NgB7dt3ADPfcLDp9gU0qNQS3vLxFbfjbWMDrm3bwi+rV0HSrTPw8tQ2GDFihCYctXbt2tzAwfVeFNsOGGmWS7Vazff+/v6GropRoRh9VRj6yFO2kielkEamGB5AsiWkin91d3c3Hn3NGoV9fegQ9AgrA4/+WQDxR9fw/8LUvlivJUuW6FXko8hIiC9dWty5DgqQa9myZfn+0KFDuf8gPBxuZYWs3TQxgcr9+msMgqKAc6EEj0z58uXhzp07/DOGE2JKXg8PD5BaruitWr9+Pf8cEhLCUz8XBzNnfw2pqSlg5uILKU+iINXFF3bFxECGlZXo52rTpg189tlnULd+Q5g1axbPQHf//n2N7DE0Dw2cwhh2ouqrgQcV5ISgh+SxEReDv7eMFKMwbJQ8OVfOMsX1G0i2hNjcu3eP7xs0aGBc+mpjA1aNGsGK9esg/cUDSLp5ApYuXcon2yIjR47kHbadO3cWWBR6Dqb37g2OOLlYzLkOCpNrMmYOy4mNDbwdFAxNyzaEtu/8BM8cAqBDhw4wevToQp8HQwWF+T3FEQqWn1x79OjB9UYYIX8q6ICELJj/PQwdOpR7UZ78PhkSjq7hhs6jR48kOd+0adPg2JF/wcnJiX/38/Pj9+Am6nkWaNiZm5vDw4cPi19f0ZjBwQQDDiroA4bz4RpDUrfZZNgYV/tqrFBWNCLPUXWc4E3ZOgipMqKJtTin3PS1SpUqsHz5MpgwcRIf6cf0qNhBx4nhSMeOHbmBgy+0vFi8eDGsOH0abpqaGXSSsaHkiqmWtdM/58TUzg5OW9pCir0rWAZUAhMzFezc9VehzoWphrEDLYSDFcdcj4LkOmTIEE3Ka09PT545SUpq1KgBkydP1nzv3rkDtG7bnq8FUZygMYMywRS4CBo7aPSgd1eXzGli6ev2mTMzBxMMOKigK3v37oW27dpBy1ateCZGKSDDRhrk9N4yJigrGkEonFevXsHHn3zCO9BSTVJHL8M333wDr1+/lqVhIzf69u0Ls2bOgHfeHQHDhg3joTYYWoUdVF9fX82EcTRwbt++ne1vb9y4wY0iVbX20Kz1aL7Oyf0dOxQTjy8G6N1CtDvb2tja2EDyo2twf15XiD2wDBo1qA/HjuifKhkNTgsLC00YmDCBXw588MEHfCFbxMXFBRITEyU9X8+ePfn+0qVLsHbtGvh7106+jokhwHA07JwcP36cf0ejBo0bnI8gdYZBLH/0kp/4XDm5Zy7DtqJly5agcvSC5NS0PAcCigq2Xwh5bAhjQ7ahaAShtDTHYqY7vnbtGsycMYOP8pYpVx42bdrEQ5nEAuvat19/mDRpEoSElYF169YVaYRJMGyqVavGy8YRcrHTP0tVrj5lo8G5YumvsHTZMt4h69O3L49Vf3DjBjzevh2ss34XFBTEU0M/f/6cd6o6v/U2MBsncGo8GEzKNICz5pawHg2bYqizXMoWPChIbmV7eXnyVMENGjbk39FoFAxGXeuMqY0xrbOwbo0Y83TElsenn34KEydO5J/RyMAR+dP//guvccFEEeWNdT2PiQKyEheISX7yuHXrFnz99dc8SUNuYEIBbGv27dvHv2OoGnqR8Dg+X1Lo3vTp0+FRfAI0rNqODypc+O03UQcVxKozGuXde2Qao6mxjyA9JRm+nfcdN87Ffs7xPom57hhByAYmM+Lj47F3xeLi4gxdFaMjIyODPX/+nO8JcVCr1ax06dJcZ4ODg/l3MTh48CAvEzcTlSXfV65Slf2zdStjJ07giYtU55CQkMyyLW2ZTUhN/rlmrdrs+P79hSpfqCuWjXLAz6GhoUWSh7a+YjlYnhjl5icPV1dXNnnyZDZx4kT23nvvsWHDhrEBAwawHj16sM6dO7OmTZvy37m0eZ+5tBzBLJ08mDUAe2Bri0JgLDSUXfjvP408cLO0zLx/YGLK99YhtZnKwZ1VrlqtSHUurDwKageklHXz5s01cslZdnJyMjt//jz/LDxTGzZs0Klcbb3DrXfv3qLVWVed1rd9feeddzL1AYBdR93B58fPj2UkJopSZz8/v8zyra0le15wn7NsfF7w/3z9/NmhQ4cKLG/btm3ZnhdbW9tssi7qe+vmzZvMzEzFTK3sM89hasb69u3HxELM5+Wjjz7i5diE1csmE9SRrv7+TB0TI1qdhXYpKChIVP0o6VA/SxrQJkB9RRuhIGRr2OhSeYIwNCdOnMj2AsLvYjBv3rxs5dpX78RfbjdNTDQd6MIaNznr7NX/W+be7XNmo7LQdLD0LV8oa//+/ZLIQyo551a2Lptjg74sYPJ25tphAqtlpsqUmbBl1W337t15/r21jS1r2qJVoTtrOeu8cOFCyeQhpqzXrl2rU9kvX77U/MbQddY2xqQou6a27gCwbqVKs2+//ZY9efJEcc9L3bp1+d6qVFVmExDOTExM+EBBcmxsgQMmq1ateqM8MerdsVMnZmKmylYuGjpFka9Usl67dh1zcXN/w6gR2uUkf/8iDWpJUWeCkJttIFvDBkdoCHFJTU1lhw8f5ntCHHCkS3g5iOmx2blz5xsem84+vrl2oAtTZxylwzJNrR2YfY23mLmNA6stGE2FKF+o64EDB/IckS+KvmrXWfAMSTEC7ePjw3bs2MH+/fdf/rK/cOECu3btGrt9+zaLjo5mz549yxxVDm/GrDwz69OpZUv2CjscuRiE2mX7+/vzPXqB0KBJS0sTZZRYe7tz506R24EVK1aIdg9zq7cgj4LK7t69O//dJ598olO5YnuZHj9+/IZ88yu7MO0rllUxOFjTcb1pZcfcwuoxU5U5M1Op2AdjxxWq7lJ7OAUPloWFRe6Ge1hdFjDpD+bUeBCzNTVjty0sdBowyU0/ivreatmmXa51xEEYMcA6Cs82bugpS09P532ZXr37sN9//12v8rBtePDgAdu+fTubOnUqa2hpKUq7n9c9FPO9RVA/SyrQJiDDhngDfDFgiBMZNuLSpk0b/sCtX79etDJ37dqleVGGV6zEy05LSMjsGBTRY4NgZ10o387egY0fP57duXKl0OULZf3yyy98P2XKlCK/LHPqq7YRef/+fSYmWDYaMgXVGTsdpqaZIWWNGjdhR44cEQrIc0RaKPvzzz/nf7dx40ZR64zGjJmZmUY2ZcqUyfc6CmoHhHLwN1J0eHSVNXYOhbro0mbpWq4uLFmyRHPuhg0bssTExALLLmz7imX+t28fa2Rtw7zq9GCBH+5kHj2n89DF6jVrFfoaxJSHrmVfv36dy8y17fvMtf14ZhtWl9XOw6Opa9lFfW+lpKRw78zFixd5+4Rt6549ewpVVn51xrA7bcOpSdNmfO/k7MI9kIUuOyYm01MjQruvDQ7UYP1wT4gH9bOkgQwbIlfogZOGyMjIzFF8nGchEq9evWIzZsxg//zzT/ZwpXw60PrqwqxZs9iPP/6Y/aVbiPKx44DXX6FCBfbBBx/wz5oOfxHrmLNDc/LkSV5+QEAAMxSnTp1i+/bt0/vvGjduzOv+4sULSep1+vTpbB0rwTOkTzsQGxurVwiY1MyePZvXpW3btsVyPpSJm5ubRgboOdXnb4vSAe/WrTuz8S3DPHvP1Jz/6dOnTEnk7NzXql2HfTdjBksuVarQHXOlvbcGDx6suX7n5sOZqZmKzZkzp2iFitTua0Nh/9KgNH1VCmTYELlCD5w0CC8IuXQGixvB2Hj33Xc18xGwgyyVvgqyfv36NVMSxaUjK1euzNa5XLp0qWYStae3D5s0aVKeL9727dvzv/nzzz+ZXBCuQwydKshg1ZYbemmKs31dvnw5AxMTZqr6f3jXggULmJLAZxL1CwdMMJxKjI650t5bGDaH986qdDXufbOr3Jq5urnLLtyLDBtpUJq+KgWjMGwoK5r44OgtvqwpK5p0ho2uWZyMie+++45fO3aoPT09Reu856Wv2FHHc2CmMiVRnMYvymz06NHZOuoVK1ZiJmbmPJQOPU65tQNyNNBxzhPWyd3dXbJzDBkyRHPtmJnKEO0rhgSVDg5h3Xv04EaBUJ9NmzaxkozS3lt16tXPDPGt2p65thvL3N/+mCcAWDN2rKgel6JCho00KE1fjTErmgn+AzIC13zAnPZxcXHFvkKysYO3Oj09HczMzPgigoS4Oqst55JAREQEXL58ma8RgZ9xYTlc20UsGeSnr8J3XNtHKbos1LM49QMXX8X1QYRV3107TIBXl/aAj8UrOH3qVDa9xTVfOnTowLcdRVxjRyrZXb9+XaNjhQHXFcL1O2rWrKn5rr2OB64fVaZMGYO2r1gO/j3WMzg4mB/D9XkaZq3vU9JQ2nvrr7/+guXLV8CpM2fhzq1IvrYVriYUJiwMimsLyWBhXuG9hesNOTg4GLo6RoPS9FUpoJ46OTnppK+yXaATFYMQX6a4kCLJVlpKimHTpVsP6NWrFzdqkLLlygGYmhWLvg4bNozvv//+e1ASNsXcocHFKs+ePQulg4PBRGUBtuUbg0/HsfDrL7/AJ+PH40qZmkUh0aBBVq1aBXJD0LHCGh0CvXr3gVq1avFrxE0waipXrsyN5KKUL1b7KnSGcJHXM2fO8M+NGjXigwglEaW9t9q2bQsbNqyH21E3ufHw388/Zxo1yM2bqMyGrSAhKUrTV6Wgjzxla9gQhNJ4//33+f7nn3+GkkDD+nXBwt4VvAcvALeOk8DCrwJARvE05osWLeL78dg5VwB3797l+1atWhX7uf/55x+4HRUFKmcfeLbjW4g/uQ1MX7+G95cvx2XgAapUAXVMjOb3OComNypUqAB2dnb88+7duzXHHz16BL/++ivfF8ShQ4dg757dYO4eCAMGDOAbsnHjRjh//rwsR1erVavG7x8SHh4ODx48MHSVCD2wt7eHyn37ZnpqENyHh5MMCUJCyLAhCJH45JNP+H7EiBElwnODHcOUl88hIyUJLLxCIPXR9WI7t0ql4h095ODBgyB3hM64IQybxo0b83vVunZFqO4OEGQaA7a3bwNP7I3cvAmz+/XjH9etWwdy5c6dO3zfunVrzbFhw4Zz752vry9UrloNPv/8czh75AhkHD+u8UQJz+KHUz4Ca+9Q8Oo7V3M8JiYGunXrBnIGdUbwovn7+/MwbUJBoJcWw89OnJBNGBpBGDNk2BCESFhaWmo+Dxw4CNw8PGHTpk1GK1+M+ff1DwD1pX0Q988C8PX1Kdbz79+/n++bNm0KSjFsWrZsWezntrW1hd9++w127NgO/x46CEcO/wvq0qWBhYRk/iA0FL7Nql/Pnj1Brri6ukKTJk345/nz5/N9cHAQWDp6gFvHiRCV4gDfz/kW7Bo2BNO6dbknSjBu/t6yBTKO/wcedXuCiYU1uHf5lB+fM2cOKIF+/frB7Nmz+WdnZ2c+d4pQEGjM1KpFRg1BlGTDBideEeLLtH79+iRbifjggw80n9dt2wmxsbE8xMVYMTU1hUED+kP6xd1Q4V4E/LbwR35cmPAstb66u7trPt+/fx/kjBBOJJZsigLKs27z5ppR5MMLFsCrLENVzuB8BSF8bOzYsTx0bMGCBZAc/xSsQ+uCS6vRUMUr9I35DEythnJ9+sBJANiz/WuI+6EXxGz5iv/kWWycYtrXDz/8EEaPHs0/W1tb8zlBJQF6bxFKgvRVGvRpV2Vr2BDSkJycTKKViBUrVoBlQEXw6v8teA37BVhGOp8AbMwM6NYNLpiY8E5jgzFjeAYgnA9RXPp66tQpvq9Xrx7ImZcvX/K9XOZxcLlmjSI3atOGH5OLdzEtLY0bgoMGDeJeUJQZbpjBaciQIbn+jfrKQYhZNQ6uxNyEBC+vbPMZTC5fhlIpKZmH0lJh/uABsG3bNp5h7efFmXO1lNK+/vjjj9CuXTvNi97Yw10F6L1FKAnSV8MiW8OGMkpII9PTp0+TbCWidZs2kProGqSr4yAt/gkG9stihF5KwlJSNHM1VLdvA856Eea+FIe+1qhRg+9xUjWF5+gvV+0XsIeHBxQn2Ck/d+4cTJ48mc8dEQwYc3NzaNOmDQ+fS8kySJAqVarA119/Dbdv39Yce/LkCd+/+HsBlA3whP/OnweHqKjs8xlQH7Umbw/65hvo3LkzTxuNc7WU1r5iWm4h5bWLiwsYO/TeIpQE6as0UFY0gjAAq1etgs6dOsLzP2ZC6onNgCtlBHt7G/e90Oo0xrq5QYSIho2uLFu2jO/79+9frOc1pvDJX375RdLzYKjgN998A9WrV9cYMBjKiFm/5s6dmy3bl4+PD0yYMIEbCRhulbWQtMYIKlWqFKxcuZL/tlmzZvDl9Bn8+Inj/0EIzhvKOZ/BCCdvo7cJwUQCmL6aIAiCkLnHhiCUhoWFBWxYvx76vv02HLm0l4dn+eLaIFrZmYwOrU7j1Hbt+FwNMUPRdGHw4MGaUCo5hubggmJyDZf76aef+H7o0KGizYPBDF4YLiUYMLgFBATApEmT+Jo6AugtQWN0165d3DMjGDAPHz7MZgTlhmDE4tougwcO4J4cfP5K0uRtYY4NhmP27t3b0NUhCIKQBWTYlDAoKYO0YGdt+fjxmgnMJiVhQbasTuPZa9dEWUSxMPo6fPhwvp83bx7IjQMHDhgs1XN+chWMjEqVKuk99ye/eTA4wR9XX9cGr3358uXcwyAYMKmpqdzzggsaYviZvhzHlM5ZKZBLYvuK8kYZCmm6p0yZAsYKvbcIJUH6alhMmMyGOHHED1+OOMrp4OBg6OoQhP46ix4aTDWLRg2GaRlJ+IsuaYWTkpIM4jXBjrbQOZZZkwajRo2CxYsXw7Fjx6AupiGWCTY2NvDq1Su4d+9ensYByhIz+61du5ZvBS0QifNg0HuAaaMDAwNBagSDDI2c2rjYaAlErVZrFi/FLHFjxowxdJUIBUB9LcJY9VW8mZMiI7fOiTGAMsUUxLgOglyyMxl1eBZ6anC+SQFGDY66oqdH6fcEjRpD6SvKDz0PFy9e5B4S7GBHR0dD+fLl9T8xXoeO906fNWxq1sRZV4YH5frs2TPNxHzBqMF5MOvXr+cGjHbIWG7gPBg0YHDDeTKG0l2sM9a/Tp06Bn9naOsrvoR37tzJ9VLqtYFwQOHp06c8+cN7770H3t7e0LVrVzAW6L1FKAnSV2nQp32XbSgaZUWTRqaXLl0i2RYHecX0Y6f55ElIjY/noTw4P8TVzR1GjqZR1qLq6759+zQTyn18/aBS5cpw9epV/e5bUhJkVK4MgKP/Wgs8FoUozNKVZXzJAQwHu3LlimZBWanmwRQHfn5+mjldq1evNlg9UE/idu+Gy6dOQZeuXcHd3YMvqtmrVy94/vy55KfHNZ0EPevWrRscPnwYjIUS/d7Kel8Y9TxNI6NE66uEUFY0gpAjSUnwulw53mm+6+ICb7dpA+t27IGkDDOIirxp6NopGgyX6p+1eCNiGlgd0tPS9B7Fz7h4EUwjIzO/3LwJiZhJS6GgJzC3eTBoDORG69at+VpMYs6DKQ6EtYzQADOI1yYpCZLCwsC5TRuo/s47cPribbBrOBDsq3cES0urYkvJjGtmnTlzhn9u1KgRT6xAKNgASUqChKBgUQdZCKIkIFuPDUEoLQSrwFCsiAiwunePfwzJyIAm7ceDx9AlkJ74Avbu2QPNmzeH2bNn8xFzzHiE5Z08eVK8EC+tl6/oZWc7jTRl51fuTz//An//9RfY1+gMARO2gl3FFvy4MPdA17Jfh4TALVVmB/4GdhY7dYaPPvqIh7WJUX8xEeqMcyxyWw8Gs4Tlth6MsAaKr6+vxoDB7e+//4aBAwfyOGYl6Ye1tTWvt2DcFHudIyLA5uFD/tHmwQOoXqYhONTsDImX9kJy8mue1lq4J56entxLu3HjRm5AFli2DixfsQJatWnL5xlhWCAas5CVdn3Hjh2KuIfFUbZkdUYvb6VK3ADhe5HKTz5zBhyePM78cvMmvMoy4MUyqHR+bxGE0mAyIz4+Hofc2IsXLwxdFaMjLS2NnTx5ku8JcVCr1czNzY3rbHBwMP+ez4/Z68BAHFNm1wGYZ60uLGDCVv63+W2hoaH5l6tbRRkL5UtpMnVwMPPz8RGl7Lt377IKFSuxuvXqa+prbW3N9wEBAUUqW1tfsRxfX98863z//n1WuUpVZmZhxdze+ohv+Nvnz58XeJ6cZffv2pU19CjFgof9xBxqdWEqKxtmbm7BLl++rPc1JCQkiHsfteqM+paf3uA1TZw4kZ05c4ZlZGRo/jYwMJAtX76cXb16Nc+y85O1WM+LmGUnJiZKImcEy/LJel5y25wsLFikmRl/tuI9PZmLlRVzqN2VWbiXKvDZxs3U1LRI9a5Vpy4Dk8wy3u7ShV27do0t+/FHZimRPFDWLi4uxaYfYry3sJzSpUtLUucbq1fzey9srw4dEqXcR5GR/D0hvC887OxYbGzs/3+gVrOMrDadt+16XBNeP7bPKA+Uy/Dhw1mpoGAWFRUlSt1LMtTPkga0CVBf0UYoCNkaNrpUniAMzYkTJ7J1UvB7vqjVLPXoUTbr00+ZmUrFLN38+N9t3bqVPX36lK1bt44NHTqUeXp66lduAfCXbdZL8kSOjlVRyt6+fTsvw9KvfGYnzdLmjY5b37592cuXL4tU/1WrVhVYZ3xZd+/Rg/+/o1coqwnAkrU7Ajrew/HjxzNTlQULmLiVeQ34jlk6ezNHJ2feYZRcPwpZbtu2bdmuXbtYSkpKvn+Xnp6u+ZvirnNuZR8/flyScqWsc26bNQDXN2vNMROdjJqibI6OjprOum14M+bafjyzdPJgtqambJetrWTy8PDw0L9s7HTj7wrofB85cqRYnhexyt29eze/59oGyCmRDJtLly69oVdVqlb7/6AvXoOWQcW/F0GnTc1UbNasWaLUnSAMaRvI1rDJNjJBiAJ2ah49esT3hDhgZ9rS0pLrrLe3t14jgefOnWPlK4QzK2sbdv369TfKxZFFsUYYVyxapHn5Rnt6MhORRnNTU1OZp7cPs6vShgV+uJO5d/1M86K0sLB44+X5888/Z/Me6KKvwkgN6FBnLHv2Z59prlWXkUw0urTLPnDgAP+Mo+7C8by8GwUh9n0sbLnoOUKmT5/OVCoVW7x4cZ7tAJYVEhIiuvGRW9lieeelkrM+ZaM87927xx4/fsy2bdvGvSe//vorW716NVuwYAGbNm0aGzt2LBvWty8b36ABa163LitXrhwzMzMrspFj7urPnz/vIQtZHWsHpsa6Cjrt7y+aPN5++22dn0UtATK1n59OzyOWlbNsMd5b2vcQt8jISFYUsJ2ZP38+M826d4IBUrEgr70eHDp0KJusTcwz3zOzZ8/m/x8fHa1p56JUKnZPj4GXnB5fpyZDmE2Z+qxSlaqi1L0kQ/0saUCbQPGGjS4hJIT+ndCDBw/yPSEeV65cKXAUPC9ev36dp67jywdH1or6osSXML6wXEtXY40CKrFAD08ejoT1LaonBfnss8+YytKG+b2/hlm5+bE6devxzrBQ740bN77REcPQngsXLuRaXkxMDO/sCvpqY5PpBZo3b55u8tBzJPPUqVO8/E6dOvGyX716xb1pwqh4Ye+t2PexsOViKJqNnR2rWLkKvw6UZ0HtAJa5cuVKzbUX5AkqTL1btGihKf/w4cOilSu2nHUtW5f2VR0Tw+K9vLJ18otab1//AGYdWofZlqnHwMSE+bq4smeurty4OYFGTUwMEwN8zoX7he2GrnX++8sv9XoeHRwc+DmwHRDzvYV1xYGVoj7PyJSPMkNdbcObZ2vXMExPLNCLj2WaOfzfQ9a7dx+NUYYDY2hQtWzYnzk5eTK/gEB269YtncsfMXJkZhvXsD83it06fci/Uzha0aB+ljRgP4kMG+IN6IGT1hjH7fbt27LTvP/++4/XzaPb58x35DJmZmHJypYtqwnJQAOjKB1XnGdja2LC6jr7MDszMxYREZGnETdmzJg3jJzevXtrPAooPzxWtnwFHponGDYYalWY+US6eGymTp3Kz7lz507Nsc2bN7Nly5Zxo1CQVZs2bZgS2bNnD6+/lV+FbIaNLnOGBNngPBApQBkLevA/9q4CPIrji7+L5+IuxAV3tyDF3d1dintxLwVKKRRoKRQoxa3F3d0lWIK7JxDX+X9vLnv/u+jJ7t3eZX7ft9nL3u3b2bezM+/Ns8mTJxNjH1+PzJmjsftQTvD0lsVDBYWEkj/++IPEx8er7PqlKtDqpInwfvDgQTomPJSY0PtNDwnJs01Lliyh11m4cKEg8xZnIUPXTU0xZNhwpTFMWjiM7vlUqvG9RYsQKizDhg0j79+/V/oexyi8ps/QDaTAoDXE0tmbeHkXUFkxGTdhgswSZGpObApWIc4NhhCpxISs+/573vpNfgSTs4QBU2wYsgV74YRXbNzc3ETX+7p06UrMbZ2IZ4/FxLFmT2JiZZdFudBKqIyLI6+kUiq4fHByUmlSxFXHEiVKZGlH6dKlqfXH3MaB+AcEyBUbTdqkqmCH7kB4bbTUZAdUbrj2/fnnn8TQcPv2bdp2z64LSIHB64hrhSaUr+PHT1DpfC64fdKkSYK0D90wOf5i0gJVXRUNcXwd3LMnicgQ8t/Y2ZF0Hlb40WKMrm9CuRgrxr28fv1a5fNw0cRaKiU2IRWJf+sp1FXr7pUreZ6H7yF177K2zspXHhQ2TkDK02qTy7Wwj6KVkbMmc8kbMisf2gIXenJKmjB//nw6VuK4blmgCLGwlyVdOHTokFrz1pw5c0j5ChWVYoXUTUbA8H8wOUsYGIViw7Ki8Q8cIHF1nmVFE06xwY2umIoIoYVkFgfFzaZYbWJbuhFxridzR1i2bJnmF9AiiBWxfft2pbaZOXgQx9p9iZWVFZ28o9+84XX1OTNUEXI4/17cUJA0JKDliyrdrSYRjy7ziZ2TK1m+fAWNB1EFaM3j7v369euCtDEpKUmpD2CbUVAfOnw4mffTfGIs46uvXwBxL9OI1KvehQqSaJ0QM3D1n3sm6PqkKiIiIoijkzOx9ilCfEdtJ74jtlAa6N6o7jvJ8TXl61fyzcuLF8G7Q4cOlD7GPGULjO0JDlbpWuj+hXT69h9ArdK6wsCBA7OM68eOHVN5fs8cjP3m3395tybmRzA5SxiwrGgMDDoEN0Fw/tsYqyEmoJCBLiFcvAgG+0uDyhG/cXuIY61exNzCUruFBDVdv3ICrjRi+1ybj5NP1NYSCXllYyPoKqKqPvfnz5+X/zYn644YgQoCZsoK8y1ObM0sSPWwGmonZ+GsPrihEiIU2rVrJ78Ouh9ybnDaBnuLSUlwaz2FxjTYVWhJXY3QGiFGKCrzmP1QE/dXSYYlw7FGd2qFzVGRyARfX196HrYB+y8uFs3GcZUnwVvRCpvZtQ7jh9YNGSJ6IR/H9UGDBpEDBw5oFDeUJcsUT+M4A4MQYFnRGLIFThBo2mZZ0YR74bgJRozuNG3ayLJ8cXENLk1HEys3X9KxY0ftifPgItKrVy+l1Udzc3Myo0kTwQUMdYSCmTNnaiRE6BVxcfI6K69tbWkwuSbjAGb10sW9b9q0SX4dh6odiYWtExkwYAAx9PEV41/wnuwryDKLYUpx3E+fMYOIDYpWOkzaoS5w/EPLZsGCBZXe6U6dO6t07pQpU+TnOLu6kcHfDyGOVtYkwsSMN8GbixvywYxtGZkDMd2xk7MLsTExJQ9NZO9MugEI+S4uLvReMHucVoIiz7FZ+RFMzhIGLCsaQ7Zgvp/CQHGCGDp0KP0sxnoAEzKCRY8fP07atmtHbM0tqd/7sT17iBhw4sRJuTATFhZGVq9eTU4fPEiSMoqa8rmK+OrVKzJ37lwaM4PXq1+/vsrncsKaWgkN9IlMroJYR0nTYGyu+CoW/hQKmHyCuiQ6esisimHdqFUR0ygb8vj6+++/ywLNbWzl/fy///6TJ87QJ1CZaN+pC+nVu7eSW2Dfvn21osvRwaB6dJPKK/EAWo5d3f6fBcxU6kDsXAtQvgb2WkQ8KrYhjd09eBsHuOtgZkR0ncNaLuiii0lWXIvUIN2LFDUIIf/06dP0Pho3bqzyOaxmoDBgcpYwMIoYG5bumX+wF04YKE4Q6F8r1hV9rKmB7cKV47ePH5NILlORSFYka9asSduH9SaU+isOZDyvImIR1Mz+6YHBoSqlHVZ0Y0HlS/TI5GKC/NRUscFzFIVBIdChYyeZAlC0JnFuOJR4dJ5HXeiW9+wpin6qzfiKcU2K/UcsUHQ15Lby5ctrTVfd+0SXQ6zrZeEeSHxHbKWKra2LB+VrwYl7qEubk4sr4dOdi2ujX0AgMbOyIS5NRlJXQalnEOnfvz8xFKjLa6bYCAMmZ+lfsTEBBgYG3mBqagoVKlSgnw8fPgwRERFw5swZUXA4JCSE7h89egSenz5BCEmn/0siIwHCw/Xatp9//hlOnTpFPz98+FD5S6kUoGJF2Z4n1KpVi+49u/8Cbq2ngG3J+vD0cSRcu3Ytz3MlEgl8+fKFfu7Tpw88ePAARA3k282bAJcuyfZa8NHMzAzu3r1LP2M/T0xMBL4xZvQo6Nu3L/jDZ4g+vAy+bZwA11KTYdDatZg2DyA+HgwVvr6+tP+IDUeOHAFTc0twbz9Tfmznzp1a0bx8+TLdt2zZUuVzgoODYeuWzZDy6TlEn90AaTEfIT0hhn73anEHSHp1DxJ4fP6hoaFQtGhR+nnk8GGQmhgHn/f9Ap8PL4eEj8+hVKlSYCgoWLCgfHxnYMjXICIDy4omHNCa8ODBA5YVLTto4VuceeVLMZ0ot+HKoL6B7lfYFqweLqZAUcWgfMWCoUL2V/TXxSKcTnUH0IxNlk6epFLlKmpZMRTT4BpSMgE++IpufLqwOmB/uLZihegDudXla4UKFZSKUOob9Rs0INLAMtRS4dVnOTGztiOeXt5aZXisXr26xmPfb7/9Rs918itFqpqZkYkjRhALC1lMki2myeYxhhEzmWUer9H1Eff4jhsKbt68SdtcsWJFlX7PLDbCgMlZ+s+KJsE/ICJ8+/YNHBwc4PPnz2Bvb0+P4QoXroSnpaXhLCr/rYmJCd1UPY40kFZqaqrSNfE4An+vynFctUS6ise5Nqanp9NN1ePsnkTwnOLjIb1kSbB4/hxISAik4ap9xqq2Ks8J+6yPjw+8evWKrvgPHT4Cnj99Qs+1KVEP4u4cgfDwcAgMDNRr38PNyckJChcuTNuZFhMD5M4dgOLF6f3q433C99zT05N+d/36dfnqqS7ep4aNGsG1Z1/AxNYZ4NVNuHThAn1G6tzTnDlzYObMmWBlZQVfv37l5Tlpc0+6HPf8/PwgOjoa+vfvD4sWLcr9nnCVPTwcJCVKgKmdnXr3lJhILTVoWeTeT6RhyGP5+vXrYdCgQbTvjBgxQtDnhLyX3L0LpqVKQbqVVZa2p377Bg18fOF5mcaQbOcKifeOQuy75xAYFALhd24p0Van7+E8npSURO9Hk3uaPm4c9Fi8GHD5JQIACnz4AM8/fqTvGvY9Pp9T7969YcuWLfRzVFQUtUreu3cP2rdvT48ZihyBPEfExMTk+ZwU5y1HR0fR3lN2bWfyXv57Tt++fQMXFxc6z3K6QU4QjWKzbNkyuuFNoPvOvn37wMbGhn6Hgk+hQoWoi8q7d+/k5/j7+0NAQADcvn2bDkaKJlkvLy+4cuUKxCuYrUuUKAHOzs5w9uxZpQdavnx5sLS0hHPnzim1qVq1anRgvnr1qhKzq1evTl1R7qBQmAGpVEpdM96+fUvbzwEFyZIlS8KzZ8/g+fPn8uP6uid3d3coUKAA3Lhxw2juSdvnZHf/PpQdNEj+m+srVkBMkSIa3dP58xdg4sQf4O8tu8DPwynL78XQ9w4ePAg//vijXp4Tui4punvFxcVBkyZNYPPmzZTXivdUtmxZ2hYc0IToe3v27AFrQqAYIRAXGEiFPk3uqU6dOlRANbT3qUyZMrRN2vS9p0+fQq9evShtxYlJ8Z5ePnwI5fr2BemrV5Ds7w8W9+7Bw5cv1bqna2fOUOFcm+ck9FiOLonv379X6Z6QFvZ5VKTzek7a3BMqhRzvITQU3h44ABH4OQPOVlYQ3LYt/T7exweurVolV35q1qwJkZGRWvW9sWPHUpc0Te4p87gcfegQ3LK05P19wnbj8fnz50NFdHnN457E2Pcy35OFhQVUqVJFtHOuMcoR3D0VK1aMylc4txnLPZUUwXPiZAWDUmwyW2xwgsCbRTANnp/VWPzNpUuXoGrVqln8vA1Rg+fTYvPOywt84uMh0sQE2gSHwN9bt0Dx4sXVtthgm9u2aw9Xrl4B5+/6gcTcEr4cXAqfPn0Ca2trva+I4buFbcDBTh/PCQfBcuXKKR1v3rw5bNy4Mcs94bVwUKtUqRK9b1XuVZ17+vTiBcSGhkJQaqpWlgCka2dnR//HxZmuXbuK+n1SHAewndr0PRR80cqG3+Ekhqvpme8p8fRpkNauLT8n9tgxsK5Z07DGCBWO4zt18eJFeX/N655QkMBzOUufEPd0aelSqDZqlPy79AsXIL18+f+3/coVMK1aVf7/5/37waFePa373m+//QaTJk2C2bNnw8iRIzW7p/h4eOroSC02qHSZo8UvY7FTm+eUue34HFJSUmD06NGwYsUKegwtkMtW/A6LF/1MFTyx9z3unlD4xLggjOVCRZtZbHT/nHKbtwxONgLxyHuoiHl4eKik2Ig2xoZlReMfLFtHzqhVqTKpEVSeBPdZTqw8g2lmni1btmjkq4w1ILBwGh6zc/ImlU1NSXoeaU51BX1nY6I1dCQS4t52Wp7V7AXvr5nSIGsTu8H5/+KGcRZiBt98XbhwYa79Cvv+o4yaIA+xfpJUSr7//nvy8OFDYkxQl69Cv4tYENTdzp48zMh+mBwYmDWWTqBYOz6Kub5+/ZpYY+p3S0ua9l2IcaBz5860nYUKFaL/K8bZSEzNyNixY4mhQdV+xWJshAGTs4QBy4rGwKAmPicmwXV7N0hx8QW7Kh0hKSmZxspoAnNzc1i+fDn8+euvcDXqDVxISwNJmTIGnc2JL5w/fx6s3QPAOrgCFBi0BsztXaFK1Wrw5s0b3TcGY4tCQ2WfcY//awg013PZ7zCGCVfv8wtwpRtdXBEYN5IZuMo+tXlzqOEeCI37rYTU0i3gz3UbqBvDrVvKMRz5Cc2aNcs+CyAPSEhIgJatWsNXcxto1GspVAIJbBgzJmtGPB4z5mUHdInSFGhRTACAn06coO5xQmSCQ0sxAl1ymrdoIf/Os/sisPYMUoqbMxQ0bdqU7k+cOJHnb61xJR1dg9ncxGBEEG26ZzRZMfDPU/R/ZLzNioSEeEh+/wRezG8GH3fNgeLFi8GKZb9pxe++lStDwf/77Og9pbLeER8P0UeOgY1rAMSGH4Mvu2ZByrdPEBwSIg961Wl/5VmoQ7/ladOm0c+cS5YYIQRfOcX0999/p77SmVH5u9pw7ssrSLF3BSv/kkBAAp5e3nIXPmOAunwdMmQI3XPuT3wBF+0HDhwE9x48AOcWP0Camz/c8SkE+3ISdHlOp8755+P7oCkwFo/z50eXHr77Kyos9evXp59fvHgBycnJsH/fPjC1tgPPHovB0qsggIWUJscwNKxatYruW7dunfsP4+PhJgDYfvcdgIGnURcTmJwlDNR6/4nIwMyjDPpAqTJlZa5jdnZ036lTJ+37rIhSKuvdFS0ujqQGB8vdkdDFpEHDhuTo0aO8pm4VAwIDAymPmzVrRvITIiMjlSrNK+LGjRuy96t8izxdEPML0tLSKB9MTU15pYvuX7Z29sTEzIKAiRmx9C1OrPxLEXsHR52k+m/RQvaMT506pbH7GEdj7dq1RAhkV2AX+2PxEiWJxMSU2FduS5wDy5LvMXWyCMZtIcb593v2GEQadQYGdXUD0So26LPOwC9wUrt16xarY5NDv+NiI7hJQVWBO9cXTov6OEKAqwWhc2SKZ3m8aZPR9lfFyvJCCWbaQBW+okD6008/kRUrVqhVo2fx4sXZClV4LZuMRYOCBQvKf4PxaMYCTfqrUAsNFy5cIPPmzVOKGXF2ddPJvMpdr4CvH/H28aX9SJ2YWcX3R4hxoHXr1pR26dKls3yH/XH27NnE3sycLsDoa1EKldMff/yRvk/Ynv/++4+cOXNG5bpHPXr0oPe4Y8eOHHncoXlz+T2m4aKTSOYoQ4ehzlvGVMdGtIoNSx7AP1hQm2oYPHgw7YNz5swxKitjdHQ08fHxUUtp4w0aWK8Mrr8qKLGKRVrFFiSvCl9fvHghb7+rmzsVkrH/qKKo+/n50fP69OmjdHzfvn1UUcK+N3ToUL0nsuAbmvRXdRdR1MGnT58obSwGikIBBuPrygrFbRYewcTEzJxYWlmTfv36kfDLl/PsP9OmyRKLjBo1ivdxYO/evSrxnC686NGasWHDBtpGE1MzJX7Wrd9QpfPxXc3t/cL3EDIs5xUAyN6tW3m+g/wLg5u3DAQseQADgxZYsmQJ3WO6UlWAqZwRirnZ+QDSw4B0vuhOnDiRpqRGYCpQTPnLd5s5fmDtCiXaPMSzIL3Tp08L0mbM3a8VP+LjIQWTD1SqRIu9Yn0QbCsCg+Qx7oTvdmNefz77hyI4mo41e0KidxmYOHkKhPj4wCcfH3qPufnkY20bxOrVq+HUqVPy440bN4aBAwfSvhccHExTpCOw3gYfiI2NpckphOAHFjzcuXMn77QHDBhA9ytXruSd9p9//kn3PXv2pMktvL29eaP98eNHWlh06NCh0KFDBxpPg7UrMHGKIqRFwsB74BqwqtAGNq1bD+YYy5NH/5kxY4bSni+8fv1aHliPMWGZSx4oIqh5c7USi2ChYT7HU4z/MbewBJuysvaaSB0AJCZQuqRqCU4UYxYzV/TAQsjDhg0HmxJ1aHKGW46e8N+RI7y0m4FBFCAiA7PYCAe2kqA6atWqlaspP7s0v8HBwVliCzQF0uFWvgsUKKA13WvXrhGJiQn1t1dcAQwNDeWtzZnjLLSlrdhfkY6TkxPvbT527Bg//Mjkapd+8SI9PGHCBEF4jXQ465uzszOpULESmTJtOi/jgCKvTaQOxHfUduLWejKpIDFVeRX7yZMn8vuOiYmRH4+NjSXm5uZKPM9rw7aUKVOGtGrViowYMYL88ssvZNeuXTRuB98/XHlX5Acf70tmfiCPFdtUpUoV6h706NEjurqObieajK/4XgrVPzw9PXkfl3LiR06bfaW2xLvv78QmpCK1DOTVf7B/SCQSJX7wMW8p9g/ki0r8UNGNGGnZ2Njw/gx79uxJJKb/f1cwFuvdu3cqn48WLzzvzz//lB/DdyUwOIQAxl/hhmmtLaXEw9PL6GId9QUmZ+nfYiNaxSYqKkrfTTE6oJvAmzdv6J4hd6AwpoqrDOcywG2XeHJZQDp80cXnXb5CRWLlHkD8xuzKInzw1WbFuhB8tfvly5d0Yv777795bfMff/yRozCmEe24OPLM0lKeHGH2xIm8P0dF/PPPP0p0JWaWpGjxEryMA5nbbJWhDJcsWIh88/JS2Z1w+fLlWd6hzLRLlSqllpKjyWZtbU0KFy5MGjRoQAYMGEBjFzZu3EjOnTtH3bPyGg8ztzm7zczMjAwZMoQ8ffpUrfFVqP4hFN3saKOSmZiYSL9TfN5u7p7EzNmHmJiaEh8/f7Jj/XqSnoc7anbt5mPe0iU/+KKNSi/nKmatAW2MjctuDuvZuw+xtLLK0ofv37/PS7vzO5icJQxQJzB4xUbs8QoMxg9XV1faF3GCyQkYHC6UxQZX/zja4eHhGtP667ff6OQY0H6mbPW91SRBVokRihMlH7QVhWNuwxVXFHTymtSHDB1GhS7FCWf48OFKtIoXL07jSThea9pm9Gm3kUhI3crtiWfVjpTWtm3blJ4jX7xG64CFJQomspVtU3t3Yh1amXxXpw7hA9jGkJAQpSBwVCxpMKyayTA4Ol27dpXTzswPVAa4a6EFJKd7RiUElRFUSlA5QSUFlRVUWqyyEdT43FBx4bImohVuwYIFpG3bttkrUhnC6Ij+/anlKi9e890/hKSbG218J/FY0aJF6f81a9chUltbmjxAnoAij/5jqPxwcHCgtL29vfmjnWmxpIQG8wvXJzMHsuPCna+vr9wiin2aLXgyiBksKxpDtsDB7fLlyyxbh4p4/vx5titeipgyZYr8N2/fvuW15+EkxlmE7O3tNaKRFhNDHmE6WQASIZHIV/5wq1e/Ia8TPEJx1VJb2thfjx8/TlfcnRsOJebugcTMVuYC88PESTmehy4VPXr0pL9zcXWjJuy6desqCZ/t27dXqoqObdWmzfv375cJNv3+IH7j9hCbImE0YBpTyGpLOzu+dO7SRSZol29OlVWpfwlqLeNrHECXoMmTJ1O3L22qxytmuMLU3ojs+HHo0CH57zTlE5538eLFbOlgOzCYHp8HKrt4X6jktmzZkrq5ca53mmzSglWJz8htxKVsA/L3H3/Q90wxrTn3u0aNGlGXqswuPxw/UDEYNXoM2YNpeHkA3/0uL9qYLALvE58lAgVlTbKwZabN17wlJD8wQQjee0VMD80XMrm3Jpw6pTaJuXPn0nZh8o/MwPlKiHkrv4PJWcKAZUVjyBbM91N9cEJJThmFuNShQloZOfrfvn3TenLcO3WqfFU1Pj6e13aiMMytWvLZX6VSKXFtPp74jdtNbIrUIObmFjQ2JicsWbKEtsOhmrJbHG4zZswQxJccVzwlpmbErlwzpespWoz4BN7D+PHjZcpNuebE2bUA+blDB1Fmm1NcIMjtHcG0ttzvtHlGnNsirkjzCRSI0V3nwIED5Pfff5fHTzl914+4NhtLXELLkmsrVii9b4PKlctRIULLAdZR4dy4tm/fTo9jjMn8+fMNLuaBj2dnyPNWXotgaoOHOmgoZOfULuYdIwwMpb8aGowixoale+Yf7IXTrB5EbkJSoUKFBFdsdu7cSeljQgM+JkdtLEC54ddff6W0UbHgs78GBAbTgnl2ZZvQBAg5JnSIiyNXly8nNiYmtBCk//j/p3ZF9yUh8cMPPygJrRjAjtYBoWsZLFu2jEglErVqbuhjHMA4KUUBC1M/b9myJYsQjH0crRxN3d21qqvBXev27dtE6Dg8LOiI+/oNGpDTBw+StJCQbJ8F1snq27dvrtYfU0trYl+lA/3cpWtXtWoI6ROZa8/kx3lLEMWOhzpoXLsy9yWm2AgDQ+mvhgam2DBkC/bCaYbcXGQUhRIh48K4a2jkB51pchRKAOGyMPHl6sH11/bNmpGKZpZU4F25cmX2P46LI8mBgTIXIImE+DQYQlxb/kAcwrrSNm0VuE4DPhe06gkp4OWEk/Pnq1VzQ1/jQLFixbII8pljpWI/fJArae8cHDQW6CIiIpSeA1pFOMsIX8BijgMHf08GDRpE7t69+3++4jiggjCKwbAYK+To6Ph/nkhMqEKOFiBTc0tSvVx58mn/ftEXT+TqwwwcODDfzlsY86XoiicWcIlSxowZo3ScKTbCwFD6q6HBKBQbWgyOgVeg0IWdw9BcHPQNLs4FfeT1pdigCxVeA9PdaguhBG++6dL++vIl+eTsTAXdzy4uOQt4mVzuMHhb8dlgQTpdQdeKjbouK/oaBxRTQNtXaEX3Bw8elH9/9epV0tLHV+k57ps2TWtFCuOp/AODSAFff97dL/niK7qZmpiY0PTIGE9mU/w7Ymdtp5YlTp/gAvPfv3+fb+etZ8+eyVOBiwk5LbYwxUY4fhtCfzU0cEVnDVqxYVnRGMQERYsJBlPX+q4uKVW6rJLwvGrVKsGuz6clQAjBW7HiOK/IpLDkaI1QEO4xpWz8p0802BAtAo8fP9Zpxp+goCDdj2E8uKwICaxvZGtvTywdPYhHl/k0XsrMUkozZuGzwSxjZmbmxNkziESYWykF32O9Gk2AihLXJ82dvHONldM3FNuKCk7J0mXIwvbt1bLE5YRs+z7P/UXnyrxIIVY+ZLf4xmQtBkOCOv3VBESK1NRUfTfB6IA8xQrojLfqY9KkSXQ/YcIEiI6OhrOnT8G9l59AYmEt/82gQYNpNXghgFWyW7ZsST+vW7cOxIbdu3fT/ZgxY3ijif30/LdvQEJC8q4ALpUC3LwJcOkSSG7eBGsXF1pt3cvLC4KCgsDERHdD3fjx4+n+jz/+0Nk16f1jVXfci3AcMDU1pRXQU+OjIf7hOUiP+woWbv5w+/ZtaNO2HYwdOxak5ZqDbdefIaxUA2jh7Q3fTp2ildHLlCkDX758Uet6GzZsgIoVK4KZ1AGc6g4A58Yj6HF8d4WCNnwtV64cbN68GQ4dOgRRUVFw68Z1GL1mjazP59X3c8G9e/fA2loKFhaWYO/gCB6e3lAkMAieOTkBVKoEULo0QHw8aIOvX7/Svbu7OwgBQ5y3ZLqEeLB9+3a6HzFC9h4wCAdD7K+GAHX4KVrFhkEYpKWlMdZqgFmzZtH9ggUL6ATeomULMDUB8B2xFbz7raTfde7cCWxsbATj76ZNm+i+Z8+eIDb8+OOPdD9y5Ehe6aaYm0PatWtUYaGKS26CuxrCvZDo3r073f/0008gVuh6HAgMDISXz5/DpAnjIf3hcXi7si+YfHkLSefOQ+zHT/Q3SS/uQPL7J4Bi9j1bOyhfo4ZcOXRxcYH09HSVr5eYmER/b+7qC9aBZcHEylZwxUZbvnbo0AHq168P9vb2WZT1PPt+DkhISIDk5CQwDywPpmVbQ1JIbXD6Eg8BycmyH0RGAoSHgzaYO3cu3S9evBjy+7zVv39/uj927BiICW3atKH7NagsMwgOQ+mvxgqm2DAwqGkxWbt2LQwaOBASP76ApFd3Ifq0zIIyffp0QXlpZWUF/v7+9PPFixe1uhe+cfnyZbr39vbmnbZYFBZ1nhPi8+fP+m6KqIAWtBkzZlAFZ8bY0XAj4Stse/YUDr97A0P79IGktxHwbv1oiH9wBszMzOSCYqdOneRWH1XRp09vOH78OLiZxMH7tcMg7s5RQNtqOr43WloodAot+76vry/dx0ecB/uKrcHSpyjcivkIHxwdtbIEKWL+/PlyxSy/44cfftDJXKAJOIX5w4cP+m4KA4OgYIoNA4OaFpNevXpB7dq1ISAoGBIOL4diD89RocnZ2VlwXp4/f57uq1SpojGNkAzXLrG5Sxgj1LEy5CcFZ1KLFkCTIqOi/egRXFy9mn6eOXMmOFmbQfXq1eW/37hxI9jZ2dHPzZo1U/k6+I7eC78DQ78fBKmXd8JNAKg+ejQv7ldix9WrV+kChoeHh/wYKndRe36CqnXrgvPz51pZgrKDLt09xYqAgAC6P3fuHIgNu3btovt+/frpuykMDMKCiAwsKxoRNAAdiyiybB2aIyQkhAawnTp1iiyaPVuetQj3X3VUwZkLBH316pVG52N2Nzz/48ePvAY+Y/YpPmHI/XXs2LGUJ1iDSGwQBV8Vkj3EeHvTJAH+/v7yNMq5Jc9YtGiR2pe7jYk9eAjEFztf161blyWl9okTJ0jBwkXo56CQUJpmmi+cP3+e0m3bti0RCmLgq97r2QiQ3IAlDxAGhtZfjTErGltiyWewtLTUdxMMGtxKXM2aNaF3xYpQMOM47k3u39dJGy7hSisAVK5cWSuLzePHj3lpz7x58+SJFfiGofbX4cOHizrORu98VYgfcX/zhiYJuHXrFv3K3Nw8y8/R+sAFqY8aNQpOnz6t1uVKoDubloH4YuUr+vMPGTKE8qhHjx5yl9AXL15Qq2ytWrVgwU/zoGbt72D/3j3gyLmh8QB8FopjgEZA6xm6suZiRdN7f1UDnEUEXSHFBox1Qzx9+lTfTTFqGFJ/NUaIVrFhwVfC8BQFc8ZbzaGY+ecLxpNkCEsR6HZUpAjoApjtCfHq1SsaHKypYvPo0SON24AC09KlS2n2KS7jDmav4hOG3F8LFCigpISKCaLhq1QKq27fpkpN1apVwcHBIc8YAczyxS0svH79Wq1raRuILza+YvY0mvnNzAyWLVtGj2EcYHx8POUNF1+DaN68OZw8fgwKFSrEaxu4WL/g4GDNCMTHQyKOm7lkaBNNf1UREydOpHuMJxMbuLG6W7du+m6K0cLQ+quhQB1+ilaxYWAQKzBFLaIUxrncvAmxx49DaTygw+D29evXaxywG5qhjGmj2Fy4cAGGDRsGXbt2lR9r374D7N+/X2OaDPkP3Oq2qlmkihQpAtu2baOffXx8IJnL7mWESShyQnh4OLXOYEzflStX5FkJMZ4L4yisrf+fgl5IJCYmqp3UITNSbtwAqxcvZP9ERtL/jSXO5syZMyA2lC1bVrQxQAwMfIEpNgwMaqJEiRJ0HxMTA19TUiC9XDm66qxLcArFnj17aEay7j16wJEjR3Wm2JQsWRJMTE3BMawbONcbCHblmsG27dthwkRZvR8GgFatWikpwgzKmDNnDt23a9dOnklOFbRt21buApWfXD527NhBFRpu/EEcOHCAWk/RDVSIbIe5YcmSJXT/yy+/aEzDrHRpau1G4L5Sv/5w/fp1MBaIMUFL+fLl5QoyA4Mxgik2DAxaFKRs1KiR3syynEtapUqVYP3ff6tcR4JLGR2JNSw0hK2tLZQuUxaSP78Au7JNASQmYGIigZ8XyFK/MgCMGzdOKR0ug7LAN3nyZKVsg+rg559/ptYbxVVoY+UTphBGpQUVOs4lD99d/K5hw4Z6axtXiHbgwIEa05DY2EBNRyeoU6YxNOq6EO5HJUKFihXldbEMFX369KH7kydPgtiAWQbFWg+NgcGoFRttzNsMOfO0WrVqjLc8gEs7iy5Zuq4wjEpNSMFC8toxrs3GgnVAKbCxUc3FhgvO1kaxQdSuWQPSXt+DmJsHIebqf7Dk11+hXr16wBcMvb9yyR0wDklMEANfv//+e3kldE3bcffuXbq/ceOGvH6IsfAVrcHfffcdTaHMBebXrVtXZiX++lUeJycGZJfsQR2Y2tnDVUsbSPUMAetidahL3eat20XVXzWNs0GlD+uece6TYgBnsdd2/GfIHobYXw0B6vBTtIoNgzBISkpirOUJCxcupHvOLUZXwIQBcbGxYCa1B88ei8GmaE2QpKWAjY2NWnS+fPmiVTvCwsLA5OtHCDm8HIb17SsXVvkE66/CQJ98xYWAFStW0M+LFi3SmA5aMbg4DxT+//vvPzB0vqKwidZQtMqcOHFCLiSjsH/kyBH6nRhwPyMDJNYK0hb29naQ9OoevFjYEqKO/QmNGzWGA/v2GOw4gC6DU6dOo58jIiJo3bP27dtDdHS0xjS7dO8JVatVp/T4QIMGDXihw5A9DKm/GiNEq9iwjBLC8BQLtzHe8gNOoVm3bh3dYzYiPoH00CqTmS4KNzeuX4OSRQrCx43jIe7eKYDUJLUVG+4amqJ62bJwSyKBSyQdFqPLRQatnNqtbX/li252EIo2Fw9x+PBhnfUPPsYBIXndokULup89e7bWcSEYY4NpjbmMYJj1SV/9Q9PxFWlinAryomDBghAXFycXkNHdDGORNOGTkM+QG/vwGWoLVxcXSHp1F4KCZJnV9u/fRzM+cu3ma97SxfiBFrWevXrBpm07wKZ4HXBuMARsStQFH19/jdNso4Vu0z9/w4VLl6BEyVLw66+/al3496+//lJqOwN/YHKWMFDr/SciA1c06vPnz/puitEhJSWFnDx5ku4Z+EG3bt3kRc+Cg4NJHBYe5AFIB+khXSwKmh3dhIQE0qVrV/obqcSELOnaVVb4UAXaXJtDsc2nTql0XhZgkcNMRQ/x/XVxcZHRDg1VmR8PHjwgnz59yrG/7tq1i5iZmSnTxQ3boCXPkZaPjw+l7ejoSF6/fk34wurVq//PazX4kReQTlBQUK79Q9Nx4N27d8TOzo73NnPtFoIf+/btE4QuAmkVKFAgT9pZ+KpC/0RaVlZW8rZLJBISHh6ufZs/fiQeDg4G8Qxxrj9y5AgtaIj3n5k2H/OW4vsidP+YNWsW/ezSeATxH7+XSH0Kk06dOmtE+9u3b8TGxobSM7FxJrZlZMWVq4fVIE+wn2g4/ik+Qz7nLQYmZwkFHCdYgU4GBh1AMXAWC17ylWkG6XAFNDF7WXZ0MZMUJg1YMm8e3AQCQ//5J8daEJlpc4jENtesqdJ5WYBFDjMVPezUqRN8/vxZRjsyUiV+7Nu3j65ElihVWp5FCFdnVq5cST9jfRPMMMbFMiHdO1euwAesFZNL/QtVgW3EFWIEuotgDRpcIS9WrJjKaYhzQuHCheWfVeWHKkA6T548ybV/aAJMQOHp6UlXnvluc5a+xyNtV1dXQegikBZXM0dl2tgfsV/m0T/v3Lkjd6fj6sJgv9MGX169gv1ubvA+o6Cp2J8hpq3G+CF85w4dOsQr7ezeF6H7B8YZ9u3bF74cWgoJj69A4ttHUK1aVY1oY90mzoKXHvcFbIrXBafaveHamdOQXqqUxuOf4v3zOW8xMIgCRGRgFhvhgCteZ86cYRYbHqFoWRHKYoOWilzpZmM5yYs2rizSFUYAEqfieTkQk68a4oortwqo6srotm3biJmZObFwD6TnNGnSRH6+VCqlK/G479y5s9KK61+DB6t1z6ryw9PTk7i6uirdB7eNGTOGREdHa0ybb4sNRxe3U2h102IcePv2rdK9Ih+EWt0Wmh/6slAo8vXT/v0q9U++2p2cnEwOHTpE6tatSypkvNP4blO6vr4G8Qxzos3HvIV0zM3NBWuzr6+vvI/g//g86tSpSy3p+DxunDunMW13d3eZNc/Kllg6yd7LOvb2Wo1/Qs1bDEzOEoPFRrSKjSqNZ2AQAzihEPd8QlGgyuOHhISGyiY43KvojjZr0iRyM2NijHJ319qli3PB6Nu3L7l06VLuk2VcHNk3bRqxkUiITdGaxHfUjiyKBNJLTExUajPSPXv2LLEzNSMR5la07d+8vHhxR8vc5levXim5GipuxYsXJ8ePH9eYNh9Aeuiip1IfyQUjRoyQ00CXvKSkJMHaLDQ/hGqzotCqCratW0ceqvhuadNufD/69etHHByd5G20BqDXRuXmEio1Hz8SvmGI/aNIkSJqPUNNx+pr167RY9Fv3pCn5ha0D6SHhGg8Rs2fP5/StbN3IL179yaHDx8mKSgfqTnm62reYmDQt24gWsVG3ZVRhryBK+qo9eKewTCUcQsLC0obhc1coWa8CU7Ent4FiGtoJVLDtzgpEVqQpKWladVWbmJPTU3Ns61UGQEgEabmJLjv78Rv3B5iFVSOns/1z+z6K/LYPzCIWHuFkoLDN5Pqjh6kX5cuRGhgGzZu3CiPH8q8jRs3Tm+LMU2bNqVtGDp0qEq/5/h6//59pXvAOAeG7ME9d1X4ivtBgwYRZ9cCpGbBasTW1JTGiAiBW7duZemL1j5FSNM6dXiJPzOmeatUqVJaLQDkhadPnyovMqhpSc8JeN8XLlzIOgdoGWPIFpGFAZOzhAHqBAYfY8MydwnDU/TpZrw1HMyYMUMp81qOkEoBsGAn7lUscPjh/XuwqN0XHtboBnciI5T829UFV2QR/cvzzDcfHg52b9/Sj6FpKeC8aiC8WdIRUj88pcc4X/js+uugwYPhxfPn4FB3ICRZ2cLtwmGwbf8BwWsJof8/xg99+vSJxgFhJq6uXbvKv8cinBgLhL8rVaoUnDp1CnRdLHbp0qXy+KbcgLxCvpYrV47+X7NmTcpjjHNgyB5cMVBMtZ4TFPvrsRMnIblACXjafCyk+xSHlq1aw9Onsv7NJxTfWROpA/gMWQ+Jrx9Ci44d1RoP8sO8JXRdkYCAAPD29qaf9+zZk20MoibAMQVrYllYWGg15jPoBkzOEgbqvP+iVWwYGBgAhgwZQtkwbZqsLgIfePv2Lfw4bx6YexeG5A8yJcLCyQsWLPxZY5qdO3em+3///TfvHytM+MkBATBt61aYPX0KdG7dFLp17wF+fn45nvrxcxSQ9DR4t340PP+pKSRGXoToqC9w/vx50CV8fX1h/fr1VMnBAfeff/4BJycn+t3t27ehVq1aVCDBDYtHcsH4QgCvsXfv3ixB9NkBC8oqpp29efMmrY6OhSAZ8k4CoUpRQ1R+Ix7cB0ufopD09iGY+5WgfXTQYNm7zAeSk5NpYcxx48bJj6XHf4UPO2aBxERCU18zZK/YcAlKhAAG+yOaN28uUzhu3gS4dEm2ZwoIA4NOwGYzBgZNgZloLl/WKiNXXuAK8qEywhdQiJVITCDpZTh8+vdHeL9hPCRHvYUHDyM0snycPXtWvmIpVWXyVpjwLe7ehSbt2sH48eOpVervdWtzrWS+979dShl8mtWqDDVr1YbiGq6G8sXPLl260IKnKDQ9f/5cruhxxSOx4CIqIGXKlIEzZ87w3oYmTZrIa53s3Lkzy/f4XJFHVatWVaqPgdYlBtUVmwcPHuT5W8xshvhycAl9t76e+QfKlCsPvXp254XV586do/V7Mr+rP/30EyS/jYCaNWvlqeDmR+hCsUGr7XfffSe3oIrGqqKDuYqBQSwQrWKjbeE2hux5ioIn4y0PiI+HNCy+WKkS2FSvDtYCdjhOWeCrmrGHhwd8+fyJriwrCmPnzpwCMzMztemFhYXJrQEqQ4UJP7v+iu4Yiulwt2/fBidPHKcpY8UCtDht2LBBbs35+++/5VYStJDUqFFDbs2ZNGkSxMbGZqGxf/9+aNKsmTzltyqIioqi+zZt2igV8EMrGiqLd+/epf/jno0D/Cs2XH9FwRbTwP845//FK69fvQIdOnQAbYEKc/Xq1elnHx8f+XHsZ2i9wXdw+7atYEzga97ShWKDOHjwIN0PGzZM8GuphPh4SMD+W6kSpODYyZQbQcHkLGGg1vtPRAYW0MZgCIjBjFgKgaGY0lOo4PEFCxbQoLnly5fzTpsWknNx0fj8iIgIrbNyqYvY2Fh6vRIlSuT6u8jISFr4U0x49uwZ6dixY7YJCMqWLUszviGqVQ+jx1zd3MmNGzdUpj9hwgR63nfffUcTRFhbW8vpz5gxQ8A7M248evSI8rBTp05qnYcFX1VK/pEHPnz4oNRXypQpI/+sbdKP/IIaNWrw8ixUweDBg+m1vv/+e6J3ZEpi8HLHDnqYyVoMhgSjyIoWFRWl76YYHXACfPPmDZsIecA/K1fK07m+d3CgKVaFUmw4Qd7NzY1XulzdmWLFimlMg6sNcffuXaKr/rplyxZ6zdmzZ+d4LtaRsLW3l91fiZJk7ty55PHjx1pnEuITeF9r164l9hntzLw5hHUl1t4FiY2dnVpZtbKj9eXLF6Xr5ttxQMPnjzVUOIUiJ2TH1zlz5tDz1qxZo/K1MANYwSJFSe8+fej/69atkz/HSpUqkSpVquQrpYav/lq7dm3Ks/j4eCI0FGt64VikV8TFkZdSqSwLpYkpCfL0oos+TLERBvl6fBUQqBMYfFY0RVcKBv54GhERwXjLA/7esQOq+hSFOmWbQsDXr5BzriTtYWNjQ/cfP37klS4X0O7l5aXR+ZiBKyUlhX4uWrQo6Kq/btmyhe7bt2+f47noemVmZg7WQeXhWaoDTJk+E4oHB8NzdFnTsFq3ELE5PXr0oLEuqI9g1izFe7IpUgNc288G4hIMzevVh5Pz5+fZ5sx95K+//qK0ucQG+XociI+H+EKF6PP/5OMDh3btorxXBZyL5v3793P8TXZ8HTRoEN0vWLBA5WZirEzkw4ewafVqqCiRwMAePejxHTt20H7NuXyi+1l+SPrAV3/lXNF0kRUU3WZ+/fVX+rlhw4agV0ilUNvZFWoXqw2N+qyAN6lmUD2sBjx69Ei/7TJS5NvxVWCow0/jHxUZGHgGCo9Hjx4FUrQWPKrTD4h3IXo8Li5OMF5j8DkiMTGRN5pcQgJPT0+NzsdYEQTyQpfgguNDMzKrxcfH07S3Y8aMocHwXPxK9JfPkPTmAbg2Hw+eff+A0nau4M/FKWF2K4UkBGIAJl9ApQ2VHXNbZ5rcIfrMerBKiocrKclQa/x4uUKG/QCTFSgCs6+5u7srCXEfPnzQy72IEuHhIH31in50jYqCKa1bU4WveMlSMHfuXJVIqPv+cQolly1LlXfy1yVLwb18S7hlagaXMS4LAFo1aEhjNrhEHZg4ID8oNXxCl4oNAp8X4vjx4xAdHQ36AmbQe/LmFdz2KQZJUnuwKl4X3r97C6PGjNVbmxgYhAQbGRkY1MS2bdsgPS0NJOZWEHV8FUikMuFl+fLlgtez+fPPP3mj+e7dO40tNpjIgBPW6tSpA0ICLQ7Pnj2j965o0eAUGLRo4aoo1ubBVMuKMLGwgoQn1+DjhtEQSRLhq4eH1nUlhMbT5y8gJfYLfDm4FFyjH0D/Ir5QkPsyMhLInTtQv0FDcPfwoPeLCQaQD5h9DXHgwAF5vZUJEyZQxY9BlmY8JTCQsuKRtQN87rUUnBoMhXsRj2DuvHmC10JSBbNnz4Z0iSlUCCwDoWmy9uCz/3D7MbyPSwcwMQU7ewdWi8wAFBt5PRsApYQnugaOnbjaHXt9D7z6tSNEn1wDlatUhUED+uutTQwM+VKxYZm7hOEpriAy3moHrpbF532LIObaHkh4JEvvWr9+fRAKAwYM4L2ejTaKDZfhCV2d+FpVPH36NEyZMoUWo8M+amdnB5cvX6bWqsDAQOjfvz9VKjOjfPny1Fpx7NgxKtBnxA5SWmmxUfBh2zQIK18art+7Bw5Y/FPkdSW2bdlMs9Shq+CTRxHw457dSoX+dkZEwJnTp0BiZU8tVCEhIfSrSpUqUaENlTx0WeKejb+/vxL9fDsOSKVgHh4OP9SpAxWtpZDq5g/xD88BSYqHtX/9pVFGQFX4iqnAEdiXc8Pz+/fhxh9/gK1rEFx9dgsiza3o8QgAeB3WDTw6zQUzcwto3apV1mKNRgy++qs+FJumTZvS/Zs3b6iCoQ9gyQD/wCAoEywrHorATJKNGjXSS3uMHfl2fBUYLCsaA4OAwODTEydOkPPnz9NgtkaNGqkc1KYN+M4+9ssvv1B6Gzdu1DgwVh28ffuWrF+/nnTv3p14eXllG+Se3WZnZ0dat25NVqxYQa5fv06PlS9fPs/r4fPBxAF4HrbZGILeY96/J57eBYhNwSrEs9vPch5dvXo129O4788cOiSapAn6Bvfe2pSoJ+ePv79/nn1E0/cPs9rheW3bts35R3FxJMbbmwZ4Y1ISXzd3Uj+sBqljZ0cTk7h3/lF+/SJFihhGYLKIEnUgWrZsSfmH45Auce3aNZ1njswMrr/89ttvtB0TJ05kyQMYDAosKxpDjoPb06dPDWNSNBDgJCGVSnWi2GBaZrxOeHg4Wb16NXn37p1W9MaNG0fpoZKmDsaMGSOfHBWRmppKLl++TDNB1apVS2XFhcvMNmLECLJv3z4SExOTY3/9+++/6e/nz59P8h3i4shv3bsTWzML4j1gFfEfv5fYV2hFzC0sc0xr/fr1ayoYcxn8SGgoSYuJydfjACowZcuVp/2oY6dOSv0QMxDmhLyE09zG1zwF20wpefH/evUyFC+JCTG1tsvyzqiTKU8XwPf//v37ZNOmTWTyqFHko5OTvM9po9zwNW+1adOG8u3Vq1dE1+Ce2SV8znoE8pBrC8uKJhyP8/P4KoasaKJN94wpLxn4BaYsxckQ9wz8QFHQEEqxSUhIIKtWrSKurq5K12uT2wqwCkDLCdJBYUQVoQXTlmLaYO76gYGBqltdTE3J8CpVyJJ588idO3dUsqBk11+bNm1K6eHEka8QF0eSAgJkK/oSE+ISUJpYu/sTMyuZUr106dIcT+1asKCS0Jxy7ly+HwfQ8jdv3jySmJhIeVSzZk15X3348GG2fPTz88tVOcltfM1TsUHBHxWADEWged268nNOnTpF992796A/HTVqlPy7okWL0ndTn0BhvULFSsTKWtYXcasoMcmiqOl73mrfvj1t2/Pnz4mu8eLFC6U+cPPmTb2VtODagQtjuliQy29gcpYwQJ3A4NM9MzAwgDwYvG/fvhBDLMHCIxjc2kwBMysbKJJRDZ3PrGg474WHh8Mvv/wCjRs3prEa6NtqZmkFFlbW4IzpkjOA6YkVERQURGOBtm/fTlNBc7EuJC4Onjk6wuILF2Do6tVQPChIY//jvXv3yjOI5SuEh4NFho9+QZIOvf0doG+H5jB35nTYuHEj9OrVK8spyPvp06fDjogIGqeBSA0K0mvShJs3b0Lbdu1hxw5ZZjt9oUyZMjB+/HiwtLSk/588eVKeGa1QoUKwa9euLOcUznjfoqKi1L5eacxml1vKdoz3wrivS5egZUAA7M7INIjp1DH7IGZjW716FT2GSTJeZWR3wwQeGBvEVbvXBzAr4pXLl8A0uCq4d5gNBQavhYe2jvDOzl5UiTq4GBt9JInw9fWVj1kFCxWi/aF6jZqgD6xevZruZ82apZfrMzAIDiIyMIuNcGArCYZpscGViqCQUGLl6kN8hm0k3v1X0uuh25aqULSQoKsXnpvZApTrJjEhZo7/j4vp0qWLyi4de6dO1Wj1Nrv+qrGvusj8/dVGphX9vO4Dnze3su9YoztxcHQnFQCoW5o+xgEsCKjYn8Jq1CRixLFjx+RtRP4pYtiwYfT4uXPnsj03N75u2LCBnjtt2rRcr9+4cWP59VV5PlOnTpX/vkCBAiQpKYnoGmhRdnNzp23wGbaJONcbSExMTEjkrVu8vHN89deuXbvSNkZERBBd4+XLl6RTp87yZ2XpU4x4FfAl+oBijCSz2PAPJmfp32IjWsVGsVI2Az9AlwX0xde364IxASuR62KCQMHQydmFWPsVJ84Nh+bqrokTF/4eg+abNGlCLC0tCUhMCZia5anAYFA/uqhhkD9WT+bg5OJKBWTvviuIXVmZO1ilKtVUCpx2sLAkEWaWVCinAdIqCjrZ9VeNFJu4OJIWEsKLv79eoaJyhs+/f//+lE9OdQfQWBzr4PLEzEz2/DFOSZfjwOjRo4lpxrVxkxapSSpWrkLEChRCubaGhITIFwXwfcJjGN+m7viKbpz03rECfA7g3CxVVWo4vH//Xukd3rlzJ9Elhg6VjUf0/kIqEksHN9K5SxfRzVs9e/ZU2fWWb+BYSRcZavYgvqO2E4ewrsTZ1Y3oC0yxEQ5MzhIGnBu8QSs2zO+TwRCAQpuuVr5wpRgDxaVmFqSljy85sW8f+eGHH2iGMMWJClfludV5AAm1tphIHQmYyITLSpUqkcmTJ6ulJHh6+xCHqh2J7/DNRBpSgUgkErJgwYI8ByK/gEBi7RVCQoduJNXtnMmogQM1vv9Pnz7R9latWlWt874cPMibv78hAAVxFzd3YmJuQayDKxC3VpOIbelGpHDRYhoJztrCu4AvkZiaESv/UvLrlyxdlogZaPlQfKfi4uKo1QA/jx07ViOaub1vzZo1k3+PSpAm+Omnn+Q07O3tqSVFSGB8kiKPuCyLODboQ3nICRgzhclGnJ2daftQ6Z89e7ZOY1wwBs7MzJxYeQQRr96/EcdavYitnT3RFzATJrPYMBgSjCIrGrPY8A+2ksA/9u/fL58g+E4jisLUorlzyYS6dYm/m5tcaeEyXD2UKy/KSk2EREK/jzAxJd41ehCfoRuo6wOnFAwYMEAuhKiq2BQOCCRhPkWJk7MXsbN3IAcOHMjxt5hZ6uLFi6Rhw0bExNScePVeRq0GtqUakqDgUI3767JlyzTKiHbh2DE5z55ZWpKo16+zbfPZs2cpz/lGdHQ0DbDmmzbSO3PmTLZ07969K3edopuJCRWkMGOdhYUFDZzPbQUc3RX54sejR49ocLnExFTeHk9vb0H4cfr0aV7pVqlSRd5mTOCBe1RCMl2YKsup377lalkwNzen52f+XtH9TFOlhoNicg/cZs6cKUifxkUW7hqOjo7ye1qzZg1Zs2at1veg+L5oO2+1btNWiScm5pZ0j4ogX8D35fDhwznyGr/fvHkzKVSkKDExsyCOXoVIVXMLlazHaJnne/xQdEfTdfprYweTs4SBUVhsWFY0/sF8P/mHohtIcHAwb5MP0gn096d0QwHITQVLjKL14cKvvypfM1Pa2O/KNCZ+Y3bl6n6WZ5vj4shTCwtKD/eP79zJdWVS7kduZaV0HXP3ILUymin2V2wjV/sGs7Gpw+e1a9dS3jVsMITYW9uRMmXLKS2cIC3qroe8Dg3lVYBAWpwLGJ+0kY63tzelGxQUlC1dVGDx+5EjR9LPc378kQo06A6FfL2FMRA50OabH/gMp0+frmRRLMHz++KWofzz/QwVrZvce84hPTaWJPr50XcjPSSEnD54MEdr2KRJk+j5W7duVWo3xqNwbm98tVtx4UKIPo3KDNLGFPR80sZFAI4fXLu1nbe2bdtG6ZnayWIKTazticTEhDx+/JiXNmMbnZyc5PzGfohKjGJcY8OMWmeoaI4ZPFi+0JKeh2ssKnRCPEekw5Up4HPeYmByllAwihgbptjwD6bY8A9cSVMUeviqU5CFLudClVcQucL37x0diY2JCbFy8yPm9i5k8ODBdAJbt26dem3OpsZGdkCFJbPSxNWdwa1chYqkaPES5OPHj2r3V234jIKppYMrtRp59VpCzG0cSMlSpakQheBcjPh+hjrtH9nQ5b7LnFr73r179J65eA+sdaMYT3XhwgXB+LFm2TIli+OVU6dEzefsaCtaOZf16KH0blxbsSJHARxXxjMXl9Vn/zAU2trOW1hPJDAoWIlu48ZNBGtz5q1zZ1nSAAsPWRt+7tBBZdfYxYsXG1z/yO9gcpYwYIoNQ7ZgLxz/QEUBV7z4XvlC1yhrSyu5xeY5FrvjaOcVRK7wPa7KV6pcRcn1AtuIq3/qWGzyysilWPgNszNxK4yoPHCrmOois8WGa7O6K5cdO3YkVgUKEdfm44iJjSMxs7SmdLAiOK7acpYEoVa3HRwcKG13d3deV1y5foeuZZnpcgHwmPkuJ76iYoN1UKQ2NsTS0kpOA4PPheJHAioyCkId/Z8HYBuFfIZcDRtuGz58OGnUqFGGa6hEJYsNIrNipE2/zqvNQtDVBe3Mz5GPeWvLli1KsYe3b98WjB+YLVKx1hC3efVZTjPG4fXf2trK3gG0/uXCP7Q2C2WxEWLeYmByllAwCsVGX8WrjBmsIq4w4FZi+fRV3r17N6XpWbMnCStYjbjb2ZNv375p/NxRiFdcuVcUIFRCHsqUj48PpdWnTx9Km/MJ54TkiRMnal3BWZGuOihbvoKSgNGgQQNaIA+zEikeR1chjAcRqmKyyrxWEdgfOLrobjZo0CB5jEaNGjXocbS+ZAbyE4s+cjEfln4l6f7JkydK2bnQhYd3gQcz1KEwByDb80hfZUVdTXz48IEm7VDsKyaWMjce+8rtiXuZRqSVry9Ji4nJs+J4dv1A036dF4SiKzTt77//nvIIMzPyNW+hyyDG13GWwsP//qszftSuXZvej9+4PaTA4HXErXgdEsEp93m8A8uXL6fnYlpvvnktxLzFwOQsocDNowat2LCsaAyGAr77LAYfYpCpNKCUbDIctJaYmJqRhQsXEj7Bl7C9aNGiHGnhqjYe58ufXRNcvnyZzJgxgwbaY1vs7OzocR9ffyrUW/nLBHvcHJ2cBckYxsXZYAVyPtCn/wBiaSWzPOFmZmVD91zcTG7PlqupYuUZTNzbzyJevWRxUZjwIa9zdZa2WoO6Q0K1G9/HUqXLECt3f+I39j/6Tpq7+BIzpwL0s3P9wcTE1FSlGjItW7akbbyTS5xafge3MosxdbwhkzstjVXUETAzpImlDbGwkVluM8dJ5uaKhsk+8Jz//vuP93YxWYvBkKBOfzUBkSItLU3fTTA6IE9v377NeCtynD59Gh7evwepUW/gxfxm8P7vkQCm5rD416W0mryYEBERAaNGjaKf4+Lisnx/4MABug/Civd66q8VKlSAqVOnQvXq1en/MTExdF+1SmUwJang0XEuePdZAebWtlCyZElBeHz+/Hm6b9SoES/0Ll64AMmpqeDWZir4DNsI0pINwMXNHYoXLw6XLl2ivwkLC8v2XFtbW1i4cCFYSNKpLmAqdaTHP3z4ADqBVApQsaJsnx3i4yG5WDGASpUASpem/+cFro+EYpV7ASrW//H7Ckj6+AJibuyHpNcPIOXzS0j79gHerv4e0pPiIT0tDR4+fJhnfx07dizdI/8ZsoezszPdv337lr9xoHhx7Bz0YwQAhANASkqKTh7BgAEDoFnDuvDDmBGwa9cu2Hr3LvqVyb7EPbYtE/5ctRoCg0Ng0qRJGTQGQr369eHBgwc6aTOD5mByljBQ5/0XrWIjNgHOGIA8jYqKYrwVOWrUqAETJkyAPp3b0v9T46KgTYumMGniBJBIJCCmgaZQoUL084ULF0Cak6Aqov7atWtXut+zZw9UrlwJkt49gtRvH+HzjukQFOAH//27C8zNzYFvoHKFuItCDQ/3s33rFrC2tID4eyfBxMoOUl7chCaNGoKJiQk0bdqU/mbjxo3Zntu4cWMoX748VCpRED5snQpRx34HawBIv3gREj5/pr/x8fEBfeDr168wtU0bsHj2THYgMhIgHMXQ3IF8RXDKK9+oVKkS9OnTB1LP/gMFT6wGfw9PIGkpkPL5BUSfWkt/8+LFizz7a5UqVeh+3bp1grTTWBAcHCxXtnkZB3BsunkT4NIlOPzTT5AAAFOmTAFdYOKE8fDvv//C9OnToWXLlhBQtChIMtpC25TNuHnh/Dl49uQx2JasDxILKURbecLRI0dg7969Omkzg+ZgcpYwUOv9JyIDy4omHFjyAGEgpElf08B7VWljQLumwCKASGPEiBE59jfq3uXoKJr+yuXCx3TGWIsDA3mr2DiSAA9P3tzEcgLGwdCsSD//zAs9TBuM9DzKt6TuLZv/+kupPkVefMV4HMxaV8DZRZ6pLNrDg/Lkxx9/JLrGsWPHiHcBH2JnKZW3J6dkFZnB1TjCWjNC4dOLFyTSxIS265OLi7yGFLo6Ih+Rn6r0V8Fd/YwAe/fupTzCNOV8jwOqvCP6Btahwva5NB4pqwFWoi5xdnHVOM4yOzBXNGHA5Cz9Jw8QrcWGgYFBBjs7O8FWP7y8vDQ6f9asWfDt2zf6+Zdffsn2NwcPHqT7fv36gVjg5ORE90lJSVCmUCG4iW5icdFw39ICfF1cBL32/Pnz6X706NG80GvXrh2M/f57OH31X7gMAG1mz4bNf/1Fv+vfv3+e56P1r1u3bnB38yYomHHM4f17QMcYtE7oCgkJCTB8+HCoU6cORJu5gH2v36CC1A7WDR6c44p2Zpw7d47uq1WrJlg7Xd6+hZB0dN8DcPn8mfJp2bJl1BqHfFTVmsq5y6F1igFytCoi/vjjD95ZhM/JJeNdf/78uSgfQdGiRaFJk6YQd2UnJH94ArHhx2DmjOmCzAUMDMYG0So26FLBwD9PCxYsyHhrIOCUD3t7e95pR0dHa6zY3Llzh8asIBITE3P83Z9//kn3ffv2FVV/7d27N91fXLVKLtBbvXihksuTNjAzMwMHBwf6+fHjx7zQnNu5s/wezJ48gV8yeL1o0SKV+eqAykCm+AM3NzfQFdCNccmSJWDhEQwurSaBmYM7xKUmw1d0c1TRvZFTbDjXSEGQTZwGxk+o21/HjRtH9ytXrhSurQYORSURP/M9Dhw6dIjuW7VqBWLFDz9MAMnH5xCwdSoU9g9QabGCQf9gcpYwUOf9F632wBQbYXiKgizjrWGAC24VQrF59+4d3Xt6eqrdJgywR1y/fh0sLS1z/O3u3bvpHoUSMfVXTuhvOmGCXFDNKYiXb5w5c4bu69atyws9Mwyuz7gHEhJChW2EjY2N6nxViD8ojRYU0C3Q4oEWm+T3j+Hl4vYQc/MgpCUngbU1Rv6oBm7lXdAYtAw+kYsX5XzCxALq9lcuzouz4DFkD05pxAQkfI8D5cqVo/sbN26Ilv3VypSBB1ZW1KJ8OSkRzHWU7IBBOzA5SxgYhWLDsqIJw9MrV64w3hoIuOxdQrgfcBmH1FVsLCws6B4Db8uUKQOG2F85qwnm2iIo2OQSxMs3SpQoQffPnj2D9Ay3Jq2goJTMaNWKCtuLFy9Wn69SKXwKCqLnc0KfroD9WzFL2JdDv9G9OoqNziCVwj8REZRPXDZAdfurlZUV3X/69EnQpho6Zs6cSffjx48XZBzo2LEj3e/YsQNEifBw8MuwiNvheC2wRZmBHzA5SxiwrGgMObo2xcfHs6xoBgIuhkVIxUYdVzQUMDjlhhM68hqEcrMc6LO/Dhw4kO637NmTe+phATB58mS6nzNnDq/pk2csWED/HTp0qEZ8/SsjPuf7778HXaNZs2Z0/9NPP8G1a9dg7ty50KJFCxAjevXqRfczZszQur/yotwaKdzd3eWLAMjXV69e8UqfcwVs21aWfVJ0ULBeEpUAAM6DSURBVHB91JVFmUF7MDlLGKgzrorWYsPAkN/BWWyEdEXLTbHB9LWDv/+erpbixrnOZFevJjOOHj1K92L1C1+QoQR06tRJ59fmBGIuTokPfPnyRe6KpanLDgbCK65k6woY78UlmsD4k7Jly8IPP/yQp0KPSsGRI0dojRNdglPasR6QphgxYoRSnSeGnBd2FAPqMRaLLyj2r9xiBfUGBWusrizKDAzGAKbYMDDkQ1c0VWJsNm/eDCuWL4fKlStDRbRqZNQLwSB4VVdDxZQRTRGKQqmua2ah4uHt7U0/37t3jxeaXIIGbQRlVGT14QLGxWBhbSF1sHbtWqhfvz6UKlVKfiy0UGFYs1ZWV0YInD17lu61tSZxig2nYDMoY//+/eCcTZZCvotqrl69Wul5iA55FbNlYGAwHMVGMSiTgT+eoo8/461hrVgKYbFRxRXt1q1bYO1dEKQl69P/sXClqq5rO3fupPsiRYqItr8OGzaM7tevXw+6xokTJ+i+Vq1a8PLlS9iwYYNWMQRY0RzRoEEDgxoHIiMj4ePHj/QzV1hUVXB9y7FWT3Cs1RscqnSARxEP4fDhIyAUuDTY2VkO1OGrv78/3Z86dUqAVho+kpOTIS01lRao9Bi2FeYdfSFL0c5zXB/nVihEWmmG/Akxja/GBHX4KVrFRkwV1o0FyFNnZ2fGWwOBLmJscrPYXLl2A0w9QsGlwRBwazkRUtPSoUat2mAs/fXHH3+k+x49eoCuERQURPco1AcEBNBMWVyMi7rgrD7oqqMpXx89eqRUP0TX1hpMIa4u0JIYEBQMKZ9egUOl1pAW+xlsMBHBAuGyjUVEYKJnAD8/vyzfsfGVP7Rs2ZJas2JvH4boK//BlZu3qOLPt2KDzywwMJB+fvDgAa+0GfIn2DggDNSRA0Sr2KSmpuq7CUYH5Cm6UjDe5oD4eIDLl+k+NjaW8urXX3+Vr64bk8WGc0XLKbg/8csXcI58CA5OXrQ4XMyZdUDS06CsCoIFFxCdWypoMfRXqYJ7hy7d0bBui4+fbMUe4VCzl1YKbJs2bdTK7pQdX1esWKHzxAHHjh2Tu74V1yAwGie6Xj26Q1LkeYiPOA+xd47Cr7/8AgUKFBCgtQBPnz6l+5zaqm5/rVevnpJSyaCMMWPG0C3pwgb4p3d1aOPrB05ajinZYd++fXTfpEkTePLkCWzdujVfJ9hJjo6G1PPnZfMhg9pgcpYwUEcOEK1iwyAMWBrtHBAfD3G4elypEjx1dAQPOzsICwujvtddunY32hibbFdBcEIrUwYupqfD8eOrIX7fL1C3alm4evUqrFu7Jk/anCLIR3yN0P0VBSdFX3td4OHDh/D+7RuQFg4Dv3F7wDq0slIWKHXBrTQXLlxYY74uX76c7hs2bAi6AlfLh4vt0QRo6TJPiofA/36ChjVryYuvCoEhQ4bQ/apVq3jpr1yhzl9++YWH1hknMGFJrw4doMawobD95QsArNvEs8Dt4+ND96jUBAcHQ4cOHcSbAloAHD9+nKZb79atG5QtUgyeOTmBGRbtFYDX+QVMztIvmGLDwIAIDweb16/px8CUFKhapQN49VoCVh5BUK1qFaPLisZl0coW4eFglSFsFgQCN/7+G/bs3q1yfRM+EweYYLaiDCuaEJg1a5bOkxyg6xumNY5/cAY+719MXagQbm5uGgVZ85GylssKpavivVwGtmrVqoGrq6vGdII8PWkRw0vpabD7+TOQJAhXXpTjdaVKlXihV6dOHSWlkiErcOHl5169QMqleo6M5LWey9at28Dd4//uuI5h3ejeyclJKWHB4CFDaRp1Y7SutWrVCn6YPBV2nrwGtvHmIC+nzDOvGRh0BabYMDAgiheHlIAA+jFSYgKPA0qDqZ0bJL5/Atu3b6MTLLoqaBILIMYYG3XqJxTKcHVSFejKgShZsqR27YiPh3J9+9LVQyLQ6iFXLFGXNUWwL+FqPSYMSHpwGuJ3L4AKqNhoUPMH+6SiMqkJdO12g9fjrB+4WsxXEUPzZ88EE8S4d5HPjHEsjlQ1mJYqBfEZVhW+67m8fv0KEhPiwa5cc2o9tfQtRo8rujMmJCTAimW/wW/LltOYsGbNm8PJkyeBYNr7zIsuCu7MYgf33ktMzcG92yJw67IAIj1DIJKz4rPaOQwGCtEqNiyjhDA8LV++PONtdpBKwfzuXfh6+DD0KVcOXuyYAdGn1mVZsUVhHQUSTjiNioqixeMQ3J5vq4oq6ZU1RbZt5ql+grb8ML1/X75SK4mMhPirV+Hy5cu883nixIl0P2HCBN5pI5Bmdu3u3LkzHN39H1yP+wKXAcADM5qpcX2MA+OguMKcGZhNCuNZOMUt8zhwCZ+zQoao3NrMBzh3scGDB9Nir3wp4enBwXA1MVGQNnPFaX///Xdex1dOgD59+jTv7RbyGWpL+7/de6gF5MOHD3nSNrWzA3L9OpCLF7UejzK3GV2NsZ5UzLXdEH3iL0iL+SR3F/3nn3+oi9a0adPoMee6/cGpwVA4eukONK5dG547O1PXZXTZiv/0CS6fPg0fg4Plx/hSboR6jqiwIUhaCrxZNQhSYz7Bp9sH4C8s8Mtq52gMJmeJQCcgIsPXr19xGYFER0fruylGh/T0dJKSkkL3DDkjLi6ONGvenPbD0EKF5cdv3rxJGjZsSI9ntwUHB9Nz+QDSsbe3p3QDAgJ4o8vR5tocGhrKK+3Y2FjeaKfHxpJXUimuK5JbAMTby0uQNn/58kVQfri4uCj1kwIFCpBKlSqR1q1bkwXt2tH747bn27apdH38jaenJ6Xn7Oyc6zl9+/alvytTthw5c+aMfBxY+ttvpHfv3sTDw4N+f+HCBfr7mJgYSlMIfgjS9+LiyMsdO4izlZVgbZZIJHnS1mR8nT9/ft78wGOXLsn2arSZ63dC8MPHx0fe7sDAQNKyZUsyefJksnnzZhIeHk6SkpJypVGsREl6rp29A1mxYgVJTU3N0vfs7OzI3r17KU9z4uvWrVuJj58/+eeff/Jsc1BQUI5jN7fZ2jiTCiAh1tl9V6oB8Ru3m7g2G0Mqm1vK39k4AOLr5ibjdcb/9Dt8ZjyMH66urrw/R6Tj5+endH+mts7E0sqavH//npdr5FcwOUsYoE6A/RR1hLwgWsXm8+fP+m6K0QEnh5MnT9I9Q+7AiXbRokXk3Llz2X6flpZGJ3F3d3elyeESD5MZAukIQdeQaL98+ZKcPniQNK7cmtjYOhtEmzPj4sWLuQpSKEA9zBCEcJ+dQKXKVrduXTJq1CjaZ7ds2ULOnj1Lnj59SgVMFDrNXf2ItVco/W3Hjh0pX5t5eRMbM0s5DXMLS1KuQsUstMXKa3wH586dmy0/9NFmTcbXU6dO5Uo7LSaGpAYFyQTl0FCVlJtr167plB/qbFZWVqR8+fIyxaVsE2Jbsj79XK58BXLt7FlycfXqLOdIpVLKV9yXLVuWLF68WC58t2/fgUjMLOjv+vTpQ+Lj49Vus4mJCV1sKOznJ38XPzo7k98XLSLbt2+nc4CFpSWRFqpGrL0L0nPaNGpEkvz96W8v+foq8xqAxHh7q6WIqsprvHc+kJnulClT6H706NG80M/PYHKWMECdgCk2DFnAXjj+gStfaKkRwmKDK3RCrbgaAm0U0lGgCR29hYCpuXwSFnObVaWdnJxMXr16RQWMfzduJFtGjyaTR40iXbt2JbVr16a/RUFOUwEyyyYxoavNLk1GES/3AiTOx4cKZRGm5iR06Abi0XkeMXdBAU0iXy0XK6+vXr1KHB0dle7PwsJCbkXQV5s1GV9zo3306FHSpWAhJYteblYA7FPFihVTUgh0wQ+0Krx+/ZocOnSI/Pzzz6Rnz55UeUElJrc+aVumMfEfv5e4d5hNbMwtqVKB1o5Qc9m7jhaFwYMHE29vb7likx0dm+LfEZdGw4iphSUpUqw4eXD9uoxPHz/KLV0qPUP8bQ689vUPpOeWKl2GnDhxgmME/U3cx4/ytpjZuZCqzt6kVYOGvPNacXv06BHv89a7d+/kljMGzcHkLGHAFBuGbMFeOGHw9u1bOkHgnk/gZIOCL59CiSHRRusBCjTu1TvIJ3RLS0vy/Plzkh/5kRNddKVD6wy6maEVEYVLtN506NCBVKtWjfLNumAV4tV7GbEt3ZDUsrVTEuCatptJBUOOx2jxERs/UHju1q1bFgFv6tSpcmFM323WdHzNTBtdXuvWk1kybK3t5VaE3Cw269atyyL46psfeY2XDtW7ELtyzYi51I5UUOiPqNxc+usvOW1FvkZFRZGVK1eSsLAw+b3aV25LFSSPLvOpghQhkVA6KSYmdJ+ewbc824zH8bfZ8Brd6zZt2kSthJnx5s0beVt8R20nzg2+p1agFy9eqM2b7JslazdasG1sbOTXQhdlfC84oGVpx44dep+38juYnCUMmGLDkC3YCyes+6Qqvp8MqgF97V1cXZVWap2cXUjd+g2yFS4YckZQSCgxsZQJRG7uHuSnadP+b7EBIA0LhxFriQn9HhUkMWHbtm1ZlJnSpUuTZ8+eEWMcX4cMHUrjeaxcfYhby4nE6bt+xMHcgqRduEBjzr59+6a0qo6r7Iq8mTdvHhE7Hjx4IG+vi5s7GT9+PIm8dStHpSInvnJunjYl6hKpfwkiMTVVUpBUtXRpG880YcKE/z8Dc2uqrOHnadOmESGAiq/iM0eF/+PHjzReCf8/cOCASnTYvCUMmJwlDIxCsWHJA/gHC2oTBmyC0BB5CBFXrlwhtra28gmcQTOMGjOWlK9QkaxZs4YKiLgCnPL1K/m4YwdVbLj4nhiRBA3jyjQXh6G4bdiwgRj7+FqoaDEiMTElri0mUCsExqEULFyEfrd+/Xq5lQrRv3///1st7O2VVu+FEOD5AvLnzz//pNYFdJ/Lq0058fX06dPUMmJlLSVNmjalSQie378vV5CSFPr2oV27BLufe/fuUWVbyTXS0or8/vsfREigBSnzO2LtV5x4eHpRK25eYPOWMGByljAwiuQBTLER5oXDyY9lReMXak0QehQoxIQXDx7IAmwzrdA+efKE1Kz9HVm4cCEVftDdAoUX5C9acRg0B67mIx87d+lCV3UrZbjsqL2qLQDQCjdz5swsglqnTp0M5rnzMb5++PCBxpTgvVsFliFWPkVIy5atqKDq4upGTKxlmRIVtyNHjqjXzthY8snFhT5zmphA5GNRbnx9+PAhSUhIUD4YF0cWtm9PvB3cSbOuC4hLUFlia29PfysUjh07Jn8e9+/fp23VxTyL12iekcETkxsUGLSGmFnb0nc8LzDFRrhnwuQs/So2oq1jk5aWpu8mGB2Qp1evXmW81RPiPn6E2JAQ3uscGFof/PXXX6FLqdJg++ZNlgrXZ86cgVMnjsOYsWNh+PDhsHbtWhg9ejT97iLWsWDQCImJifDzol/A3C0A/t21ixaafGRlBTFeXnotxof1ObAALdYowHoiCBsbG/qsceFt48aNYGtrC/llfLW0tIQ3Ge9F2uu7kPjqPhQsGEprLX2NjQPP7ovkv23RogWtTVS3bl2V6WNNoxnt2oPL58/0f9MnT0RfXT43vmLBTMUiuxRSKawKvwtf/UrBLe9CYF6tC8QnJEPT5jJ+8Q3sq0+QjxkYNWoUzF+4UCcFWPEaySkpYGZtBw7VOoHExAzsw7rDrg0b4OT8+flyjtE3mJwlDNQZV0Wr2DAwGAtQmFi6dCm0DC0Itm/fZhHm8wtu374NlSpXgREjR8Idt2CI4L5QEKqfPn0KFnZO4NH5J/l5X79+lSs9DJoBiw1+/PgB3Fr+ABaewfTYgmXLwO7RI50X48PCol26dKFCWaVKleSFRmfOnEknL/wfj+dHODg40P26desg4uFDWjS2etmycP3338G9cgcwd/QEj05z6W+aNGmilvD8+fNnqFO3Hiw8fBgeWdnRY3FYIFRohRaF68uXdSZkf/z4ER7cuwtJL27Di/nN4d360ZCekgihoQXBxIRfkefmzZtQpUoV6Nevn/zYoeOn4fff/wBdABW1R0+eQmpCDLz9awi8WtYNEg4vh5sAUAuLyubTBTSG/A3hSppridTUVLohcPDGFT2c9HAVjwMOUripehxpIC2OruLx7DTCnI5jJXikq3icayMONIqrQnkd1+U9cb/B8zP/3lDvKbfjuron3KRSKd3judzxlJQU2Lx5M8yeOxeePXkKDn4lIPLbTUAPcBISAmmFC4NpBk2x3RPfz+mPP/6A4SNGgKWLDwT0WAjpCV+h6u4n8GD7dnCtVQuItTWkpabC69evwc7THxz8i4Jd3xX03B07dlD+4uo+0hTLPRnKc5IkJMC+GTPBt3gYSN0LgHOr8fT4xEmToVGjRuBatqzshxn3LNQ9bd++HXr06AHJyclgYWFBn2mZMmVgw4YN4OviAib37kFaXBykWlsb7HOSsTFVo+c0Z84cuvf394fOnTvTzzMnTIA3Hh5wCQAen98MtV7dhNSkGJDa2MDav9dD3759Vbqn58+fQ70GDeHdpyjw6DYPWjt4gOPvfWH4jz9CG6lUsL5359IlcKr9HQSkJMvGvGvXqAKtznPKad7K6XmgNbJh46ZgZiqB48eO0WMvXrwAR0dHOW2+xggfHx/wDwiEWGtPsG02EdJTk+Dr2gHQq0d3eVuF7nvnTp+i9xcXFwcxMTFgcfMmFJwyRfaDyEhIxUWLihVznbewHWJ8nwxxLOeQXV811HsyFcFzyvx9bpCgPxqIAMuWLaMb3kRERATs27ePuiQgPD09oVChQvDw4UN49+6d/BycAAICAuhKcFRUlJJ52svLC65cuQLxCqsVJUqUAGdnZzh79qzSAy1fvjx1ATh37pxSm6pVq0ZX29EMrsjs6tWrw5cvX+DOnTvy4zhAVKhQAd6+fUvbz8HJyQlKliwJz549o5MLB33dE3asUqVKwY0bN4zmngzhOc079gKuP3gK6zoWB/cPHyAuMBDSrawM+p7UfU6NGzeGgLDWsPyHvjnek0liItg8fQoP7Jxh8PChsHXjekpLrPck9ueE/CzTuzd1+4vz9obrf/1F+x1i6rRpsH/fPqW2831Pt27dgujoaPlxHNcXLFgABw4coAIo18by/fqB9cuXEO/jA9dWrZK30ZCe0/379+HDhw8aPSfE2LFj6TG0THL3ZHf/PpQdNEj+m+srVkBMkSLy9gQHB6t0TyiQfPfdd9CiQzcYOaiP/Dhax9DyI9T7tGXMGFiu0D6u/eo+JwS25969e1o/J6HGiBF/nYDPccmwfmgDvY4R+D5VHjgQzJ89gyQ/P7i8cqVBvk+GOpYXLVoUzp8/ryS8G/o9lRTBc0LFHccq9OCwt7cHg1BsOHz79o2a49FszjWeabtMgxfzqgT2WVy5e/XqFe273HGMJcG4AXNHL7BtPBriHl8Hcn07vHv3Vt5msd4T36tHuEo/d+5c+PHHH6lPvJVvcTCNeg5vXr/6/z3FxMBLV1cITEmBSIkEfu3ZEybPnQuurq5yFx3ktVjuiffnFBsL6bdvy1yDpFJ+7unyZTCrVk3+m6XduoFns2Z00sAJCK/B9z3h9/PmzYPp06eDubk53RAdO3aExYsX05ia3NpYw9ISnnp4QmhICHTt0hl69+4trufEc9/DDa0JKICcPHkSKleu/P8GxseDafnyIImMVLJ4qHtP2N7Dhw9Dq1atqLXMzEoKqUmJMG3qFBg3bhzv94RjYZ169eHrt2S4EP0BQpMTNLbYaPOc0Mpbp04d2vdWrlwp2BjRu08f2LVlB5S0dQHrQr5w8NRJwe5JpeeUmCizgBYpQq3hec1b2P+M5X3K7TmxezLc54T91cXFRSXFhmVFy2fZOjAXOMuKxi9yyy7TpUuX/6cA9QwlRYqVIPkVWJ8D+VCyVCm6Dw4pmGvl7/SLF+X91ehTPsfFyTJU5VGIURO6meuDCDUOnD9/nhZQVczY5eDgQNN259XGz66utI2PbJyIb6PhxL5KBwISE1KmXHliKNCUr1xWqyZNmgiaSVHxPRo5ciTxDwgix48fJ3wDa+sEBocQSycvUmDwWuLTYAitL6NpOnFt+quuxo5PL17IC6lGubmJPtMcgmVFEwZMzhIGLCsaQ7ZAzRdNj5lXWRiEAWY3wvgBRLPmzSH5XSSULqn7zFNiCAI+evSofJXm1s2bdCX1wvmzyj9CSwUmEkCEhtLVRmPvr5GRkbBo0SLoX62aLEMV34klcHUffewVEgRoOg6QuLgszx99+tu3b09X3KpWrUqtDgi0ziF9dEND61BebZQ+fAhN3N2hsndBMClZD1I+PUfVFpYtXQKGAk34ii4ru3fvpp/37NmT8zPEGAktkzssWSLj5aBBg2ife/b0MdSuXZv3IP/58xfA08ePwMy7MKR8egmpHsFwBQDCFTKH6Wre0kVmMoTL27dQMOOz48eP+S4xDMP/weQsYaDO+y/a5AEMDIaOAphxCLPkHDoE9erVo77z6MNqKErZ48ePaZYy9K19HRkJk7fvAN/EBJnyoUYWLVRo8P4R79+/p/ts+cAJ4SgUoJJjYSH/Ct2m0L+XS85g6EC/4Z69+8CjiIdgam4Jjr7FYIzEBAqSdP5TL3OCsQa4du0aTJw0BQZ26wIV+vUHn4R4IKGhsGncOOiikAkKgS5UmCCA6/fqwMrZGTouXAj7u3eHtCv/QkKkLLU3KkvogoDua8YGdL1AH3gEpgsWWggfMWKEkoKTWWl96+kJ3rGx8MHREQ7Nmwelq1aFIkWKULcVddCrV0/qc79x4waIu3sCzKxl6brR517JzU5HwP6ISUnQrx/jCIRASqFC8BTjCPSYOp2BgUEGw5cQGBhEiKZNm9I9CvT169enQkuNGjXkAdNiBgolAQGBtL2YxWrOwsVw59/9MqVGA4sCrhAj0M/d3d099x/nsDodFhZG9xioaAzA2heo1NiWagjeQzaAdeNRUFYCsH3sWJ2mXs4NGEBav0FDOHzoAPzUvQdVahAY77FYQanBrHWovF64cEEjpYYDpoAuVqIkRB1fBeXKV6D+1Aj0p96yZQsYG1BZR0yePBkCAwMFvRYXJOzt7Z2topJ26xZVahDu0dGwdOBAGjBsY2sHK9RMXVy8eHHYsOEf+f/jRg6D2nXq0uQF+sDIkSPlKc+FQuTr11AaAGY0bqz++6vjdNgMDMYO0So2ujIh5ycgT3HFivFWWBw7doxmf+KsNYYGDO53dnEBS88Q8B25HbwGr4cI9wB4wglEaqxIYlYUTPWMwGKLmvZXTrExllo2uHr+3Xd1IPbWQYi7f5puSSamUBtrTwis1KgyDuAKd42atSCGWIJjWDe4nZ4mrzuE+7LdutEsNajQtG7dmpd2oSXu9+XLoF37jrBl8yb49OkTrFmzRq4UoyIgZrdEdcZXdFHlCnHOmjVL8LZxFtKc3h+z0qUhOmPR4Ym9O0R/vx4ca/WE5KREePH8mdrXw+Q/CFzIwDTWx48egRAsTqyHeatPH1kWuF9++QWEQnh4OOCyjw269qmp1KTgWFqpEqSVKMGUGyMAk7OEgVrvPxEZWEAbg6FBsc/Gx8fLg1VfvHhBDBVhYWH0HuzKtyDu7WbQz7s2bFA7iJlLGLB7926t2nP37l1Kp2vXrsQYcPXqVaUgezN7N1KrVi1y+PBhfTeNfH75krQNCCS2Nk6kwKA1xGf4ZtpGawDSwttH54HRUVFRSry6cOECMYYgWNzws9BQHJNyQ8Lnz6SBszNxLVab+Az5R35OUlKS2tccNGgQPXfnzp1EDBA6gcDUqVMp/QMHDqh3YqaEKa18fEmPHj3IihUryKNHj4iQYLIWgyFBnf4qWsUGJzMGfpGWlkbevHlD9wzCvHDcBPrLL78YJItfvnypJETiZunsTapVD1M7K9GRI0dUEyhyyPqk2F9xQzoBAQHE0HHixAmqJGCmqD6dOhFXVzeaAYzj1alTp/Q3DsTFkTd29lTIijCzIJ4V2xDnegOJhUcwkVhKSfWwGkRfmDBhgpxHLVu2JIY6vnL3sAEXCnSA9u3b0+v9/fffef520aJFxMTUlFgVKKQ0Bqir3HDn8ZF5j495S2jFpnXr1pQ+jp9qIS6OfMnICBhpZUfcSzckUu9QrJZJSpUtR4QEU2yEAZOzhF3gUkWxEa0rmmK+bAb+eIp+84y3wgBrtCAwjoYL1DUkYD0LX19f+rl06dLUjayAjy8kR72FJb8uVssUnF3CgGwRHw+kdGnqikH3Cn7miv2VSxiAiQwMGf/++y80rl0bbmL5FuT5pk1ArD3AoUoHsK8oc+kSOt4i13EgPBy8Yr7Rj6GpyRBw7T/4cuQPSH7/GEhKMjg7yaq36+v9evTokZyP2B8VC8bpGlhP4bt69aFdu/awYsUKePDggYyvGKuSQ8zExIkT6R5jkTp37qyTdm7dupXuu3Xrludv+/fvDw4OjpD87hEcP36cFudDYKG8u3fvqnS9nCqx63PeatmyJd2reg+auKIh1I4xk0rBLDwcatnYQPWitcC6wRCwqdSe2m9at2guSFsZhAWTs4SBOu+/aBUbBgZDAxYlRChWWjcEYDwFCiBYER5x4sQJuHHjBi3advrUSVopuGzZsmrRVDlhQHg4DUZH4D4VA2+NFH/99RctkIjRSVxqWNyXC64AjmFdIOHZDXrMz8+P8nvz5s1ZipYJDoWU20n+/nArDa9PYNu2bVC+XFmaTEKfCA4OphNco0aN6P9Y4XratGlKv3nx4gUNFE9JSRE8ycaJo0fgvyOn4PuhQ2kcCxZG/OjjQxV1yKSoY+YzbvFDVwo6FzDftm1blX5vY2ND3/nTp07RVNBYnXzKlCnypAA///yzytfEhRKxgEsggEWThQBXqV0TRc7OwwOqDB0Kn+8dg8RX9+Djrjn0eIMGDXhvJwNDvgARGTjzKBbkYuAXKSkp5OTJk3TPIIzPPBYpNCSMGzdO3vZSpUqR1NRUrWl++fJFdVeUuDjyzsGBumJggbvm9eqR2NjYbPurIRfpnD9/vrz9j27flhfNfGVjQ93SHMO6EQsnryxugHJ3QEtLMnnyZPJewyKHao0DGa6B1hnXxvgmMeLMmTNKPOJcFCpVqUr/9/UPIKtXrybJycm8Xxv7NboM4nXsK7YmviO3Ef9Os8i1FSuUYiaoi2WmQpG6HCO4a8ZpGRd1+fJlOa3g4OBc32tra2v6u2/fvhGxzFtCF+rUlja62pmbWxCJialSn8ZxQygwVzRhwOQsYYA6gcG7orHMXcLwFF0LGG/5Rc2aNekes0NVqVKFN7pYdwEL+OGeb6BLD/aD+fPny600N2/eBFNTU61pOzs70z2u8ufZ16RS+L5qNahRoDDUbz0F9p8+CzVr1aYZsTL3Vy5NrRD8wFopmIJZCNrolsitXqN1LBizH2UUzfR69w7GTp0K0WfWU5e/pUuXUjc+dN/DlXLMUIfAwpezZ88GDw8Pyg/cWrRoQd2M1G1znuOAVAqLz5+nWZ4KFiwIRYsWBT6B9ZGWL19OMwZili6s6YOpoi9dugRXr16F69ev076IdU/Qxef+/fs0zTcWM8Vz0dqBVhm01qArGmcRdHBwgB9++AFiY2PByr8kfLEqQDNihRQsBH///juknj+vcdapDx8+UGsVWjSQb+gayb333y7vpMVEY24fgtNfvsDnjDTVitkDG2Ma4AyXqMxjBPYJfP/UeY6Lf10CCxcuzDVL3L179+ge32lt67egNQqz4CHwGeD979+/P9s2JyTI0sJrWnsIr4MFfDnafMxbiucK8Y5rS9vLywtGjhwBAYGB1LKHfR+B4wa6BeO7wXe7OXpC8iM/gslZwoBlRWNg0BFwJdTMzEy+kqntyqgi3QIFClC6QUFBvNHlaLu4uFDaFhYWvK2scrRNTWWrjqGhoSq1u0zZ8sSmRD3iP34v8eiygEhMzUjR4iVybLOqdNVps52dnWC0OX7k9hy3bdtGWrdpS54/f57jKuDmzZtJ2bJls1hzhGizvb09pR0SEsIrbbTGmZub52iZ4muTWEhpf/LqtYTYObhTayC1oKClTM37wft3dnbOco3+/fuTzp07E3NrW2Ll6kNs7e3J3r17syTD4Cw72a3ox8TEZMsPf39/mllsz549cgsmB8UkJZWrVCWPHz/Ots3e3t70N35+frw+wzZt2uTY98LDw+nxGjU0SzKBtDh+8NmvhX7H0aIqRJuFes8V5xfkNzcHYN/CDJaqrIozMOgSLCsaQ47ZOp4+fcqyovGIS5cuKU0++L+Y6YqRtqe3D5EWqk4svP+fial123ZK/VVsbdY3bW3o5jUO6JIf3bp1I2PGjCGjRo0iw4cPJ0OGDCGDBw8mAwcOpIpD3759Se/evUnPnj1J9+7dSZcuXUjHjh1ppq+2bdvSbFSYIY1LTy533QsoQ1xbTCDWnkE0+1x27mGatlmRHwcPHqTHChUuQh4+fJiFr+gGx5337NmzPGmrsnGuXk7f9SWWTl7EWmpDVi9dStIvXpQrU/rq07Vr16bHbqO7JU+0+Zi3DPEdF5J2dv0O06h36dqVfsb3kUEzMDlL/1nRROewzmJshAPz/eQfuPKFlhohLDaenp6UrqurK+8rjLj6J9TqpTq00fcdBTPFCXbHjh1Z+qvQbRZiVZSjLUS7taGb1zggpv6hCV3Z6rmsflLt7+qQM4cOyWOaNLXY5NRm7L83b96kK97Z8RXfXTxvxowZatHGWDcUNKdMmULKlSuXrYLjM2wT8R2xlbgVq53FIqWvZ5iTZUod2pjSnaOD//MxbxlinxaStuK85eDgoLwo4FOUxvs8efKEl2vlNzA5S/8xNkyxyUdgL5wwePv2LX3hcM8nrl+/TumiuwvfwIkNV+34nIQ1pX3x4kXq/nDv3j16v15eXtn2VyHbrChI8Q2h2q0pXVXGATH1D3XpLl36G2natBk5d+6c4pdqF5dVt82Z+bpmzRqVBH11+YFKkqmFNXFvO526cFaxtMnWIqXrZ4hudXivVlZWWtOuWbMmpYWWOr7mLUPs00LSVpy3FBNx+I7cTizsXahllEF9MDlL/4qNBP+AiIBBvBgE+vnzZ3kQMgM/wNSxGKhbrVo1eSA2A399Futa2Nvb88ZSDAzG51SqVCkaTJ2fAgQxpS/ev676K3ddXoZDDMbFuhYYOK5l0LYQYOOA8HyNiYmRz184PmgaSJ8devfuDWvWrKGfA4NDoHvrVjBhyxawevFClrAAxwo99Dus0YPprNeuXat1WnB8D7naVU+fPqVJIti8Jdy81aZtOzh+4gS4d5oHFh7BEBt+HBIOLoFra9dCkXbtRDmOiRVsfBUGmHrexcVFJTmLZUXLR0DhzdPTk2VFMxBwGcpu3boF+QUTJkyge8z4ZEj9FTMLYZao0YMGwVNHx2zrmIgFhsRXQ4IiXzmlZsuWLbwqNYhZs2bRDceFx5ERMH3+fLC6f59m2dOXUoPgavSoUgg0LyAPUUlEFCpUiPVXgZGYnALpqSnwbv1oePlLGyCXttIiwkV69hTtOCZWsPFVGKgzX4nWYsP36jcDgyH2Wb4sCSQuDiRYdVukVgTF1S5zc3P6WZdDk4WFBS3oqO41sYjmX2vWwKlTpyE5KRGqWNvB+YSY//8Ahc2KFflvMINoMXbsWKqYB2ak7s0PULSw8PneFilSBB48eABz5syhFiEGYeYtTGP+6tUrmlIdSwEknj4NIzZt+v+P2TjGYEBylmgtNrnl52fQnKdYD4Lx1viBtSCOHj1Kq7LXD6sheisCB3Q542q3YK0SofsrWlqwLgp3DawbhLVVVBXORo4eA0ePHQebqp3Bu+8KeFmjB8hqkCvXMRET2DggHF+vXLkCS5Ysof+jkJhfsHv3brofOHAgr3Tv3LlDFx2io6NpjaO69epDn34DeL0Gg8w7wN/fH+rWrUuf4YhVq2Tjl4jHMbGCja/CQB05QLSKjcgMSUYB5Om7d+8Yb40YHz9+hHIVKoK9gwPUq1cPfly4GGJvhENQaqrsByhsYfyHiHHq1Cm679Spk+D9tVOXbnRlHWN6EOjHX6NGDdi7d69K5y9bugRIWirE3j0BZs4+8OXBKRgaVkPvbkG5gY0DwgD7ECrKqJxjgUk+it0aCgYNGkT3WESWTyAv161bB02aNKEFUTEOZO2a1WxxTmjguJVRRFis45hYwcZXYaCOHCBaxYaBgUF94Crx9atXwNyrEHj1XgZeQ/6Bh3Yu8NLa2mBW3ypmuG7pImGCm4sTSExMwa3tNPDoPA/sK7WhLjXoAqMK3r59S/cpH57C5wNLIP75Heg+oL/M/UxTYQAtapcv69SylvL1q86vaWxo0aIF3bdq1QoqVKgA+Qnce4DBvXwCx4D5C3+mny08gsCl8UhIT0ujCzgMAgPHL23GMQYGPYEpNgwMIkaBAgXU+n3VqlVh1KhRkPTqHiREXoTkNw/hy7tHcOfvvw1q9a179+46uc7MmTOpq0vSq7tgWaAIJD+6CK1at4aQkJA8zx0zZgwMGTKEfsZ93J0jYGtnD61bt9a4PU/v3oUof3/B3AYxjuiff/6hn/v27QsVK1cBXzd3eOboZBCuimLFyZMn5ZZGzAqWn4CunIjS2Hd4xpYtW+Hh/Xv0s3vHOWDm5E0/v379mvdrMTAwGAdEm/OXC0Rk4Jen6EfLeGs4wFTPOInjCqWbm1uev0c/9EWLFtHP0WfWg+XjQhAQFAwNUdg2oHdqxYoVsGnTJiokhoWFCXYdb29vGDtmNPz40wIwlTpB4ufXMH7cuDzPa968OezZs4d+xmeDK9Uo2Pn6+oI1Zx1T0bx+/fp1+Pfff2HHrn/B9m44XOa+5NwGeUw+gC52/fv3h+69+sCuM7cgTeoMJVPNIJSWsBDmmsaO5ORkqF27Nk16cf/+fRoPUq5cObooIUlIEHXqbz4wcuRIul++fDnvtEePHgVRUV/oOPDu6HmwKNca8O2KP3kSMwsYLU8ZDBdMzhIGasmtRGTA4juqFuFhYDD2PjthwgRK++jRo3n+duXKlfIia8uWLSMVKlain3/99VdiiODuJSoqStDr4HMr4OxCKgCQutWq5/l7rmI3bvHx8Vpdu2v3npSOubUtsSlWmxSo0y9LFXm+i5y5e3gS64BSxG/cHuIz5B9iZykl7x0cBLumscPe3l7eH7BwJvfZ29mFvJRKjZ6vqhQh1RaXL18m5cpXINYAgr4f+QlM1mIw1v4q2iVclrlLGJ7evn2b8daAULJkSbrH55YbMNAeV+IR165dg8GDB8PePbupJQBdjgwRaF2YP38+LUgoJOzNzCDczJRaSv59+iRHVywMDsf0248fP5a/T+pYZ7KDo70t3TvUHQiuTUdDvMQEypmawtfDhwVxG8RUmd++RsOMwV0g+eYeiD63EcDSHEzv3DEoV0WxYNWqVTQNKQKz+S38fQ0EDVkHbq0mgm98EvhwfckAknZogqSkJMGvge+ZpaUlXDh/DjZNnAgFuS+MlKcMhg0mZwkDlhWNIVvg4lpUVBTLimZEig0K2yhQYT0VxOfPn6Fs2bL0s7u7Ow1olhqooNqgQQOaSODQoUPCXig8HBw/fKAfbd68yVZYQgGOy3Ll5eVF+c6HS+fixYvp/tOehRAfcQES75+Cmo0agUO9erwrGMOHD4egoCDabuRr3OXtEHfzIMyYPg1cfH3FGyish2QKqgBTg/fr10/+P/K1TJAnmErtIP7uCQhPjoev7u4Gk7RDm/7L7YWct3BRocWkSSwNMYOoweQsYcCyojEwGAFQeOayDG3dupUqL4qZwtCXH4VtFLoxLSquaHAVz40NR44cEY44Cpy51GxAoYqrrYN1Ht68eaNWFeTc4OfnJ//8efdPkPD6AXTr2hX4xMuXL2l7ufoqHC89PdwhODQUvv/+exAt4uMhtUQJUSQ2iImJgalTp1Je4oapwRWBCwmIL7tmQ9rLW7Bl925wePrUqC1hEyZMoHu0EOsELA0xAwNDHhCtKxoDQ34GCs82tnbUOoDA+hjobtasRSu6cnHr1i1wcnKi37Vt25ZmuzLmpBD169fXi7D0/PlzubKIwhtfChY+Qww2x+eMQOW0efNmUKJUGWjWrBnwhfHjx8uVJ0xBjMovl0777p3bEPnwAc0KJ1Zc+PNPMHvyRC+uR/iMdu7cSa1cqMhgtetZs2Yp/QaTseDvcNuyZQs9Zhn/AU6dPEFrr2idMjeTtQqV7LNnz8r7jViAfVlnYGmIGRgYcoFoJSFjFtL0ydOCBQsy3hoA4uLiIC01Faz8S4N7+1ng3e8PsHBwh1o1wmD9+vXy1KqYiWjbtm1gzP0Vs04J7s+fjbCE2coCAgLo54ULF8KyZct4uRQKwXhvqamp1E0QLXOoXOzauRNu37zOi+sg1hVBYRxjlBCYihiLRuJ1Ob7mWEBSJK5f2LfrjRwJEdwBHbhzPXz4kKbrRt4hn9q0aQNP0eqSUaNlzZo1EK6gXD3hlC4A6gKKz/LkieNy5VErxMdDfMGC1Fr10tUV/Nw9qJKNWQJbtm4DYkhxjejYsaOg12HzFoMhgfVXYcCyojEwGEF2malTpxITUzPi3WcFce84h16jUaNG8ixEFy9eJPkBq1atovc7YMCAvH+MWZIuXdI6W9K+ffvkfN66dSvhC6mpqXK6fn5+RAhMmzZNfo0SJUrQa6oM5Btmm9Jj1ils77Bhw2j77cq3IJ5VO5LadvaCtCUmJoZMnz5dzq/M24gRI8jHjx/lv09PT5d/d+3aNSIosB9zGcAASO3idYlrs7HE3N6NdO7chegbhQsXpnx4+fIlyc/APnHhwgUSZ2AZ2lhWNAZj7a+iTff85csXfTfF6IACA6bNVEvQYdDbBJGQkEACg0OI1K84sSkSRkzNzOVC1YcPH/JNf01JSVEppWxSVBRJQGVBS6FcMW32mTNnCF9ITk6W0y1btizhG+/fv1cSyo8cOaL+OJBJmKb/6xj9Bwyk7Xeq3Zv4j99LnOsPJiamplSA1BZIY9euXUopuxW3WrVqUd7khLCwMPq7Ll265MlXVJqio6M1b2xcHIn38aHPIcLUnIQMWku8+/4ub2vnzp3JmzdviCGmeb537x6ZM2cOqVi5Cl1EMNR5Ky0tjQwZMoTyoU+fPrzSTo+N5WWRJicwxUYYiLm/GjJQJzB4xQbrLTDwCxQQT548SfcM/OHGjRu0z65evZp3tqJwirUbsMYK7vE6Wg2YPFk0dN1fixYtSu/9+vXr8u9fv35Ntm3bRkaPHk0qV6lKqppbaC2U//DDD3KB7cGDB7zdC9a74ejWq1eP8I0ff/xRTh+F9tze8dzGgbSYGBIhkVD+PbO0JN/evSO6xpSp04hEIqH3YuERTBxrdKefv337phG9iIgI0qZNm2wVGScnJ/reqjIm4ruYmzDP8fXTp09k5syZxMHRibh7etEFCo0RF0fur1tHvJ2ciZV7ALGv3Dbb+yhZsiS1GugK7969o9cNDAxU+Zw7ly6R5T17kuIhofRcM0trIjE1y9MSK9Z5C9tja2sr76eu7h5U0eEDydHR8hpIsd7eMiWHZzDFRhiItb8aOlAnYIoNQxawF45/4Cp8qdJl6Avn4urGqzsC0tq6dq28IN1La2vtFJK4OJKMgggAeW1jQ9o2bkxdbXDlFK0UfKyIc+2+dOmS1rxQ7K9Pnz6VuSbZ2VG6KEB4eHrTY1ZOHkRaOIy4FqutcfE+pFmnTh25oIiCG99CIG7t27fnjS62+fDhw0oCbl6r33mNA5GRkVSBrl2qIbE1tyRhNWqSxMRE3tqsav+4f/9+FuH9+fPnKtFFa+asWbNydC8bOnSo2hZPbrUQN1Sos7k4+bR/Pzl98CBxdXMjpuaWxMKrkEpFXFXhx927d4mHpxelV79BA7mihYpF5vtDpRCVNbQY8fEeZoeuXbvSa/3777+qnRAXR55ayBYeIsytiF+LCcR31HZKAxctcIWbUwoy84OveYuvcQmBymrzFi2y8P7UqVOED6Sjm7HCIk1zb286RiclJRG+8PbtW9pm3DPwByZnCQOm2DBkC/bC8Y8aNWooTWwzZszghS5OvrjyjpYa3lyDMrkZIW0wMSGmllLa9mPHjmnd7idPnhBnZ2dKLzQ0VCshQrG/Ih2Ox0gXV+9RwDOztiXe/VdSlyWbojVJiI8vSTl3Tm2lxs3NTRA3P8V2Ozg48CZkIp2goCA5bU9PT6pkazsObNmyhdIzsZU9Q9xatGzJm1sFttvDwyPP/tG3b1/6m4ULF1IhffHixbmuhnPvS3aKDLqPaWPNQNrcyryrq2vWNissGMT5+JCAqm2Jz/frqStdTsqV4mZlZaXS+/L48WPSpl17+uyye++aNWuWLX1t38Ps+KE27UxjT8MGQ4n3AFnsXObNwsJCiTYf8xbS4ZRAjG3Tlh/r1q2TPbsA2aIWt+HYxwuv4+LkFpuHIJFb6909PXmJacI2BgQEyC28hhYfJGYwOUsYGIVio5VvMkO2wBV57Bx8rcznd+Bkm3lStpba8OJGiSuLlB6d2DSzQmRBXBxJzwgMR5rcZIlbAV+/PFeW88KJEyey8APvg4/+yvFDke7+/fvl/3v1/o1ITEzJkiVL1L5OdrT5glC0taGb2zgwYcIEYmHrmOU54rMVot3nUAnNBtz3qo5VmemiSyFfriB58jqT0F7LvwTx6rWUONXpr5Jiw3f/QCG1Z8+e4urTCkkpnltZESkK68EV6PnLly+n8SmKiwuKtPmYtzK3WVtLBcY29erVi0gzFF5urMbFois8WW3mTJpEKptbKY3TGGeJ1jttIeSYl9/B5CxhgDqBwSs2fAdiMzDwjWrVZdYaibm1bJXb2oFOQr9iYLGWK2AonOCKJdItERxMEnCy5GklMOKff5QmS9w2b96sFVm0VClaD/heKVbkB+4xY5xi+yUW1jSmIVYDX/TMtPle3RaCtlB069arR0BiIueruYUFGT58uNZKb26WlcwWiJ07d8ozABrEM1QQ2r96eJBC/rKVcDMnmatkbgK5ofUPrWhnxPelfP1KY5AwIYSlpZWSJU4X/FDcSpUqJe/bY8eOJT5+AdQypg7dtWvXEhdra/kCVGpQEC9j9cGDB2XtNJNZsPhMZqJodWMWGwZDgFFkRWPJA/gHrmDiwMiC2vgBTjzoa16seMks1hVqGeFBuRHKR37u3Lky4cvWmVSuUkXj1VA8D4UDbpJ8+PAhrzE2iv0V6WGK60KFZLELuOHq5d69e4mZuTmNqxAjr4WirURXjaQQuY0Du/fsJR06dCS///472b17t6D8mDJlilJCBa4PcsfUTRag12eILlPnzpFzR45QQRlTlHv7+JKiJUrqrd1i79OYLjs7JSK7GBs+5i1FuqdPn1ZScDC+DhUtTGaAiUjUdb2kC088ZxNUjOsKLViQxp3xCT4sVwxZweQsYWAUrmhMseEfzPdT2D77dMsWvafKVRU4cZevUJFO5pq6Niiu+uHG16p+Tv2VM0Vnd738nFoTMyil4Cqxiu6KYhoHMCGA4jNVFDgNDZn5ikkXxMBjQ4eQ/RWtLYr9z73DbAISCc0yqBYEqv80c/YcXt0qFcHdM/OO4RdiGl/zq2JjIlCRUAaGfAfnGjVk1dF1VCVdG2DV+ePHjsLbN2+gaNGiap9///59sLGxoZ+xyjrOk9bW1iAULl++DI6OjvRznTp1slwP7ye/Yu2YMWD25Insn8hIgPBwMBT4+fnRZ9mmTRv6fw18hzKet6HD0tISzMzM9N0MhlzQo0cPOHXqFP3s9F0/sA4oDfaV2sCUKVPh5vnz2BEB4uPz5qFUCnDzJsClS7I9/s8DpkyaCHPnzmX9iIFBDTDFhoGBLwg0uQkFOzs7cHd3V/u8f/75R64M/fjjj3AJ71dA/Prrr1CpUiX6+ffff4ejR48Kej1Dwq1bt2DUmjUQwR0QuUKdE7Zv3w7nzp2T/4/KcnR0tF7bxJA/MGPmbACQQNLbCPh8YAmkJ8aCeWoqONaqBYDjTunSqis3FSuKftxHJHz+DBUAQLilKAYG/UG0y0n5eQVWSJ6WL1+e8VZIcJObkaJr166wYcMG+vnMmTNQvXp1wa5lYmJCFacjR47Q/+/cuQPFDVBoFwopKSnQvUdPSHXxgdrF6oDvyTXw78GD4JmHYCXWcQCVGwRa5lCpcXJygnXr1kH37t3BECBWvho6hObrwAH9wNLCDGLj4iEuPgri4+Mh1MsLAt6+UbaCGsu4Hh8PCYULA9pE6YIIKm329vpuldGAjQPCQJ33n1ls8hnQPYKBQRWgZaRy1Wpw4cIFSEtLo4oGp9R8+PBBUKUmJiaGDmSoPKWnp0NcXBxTajLhp59+osqeY8MRYFKyPlwxNYPNu3cb7Djwyy+/0P2XL19g06ZNclchDw8PSE1NBUOAGPlqDBCSr+3atYP9+/fD6VMn4dqVy3D/bjjsfhRpMG7F6uL9sWPg/OkT/VwQhcD79/XdJKMDGwf0C9EqNihIMfDPU3T3YLxlUAVTpk6DSxfOQ9169amPNxfXgv3Hzc1NMCZeu3YN7O3tQSqVUoEDLRP4WSxI+fpVdd97gfDmzRuYMWMmmDp6QsKjy5D45BqYuwfDmnV/G+Q4cPjwYbqvVq0aSCQS6NixI3xFPmco0ebm5kquanoBPu9cnnuOfM3jPE2vl1+gl/5qYG7F6uCXI0fkrqu4Ty9SRM8tMi6IcXw1BqjDT9EqNgwMDPoDxs1cvHAenBsMgfi4WHqsQ4cO1E0DLTdCrtqj2wliwYIFICbcvn0bBnbvDs+cnNTzvRcAnp6e0KhJE/CyM4ev5zfBpz0LIOnNA3jx/DkkJCSAoaFBgwZ0v1vB4oTKLSrTU6dOpf+jhbBp06b0mM6Bzxmft5rPPf7TJ3jj4UnPSy9ZUvX+Eh8P6aVK0fPS1DmPgT8YUMyMqkAXz6V//QVlrewAHetKA8DDly/13SwGBl7BFBsGBoYsWPjzz2DlUgBsS9YDz24/02PJKSnULUwoYIKAUaNG0c83b96E/v376/3J4P3u2bMHatX+DkqVKgW3t+4EmtRVzxnIULnc/e8ueP40IxsaAHUZPH/urKDZ6YQAWmQ4ODs7Z/l+xowZ8PTpU/p537599N65/3UFcueO7Hmr+dxTbtwA79gY+tnk8WM4sXSpaopZeDiYPHpEP5o+fgzP9u7VovUMDCBPvpKYlAJxiTFwBZMIUMu8bOGAgcFYwBQbBgZdwUBcS57fvw8vt28He9+SEHvrEMRc3wtmUnv4d9cu+JThm80nYmNjqfsRl+IX/0clQgxo16ETNG/eHC4/eguuzcfBm0bDRZWB7NWrV3SPbaxcuTIUMUC3kkaNGtE9l3Y3OwQEBFAls1mzZvT/oKAguSVHF1h/44b8uccXKKDyc7erUkV+XqS5JTSZMAEaN2kCT7j03DmheHGIynD3jDQxgwp9+sBeptwwaAGMU/v5l8UgsbJVOn7o4EG4e/cu4y2D0UC0ig3LLCMMT9GHnfFWt0CB7PrZs/DZz0/vLkx5Ij4e7GvUgIuEwJmbByD52B9Q0CoGvu/XC3bt2qVReujcgJYZTDvNWWxwNZurjyOG/urh7kr35r4lQVq4OkR/eAq1HJ2AXLwoCt/7s2fP0n1YWJjK54iBrxzweV+/fl2phk1OQOUXXdW4WJtZs2bRY9++faP/f/z4Ef7880+65xNIb9gPE6FakRoQ5uAOg6pWzfa5Z8dXE1tbaODpBd+VqAdNh/wDNs3GwqkDB2F8nbq5jwFSKaweMgSqWdlAk0FrIMG7OFVeZ8+erR9XPD1CTP3VkIFxks2aN4eiwf5KxzFBR+HChfXWLmMD66/CQK33n4i0ijtWGWfgF+np6SQ2NpbuGfjvs4oVcT99+kSrWnfs2Ik4ObuQCviqKW6XLonzEWC7FNqZcOqUYJdasmSJvPr1okWLRNlf8dpSqZS20bJAYWLlU4Q0bdaMiAWDBg2ibbt48aLK54iBrxymTZtG2z9p0iS1zsOq3l5eXvL+s3HjRtK4cRP6ecCAAby2sUvXrsRcak98hm4gjrV6E3MLS1oFW1W+li5TltiWakBcmo4m1gDkYca7lRocnGuF+ilTphArR3fiP34vKTB4HTFz8qb3d/PmTZKfIKb+aizg3htVK7kzqA7WX4UB6gSq9lfRWmxYRglheHr16lXGWx1gyrTp0LNnT/jv1BVIK1QHPrSaBBEgEY0LU47AdimkObXKCOTnG2hhGDZsmDwL2siRI0XZX9esWUMTJiBMo19C4qv7UEMN64jQOH36NN2XLVtW5XPEwFfF+BnEzJkz1V59xsxw69evp/937twZ9u/fB9YhFeHPVasgIkLuMKgVjh07Bhv++QcsC4VBWvxXkIZWgtS0VFqkVlW+FvD2hrh7J+Hz3p+heEaKXS52JrdYHex3aakp8PG/n+D18h6QGvUGRowYAQULchTyB/TSXw3EbZhBfBDT+GpMYFnRGBj0jMYNG4CJqSmYOPuCY1g3iE2Oh9JA4PXOnaJwYdJXmlMU1tB9iHOhQjcidYRyXQJdpPr06UM/Y2zRpYsXYdz48dClSxcQCzjfeEyHbGjgXMpKliypcaY9LBiLSRMQpvZu4NZiApjbusAPEyfyIqByk2nsjX3wdvVgePPnACBpabD/wEGVabRs2QL8fHxg48aNgGqMYqrdcxkprbMD8iQlNgosP9xVyhpoaMkhxI7Xr19TQfTgwYNUUV4ybx588vERv9uwhsA6UQwMRg0iUree7Ez9DNoB3TdOnjxJ9wzCuqIhjzlTv33ldkTqW4zUqv2dwZjSU1NTSXJyMklGl1B0T8vFZUZV3L59W86TMmXK5Olaos/+iuMP19YrV64QsYJroyGOA1zb3717pzEN7EMlS5chJuZWxL39LOou5tJ4JHX5Cl++nKQFBcncKkNDNerDSD8qKor89NNPtK0NGzYkv/76K7l//75GfO3fvz9tG7qmOnsXIkEhoSQhISHb3+L7d/jwYbrneBUREUHyG4Tsr8hPE1NTJdesihITw3Ab1hBHjhxhrmgCQizjq7GBm5MN2hWNQRiwAEzhgVYIxRX0bxe3QfzLuzBwgP7TF+cEXE3GvoHWFFwpRlcfBwsLeI7pd3lYuVyxYgVdmUf89NNP1BqC1xJjf8VkDy4uLvTzypUr5XV1jAn6HgewngYHDw8PjelgH/IPCASSmgQftk6BV0u70IQXNwGg2ODBYMJlH9MwNTfSd3R0lBcLxXTk6EKZU7B1bnxF68+effshSepIU+0muwXCs2fPcnTDwzGkXr16dM9Z5rh3KL9BqP5qa2sL1lIpWAWVgwKD1oDvqB3wOLA0POauJ6DbMKYsnz59Oh0LdZkQAq1TDMY9vuZ7EANY/WZgEDMU++yLFy/kq2Fdu3al30+ePJk0a9GKJCYmErECV6Gpdalia+LccBjdKltKeVm5rF27tpwnlwxg9dPc3Jy2tWPHjkTs0MRiIwbUrFmTtvvAgQO80IuPjyd79uwhtWrXJlUtLJT7rRYWGw6NGzem7X3//r3GNI4dO0ZpmLv4Ka2YFy9VWqXzud+jBUkf+PbtG3n79i0xJqBlmuOre4fZxLX5ePp5z5YtvFmqs0VcHJlUrx613tFre3iSsLAw0rBmTfJ82zZBrotjLyZs8fHxYRYbBoODOrqB6GZElhVNOKBbBZrzWHYZYfrsqVOn5BPG7NmziSGBU8gkFtY0C5NDtU7ERiIhcT4+GguGKGwqCnDqZjrUtL+mpaVp7Mravn172lYLFI5FjpiYGNrWypUrG9Q4gNcVQiGbPGUKpelSqBp5ZO9O+20EANk5YoTWgqK3tywjWW48y4uvqJDUrd+AtGzZSum9ePjwoUpt2Lt3r8xVqmJFIjji4mhGxKO7d5MffviBVKhYibpsObu6kS9fvgh6aeTTjh07qAuekP3177//VnoOVh6BxMLOibRs1YoICuyLOJ5mZMiTmsoWUqxNzOQZ87RVxLND4aLFlO6X265evcrrdfI79D2+GivUyYomWsWGxdjwD+b7KWyf5bZNmzYRQwGmpeaENm5zqjuAgERCZs6cKZtcNVi5vHv3rpxesWLF1B/k4+JIyrlz5PTBg2r7Kjdo1JhYS6Vk+vTpVPhXFb///ru8zagciR1Hjx6lbR07dqxBjQMLFy6k7R46dCivdNGaUiRDePNvPYXUrdaJroi/fv1aa9qqKGLq8FXxfdu5c6fa7RD02cXFkW9eXnLB28HGkUgLhxEr/1LEyloqeL/hUpiH1ahJPnz4wHt/ff78uRL/p06dStOlSyQSYmNnx0t/4YDj3rVr18iMGTNI+fLl6fUyp/6vXbI+8ey6gDRqOlrQ2J5Ro0YRcxsH4vP9euLZYzGxCpK15/z587xeJ79D3+OrsUKdGBum2OQjsBdOGMyaNUs+SZ49e5Y3uli7ASfcOAHcEnDyzqzQYFCpr38A/VyzVm3qpqEJfvvtNznNOXPmqE8gLo5EuctW3NFilJIxkCEf/vvvP7rCjdagnJQlvAcz5wLExMyCuLq5U4WF0shFQTt9+rS8zXyvSGO70Q2E7+c4ceJE2t5t6LrC8ziAbT137pwgfS/b+hkaKtCZXaUU+7OFZzCpUKkyr23OjR+aKjaccKkKrxcsWEB/37dvX+H6XaZaVk3bzaRWXDAxo9cODg6m7RCqf6BlwdzVn5jbOJICPr5UMeBDUMRFjkqVKsl57uHhQcdYDugWqamQ//HjR2rZatSoEVWQsrOMcJtiLSOqOHoEkQKD1xLPSu2UjuPv6tWrR9vFx/hx584den23VhOJd58VBEDWTmNzL9Q3mJwlDJhiw5At2AvHP3CyMTOTTfh+fn68TfRIJyBApmSgAsKnAIG0XFxc5BMtxiYouru0btuOvHnzRmt++Pr6atTuVBQuFAQrtNwo8kOVzbZkfVJg4F/EtlhtKiA8MTfP0cUDaTs6OvL+DBE9evSQtyk0NJTX/uHu7k7pBgUFqUU3r3EAabm6uiq5VfJlwUJBMgs/0DoXGKiVCw7Swf6GdC0tLUm58hXoZxTAtQXSRpp5PUN1xlfTjExc48aNU6t/qOrGh3SwL+Pv8FpqxeUouEpFmpgQRwd34tVTFoOXeVNqc1wcSbtwQSvlFDPkcbRNHTyIlWcwLXBMLbfnzmlMW7F/4IbPiS8gbScnp2z5g+9Rr169qGsdKt4KJ5FvR4/KYmwkJsRU6kAsfYoSKQDpXby4PPYmR15riLLlyhNpcHli7hkqp4uKqhAKan4Fk7OEgVEoNkL78eZH4Ar85cuXNV6JZ8gKXElTnHz4Co7PTFedyvLq0uYzoJ8P2rcuXJCvXEZ7eJDtf/+dhW7ZsmWpixsK9yYmJlmEAPsKrWjqX4fqXUgVC+tcXTz44gfGBCimLuYC5HXRP9Shm9c4kJm24nbo0CHe2/1s61atXXAy0z1+/Di17imuyPPZZm3H1ypVqsgFbHWfY/fu3elvMeGHqm3GbQsGxKuKDAvaiwcPSClMp21mQWns2rWL8jZLm+PiSKK/P31+b+zsyG0Nx6vly5cr0bYp1YA4W1nTcUAbxVesY95vvy2jVu0qVavSc9ENTxGoEPHRbpSr2rZtK7cYoTucovJkCEldDAVMzhIGqBMYvGLDsqIxGAJwpQtXvPhe+UI6uELHTTy46scXFGnzaUXgizYKbDamZqRpp3nEtUgYsbC0ImfOnFGJLq5oY5CzuVsAMTW3JJZW1mRY374kKSAgV4uNtm3G6xYrUZJYS22okODp6Sl/diEhIYJYbHTxDLHt6GKTWUguXbo0efTokdbtxniHQv4BckU2BevOaGixEXOfzowRI0ZQelinRl3ainVtVGmzovUNM/6pq+yh22fXbt1IsRKlaBxTtvzI5L6GgnO9+vVpJjh14uswFkWxn+H7O7h8Ba0VX7H3j6SkJLJ58+YsscWq0MY6SBs2bMi2HtS6deuU+InKTIREouTuxiw2DIYAo8iKpq+UlsYMdCdBFyNDCIw2JKCPshC+yjiJoaWGm5T4tGIKFffBB+1WrVoRqV9xEjRhL+myYAexcnQnHp5elL950cW+HVKwEHFz96AroZgcQZUYDm3bjHEAVHC0d1MSJFCoE4rXmtJVZRzIjjbysnnz5lmUnJ49e6qVpIGjjUJc5SpVibmtIwloO50Kw/vUjBfKq818QRXa6oyvmGAEeYeJFDRpNyqWeVnQFOlyGYW47Y8//lD5WnnRzjhA0oKDZe5r1g7Ep9EwYu0ZRK9Vr0FDlelGRkaSxk2akIEDB1KlCAX+tJgYrV0Vs20zj9AXbbQOYBY3xbgrXHAoUqRIlveUJqnIRgFlMTb8gslZwgB1AoNXbFhWNP7BfD8N08q4e/duSh9drowdqAigTz3610ulUuqqg3us0K6qCyWuYOq6ZtDgwYOJhb0LdX/jBIknT54QYx0Hbt68KY/hUNwWL16s0go9/gbrBKFVzbPrQuI3bg+xtHchEyZMIIYKdfj6+PFjyq927dpp5W+em9UmO/z1119Kz4tXl++4ONIpNJS4Fq1Nkw24tZpEJKZmpHSZslqRRX5qG2NjjMB3qE+fPkRiYkqsAspk6zqKyg5a3HJKNY0WG+Ydwy+YnKX/GBuTfF+hlIFB5GjWrBndp6enw/Hjx8GYgfdYqUoVKOz3/2r0p0+fhkcRD1Wu5mxlZQWWlpagKyQmJsI/GzaCVZHaYCp1AK+eS8DE3BLqNWio04riukSpUqXg+fPn9P42bdokPz5ixAgwMTEBCwsLOHHiRI7nf/z4EbZs2QIScyuIOvkXxN48ABJHbzhz9hzkBwQGBtL9pUuXNDrf2dmZ8hnx8OFDlc/r1asXxMfHg52dnZzO3LlzgRdIpeBQpw7EfXwMUafXw8ddc4CkpcLpUye1Jp1uZQVQsSK9BgMAxMfD8p49YePq1eDccBi4NBwqZ4uHhwfcvHmTvpt//vknWFtbKz0juHkTPu/fD6UBIIExk8EIwRQbBgYDwLt37+i+Tp06kJKSAsuWLYOjR4+CsQGVlwN790D47Vv0HhGozEkkEhAr9m3bBoW+RoN59Fv48PcIeLt2GJDUZChZsqSo280XOnbsSIWo5ORkmDBhAj2GffS7776j91+xYkWqBHG4desWFCtREho1agRd2rWEpFf34Mvh5ZD44g7cv3/faJVBRXD94sWLFxrTCA8Pp/sSJUqodR4Kut++fYNdu3bR/ydNmkTb8+bNG9AWlSpVgoSPLyDm4lb5sf/++09rugwKiI+H6IAA+P7vv+GWuRU4uAWAxFIK1gGloFLlKnSuwIWHHCGVgk3t2kypYTBeEJGBZUUTDujKc+vWLZYVzUATXqDbiqKbgau7BzFmoE/5/PnzaSC+aBEXRz45O8tT4/Zo156sX7+eFhbMz+MABpk3aNAgi2tM//79Sb9+/YiJuSx9cpMmTeh+9OjRZOvWrbxm/xM7XzVxJcuJhqYuZZiIQDFJCSY1UKx7snLlSrVcFrHfDxr8PTl48CCt7cLRxdpTmoLNW5mQTZwMx2d0V1bFjV8xbThzReMXrL/qPyuaBP+AiIArSQ4ODvD161ewt7fXd3MYGETRZ3Fld+SoUbBzxw76v23pRpB49ygkJyUZtVWAuzeRDVP/x+XLuEz9///RtQhdZhjkuHr1KjRt2hTev38vP2ZT/Dswd/GD6FNr6f8xMTFga2ubr7jGR98+ePAgtXyVK1eO8llToNsgWtgUrUHNW7aCJ48iYcmSJTB06P9dndTBqVOnoFatWnKXTV26iBot4uMBSpcGiIyE5IAAuPrnn/A6Kopaatzd3aFDhw5q9T8mazEYm5xlImZfewb+efrs2TPGWwPE+Ak/UKXGoXoX8Bu3B6x8i0NqSgrExcWBMffXnj17grm5uXj7bPHiAKGhss+4x/9FDl2PA+XLl6dCF16vT58+9JhtyfrgULmt/Ddb1qyRKYkotBko9DG+NmzYkO6vXbsGqampGtOpXbs2pKWlQVhYGP2/ePHiVKmxCioHkyZPoTFRmqBmzZowZcoUeeybJmDzViZkxMngIorF3btQtW5daNeuHVU+VVVqGIQD66/CQJ1xlSk2+axjoK+7aIVEhhzRv19f8PH1g9jL2+Hb5Z1gYikLov38+XO+UGz27t0LYhcy6N4Agpv1NQ7gCvGXqCiQmFtC7J1j8H6LTODF0OZaI0fKLF+4Em2gyo26fC1YsKD8PG2waNEiuu/fv79WdDAZASbq+P333+n/1iEVwbXJKEhISYPJkydrTHfmzJkQFBREPzdu3Fjt89m8lQ1wnGHJFEQJ1l+FgVEoNgwMRgEU0nhYicYV1fv37sLQwYPg6+l18OXQUioQJp4+bbCCoDqYP38+iBZMyFAZhQoXBVcnJyhoHgVFnGSuMP0qV4bgtDTZDyIj0Q8K8gMw0F7drGbZYSQqhQCwBq1eWgKTPvyy+Fea3c+hcjusxAR2VTvBPytXwsP16zUeax49ekT3Bw4cgFWrVmndTgYGBoacwBQbBgYBkJCQAD9OmQKv3Nx4W4nGGIRffvkFLl64ACV9POEWCorduxv0KreqOHcuf6QBNnb8OGcWfHj/Fq5fuwKfPsncm2Zhdi4Dc+fjA5gtTpuUz5nTOCNwfNAGZmZmYG5pCWnxX+HdP2Ph1W/dIPnEX3BDy7EGrXVRUVH0c79+/eDu3btatZOBgYHB4BQbYw6I1idPPT09GW8FBAYCb926FUIKFoJds2eDDycE8LgSjQLRpVV/QoYoaLSr3Fx/1SZ2gCFnviqOsRhD8enTJ52y6+XLl3Rv7+lpcO58fIyvnMWGD8Vm5cqVdD9q1Cit6GDbb9+4TvvD9evX4d9//4W/Ro6AgjyMNY6OjnDhwgV5DA/W01G1TWzeYjAUsP6qf51AtIqNqsX4GNTjaaFChRhvBQLW56geVoMGcH61LgCvqnWGCO5LnleizXDl1MhXubn+WrduXfr/gwcP9N0koxwHMGi8VOmy4OHpCbVqfwfLly+X1TThyY0yJ5cnri3G4s6n7vjK1RrhQ7FBSwtmRuMypWkrQLi6ukKZMmWgRYsW0H7mTN7GmsqVK8OPP/5IP9vY2Kh0Dpu3GAwJrL/qXycQrWKDky0D/zxFf27GW2EwfORIOH/uLLg0HQ2urSdDgrkVVJVKgVy8yP9KtAEGrWvaX8eNG0f///nnn/XdJKMcB3DCSE5JBnOvwnDlxVcYMmwYhBYoAC9cXAQL6N+4cSPdT5s2DfLr+GphYUH3N26go5f2OHLkCN1j+mdewfNYg0VcsXgtlzUtL7B5i8GQwPqrMFBHbhWtYiPauhUGDOQppl1lvBUGI4cPB0cnZ/i892f4enEbpH37AM6+/iBB4VAIxcMIVrlV6a9Vq1al/7OgY/4mCOTr3Llz6So/rtB//vgBkj88Bbd2M6HAwLVQysED/BITBXN1nDFjBt1rWh9FjND3+Ork5EQzCCLu378v6rHmJipIADQL29KlS0XNVwYGdcD6qzBQ5/0XrWLDwGBoQLcNqbWsVkP0qXUQe+sQBAX667tZBg9dxtslJyeDsQBjWFasWEFT7CIPuQ0FYMS8efNoHAUHkhxPlZtP26bA3bgv8MXVVTBXx6dPn8rjLhj4w507d+QxLGIG9kMsuIcYNmyYXNFhYGBg0BZMsWFg4AnHjh2TxSYAwH///QchISHQoX17/fJXwDgJXSIgIEBeoV4o1K5TF/z8A/hf7RYQsbGxsHPnTujduzetOq6owPj5+cHgwYNpil1FeHh4yN3BkJ+4ErZgwQIwMTWD9+tHQZCbLZy9fg2cnz8XxNWRJYMQDhjjw9V8+PLlC4gZdnZ2cPXqVfoZ43mwLzMwMDAYrWKDxcIY+Oepv78/461AaN26Nd2j20Tz5s0h4sE9eRpWvSA+HpKKFqVxEtGBgTB/+nQYM2YMbRMqXobUX7k4G6Hc0V68eAEnjx+DT9ExULRoUTh06BCIyXXs/PnzMHHiRChRooSS8oLCYZs2bWgNk8zV4Zs2bQp//PEHvHr1iiov3IY1RZCvzZo1oynEuVgHDw9PGDl8GFy/dpVeRyhXx82bN9P91KlTIb+Pr87Ozry3g+u7derUAaH6I74vfBR4RVdILkU19uXs3E3YvMVgSGD9VQQ6AREZvn79iiMb3TMwGAK4Povb5MmTiViQfvEiignyraq1LbF28yUSU3NSvkIlYkiIi4uj/PX09BSE/pIlS4iJqRkBkMif5UXknw7x+PFj8uuvv5K6devK25DXVqFCBTJz5kxy/fp1kpaWRumkp6drdH1Nz1MXISEhtO2fP38m+R2NGjWivHj37h2vdLn+kZycTPjG3LlzKe1Zs2bxRrNKlSqUZtmyZXmjyaBaH2GyFoMhQB3dQLRmEZa5Sxie3r59m/GWZxw+fFj+edasWbzRxToPly9fVrneQ2ZISpSAzxkrwo+ljvB50FpwbjsDSFoKdO3SSSvaQrY7u/4qzbAaoDVMiDZv2boN0tOwXo5sxdjUxgm+q1OHF3ceRX5ER0fDli1boGvXrjS+RNH6EhwcDMOHD4ejR48qne/r60tdyvbv309pcJaXuLg4+O2332D06NHUlQddvDBzXAFfP1pLSd1xQDGWia9nmFsVeisrWTwaXxCyzarQ1mR85WrZbNiwgdd2L1myhO5btmzJK12ktfDnRWBi6wpTpkyhMVx8AC2SCIz5mjNnjhKv+Zq39N0/xEibo8/AH5icJQzUev+JSLUytprHP1JSUsjJkyfpnoFfSwJu/v7+9H918OLFCzJnzhzy+vVrpeMfPnwg9vb2lG5oaKjadDmkx8aSmU2bEqmJCXHvMJtYh1RSWvHXhnZ2iImJIR4eHrzQVuyvinzmu80vHz4kFQCIdQZ9E3NLuq9SrbrcCqIpsJ3Ozs55Wl4sLCxI69atyV9//aXS6j3SDQwMpG1u4+tLdv7zDwkMDiESiQkxMbci/fv3z/UZIV+PHDlC/vzzT2pl7NatGwkLCyN+fn4yHpiYCNY/hHiOz549I7a2trzSTUpKIv/99x9p2bIlfT550dZkfN25c6cg/BDqfVm6dCkBiQmRWNrI6d+5c4cX2rGxsdmOTXzMW0gHrb1C9Gmk5evrKxhtIdqNdExNTSnd4OBgXtuc38HkLGGAOoGqFhum2OQjsBeOf1y6dElpMsb/VQUqLyEFC9Hzxo4dS12B1q5dm63gqw7dzEB3lLp16xEzKxtibuNAHB0deaOdGSic80Vbsb9qw+dcERdHPru6Ule9hxnKzcCBA8mTJ094IY/ubIrtLlGiBPnxxx9JeHi4Vq5feP/WGW3m2u7iV5J49f6NmNm75apESaVSylfcq+Luxmf/yMwPbWjHx8eToUOH8tLmR48ekenTp1MhT1N+aDK+nj59WhBeC/G+JEVFkUZu7sTJv4wS7cDAIJKQkMBLuzds2JCl3drOWzj+WVlZCdanM/P63LlzgtEWc/9gkIHJWcKAKTYM2YK9cPwDV7o4YUidlS9cdShdpiyxsHUi1qGVsxWg+Fypw+sVL1GS0rt69SqlyfcqIArqfFqDMltshGgzwQldIQ4JrR98r7gK0e7ffvuNWpkU296o2RjiP34vXVHPSSjHleU6depQvk6dOpWsXLmSHDp0iDx48EDeNsF4zQNttKD9/PPPWe4LBVdvb2/5/2vWrMn2/MTERLJ9+3bSokWLPBUYtF5NmjSJxi+p0mZNxleheM073bg4Eu3hQftZhJklkZqYyfnk4ubOmxdAdu3WZt7KLMAL3ae5ja+FEUWLDZ+eLJrOWwx5g8lZwsAoFJuoqCh9N8XogELBmzdvtHavYVDG27dvaZ/FvSpI+PyZ9C9dhthZSolXzyXEs9v/BTV0IcKVaARONjgx8zXp4MDw6tUrQWgjhg8fTu9hxIgRvNDO3F+FaDMKbCQ0lAps8ajUfPzIH235JfhvN/IZLTYx3t607Y9MTen/Uv8SxMIzhJQtX0GrcUAQXmtBW9FlS3FD1z1UqG/evEkCgoKJqbklMbW2I99//z1V1tDNDl1E81JiUNFBhScny4MqbdZ0fBWK17zSzbQAMKlePTJy5Ehy9OhR6kImZLs15Wvv3r3lzxeVeF30aW4MxG3z5s280UZXUY4uX0k+1J23GFQDk7OEAeoEBq/YsEwdDIYCtfpsXBx5Y2dHhYNICynxbzWJePVaSixdfUjzFi2IoULRWqOr7Fq8AQUdFNwMZNVy3rx5lM/o9se1PTk6mmzZsoVUrVadflexchVi6EBB0cvLK4sSgkIql+0LY8h2jB9P7M0tiJVnMPHu9wcxc/z/CnfmDVen0eUsIiJC37dnWIiLI+kZCwB0IUBE7woKkiNGjaLWR8WVXW57+PChTtuDyh537U6dOvFGt0aNGpSmg4MDL/SYrMVgSFCnv0rwD4gIWI3YwcEBPnz4IK+Qjdl6TE1NaVYExeZiXmvcVD2ONJBW5gJxeDy7rAs5HTczM6N0FY9zbcTc/or5/fM6rst7ws+3bt2CsmXLZuG7od5TbscFu6f4eDC5dw9MSpaENEtL2md9fHxovRDsu7ne0/nzYFatmvx4ZYkEcC0Us365untA5MMH9HxD63vTpk2DxYsXw6BBg2ixRz6eE+LatWtQqlQp+bn5ve/h3sbGBlJSUiApKUkptz93T/iOY3FOrAuS3T0pjgMcfX3ek2Lbnzx5An369KFZoBDJycm03ViAdOHChcr3lJAAcaGhYPPmDTwyMYVmHWdAQoES8OX4Kki7f4zWkurYsSPUrVtXnlVPyHvCtt68eVPeX4193NPVPXFZpjDznyK4NmKh2X79+tHrDxw4kGYKTExMpL+/dOmSfCzR5RiBNaWwQLOMbfFZ3lVNn5OFhQWYm5tDo0aNaD0obe5Jcd7iMjSKtu8Z0Fie27xlqPdkKoLnFBUVRYtQf/36Fezt7SE3mIFIsGzZMrpxN3HlyhU6gSM8PT1pRWVME4rpXjlgMTSsSH737l160xwKFiwIXl5eNHWkYipDLDqHBdEuXryo9EDLly8PlpaWcO7cOaU2VatWjQ5IXHVkjtnVq1en17tz5478OE6cFSpUgPfv30NERIT8OCpnJUuWpAXNnmMl7wzo654QeP6NGzeM5p50+ZxMEhOhXN++IH31CiA0FO6tXw9fEhNpKl6cfPO6p8vx8VDax4eeH+/jAxv274cPsbFUKEJcuHBB5/fEx3OqX78+3RD4Gz6eEwomCQkJlL4+7klsfY9Dly5daFsePHiQ7T1hX8K+mNc94X1jm8RwT3gtLB47f/58mD59uvy4q6srFCtWjM4HWe7p0SOq1CBC0tNgQ5gLdFwyCUyTJLBn/34l2rq4p8ePHyv1V2Pse/SepFK4e/u2Tu8Jz8Xr3bt3T+meSpcuDYcOH6HjLwcUflCxx1TaXBrpPO9JgOfEtalx48b0umvXrtX6OT18+JA+KwReR9t74uYtg+l7BvA+YYHnzPOWod9TSRE8JyxvoCpEa7FB5nJVmZm2y48Gj7/BFayqVasq1awwVA0+r+OC3NPly0oWl7Tz5+Fb4cKqW2zwnvClDg8HKF4cTDNWoA1tpSUmJgZ69ekHPt6e1Hrwzz//0FV1rCLO13PCYziooYCCvxH6nrI8JxXarsvnhN/hJMNZa/B/Te5JcRzAdurjnnDinzt3LixatIgex3vCDVe5N23aRAXWPO8pIQFIqVIgefQI0kNC4MLy5bDvxAnYvXcfXbE/cewonUh1dU/4THBy5vqrMfW9vNou5D3lNG/h57/++ovWePLrvRhAYgrv1o+m9ad2//ef/J3R9z1NmDCBjotYt2nNmjXQunVrrZ5TbGysvF/juNuqVStmsRHR+5TbvCWG98lQxwisKefh4aGSxUa0MTasjg3/YNk6tMenFy+UUuyePXw4X/oq37t3j96zxPT/2ZEeP37M6zVYf1VGjx49KJ8xIN4Q+YqxV3/88Ue2sS9YL4bP+Ch91Opi/VW3fMUkLA1d3YhzQBni0eUn4txgCLEsUIT2p4MHDxIxAWtGcX29c+fOWtN7/vy5nN6tW7c0opHjvGVgMYdiAxsH9J8VTbQWG6zQjXsG/oCPGk2DuOqb2WLDoBp27NgB3dq2hdqtJsKlq/8BJHyA06dOUncZlVYSjAToElG4cGFwbzsNYm4dgoTIi2Biagp/rvwTevfuxcs1WH/9P9Cagf71CFw10+b91TVfDx06BE2bNs2yIrdkyRIYMmSI0YxFrL/qkK/x8RAbGgq2b94AOs2gfS/J1BQCAoOgZPHisHbtGtHJDxg3jCvOHNBlFONlNMXZs2chLCyMfkYPF3TB00TWUpy3vrx6BWklS4IbuhCFhgLcvIk+Shq3MT+CjQPCAPspxoKpImcpR7OJCMYy2YmNp+jex3irOU6cOAHEpQDcLVgVrFtOhNhUCXTo2AnyG7hAWIm5Fbg2GwM2RWtCOvrBR//fp9Yo+yu6EWJgu4KPsC6A7iYITNCgLT/44iu6e2GgNvpYZwb6boeGhtJrNGzYUK7UjBo1irqh4eQ/dOhQcT1bY+yvxsrX8HCq1CAKAsDtDRsgPi4OHkdGwK5dO0Wn1CBQ8UC3Gs7FHhcqnj59qjE9jJNYvXo1/YwKExenqSmwLX2rVpUpNYjISJnLNINaYOOAMFBrXCUiA3NFE9ZEeubMGb24aRgLQgoWJuZuAcTCq5DMFUAiIebmFvnOFQ0rtWPdlLqV2hAnNz9iaWVN1q5da9z9NS6OpAYFUTfEtOBgnblqYF0jzu1ELHxNSkoiTZo0pW1q1rw5Pfb69WtSt27dLG5mmJb606dPxNghuv5qzHxVqD8ltvTTqmDUqFHy92Pr1q1a0Ro6dKhGqfYVXdGwaLOrmztxdPIkESZmBstXMYCNA/p3RROtxYZBGGQOImNQHegChK4DaV9eQvLbh/TY8mXL4OJFWSaz/ATTpCS4CQBHLu2Aa9Fv4drpU9CjRw/j7q/h4WD65An9aPL4MQwMqwHz5s2jqT0Vgyr5wLNnz6BFq9bwxx9/0Mw2iPXr14uCr2h96dS5Mxw4dAikharDnt276WpagQIF4OjRo/Q3mEoaM+ugZQbdN11cXCA/QFT91Zj5iu5R6CZ16ZJBukv9/PPPcPjwYfq5ffv20LVrV41poUtnuXLl6Gd8B9XFkSNHIKxGDYizcALbLguhSlA5+L5CBYPkq1jAxgH9gik2DAyqviwmJnDpwjmI+fZNXqsFFR2uXkF+gsvbt9QFBBGYkgLFMofq6cllS1AULw5Rbm704yMrW9geTWDK9Jk0LWXjZi14vdSpU6dg97+7aF0OLjU71mQRHHk8t7SYGJjRtCkc2rULXJpPAOd6A+TfoYvNmTNnqDKDyh66ojEwCAYUuitWNFjhu169evI0uRs2bKCLAxhLt3XrVvAPDIaDBw+qTItL5/v27VuqKKmDAYMGQ0JiMthWaAMm1naQZOcCpxKTDJavDAxMsWFgUANYIBDzvWMRQS7mIT/CrkoVIJzgivvixeXfJUdHQwr+X6kSAKbtNRblBif6GzegmrkF1CjXHGzbzQSX1lNAIjEBR3tbXi/FxaR49VoqP1aoSNFs41l4Q3w8xAQH0+eGaZSzPLf4eIjy94dZhw7BDVMLkJqYQHpyIlgHlILKVarC58+fqd+/sQMVTYwTMnoY4+KEyICxMbi6j0HRXNxNhw4d4MWL5zBj5iyNxoxt27bJF95UwZxZM6FIkcLw8d+58GJBC0h+8xA+fvyk5p0wMIgHolVsuBzWDPzyFFeXGW+1B2boQWARqnwJqRQkObiCrB0zBsy5oFgtAlDF2F+dChSAkE6d4Mv9E5D88Tm83zQRCEmHvzKCeHl1ZZBIwMI9EHyGbQRL74Lw5FEkvHz5UmvaOfI1PBzsMlaQsTZMlucWHg6uGYHFoSmJ4L59BrxZ2Q8Snt2Cq1ev0Poaxg50B0Q3OwcHR6harTpMnjyZuhTFfvgApteuQfmiRUXVXzUGKjO4KFGpEqTiIoUelRsxjgN8ewJg1rdu3brJj7k2GQUXL5zPtsB2TkD+YMYoxLhx42Dfvn30M76XmOgjJ3Tq1An695Ut1KHVyOTbW3BxzR+uo0LA2PurvqAOP0Wr2DAIA6zkysAglCsIVgYfs3YdTcGanTXHGPrrwIEDIOnLW/iwYZz8mI2NDa+CPa6+SkxMIPHFbfiwbhhYxX+Ef//9F2rXrs0L/ez4+tLBQf7ccL/h1i3lH+BzzLDSYUHMjbduUf/8VatWwb+7doGtLb9Wq+ywa9e/UKZceRgwYACsXLmSuuBgYUxdWRe4e7Qu2xxufSaw4Ndl0LJBA3jr4QGSypVBWrWqzpSAT58+0U0QoFKLixJYzO/pUxjbuDFV4PiOJTPkcYBPoAvas+cvwMzaDgoM+gukRcLAys0Xfpo/Xy069mZm8HLHDrAGoCnW9+/fD+UrVAQXVzda4DAnjBw5ku7xXXr39g1cyYdxo3zC2Pur6EFEBpYVTTiwwlH8onHjxjRLx7Vr1/JdVrTskJaWRipXqUqsXH2IT/1BpAIAidSweJyY+ytmHqpYuQrx9vElr169Iq1atZJnJXrx4gUv11i+cCHlH2aeC6tRk7x8+ZLwhZz4umbNGnq9pu1nErfi3xFzC0vyv/bOAzyq4mvjJz3ZFEgIKZBGCT30DiIgnQ/FLkXAgkqRP1ZUsIANQbALggJ2AUGKIoL0Goq0ANI7oYQUSCF1vudM2HXTSDa5d/fe3ff3PMsWNrNz33vu3DkzZ87s2LFDU5v3PfHEE4KcnYVXcJRwcnKWmvu6uorz3t6qZnLauXOneOSRR0znuXKnISJy3O+iav/XRBsXl/zfvvXI3rJFqE1OTo6IqllL1iUiqqbc9PHTTz8VOzdsEFmbN1dcg7Q0kVe7tjyeoy5uIiAo8tZv1RCTJ0+26jWp1XZASeLj44Wzs7Nw9fAShhrNRaX2jwjvRl3l9Xhq/vwi55PboAcfekRE160n6tSrL+rWbyCa1qsvTrm7y3OWVr26/Fs+Z+6Vqsrn3377rdi+1t69e/OvI19fKx+1feII9moLkBUNACvwv//9Tz5z5ipANHv2bBk+Uan7KHJq1I32ePnQnF9+sYk0Fy9epC+//JJO3spipiQcrhG7bSudPX1KZiFavHgxTZw4Uf5fREQE7eCZg4qQnk5DPvqIuJRzVarQut+XU1hYGKnN2rVriUJr04Eazcmj63Air0rU757+MkxGCwu2OSmB3J8kL48C7n2Dwp5bQAHdR1C9nByqnpam2N4bHLbDtly3bl15rvnRqlUr+sXMlrOT4il5809yXULNfv0oj9cm8anj81SBGUpLwjLcXN3IPaQ2JVVpSEs2/EOvPvc8+d15J7nxOqeKrm3jUNN9+2hs+/bUrnp98hn2OQUPmkoXk9LplVdeUeW6ssWGmTzLWmCPchutKwoJCZHX35sTXqPODULJ+d/VlBe3VmaejHr44SLnk2101aq/6GT8NYr3rk0XDbXI9wZR1K29bAwXLpDRCoOGfEyeAdXyr+9i6N+/v3zmxB8A2AVCY2DGRj0wkqAsPGpmvl+HI8/YpKamCh9fP+HiGygqdRgg/Ls9LTwjm4qg4JByj1xVxF7vv/9+03mpXaeueOGFF8T6FSvyR9NVmm3g/SiMvzmfR1lvcfDgQXHz5s2yF8QzImYzAPK9haxbt05s2bJFzqKVRVe25eDQasLFL6iATQdUCbSs7gpz8uRJMWDAgCJ74/CMSdCDE4Wrh0G0b9ZcZN/aX6g8MzZHjhwRzzzzTJHfMH8MGjRIzswyQ4YMEXRrtuidd97J3zskLU3a1saVK1Ufqf3nn3/E3XffbaobzxyFj50v7giNrrDdFGb69OnC2dVdhD/3q9y/i3+P92Apzq70dN/6448/TPo5OTkJg7e3iKgaLE66uRW1o7Q0kbhypTy3X3zxhRg1apScRX1r0ttCLdimzi9efNvzOXz4cFn/asO/EuHPLxL+QZGm+h8hEgY3TxHy6DRpHz6Ne4i69RoU29dSco8sgH6WFmZsNGfNcGzUA46N8sCx+Y8BAwfJUBVzTbx9fMXly5etbq/jxo0T7j7+MlTIO6a7qOTjL2/2am88Fxsbazr2SZMmiVWrVsnX7OBxCE9SUlLphVRw80FjWAv/bmj1MNkR3b59u8hLTZWdo+yUlCK6cke1X//7RN36DU31X7t2rdXDKdLS0sR7771XooPx1FNPiTp16wpX/2rC2cVF9O7TRzrVZQ2R4+Nhp7NVq1Yl/kZoaKiYNm2aSE5OLrYMPqeNGjcRS5cutUoIyv79+ws46oUfwYM+EJ5BkSLI10+GIJXHbti542MaOXKk3HzX/LdlOFNwTdPv/fjjj8KaqKHr6tWr88OvWvQTAT1HC/8uT4i2hkpFHYm0NHGRQ7SMzgKHQQZFCmcPb9GgUYxQlRLaAfM2RraxjbpKx8Xdw1Ps375d1nvqxIkiKCRU/r8hrIEw1LtDhqYlrFhhKsfcsXnttdfUPRYHAv0sdbALx6akmwqo2CgQX3SW7E4Mbo+npydmbAphvFkePnxYHDt2THV7vXHjhvjhhx9E7969i3T6wsb8LMLHLhCdajRTfDS7JHidjfH327Ztm9+5qHeHcHZ1kyPDY8eOFWf//ff2HfEKrGVhzVxcXWVnx7d5X+HuGyA7NSdc83cUz4uOls5NSbp+8803ss4ffPCBUBuuw/Lly0XdunWL7bS3a9dObNy4scDfvPnmm/L/eL1NaZ3dCxcuSCfX1dW1RMeA18qtWbOmwu2iUu3roUOHCqznKfzo37+/2LNnj7h69Wr+jIOzswiPjJLXW3nt5tdff5VluXp6S6f4vvvvNznD3Sv7i8oenuKrr74y1WHr1q1Cz/ctdtrNZ7wCuo+Q10hSUFBBR6LQ7Gm/QVNExItL5N/16tVL/Xup2fnctGlTATtgm3766adNa834ujUnKytLLFq0SHTukr9Wp/DAjrljw2u2gDKgn6UO7BPAsQHFXnA8ugnHRjleeeUV082BR8qVHr3m0Tl+Vho1y2Yt3NzcKlx2YXvl8niBO4/aV65c+bahQ8aH/13DhWeV6iLQ21ukhISUOJptdI5WrlwpF9nOmTNHjtpPmDBBhp5wKBJ3gLmjXa9ePREcHCzc3d3LVAd+BN47XlR76ms5QsydjOPGBecVmD1iPb7//ntZx44dOxb5TbfASNlpC338C9HOy69ABy19/foS24GMjIz8OgcGqmIfcXFx4q677ipWJx8fHzFjxgzZKSsJnl3i8L7C9ee6cqhQSWXzgwciWC9Lr1W2w9Kul/K2r6xHcU658dG3b1+ZvKA4Bg8ZJjp17iKuXLlS5P+4rmzLf//9t1i2bJmYN2+etOnx48fL0LuHHnpIdOvWTTRv3tz0WxzWFNBzlLxm2E7PGQzSXjKjoqSdGhOl8GPJkiVWaZuUum9xGcWFHLJT4+TsIp599tmijiEnUbg1a8KOQbU7HxNBD00qUsZbb70lQz/V0MM8bE7OMvn6yqQlxs5e0+YtxYgRI25bxukFC4oM7BgdpapVqypeZ0cG/Sx1sAvHhqedgLJgilR5jh49arrh1KpVS7EbG5djMBhkudHR0YreMLksvplx2TVr1lS0bO48GPWoaL3N7ZXLiYrKj/Ev/IiJiRHvv/++OH36tOlvuWPs6uYm/79ps+b5M0cljGZz2dyJL6uTUt6Hs6GScPOuLNq5uFZ49ojrHBmZn6mqxE58RGPh3/VJ4eLmIRrUrCXSw8PzZ2xq177tWhAuW6lzWJx9FJ494fCnS5cuVajckvRgR5RHrSsyIs1lGx3p2+lRnvaV9XBxcSlQ5x49elR4RoTrGBERYbGNVntihqg+cp7wjukms/IVZ6cciqamfXh4eMiyQ0JCZNlK3Le4nPDwcFO9mzZtKjMNVgnMbwe79+hRcvns3GzfLl4bO1Z+17VyqPCvUkUOsBTWTw09jGWznZw4cUKRsLa0q1dFUFD+ejrWRQ2HzFFBP0sd7CIUDY6N8uCCU57C8c78Xgm4s6dGucXVmUca1Sq7IvU2t9fC5W7btq3Uv//k089kGFJpi98Ll80zNBx2w8kAOBZ/165dskORmJhocQfZGNZlfPCszxkOGarAGpri6sz1NIePwfh///vf//I7Lrccu+LW2NyubDVtT6mytVDn8rSv1tKDR/RnzpwpbZpncDgBAQ8EXL9+Xc6AcdgZf8/Q4E7h4u4hKvsHiM+nTBG5t1I+326Nh5pa84M1rahjU1Kd2Ul78OFHyhT6ziPxnCzC2EYY4fbT1rZXJswGdtQ8h44O+lnqAMcGFAsuOOXhDiPP1Cg5Y8OdDjVHAbksLtP8N5QKTzQvW+kZG6XKVbPOheGF2MaZIx5BN5Vdwf1gSqszj/j36NVbZkeztB3Qo9Zq17lKlSqybJ7pVHLGRit68Poc/q6Hp5cMVTN19IuxU2vZhzHUk2euWVdOZKBEuRWtMw9ymGeF0+v1ovR9C+SDfpY6wLEBJV5wHFeLjaOUheP1lVpjYx4GxLMSaq+xadCggfyt2jwyq3DZFa13YXvV65ojXr+jRtnlrXNZ2gE9aq1mnRMSEkxrx5RuX7WiB89McrIFNcq2BPOyOaMiO5W8zsQYmlvWOtqqznopW8n7FvgP9LNs79g48T+kIa5fvy43YUtJSSE/Pz9bVwcAq9osbwbITJkyhV566SWrqG/8zccff5y++eYbq/wmAHrDeJ1o7JbpEBw7dozq1Kljeh8VFUX79u2T7e306dNp8pSptHzpEmrTpo1N66kn0NcC9mqvzqRRcPNQR9PExERoq1GMO0DzDdxaTg2TnZ0tn+fMmUMzZswgrQB7ha5aokWLFvJ57ty59Nxzz9GWLVsK/D/sVR1Y1ypVqlBeXh5t27ZNfnb69GnZyWnbti29/sYblJBwjR56ZADduHFDpVoAUHZ7RT/Ltj6BZh2b3NxcW1fB7mBNDxw4AG01yPz582np0qXy9b///mvV33Z1daWEhAT5euTIkbRhwwZNDC7AXqGrFsjKypIzqJcuXzbNbH788cc0fsLrBb4He1UHc13ZkeF2ydhWxsbGUnpaGgUPeJ8uxl+mZ58do1ItALDcXoFyWKKnZh0bAByFc+fO0SOPPCJfX7lyxRTyYk14RDQuLk6+7ty5Mx09epSGDXuMatetRxcuXLB6fQDQCtu3b6dx48bRlQwn8m1xN1V7cgZ5+odQyxbNbV01h+Xuu++mU6dOydc+jXuQR/V6VOmup+jbb+fRou+/J9qxgyg93dbVBADYADg2ANgQDq+IiIiQr//880+qWrWqzerSsGFD00ho3bp16YeffqITR4/QmjVrbFYnXcIdKnSs7AaeJejWvQeJtGvkE3MXORsq082kS9S8ORwbW/Lhhx/K59z0FEr44yPKvPAvGdw8qcnQYUS81qZpUzg3ADggmnVsbDFqbe+wpgaDAdpqCJ4pYZ588knq1auXratD9evXN72u+vC75BVcg9atW2eTuujJXjMzM+UC5zXLl1NyjRqa7lgprqudO3Lu7u702+JF1LhhA7r261uUfmRzgTU3erRXPVGSrjzLzW1mqzAvauiTTjWdrlCf6qFUW+Tlf+HYMaJbs9A2wc6vC1A8aAfUwZJ2FVnRALBRdplXX32VJk+erIn1LEbCI2vI0LPggZPJo1pdSvz7K6p0ZT+dO3va1lXTJNM/+pg+mDKVrl6Ol+ewFRHtMP9CbCxR69bqVoI7TtyBa9SIyGBQ97eK+e2b9euT59mzlFe7Njnv22f9OliJq1evUtv2HSj++DFq6elJ669eJWcfH1tXCxS+FnhAgZ2a6GiivXttY4/p6ZTZoAF5nDlDGeHhdH3DBgqKitKU04usaEBP2EVWNA7RAcprGh8fD201AGdUMjo1vDhZKzz4wH3k6uJMV39+lRJ+n0ZO7ga6du4MXVyyxOojj3qw182bN9OVSxepcufHKOiRd+nK/W/QUeN/cseKnQ0VuZmYSBeDgy2aIVJSV3HggHRqGOfjx+mN++6n5cuXyxkse4PDRNcuW0oHXFxo482b5MyhaGZ668Fe9YhFurITw84MDyjYyqlh4uKkU8N4nTtH/WrWJE8vA9WuU5femjjJNnUCVgHtgDpY0q7CsXEww+BF4bjx2n7koWPHjqYMaG5ubqQVpk+bRhcvnKf333uHAlJPUfa2+bSXiKrde6/VQ6v0YK+ffvKxfE7ZtoC8IptQwsE11DMkhDLWr7dKx+qrZ5+laqmpFoXeKKmrU0wMxfv6ytfHPX3pi38OyYXdVQKr0qJFi8neiLxxg2oZs/MU0ltRe0UYU/l15WuOZ0ltOXPYqBElBwXJlycMleny3ePIu/0gOnnyFP0yf4Ht6gVURw/3LT1iF44NAPYKT6cyM2fOlIv0tUZgYKDcR+fUieO0evp0Mm2LZ+uYdY2xZ88eCg8Pl6/zbqZS0ro5lPbvFnp76lTyuvNO1TtWGzdupNd++omOuXvJ92nVq6s+Q1QEg4H2zJlDHGzX86FJ5Pv4l+TX6l5KS71Bp06dJLuD9eWZODVn5NLTKatBAzkLdy08nD548005uzt16lRasACdYl1gMJDPsWP0cI0a1MY/hKheR8q6fIJEbjbN/ko7e4UBYI+42roCADgSd3KH91ampaeffpq0jIuLC3XgOvKmncaYdWt3nDUIr6Xp27evzGLHDB48mJKTU+j33xdTy1ataeDAgarXgTciHDxkKFFEI/q/+96gqnNGUMxdd9EMG4xS39WvHz3k60uuJ3aQOLyRru/8je666y564YUXyO4whjqpuaYpLo7cb4UxVUlMpGUffkQ7nZwoNzODRG4O3XHHHRQaGqr87wJF17S5+vnRU7Nn04Ju3Shny8+Udmi9/LxTp060detWateuHRQHQAU0O2OjpUV29gJr6u/vD21txDfffCNH2Rm+sekCG8asa9FeeZbG2dnZ5NRwKOH3339Ps2fPoueff4G+nj1L/r/aPP/883T+3Dny6/wE3XT3ogMN76Kfli4r03otpXX18PCge+/pT6m7l0mnhuEU4Zs2bSK7pIRQJ8V0bdSIsqOi5Mtjbp6U8PQcCh31A7kHVKcOHe+gkJAQciQ01Q6kp1NOTIycTcuoV6/U0Fx28PvdfTelbPmJatWOlpu7Mu3bt5eODcKV7A9N2asdYZGeQmOkpKRweij5DIAeKGKzaWlCxMbmPwshEhMTxZw5c+R3+JGUlGTbCgOLycvLEz179jSdwyFDhthUxbu6/1cXfrhXCpLPf/75p03q89dffwkPTy/xwgsviM2bN5vqtWHDBqFF1qxZIxYtWiQOHjwoMjMzi71uS/zMGqSlib/fe094EYmAnqPlw6jpvHnzrFsX8B9sC9xtuvWY2LevuHz58m0VOn78uBj62OMilv9WCHHq1KkC1+6mTZtsojD6WkBPWGKvmnVs0PlTntzcXNmo8jNQ6YJLSxNZNWrIm168n59oVLtOgZvY+vXrIb3O7HX37t0FzuGRI0eErblx40aBeg0fPlw88OCD4vr16zbTlR0EdgCZLVu2aNa54evUzc3dVD9nFxdRv0ZNcd7bO7/DGh2d78jwg18TibzatUt1btTQ9emnnxYubh7CvXK+42r+WLhwoXAEtNIOSNLSRFr16tImjnn6CD8vH+HrV0l89tlnIjs726KixowZYzqXLVq0sPrxwbFxAHu1I9gnKKtjo9lQNEzRqqPpmTNnoK1CGYqKtdG4OHI7dUq+DLl+nao4B5r+q1r16qY1NkD79soDPz169DBtxDh06FD5WZ06pnQKNsPHx6fAzvezZs2ihQsWkO+tDGW20JU3sjSGC3CoDac0Z9jmjSGYWoD3QKhdpw551Wol92uq3O0ZCkgjqp6WVjBJBj/4NYdBHD9OubxHj5V1/eijj6hOdG3KSr5Cu3fvpoyMDFNGxQcffFDqbQyLtFds3Q4UwGCg87//LpNldO/3Evk9+RXlhTenZ599ll4aN86ioj755BN5XAyfW17TuGHDBpUqDhzSXu0IZEUDQMmYal4k2qYNXa5Wje7r1YsaxjSmygFVKDI4hBJWrCjo8DRqROlhYfLlMWdXinN2Mf3XxQsXZEdkzJgxchNMoF24o8FrZVavXi3fc/rOefPm2bpauqKwc2PrNTfslP7444/k6upKhw/GUcaJnXITWtfKobQv6QKd88rPLmdKktGoESUG5g9M8N5EI7740uqdFS8vL1q3dg0dPnxYOrKenp5SR04e0aRJE/mdPn36yHZlPacYB6oTWqsW7SSi1JuplH5kC6UdXEfuHp7Uolkzi8uKiIiQdmlMtNG5c2d5XnONKcUBABaj2RkbADRBXBy53pqBCU5JoYSD5+isWzg5eYfSmoSrFNi3L3l37EheZiN6hiNH6OzChdSjaiBd+7doZ+6zzz6jsLAw2Rnhx+jRo+n8+fPWPS5QLNzJ6NatG7Vs2VK+f+yxx+Rn0cYUvxoiOTlZPhtH8LXq3PAmpsZsUNZ2brKzs+mDDz6Q1xk7qpzBzrzTmLThW0pYNIk63NWFAs+dK5gkw2CgcT16UKegSOrW+380+6cf5bXK9mBNgoODqR4vVC80Y7d3715KSkqiGjVqyM+6dOkijzOWjwGoBs+KGnx8KHnjt5S46kv52ayvZkrbKi8ffvghnWP7I6L9+/dL53vt2rVkDW7evCl/K93KGzAD4HCODTJKqKMpZ9SBthbQqBHl1qwpXx5zcqYLPUZRlR4jKfr8QdP+LpknThDnMDLdGAwG8u7ShU5fvmQqxs3dQ4aR8Ijv77//buo4M1988YXcD8Xo6IwaNUo6Olzejh07VLnh6KHswvaqdp15RoY7v5zRizl27BjNmTNHkbIrWm8eoS/MypUrTaO8SrcDSmrdoUOHAs4Nz4KpcR6Ndb506ZKcFeXj4/C4V155xfSdsWPHyg1y+TqMiKpBN3Yuob59etHSJUvIq0qVItnOdhw8THtC6hLVv4P82jxAM2bMoHElhByVt32tiNaVK1emkydP0pUrV6gK1/9WKnmjg6P1a7wsZSt13ypcLjuFP//8M6WkpFhcVuvWbcnHOUfuLcQMGzZM6l0RPXiwi51mo31xRrX69evLa1+t64X56quv5G/17tOX0ozhmKDcoJ+lDsiKBoCSpKWJhBUrRIOatYSHf6gIHpCfregIkUgjEpG3FoDWqlVLpKWlyQXUxkWhc+fOFWPG/E989PEnxRbN3/3jjz9Eq1atiiwONj6io6NlucodTpqIjIxUrexq1aopXjaXw/pyuaGhoYrXmctUI+MZlx0UlL/w22AwiPHjx4vVq1dblPVx7dq1MuPYPf37iwsXLpjKrVy5siw3PDxccT0iIiIUP4fm2dLUsI/atWsXe/1MnTq12IXdf//9t5g4aZLIysoqtsycnBzh7uEpfJr1Fc5efqbyYpo0E0qRmppqso/g4GBx7dq1CpV3/vx54ebmpnr7YbSPmjVrKlo2J8UwXotK2wfXlcutXr26fP/aa6/J93d27vJfZrwywu0215Xh9kJprfk6V/M+wOVERUWZynYLDBeuHl6ifYeOZUpAAoC1sYusaJwiFygL36j//fdf+Qws58yZM6Ja9TBBzi7yEVjvDlGfnArcfDilZ0xMjHzdu3dvi3+Db5icsrdhw4ZFylUKLksPZZvba+Fy+dG9e/cKdwSVrnNhtm/fXqLDWvgREBAg+vbtK9555x2ZjtjYcZo2bZpwdnUT7r7+wsfPT8yePbtIuZbUubR2QE09Zs2apUrZhev89ttvmzK0lZezZ88We56WL1+uWPt6O/tgW1ixYsVtsysdO3ZMPDpkqNi6dWuBzxcvXmy1a1zJ8o3Ohnm5Sty3iqszPzwiYuS19ciAAeXOYqXm9fLYY49Z5XrxadZHhAz+ULh6eovWbdqK5IsXbZPm3A5AP0sd2CfQvWOjRIcFFIRHLTndsKVpKcF/cKrfoBCekXAS1UfMEYH9/7sR80jgBx98YHpf0RE1HqFTcqRuz549okGjGHH33feY6sijdsYOtNKjufz47rvvFLFXcz28vb2LdFB++OEHTWldXNk8YrxgwQLxyiuviE6dOhUZWS/tETbmZ+ET002+7tquvahRzpHt0toB8zobH0qlLlVLa7XKnT9/vvj5559Ns4W3K7s87at5vatUqWKa7SzpMWzYMLFz506T0zZx4kT5uaurm/jyyy9Nn1vLpgs/2Akvj0PJjsulS5dMM8nm9VbivmVeZ09PT9NvhD72qQi8e5x8/drYseXqzFtLa7VmwPlRbcQ8ETb6B+Hf5QkZjXDGw7Ng6nNQZtDPUgf2CeDYgCLgglOGZs1bCK+IGBH6+Oci6OF3BLn9d6M0PjjERImbD4+sKXUz+/zzz/Nv7KEFOyWvTZgglITry51BY/nffvutIvZaWA+e2Sqse9u2bUV8fLzNtS5v2RcvXpQbR7744ouiQ4cOwsnpvxnBiJeXi5AhH4lKIdGmMMhYDkO7elXxdoDryrMJxjApfty8edOi37G21rY+h+VtX0sq++jRo+K5554T7u7/7blT3MOzen3h26KffD1kyFCRnpAgO+hsF9bQg8PfCjs6vJlt4ZCmw4cPS9su7PicPHlShvyZ//2ECROks6Pkfcu8zp3u7Cy8wuqL8P/9Iqo9NUsENrhTXlPl7czb2vbKA