Files
lemon-sandbox/bo-hyperparameter-plotting/260320.ipynb
T
2026-08-18 10:47:42 +09:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "65e78297",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "033186ec",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3, 576)\n"
]
}
],
"source": [
"result_dir = \"/home/swim/bo-ptycho/results/Si2V1_2/260817\"\n",
"train_x = np.load(os.path.join(result_dir, 'train_x.npy')).T\n",
"train_y = np.load(os.path.join(result_dir, 'train_y.npy')).T\n",
"print(train_x.shape)\n",
"\n",
"EPSILON = 1e-4\n",
"START = 64\n",
"END = None\n",
"\n",
"xparams = [\n",
" 'defocus [A]',\n",
" 'layers',\n",
" 'thickness [A]'\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "a5d079f2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1500x300 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sort_index = np.argsort(train_y)\n",
"x = train_x[:,sort_index]\n",
"y = train_y[sort_index]\n",
"y_scaled = np.log(-y + y[-1] + EPSILON)\n",
"train_y_scaled = np.log(-train_y + y[-1] + EPSILON)\n",
"\n",
"fig, ax = plt.subplots(1, 5, figsize=(15,3))\n",
"ax[0].plot(-train_y, 'k.')\n",
"ax[0].set_title(\"$-\\\\log(\\\\mathtt{fourier\\\\_error})$\")\n",
"ax[1].plot(train_y_scaled, 'k.')\n",
"ax[1].set_title(\"Scaled\")\n",
"ax[2].sharey(ax[0])\n",
"ax[2].plot(-y, 'k')\n",
"ax[2].set_title(\"Ordered\")\n",
"ax[3].plot(y_scaled, 'k')\n",
"ax[3].set_title(\"Scaled\")\n",
"ax[4].plot(y_scaled[START:END], 'k')\n",
"ax[4].set_title(f\"Cropped $\\\\mathtt{{[{START}:{END}]}}$\")\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "71fb1484",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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dLpcaNmyYioqKUo8//rhauHCh+vnnn9WcOXPULbfc4p077c0331SjR49Wc+bMUUuWLFELFixQ119/vQLU4sWLveXFx8erDh06qMWLF6s1a9Z4BxhX5K233lKAatGiherfv3+Z5x977DGlaZp67LHH1C+//KLeeOMN1axZM5WYmKji4+NLbctpA6Bzc3NVVFSU6tq1q/rqq6/Ud999p6677jrVunXrUgOglfIkLTGZTOqOO+5QX331lVq2bJn65JNP1L/+9S/12GOPebfzR5KV559/XgFq6NCh3v+jUx+n2r59uwoLC1MDBgxQCxYsUF9++aXq0qWLiouLU+np6d7tDh48qCIjI1Xz5s3Vm2++qZYsWaLeeecd1aZNGxUaGqp27Njh3Xbu3LnKaDSquXPnljrWsmXL1GeffaY+++wzFRQUpAYOHOhdPvVYomGQumS6dznQdcnkyZMVoCZMmFCmvli3bl2pbZcuXapMJpMaNWqU+umnn9T8+fNVy5YtVZcuXVRJSclZj//+++8rQN1+++1q6dKl6u2331aRkZHqiiuuOGucov6TemG6d7ku1QunqyjJyunKS7Ly+OOPK6PRqJYtW1Zmn48//lgB6u233z5r+Q2NNPCET86U4cpms6nu3burF198sdQPvFKerEvPP/+86tatmwoKClJhYWGqY8eO6o477lC7d+9WSimVlJSkRo0apeLj45XValWNGzdWl156qfr2229LlfXzzz+rHj16KKvVqoBKZWHMzc1VwcHBClCzZs0q87zdblf33Xefat68uQoKClI9e/ZUX3/9tbrlllvOWvkqpdTq1atV//79VWhoqGrevLmaPn26euedd8pUvkop9fXXX6tBgwapiIgIZbVaVXx8vLr++uvVzz//7N3mRKVYlQyTl1566RmzkJ14nG7t2rXqsssuUyEhISoiIkL95S9/UXv27Cmz3e7du9W4ceNUQkKCslqtqlWrVmrMmDFq69atpbY79Qe6snEtXbrU59cr6iapS6aXWhfIuiQ+Pr7c7+bpsSul1I8//qj69u2rgoKCVFRUlPrb3/5WZlLkio7/4YcfqvPPP19ZLBbVrFkzNWXKFJWfn3/WOEX9J/XC9FLr6lK9cCp/NPBOrD/T+cEVV1yhQkNDVV5e3lnLb2g0pZQ617t+QgghhBBCCCFqH8miKYQQQgghhBD1hDTwhBBCCCGEEKKekAaeEEIIIYQQQtQT0sATQgghhBBCiHpCGnhCCCGEEEIIUU9IA08IIYQQQggh6glToANoiHRd58iRI4SHh6NpWqDDEUL4iVKK/Px84uLiMBiqfv1M6goh6iepK4QQleFrXSENvAA4cuQILVu2DHQYQohqkpKSQosWLapcjtQVQtRvUlcIISrjXOsKaeAFQHh4OOD5z4qIiAhwNEIIf8nLy6Nly5be73hVSV0hRP0kdYUQojJ8rSukgRcAJ7pPRERESEUsRD3kry5SUlcIUb9JXSGEqIxzrSskyYoQQgghhBBC1BPSwBNCCCGEEEKIekIaeEIIIYQQQghRT0gDTwghhBBCCCHqCWngCSGEEEIIIUQ9IQ08IYQQQgghhKgnpIEnRAA4MrP586//YGmHy9l63zPoLlegQxJCiHqt5Gg6a/5yJ0s7XsHOx15C6XqgQxJC1FNKKXY/8wZLOw1h9fCJFB88UqPHl3nwRKUopTg07ytyVm8k6uJexN0wwm/z9zREWyY/Tuq3v4DbTfKrcwlu3ow2UycEOiwhRAVKjqSx/7V5KJebhL+PJaR1y0CHJM7Bxgn/R+bSVSi3mz0z/0dwQgtaTRgd6LBEHeEqLGL/q3OxH82g+dhraNSnW6BDErXY0U8XsGv6KwAU7z/EurH3ctHvH9fY8aWBJypl/ytz2X7/TDSTkYNvf4y7sJhWt/010GHVWXmbd4LbDYBmMJK/dXeAIxJCVMRtd7Di0psoSTkKwOH53zBw22LMkTKpdF2Rv2UX6kS9azJSsG1PgCMSdcm6G+8hY/FvaAYDB2d9wiVrviK8S/tAhyVqqfxtu9GMRpTbjXK7KdhWs+d50kVTVEratz8DoFyeH8e075cEMpw6r9nVlwGekwzldhMz7FK/lX1sSRK7Hn+VtB+W+q1MIRq6wp37KE4+5P2xdmRkkbt+a6DDqpeKU46ye+ab7H/9fdxFxX4rt+nIy0DTPCddLjdNhg7wW9miflO6Tsbi30BXKJenDsj4eUXNHNvtJmXOF+x68nXPxWFRJzQZcglK19GMRtA0YoYPqtHj18kGXnZ2NuPGjcNms2Gz2Rg3bhw5OTkV7jN+/Hg0TSv16Nu3b6ltBg4cWGabG264odQ269at44orriAyMpLGjRtz++23U1BQ4O+XWOuEn9cOjMc/LgYD4Z3bBjYgP8r6Yy17n3+bY8tW1tgxOzw5lc4vPUqLW66j56evEXvdUL+Ue/SLRay6cjy7Z77J2r/cycFZn/ilXCEauuCWsRiCraBpnkaCyUhIm1aBDiug0hf/xt7n3yZn9Ua/lWnPyGJ571HsmvEq2+59mtUjb0cp5Zeyz3tlGh2fvZ8W46/jwu/epsnlF/mlXFH/aQYDoYnxaCfOg5QivHNijRx7y5Qn2DTpYXY//V+W972O/C27auS4tYFSirTvl7D3+bfr3AW1qIsuoM+i2bS89Xo6PDmV82c9U6PHr5NdNG+66SYOHTrEokWLALj99tsZN24c3333XYX7DR06lNmzZ3uXLRZLmW0mTZrEE0884V0ODg72/n3kyBEuv/xyxowZw+uvv05eXh733HMP48eP5/PPP6/qy6rVOj7zL5y5eWSvWE/jQX1pN21yoEPyi9RvfmLdjf8Agwa6ots7/6b5TddU+3E1o5HWk8f5vdwjn/zgOQF1e5IHHPrga1pNGuP34wjR0Jgb2bjw67fYdv+zKJeLDk9MJSS+eaDDCpjk/81n271PeupOBRd++w5NLqt6gylz2Uocx7K9y1m/rcaRnom1aXSVyzaYzSTeO7HK5YiGqdeXb7DprsewH0kn/s6baDLkkho57uH533j+cOsoPOctDaVr6P6X32PHI8+BQWPn4y/Td9E8oi7qFeiwKi16cD+iB/cLyLHrXANv+/btLFq0iJUrV9KnTx8AZs2aRb9+/di5cycdOnQod1+r1UqzZs0qLD8kJKTcbb7//nvMZjP//e9/MRg8V3H++9//0qNHD/bs2UPbtvXnrtbpTOFh9Jj3QqDD8LtD87/2NIh0zxXilHlf1kgDr7oEt4rznHC5FZrRSEjrFoEOSYh6I3pwPwb8+U2gw6gVUmZ/6vlDV2A0cOTjb/3SwAtudUqjWdMwhgRjsoVXuVwhqiqsYyL9l86v8eMGt4yjYPd+z4Vbt176O1LPHXzveC8kXaEZDRz55Ps61cALpDrXRTMpKQmbzeZt3AH07dsXm83GihUV94detmwZMTExtG/fnkmTJpGenl5mm/nz5xMdHc15553HfffdR35+vvc5u92OxWLxNu7g5B2+5cuXl3tcu91OXl5eqYeoHYKbN/U0iPDcVQtuUfEFgNqu3bTJxFw5AGNoCFEX96LTfx4MdEjiHEhdIeqK4JZxnrElAAqCYpv6pdxGfbrR8d8PYG4UQXDLWC74/HWMQVa/lF2fSF3RcPT48CXCOrTBFB5K/N0303zs1YEOqcacWs8opRMU5596piGocw281NRUYmJiyqyPiYkhNTW13P2GDRvG/PnzWbJkCS+88AJr1qxh8ODB2O127zZjx47lo48+YtmyZUybNo0vvviCa6+91vv84MGDSU1N5bnnnsPhcJCdnc3DDz8MwNGjR8s99syZM73jBW02Gy1bSmrt2qLdtClEXdQLzWTC1qsrHZ+6L9AhVYnZFs6F37zF0Jz19P15HtaYxoEOSZwDqStEXXHeS9MI79oBzWyiyRUXk3j/7X4rO/HeiQxJX8PgvUtlnFw5pK5oOCK6duDSjT9wZdY6urw8Dc1Q507dfdbl9ScI65iIZjYRM3wwraeMD3RIdYam/DV6uYpmzJjB448/XuE2a9as4ccff2Tu3Lns3Fk6k1C7du2YOHEiDz5YuTsWR48eJT4+no8//rhUI+5Uf/75J7169eLPP/+kZ8+eAHz44Yfce++9HDt2DKPRyJQpU3j//fe59957eeCBB85Yjt1uL9WQzMvLo2XLluTm5hIRISm2Rd2U8eNvpMz5DEt0I9o98g+sTZsEOqSAy8vLw2az+fzdbkh1RfHBw+yZ+V9c+YXE33UzURddGOiQhKgxUlcI0TC48grY/cxrFCWnEHvtVcT9dcQ57e9rXVFrxuBNnjy5TMbK0yUkJLBp0ybS0tLKPJeRkUHTppW/dRsbG0t8fDy7d5c/L0XPnj0xm83s3r3b28C76aabuOmmm0hLSyM0NBRN03jxxRdp3bp1ueVYrVasVuliIuqPvI3b+POvd4FSYDCQu24LFy3/MtBh1XkNpa5QbjerR9xKScoRlNJJX7iES9b80OCzUgpRWQ2lrhCirtt0+/+RvmgZKEXGgqWYIyNoMqT6p2ipNQ286OhooqPPniWrX79+5Obmsnr1anr37g3AqlWryM3NpX///pU+XmZmJikpKcTGxpa7zdatW3E6nWfc5kRj8r333iMoKIgrrrii0scWoq7LWb0BdE+mTtxu8jdtx11il7EyolLs6ZkUJ6d4l5XuInfdZmngCSGEqFey/ljjPV/SjEayk/6skQZenevI26lTJ4YOHcqkSZNYuXIlK1euZNKkSYwYMaJUBs2OHTvy1VdfAVBQUMB9991HUlISycnJLFu2jJEjRxIdHc2oUaMA2Lt3L0888QRr164lOTmZBQsWMHr0aHr06MFFF50cA/D666+zbt06du3axX//+18mT57MzJkziYyMrNH3QYhAsvXs6sk+CmA0EtoxURp3otIsTaKwNm/mmVvz+MTT4d06BzosIYQQwq8iL+zmnUdaud3Yep1fI8etNXfwzsX8+fOZMmUKQ4YMAeDqq6/m9ddfL7XNzp07yc3NBcBoNLJ582bmzZtHTk4OsbGxDBo0iE8++YTwcE/6ZYvFwi+//MIrr7xCQUEBLVu2ZPjw4UyfPh3jiUxhwOrVq5k+fToFBQV07NiRt956i3Hj/D+fmRC1me2CrnSf9zIHZ32IJaYxHZ6o28lpRM0ymEz0/vY9dj3+Eq68AhL+cSth7crv5i6EEELURee/8xw7H3uB4n0HiB09gqbDL6uR49aaJCsNSVUHVwshaid/f7elrhCifpK6QghRGb5+t+tcF00hhBBCCCGEEGcmDTwhagHd5Qp0CEII0SBIfStqinzWRKBIA0+IAHIXFrHuhjv4pXl3lvceSsHOvYEOSQgh6qX8rTv4vecV/NK8O+tvvht3cUmgQxL1