7eT+Xo7CTcvX5P2rc02IJUPBWegHAH0s9QBjg0oFlxwFSc5ObnITZicnPPDGqKa5t8YWrdRdBZEKU6fPi3rF3jPK7KTHNDrWfl++vTpqvweh8kYNZo5c6bp87KO6JbVXvmG/+ijjxbp8M2YMaPC4UhaoHnLVsLVP1R4Vs2fCetW2b9CHQ9L24Fu3fJnicxn0n///Xexbt26ch2PvaJ2+8q2zCFngwcPLhhOFd5IRI77XVT5vxeEj5u7OO3uYZPRdj7uUaNGFbkO9+7dK+tep159+f6jjz4q8HfsAPEmqYZ6dwi3Krdme52cRINGjSumKx97MTMw/HuuhWZLWzlgZ94YHTNw4EDx/vvvS6fzwIEDIoOv8Vsb02LGxnLQz1IHu3BseJdRoCzYEVcZ+CbLNwHjTdHJOd+xCR+7QAT0GClf97/vfqFF6jdsJLwbdZVhdG4GP9G37/+p2vk3OlPGDs22bdtE1eAQGUKjhr1u2rSpSMeK1ytxPfRK7779ZPKAAQMGylmqbG7YK9DxKI+uzz6b7wTzY/LkyXImievEjj4ov64VgX+Lz0elOwaLyp2GCENUE9HGxUUTHXTz9rHA7FKNFrK9ZMfYnCbNmgvvhl2kgxb00CTh5OwixowZU35d09JEVo0aJV4jS5culaF7HBrKyTkOxMaK7Nt83+EWY5fgFILSQT9LHdgn0L1jY0nWIABsgZeXl4xH5tE+r1sLMF3cPYWnl0F89tlnmjwpvDjXz+An7giqIWqGVrPKWrbCGX6cXN1FQGBVVdd6cZajkSPznUzzB6+BKuzIcSfn66+/FlqFdSqSqcgGHY+PP/7YpKMhuq1wcnIuMBMHrMuqVav+Ox8+PqJP377i08mTxc2ICM100DnMzDzjYMRLS4V3nbbC4O0tnQmjDY8dO1Z4+oeIak/MkAvYe/bqVbEkN1yupQ6eg3Xm0dcCegJZ0UCx8I1i3759yIqmEB2bNzfFZfNzVR9f8cYbb4gEjnHXKNvXrjXVOT083Go3cc7uZOzcBD/ynnzmjpk17HXXrl3Cx8engIPDKZI5hp9HgXjmgT/75JPiU3LbG6XqWkIHzzyDV8SLS4ShVivRvEXL0n/QQTqM1m5f2UHntWwcnlYgZbXG9ObrjG2GZ7PDRn8vQod9Knx9AsQJV1eTA7bkp5/k4FB778qiSd16BQY2y6NrSny8qZ076uQk9m/frtLR6Rc4NuqAfpbts6JpdoNOa+/u7AiwprwpGbRVhh7Vqpk26eTnuJ9/ookTJ5o2ytMiLT09TXX24p2u4+JU/80zZ87QIwMGkkdgOIWPXUAeETHkGVCNfvrpJ6vYa4sWLeQmdzk5OabNGnmXb97N3d/fnzJvZpB3THe5eeOCBQvI3rmtrunpdLN+faI2bYiaNpXvjTwx/CkiJ2fy7zqcctMSybtxdzq8excd5/NY0uaB6ekkuJxiyrM3rN2+8oZ1jzzyCLVr147c3Nz++w/eYLTQRqO25O+//5bPiau+pPOfP0rx88ZQvdREqpmTk/+FY8eoo6cn7SWiLWnJtDPzJvm5ulZI1+3791NTIurd5zlqG1yDet3/gNy4FQC1QT9LHSy5/jXr2ACgdSp16EBHb73mZ8+WLUnruDRpQhQdnf+Gnxs1Uv03vb29KTc3lzITztHV75+j5A3fklNgJP3x6yLK4h3prdTZdXFxoffff182kIcOHaLQ0FDT/1Xp/SwZGtxJgwc/Shv+/JNoxw677oSXRN7+/eR59mz+m2PHCji+r457We5qn7L+G7ow43HK2TBXdkZrDxpUstMSF0dOXE4x5QHH4Mknn6SZM2fS999/T0uXLqV169bRzM2bKSsqKv8L0dFyMMg44OJ2+nSF7WTLli2U61OJDjXqSl73vUEJN27S//W7mzIyMip+QAAATQPHBoByUq95czkq+MnAgfJZKyOkt4XruHcvUWxs/rMV6hwYGEjXEq7SH3/8QQPv6Ukux9YRHd1GW1JvkPsddxA1bmx1J6J+/fq0ePFi+Tqgx0jKuniEvGq3JXcXD6rWt69DzDAUx8rz503O+ml3d8rl2ZtbDBo0iLZt3UIJCQm0cOFCeqFjK1NntCSnRTRsSCecXeTr487OdNTd3RqHATSEh4cHPf300zR48GC6++67qXPnztS8QwdyP3jwv3aIB4UUHHDZsHETkSGAktbMpgtfDqPczDTavWsnJSYmKnNQAADNolnHxtlZs1XTLaxpnTp1oK1CNGrUiHj876+kJPmsG2wQqsKdmz59+tA333xDVy5foi2ffEK3ujFEJ04Q7dpldXvdwbMyt0JkLv3wEiUsnUwNb94gmW/MjmcYbqfrhzNmUrvQaOrd+3/UICuLvvn55yLf4fC9Bx54gMb//DPvGnjbzujJS5coJi+XenQcRK0DqlGP++6XjpE9gva1Au3QbQZcyqPr5StXKOvKKbqxe5l8P+rp4bRt2zaqXr26pbUEwCLQDqiDJde/Zr0HODbqaMrhN9BWGYyhTIcPH1aoRMfA1dWVmvFsiBkDBw+m1157jWJjYykvL88ye+VZlXKEjo0YMUKuqVmzZg0dOHCALl++TFuvX7d6qJ7Sx1UaJel68OBBWrd2DTm3vIcON+5Ozo260iuvvkbJycnFF2QwkFMps38cEsRO/+EW/cjr/rfo4tVEuvue/pSZmUn2BtpXdQZcyqPrmtWraM+ePbRkyRJTGRxGCYDaoB1QB7twbDgmHyiv6c6dO6Gtgot3mdMcEw4so2VLErVqyZfHXdxotW8t+vDTL2XnI6RadTpy5EjZ7DU9nXJjYmTo2NWwMPrgzTfp008/pblz59Ly5ctvWwVecP3ggw9S165d5exbUFAQufj6Wj1UrzhEWholhIfL48ps0EBR56YkXVk35ubZODrz4b2Uk3KFkhKv0VdffVXu2b+tW7eSh38IZZ4/RIkrPycnNy8ZzmacLbMnNNe+quQY60HXatWqUdOmTWXoG/Pxxx+rWEMANNwO2AmW6Plf6hGNgcxd6miazlmKkHEO2Boe7d+/nz575hmasGgpVe4zlgxOTnRlweuUcPaAzGBUq1at0u01Lo5cTp6UL6smJdGyqdMpNiebcrPzZwQ2bdpEHTt2tLhusrNu40X8gbfWA3icOUOPt2lDnV96STpiXl5eqrQDMY2bUFBINbqyb6V8H5Bzje546CEZdlZe9u2Po8ykS3R10ST5vlmzZvTE2+NlJi97Q0vta3ZKinSMQ2/cyJ95tKGTbktdjYNP4Bbs5HJ4rS1nou0cLbUD9gSyogEAtI/BIDvr19OvU8ap3XTpu+fp5pn9NGnSJLrzzjvLVkajRpRXu7Z8eczFjRKe+obCnl9E3g3upMCqQdSYExPoEM5ed9HHR74+4e1Py24409ChQykktBr9888/qvzm6FEj6XL8BZozZ458/+abb9L8+fOlg1levp03h77++muZDYsJCwujUaNGyXBEoB7rP/8836mx47ViZaVu3bry2eETB/DsNreHDpoYBTgOmg1FAwDYPzExMVS/YSO69uenlHX5hPzs9ddfp+PHj5etAIOBnPfto8Pz5lEzkUuXdy+jm+cPU9qhDZRw9YoMadMlBgP9+d571MbJmXoP+5QM979JXpFN6MaN6yWveVGIiIgI+XzWmPa5AvCi7yeeeMIUElRaeCBQhkm/LaFjrvl728Szg+zAI/QTJkyQz5999hk5MpfXrCEXTtTCHDtGzlgbCuwUzTo2vOcEUF5T7khCW6AlnnryCcpLT6Fp06aZZguio6PlXjNlsleDgeoPHUpjX32Vbmz7hZL/yl8rwrRu3VqGo1y5coX0Ruc+fWiHyKPEk7vo3PT7KePMPpo7Z45cE6RmOxDOa3tubWIKlNPVWnACjs27d1G3Pi9Q93YPUa3UVNrKoWi2gsNyYmMpPSGBLly4QHFxcbR58+Yyr7OqqK68iSnzzjvvkCOTHBZmSuV+3MmJlpZ18Ajosh2wNyzR00loLBDw+vXrVKlSJUpJSSE/Pz9bVweA28LpQy9evChfw2Yrdt0br/dff/1VriVhtm/fTm04dKIMZGVlUYuWrSjuwH65CWDNmjUpMjLS9P9dunShVatW6SYMipvmiKgadP7cWX5T4DgL7DSvMBwfzpuqcjjg+vXrFSu3f//+MiRt79691IQ3itXSegOdrj8pjgEDBtCSVRsp6IkZvMiErn7/PNULrUS7du6wfkbM9HS6Ubs2+cbHy04150I0psZ3dnGhw4cOyVk9tTGutdFYd8eq8Ox1s3r16I4uj9M/Fw5TwtFt8nPOBsmJUwDQMpb4BpqdscnJybF1FewO1pRHyqCtcnA2LWAZv/zyC/3555+UnZ1t+sy8oeLF6itXriSDwUDXrl2T6ZjLgru7O636ayXt3r1bbgLIIVXckTH+PTs77BC8/fbbmjxl5noYO2PjXnqR2nfoSCdOnKDhw4ebjrMiHbTS2gHWXalQNHM4xFArI+e8uD6lZk1F1xtooX1NS0ujRYsWU3ZaCp2deg+dnXI3ZVw6Qfv27TUNwFiVuDjp1DDsvnTq+iSFDJ5Khrodyc+vkinsUW1dg4ODTU67o8LtCTuV+0KiydD/NfJp1kd+/u5779u6anaFFtoBe8QSPTXr2AB1QApCZYFjYxlHjx6VI8q8WWdwSCiNHDlS3gTyUlMLpKbt2bOndG545oDXZxgXn5cG73fRvHnzAp9x6BY7AlOmTJHv33jjDXmTZ+dKK/AsRnBoNerZq5esl3Evn9GjR9OWTRvl7NOsWbNkVjEmJCRE9XZAacemRYsWphk5W3Nq+XKqdPmy4ovrbd2+8vXy0UfTafQzT5o++2rmTPpzxQqZuEEJxr06nrr36EmnTp0q/cs88HNrXyiesTnkVYncqkZR+pHNlJyUKNMwl8VJr6iuxnU2nMhCaVgH4/WqZYyzVtkJZ+jslH6UumeFfN/troqFtgLttQMOj9AYKSkp3MqJa9eu2boqdkd2drZYv369fAbKMGfOHGmv/GDbBbfnxo0bUiu/tg8Iv9b3CY9KVYUXkTjh6srdGyGio4VISytgrwaDQf7Nd999V2F5c3JyRN++fU3njB8nTpyw+WlbtmyZrItHYJh8rlGrtvj0009FSny8ELGxJk0YY7379eunWjtg/A2lUatcS9m8apU4kh/gJ5/fHT9e5OXl2VX7qobWrJGPr58gJ2dZ9ujRo0vXLS1N5G7bJgbff79wcfMQPo17FLj++NGiRQtx+fJl1XRNT0+Xv1O1alWhFHzcU6dOleUOHvyo0DrHjh0rojvuW8qjtXbAXmCfoKz2ihkbABSasVE6zIHL44XAaoRPcMgKL95Vo2zeg+bDDz+kMWPGyFF6Hik0Pnx5A0xeJ3L5FPl3eZwq932BmngYqKZxmrmY0fNdu3bJ5yFDhtBLL71UoTrzAsTff/9dhrgZQ644nTE/Nm7cqIoeV69epR9++IEWLVpEM2fOlKPHw4YNo7vuukuuL+B6GLOGVbn3dQoeNJWuuIXSuDFj5KajhcOljKOBnGGMM46pGV6jdNm9evWSzwsWLFDlevnrr7/kbvOff/55kdA+c5KzsuR6j/+7/w26s/0jNP7dd+mRAQMoIyOjxLLVul7UKtto30qWy9dN6o3r5FU7f58n1rlP3763D3PjzIVt29LsH36g1q1aUur+VXRP//4ytOTFF1+UX+HwUQ4X4zaCZ/SU1sO49xNfi0qUy9fgs88+K9sjV/9q9MeKFXI9oJbtg9cbvvPuu3Lml9tA8/IBsCuERmdskpOTbV0Vu4NHmFJTUys8Mgn+48qVK6aRr1q1aok0s5H1isDlREVFmcp2cXER06dPFzdv3ixXeXzOf//9d9G4ceMCo3XR0dGK1Zlh+3J3dy92ZND8YajbUfi2vEeQk5Po2KKluBkZWWTGxtxeDx8+rEqd9+zZowk9jI/gQVNFyJCPhCGikWh1a0bB9OCZm1tcvXq13HUurR3gspydnVXRY926dYprvXbtWtG7d2/h7OJSQMtZs2aV+Dc//fST/E74c7+KsNE/CM/IJvL9jz/+WOB7GRkZokOHDmWqs6Xtq7lNK601l1OpUiXFy922bVt+fZ1d5bOTm6d8nvD662X6+4SEBDF+wgRx6NChAp9v2LChyLVgrLcS9y0ux8vLSxE90q5eFS906iQM5CQCeo4SVe8dr1r7wTNCalyLXI4a9y2AfpZasE9Q1hkbODYOBN8YeHoUjo1yxMbGFrgZ83s1yi38aNSokVixYsVtz+Xu3btF165dS+1MK1Xn4urNHZbCPPDAA/L/3D08xbRp02R4mHRmCoVcmdurWjoXV2c1y54wYYJYvXq17NRyWJ7x/HE4nAxFq15fPtdr0FD8vWxZvqNXyOGraJ1Lawf0pvVDDz9SrF3/888/Jf7NzJkz5Xe8G3Yxff+pp54yhUOxPhzqZ8n1Utb29dy5c6pfi2qdwx9nz5YOt5dZ2W3athVHjhxRpPw1a9YUqbcS9y3F9EhLE+e8DPKaPObpI6JH/yiCB36gita7du3SnX0A9LPUwi4cG6yxUR7EfioPj3TxiJfSI19cDo/QGUfqEhMTxUcffSTc3NyK7RCxs8Cj4Y8//niJnaaRI0eKCxcuFClbydG6spS9ceNGMXDQ4FI7Q+b2aus6q112UlKS8Pb1Ff4BVcSMGTP+i88uxuGraJ1Lawe0oIclHD9+XGrn5OaRP4vg6SP8qwSK3NzcEv+G12vxd6uHR5iuD4b/ZsiQIQWumy+//LJMdS5NV56tCAoKKlA2zxiqobUq5zAtTVwNCDCtS2Lnpnr16qrbhxL3LcX04GvRbBa1NTkJzyC2ISdFtTb2g/gRERGhin2ocd8C6GdpYY0NHBsHAo6NOsTHx8sLjp+VhG82PJJW3E2HHZRhw4bddiYmNDRUuHj5CmdXN9Gl610FGoTbla1mvStir3qoc0XK5vAyS0Jwy1vnsrQDWtDDEpYvXy5t3qdpH+EZUlMMGjS41L/Zv3+/nC3s0SN/MTuHs5lfPzyQYEmdS9KVw6gKh4Caj5CrpbXi5Rbq1O//+mur2IdS9y1F9OC/vTWLmhERIb757DM509copokYOXq0InrwzJTRTr744gvV7EOt+5ajg36WOsCxAcWCC04djKNrFc2KxhfuuFdeEfv27Sv2/zMzM+XosTF2vvDD19e3yGde0W1F8ID3hKuXj2jYKEZcPH682BkALQJ7ha6WwGF+PIvAoVIcMlXWTuTLL79c4Jp56623FLHXrKwsk9NkfPz1119Ct5h16guHRjpUO1DCLKpS1KlTR9pKt27dhB7uW0Dj9monICsaADqD90Jo3bYdfTB5Mk2aNEl+xjOqnOGpQYMGMluQh4eH3PeFd95lwsPD6fvvv5fZhfi7vDMvP/P7V155RX7Hp3F38giPIf++L9CpQ4coo249RTclBEArvPXyy3TUYKAdRPTQ+++Xat/Tpk0jZ2dn0/5GzLFjx+jNN9+sUD14TxPOeic3jF21Sn72888/y2uzR48epFs4y9revUSxsfnPt7KuORx83K1bq3L8vMcW7/XFrF69WvHyAXAIhMZAVjT1QPIAbY587dixQ1QJrCo8q1QX3o1KXuzPmdGmTJlSppAE4/4KXhExwt07f4bndlm2tAjsFbpWJFSqJPvmbGnm1xWvS+NZUn5dpUqVMv/cxYsXRUyTZqYZHl6fM378fxmy+MF7EYGK4SjtgHnGwPJmv7QEzNiog6PYq5aTB7ja2rEC1iUzM9O0vwGwMenptPHLL6n/62/QzcAoCrx3AmXGH6W0uLWmr4wdO5ZeffVVCgoKsqjo5s2bU1h4JDVpHEmtWt4v95NpUb8+Ue/e+XvF8G7gZnvwkKPbK4/u8/45rIkDXB922Q4Yd7kvwb5/+eUXGjBggOn9fffdR/PnzydXV9cC+7TcvHmTPD09S52VGTT4UTqwfx/9e+gg3bhxgz766COKiIiQs0B8zb799tum3d5BxbBLezXjypUr1KVLF/maZ2x4dh7oF3u3V80jNAayoqkHYj81NPLF+zPcilfnDENV6nUUAT1GipDBHwoXN3cxefJkXcaH69JebbR2wFbYczuQEh8vxnToID774IMiiQWMD06BXtyI+Lx58+T/P/jgg6X+Ds+c8h5MVe+bYCrXYDBIXXltDVAOe7TX9PR0aUN///23nOkz2hDvr2QtMGOjDvZor3pbY4MZGwBsQVwcOfHIMhHVIaLu2ZdpwZqvKO/WrvI7du5UNz4cmNgxZw61vnUu5Gg/z9xAI93Ba1iGjx1LC7ZsIfdduykgLIwGDRpk+n+etdywYQN5e3sX+/dDhw6Va2MWLlxY8o+kp9PhhQtp0quvkl/r+8gQ3ZZ8W95DN3YtpS1btsj1b5il0SFWnrHdunUrvfzyy3J2j2f/mMGDBxeYUQQAlA/ncv4dAECJsBkmOpp+3r+XUm/ckDe8Tz75hD6aPh36WonXFyyk/OW6RHm1a+siRA8UZe7cubRg/nwK6DmasjJvmpya2rVrU3JyMu3atatEp8bcuWFmzpxZ9D/T0ymvSROqP2wY7c7NJa/sLEpa+w2JnCz531M//BCnReMkJCRQ//730pAhQ+j555+n9957j+Z8/jnd4OveiklVtm/fTq6e3uTT6l7TZ1999ZVlhXA9d+xAEhgACoEZGwfDxcXF1lUA5hmGzEYJvYioXbt28gGsY6/c2V21aSN1bj+AwrfNp0eGDaPnHCA22q7agfR0OrV8Ob04ajT5NO5Bvk170c1zByj90AaKjY2l1hbMvs2aNYu+/fZbGjFiBD3zzDMF/zMujpyPHzfNsra6sIsO+fqQm5sbuTVuQt26d7cvXTWEUrr+9ddftHTpEvKoGkHOTkS56depSWoyPW78gpVmbLdu20buoXXIv/Nj5B5Ug5JWfkZt27WnvXv+kbM4pbFj/Xqqef/9FJiYmD9A5shZ6jQI2gHb4sTxaKQhOGVtpUqV5JS+n5+frasDQKnAZvXLgw89RMvXbKbgJ2ZS4t+ziE5sotMnT1KVKlVsXTVQFtLTSTRpQk7Hj8tZN3ZQM9y9SGSlU8rWX2jIkKH07bfzLNKSEwCcO3eOdu/eLZNwmP+WHNE3JiewZmfSwZJbqEVaWhr5+PiQT9NeVKXnaMq5nkCpP75Ie29ep6isLKucV+5yVQmsSnn1epBnjeaUunMxpR3bTuHhkXT2zKnb/i2n8udZphUTJ9L2WyFsEk7BbaEzhvsW0BOW2KtmQ9E05m/ZBaxpYmIitAW6QG17PXHiBC1etIg863emnMSLZKjTjtJS0+jdd98le8au2gFeq2Y2i1J792LK2f0r0eFVVKVqEDUoR1jh5s2bTWtyLNnHRQ1dL1y4QJ9OnkzxISEOu/+UErry33fv3l06NUzq3pWUm55C1xZPJG9fT/I4dMhq+/OcOniQaideo7y9f9LlH1+iEHGNZn31FR09cvj2f3fqFHW8oxO99dZEOlHvTlP4rF4yXDoKdtW+aghL9NSsY5N7axE1UFbTAwcOQFugC9S2Vw5D44W7KVt+povfjKAr8yeQyMulYyduP2qqd+yqHSi0Vm1jYiLduJ5CyYnXKOHKZRr30osWF8kzNkZ4bU5ZN2dUSterV6/KNT7cieVNeH949VUKvXGjYKiUA1ERXX/99VeZzIFnYP/++2/5WceOHeXzpXn/I7eMRFq96i8KrVVLtU03C5CeTmH/939yE9m4vJv0+4IFdPTfwzR8+PDbphjnzTpjGjemvUdOUdDAyeTW7kFqSkT7Z89GGJrGsKv2VUNYoifW2AAAHJIHH3yQvLy85BqJPn36yP1M2NmJioqyddVABdaqKcGKFSukTfTr1482bdpk1XCLatWrU25uHnlFNaWA3mPp9IXDdPzAKqrNoUcYnS+VpKQkmV2M19OYs3LlSurZs6d83aHjHbRz50764+/V1KBBA7IacXHkfuaMfBlx8yZFREYSlWFNzeHDhyktNZW8wiNJZGcSuXlSBhFl8QyeDUMTOWSzc9e7KKhqVWrRvBk1a9aMmjZtSo1q1iQPdsIROglsABwbAIBDwot07777btN7jttt0qSJTesEtJHCvDdvZHsrLI1DIKyVwplHJSMio+j8lUSq3PVJcg0Ioys7FtKHgwbRzNGj0VG8Db/99pvcdNWcBx54QGbLM4agGVm/bq3cjDWEQ/w0tIlsSTz77LMUFhZG999/P2Wce508Qjnwksjd3Z1syaVLl+jk8WN0Ps2J9h1fThlffkleQtDeW6GhSGwAbIFmQ9GwF4A6mvJuuNAW6AFr2yvHRTsCaAfKxiuvvCKf33rrLavp6u/vT78t+pWyrl+ji1+PoPR/N9HNhPPU7+GHrRMqpUFupysvJO7bt6/8P3On5o8//pAOKe9JVNipYXiW1upOTRnWaZUEHx/PRBmp6pZJvn6VKCAggGydjIFx9Q+loMe/pOrPfENNvSvnOzUOGjqJ9lUdLGlXkRUNACtk69i3bx89MnAQtW3dSoZD8EJWmXnLXrMd6ey4jI0mFnwCI7z+ypi21Vp2wfusVK1atcBnBh8funb16m3XYDgaS5cupf79+xf4jN9/99135OvrS/aIsY3KyMiQr1NTUyuUvbE8WdF48Oftt9+mjz/+uMj/VX9mDl379U0KFBl0zNtAnmfPYsYGaD8r2vvvv0+tWrWSDUdQUJBsSI4cOVLgO7xzM1905o+2bdtafBDG3XiBcrCm8fHx0NYG8NqNfw8dpJ+XrZLx39x56dC8BV0LDy9TtiPBI2M62YyN65rJcesVzOJUkr1yJ5M3Mf3pp5/o/Pnz//0HNqyrkK6gaKiicQ8cXryttq48Im90aiZPniw7kX3+rx+99cabDu3UGHXlRA4cOsp9CnOnZvny5bJN4FC02zk1XA47AxXFFoMfxllDvnewLXh4eFglJT0fKzuRNWrUMCVhMHdqBg4cKNNPM1d/fJGCfFxp3fZt5Hn4sNWyzGkNtK/qYFG7KiygZ8+eYu7cuSIuLk7s3btX9O3bV0RERIjU1FTTd4YOHSp69eol4uPjTY9r166V+TdSUlK41bDob0DZyM7OFuvXr5fPQDmMNsvPxXHx4kXx+OOPy+8ED5oiqo+YJ/zvekq0cnLmW+R/j9jYAn938+ZNsWTJEvHo/Q+I4863vhsdLURammZPX25urph83323Pa6K2uuWLVuklsZHRFQN8dTgwSI5OLjcGhnLcgQsaQfOnz8vXn75ZXFnl67ytVokJCSIvLw8oTX4PlRW26hI+2psQ/gxceLEctbWPlm+fLnU1WAwmDTq169fie1tcbBt1alXXwQFh4jDhw+X2xYmTJggQquHiWXLlglrtqnG4+bXat+3+Drnfpx5G2t8VK9eXSxcuLDAtXrlyhXhZfAWMY2byP6eo4N+lrptcVmu+wrdydmg+Yc2bNhg+owviHvuuafcZcKxUQ9ccOrAjTlfB/x88OBB8cILLwh/f/9ibwx+be4XoY9/ITyrhosqBoO4HhJSpDO+Zs0aMXToMOHt4yv/pq2nryKOgjlpaWkiNjZWPitFTk6OdOC8iMQRY10r4IgVtldjnS9duiR1qdxpiAjs/6rwbdFPtPP0qZBGxvOjpB5qal2Rcm/bDnBZsbFix/r1onfvPsLZxUU4u7pLbVauXKlKvX/++Wfh7OwsBg4aJK5fv65YuUphtA3uYN+u7PK2r5cvXzb9xquvviqUQi09Siv7woULYv/+/RUqe+3atXLglDVhh8bo2CxdurRcZe7Zs0eW5eLpLQKqBJa9fmlpInnVKvHWyy8Lg4+PcHHzEM6ubmLcuHFW03rgwIGy7i+99JIq9y12ZObMmSP8/PyKvWeNHj1aXL169bZl8SCc+QC3I4N+lu0dmwplReNYN6bwArb169fLULXKlSvTnXfeKTe84/fFkZmZKR/mcXTGZ06/CpSDdy3mxX7QVjnS09OpYcOG8nVoaGix3+nQoQM9+uij9OG06XT6+E5K/ed3ql2zBv305288BEaphw9TXv36fIIoh8NP+v4fZclBunwOiDw65uRE0UJQbq1alMb7bNy6Tspb5zZt2tDZs2fldfnPP/9UOC6dbevpZ56hXxcuJCc3T2qafZNaenjQgpUryZCTU676mttrVlaW1PHkyZOm/0/e+guFjfpebq6592YqnfPyovCMDIs1Yj2MNG7cWGbC4sXKSsBlc/rTy5cvyzAODmmqxXtmKFBu+/bt5aZ9XJ4ldS6xHUhPJ++OHcnlxAmqxO04T//L/8jfP4D7+Mb2uSL15sxzV65cMemxdu1acvLwpvkLF9HmLVvpu3lzZdpYa+lRGrwQnReoc+rn25VdnvaV621sNzh+fMyYMRXW2Fhuu3bt6PTp0zKMaOvWrYraNIfocapfbj92795tinnncJH6DRpSeloaff75ZzJ0ytKyo6OjC4SMde3aVerKv8e6lkefZ555Rj7n3kyjpOxMme75jwXzqZm7e37bW5w26emU27gx+V+9SnwUXzbrTZVb3UsXZz1FH3zwgXwY4bVYnNFOadvj4+aQW2bx4sX0/PPPK1I262xcIsDZ1sypX7++XHbQpUuXAp+XRXclbFfvoJ+lDpbYVrmTB/Cf3XPPPTIu2DzP//z582UWksjISHmTef311+WJ5saP40KLix2dOHFieaoAgMPgxZlCeRsEXjxq68poFGhUMVoRyY0DjfDqkp1kG3Augdr2ZUxJfJRIbnaZoeHrAQCQT1mSB5TbsRk1apQcyeLRicIevzm86I+dnF9++aVIjvmSZmx4t2UenSlrpg4AbIX5SHFpI6PZ2dkUFxdX6mg0X5IPPfQQrVq1yvTZl19+SYMGDVKszrz79okTJ2R6WfM0oubwTMNrr71GPXr0KDbVIs+i8EAGz1i98dYk2rRhXZHvXLx4kby9vRWtM4+Kjh07Vu7t4OrmTl9+8Tk9zOlwFSpb6RkbY9m8MJxHQzdu3Hjbv+HRX96vgvfg4FHT4vaqMB/pV6zOZjM2x52dqXFeHmVwqt16nSj98Abavn27rL8aeng37Er+3Z6izIv/UvrvH9E/GSmy0yln3zZvLnUBMt/sIniWTkk9iqmzXso2L9cILzo/c+ZMhRMRFG4/+J5deFfw6qO+o7T9qyl50/d0T48eNHvMGPJo0aLU86iGHsePH6cW/NvOrkR5OdztoVYkCjgtqWvXUh5/p2BlyLtDB3I5eZJOubpRw5xsohrNKfvycRr91OOmAVm92kdZ71sAaAGjb1CmLH7liXXjmMuwsDBx8uTJMn2/du3aYvLkyRatsUlKSipP1cBt4IWHp06dUnQBIii4xkZJxo8fL8t1dXOv0NqD4iguJpxj/V988cVi46z50b59e/H333+bFo5yHDx/7uHpJReU/vXXXyI8PLzA35QWm22JvZrXmduHt99+W+zcuVPX6xHOnDkjpk6dKpo3b16i7sZHcHCwGDt2rNi+fbtYsWKF/Kx3795FymW9uvXsLXr36SPXQVrUDtxaY5N29apcU8JrJnn9C/8W/43SenBiDS7bPSRauPvkr0vr4mP5mrI33nhD/i3rY6t1UuVtX9Veg2W+hocf5V2nUlqdMzIyRFBQkHD1CRARLy4RIUOmi4AazS1eb1e47IretzgxRUyTZqJ5y1Yy6cA777wj/li4UGRGRZVer1vXQ8716+LHH38UtevUlRpyGaXpoRRqla3WfcvRQT9LHfier0ryAO7QjBo1SlSrVk0cPXq0zI2Kh4eH+Pbbb8v0fSQPUA8sarNNVrSKwFkIFy/+TdgCXlTKgxi362w7u3kI73odhZOTk5g2bZpsI7iD89tvv8lHRXBUe2UNOeskL1COjIws1eFp0KCBmDRpkqlN5gEn/tzJxVVmgeJkFBXRlRNibNq0SZVj5UQQYRGRMmMVZ1/j38nm64g7mxZ0htXIGmVv9vrxxx+bdKpZs6bi9WS7DQoJFc6ePsLF3VP+TjtXtwonPlFN11tOiyXJTThBytatWzWZwU9L9y1HRuvtgF5RLSvaiBEjRKVKleRJM0/nnJ6eLv//xo0bMiMUX/g8wrJu3TrRrl07mSKwrCPOcGzUAxecOjjKDeL06dNi+PDhRTrWES8vE35tH5Cvxzz5pMjeskWRlNSw16KdKnZSnnzyyVKdHX7wiLkhqol0Ojmrk/G8aE3XrKysCnU6+d6ihXTdWtO1OHgG1dxGuL5KwZ39V8dPEHffc4+cheR+wM3ERIudVD3qqkcc5b5lbWCvtndsLNqgc8aMGTK+rXPnzjK+2/jgOHtjbPiBAwdkUoE6derQ0KFD5fO2bdvsdjdgABwFXis3a9YsuQboxo0b8jP/Lk9Q5oXD5OLlRz7e/jTq66/JtUOHCm3MCYqH21fOEMWZs5g77rhDngvOIMVt8L333lvg++4h0RT44CSqUu8OGjBlimbPi5ubW9EPOd6fN8csQ9z/c889J5+N9yFQMoGBgdJmxo8fL9/zvZzXcCix6SSvw3vvnbdp6ZIl9OKLL8qsbB7+/vmbNDroZo0AAOtT7uQBai4Q4rSXvOsyL0wEysELPHkhZe3atWUnCShrs2Va1GYnrFu3TnayjXh4etGg6Gj65sD+/77EnZlbO7eXB9hrQXbu3CkTtXASFl7If+jQoWIX83OK3UUr15FnrdaUfWoXxSTGF1gonbt1Kx0PCLCbdsCY2MLWtzK92Ssn6DEmXGA47bulabatgd501QuOeN+yBrBXdeAkR7y1TFns1aIZG2uCBkwdTevWrQttQYXp1KkTvf3223IWlztEN66n0DfbtxFFR+d/gZ8bcYJq2KsS7N27V+47Ua1aNenUGG+gxXXmb6SmUXbyZfK5tIeGPXQPvb14MeXVrm06Ly5NmthNO8BZNxktDILprX3lDENsP8OHD5fvmzdvLjPx2dpB1LuuwLGBvaqDJdc/ZmwcCIwkqANGvszgMKe4uHynpoJhJ7DX/+DNVDkU0KdJL0rdt9L0+RPDn6avZ80ssqkfj3DzZqOmNN1m5yXXw8NuRsB79+5NK1eulCmjOTTPlujZXv/9998Cs39Hjx6VG2VqAT3rqmVw31IH2Ks62MWMjdZGjewB1vTSpUvQFqiHBWsjSgP2WnB03eDtTa7+oRQ57ncK7Pei/NzTvegO97xvUJMmTQruPWR2XuxJV3ZqGFs7NYyeda1Xrx7l5eVRv3795HteGzt69GjSAnrWFTgesFd1sOT616xjAwAAIB92UurWq0/ZCeco/fgOurbiI3ro4Yfpk08+cViJeJaB4Q1igTI2tmzZMrmWi/niiy/kZ7zJLgAA6AU4NgAAoANa1a9HjU/soPQl79Hd/frRD99/79ChOQ8//LB8XrBgga2rYle0bNlShtO0atVKvq9evTpNmjTJ1tUCAAB9OzbOzpqtmm5hTTlOH9oCPQB7NSM9nd5fuZK2Zlynfz3cacHcucWnSXYgXffvz8/A16BBA9IC9qIrw8ewY8cOWrNmjXz/5ptvytkbzlZqi7rYi67A/oG9qoMl179mWwo0YupoGhUVBW2BLoC9mhEXRwEJCfJlWHo6uR896tC6bt68WT736NGDtII96FoYTumenZ0t13gxVapUkSFq1sQedQX2C+xVHezCseGpcKC8pjzKCW2BHoC9msFZ5hRKpW0Puho3I507dy5pBXvQtThcXV1lVr5FixbJ95xUgGdvOPueNbBXXYF9AntVB0uuf806NsiAoo6mnDIP2gI9AHulglnNFNrB3R50Tbg1e8X7+mgFe9D1dvDGsOnp6dLRYXx8fOiXX35R/XftXVdgX8Be1QFZ0QAAwN5QMJW2nvn111/l82OPPWbrqjgcXl5eMjRt9uzZ8v2AAQMoMDCQsrKybF01AADQ9owNAAAAUJgHH3xQPjtyqmtb8+STT1JycrJ8fe3aNfLw8DDtKTRv3jxq3bYdHTt2zMa1BAA4Ipp1bLBQUB1NeeM1aAv0AOwVuhaGN5E04uvrS1rC0ey1UqVKMjxk8uTJ8n3v3r1laOCIkaNoZ+x2enncOEV+x9F0BfoG9qoOdpE8AI2YOpqGhoZCW6ALYK/QtTDGjFzjx48nreGo9jpu3Di6dOmSfB0fH083M9IpoOcoWvLbb7Rp06YKl++ougJ9AntVB7twbJABRR1NeVdpaAv0AOwVuhZmzJgxpn1VtIYj22twcDC9++678nXVB94knyY9ySs0msY+93yBWbby4Mi6Av0Be1UHZEUDxcJhA5zVBtllgB6AvUJXczIzM02vy7s5qZo4sr3yuXn7nXfJ2cuXMo7H0vUdv5Fr9QZ0ePcuWs0OT3p6uct2ZF2B/oC9qgOyogEAALArjLM01t4gEpQOJw+Y9uFUurdPT4rKjaesXQspZ9dS2ktEPd94g6hp0wo5NwAAoPtQNAAAAI4Nj9Lt2bNHhjN98MEH8rMRI0bYulqgGEaOHEm//rqQDuzfS6nXr9P5P/+kOsb/5AxpcXHQDQDguI6Ni4uLratgd7CmMTEx0BboAtgrdJ0yZQo1b96cAqsGkdaBvf6Hk5MTBXTqRBQdnf8BPzdqBF2B3YN2wPY+gbOWG0agvKYBAQHQFugC2Ct0lXbg