VMHOvSzvPZRfmndn3ZjbcRUWBTok0cBIA0+IADrw1vtk/poEQHHKEbbdNyOwAQkhRD219Z5plBz1zKN77OffSJn9UYAjEvXVtvtmUHzoCACZv63k4FvzAhyRaGikgSdEADkyMtFOTDeg6zjSjwU2ICGEqKcc6Zkn56MyGHBkZAY4IlFfOdKPgfv4Z03TcGRkBTgi0dBIA0+IAIodc7V3fhSAlhNuCmA0QghRf7WceLJ+1UxGYq8fEcBoRH3W6pTPGgaN2L+ODFwwokGqk/PgCVFf2Lp3oe8vn5P120pC27Wh8aX9zrqPUgrlcmEwm2sgQiGEqB9aT7mNsC4dKdq9j+jLBxCamBDokEQ91er2cYR2aEvh7n1EDehLWPvEM26nO51oJtPJnjxC+Ik08IQIsLD2ieVW/qcr2LmbTRMmU3L4KI0u6cf5b72EMSSkmiMUQoi6L3/rDnY98gT2o6nkrFxFlzdfwBgUFOiwRD3V+NJ+5V60VW432+9/jNSvvsccaaPLGy/QqN+FNRyhqM+ki6YQdciOh57wJgnI/mMlKe99EOCIhBCibtjxf9Oxp6UDkLlsOYfmSpIVERhp3y0i9cvvQCmcOblsnfJ/gQ5J1DPSwBOiDnEcOyVJgGbAcUwGbgshRGWUqj8NBpyZUn+KwHAcy4IT3TKVwpmdg1IqsEGJekUaeELUIS1vufHkgsFAs+uuDlwwQghRh7S4pXSSlaZ/kSQrIjBihl2OKSLcu9z85r/KODzhVzIGT4g6pOXEcYR2bEfRnv00uqgvoW1bBzokIYSoE+LvmkDYeR0p3n+AqAH9CWkdH+iQRAMV1DyW3os+59jPy7DGxBA9ZFCgQxL1jDTwhKhjoi7qS9RFfQMdhhBC1DmNB/SHAf0DHYYQBMU2o8W4GwIdhqinpIumEEIIIYQQQtQTcgdPiDog9cuvSftuAUEtmtPm3n9ibhQZ6JBEA6CU4shHn3Lsx58JaZ1A63unYAoPP/uOQohaqSj5APtffh13QQEtbh1H1EVyN1OI+kgaeELUcpm//s7OR2Z4FgwG7EdTOf+dNwMak2gYMhb+yJ4nZwKQs+ZPHFnZnPfK8wGOSgjhC+VysenW27GnZ4BS5KxaQ69vv5CxiELUQ9JFU4haLm/jZjAe/6rqOnnrNwY2INFg5G3chGY0ehZ0ndx16wMbkBDCZ47MTOypaZ6pIpRCuVwUbN8R6LCEENVAGnhC1HK2C7qD2zN3EwYDtl49AxqPaDhsF/RAud2eBYOByN69AhuQEMJnlsaNsTaPA4MBNA3NbCa8S+dAhyWEqAbSRVOIWi7qov50fO4Z0r9fSFCL5rSe8vdAhyQaiCZDLqf9UzM49tPPBCck0Pof8tkToq7STCa6zZnFgdfexFVUSItxNxHcqmWgwxJCVANNKaUCHURDk5eXh81mIzc3l4iIiECHI4TwE39/t6WuEKJ+krpCCFEZvn6362QXzezsbMaNG4fNZsNmszFu3DhycnIq3Gf8+PFomlbq0bdv2bnEkpKSGDx4MKGhoURGRjJw4ECKi4urdGwhhBBCCCGEqAl1soF30003sWHDBhYtWsSiRYvYsGED48aNO+t+Q4cO5ejRo97HggULSj2flJTE0KFDGTJkCKtXr2bNmjVMnjwZg+Hk2+TrsYUQQgghhBCiutW5MXjbt29n0aJFrFy5kj59+gAwa9Ys+vXrx86dO+nQoUO5+1qtVpo1a1bu81OnTmXKlCk8+OCD3nXt2rXzy7GFEEIIIYQQorr5fAfP6XSSkpLCzp07ycrK8mdMFUpKSsJms3kbWAB9+/bFZrOxYsWKCvddtmwZMTExtG/fnkmTJpGenu59Lj09nVWrVhETE0P//v1p2rQpl156KcuXL/fLsYUQQgghhBCiup1TA6+goIC33nqLgQMHYrPZSEhIoHPnzjRp0oT4+HgmTZrEmjVrqitWAFJTU4mJiSmzPiYmhtTU1HL3GzZsGPPnz2fJkiW88MILrFmzhsGDB2O32wHYt28fADNmzGDSpEksWrSInj17ctlll7F79+4qHdtut5OXl1fqIYQQp5O6QghRGVJXCCEqUukG3ksvvURCQgKzZs1i8ODBfPnll2zYsIGdO3eSlJTE9OnTcblcXHHFFQwdOtTbKKqsGTNmlEmCcvpj7dq1AGiaVmZ/pdQZ158wZswYhg8fTpcuXRg5ciQLFy5k165d/PDDDwDoumeesTvuuINbb72VHj168NJLL9GhQwfee+89bzm+HHvmzJnepCw2m42WLSUtsRCiLKkrhBCVIXWFEKIilR6Dt2LFCpYuXUrXrl3P+Hzv3r2ZMGEC//vf/3j33Xf59ddfS41fO5vJkydzww03VLhNQkICmzZtIi0trcxzGRkZNG3atNLHi42NJT4+3tsQjY2NBaBz59KTfnbq1ImDBw8C0KxZM5+O/dBDD3Hvvfd6l/Py8qQyFkKUIXWFEKIypK4QQlSk0g28zz77rFLbWa1W/v73c58MNzo6mujo6LNu169fP3Jzc1m9ejW9e/cGYNWqVeTm5tK/f/9KHy8zM5OUlBRvwy4hIYG4uDh27txZartdu3YxbNiwKh3barVitVorHZsQomGSukIIURlSVwghKuJTkpX+/fvz+uuv+zuWSunUqRNDhw5l0qRJrFy5kpUrVzJp0iRGjBhRKotlx44d+eqrrwDP2MH77ruPpKQkkpOTWbZsGSNHjiQ6OppRo0YBnq6X999/P6+++iqff/45e/bsYdq0aezYsYOJEyee07GFEEIIIYQQIhB8miZh/fr1zJs3z9+xVNr8+fOZMmUKQ4YMAeDqq68u0+DcuXMnubm5ABiNRjZv3sy8efPIyckhNjaWQYMG8cknnxAeHu7d55577qGkpISpU6eSlZVFt27d+Omnn0hMTDynYwshhBBCCCFEIGhKKXWuO7Vv3545c+acU5dIcVJeXh42m43c3FwiIiICHY6og5Su48zOxmyzoZnq3HSW9Za/v9u1oa5QSuHKzsYYHo7BbA5IDELUN/WxrhBCzk38z9fvtk9dNP/zn//w4IMPkpyc7MvuQogqcGRmsmnsTay7ahjrrh5J0d69gQ5J1FOuggK23jaRP4cN5c9hQ8nfvCnQIQkhhKiFHBkZbLxhjOfc5JprKN6/P9AhNWg+NfBOjE1r27YtrVq14vzzzy/1ELWX7nRScuQIutMZ6FCEj47MnUvx8Ysrzuxskl96MbABiVrBVVCAPTUVHzpllCvts08p2LoVAHdBAftmzvRb2UIIUVOcOTk4MjMDHUa9dnj2e5SkpADgzMok+ZVXAhxRw+bT/dPrr7/e33GIGlB84ADb774LZ2Ym5uhoOr/xJkEtWwU6LHGO3IWFJxd0HXdBQeCCEbXCscWL2PfUkyiXC1ufvrR/7nm/dKd0FRaCwQBuNyhV+rMnhBB1wOE5czj01psAxIy6loT7H6hw7mLhm7LnJvmBC0b41sCbPn26v+MQNeDQ2//DmZ0NgDMri0OzZtH2iScDHJU4V02vu45jPy5GORygacSNGxfokEQAKV1n/7MzUS4XALmrVpL1y89EDx1W5bJjrr6a9C+/9P5wN7/lliqXKYQQNcWRkeFt3AGkf/UlTYYPJ+y8LgGMqn5qev31ZP7yC0rXwWCQc5MAkxGQ9ZgrPx9XdjbW5s3RjEb0Ejuc6L6lFLq9JLABCp+Ede5Mt08+pWDzZkISEwlp2zbQIYlA0vUyXa51u90vRQe3iqfbJ5+St24dQa1aEtaps1/KFSJQ3IWFODKPERTXXJJANAC6w1F23VnqR2dWJu7iEqxxcXKn7xyEdz3fc26yZQsh7doS0ibx7DuJalOl2m3btm3s2bMHTdNITEykc2f58a8tcv5Yzp5HH0I5nYS0a0+H194gduxYctesRjmdaCYTzW68KdBhCh8FxcURFBcX6DBELaCZTDS/ZTyH33sXAGvzFkQNGuy38i1NmhB95ZV+K0+IQMlds4rdDz6AstsJSmhNp//+D5PNFuiwRDWyxsURdcUVZP30EwDh3boTdn63crdP/fRjUl57BZQi8tKBtH3iaTSjsabCrfOCmjcnqHnzQIch8LGBl5KSwtixY1m+fDkGgydPi1KK/v37M3/+fFq1knFdgXbgxedQx6/qF+3ZTca3XxN70810++RTCnftJrR9e6yxsQGOUgjhDy0m3U5k/4twZmcT0bMnxpCQQIckRK1z8KUXPV3bgZKDB0j74jOaT7gtwFGJ6qRpGm1nPEHeNX9BOV1EXHABhnLu3LoLC0l5/VVvT6ecX5eRu3oVkf1kSjBR9/iURfPOO+/EaDSyceNGHA4HDoeD9evXYzKZuOuuu/wdo/CB7jily5ameX/UrLFxRF16qTTuhKhnws47j0YXXyyNOyHKoTsdJ4cpgPciqKjfNIMB2wW9iOzbt8LkU8rtAl0vvU4+I6KO8qmBt2zZMl577TW6du2KwWDAYDBw/vnn88orr7Bs2TI/hyh80WLS7d6/zVFRRI8YGcBoAqd4/z5y/vgdZ05OoEMRok5y5uSQ88fvFO/fF+hQhKiS5rfdDsfHVJkibDS5+poAR1Q76E4nuWtWkbd+nSdBRgNlirARM3qMdzmkYydsffoGMCIhfOdTF83g4GAyzzCfSGZmJkFBQVUOSlRdk6v/Qtj53XCkphLapSumsLBAh1Tjji34nuR/Pw2AyWaj01vvYY2VcWtCVJb9yGG23TEBd14eAAkPPkr0sOEBjkoI30RfOYzQTp2xHz5M2HldMEVEBDqkgNNdLnb9awoFGzcA0Gjw5bR57IkGm1yk1ZR7aHzFENyFhYR3647BYgl0SEL4xKc7eKNHj+bmm2/mjTfe4LfffuP333/nv//9L3/7298YPXq0v2MUPgpOaI2tb78G2bgDODLnXe/frvx8Mr77JoDRCFH3ZHz/Tal5Fk/9TglRFwW3iieyX39p3B1XuGWTt3EHkL3kZ+xHDgcuoADTNI2wzudhu7C3NO5EnebTHbyXX36ZyMhIHnvsMbKysgBo1KgRkyZNYsaMGf6MT1Szwm1byVmxHGuLFjQeMgzN4FObv1YyWK2e7jhKgTq+7COlFOh6pbNpKaU48t4s0j//BGN4OK0ffozw7j19Pj6AKz+PkpSDBLVshSlcTk5E9TNYTvnOaFqVvkNCnAul66BpdeJOklKK5H8/TdZPizEEB5P4xEwiel4Q6LAqRTvDd1oaNtVPd9jJ+PYb3Hm5RF1xJUEta39yQuV212hGUfuRw+yd/gglBw9g63cRrR+aVm2/Qc7MYzjS0ghuk4ihnvRE9Ols3mq1MnPmTI4dO0ZWVhZZWVlkZmby7LPPShfNGpK7Kokjc94lb+0an8so2LaFHf+4k9SPPuDAv5/h8Ftv+DHCwGs19X4MVs/nMTgxkZhrr/epnLw1q9j4l6tYN2QgB1972dPYO4v8tatJ/WAuekkJzmPH2Dvt4SqNbSjavYstN17PzrvvYMuN11O0e5fPZQlRWTHXjSa4dRsADEFBtJp6f4AjEvWdUorD777N+iED2TjySrJ//9WvZWf98iNH5r5L4c4dfis3/avPyFq80DMnZWEhu++/p1K/E7VBaMfONLl6lHc57rY7sDSJCWBEZZWkHOTovNkc+/4blMsV6HD8Yu9jD3Pov69ydP48tt85EUdaaqBDKlfRnl1svuE61l1xKXunP3LGuQWrw4Hnn6V4316Uw0HOb8tI++zjajlOzvLf2TzmWnbcfTtbx4/FmXmsWo5T06o8y2dkZKQfwhDn4tjC7zn4/LNgMICuk/DIDKIGX37O5eT8tsxzh8vtBiDzp8W0uGuyn6MNnIieF9Dt6x9w5WRjiWnq05Un5Xazd8Y09OIiUIqMLz8joteFRPa7qML9HOnppxSicBfkoxwONB8vgBx9fw7u4mIA3MXFHH1/DolPPONTWUJUlik8gs6z5uBIT8MU2QhjcHCgQxL1XMHmjaR+MBfwpK3f/9QMbN8u8suV+yPvvk3aR++DwUDqB3Pp8MobhHbuUuVyM39cXHqFrqMXFWEMDa1y2dVN0zTi//UAseMnoBmNmCMbBTqkUuxHDrPjzgmeRoWuk79xPa0fmRHosKrEXVxM3qqVngVdoRcVkbd2NdHDrw5sYOVIfvZpHBnpoBQ5v/9Kxrdf0/T6v1b7cR1paSezmhoMnhiqwaH/vY46fh7syEgn/ZsvaT7h9rPsVfv5dAevf//+vP766/6ORVRS1s8/ev44/sHPWvKTT+VYY5t7G3cYDFjr4cTZxuBgrLFxPncrUC4XelFhqdTarqyyCYZOF9GnL8awcG/GtshLLq03t/1Fw6IZjVhj46RxJ2qE6/iwjxOUw4G7qMgvZWcuXuD543j3z+xfl/ql3JA2iWXWnanrY21maRxd6xp3ALlJf6Db7d7zneylv3hPxusqg9WKyWbznh8AWJrV3vMvZ1bmyYaWpuHKPvs5kD9EDz+e/d1gAKWIuuyKGjkudePm+1n51MBbv349Q4cO9XcsopIszWI9H3jwNMya+TanXfSIkUSPvAZjWDgh7TrQ+qFpfoyyfjBYrURdPsS7bLJFYjvL3TsAS3QTOs2aQ/NJdxJ/3//R5rEnqhRH7M23YAjynGAbgoKJvfmWKpUnhBC1UfgFvTCf0kXQ1rc/5kb+aXhYT/3tdLs9v6V+0GLyPZhO6c0Uc/2YcifTFufG0rTZyQusmoY5OrpGx4FVB81gIPHp/2Bt0RJjRARxE28n4oJegQ6rXE2uufb4XxqayUTUZUMq3N5fmt54M22eeIa4W2+j4xtvE35+92o5Tos774bjnylzdBOaXDPqLHvUDZryoaN4+/btmTNnDv3796+OmOq9vLw8bDYbubm5RPiQycuVm8P+p2ZQuG0rYed3I+GR6ZjCwqshUgGebprZy5bgys0hcsBALNFNAhKHKy+PkoMHCGoVLxngaqmqfreruzwh6gJnTjbZS5dgDA0lavDlaH5qLJUcSmH/k49hP3yIyAEDib/3//xWtnK5KNq9C5PNhjWu+Vm3l7qicpRSHHnnf2R8+zXmqCgSHnqM0I6dAh1Wg6KUInflCuyHD2Pr07dOJIQ5V45jGTjS0ghJbFvrelv5+t32qYH39ddf8+KLLzJv3jwSEhLOdfcGr75WxEI0dHLSJoSoDKkrhBCV4et326dLV9OmTSMtLY22bdsSFxdXJtHKpk2bfClWCCGEEEIIIUQV+NTAu/5639LNCyGEEEIIIYSoPj418KZPn+7vOIQQQgghhBBCVJFPWTQDLTs7m3HjxmGz2bDZbIwbN46cnJwK9xk/fjyappV69O3bt8x2SUlJDB48mNDQUCIjIxk4cCDFx+cfA3j66afp378/ISEhMgegEEIIIYQQolapk/Pg3XTTTWzYsIFFixaxaNEiNmzYwLhx486639ChQzl69Kj3sWDBglLPJyUlMXToUIYMGcLq1atZs2YNkydPxmA4+TY5HA5Gjx7NXXfd5ffX5U+O1KPsuW8y224axZFZ/0WdmMNECCEqSbndHP7fq2y7aRR7H/gnjvS0QIckhBDVJm/NKnbcdjPbx48he+nPgQ5HCJ/51EVz/fr1zJs3z9+xVMr27dtZtGgRK1eupE+fPgDMmjWLfv36sXPnTjp06FDuvlarlWbNmpX7/NSpU5kyZQoPPvigd127du1KbfP4448DMGfOnCq8iup38LmnKNq5HXSdY199RlCrBKKuHB7osIQQdUjWou/J/PZLAFx5uaS8MJPEf78c2KCEEKIauPLzOfDUNJTLCUqR8vwzhHTshDX27NNeCFHb+HQHr2XLlqSnp/s7lkpJSkrCZrN5G3cAffv2xWazsWLFigr3XbZsGTExMbRv355JkyaVeg3p6emsWrWKmJgY+vfvT9OmTbn00ktZvnx5tb2W6mQ/nAIn7toZDNiPHApsQEKIOsd++BAYjk8qrOvYD6UENiAhhKgmrqxjKKfj5MTqSseRejSwQQnhI58aeP/5z3948MEHSU5O9nM4Z5eamkpMTEyZ9TExMaSmppa737Bhw5g/fz5LlizhhRdeYM2aNQwePBi73Q7Avn37AJgxYwaTJk1i0aJF9OzZk8suu4zdu3dXKWa73U5eXl6pR3WzXTLI84fRCAoi+lxU7ccUtZv9yCGKdmxFdzoDHYooRyDqiopE9LsIlO5t5NkuHRTQeISorXSnk6IdW2vsYmptqyvqA2vzllhbtASDAQwGTI2iCGnfMdBhiXIol4uinduwHzoY6FBqpVozD96MGTO83R/Ls2bNGgA0TSvznFLqjOtPGDNmjPfvLl260KtXL+Lj4/nhhx+49tpr0Y/f7brjjju49dZbAejRowe//PIL7733HjNnzjzn13TCzJkzz/ra/K35nf8gOKEN9qOHsfW7hNDOXWr0+KJ2yfz2c1LffQOAoNZtSZj5Csbg4ABHJU4XiLqiImFdu9Pm2ZfJW/kH1uYtpJu3EGfgLi5m/0NTsO/fC0CziX+n8dXVO51Ubasr6gPNZCLxudfI/P5rlMtF1FVXYwwNC3RY4gx0u53kR6dSvGsHADE3T6TJ6LEBjqp2qTXz4E2ePJkbbrihwm0SEhLYtGkTaWllB/pnZGTQtGnTSh8vNjaW+Ph479252NhYADp37lxqu06dOnHwYNWuDjz00EPce++93uW8vDxatmxZpTLPRjOaaDz8mmo9hqiY7nBQuGEtmsVC6Pk90U5J1qOUwnE4BaXrWFvGV3hxoqqU203a3Fne5ZL9e8j7YxmNLh+GbrdTvGs7pkZRWFu0qrYYROUEoq44m7Cu3Qjr2i2gMZwrV14uJfv3Ym3eEnN0k0CHE1BKKewpyWgGo9+/4yUHk7GnJBPSvjPmJmV71jQUeX8s8zbuANLmziJq+Cg0o7HajulrXaGUomjLRtyFBYR2u0Au9J3GZIuk6djxfi/XmXkMV3YW1vgEDGaL38tvKJTbTfGu7RRu2eht3AGkz59N46uvx2C1BjC62qXWzIMXHR1NdHT0Wbfr168fubm5rF69mt69ewOwatUqcnNz6d+/f6WPl5mZSUpKirdhl5CQQFxcHDt37iy13a5duxg2bNg5vJKyrFYrVvnQNSi608H+h/5JyR7P5yni4kG0uO9RNE1DKcXR/71C9qJvAbANvILm9zxYrY08Ti9a03AXFrDvgck4jndvqImrzqJiUldUnT3lAPv+7x/ohQVoJhOtHn2asB4XBjqsgFBKceiFp8j7fSkAUSOuJXbSZL+UnbfiN1L+8zgohWax0vrZVwhObO+Xsuuc0+vuaqzKT/C1rkid9TpZP3wFgKV5S9o8/ybGkBB/hydOkfvbEg699AzoOpYWrWj97KuYwiMCHVado9xuDjz5EIXr15Z9UqPs97CBq3Pz4HXq1ImhQ4cyadIkVq5cycqVK5k0aRIjRowolUGzY8eOfPWVpxIrKCjgvvvuIykpieTkZJYtW8bIkSOJjo5m1KhRgKfb5/3338+rr77K559/zp49e5g2bRo7duxg4sSJ3nIPHjzIhg0bOHjwIG63mw0bNrBhwwYKCgpq9o0QtVrR1k3exh1A3vKlODM8d54dRw55G3cAuct+omRf1cZ5VkQzGmk28e/e5eD2HbFdPJDc35Z4G3cAae+/gzoxuFyIOirz28/Ri4sAzwlB+kdzAxxR4BTv3uFt3AFkff8ljjT/JI3I+OJDbzIK5XKSteAbv5RbF9kuHkjwKWO1mk38e7XevfOVu7jY27gDcBxOoWBtUgAjahhS333Dm/TOcTiFnJ8WnGUPcSZF27ecuXEHNB1/BwaL3Bk9lU938AAOHTrEhx9+yL59+3jqqaeIjo5myZIlxMfHk5iY6M8Yy5g/fz5TpkxhyJAhAFx99dVl5uXbuXMnubm5ABiNRjZv3sy8efPIyckhNjaWQYMG8cknnxAeHu7d55577qGkpISpU6eSlZVFt27d+Omnn0q9nscee4y5c0+eMPTo0QOApUuXMnDgwOp6yaKOMQSd3u1Fw2AN8vx5pkaUXr0Nq6hh1xDeqx+u/DyC4lujGY1lT0AMde56jxBlnfa5ro0n2jXmjHWNf+ZENQaHeOqM4+WVrfMaDoM1iNbPvkbJgf2YwiNqbXdVzWQEkwlcLu+6hvz/VlOU0k9blgupvjhTXR4/4z9YmrfAElP+FGgNlU9ndMuWLaNjx4588cUXvPfee97sTYsXL+bRRx/1a4BnEhUVxQcffODNHPXBBx+USfSilGL8+PEABAcHs3jxYtLT03E4HBw4cIA5c+acsb/6gw8+SEpKCoWFhaxYsYKLL7641PNz5sxBKVXmIY07cargDp1pNOz4GEhNo+mEOzHZIgFPt5jIy4Z6t424aCBBbau/a5O5SQzBbdp6K0nbpZcR3L7T8RgNxN3xz+rtJipEDYgedQOmRlGA58S76d8mBTiiwAlu15Hwvid/wxpdOQKLn+b0ajbxbozHu5lZYpsTff1Nfim3rtKMRoLbtK21jTsAg9lC3N/v9V4EibhkEGEX9DnLXqKqmt16J2ie021LszgaXXFVgCOqm4I7dCbikpOZnKNHjyWsRy9p3JVDUz5cSujduze33HILd999N+Hh4WzcuJE2bdqwYsUKxowZQ0qKzJVUkby8PGw2G7m5uURElN8PW7lcZC/+DmdGGuH9BhDSoXO524rayZWXi2Y0lsnEpZTCnrwPpXSCWrcNWMNKud3YDx3EGGHDfPykWPiust/tQJXXUOh2O46jhzA3aerXLHiu3GyyF36LcrtpdOUIzNG192T+BKXrlOzfg2Y0Yo1v49e6Rnc6ceflYIqMath3Sn0QyLrCXVSEcpRgigxcne/MOkb2ou9A04gaerX3okx95UhPxZV5jKA27SQRSBUopXAcOYRmMmNp2jAadr7WFT510dy6dSvDh5dNl92sWTMyMjJ8KVKcwdG3XiZ3yWIwGMn64SsSZr6KMTyC4h1bsbZqTVDr6u0KK6rOFGE743pN02rF/59mNBIU3zrQYQjhVwarlaAE/36/lNNJ8iNTcR4fw5azZDGJr72HMSTUL+XbDx2kZO8ughLb+zXbpWYwVFvyE4PZjKFxw85SWhcZQ0KgGhKrFO/ejuPoYULO64a5gs+FXlJM8oNTcGVnApD328+0efndet3wscQ0kztNfqBpGtbmgc0sXVf41MCLi4tj8+bNJCQklFq/bNky2rRp44+4BJCf9LvnD90NBgPZi78jf/lSlMszUXXcPQ8RcZFMPCyEENXNfuQQzqOHvcvunCxK9u4itGuPKpdduHEtKc9MO17XG2n58JOEdutV5XKFqCnZi78j7Z3XANCCgkmY+Vq5FypKkvfhyjx5M8CZnoY9JZngth3OuL0Q4tz5NAZv6tSpTJo0ibfeegtd11m1ahXPPvss9957L//85z/9HWODZYltfjLxha7jTDuK0t3e5zO//TxAkQmlFLm//kTanDfJX7Mi0OEIIaqZOaoxmtl8MhW3wYDZT1fks374Gk4kYlA6WQu+9ku5dZXjSArpH8zi2Ocf4C6UDNV1QebXn3j/Vg47uUsWlbutuUnT0smQjKY60d1ZVEzpOjk/LyB9zpsUbjhztktRc3y6g/f3v/+dkJAQnnjiCYqLixk7dizx8fG89NJL3Hrrrf6OscFqfu8jHHn9OZxpqdgGXoFyOijeudXzpMHg17El4txkffsZxz58FwxGchZ+Tew//o+IiwcHOiwhRDUxhkfQ4oEZpM1+E+V2EzN2ApamsX4p2xAa5mk4KgWa1qDrdldWJgcenoJuLwGlKFi3ivinX5UEULWcMTTMc1dOKVAKQ2j5XZfNjaNp/q9HSZ83CzRoessdmCIb1WC0ojoc+2QOWV9/AgYj2Qu/pvn/PUFYT0niEyg+T5Mwfvx4xo8f753/LSys4f4gVRdLbHMSnn7Zu+zKzaFo6wbsB/ZjsjWi6a13Vaoc57F0NKMRU6PG1RRpw1Ow6pTus5pGwdokvzXw9OIijrz6LEWb12GNTyTuX9MwR0X7pWwhhO/CevYmrGdvv5fb5MbxlOzejjPtKOYmTWlyY8O9UFq0Y7N3HkMA+95duHOzA5oQ5GyUUmTMf4ecxd9hCI+g+T8fIrjDeYEOq0Y1u+OfpDzzKHpBPkHtOtHoqlEVbh/R52Ii+lxc4TYVkfOa2uf0YUUFa5POqYHnTE/l8EtP4UhJJrRHb2InP3Byeilxznxu4J1QUcPus88+Y/jw4YRUw2DehshkiyThuf+hF+RjCAk9a9YypRRpb71I3q8/AdB49DgaXzu2JkKt9ywtWlGyf493DihLXAu/lZ351ccUrl8DSqdk3y7SZ79B83895rfyhRC1iyWmGW1enY27IB9jWDhaA56T0tLslGkcNA1DcAjGsPDyd6gFClYtJ/v7z9E0DXfWMQ49+yht3/uyQd11DG7XiXbvfIpeVIghLLzaXrtSirS3XyZv2WIAGl8/jsbXyXlNbWBp0QpnRqrnvEhXWGLP7bwo9Z3XsCfvBV2nYM0Ksr7/gmj5v/VZtf6KTJw4kdTU1Oo8RIOjaRrG8IhKpaQu2b3d27gDyPzsfW/WKlE1MX+7g9CefTA1akzEgMuJ+ssNfivbecrgc3QdZ0aa38ou2rKBwy8+Qer/Xix9HCFEQGkGA6YIW4Nu3AEEtWlHo5HXo1mtGEPDaHbXvWgmc6DDqlDBupWnNGgUenExyukMaEyBoBmNnvOTamzYluzZ4W3cAWR+/j6uLDmvqQ2a3f5PQrr2xNSoMbYrhtNo2F/OaX9XRpr3ojmahutYuv+DrEZKd5P1zScc/s9jZH39camcGYFQ5Tt4FfFhij3hR8rhKLvO5QpAJPWPMSyCFvfPqJayIy4eTP7yJZ6JUZWObdCVfinXcSSFQ88+4qlANY3inVtIeOGdBn9CKYSoPRxpR8hZ9A3obnS3i2Pz3yGsVz80Q+2dZ8/S/GS2SE3TQNNkXsBqopxnOq9peI3p2sgUGUXLh5/2eX/boCvJmP/O8XMfVeeyxGd9+xmZn8wBoHD9apSu0/jamwIWT7U28ERgBXfsQnCnrhRv3wxA+CWXe7JXiVotrMeFtHz8RYq3bcSakOi3Qcole3eC+/gVJaVwph7BXZCHKSLSL+ULIURVlezdBe7jFyKVwpmeijs3p1aPtYq8fDi5vyzw3IEAGl87Vhp41SS4QxeCO3ejeNtGAMIvucxv2WxFYDUaeT3m2OY4UpIJOb8nwW07Bjqkc1K8bVPp5e2bAGngiWqgmUy0eHgmxTu2oJnNBLXvHOiQRCWFdDyPkI7+HaRvTWjrmXZDV2DQMDVuUuvHtgghGpaghEQwGD3TRmgapsgojLX8IpQxNIyE/7xF8c4tGCMiCWrdNtAh1Vua0UiLh572nNeYTAQ1sGQ29ZmmaYRf2B8u7B/oUHwS1K4TRVvWe7MhB/qcWxp49ZxmMhHSpXugwxC1gLVlAnH/mk7Ooq8xhIQRfeOttbrbkxCi4bHEtaT5/Y+TveALDCGhRI+5tU7cDTMEBcnk9DVEzmtEbdR41I2gdIp3bCG4w3k0HhW4u3cgDTwhGpSwnn1kXhohRK0W2r0Xod2lsSSEqDs0k4nov94S6DC8qrWB15BSBAsh6j69uIiiDavRgoIJ6dZL7nACrswMirdvwtw0jqB2nQIdjhBCNHhK1yne9CfuogJCu/fGEFL+xPKiYZIsmkIIAeglxRx+fCrO1MMAhPYZQNO7HghwVIHlOJLC4cenouwlADS++Q5sl48McFRCCNGwZbz3CgXLfwEgu0kzWjz+ijTyRCk+5Ufv378/r7/++lm3y8/Pp02bNr4cQgghalTxlvXexh1A4arfcOflBC6gWiD/959KpSXPWfBFAKMRQgjhLizwNu4AXBmpFG1aG8CIRG3kUwNv/fr1DB061N+xCCFEwBhCw0qvMBrRLNbABFNLGELDPBnBADQNY6hkXRVCiEDSzBYwle6AV+b3SzR4PjXwWrZsSXp63ZphXgh/UUrhyslELyoMdCjCj4I6diXisuGeBZOJJrdOwRAUHNigAsx2+UiC2nlSPRvCwom+dbJfy3cXFeDKyfJrmUIIUZ8ZLBZibpuKZjIDED5wKMFdetbY8ZVSuLIz0YuLauyY4txpyoeBcl9//TUvvvgi8+bNIyEhoRrCqt/y8vKw2Wzk5uYSERER6