4krZkW1NYkTVrEVxGhz9h70WgjeS3buXKDY2/7mcG8tCV6AnYK+29wk069jk5OTYugp2B2u6efNmaAt0AewVutaoUYNEbg5V7vQoRby0lLxqtqSzp0/RiRMnSGvAXouBnZnWrcvt1EBXoDfQDtjeJ3BVqQ5AoyBlJtATsFfH1pUdGyYnKZ7SDm+gjJO7aOrUqXTPPfeQFtGLrnoDugI9AXu1LXBsAAAAaJKaNWuSFzs4y6fS3qSL9Nlnn9Ho0aNtXS0AAAAaBY4NAAAATRLg6Un7nJwoOukiJQcFUeXHH7d1lQAAAGgYza6xQVY0dTRt2bIltAW6APYKXZ0OHqToWxszVr5yRdMpg2Gv0BUAtAPqYBdZ0YB6G6kBoBdgrw6uK6cIViBlsLXQja46A7oCPQF7tS2adWyw+EodTbds2QJtgS6AvUJXpVIGWwPYK3QFAO2A7X0CrLEBAACg/ZTBAAAAgF5nbAAAAAAAAACgrMCxAQAAAAAAAOgeJyFupZzRCNevX6dKlSpRcnKyfAbKwaea4xQ5u4STkxOkVdhmU1JSyM/PD7oqBOxVHaArdNUTsFd1wH1LHWCv6sD9q8qVK5epn4UZGwcjMzPT1lUAoMzAXtUBukJXPQF7BXoC9mpbNOvYICuaOpru2rUL2gJdAHuFrnoC9gpdAUA7YHufQLOODQAAAAAAAACUFTg2AAAAAAAAAN0Dx8bB4MQBAOgF2Ct01ROwV+gKANoB26LZrGjIMAX0AmwWAACAnsB9C9irvWp2xkZj/pZdwJomJiZCW6ALYK/QVU/AXqErAGgHbO8TaNaxQVY0dTQ9cOAAtAW6APYKXfUE7BW6AoB2QB2QFQ0AAAAAAADgUGh2xgYAAAAAAAAAdO/YODk52boKdgdrajAYoC3QBbBX6KonYK/QFQC0A7b3CZAVDYAKguwyAAAA9ATuW0BP2EVWtLy8PFtXwe5gTePj46Et0AWwV+iqJ2Cv0BUAtAO29wng2DiYYRw9ehSODdAFsFfoqidgr9AVALQD6mAXjg0AAAAAAAAAlBU4NgAAAAAAAADdo1nHBlnR1NHU398f2gJdAHuFrnoC9gpdAUA7oA7IigaAFUF2GQAAAHoC9y2gJ5AVDZS4+Or06dNIHgB0AewVuuoJ2Ct0BQDtgDrYRfIApHtWR9MzZ85AW6ALYK/QVU/AXqErAGgH1MEuHBsAAAAAAAAAKCtwbAAAAAAAAAC6R7OODbKiqaNpSEgItAW6APYKXfUE7BW6AoB2QB2QFQ0AK4LsMgAAAPQE7ltAT9hFVrTc3FxbV8HuYE2PHDkCbYEugL1CVz0Be4WuAKAdsL1PoFnHRghh6yrYHazppUuXoC3QBbBX6KonYK/QFQC0A7b3CTTr2AAAAAAAAABAWYFjAwAAAAAAANA9mnVsnJ01WzXdwppGRkZCW6ALYK/QVU/AXqErAGgHbO8TuJJGgWOjjqZRUVEqlAyA8sBe1QG6Qlc9AXsFegL2anufQLPTIsiKpo6m+/fvh7ZAF8BeoauegL1CVwDQDqgDsqKBErNKJCUlISsa0AWwV+iqJ2Cv0BUAtAPqgKxoAAAAAAAAAIdCs6FoAAAAAAAAAKB7xwbJA9TRtE6dOtAW6ALYK3TVE7BX6AoA2gF1QFY0UKJhhIaGQh2gC2Cv0FVPwF6hKwBoB9QBWdFAiVkldu7ciaxoQBfAXqGrnoC9QlcA0A6oA7KigRKzSqSnpyMrGtAFsFfoqidgr9AVALQD6oCsaAAAAAAAAACHQrPJAwAAAAAAAABA946Ni4uLratgd7CmMTEx0BboAtgrdNUTsFfoCgDaAdv7BK6kUZycnGxdBbuDNQ0ICLB1NQAoE7BXdYCu0FVPwF6BnoC92t4n0OyMTU5Ojq2rYHewpps3b4a2QBfAXqGrnoC9QlcA0A7Y3ifQrGMDbJ8yDwBbA3uFrnoC9gpdAUA7YFvg2AAAAAAAAAB0DxwbAAAAAAAAgO7RrGODrGjqaNqyZUtoC3QB7BW66gnYK3QFAO2A7X0CzTo2QB08PDwgLdANsFfoqidgr9AVALQDtkWz6Z4zMzNNWRA4zRt7a7wgSwhh+o6zs7N8lPVzLoPLKpxdwegJFl7wVdLnrq6uslzzz411zMvLk4+yfm7NY+LvxMbGUvv27YukztPrMd3uc2sdEz8MBoN85r+1h2PSwnniz7Zs2UJt2rSR37GHY9LCeTJvB7ie9nBMpdXdGseUlZVF27dvN9mrPRyTFs5TSfctPR+TFs6T+X2Lv2MPx6SF83S7+5Zej8lFA+eJfQLdOTZffPGFfBgPYteuXeTt7S1fh4SEUN26den48eN06dIl099ERkZSVFQUHTx4kJKSkkyf16lTh0JDQ+mff/6h9PR00+e8OSXv48I3H/MTyuFZ7GGzMZrToUMHKSbXxVzsjh07yt87cOCA6XNuIFq1akWXL1+mo0ePmj739/enxo0b09mzZ+nMmTOmz211TExGRgbt2bPHbo5JC+dpxYoVtH//frs6Jlufp2bNmsnX3Kmxl2PS0nnidoDrZE/HZMvzdPLkyQL2ag/HpJXzxCQnJ9OhQ4fs5pi0cJ6M9y17OiZbn6cGDRoUuW/p/Zgaa+A8paWlUVlxEuaukwa4fv06VapUSYpr3EwS3i5mbLQ8KsE2GxYWRufPn5e2i5EWzNhoeUQMMzbqtBHcgcCMDWZstHZ/Kst9q3Llyg47E6D0MWHGxlmV85SYmEjBwcGUkpJCfn5+pIsZm8KwMRmn8UpbPGTp54XLLc/nfCKK+9x48sr6uS2OqaS66/mYSvrcGsfEDx6B4Gfj3+r9mCz5XK1jMjZ0xbUFej0mLZ0nrl9JdSzu+3o4pvJ8rvQxFbZXezimin6OY9LeeTK/bxlD/HCeKn6ebnffwvVE5W4jSvp/Xc3Y8LQzPwPlMI46mDdkQDmbLctIAig7sFd1gK7QVU/AXtUB9y11gL2qA/eveGaxLP0sZEVzMCxZgAWArYG9Qlc9AXuFrgCgHbAtmnVsCsc5AmU05UVk0BboAdgrdNUTsFfoCgDaAXWwpN+qWccGAAAAAAAAAMoKHBsAAAAAAACA7oFj42CUlJECAC0Ce4WuegL2Cl0BQDtgWzSbFQ0ZpoBegM0CAADQE7hvAXu1V83O2GjM37ILWFPe5AjaAj0Ae4WuegL2Cl0BQDugDpb0WzXr2CBzlzqaHjhwANoCXQB7ha56AvYKXQFAO6AOyIoGAAAAAAAAcCg0O2MDAAAAAAAAALp3bJycnGxdBbuDNTUYDNAW6ALYK3TVE7BX6AoA2gHb+wTIigZABUF2GQAAAHoC9y2gJ+wiK1peXp6tq2B3sKbx8fHQFugC2Ct01ROwV+gKANoB2/sEcGwczDCOHj0KxwboAtgrdNUTsFfoCgDaAXWwC8cGAAAAAAAAAMoKHBsAAAAAAACA7tGsY4OsaOpo6u/vD22BLoC9Qlc9AXuFrgCgHVAHZEUDwIoguwwAAAA9gfsW0BPIigZKXHx1+vRpJA8AugD2Cl31BOwVugKAdkAd7CJ5ANI9q6PpmTNnoC3QBbBX6KonYK/QFQC0A+pgF44NAAAAAAAAAJQVODYAAAAAAAAA3aNZxwZZ0dTRNCQkBNoCXQB7ha56AvYKXQFAO6AOyIoGgBVBdhkAAAB6AvctoCfsIitabm6uratgd7CmR44cgbZAF8BeoauegL1CVwDQDtjeJ9CsYyOEsHUV7A7W9NKlS9AW6ALYK3TVE7BX6AoA2gHb+wSadWwAAAAAAAAAoKzAsQEAAAAAAADoHs06Ns7Omq2abmFNIyMjoS3QBbBX6KonYK/QFQC0A7b3CVxJo8CxUUfTqKgoFUoGQHlgr+oAXaGrnoC9Aj0Be7W9T6DZaRFkRVNH0/3790NboAtgr9BVT8BeoSsAaAfUAVnRQIlZJZKSkpAVDegC2Ct01ROwV+gKANoBdUBWNAAAAAAAAIBDodlQNAAAAAAAAADQvWOD5AHqaFqnTh1oC3QB7BW66gnYK3QFAO2AOiArGijRMEJDQ6EO0AWwV+iqJ2Cv0BUAtAPqgKxooMSsEjt37kRWNKALYK/QVU/AXqErAGgH1AFZ0UCJWSXS09ORFQ3oAtgrdNUTsFfoCgDaAXVAVjQAAAAAAACAQ6HZ5AEAAAAAAAAAoHvHxsXFxdZVsDtY05iYGGgLdAHsFbrqCdgrdAUA7YDtfQJX0ihOTk62roLdwZoGBATYuhoAlAnYqzpAV+iqJ2CvQE/AXm3vE2h2xiYnJ8fWVbA7WNPNmzdDW6ALYK/QVU/AXqErAGgHbO8TaNaxAbZPmQeArYG9Qlc9AXuFrgCgHbAtcGwAAAAAAAAAugeODQAAAAAAAED3aNaxQVY0dTRt2bIltAW6APYKXfUE7BW6AoB2wPY+gWYdG6AOHh4ekBboBtgrdNUTsFfoCgDaAduiWccGi6/U0XTLli3QFugC2Ct01ROwV+gKANoB2/sEmnVsAAAAAAAAAKCswLEBAAAAAAAA6B44NgAAAAAAAADd4ySEEKQhrl+/TpUqVaLk5GT5DJSDTzXHKXJ2CScnJ0irsM2mpKSQn58fdFUI2Ks6QFfoqidgr+qA+5Y6wF7VgftXlStXLlM/CzM2DkZmZqatqwBAmYG9qgN0ha56AvYK9ATs1bZo1rFBVjR1NN21axe0BboA9gpd9QTsFboCgHZAHZAVDQAAAAAAAOBQaHbGBgAAAAAAAADKChwbB4MTBwCgF2Cv0FVPwF6hKwBoB2yLZrOiIcMU0AuwWQAAAHoC9y1gr/aq2RkbjflbdgFrmpiYCG2BLoC9Qlc9AXuFrgCgHbC9T6BZxwZZ0dTR9MCBA9AW6ALYK3TVE7BX6AoA2gF1QFY0AAAAAAAAgEOh2RkbAAAAAAAAANC9Y+Pk5GTrKtgdrKnBYIC2QBfAXqGrnoC9QlcA0A7Y3idAVjQAKgiyywAAANATuG8BPWEXWdHy8vJsXQW7gzWNj4+HtkAXwF6hq56AvUJXANAO2N4ngGPjYIZx9OhRODZAF8BeoauegL1CVwDQDqiDXTg2AAAAAAAAAFBW4NgAAAAAAAAAdI9mHRtkRVNHU39/f2gLdAHsFbrqCdgrdAUA7YA6ICsaAFYE2WUAAADoCdy3gJ5AVjRQ4uKr06dPI3kA0AWwV+iqJ2Cv0BUAtAPqYBfJA5DuWR1Nz5w5A22BLoC9Qlc9AXuFrgCgHVAHu3BsAAAAAAAAAKCswLEBAAAAAAAA6B7NOjbIiqaOpiEhIdAW6ALYK3TVE7BX6AoA2gF1QFY0AKwIsssAAADQE7hvAT1hF1nRcnNzbV0Fu4M1PXLkCLQFugD2Cl31BOwVugKAdkC9dqCsaNaxEULYugp2B2t66dIlaAt0AewVuuoJ2Ct0BQDtgO19As06NgAAAAAAAABQVlxJo15ZUlJSgUVDLi4ucirK3GtzdnaWj7J+zmVwWTk5OQV+kz8vbqqrpM9dXV1lueafG+vIubbN822X9rk1j4m/k5aWJmMUCy/E0usx3e5zax0Tx356eXlJm+W/tYdj0sJ54s/YXhMTE+V37OGYtHCezNsBrqc9HFNpdbfGMWVmZhawV3s4Ji2cp5LuW3o+Ji2cJ/P7Fn/HHo5JC+fpdvctvR6TiwbOk9EnKMvMjZPQSMzXF198IR9ZWVl04sQJW1cHAAAAAAAAoBHOnTtHYWFh+nBsjLBHWKdOHdq9ezfSEqtAq1ataOfOnWoU7bDwyFd4eLi84ErL1gEsA/aqDtAVuuoJ2Kvy4L6lHrBX5WFXpUWLFnT06FE586OrUDSusLu7u0zrBpSHp/fQ+VYH1hXaKgvsVR2gK3TVE7BX9cB9S3lgr+rAvkFpTo1mkweMGjXK1lWwW6At0BOwV+iqJ2Cv0BUAtAO21VVzoWgA6A1sdAYAAEBP4L4F7BVNztgAoCc8PDzozTfflM8AAACA1sF9C9grmLEBAAAAAAAA6B7M2AAAAAAAAAB0DxwbAAAAAAAAgO6BYwMAAAAAAADQPXBsAAAAAAAAALoHjg0AZeD999+Xuwn7+vpSUFAQ9e/fn44cOVLgO8OGDSMnJ6cCj7Zt20JfAAAAVuett94qck8KCQkx/T/v9sHfqVatGnl5eVHnzp3p4MGDOFNA18CxAaAMbNiwQW4OtX37dlq9ejXl5ORQjx49KC0trcD3evXqRfHx8abHihUroC8AAACb0LBhwwL3pAMHDpj+b8qUKTR9+nT6/PPPaefOndLp6d69O924cQNnC+gWV1tXAAA9sHLlygLv586dK2dudu/eTZ06dSqwN4D5iBgAAABgK1xdXYu9J/Fszccff0zjx4+n++67T3727bffUnBwMP3000/09NNP26C2AFQczNgAUA5SUlLkc0BAQIHP169fLx2eOnXq0PDhw+nKlSvQFwAAgE04duyYDDWrUaMGPfLII3Ty5En5+alTp+jSpUsy8sB8YO7OO++krVu34mwB3QLHBgAL4ZGu559/njp27EiNGjUyfd67d2/68ccfae3atTRt2jQ5td+1a1fKzMyExgAAAKxKmzZt6LvvvqO//vqLZs+eLR2Z9u3b07Vr1+RrhmdozOH3xv8DQI8gFA0ACxk9ejTt37+fNm/eXODzhx9+2PSaHZ6WLVtSZGQk/fHHH6apfgAAAMAa8GCbkZiYGGrXrh3VqlVLhpwZE9twQoHCA3eFPwNAT2DGBgALePbZZ2nZsmW0bt06CgsLu+13Q0NDpWPDoQAAAACALfH29pYODt+TjOtuCs/OcPh04VkcAPQEHBsAygCPYvFMzeLFi2WoGccrlwZP9587d046OAAAAIAt4bDow4cPy3sS38PYueEsn0aysrJkBlAOVwNAr8CxAaAMcKrnH374QWaL4b1seJSLHxkZGfL/U1NT6cUXX6Rt27bR6dOnZRKBfv36UWBgIN17773QGAAAgFXhexI7KpwoIDY2lh544AG6fv06DR06VIabjR07lt577z367bffKC4uTu7FZjAYaODAgThTQLdgjQ0AZWDGjBnymTcwK5z2mW8GLi4ucn8AXqiZnJwsR8S6dOlC8+fPl44QAAAAYE3Onz9PAwYMoISEBKpatapcV8N7sXGINPPyyy/LwbmRI0dSUlKSTDawatUq3LOArnESHGMDAAAAAAAAADoGoWgAAAAAAAAA3QPHBgAAAAAAAKB74NgAAAAAAAAAdA8cGwAAAAAAAIDugWMDAAAAAAAA0D1wbAAAAAAAAAC6B44NAAAAAAAAQPfAsQEAAAAAAADoHjg2AAAAAAAAAN0DxwYAAAAAAACge+DYAAAAAAAAAHQPHBsAAAAAAAAA6Z3/B3fF91+LXOoGAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "etabinsx = np.array(eta_hist.axes.edges.T[0].flat)\n", + "etabinsy = np.array(eta_hist.axes.edges.T[1].flat)\n", + "ebins = np.array(eta_hist.axes.edges.T[2].flat)\n", + "p = aare.Interpolator(eta_hist, etabinsx, etabinsy, ebins)\n", + "v = aare.ClusterVector((g.grid_size,g.grid_size))\n", + "\n", + "show_arrows = True\n", + "a = np.linspace(25,50,20)\n", + "hit_position = np.zeros((a.size**2,2))\n", + "interpolated_position = np.zeros(hit_position.shape)\n", + "for i in range(a.size):\n", + " for j in range(a.size):\n", + " hit_position[i*a.size+j] = (a[i], a[j])\n", + "\n", + "for i, hit in enumerate(hit_position):\n", + " charge, pixels = g.hit(*hit)\n", + " pixels = (pixels*1000).astype(np.int32)\n", + " pixels = np.array(pixels).reshape(1,9)[0]\n", + " c = aare._aare.Cluster3x3i(1,1,pixels)\n", + " v.push_back(c)\n", + "\n", + "tmp = p.interpolate(v)\n", + "# offset = 25/2\n", + "offset = 0\n", + "interpolated_position[:, 0] = tmp['x']*25+offset\n", + "interpolated_position[:, 1] = tmp['y']*25+offset\n", + "\n", + "\n", + "fig, ax = plt.subplots(figsize=(10,10))\n", + "for i in range(hit_position.shape[0]):\n", + " ax.plot(*hit_position[i], '.', color = 'black', ms = 3)\n", + " ax.plot(*interpolated_position[i], '.', color = 'red', ms = 3)\n", + " if show_arrows:\n", + " ax.arrow(*hit_position[i], *(interpolated_position[i]-hit_position[i]),length_includes_head=True,\n", + " head_width=0.3, head_length=0.3)\n", + "\n", + "\n", + "ax.set_title('Interpolation from C++')\n", + "ax.xaxis.set_minor_locator(MultipleLocator(5))\n", + "ax.yaxis.set_minor_locator(MultipleLocator(5))\n", + "ticks = [tick for tick in np.arange(0,g.pixel_size*g.grid_size+1, g.pixel_size)]\n", + "ax.set_xticks(ticks)\n", + "ax.set_yticks(ticks)\n", + "ax.grid(visible=True, which='minor', color='silver', linestyle='--')\n", + "ax.grid(visible=True, which='major', color='black', linestyle='-')\n", + "ax.set_xlim(15,60)\n", + "ax.set_ylim(15,60)" + ] + }, + { + "cell_type": "markdown", + "id": "033d20a4-818c-4585-ae8b-43b8e23d3d64", + "metadata": {}, + "source": [ + "## Interpolate one pixel from the ETA dataset\n", + "\n", + "- Uniformity\n", + "- Correct assignment" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b0398535-b646-4b3c-9029-0a8b8aa764f1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Lets take the same eta dataset and interpolate\n", + "n_subpixels = 20\n", + "n_bins = g.grid_size*n_subpixels\n", + "image_hist = bh.Histogram(\n", + " bh.axis.Regular(n_bins, 0, g.grid_size), \n", + " bh.axis.Regular(n_bins, 0, g.grid_size),\n", + " # bh.axis.Regular(e_bins, e_min, e_max),\n", + ")\n", + "\n", + "\n", + "with aare.ClusterFile(f'.data/test_{g.grid_size}x{g.grid_size}{tag}.clust', cluster_size = (g.grid_size,g.grid_size)) as f:\n", + " for clusters in f:\n", + " # eta_hist.fill(eta2[:,0], eta2[:,1], energy['sum'])\n", + " hits = p.interpolate(clusters)\n", + " image_hist.fill(hits['x'], hits['y'])\n", + "\n", + "image = image_hist.view()\n", + "x = image_hist.axes.edges.T[0].flat\n", + "y = image_hist.axes.edges.T[1].flat\n", + "\n", + "fig, ax = plt.subplots()\n", + "mesh = ax.pcolormesh(x,y,image)\n", + "fig.colorbar(mesh)\n", + "ax.set_title(f'Image - {image.sum()/1e6}M hits')\n", + "ax.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "4559f6f0-cc46-41cd-b345-8ff81ef4fbd5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "err_hist = bh.Histogram(\n", + " bh.axis.Regular(100, 0, 10) #um\n", + ")\n", + "with aare.ClusterFile(f'.data/test_{g.grid_size}x{g.grid_size}{tag}.clust', cluster_size = (g.grid_size,g.grid_size)) as f:\n", + " with h5py.File(f'.data/test_{g.grid_size}x{g.grid_size}{tag}.h5') as hf:\n", + " \n", + " for i in range(100):\n", + " clusters = f.read_frame()\n", + " x,y = hf['x'][i], hf['y'][i]\n", + " # eta_hist.fill(eta2[:,0], eta2[:,1], energy['sum'])\n", + " hits = p.interpolate(clusters)\n", + " # image_hist.fill(hits['x'], hits['y'])\n", + " error = np.sqrt(np.abs(hits['x']*g.pixel_size-x)**2+np.abs(hits['y']*g.pixel_size-y)**2)\n", + " err_hist.fill(error)\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.stairs(err_hist.values(), err_hist.axes[0].edges);\n", + "ax.set_xlabel(r'Distance from truth [$\\mu$m]')\n", + "ax.set_ylabel('Intensity [a.u.]')\n", + "ax.grid()" + ] + } + ], + "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": "3.13.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Vis.ipynb b/Vis.ipynb deleted file mode 100644 index 33b39db..0000000 --- a/Vis.ipynb +++ /dev/null @@ -1,491 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "f7e8a3a5-c74f-4de0-8d0b-fb7dc447a6de", - "metadata": {}, - "source": [ - "# Simplified pixel sim for interpolation tests\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "a7bafd1c-9c36-40c2-bf8d-3bba7fbc09f8", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "from matplotlib.ticker import (MultipleLocator, AutoMinorLocator)\n", - "import time \n", - "import h5py\n", - "import numpy as np\n", - "import aare\n", - "import boost_histogram as bh\n", - "\n", - "from simple_eta import plot_gaussian\n", - "from simple_eta import generate, Generator\n", - "\n", - "#General configuration\n", - "sigma_um = 10\n", - "resolution = 400\n", - "grid_size = 3\n", - "pixel_size = 25\n", - "device = 'mps'\n", - "\n", - "g = Generator(\n", - " sigma = sigma_um,\n", - " resolution = resolution,\n", - " grid_size = grid_size, \n", - " pixel_size = pixel_size, \n", - " device = device\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "61634ffc-20be-412b-83ce-37727ae8964a", - "metadata": {}, - "source": [ - "## Generate one photon hit and plot response" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "8ae6ce69-313f-41d4-8019-64e93a5610a0", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "t.shape=torch.Size([400, 400])\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pos = (49.,43.5) #x,y\n", - "charge, pixels = g.hit(*pos)\n", - "fig, axs = plt.subplots(1,2, figsize = (10,5))\n", - "_, ax, mesh = plot_gaussian(charge, pixel_size=pixel_size, grid_size = grid_size, ax = axs[0])\n", - "axs[0].plot(*pos, 'x', color = 'red', label = 'hit')\n", - "axs[0].set_title('charge')\n", - "axs[0].legend()\n", - "aare.add_colorbar(axs[0], mesh)\n", - "im = axs[1].imshow(pixels, origin = 'lower')\n", - "axs[1].set_title('pixel response');\n", - "axs[1].set_xticks(range(grid_size))\n", - "axs[1].set_yticks(range(grid_size))\n", - "\n", - "aare.add_colorbar(axs[1], im)\n", - "fig.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "id": "04723ed2-757f-449b-8d66-442529a38cab", - "metadata": {}, - "source": [ - "## Generate hit positions" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "6390e1ef-2216-47ed-a8ce-106b9a7766ed", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(1,2, figsize = (10,5))\n", - "ticks = [tick for tick in range(0,pixel_size*grid_size+1, pixel_size)]\n", - "\n", - "for ax, func in zip(axs, [g.uniform_hits, g.triangle_hits]):\n", - " mx, my, pixels = func(300)\n", - " if g.device != 'cpu':\n", - " mx = mx.cpu()\n", - " my = my.cpu()\n", - " \n", - " ax.scatter(mx,my, marker = '.')\n", - " ax.set_xlim(0,grid_size*pixel_size)\n", - " ax.set_ylim(0,grid_size*pixel_size)\n", - " \n", - " ax.set_xticks(ticks)\n", - " ax.set_yticks(ticks)\n", - " ax.set_title(func.__name__)\n", - " ax.set_xlabel(r'x [$\\mu$m]')\n", - " ax.set_ylabel(r'y [$\\mu$m]')\n", - " \n", - " ax.grid()\n", - "fig.