HDEOVBuNxn/+w9F61eCwUj0LZMJu2hwoMOqFHdBPlmfvIvz6CFCe/Un4spRkgjpDPSSYjSjCc1sPud9/f3drg11hVIKvagQQ3CwX5PO5C1dQNaHb4NShPa9lOgJ96AZfLrmKOqZovWryF38JYbgUBqNHo8lrlWgQ/K7+lhXiJqlXE6U04khOKQGj+ki/c1/U7xxNRiNRI+fQli/gTV2/EByZWWQ9fG7uHIyCR9wJeEXX14jx/X1u+1TkpVp06aRlpZG27ZtiYuLIzIystTzmzZtOvOOQtRxRRtWexp3ALqbY++/QWifAWim2j/jyLE5r1K8aS3oOo7k3RgjIgnrXzcapzWpod+1O52maRj93P1HLyki66NZ3u6fhSt/JazfIILP6+HX44i6x3HkIOlvzDw+WbABx8F9tPjPu3ViLjwhapJmMnvv4tWUovUrPY07ALebzHmvE9rnkgaRcTrttadxHj4Auk7mvl2YomMI7nh+oMMql09npddff72/4xCiTlCOktIrXE6U7karA1NKOvbvBl33LBgM2A/ukwaeCAjldJ38LB6n20vK2Vo0JI5DySfHfSodd2427oI8TLZGAY1LCFG2nlYuF7h1qOcNPKUUzlPrJjQcB/fXvwbe9OnT/R3HOcnOzmbKlCl8++23AFx99dW89tprZe4knmr8+PHMnTu31Lo+ffqwcuXKUuuSkpJ45JFHWLVqFWazme7du7Nw4UKCg4NJTk7mySefZMmSJaSmphIXF8fNN9/MI488gsVi8fvrFLVPSPc+mJrG4Uo7AkDEkL9gqCOJOILO60Fh0lLPgq4T3KFrYAMSDZYxPIKwAUMo+O1HAMwtWxN8Xs2NIRG1l7V1BzSzGeVygwamJs0whtsCHZYQAgjp2ZfcBZ/jSj8K4Bnq4cNwhrpG0zSs7c/Dvnubt5F3Ynx6bVX7bzucwU033cShQ4dYtGgRALfffjvjxo3ju+++q3C/oUOHMnv2bO/y6Y2ypKQkhg4dykMPPcRrr72GxWJh48aNGI6PC9mxYwe6rvPWW2/Rtm1btmzZwqRJkygsLOT555/386sUtZEhOIS4aS9SsmMThtBwrG1rz8TPJXu24ziwl6B2nbC0SizzfOOb78QUFY0z9TAhPfoS0qNPAKIUwiPqptsxhtvQiwqIGHYdBmvduFAiqpe5SVOa3vc0+Ut+wBAcgm3EaBmbKUQ1cxfkU7RuBQaLlZBeF5Xb9dMYEkbcYy9Rsn0ThvAIrIkdazjSwIn5+0Pkfv8J7txswvoPxtq6XaBDqpBPSVYADh06xIcffsi+fft46qmniI6OZsmSJcTHx5OYWPbk0l+2b99O586dWblyJX36eE5QV65cSb9+/dixYwcdOnQ4437jx48nJyeHr7/+utyy+/btyxVXXMGTTz5Z6Xiee+453nzzTfbt21fpfWQwtPC3wlW/kjn7Fc+CptFk8qMynikAJHFC5SilOPbmsxRvWgOAsVE0sdNekol6RYMhdYWoLfTiIo4+ORV3VgYAQV160uTuRyQJWy3h63fbp8tiy5Yto2PHjnzxxRe899575OXlAbB48WIeffRRX4qstKSkJGw2m7dxB56Gmc1mY8WKFWeNOyYmhvbt2zNp0qRSUz2kp6ezatUqYmJi6N+/P02bNuXSSy9l+fLlFZaZm5tLVFRU1V6UEFWU/+uiUsuFf/xSzpZCBJ6en+tt3AG4s49Rsn1jACMSQoiGqWTHJm/jDqBkyzrcMn1NnedTA++BBx7g3//+N6tWrcJ6Sreaa6655qwNoqpKTU0lJiamzPqYmBhSU1PL3W/YsGHMnz+fJUuW8MILL7BmzRoGDx6M3W4H8N6BmzFjBpMmTWLRokX07NmTyy67jN27d5+xzL179/Laa69x5513Vhiz3W4nLy+v1EMIfzLaGsGJbkyahsEWGdB4hG8aSl2hBQXDaV2ADBGRgQlGiDqoodQVovoZT697TaYanXpBVA+fGnhbt25l+PDhZdY3a9aMjIyMM+xxdjNmzEDTtAofa9euBTjjbWOlVIW3k8eMGcPw4cPp0qULI0eOZOHChezatYsffvgBAP14Rrc77riDW2+9lR49evDSSy/RoUMH3nvvvTLlHTlyhKFDhzJ69Ghuu+22Cl/bzJkzsdls3kfLli0r/b4IURmNRt+KObYFAJaEdtiGjwlwRMIXDaWuMFisRE+c6mnoGQxEDL2uVo1nFaK2ayh1hah+1sSORFw1GgxGNGsQ0bfeI9MF1QM+JVmJi4tj8+bNZSY5X7ZsGW3atPEpkMmTJ3PDDTdUuE1CQgKbNm0iLS2tzHMZGRk0bdq00seLjY0lPj7ee3cuNjYWgM6dS2fF6dSpEwcPHiy17siRIwwaNIh+/frx9ttvn/VYDz30EPfee693OS8vTypj4VemqCbETnsZ5XbLfFF1WEOqK0J69CW4ex9QeoOYQ0kIf2pIdYWofpFX34htxF9BM8jYu3rCpwbe1KlTmTRpEo8//ji6rrNq1So+/fRTnn32Wf7973/7FEh0dDTR0dFn3a5fv37k5uayevVqevfuDcCqVavIzc2lf//+lT5eZmYmKSkp3oZdQkICcXFx7Ny5s9R2u3btYtiwYd7lw4cPM2jQIC644AJmz57tzbBZEavVWqora3VQSuHKOIqmGTA1aVatxxL+U7JzCyXbN2COa0XIhZdUuWKVxl35iv5cQeHKpRgbNcY28iaM4bUvEUFN1BW1iaZpoNWdz6y7MJ/8xV+i3C7Cr/gLpsjGgQ7prOz7d5H/0zdgNGAbNhpzXKtAhyT8oKHVFadTbhfO1MMYIyJlGg0/qekLbbq9hMLlP6IXFRLS51LMMXE1evyqcOfnkvvdR7hzMgntO4iQnpVvf9QUnxp4f//73wkJCeGJJ56guLiYsWPHEh8fz0svvcStt97q7xhL6dSpE0OHDmXSpEm89dZbgGeahBEjRpTKoNmxY0dmzpzJqFGjKCgoYMaMGVx33XXExsaSnJzMww8/THR0NKNGjQI8Jxr3338/06dPp1u3bnTv3p25c+eyY8cOPv/8c8Bz527gwIG0atWK559/vlR31GbNAteoUkqR/cEbFK3+FYDQgVfR6LrxAYtHVE7x1vVk/m+mZ+ycruPOSidi6PWBDqtesu/eRtaclz0LBgOutMPETK18tlwhlMtF6uNTUMWFABQmLSX26bcx1uKxKu68HI69/iTK6QA0HLu20uyJNzBYgwIdmhA+04uLSH/5MVxHDoLBQNTfphByQe07wRblU0px7K1ncezZDppGwW+LaPrwi5ga1f6LZgCZs57DcWAP6Dr27RsxRkRibVu75sXzeR688ePHM378eAoKCgAICwvzW1BnM3/+fKZMmcKQIUMAz0Tnr7/+eqltdu7cSW5uLgBGo5HNmzczb948cnJyiI2NZdCgQXzyySeEh4d797nnnnsoKSlh6tSpZGVl0a1bN3766SfvtA8//vgje/bsYc+ePbRo0aLU8XycbcIvnCn7vY07gMJlCwgfMFTu5NVyxRtWeht3AEVrl0sDr5rY9+8CTfNMUKrrOJLPnDhJiPLYd232Nu4AcDooWvs74ZdcGbigzsJ5NAXlsB9fUuhFBbiOpWFpHh/QuISoisKkJbiOpngWdJ2cL2ZLA6+OUcWFOHZvO76gUCXF2HdtwdTn0sAGVkknGnceGo7k3fWngXdCTTbsToiKiuKDDz6ocJtTG1zBwcEsXry4UmU/+OCDPPjgg2d87kSjtrZRuvsM6/QzbClqE1N0U0+DA8BgwNSk7nRPqA0cKfsoXp+E0daI0IuuKHdiVgBrm/Yn32vNgCWhfQ1FWTOUw0HhHz/izs8lpNfFmOPkBN7ftNDwMuuMYbW7a5g5tiWaxeq9g2cICfXUO0LUZaef39Sx8x1X+lGKVi1DCwom9JIrG2RCE80ajBYS5rlodvy32dSk7tRNlvh2OA7sPv7ZU7XynKLKDbxTFRYW8sILL/DYY4/5s1hxFpZWiQR1vZCSzZ55pUJ6X4opJjbAUYmzCR88Elf6UUq2rsMc14pGN0wKdEh1hvNoCsdeeezkHbkDe4j625Ryt7e07kBI7wHYd2/F1CSWqPH31FywNSBr7svYt20Ag0bh8sXE3P9vTE2kDvAnS6tELO274Ni1BQBzi9YEd+sd4KgqZoyIJPofj5H/09doBiMRV432W/dM5XZT+NtCnIcPYO1wPiEXXuKXcoU4m5C+AylY/hPuzDTQNGzXjA10SJXmzs0i46VHPHfWlaJk2zqipzze4BKbaEYj0Xf8H9kf/g+9qIDwy6/B2qZjoMOqtMaT7iPvu49w5WYR2ndQpbJAu3OzKfjlW5TDTujFV2Bu0bpaY9SUH/sWpqWlERcXh9td9o6SOMnXWekronQdx8G9aAYj5patG1xlIWo/V8ZR9KICzC1aoxmrdm0p/5dvyf/h41PugBqJe6H8u/q533xA4bIfQDOA0okcN5mQnhdVKYYz8fd3uzLlKbeLo/eNK7XOdu14Qmtx18G6SimFM2U/SndjaZWIVokkW/VV3vcfUfDLtye/Uzf9vU408tw5mbizj2GKiw/oWMRA1BU1QbeX4DpyAGNUE4y2qOo7jsOO88BejJFRdWo4StG6P8h5v/SQoqZP/E8SxdRzStdJ//d9uDPSQAPNZCbmoRcwViJRl6/fbb/ewROBoxkMWBPalVmvdJ28bz+gZEMSpiax2G68C1NUkwBEKBqygqXfk//9hwCYW7ah8d+noVl8zwCnBYcACjQADWPjmAq3L9m23vOH0kEzYN+5uVoaeAFhMGKIjELPzfY2eI1y965a2HdsIO/r90F3E37VGIJ7NNxxP8Vb1h3/SwdNw75zU61v4BVvWk3O+6+CrmOIbEz0lCcw2hoFOqx6w52dybFXH0PPywaDkUa33ENQlwuq5VgGixVX2iFyPn4TQ1Awtutvw9K69nWTO50p+pTGqKahBYVgCA4NXECiRui52bjTj3oWFCinnbwfPiFyzKQKh5dURaUvPxqNRtLT071/n+kRFydjiGqbopVLKPp9EXp+Lo7kXeR+9GagQxINjHK7yF/wsXfZmbKP4k2rfS5PLymicPEXaMfn69FMJhqN+0eF+1hatvbcaQBQer1KFa9pGo1vu99zRyKiEeHDbyCo4/mBDqve0QvzyZ7zEu5jqbizMsiZ/19cmemBDitgNJMRzeDpKaJpHL/YUrvlf/+hd7yWnptN0YqfAhxR/VK4fDF6gSe5HbqbvB8+qrZjOQ7sIe+rOeg5mbjSDpP17nMot6vajucvllaJ2K67FUNkFKamzWk86QE0k9xrqe8M4RGecdya5r0wXbJuOTmfzqq2Y1b6U/Xpp5/SqJHnSpdSilmzZhEZGVlqm+zsbO644w6/Biiqxn0s9WSmRl3HdeIKghA1puzZX1W6EDsPHzh5EgHgdnG24mzX3QpoOA8fIKhLT0IvGerz8Wsjc/MEYu6bGegw6jV3Xja4TjmBVAp3Vgams9w9rreOJ/eqW8MBTou1TsVeB2gaqFMXq+/9dR9LPbmgFKq4EFVchBZW++Y3PV3oxUMIvXhIoMMQNUgzmYm+8yGyZr+EnnPMu96+9c9qO2alG3jXXXddqeWRI0cSE1P6hy0tLU0aeLWM9bwLKPxtobeRF9SjX6BDEg2MZjQSMfIm8r55HwBzfDuCzvc9OYWpcQwYjMdPMDUwmc7aj90QHEqjm+/2+ZhCmJrEYWwSi/tYGuC5ImtuWb2D5Gszc1y8p8uR0gENc9PmgQ7prCKuvpnseS+D242xUWNC+l8R6JDqldBLrqR4/Qr0nEwwmggfWX3JTyxtO6NZg1FOT7ISc3zbM2a6FaK2MLdoTcTwG8iZf3wMpmbAVI2Tu/t0X/j333+nceOyJ1QWi4UBAwZUOSjhP9bETkTd9Sj2rX9ijG5GSN/BgQ6pTlBuFyUbV6KKi7B27Y0xIrLGYyjZsgbH3u2YW7QmqOfFdexKeWmhA4Zh7dILVVSAKbYVmtHoc1nGyMY0uuUeT7dPzUDE1WMx1IGrtqJu00wmom5/kPxv5oHuJmz4TRiCau8k59XNdu14lMuJ69B+rB27EzpwRKBDOqugLhcQM+113NnHPFNImC1+K9t5OJmSdcsxhEUQctEQNEv9mEzenZNFUZKnK2vIRUMwRpQ/ZtFoiyLm/57HmXoIY6Poak0cYrRFEX3PkxSt/hVDcIjnPa/Dv5H+pBx2SjasQOk6Qd36yhi/WiSoRz/CMo5SvPY3jI1jsP319mo7ll+zaIrKqS3ZrkT5ct5/Bcc2z61zLcxG438+XaONiOJ1f5D3yf+8d17DrrqB0EuH19jxhW/qa2Y84UlYlf2/J3Cl7APAGB1L1JQn/dpIEHWTK+MomS8/7BkKoRSW9l1pNOH+CvepC3WFcpRw7LkH0PM9XeINtkZE/+vfVUqQJaqXp556ElfKXgCM0c2ImvKU1FN1mK/fbZ9yPPfv35/XX3/97BsKUQfpJUXexh2AKsjFvmuTX8q279rMsWemkDF9EoVLvil/u21/Apo3IcCJOQ6FEIHhzjjibdwBuI8dxXn8JEr4V+Gy78iYPoljz/wD+86Nfi1bL8zDeeQAyuX0W5mO3Vs84zOPN/AcOzfViYQfZ+M8ctCTEVPpoHRvQpMzqY73VZw7d8ZRb+MOPGMVnQf31HgczgO7OfbvqaQ/dhsFCz5C7iXVPJ8aeOvXr2fo0PqVpECIEzSzBcwWz4BxgwEMBuxb13orKKXrOI8cOOcMesrlJHf+q+j5uSiHncKfvsCxf+cZtzU1iT2ZD0AzYKoD41tEYLmzj+E8nIySeUirhSEkvExSDkOYzF3lb84Duylc/BnKYUfPzyV3/msop8MvZdt3bODYv6eS/d/pZL78cOlkTVVgPC31vSEyuspzfdYGxqgmnvHO3hVGDGcY72zfvt77vma98gh6QV4NRlk/KLcb5+Fk3NnHzr5xBQyh4SczRp9YV8Nz7CmlyPngVfTcLHA6KPp9IY7t686+o/Arn2qgli1bkp6eTtu2bf0djxABpxlNhFxyFUXLvvWuc+zYgPtYKsaoJuTMfRHn3m0AhF5+LaGDrq5UucpeAg57qXV6buYZtw0dfA3u3Gwcu7dgbpVI+PCbfHw11cN5aB/5X89BFRUQfPFQQvpLRrBAKlr5MwXfeSZ6N7VoTaOJDzboblSOvdtw7N2KKbYV1i69/TI2xxBuI/y62yj49n2U7iZs6F/9NkBeLykm/6v3cB7YhTm+PeGjJmAICvZL2XWNOzer9AqnA1VS7JcuZgULPoLjF0D0nEyKVv5C2OXXVrlca/uuhA2/kaI/fsIQHkHEdbdVuczawBjRCNvN/6BgwcegaYQPv/GM4+ryF3zofV/d2RkUrfqFsMtG1XS4dZZy2Ml+99+4Dnl6CISNvJmQvpf7VJYhLILw6ydR8O1clNtN2JWjMcU0RznsFK9eirIXE9TjIoxR1Zj9V9dRhXneeVnBM5YzUErWr6Dwly/RTGbCRtyMpe15AYulJvnUwPvPf/7Dgw8+yLx580hISPBzSEIEljs/h5KkM8yPpBSOXZu9jTuAwp+/JLjf5RUmW1C6ZyJgLSQMS7uuOHZvPrnctssZ99HMlmodfFsVStfJff9lVFEBKEXhgo8wxSVgSaj9k8zWR0rXPSdgx7kO7adk82qCL6jdk06D50ovSqEZfOpMckb2HRvI++AV7/hVPSeLkEuG+aXs4AsuIajnxYB/U8AX/fylp1u4Uji2/UlReCRhI6ovA2FtZknsjBZm854gmtue57fU90rpp6/wS7kAoQOuInTAVX4rr7YIOu8Cgs47y2Tlpd5Hza/va0NQsmW1t3EHULDgY4J7D/a5XgzueRFBPfoDnnpKKUXuvJdwJu8CTaM46Wca/fNpjOGRgOc3xJ91sGY0Yu3WD/uGFZ5zHUsQ1k49/Fb+uXBlHCX/y3e8n8nc+a/S+P9ebhAX0Hxq4E2bNo20tDTatm1LXFxcmfnwNm3yz3glIQLBuXcbylFS6gTO3OVCT4r0zLSyO5TzY6aUouiXryhevgjNbCHs2onY/nYPJeuWo5cUEdStX53M/qicdlRhfql17sxUkAZe7VEHTrDs29ZR8NV7KKeD4EuGEeqnK/72zas9XZROjF/dmOS3Bh5Uz9xermNHT/6fKeVZbqAMoeFE/eMJSjaswGAN9msG4bAr/0rex2+C0jGE2wjuLVml/SHsyr96koJ539dBgQ6pbilTXVe9/j71O6OK8nEmHx8OohSqpAjnvu3Qsi1581/BnXEUc+uOhN94t98yA0dcP4mStuehF+QS1LU3xkbRfin3XLmz0kv/Hjod6AW50sArz/XXX+/vOISoNYxRTUota5YgIq6fhKZpWNp1xdy6I879OwAIGXR1uSmIXcm7KP7tBwCUvZj8z96i8UOvYW7dAT0zvc6O0dAsQZ73IHknoIHZjKVN50CH1WBpBgNhQ/9KwYIPAQ1j0xZYu/o+z2BNUA47+Z+9BccTURT/+j2WxPMw++Eigafr0fEfdM2AsXHTKpdZ3azn9cK5Z6v3rqP1vAsDHVJAGSMaETrA/1mDg7pciPm+Nrizj2GKi8dgrR9TGdQ0vSAX16H9GKObYYxuRlDX3phbJsr76qOgrr0pTvoZ19EDgKfB7Nc7atYQz5yBjhJvY8cYFUPBD/O983o6k3dS/NsPhA4Z7Z9jGo21oheJuWUiWmg4qqgQUBibxGFs1OSs+9UHPp1hTp8+3d9xCFFrmFu1I3TYDRT9tgBDUDBhoyZgMJkBz1xYkRMewHU4GS0oCFOT8sfglBnA73Ji3/AHhT98cPxAFmyTHsEUU/sTqCilcO7Zgp6bhbldV2zj7qF45c/oxYUE9bg4YFfnxHH2YowmT3Vu0F3HJ4GvvZSjxNu4O8FfCS9CBlyF69BenAd2Y4xuSviIm/1SbnUKvnAghuBQnAf3YI5vh/W8XoEOqd4yRjbGeIZEIVWl5+fi2LURQ2g45vbd/HqCXpu4Mo6Q985MlL0YNI2w627H2uXCantfGwLNYqXRndNwHUlGCw3H5OeLUprJRPiNd1PwxSxPj4mLh2JumYien+PJkHpcfUyOYwgJo9Gdj1G8ZhmqMB9TjKcnVnVOMF5b1M1bCEJUs5CLriTkoivP+JxmMGBu2easZZjbnochIhI9L8ez3KEbRSsWndzA6SD/kzdo9I+n/RFytSpe+g3Fv30PgGYNwnbHdEKq4Qq7OHfK7ab49x+8y3p2Bo5tfxJ0wYAARlUxLTQCc/vzcR6ffsQQ0Qhzon8GvrtS9uJK3oGmFHr6YRw7NxDU61K/lF2drF0uxNqlYd+5q6v0/Bxy3nwcVeTpum7tNZCwOnBhwRf2NctQJ5KFKUXxr9/J59YPNJMJc6vqSVyolMKe9CMUF6ABjnXLCe5zOcG9B1Hw7bwTEWDtcVG1HD/QjI2iMTWJpXDFIhwAv3xFxC33YY5vF+jQqpU08ISoJobgUCLvnI5961o0axDWrr3JfuWhUtvomWkoh73aMx4qpVOS9BOOPVswNWtFyKBr0MwWXKkH0QtyMbdsh1ZBt5riVT+fLMthx75lFSEDRlRrzKKSNM2TyvyUMVza8TvOtZWmaUTccDf2LatR9hKsXS7EEOyfsR/2jStKLZes/bVONPCqi9LduA7sAoMRU6u2aFr9vLMUSI4d672NOwD7n78SOuyGOtsN/1R6Xjau1IMYY1p47tCdWrdommdKIeF3en4OhT9/iV6YS9AFA7B2Okuimwqo/Fyce7eeLDsvC+f+7QT1uhRDVFPcqSmYW3fAFNvKH6HXSiWrfjm5oBT29b9LA+9M1q2reD6Lnj17+hSMEPWNISyC4D4nB/IH9bmM4p8+P7mBxVr6B7Oa2Nf+StHPXwDgOrAL5XJgjIymeMmXnjhtjYmY+DCGkLAz7q9ZgjxzUR3PemgICa+WOJXbjX39b+i5WVg6XYApLqFajlOfaAaDZ4xBfs7xFZ55uGo9twtVmIdylHimEAn1z2dKO3VuOs2AISLSL+XWRUp3k//hq7iSPWOGzZ16EXbtbdWSKKYh006rDzVrcOn54+oo56G95H/wEricYDQSfuM/Ce4/BMfOjeiZqWgWK6HDbgx0mPVS3oev4k4/AkqnYN92DBMexBASjn3dr2AyE3ThYM+cd5WgWYPAaCrVLd5wPIOmpU1HaNPxnGJzZRzBsXkVWkgYQb0G1voLiuBJ3uTWDMe7pKoy39n6yKcGXq9evbypV0849QfDLRPtCnFGwf2vROVlU7JmKZo1hLDrJtXIWA3noX2eq63HG2jOA7twbEryPq/nZuLYupqgC8tmlXOlH4aSQjSDhlJgCIvE2r16unIULvgAx8YVoBkoWfULERMexNSs/l5V9AfldqEKcuCUc3bHvq21+uqkUoq8D1/BfWQ/oGH/81dsd87wy8ThwZdchevIAVzJOzA2iW3QJ6Cuw/u9jTsA5/a16FlX14nEM3WJpVNPLN0vwrHhDzRrEGHX3V4vGtElK3862Shw6xQnLSbixilE/v1x9NwsDGERDXq+zeqi3C7caYdKrXMm78S+6idUSTGgcOxYh+32x9AqcSFBswYRdv3tFH4zG+V0EnzJVZhbJvoUmzsrg7x3n/HMe6h0XAd2ET7mbp/Kqkmhw24kb/7L6NnHMDVvTfAl9W9Kk9P51MDbv39/qWVd1zl48CCvvPIKQ4bIhMei/lFKRz+WhhYUguEME71WlqZphA67kZArx3jmh6mhkwBzq7Y4Nq86EQSm+A64tq1BuZwnNzKe+Sqcc+9Wb/c/TdM8898Zq+fqtGPbWs8fSgc0nLs3SwPvrEp/jpQC7bQEJrWNKsjDffjEvE/H03Yf3I21c9WTixiCQrDd8i+/z+10gjsnE3Q3hkZNav1JvGY6Q/e5OnC1va7RDAbC/3IrasTNYDDWmwQrns+PBijPP0YT7owjaMFhZbJNC//RjCaMsfG4U1O8v4WayYwqLvRuox9LRc85hjGqchdrrJ16YunYo8rzjjr3bfXc0T2xvHsTyu2q9d2RjdHNiJwyE1xOtAbSrdin/5H4+Pgy61q3bk3fvn3p3bs3d955Z5UDE6K2UC4nBR+9juvgLkAjZOgNWKuYwKKmTwCsPQegnE6c+7ZhatqS4EtH4EzoQMHX74LuxtSyLdaufc64rzG6GaemnTdEVe3EVs/PoXj5ApS9hKALBmBqeXJgubFRE9wZRz0/akphaCDpjKvEYEALj/R20dQ0MLfxT8KS6qIFh4A1COx2Tny2jH7uVlod37GiX77AvtIzHtVyfj9CRoyr1Y08Y7OWWC8YgP3P3wAIumQERluUX8pWbhclST/iTj+EuXUnLN39N19dXVUXuqqdi+ABw3Em70AV5KIFh6JyMsl7+0nQDISM/Fu5vxmi6iJunEzR0m/QC/II6nkxxuhmFP/8OZ760jP28Vx7PGia5vmBqAJjo5hTC0QLjagz3ZG1Ko4ZtW9eiXP3ZoyNmxLUf2itbyhqSvlvRtwDBw7Qo0cPsrKy/FXkGWVnZzNlyhS+/fZbAK6++mpee+21MhOun2r8+PHMnTu31Lo+ffqwcuXKUuuSkpJ45JFHWLVqFWazme7du7Nw4UKCg4O9x9qwYQPp6ek0atSIyy+/nH//+9/ExVU+5WpeXh42m43c3FwiIureRNcNjWPLagq/mX1yhcFI5P+9UqmuEbWdXlKEKi7EEBld7smZUoqSFYuxr/sVLbwRYSP+drzR5+FKO0Txb9+B7ia4/9BSDbayZenkvf0kenYGoMBgIOK2acfnLgP3sVQKvpmNnpuJtXt/ggeNqlMnjf7+ble2PFf6YQq/fx9VmIf1wkEE972iyseubs4Duyhc8AHKXkLwxVcR1GtgoEOqkDvnGHn/nVZqXfit/1cnxonqedlgMPilC+wJRT9/jn3NUk400EOuGou1m3+6bjv3bqVk9S9o1mCCB17jrR/qk0DVFedKuZzoedk4922jePEnJ5+wBBF534t1qn6u6+xbVlP863doJjMhV47BnNAhIHEU/7GQktVLMISGEzpyfL1OznKCY8c6Cr96x7ushdkwxbX21E/V3OXd1++2T3fwrr766jLrCgoKWLNmDX/5y198KfKc3HTTTRw6dIhFizwp52+//XbGjRvHd999V+F+Q4cOZfbskyfqFkvp1ndSUhJDhw7loYce4rXXXsNisbBx40YMp1wJHjRoEA8//DCxsbEcPnyY++67j+uvv54VK0pnbhP1h9L101Yo7w2tus4QFAJBFWcv1DSN4IuGEnzR0DLPKUcJBR++7JkTSUH+wd3Y7nqi3BNJVVSInpV2coXbjetIsvcEzhjdDNvEh864ryifKaY5tgkPBjqMc2KOb0/kXU8EOozKO70eKG9dLWSIaOT3Mp3JOzh5Z1/DdWCXXxp47sw0Cj5703MXX9NwHdmP7e9P1osLanWRZjJjjIrBuW9b6SdU3fjs1yfWLr2xdukd6DAIvmgYwRcNC3QYNcqTidjgrfNVQS7O3RtxHU2utfWTTw28xo1LT2apaRpt27ZlwoQJjBkzxi+BlWf79u0sWrSIlStX0qePp3vArFmz6NevHzt37qRDh/KvaFitVpo1a1bu81OnTmXKlCk8+ODJE6V27dqV2eaE+Ph4HnzwQf7yl7/gdDoxm+tX9wzhYenYnZJVP6OnHwYgaMAItGoag1bX6DmZqJKikytcTtwZR8tt4GnBIZ7uhAW5xweLaZiatqihaIXwnaFREyxd+3jHspradsFYB+7eVRdTXAKOY0e9iZuMsWWHbvjCnZZysvGgFCo/B1VUUDo7qqhxlvMuxL56KXp2OgDBg66Ru3eiwTDGxsO630qvPFE/FeajHc9KWpv41MA79S5YTUtKSsJms3kbdwB9+/bFZrOxYsWKCht4y5YtIyYmhsjISC699FKefvppYmI8dw7S09NZtWoVY8eOpX///uzdu5eOHTvy9NNPc/HFF5+xvKysLObPn0///v0rbNzZ7Xbsdrt3OS8v71xftgggzRJExK3/h+vwfgzBoRhjmgc6pFrD0KgJWkjYycHfJkuF749m8KTaLlryJdiLsfa+DGOTyndvru+krqi9NE0jZOQtWC8YCMqNMa51vUmm4YuQy0d7km6kpmBOPM/zvviBMTb++LyOnuQSBltUg0hpfq5quq4wBIcSMekRz+9gmK1UN30h6jtL176oogLsW9egZxz2rjdERKH5aYoff6tS2ptt27axZ88eNE0jMTGRzp07+yuucqWmpnobZaeKiYkhNTW13P2GDRvG6NGjiY+PZ//+/UybNo3Bgwfz559/YrVa2bfPk9FtxowZPP/883Tv3p158+Zx2WWXsWXLllJ38v7v//6P119/naKiIvr27cv3339fYcwzZ87k8ccf9/EVi9pAM5kxx7cPdBi1jma2EH7zvyhZvgCluwnqO+Ssc/MYGzclfPRdNRRh3SJ1Re2maRqm5gmBDqNW0CxWQq+8we/lGhs1IezGKdjXLEWzBhF0yfAG3ZAuTyDqCs1sCdi4LyECSdM0gvpeQVDfK3Cm7MG+Zgma5UT9VDt7dPmUZCUlJYWxY8eyfPly7/g0pRT9+/dn/vz5tGp17gMuZ8yYcdbKas2aNfz444/MnTuXnTt3lnquXbt2TJw4sVT3yoocPXqU+Ph4Pv74Y6699lpWrFjBRRddxEMPPcQzzzzj3e78889n+PDhzJw507vu2LFjZGVlceDAAR5//HFsNhvff/99ud0VznSlrWXLlpJkRYh6pqqJDqSuEKJhkLpCCFEZNZpk5c4778RoNLJx40bOO8+TjnvLli3885//5K677uKHH3445zInT57MDTdUfDUwISGBTZs2kZaWVua5jIwMmjatfCab2NhY4uPj2b17t3cZKHMXslOnThw8eLDUuujoaKKjo2nfvj2dOnWiZcuWrFy5kn79+p3xWFarFatVJgMVQlRM6gohRGVIXSGEqIhPDbxly5axatUqunTp4l13/vnn88orr5TbyDmbE42ms+nXrx+5ubmsXr2a3r092YRWrVpFbm4u/fv3r/TxMjMzSUlJ8TbsEhISiIuLK3NncNeuXQwbVn62oBM3QE+9kiaEqB56YT56bibG6Fg0S/Wf3Cil0LMz0CwWDGGR1X48IUTdpLucuPduQbNFYWrmn4QzQoi6QSkdPeOIJw/BadO6KKVQuZmeeYT9NA9pZfjUwAsODiYzM7PM+szMTIKCgqocVEU6derE0KFDmTRpEm+99RbgmSZhxIgRpRKsdOzYkZkzZzJq1CgKCgqYMWMG1113HbGxsSQnJ/Pwww8THR3NqFGjAE//2vvvv5/p06fTrVs3unfvzty5c9mxYweff/45AKtXr2b16tVcfPHFNGrUiH379vHYY4+RmJjoc8NWCFE5rgM7Kfr2XXC70ELCCR0zBYOt8dl39JHSdYq/n4Nr3xYArBePwNprcLUdTwhRN+nFBRS89xQ4HQCYOvQgZNi4AEclhKgJSndT9M07uA94bhBZLrycoIuu8jynFCU/f4pzqyf7srnnQIIHlJ1qrjr41MAbPXo0N998Mw899BBdunRB0zQ2bdrEs88+y+jRo/0dYxnz589nypQpDBkyBPDMy/f666+X2mbnzp3k5uYCYDQa2bx5M/PmzSMnJ4fY2FgGDRrEJ598Qnj4yYQQ99xzDyUlJUydOpWsrCy6devGTz/9RGJiIuBp2H755ZdMnz6dwsJCYmNjGTp0KB9//LF0lRCimpX88QO4XQCo4kIc638laOC11XY814Gd3sYdgH35D1i69EMLCq62Ywoh6h778h+8jTsA18716ENuxGCsUh47IUQd4E7Z423cATjW/Iyl5wAMwWHoGYe9jTsA57plWM/vjyHy7D0Wq8qn2ufll18mMjKSxx57jKysLAAaNWrEpEmTmDFjhj/jO6OoqCg++OCDCrc5NXdMcHAwixcvrlTZDz74YLmJWrp27cqSJUsqH6gQou7S3aetUCilIzM/CSFOpc404f05p68TQtQ3yn36eUQ59UU18Cn3sNVqZebMmd5skllZWWRmZvLss89WexdNIUTDFHTRcDh+RVwLDsXS49JqPZ4pviPG2ATvsrnnpRiCQ6v1mEKIuifo4qu8dROAqc15GExy906IhsDYsi3G+JNDxCwXXo4hOMzzXLOWmFqfTN5o6tATQ6MmNRJXpadJ+O233+jfvz8mk6nU3+LcVTU9shANlV50PMlK4xpKsuJ24z66H80ShDGmxVm39/d3W+oKIeoG3V6Ca8efaLYozAmdzrq91BVC1B8VJlnRddypB0AzYGzWqtwp1cpT7dMkDBo0iKNHjxITE1PqbyGEqCmGkHAMIRVPpO5PmtGIqUXbGjueEKJuMliDsHS7KNBhCCECQNMM5V4E1gwGTHGtaziic+iiGRwcTE5ODuAZ33auLVAhhBBCCCGEENWr0nfwBgwYwJAhQ+jatSsAN998c7mZI7/99lv/RCeEEEIIIYQQotIq3cD78MMP+d///sfevXvRNI1GjRoRHCzpwoUQQgghhBCitqh0Ay8yMtI7fcC7777Lq6++KmPwhBBCCCGEEKIW8WmahFtuuUXu3glRhyjdjWv3epyb/0AvzA10ODVK2YtxH9mHXlB/X7fS3bj2bPT8/xbkBDoc0UDohXm4j+xD2YsCHYqoZfTsdJybluNK3kYlk7ULUWP0wtzjdVdxoEOpNj7NczB79mx/xyFEveJOO4j7wHa0iChM7S9AM/h0LcVvHMs+x528DdBwbvqd4FF3o9VgNspA0fMyKfnuHbAXgWbAetkNGFt1OPuOdYzj969x790EaDg3/kbQX/6OIcwW6LBEPeY+vAf7Tx+C7gZLMEEjJmKIrJn5nWojPSsN195NaMGhmDpeiGYyBzqkgNEzj1Ly3SzQdUBh6jYAywWXVX7/wjxcO9eiaQbPeynzjwo/cqfsxv7Lh57PpzWYoBG3YbBFBzosvwvsWacQ9ZA77SD2Be/h2roS54rvcaxaFNB4lNNxvHEHoMBejPvQ7oDGVFNc21aBo8SzoHQc636p9L5K13FuX41jxXe4DmyvpgirTunu4407AAWOEtwpOwMak6j/HH8u8TTuNA2cJTi3JAU6pIDRczMp+e5tXFv+wLl6MfalnwY6pIBy7dsCytO4A3Dt/LPS+yqn3fNebvwN54ZllPzwLsrtqqZIRUOi5x7DsWoh9j++OX7xAXDYcW1dGdjAqkmlG3gHDx48p4IPHz58zsEIUR+4D2wHtOM/cODevyWwARlNYC6d8VYLaSAT4WoGTpxkgIZCw7l9Fc7Ny9EL8yrc1bl+Kc5VC3HtXo9j6ae4vI3kWkYzQFAIcHLqmgbz/ysCRhUXeBp3AJqGKswJaDyB5D68B040QjQNPWUXSncHNqgA0kLC4US3TE1DC618faQfOwJF+Z79lULlZaJyj1VTpKKhUMWFlPzwLq4da6Ck8GTdhYJK9rByH96DY8My3If3Vl+gflTpBt6FF17IpEmTWL16dbnb5ObmMmvWLLp06cKXX37plwCFqEmquAA9L6tKYwa0iChv4w5NwxAR5afofIzH4OmaSHAYGIyYul6MoXliQGOqKaYu/U42doxGz82G1Ytxrl9KyfezKux/7z64w/OHUqBptfaup6ZpWAePgeBQMBgxdOpTL7uhitpFM5o8J0knTpTMlsAGFECa2eI5STzxfpgtxy8uNUymjr0wtukCmgEt1IZ1wKhK76uFRZ5y8g0YjA1iOIGoXu5jhzy9eU658ACgBYdj6tL/rPu79m7C/vOHuDb9jv3n+bj2ba7OcP2i0mPwtm/fzjPPPMPQoUMxm8306tWLuLg4goKCyM7OZtu2bWzdupVevXrx3HPPMWzYsOqMWwi/c+1Yg3PNYgAMzdtiGfhXn8bOmdpfgJ6dgXv/FgwRjbFceq2/Qz1nxrg2hNx4f6DDqHGGUBtB1/3DcxUYDft3b3meUApKCnGnHcDUquOZ942MwZ2X6b2SXJvHF6mCHDS3A4wGtPxMT9c5o09DrIWoFENMC9yFOd4TJmN088AGFEDK5SzdKNHdnot8mjFwQQWQZjRhsEWjm4xgL8S1fTXmfiPQTn2PymEIb4RlwHU41/4EBgOWPsPQgmQMnqgaQ0TjU5Y0MJmxDrkZQ1SzSo2Xde07PgzieH3n2rsJU5uu1RCp/1T6DCAqKornn3+ep556igULFvD777+TnJxMcXEx0dHRjB07liuvvJIuXbpUZ7xCVAvlcuJc+6N3WT+8B/3wbowtz/1OiGYwYO13FfS7yp8h1knu9BRcW/4AzYC526UYoprWeAyayYwW1QzldHgaPaeM5zCElp+IxNJvOA4UelYqhhbtMXXuUxPhnjOlFM7Vi7w/PHraAdzJ2zAlnh/gyERt4P0OGoyYzx/gt++gpc8wHG43etZRDM3bYTrv7FfB6ytDWOQpS5qny3QDvoOnF+Z6PnPHu427927E1K4nWpPKXQQwJXbFlFi7T55F3WKwRWO59DqcG38DowlL76EYY1pWfv+wSHRN8/boKf2dr53O+RJvUFAQ1157LddeG/i7EkL4zfG7NKVWuRvuGAp/UEUFOH75CI6/j/aMQwSNuhvttPGANUUzW7AOHI096XtwOTF3G4ChcWz52weFYB301xqM0EdKnRwwfkIDHv8jTirzHUxPIWjUZE+XwirSrMFYB42ucjn1gaFFO0xdL8K1Yw1aUCiWS0ZV6m5VfaWcDk4dEwwaemEuhko28ISoDqbWXTC19u0mlLnHYPT8bPT0QxhiWmLuOdjP0fmf9OERAs/Jv+m8/ri2rvAsRzXD2KJdgKOq2/TcjFJ3y3CUeLoSNqr5u3gnGFu0I2T01IAdvzpoBgOmbgNwbVjmWY5ojDG+U2CDErVC+d/BmMAFVQ9pmoal52VYelZ+KoB6zWAs3WUVGvQdTVH3aUEhBA0ZF+gwzolPDbx77733jOs1TSMoKIi2bdtyzTXXEBUV2OQSQpwLc8/BGOM7oRwlGGJaepIICJ8ZGsWAyXzyBNMShBbeKLBB1VPmrhdjbN4OZS/E0KRlg56DS5zk/Q66XJ4bKpZgtPDIQIcl6jlDqA1CwqGoAE+WQiOG6PJ7Swgh/M+nM9j169ezbt063G43HTp0QCnF7t27MRqNdOzYkTfeeIN//etfLF++nM6dO/s7ZiGqTUVd9uoTdbxLX3VOwK4FhWK94macW1d67jJ1vQjN1HAz7VW3QIxvrCqldFAKzdAwk1FUN/kOikDQjEasV9yMa9PvKLcLU6feFY53Fr5RSoHulovR4ox8+lScuDs3e/ZsIiI8Kcjz8vKYOHEiF198MZMmTeKmm25i6tSpLF682K8BCyGqxrV7Ha6NvwJgOn8ApvYXVNuxDI1jzylFtmg43Ck7PFlr3S6M7XthOn9Agx63VF3kOygCwRDeCMtFVwc6jHrLnZ6CM+lbcJRgaNkRc+9h1XrBVtQ9PjXwnnvuOX766Sdv4w4gIiKCGTNmMGTIEP75z3/y2GOPMWTIEL8FKoSoOr0wF9eGpd5l18ZlGOIS/Z4RSimFfmQPqigfQ7PWGM6ha6ZyOdBTk8FkwdA03qeT/hOvUxUXYGxzPqY2klGyNlEupyfz5/FkMO5dazHGtUFrUvmsZuWWreu4tv6BnpqM1igGc7eBAUvsU9/puRmo3GNojeMa/B0aVZSP+/ButKAQDC3ao8mYszpBKYV7z3rcB7aihdowdx+MFhwW6LDOyrnqB8+8boCesgO9WQLGhPMCHFX1UI4S3Ck7wWDA2LLjGYcgqOIC9IxDaGGRGKKaBSDK2senBl5ubi7p6ellul9mZGSQl5cHQGRkJA6Ho+oRCiH85/gPQul1xUCkXw/j2rIc9661noWtf2AZfNNp89CcmXI5cPzyIaogGwBDfGcsva485+M7V3yLyvfMYeda/wtaWCTGmFbnXI6oJi5nmUyfFU06fy7ce9Z5P3sqPxMn+PQZEhVzH9qJc9UCz4LBiOXSvzbYEytVlI/95/fBaQfAkHZAPnN1hH5kL65Nnh4tKi8Th70Y68AxAY6qEk77LVf2ogAFUr2Uy4lj6cfecwJ38lYsA8eUuvCr52fjWPIhuDxtDlP3wZgSuwUk3trEp0tM11xzDRMmTOCrr77i0KFDHD58mK+++oqJEyfyl7/8BYDVq1fTvn17f8bqlZ2dzbhx47DZbNhsNsaNG0dOTk6F+4wfPx5N00o9+vbtW2a7pKQkBg8eTGhoKJGRkQwcOJDi4rInHna7ne7du6NpGhs2bPDTKxOiemm2JminnIRpjZqiRfo/o557/6aTC7ob96FdldpPT032VuQA+oFt53zir5RC5R0rNe2Fysk4pzJE9dKCQjA0P5mlVguJwNA03i9l6zkZeFO0K4XKSfdLuaI01861JxeUjnvfpvI3rufcR/d5G3dwvN6SqUrqBD03/WTGT6XqzG+FsW2PkwtmK8YW5z5nb12gZx0tdU6gso6i8rNKbeNO3gJup3fZtXN1jcVXm/l0B++tt95i6tSp3HDDDbhcLpRSmM1mbrnlFl566SUAOnbsyDvvvOPXYE+46aabOHToEIsWLQLg9ttvZ9y4cXz33XcV7jd06FBmz57tXbZYSg82T0pKYujQoTz00EO89tprWCwWNm7ciOEM/ZofeOAB4uLi2Lhxox9ekRA1QzMYsFz6V/TjDS5Di/bVkuBCs4ainE7AM7+gFhRauR1P70qnGTyTk5/LsTUNLaYVKj3Fu87QpMU5lSGqn7nvCPTDu1BOB8YW7fzWjdLYNB49ZQeeRp7C0Ky1X8oVpzFbOfEee5YbbvKWMvWbJUimBagjjDGtcG9f5WnkKfx2oam6mc4fgKFJC88whLg2aMHhgQ6pWmhBIaet0NCswaVXma2nXNDVpEv+cT418MLCwpg1axYvvfQS+/btQylFYmIiYWEn+y13797dXzGWsn37dhYtWsTKlSvp06cPALNmzaJfv37s3LmTDh3Kv4phtVpp1qz8LiRTp05lypQpPPjgg9517dqVnQtt4cKF/Pjjj3zxxRcsXLiwCq9GiJqnmczV3lff3HsYjpXfQXEBhhYdKn08Q0wrDAld0JO3gGbA1PNyn1L+W/qOwLVjNaqkEGN8ZwwBnHtPnJl2fDyFvxladcIMuNMPYLA1wdi2p9+PIcDcbSCO5V9ASRFaeBSmDr0DHVLAGOISMbTphr5/E1iCMfe+ShIG1RGG6BaY+/8F96GdaCERmDpcGOiQKkXTNIxxiYEOo9oZIqIxdR3gmaPYYMDcfRCatXSjz5jYHffRfaiso2C2YO55eYCirV18zq2ak5PDu+++y/bt29E0jc6dOzNhwgRstuodaJ2UlITNZvM27gD69u2LzWZjxYoVFTbwli1bRkxMDJGRkVx66aU8/fTTxMR4uqelp6ezatUqxo4dS//+/dm7dy8dO3bk6aef5uKLL/aWkZaWxqRJk/j6668JCQkp71Cl2O127PaT3TdOjFMUor4yNGpK0LDbUEqd9URHOYrBaEYzmjwTBl9wBarrJWAw+jyfm2a2Yu56iU/7BpLUFVWnaRrG+M4Y4+vWFD1K6Z5xNZagOpGgw2CLxjpsEjhLPPPrNeAGjaZpWHoMRnUfVGPvg9QV/mOMbY0xVu7014ST9Vzl6wxT+wswtvNcqDvTPprZgmXgGE8+AbNVpt05zqdfkbVr15KYmMhLL71EVlYWx44d48UXXyQxMZF169b5O8ZSUlNTvY2yU8XExJCamlrufsOGDWP+/PksWbKEF154gTVr1jB48GBvBblv3z4AZsyYwaRJk1i0aBE9e/bksssuY/fu3YBnbM/48eO588476dWrV6Vjnjlzpne8oM1mo2XLqmeKE6IuOL0ydqcdwLlxKa7df6I77TjWLMT+4xzsi9/Dnbr/5H6WoAY5WbfUFf7hPrwLx8YluPZt9JxQ1HJ6UR6OJR9i/2kujiUfohfVjZN1zWBAs4Y06MbdqWryfZC6QviLUjqu/ZtwbFyC+9Auz/x61UAvyMH+y3xPPbf0I1RxQaX3PZE7o8LnrSHSuDuFTw28qVOncvXVV5OcnMyXX37JV199xf79+xkxYgT33HOPT4HMmDGjTBKU0x9r13oGdZ/pP/lsdwrGjBnD8OHD6dKlCyNHjmThwoXs2rWLH374AQD9+MTPd9xxB7feeis9evTgpZdeokOHDrz33nsAvPbaa+Tl5fHQQw+d02t76KGHyM3N9T