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "id": "61d5d2a1-6952-41d3-a932-9b0479dc38e8", - "metadata": {}, - "source": [ - "## Generate hits for ETA and write to cluster file" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "168d967c-94a3-4b32-aa14-4a248035e5c6", - "metadata": {}, - "outputs": [], - "source": [ - "# Cluster file has the format\n", - "# int32_t frame_number\n", - "# uint32_t number_of_clusters\n", - "# int16_t x, int16_t y, int32_t data[9] * number_of_clusters\n", - "\n", - "generate_hits = False\n", - "n_hits = 1000\n", - "n_frames = 10000\n", - "\n", - "if generate_hits:\n", - " t0 = time.perf_counter()\n", - " frame_number = np.int32(1)\n", - " number_of_clusters = np.uint32(n_hits)\n", - " \n", - " with open(f'.data/test_{grid_size}x{grid_size}.clust', 'wb') as f:\n", - "\n", - " #Set up an hdf5 file for truth\n", - " hf = h5py.File(f'.data/test_{grid_size}x{grid_size}.h5', 'w')\n", - " hf.create_dataset(\"x\", (n_frames, n_hits), dtype = np.float32)\n", - " hf.create_dataset(\"y\", (n_frames, n_hits), dtype = np.float32)\n", - " \n", - " for i in range(n_frames):\n", - " print(f'{i}',end = '\\r')\n", - " #Generate a new set of n_hits hits\n", - " mx, my, pixels = g.uniform_hits(n_hits)\n", - " #Convert clusters to a numpy array\n", - " clusters = np.zeros(n_hits, dtype = [('row', np.int16), ('col', np.int16), ('data', np.int32, (grid_size,grid_size))])\n", - " clusters['data'] = pixels*1000\n", - " clusters['row'] = 1\n", - " clusters['col'] = 1\n", - " \n", - " #Write\n", - " frame_number.tofile(f)\n", - " number_of_clusters.tofile(f)\n", - " clusters.tofile(f)\n", - "\n", - " #Write ground truth to hdf5\n", - " hf['x'][frame_number-1] = mx[:,0,0].cpu()\n", - " hf['y'][frame_number-1] = my[:,0,0].cpu()\n", - " \n", - " frame_number += 1\n", - " print()\n", - " hf.close()\n", - " t = time.perf_counter()-t0\n", - " print(f'Duration: {t:.3f}s, FPS: {n_frames/t:.2f}, hits/s: {n_frames*n_hits/t:.2}s')\n", - " \n", - "# " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "0b3fef19-144b-4421-8d21-66b67b838813", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#configure the eta histogram\n", - "n_bins = 400\n", - "ax_min = -0.2\n", - "ax_max = 1.2\n", - "e_min = 0 \n", - "e_max = 100000\n", - "e_bins = 1\n", - "\n", - "#Histogram to hold the ETA value per energy bin\n", - "eta_hist = bh.Histogram(\n", - " bh.axis.Regular(n_bins, ax_min, ax_max), \n", - " bh.axis.Regular(n_bins, ax_min, ax_max),\n", - " bh.axis.Regular(e_bins, e_min, e_max),\n", - ")\n", - "\n", - "\n", - "with aare.ClusterFile(f'.data/test_{grid_size}x{grid_size}.clust', cluster_size = (grid_size,grid_size)) as f:\n", - " for clusters in f:\n", - " eta2 = aare.calculate_eta2(clusters)\n", - " # energy = clusters.sum_2x2()\n", - " eta_hist.fill(eta2['x'], eta2['y'], eta2['sum'])\n", - " # if eta_hist.sum()>1e5:\n", - " # break\n", - " # eta_hist.fill(eta2[:,0], eta2[:,1], energy['sum'])\n", - "\n", - "\n", - "energy_index = 0\n", - "data = eta_hist.view()[:,:,energy_index]\n", - "x = eta_hist.axes.edges.T[0].flat\n", - "y = eta_hist.axes.edges.T[1].flat\n", - "\n", - "fig, ax = plt.subplots()\n", - "mesh = ax.pcolormesh(x,y,data)\n", - "fig.colorbar(mesh)\n", - "ax.set_title(f'ETA[{energy_index}] - {data.sum()/1e6}M hits')\n", - "ax.grid()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "cada1860-6b7b-416a-a39b-295586121531", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(15.0, 60.0)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "etabinsx = np.array(eta_hist.axes.edges.T[0].flat)\n", - "etabinsy = np.array(eta_hist.axes.edges.T[1].flat)\n", - "ebins = np.array(eta_hist.axes.edges.T[2].flat)\n", - "p = aare.Interpolator(eta_hist, etabinsx, etabinsy, ebins)\n", - "v = aare.ClusterVector((grid_size,grid_size))\n", - "\n", - "show_arrows = True\n", - "a = np.linspace(25,50,20)\n", - "hit_position = np.zeros((a.size**2,2))\n", - "interpolated_position = np.zeros(hit_position.shape)\n", - "for i in range(a.size):\n", - " for j in range(a.size):\n", - " hit_position[i*a.size+j] = (a[i], a[j])\n", - "\n", - "for i, hit in enumerate(hit_position):\n", - " charge, pixels = g.hit(*hit)\n", - " pixels = (pixels*1000).astype(np.int32)\n", - " pixels = np.array(pixels).reshape(1,9)[0]\n", - " c = aare._aare.Cluster3x3i(1,1,pixels)\n", - " v.push_back(c)\n", - "\n", - "tmp = p.interpolate(v)\n", - "# offset = 25/2\n", - "offset = 0\n", - "interpolated_position[:, 0] = tmp['x']*25+offset\n", - "interpolated_position[:, 1] = tmp['y']*25+offset\n", - "\n", - "\n", - "fig, ax = plt.subplots(figsize=(10,10))\n", - "for i in range(hit_position.shape[0]):\n", - " ax.plot(*hit_position[i], '.', color = 'black', ms = 3)\n", - " ax.plot(*interpolated_position[i], '.', color = 'red', ms = 3)\n", - " if show_arrows:\n", - " ax.arrow(*hit_position[i], *(interpolated_position[i]-hit_position[i]),length_includes_head=True,\n", - " head_width=0.3, head_length=0.3)\n", - "\n", - "\n", - "ax.set_title('Interpolation from C++')\n", - "ax.xaxis.set_minor_locator(MultipleLocator(5))\n", - "ax.yaxis.set_minor_locator(MultipleLocator(5))\n", - "ticks = [tick for tick in range(0,pixel_size*grid_size+1, pixel_size)]\n", - "ax.set_xticks(ticks)\n", - "ax.set_yticks(ticks)\n", - "ax.grid(visible=True, which='minor', color='silver', linestyle='--')\n", - "ax.grid(visible=True, which='major', color='black', linestyle='-')\n", - "ax.set_xlim(15,60)\n", - "ax.set_ylim(15,60)" - ] - }, - { - "cell_type": "markdown", - "id": "033d20a4-818c-4585-ae8b-43b8e23d3d64", - "metadata": {}, - "source": [ - "## Interpolate one pixel from the ETA dataset\n", - "\n", - "- Uniformity\n", - "- Correct assignment" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "b0398535-b646-4b3c-9029-0a8b8aa764f1", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#Lets take the same eta dataset and interpolate\n", - "n_subpixels = 25\n", - "n_bins = grid_size*n_subpixels\n", - "image_hist = bh.Histogram(\n", - " bh.axis.Regular(n_bins, 0, grid_size), \n", - " bh.axis.Regular(n_bins, 0, grid_size),\n", - " # bh.axis.Regular(e_bins, e_min, e_max),\n", - ")\n", - "\n", - "\n", - "with aare.ClusterFile(f'.data/test_{grid_size}x{grid_size}.clust', cluster_size = (grid_size,grid_size)) as f:\n", - " for clusters in f:\n", - " # eta_hist.fill(eta2[:,0], eta2[:,1], energy['sum'])\n", - " hits = p.interpolate(clusters)\n", - " image_hist.fill(hits['x'], hits['y'])\n", - "\n", - "image = image_hist.view()\n", - "x = image_hist.axes.edges.T[0].flat\n", - "y = image_hist.axes.edges.T[1].flat\n", - "\n", - "fig, ax = plt.subplots()\n", - "mesh = ax.pcolormesh(x,y,image)\n", - "fig.colorbar(mesh)\n", - "ax.set_title(f'Image - {image.sum()/1e6}M hits')\n", - "ax.grid()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "4559f6f0-cc46-41cd-b345-8ff81ef4fbd5", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "err_hist = bh.Histogram(\n", - " bh.axis.Regular(100, 0, 3) #um\n", - ")\n", - "with aare.ClusterFile(f'.data/test_{grid_size}x{grid_size}.clust', cluster_size = (grid_size,grid_size)) as f:\n", - " with h5py.File(f'.data/test_{grid_size}x{grid_size}.h5') as hf:\n", - " \n", - " for i in range(100):\n", - " clusters = f.read_frame()\n", - " x,y = hf['x'][i], hf['y'][i]\n", - " # eta_hist.fill(eta2[:,0], eta2[:,1], energy['sum'])\n", - " hits = p.interpolate(clusters)\n", - " # image_hist.fill(hits['x'], hits['y'])\n", - " error = np.sqrt(np.abs(hits['x']*pixel_size-x)**2+np.abs(hits['y']*pixel_size-y)**2)\n", - " err_hist.fill(error)\n", - "\n", - "fig, ax = plt.subplots()\n", - "ax.stairs(err_hist.values(), err_hist.axes[0].edges);\n", - "ax.set_xlabel(r'Distance from truth [$\\mu$m]')\n", - "ax.set_ylabel('Intensity [a.u.]')\n", - "ax.grid()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5867d1ce-5c41-42ad-853e-ee4aaf151621", - "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": "3.13.9" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/moench_g4_hg.json b/moench_g4_hg.json new file mode 100644 index 0000000..9c8aa28 --- /dev/null +++ b/moench_g4_hg.json @@ -0,0 +1,10 @@ +{ + "sigma": 10.0, + "pixel_size": 25.0, + "grid_size": 3, + "resolution": 400, + "gain": 150.0, + "noise": 25.0, + "pedestal": 1000, + "image_size": [10,10] +} \ No newline at end of file diff --git a/simple_eta/__init__.py b/simple_eta/__init__.py index e5c1045..d317b99 100644 --- a/simple_eta/__init__.py +++ b/simple_eta/__init__.py @@ -1,2 +1,2 @@ from .generate import Generator -from .plotting import plot_gaussian \ No newline at end of file +from .plotting import plot_gaussian, charge_and_pixel_plot, plot_cluster_finding \ No newline at end of file diff --git a/simple_eta/generate.py b/simple_eta/generate.py index 01e4dfa..42657c0 100644 --- a/simple_eta/generate.py +++ b/simple_eta/generate.py @@ -1,41 +1,98 @@ import torch import math import numpy as np - - -def sum_pixels(t, grid): - """ - Given a charge density as a torch array sum it to pixels - """ - if t.ndim == 2: - resolution = t.shape[0] - pixels = np.zeros((grid,grid)) - - step = resolution//grid - for i in range(grid): - for j in range(grid): - pixels[i,j] = t[i*step:(i+1)*step, j*step:(j+1)*step].sum() - return pixels - - elif t.ndim == 3: - resolution = t.shape[1] - step = resolution//grid - pixels = np.zeros((t.shape[0], grid, grid)) - for i in range(grid): - for j in range(grid): - pixels[:,i,j] = t[:,i*step:(i+1)*step, j*step:(j+1)*step].sum(axis = 1).sum(axis = 1) - - return pixels - +import time +import hdf5plugin +import h5py +import json class Generator: - def __init__(self, sigma, pixel_size, grid_size, resolution, device = 'cpu'): + def __init__(self, + sigma, + pixel_size, + grid_size, + resolution, + gain = 150, #ADU/keV + noise = 25, #ADU sigma + photon_energy = 8.0, #keV + pedestal = 1000, #ADU + image_size = (10,10), + device = 'cpu'): self.sigma = sigma self.pixel_size = pixel_size self.grid_size = grid_size self.resolution = resolution self.device = device + self.gain = gain #ADU/keV + self.photon_energy = photon_energy #keV + self.noise = noise #ADU, TODO! scale with gain + self.pedestal = pedestal + self.image_size = tuple(it for it in image_size) + def fromJSON(fname): + with open(fname) as f: + j = json.load(f) + return Generator(**j) + + def _sum_pixels(self, t): + """ + Given a charge density as a torch array sum it to pixels + """ + if t.ndim == 2: + pixels = np.zeros((self.grid_size,self.grid_size)) + + step = self.resolution//self.grid_size + for i in range(self.grid_size): + for j in range(self.grid_size): + pixels[i,j] = t[i*step:(i+1)*step, j*step:(j+1)*step].sum() + return pixels + + elif t.ndim == 3: + step = self.resolution//self.grid_size + pixels = np.zeros((t.shape[0], self.grid_size, self.grid_size)) + for i in range(self.grid_size): + for j in range(self.grid_size): + pixels[:,i,j] = t[:,i*step:(i+1)*step, j*step:(j+1)*step].sum(axis = 1).sum(axis = 1).cpu() + + return pixels + + def _apply_gain(self, pixels): + if pixels.ndim == 2: + pixels = (pixels * self.photon_energy/pixels.sum()*self.gain) + pixels = np.random.normal(pixels, self.noise) + pixels = pixels.astype(np.int32) + elif pixels.ndim == 3: + s = pixels.sum(axis = 1).sum(axis = 1).mean() + pixels = (pixels * self.photon_energy/s*self.gain) + pixels = np.random.normal(pixels, self.noise) + pixels = pixels.astype(np.int32) + else: + raise NotImplementedError(f"Cannot apply gain for {pixels.shape}") + return pixels + + def dark(self): + """Generate a dark image for pedestal calculation""" + return np.random.normal(loc = 0, scale = self.noise, size = self.image_size).astype(np.uint16)+self.pedestal + + def sparse(self, n_photons): + """Generate an image with sparse photon hits""" + noise = self.noise + self.noise = 0 + mx,my,pixels = self.uniform_hits(n_photons) + self.noise = noise + mx = mx/self.pixel_size-1 + my = my/self.pixel_size-1 + + hit_pixels = [(row,col) for row, col in zip(np.random.randint(1,self.image_size[0]-1,n_photons),np.random.randint(1,self.image_size[0]-1,n_photons))] + image = self.dark() + for i in range(n_photons): + s = (slice(hit_pixels[i][1]-1,hit_pixels[i][1]+2,1),slice(hit_pixels[i][0]-1,hit_pixels[i][0]+2,1)) + image[s] += pixels[i].astype(np.uint16) + mx[i] += hit_pixels[i][0] + my[i] += hit_pixels[i][1] + hits = np.vstack((mx[:,0,0],my[:,0,0])).T + return image, hits + def hit(self, mx, my): x = torch.linspace(0, self.pixel_size*self.grid_size, self.resolution, device = self.device) @@ -43,9 +100,11 @@ class Generator: t = 1 / (2*math.pi*self.sigma**2) * \ torch.exp(-((x - my)**2 / (2*self.sigma**2) + (y - mx)**2 / (2*self.sigma**2))) - p = sum_pixels(t, self.grid_size) + p = self._sum_pixels(t) if self.device != 'cpu': t = t.cpu() + + p = self._apply_gain(p) return t, p def dx(self): @@ -81,11 +140,11 @@ class Generator: #Sum signal in pixels for all N depositions - step = self.resolution//self.grid_size - pixels = torch.zeros((n_hits,self.grid_size,self.grid_size)) - for i in range(self.grid_size): - for j in range(self.grid_size): - pixels[:,i,j] = ts[:,i*step:(i+1)*step, j*step:(j+1)*step].sum(axis = 1).sum(axis = 1) + pixels = self._sum_pixels(ts) + pixels = self._apply_gain(pixels) + + mx = mx.cpu() + my = my.cpu() return mx, my, pixels @@ -106,9 +165,6 @@ class Generator: low = self.pixel_size*(self.grid_size//2) high = low+self.pixel_size - # mx = torch.rand(n_hits,1,1, device = self.device) * (high-low)+low - # my = torch.rand(n_hits,1,1, device = self.device) * (high-low) +low - mx = torch.rand(n_hits,1,1, device = self.device) my = torch.rand(n_hits,1,1, device = self.device) mask = (mx + my > 1) @@ -130,5 +186,46 @@ class Generator: return mx, my, pixels - + def write_clusters_for_eta(self, n_hits, n_frames, tag = ""): + # Cluster file has the format + # int32_t frame_number + # uint32_t number_of_clusters + # int16_t x, int16_t y, int32_t data[9] * number_of_clusters + t0 = time.perf_counter() + frame_number = np.int32(1) + number_of_clusters = np.uint32(n_hits) + + with open(f'.data/test_{self.grid_size}x{self.grid_size}{tag}.clust', 'wb') as f: + + #Set up an hdf5 file for truth + hf = h5py.File(f'.data/test_{self.grid_size}x{self.grid_size}{tag}.h5', 'w') + hf.create_dataset("x", (n_frames, n_hits), dtype = np.float32) + hf.create_dataset("y", (n_frames, n_hits), dtype = np.float32) + + for i in range(n_frames): + print(f'{i}',end = '\r') + #Generate a new set of n_hits hits + mx, my, pixels = self.uniform_hits(n_hits) + #Convert clusters to a numpy array + clusters = np.zeros(n_hits, dtype = [('row', np.int16), ('col', np.int16), ('data', np.int32, (self.grid_size,self.grid_size))]) + clusters['data'] = pixels*1000 + clusters['row'] = 1 + clusters['col'] = 1 + + #Write + frame_number.tofile(f) + number_of_clusters.tofile(f) + clusters.tofile(f) + + #Write ground truth to hdf5 + hf['x'][frame_number-1] = mx[:,0,0].cpu() + hf['y'][frame_number-1] = my[:,0,0].cpu() + + frame_number += 1 + print() + hf.close() + t = time.perf_counter()-t0 + print(f'Duration: {t:.3f}s, FPS: {n_frames/t:.2f}, hits/s: {n_frames*n_hits/t:.2}s') + + # diff --git a/simple_eta/plotting.py b/simple_eta/plotting.py index 521c968..cee4ae2 100644 --- a/simple_eta/plotting.py +++ b/simple_eta/plotting.py @@ -1,12 +1,15 @@ import matplotlib.pyplot as plt +import matplotlib as mpl import numpy as np +import aare +import seaborn as sns def plot_gaussian(t, pixel_size, grid_size, ax = None): print(f'{t.shape=}') resolution = t.shape[0] xa = np.linspace(0,grid_size*pixel_size,resolution) - ticks = [tick for tick in range(0,pixel_size*grid_size+1, pixel_size)] + ticks = [tick for tick in np.arange(0,pixel_size*grid_size+1, pixel_size)] if ax is None: fig, ax = plt.subplots(figsize = (7,7)) @@ -25,4 +28,68 @@ def plot_gaussian(t, pixel_size, grid_size, ax = None): ax.set_xlabel(r'Position x [$\mu$m]') ax.set_ylabel(r'Position y [$\mu$m]') - return fig, ax, mesh \ No newline at end of file + return fig, ax, mesh + +def plot_cluster_finding(image, clusters, hits, interpolated_hits): + #We pass in an aare.ClusterVector so we need to make a numpy array from it + arr = np.array(clusters) + + + fig, ax = plt.subplots(figsize = (8,8)) + im = ax.pcolormesh(image) + ax.set_aspect('equal') + aare.add_colorbar(ax, im) + + #Three loops in case we have less found clusters than photons + for i, hit in enumerate(hits): + ax.plot(*hit, 'x', color = 'red', ms = 7, mew = 1.5) + + for i, hit in enumerate(interpolated_hits): + ax.plot(hit['x'], hit['y'], 'o', color = 'cyan', ms = 8, mew = 1.5, fillstyle = 'none') + + for i, cluster in enumerate(arr): + box = mpl.patches.Rectangle((cluster['x']-1, cluster['y']-1), 3,3, fill = None, ec = 'white', lw = 1.5) + ax.add_patch(box) + + + legend_elements = [mpl.lines.Line2D([0], [0], color='red', lw=0, marker = 'x', label='Hit'), + mpl.lines.Line2D([0], [0], color='cyan', lw=0, marker = 'o',fillstyle = 'none',label='Interpolated'), + mpl.patches.Patch(fill=None, edgecolor='white', + label='Cluster')] + + ax.legend(handles=legend_elements); + ax.set_xlim(0,image.shape[1]) + ax.set_ylim(0,image.shape[0]) + return fig, ax + +def charge_and_pixel_plot(charge, pixels, pos, pixel_size, grid_size): + fig, axs = plt.subplots(1,2, figsize = (10,5), constrained_layout=True) + _, ax, mesh = plot_gaussian(charge, pixel_size=pixel_size, grid_size = grid_size, ax = axs[0]) + axs[0].plot(*pos, 'x', color = 'red', label = 'hit') + axs[0].set_title('charge') + axs[0].legend() + axs[0].set_aspect('equal') + aare.add_colorbar(axs[0], mesh) + im = axs[1].imshow(pixels, origin = 'lower') + + labels = [i for i in range(grid_size)] + print(labels) + sns.heatmap(pixels, annot=True, fmt="d", linewidths=.5, ax=axs[1], cmap = 'viridis', cbar = False, xticklabels = labels, yticklabels = labels) + axs[1].set_xticks([i for i in range(grid_size)]) + axs[1].set_aspect('equal') + axs[1].set_title('pixel response'); + + ticks = [0.5+i for i in range(grid_size)] + labels = [i for i in range(grid_size)] + axs[1].set_xticks(ticks) + axs[1].set_xticklabels(labels) + axs[1].set_yticks(ticks) + axs[1].set_xticklabels(labels) + axs[1].set_xlim(0, grid_size) + axs[1].set_ylim(0, grid_size) + axs[1].set_xlabel('col') + axs[1].set_ylabel('row') + + aare.add_colorbar(axs[1], axs[1].collections[0]) + fig.set_constrained_layout_pads(w_pad=0.40, h_pad=0.05) # More space for labels + return fig, axs \ No newline at end of file