5SUlLOvpMQ9YTSdfScdFyHduJcuxD34V24dq3BuWYhelqyZyPdjXPDkmr7YakrqlJX6IV56Dnp3knsGyr3oV04NyxBP7Qb1/YkXDvXBDqks3LtWIUq8ZzsqJICXDskSYComJxX+E653ejZaehF+YEOpVZw7foT17YV6Id249y4BP1w5ZKinfNxdqwEeyEAqjgP167aXzfXZT510Vy7di2zZs3CZDq5u8lk4oEHHjinO1unmjx5MjfccEOF2yQkJLBp0ybS0tLKPJeRkUHTppUfZxMbG0t8fLz37lxsbCxAmakfOnXqxMGDBwFYsmQJK1euxGotPYCzV69ejB07lrlz557xWFartcw+omFQJUWooly08KgGOfBXuV04Vv2Ayjn+ndU072BolXes9Mbu40lZqB13A5TTjp5+wDMfX0yrGuk252td4dq/Gdf2JM9CeBTWftc0yDugAO6MFE5N/qGnH4SOfSrcJ+BcjpNJApQCl73i7UWto+zFuDNS0CxBGJq0rPa7eXX1vEIp5cmCqHS0iOgav/urnHYcSd96MzOaug7AVA1jgesSPT35+F+e3193Rkq1ZOVUztL1nHLW/FRqelE+euZhDKE2DFGxNX78muRTAy8iIoKDBw/SsWPpL0VKSgrh4b5l8omOjiY6Ovqs2/Xr14/c3FxWr15N796eQd2rVq0iNzeX/v37V/p4mZmZpKSkeBt2CQkJxMXFsXPnzlLb7dq1i2HDhgHw6quv8tRTT3mfO3LkCFdeeSWffPJJqTGBQgC4jx3GuW4x6DqYLBjb9sRgsWKISWgwJ9962oGTjTvwJtxD09AimqCKcqHEc0XP2KZ7rRl7pJwOHCu+8nYhMcQmYuk2KMBRnZlSOq4dq+BEtt+CbFyHdmNOqFtj0PzFEBGFfuSUjGqVmH8x0Iytz0fPSPGc/GgGjK3PD3RI9ZY76yiqMBdD4+YYQvyTeVDZi7D/8dXxOUXB2Koz5s6VPx9pKJRSOLf+fjKLc0w85h6Xn7WRp2enoRdkY4iKxRBatTwP7sO7S6Xd/3/2zjvMkqpO2O+pcGP37Rwn50CYIUdBcBdBEUVUTLi6Lq7rpyi7a8AEmBBkdY2rqwurK6uuinmFRVERGXKGybF7OqebQ4Xz/VG3b/ftMNMzXT0d5rzPc+eZul116lTdqnPOL9tbHz7uBTwRa0AmBvAmaIlWOTNjprFyE9ZAR2mcM1acNCPnmQw3OUBhyy9KNViN9WdjLD/xmPbhWHJUAt7VV1/NO9/5Tm6//XbOPfdchBA8+OCDfPCDH+RNb3qT330sY8OGDVx66aVce+21fOtb3wK8MgmXX355WYKV9evXc8stt3DllVeSSqW46aabuOqqq2hpaWHfvn189KMfpb6+niuvvBLw3D4/+MEPcuONN7Jp0yY2b97Md7/7XbZt28ZPfvITAJYuLS+UPJw1dNWqVSxerNKwK8qxdz7uCXcAjoWz/REcQFQ8T+DsVyGOMP3/vGTsvC0ERKrQKmowT/QSqbh9bRAIo9W1zkoXJ8LtayuLD3A7dyM3njsnrbDjYsyEQCbmRy2nmUBfsQmZz+L2tiGq6jFPOG+2u3RY9IYliAuvRsZ7EVUNaBU1s92lBYm973ns7Y94G5pB4OxXoVXWTrtdp3t/SbgDcA5sxVh/NmKCEkvHMzKTKAl3AG7Pfu+ZP0QtVrttG/aLf/E2NI3AmZejVTXMdFePK8yN52JJFxnvRWtYgr5yZhRMetMyxAVvQCb6EFWNaBXVM3KeyXAO7oBR86W973kl4I3l9ttvRwjB2972NmzbBsA0Tf7hH/6Bz3/+8752cCLuuusurrvuOi655BIArrjiCr72ta+V7bN9+3bi8TgAuq7z3HPP8b3vfY+hoSFaWlq46KKL+NGPflRmcfzABz5ALpfj+uuvZ2BggE2bNnHfffexatXCT0WrODTOQCfW838GK4++7ASMVacc3rVkkr/L1ADuUA/6LAo00nVx9j+Pm+hDq2lBX7J+RlxltMbliJom5KBnxTPWn4WxclPZPnrrat/PO23GCnKaBnM0eFsIDTQxUndLSkT18bsAEpo2L60nWkUNKMFuRrH3PTeyIR2cjl1oPpR3GKf4McxJx//jmonuyWHuk7P/+ZENV+K07zgqAc/p78B64c9gFSAULXmOGBvOmXIb7mAXdts2hBHAWLl5fI22eYowAwQ2X3xMzqVV1oIPSpWjYVy9vMDcU9j6yVEJeIFAgC9/+cvccsst7N69Gyklq1evnnLZgOlSW1vL97///UPuMzpZQzgc5t57751S2x/5yEfK6uAdiuXLlx/3SSEWOm4miZvsw3rhLwjHU2Y4e59Fq2k+rIBmrj2TwhP3QPG40YhAaEb6O1Xs3U/hFBc7bo8XY2os3eD7eYSuEzj7VZ77hxlAi8R8P8dMoNUtQlu6EffAi6DpmCddMIctrsITPqX0FktCTPjMHU+4ubSnJY5WT9ulS7FwEIEQMp8FpKcI8ckirzUvR+tZjdu5C3QD8+SXqsyiE6BFYmiL1uB07AbporesQsQOE5pjhoAEJf/+o1iUS9fFeuYPxThvAAfjxJd4lvNwxSGPHcZNxyk88X9FC5DAHeomcM5r1O88j9CXnYjT3+HVywuEME+Yf6WUjoRprVgikQgnnXRsfWgVimOFM9hF4enfewO6lGXpP2RR+3cotNpmghe+EZlNeZq/HY+BlBirTvHFLehwOAOdOH3taJEYeuuaMnchd6CzbF93sAtmQMADz8Ikqg4fX+sHspDDGexChKLo03DjEUIQ2Hguct2ZILQ57WolHS+eYLQmXCb6Z6k3s4+b6Cf/5L2lOIvAiRegNy6b5V4p5gLmCS/xng27gIg1oi/1J05VCA1j5cnY4QhijrmbzyWc/g6cvjYwPQunvnQDOBZW2zakbWG0rBrntmeecB6Fx++FfBpR3YCx/CjcB117lHDnIQxzysIdgIz3jnLvk8h0HKw8zLKyVuHhxHuRuTR6TfOkCnRhmATPfCXStqBYd3chM2UB7x//8R+n3OgXv/jFo+qMQjGXsNu2jgzoQnhuesMJU+oXTakNEQh5n0glTnoImY7j5NM4z/8ZEYxgLj9xRuK6nIFOCs/cD0LgSImbTRJYM5LhVqtqwBmVxVI7nBZ1HuDm0uQf/6036QLGys2Yy06YVptz12o3gmYYoJtlCxi9+fgt2msf3D4S+wpY+19QAt4MIF0He/+LuKlB9NoW9NbVvi2Y7J4D2AdeROgm5ppTfYtJdFMD3n+MADKfRhayviS8ctNx8k/cW3T/krjxXoKbjo3L23zCbnuxLIui1bYNrHwxo7LA6dhF8KzL0ULR0jGiaPVzBzo9ReHRPGO6CbF6ZHrIO79uoNVNbQ4v9aMs8YiAUGS8K79iVrD2PY+99xnv/2aI0BmXIYKTexQeL0nuprx6eeqpp6a030KXiBXHD0I3GUm3LhCxWoyGZehNyw85eExEYfujuH0HAYksFTEWyPQQwc0v87fjeBk8R5ckcHrbYJSAZ6w5DQS4Q31oda3oYwShw9WVnIs4XXu9+Ioi9oEXpi3gScf2FoHB6Jy24gXOehXW839CFnLoy05Ab1rua/vz6nnQR0/eAmHMfSF9pnHzGa+ebCDsW5vW7qe9pAWA2++NN4YP8bRuagirmFRDIsg/8wdC57zGl/fP2v/CyIZj43TuRlt1yrTbdQe7ypI3uAOdSNed02PGrDBqTpV49Y1HyuVIcG3coW605pWlQ+wDW0vPmZNNgdAJrDvjiE7rdO9DZpOlOGqtcRkieGTvglZZg7npIuz9LyLMAMaaM45qTHTzGQTiiM+vmBz7wKj32sphd+2d9ty/EJjyzPeHP/xhJvuhUMw5jJWbcIZ6vMKcwTCBE15y1DFkMjmcgrjsW9x4L25yELv/IFoo6gmPPiyktWgMZ1QwsRYpj0MSuoG5bnxpDzeTIP/Cg8hsCq1uEcENZyNmOLmIm0tT2PM0FHIYLavR6xfh9LUDoNcvnrIVzdPKjbrH+vS0dE6in/xzD4BjIUJRgpsuQjtCwf5YIcJRtCUbkFYevd6/jL6uY5N/+nfIdAI0g+BJL5mW6+uxwFx2Au5Ah6dIMQOYq4+uNutCQEpJfsfjuN17AdCXrCfoUwkGd6h7zHYP+CHgpeOjtqRnkbfy4MOCWBgmslRiUE57jCi1WzYvCAhGlHA3AeaqU8gnepGFPOim98wUvQ+GZz0tXD7HuumhUVsSd1SJg8MhrTyF3U/jDHSWFJ6CERd2WfCEAYTAaF6JMAOHbE9vXHbU3gBSSgq7nsTp3A2AsXQjgQWcwXE0biaBM9SDFq2amflDN8rizo8XC93hmLZq88knn+TEE08kEDj0i6FQzDe0cCWhc17jpb8OhKc1YWt1i3A6do75VkA4Ru6Z3xflEomeHiI4gUbZzaW9IrpmAL1x+WH7oreuxs0kcXoPoEWrCKw/e0r9LGx/DJn14gvd/oPYB3diznCNoPzzf0ZmkoCkkOhHtMU8bSsgOnYR2nTxlO693rIKp7fNW3jqxpSveTKsPc+U3B5lLoPdto3A6lOn1eZMkdv6MHKgAxDY7dsInfpytCOIL5kMa8fjnnAH4Nrkn3+QyHlXTrvdmUQEIwTPehUUcmAGZ1xBMZdxE32ecFdUGjlt23CaV6L78GxosXqc9EjyC7/cvLWqes/SUnSzFZFK3+KczLVnUnjuj2BbiFgdhk/FnPXaFoxVp+Ic3A6BEIF10xt7FipaJEbwrNeQe7hYi6yohBThSoR0MZae4P3+o9BrWrwakUXLn1439eLU+W2P4A52A17dNaQDCERVPdKxyT39e2Q+A4B1cAeBDedgzJACS6YGS8IdgH3gRYzmFWXuqAsRJ9FP/tk/lH5rc/WpmC3+ZqYPrD+HwvMPgOt4CfCaVeZ78EHAO+OMM9i6dStr1671oz8KxZxCaJqXUnkKSMfGat+Gm89g1C/BqB2ZiMzVpyKCEa+wt256sQBBLyDf7tzN8CLJ7tk/TsBz8xlyT/+upKHSh3oIHkZ4EUIjsOY0WHPa1C8WkIUsI1YwUdyeOaTrjnJZLX5XFO7AmxTd9BD6FJLSCN0gsPllnrbfMKe9sJfFJB2j+zoXka6LHOz0YkSllx3Q7jlAYNn0E0i42fLfZmyigukynIXYb/dPITSYo9bWiZBSYnftxkn0o8fqMJpX+XJP3NRQecySEJ4yxQcBz1x9qlfHMjmAXteKvmjNtNsE0EJRgqf8FfbBnWCYmEs3+vZ86NWNhM67CuwCmCFfnztz6QbMGUpUtZBw491IZCmmXQDmik0YTRNbxvSWlSC8rJVaZe0RPWfuWM+ZYAS9bhHmyk24qcGScIemgV2g8PwDiI3no9c0Hf0FTsKE88eYOWYh4nTvK/sJ7I5dvgt4el0rofNf781PZnD+hBPMMNMW8FSZAIXCI7/jMZxBLzul09eOOGHEnU1oGuaYBbeUEqd7L148AqX4gMwT9xBcdxZ6MbGAO9hV5n7g9B9Eus6MWCaMlpVY+4p1hwQznpxCaBpaZV1pIpaiWM9NuiWXHWFM3TtACOGftn/ZRgovPlQMytcxfVrA+o0cLo8AI3GXVs6Xto3GZVipoVIGWeFjyQF7oIP8rqfAtTFb1xI4jhfHVsdOrGK9L+/9dgksmr7SdKJ6YX4VFxa64SmRZgCtspbA+vEu5H4gNB18jEUcRjo2TqLf87JQ9QwnxEkNkt/+CGi6N6ZoGlJohxSohBAYLSuhZeWk+0yGXt1YcvcHCK47E72oeC3F0Y8eOwG7r21GBDwtVotW3ei5pQJ6/RJEuPIwR81fpFXASQ3glvIYAIgZSSoHXkkm9OPXW2MiVPS5QuETTrxn1JbASfRN6G9uD/WQ2/UkOBZm8yq05pXYfUUXFOHFBeR3Pk7klL/2WhpriTACI0Wtp4mUEpnPIswAQjcwlmxARKuRmQR6bcsxqSEWPPF8rP0v4KSHcLOp4Y6BYxFYcbIvroZHg1G3CO30y5CZBFpl7azXLpwMoWleYWW7aF0TAq2m2Ze2jdbVFHrbcfNpEBrhtUeW3GAypGOT3/F4KTGFdXA7enUjeqzuMEcuTJyhnvHbPgh4ekU1xrITsfe/AMKLgdJ8Su4gpcTuPYCbSaDHGjBq/Xnm5iPSLpB57oGSRSiweB0Bn9w/FxJuoh9JsVYnwlPoBSM4+TT6DFheAuvOxApXILMp9IYlJeEOPEtxYN2ZFHY+wWgTk5+JiEYjhEbwpAtwh3pBaGhV9QvW0uTm0mSe/7NnKQcvB0AmjghG5myYw0JECXgKhU9o0epRLiESLVo9bh8pXXI7Hvfq8gBW5y5C68/GySRGXBOFwC2MWGC06iaMxeuxO3YizCCBo8zeNa4vtkVm6xbcYnax8NrTMWL1GHWtcAzrOAkzSGD1qaSf/L9RXwqMZSdg+rDInQ4iFEUivSySs9qTyRFCENxwHoUdjyKtPEbLqrKFzHQodOzCLWRLhdTzu5/G2OxD+nfHLss6CCB9sjrOR/SKatxRCiLdJysbQGDpBswl66CYtdAvrIM7KBzcAQis7n2EVp/mjR3HIXZ/J+6wux9QaN+BuWiN5yqsKOEpDD3hDiE8Ya+QI7v1YbTKWiLrzvTVM0XoBoFDJBUyGpehVTVQ2PYwbiaBVt2IOYOCuTiMtRK8NYKbTSHMINo8LcNg9RwYUTgCUggi573Wqym7QIXauYgS8BQKnwiuO5PC3meRuTRG47KyGLwSrlsS7oaRVg6ZT4+4ikhZ5uIjhCCw7AQCPqf9LXTv84Q7ANcht+95Kk5+6WGPk64DQpQWL1JKcvtfwB7oQAuECa065eiSOIyZ2IV27IenQtde8gd3IjSN4LITsPraceK9AAQWrSXoQ5bAmUCP1RE+/TLf23XifWXbrl8xmWYQvboJp5iJUQRCvmVXk45Dbu8z2PFe9EiM0KpT0Oao9XUYc8kGpOvgJvrRYnWYS/xzVy307Cffvh2EILT0BEyfhDBroLP4v2L88GDXcSvgDbvYy1GlaZizKqHZQ69qQERjuJmkF/c26h65yQHs/g7MhiXHtE9aMEJojtQslI5NpihsAoRWbMKcYs3dSduUElznmNZ0dbJJ5HBiNNdFaPpxnexqtlACnkIxDaRdIN+5G9cqEKhrJTRB6YHRCN1Ar23x0jbjxZfp1U2IUEWZBc84TBCynRoi37ELgGDrKoxRAqGdGsJJ9qOFKzGrGydvZGyA9xQCvnMHd1Lo2uMtFpdsINCwBKuvHbv3gNdENkluz9NETzj/sG2NJbj8JHI7HvMyYUVimNOs5SalxB7qQdoFjKqGwy7ynUyCfNtW71gXcrufZrTrTuHgDgKNy46rFMwiFIXRacl9WiQIITzXQdcF1yHQuvqIYi0PRaFrN/ZgFwBOaojc/heI+BQr5uTSFLr2gpQEmpajR/yJoRGaTnDFJl/aGo2bS5EfVfstt+cZ9FidL5YBLVyJnSsqplwXbQHHEx0OKYS3oBVeoiM5riSOYpjQ6tM8971h6+aoPA7TSWRlJwco9LYhDJNgy6ojfsallNiDXbj5LEZVw7TfbSeTIHdwJ0iXYPNKjCm4n1v9B0vCHUDuwAvTEvDs1BDZ3U8ibQs9Vkdk1SkzLmg5mQROom8kHlzTDhlf7eTSOIl+tFB0SvdIMXWUgKdQTIPM7qdxigtge7CL6Pqz0Q8TtxZafRp2/0FP8KhbhGYGCa89ndyeZ5D5LGbjUoxDxFBJu0Bm5+MlgSyzc5CKky5EMwLYiT4yO58Y2XfJegKTJEoxG5dS6D2AtC1AEDqMO6STjnvCHYCU5A68iFHTVIw7GQmkHu2qdCQY1Y1ET3s50sojgpGjduVwcmmcdAI73os9XKurYxcVG85GO0R8xfiMoZLxuvjja+EWXLTWu4eODUIQXDr9zJzguSFldz2BtLyiZNl9z6FFY+ih6cdbuvnRv6McyZQ3TaTrkNn+aPF9kVhD3VScdAGaT4LpTOAWvPs7Ki8u0iqAHwJerL7okg7oIKaQ6XaqSMfGSvQjNB0jVjfn3bqc5MCIwCIESE9gmOv9ng30aBVm83IKPQcYjjsXUiKCYcwjKIEwGieX9ubEorDoJAeIbjzviO5/7uB2Ct37vY3OXVSsPxv9aOveOjbpHY+VkqNlUkNUnHj+Iecf70A54baUEmkXEJrhJROZIrn9zxfHK69cQaG3jeA0FaeHQ44KLxn2SprsPjqZBOntj5auM7hozYz373hCCXgKxVEipSwJd8PYqcHDCnhC08a5oWihCiIbz5vSeZ18ptza5rq4uTRaRQCrv7Ns30Jf+4QCXr63nVznHqQeAOENA4VsCuMQixJpT5Ai37Exapo9wa84N5l1R69xFLoxLVcSOzlAeudTlAXNF/tpDfUQPERWUL2iFmGGcK0cUjOQo11EXZtQ41LfrEzzBS0UIXryRbipQUQogu6TlUZahZJwN4ybSfoi4Jm1Ldj9BxlWOpg+FX53cxlkMWmA94WDm0mizWGtsxapwjFGLNdCCLSwP3W38r3tSLSSpr7Q24bpw72Qjk1q26MlRZFZ20Jkub/u6f4zZmEuBOACKgZvIoy6ReT6u0oWTyMUJrruzKMe+530UJlw5ObSXsr8KY7X0nUp9LSDKApPUlLo7yR8lAKeW8iVZb6mGFd3OAHPrFtEoWc/MufVog0uWY+Ty5Dc/lhpzo8sO4FA7dSyfI6dsyecw31Gr6xBBEIlQU+LVpclirOTg2Q7PUWxbpplr06h54AS8Hxk2gLejTfeSH29PwVOFYr5hLdYqhyJY2NyTZWf6KEK0M2RmmS6UVoYj830ODyhSOkibRthmLi5NNn2HePatfo7ceoWYUQnvga9sgYtVIGb8zJd6rF6RCCMFowQ2XAu9lA3WjCCMQ0B73Dk+zvIdh9AaDqRxWswxySjyPe2M5mV7XCWFmGYRE44j+yBrViJgbEHz+h1+YF0HaTr+G5R0swAms9pw4UZ9OpC5ot1F4V2WMXIVDGqGwmvPxsn0YcWjmH41HctGC4W4C4qV4Q254sU26ny51hKiZNNYfgwTrlWoWzbzqSm3SaAnRgo8wKwBjpxF6/x5bl2CjkyB7bh5DOYVQ1EFq32xcpmVDVij86EKjSEUDFHk2FnUmUWT8dxp6XYG6t4EoGQN0eOwrUthKZN6KLopIbKvxDiiCxlY9GCYYQZ9KzlSNB0tCm8c8IwiZ5wPk46jmYG0UJRElsfKVPoZg5snbKAF2haRv7gzmKndN/ibw+F0E0iG8/zlGxCw6xfXHrHXKtAavczpQRbthDF2HuBkA76caZAnWl8EfAUiuOVyOpTyLVtR1p5zIbFGD66KU2G0A2i6870YoGQBJpXlOLCgs0rcLNJ7EQ/WriC0NIN2NkUyb2eq4YeihBqOIRFQ04eAyE0nej6s7CGehCahlHdWBq49WjVES/QpZRYyUGkY2PGatEOM8HbmSSZdm+ykkBq7/NUn3CuVyZguI/j2ihacWpbD+n2OoxmBhHGJO5rc7gobSHeR+rANpASM1ZHxbINc9o9TAhBdO3p5Dt3Ix2HQONSNB8LkxuVtb6/i0I3iK49w4urQXpxPnM8eYtbKEz8nR+3WjBiwcMtew+n1ey4hbXwTVjKHNiGnY4DUOjvwAhFCdZPf9Fr1rXiZOJYfe2gm4RXbprT79+sM3aeGbPtOjZWYgChG5iVNYe9l3okRnjlZgrd+7wYvMXrSsdIKUm37aAw1AMIokvWEByr9JlAmJuO5V9oOtF1Z3rjm5QEG5dNOSZQaHrZ2CXHKFKQ7pTdf4PNK9GjVV5cYazu8C6iPqGZQQLN4+sWuvnMmN96uGQGSGFMO6GMohzloqlQTAMtECayajPSdcnH+8gOdBGsqj+ssDJd9HAF4RUnjfte6AaRMXVmUrufHfHDz2WwM8midrHcRc6oqEGfwHrnOg75eC9ICFbXE/BJC5ju2E1hwEuGoZlBYqs3ox0igcno0hHFjiEdC6GNTJyhlpU4qUHcfBYRCBFd7dX9OpJ05UZlDYWBcldXT4Cdeevs0SClJNW2o+SiZCX6KQz1Eqw5RIKdOYAwgohYo5dUxwfXzNHY2TRWOoEeihCo8K+Wox6tIrr2dN/am2kCtc3kOnaNLKo0HSPmTxFuEa704h2LLppGpT+uqnplLWbdIqz+gyAE4aUbpmVNGY0zJh5z7PbRIoQgvHQjYZ9iVBc6gdpmz8W3OAcFm1eQG+xBShezoprU3udL432gupGKJYcvl2PWNGFOYK23koNF4Q5Akm7fSaCqoUwhoUdiBBqXFuMCIbR4Lfo0lTdaMEJ4+fg5ehgpJYV4P65dIBCrQw9MLAAG6lvJD8cGAmZt8xEpD4zKOpgj+Y/0cAVCN5GO5fnZKCXIjKIEPIVimkgpSezfipX2sl9l+zqoWb1pzqQFlo495gtJ5brTi8KVQA9HQWgYFVXjBCEpXeJ7n8fJeQuh3EA31atOmra2XrpOSbgDcK08VnJgvGZ1FEa0CqEbpevRw5XjYuK0QIiKjed6gp9uHpUWPVDbDFJiJfpB0zCrGjBjdXO7ptUY66Kcw9ZGKL4zB7ZjFV2jsr0dVK/Z5ItipJCKk9j3Ymm7onUloSm6NC00NMOgcuPZ5Lr2IYQg1LISza9xSdNHFmiiWLTaB4QQRJZtQC5aDZO41B0tgepG8n2j4jOrVHjJbKCZQWIbzsJOxxFGgHT3gdL8KXQD7HwpsVVhqAe3deVRjw3SHT//eQqPUZ4fQhBevJZQy0pgeu6ZUyXVsYf8oCd4ZnraqV69aUIhL9SyEi0Yxk4MYFTWEJzHVi6hG1SsPZV8UZB2LAt7OI+BEJjHwAPqeEIJeArFNHGtfGlyAi9znZVOEKj0R1M+XUKNS0gf2OZtCI1gbTOaGSTUNHnCkWHsXKYk3IGn8bZzaczppocXwynFR9w1DheDoZkBKtec6lnXNB09Ws3g7udwHZtIXQuR+hak65Lu7cAu5AhWVhOuHlnAFdJJcvF+NMMkXNuElU5g57MEK6owI+UWpEBdC4GjzOh2rBFCEGpYTK633ds2gwTm+MJVOlZJuANw7QJWKk6wavpWoPxQb9l2dqDruBXwAPRAiOjS9b63K4zy99XPOltWLkN2oAdN14nUNR/Ssn8kmLWtpJNxpOtiBMMYPsV9Atj5HPnEAJpuEKqpn9sKoTmA0A3MWB1OIVc2f0rHLq8gOKrm6tEQqKwlGwiXangGapsnfVYLmRSprv0gXaKNSwhVH3octfNZ0n2et0ektgk7l8HKpDAjFYSq6ydPWCZlSbiDosIzMUC4fvycI4QgWNdKcIHUmNRDUcyGJeSTcYzKIEZlDdIuEKhpQp/jMc3zDSXgKRTTZKLJ4lilTs8M9JAd6kcPBKhsWoJujj9vsLoBPRjByacxIrEjcj3R9PELq8kWW1YuQ3ao34tVqm1Em0QLKqXEsQpEF68h3e7VCQpUN05Je6cHw4RbViKlpH/HUyVrXrqnDSMcJTfUTy7eD0AhOYQQGqGqWqxchqH920vt5OL9pSQRmb5OqpeuJVAxN10wp0K4eTlmZQ3StjAqa3x1Ec6nEuRScYxAkEhNgy+xRWLY+jMq851fi/ix7czlMgbzmXDTcgZz25ASdE07dGzvEeBYeQb3bkMWlT/5VJzalSf48twNHdheqrVm53MkO/cRa10x7XadQp6BPS+WFFaFdIKqJaun3e7xgDd/jpTZATAr67CT/SAE0cVrEJrmzRu2habrR2SFFrpB1ZrNWMlBhG5gjErM5To26YEepOsSqqwm0b6zNCYlO/ZgRiomnC+l65LoOuDNNcX984nB0v9z8X6kdIkcQrEkDLMsq6VmHh/1VQuZJEP7RubiSH0LFa2HrvurODqUgKdQTBNNN6hYvJpUxx6QkkjDYgyfUpEfinxyiGR3GwB2PoNjFahbMXFBUSMcPao+6YEgFa0rSXXuAyDasmzCCc8u5OnfPxIHVkgnqF22dtyizLEK9B/YhWMVELpO7cpNmMHgEWv/peuOcz11rTyFdLLsOyuT9AS8URpib9/ywPVcYmBeC3hCiHEZRf0gn04w2L67tG0X8lQ1LznEEVNDaDqVS9aSat+FlC7h+kWYPsU4hhsWYWdTXgxeMEyFDwt4xXgyQ/3FJCvgSMglBonWTd9SWkincAA0w3OVzudxHRvdBwWAdBxGqlpK7Kw/MXj5VLzMGyGfHEJKV1nxpoCmG1QuXk2yY3dp/ow0LvbGd6EhNA3XcRho24WVyyKERs3iFQSjU/ciEbpBoLqh7DspJQMHdmEX62ZmhvrQpCyzHjqF/ITzXar3YEmROKrBss1CKjGpgCeEILZkLYm2HUjbIljTRGAOl1vxk3yivLRUbqifisb563Y6l5mXo8/g4CDXXHMNVVVVVFVVcc011zA0NHTIY97+9rcjhCj7nH322eP227JlCxdffDHRaJTq6mpe+tKXks2OFM5dvnz5uHY+8pGP+H2JinlGqLqBug1nUrfxLCKN/miyD0c+k8YVGi4aEkoT1TCObWFbR1b3Jp9JkxzsozBq4ROqbaJu45nUbTyTcO3EmSitbKpsgrNymQnjwFL9PThF4Uo6Dsm+zqNy7dJ0vUwgEJqGGY1hRsqF2GGh1hiboXHMwkufIMOZlJJEfw+du1+ke98OCjl/FoPziXyqXDDOJ4d8azsYq6V2wxnUbTyLaNP0hcZhNN0g0rqK0OK1RHxIlqCYGKtYq2sY26f3Q0oXV2g4CByh4Wo6+JSLQRgBLN3E0gPYmonpUwKesZ4TmjFslVJMhWB1/bj5U+gGEkjHBxjsaqeQ8+Y3V7oMdbYhxxYFP0Jcxy6fM6Usi+nWDBMjPHHyJ2sqigHdJDU0gF3IT/hnMxqjbv3p1J1wNpWLVi64rKuObdHbtoeOXS8w0HmgZDkf+67oAeVhMVPMSwvem9/8Ztrb27nnnnsAeNe73sU111zDr371q0Med+mll3LnnXeWtgNjHqwtW7Zw6aWXcsMNN/DVr36VQCDAM888gzYmocSnPvUprr322tJ2RYW/GeAU85NjOUC7jkMqlcTVPK22cB0i0RHhJt7fQ2KgD4BorJqaxpbD9i+TGGKgq720Xde6lHDRqnW4YzUjgCN0pNAQ0sXQxITJEeSYdNjDg/7RULVkDdnBHqRjE6yqRzeDVLYsQ2g6dj5HqLKaUDGmK1ARo6J5KdnBHnQjQLi+mXTPQZx8lkBFFZEJLA/5TIpkfzfg3e/+g/tpXrl+wU3Eh8IIhsZs+5tmeybuZT6bprdtb2m7pnkRUZ8yRypGCEZjZPIjmW0DPllgpdBwNaNUBNuR7mSlLY8YNxjGzefxSi9oMMXU9YcjUFFFpL7Fixs0DGKtK46rccIPxt4vKSV97XtLgp1XhFwihY4joffgfhpalx51wi9NNxC6XrTqesQWrcLOJEG6hGomDzMIVMQ8pabXcXQzSKx5KbnEAFYmhWsESaVTkE6BEDQuXUlgkrFztp6TQj5HvL8HJMRq6wmG/StTAzDU00Eh6ymBsknPxT9W10S4thErl6WQHEQPhHxxkVZMzLwT8LZu3co999zDww8/zFlnnQXAt7/9bc455xy2b9/OunXrJj02GAzS3Dx5Lazrr7+e6667rswit2bNmnH7VVZWHrIdhWIipJTkshmE0AiGQtMa2POZFO4oF0Wp6VQ0elYQ27JKwh1AKjGE5UpMw6SqphbdMLBtC+lKdMMgk/YmqvRQuctJOj5YEvAORzqV9BZleAu0UE3thNdnRmMkkmnAxXBtKqbh0iU0nXBtM/GhQbJDcSIVDpFoBbHW5RPuH6ltJFI7UjoguOLQ12ZbBSTFWl8MZyOVHE+a+XBVHYVcjkwqgWEGqGo5fGKeqSKlJJ/LefEvkSMrZXEo0vFyF6DUYP+cF/CklCTjQ+RzOYKhEJVV1b4t/KxCgUR8EBBUVddg+BTrU9G4GE03sfMZAtEYoSp/MuBZllVWBBs0XFfiR17DfMHCxYv/FEjy2YwvGeSFEITrmiFcia7rGD4vlo9H7EJ+RLgDXCEAT8gTQD6bIZNKEI1VH1X7QghqF68m0d2G6zhE65oIRivHuX5672acTDqJbphU19TiGiFktBYhHSoqY6XY5EBFDCklHXt2jMwUUpKJDxFoPDY16KaC67r0tO8rKVjz2TRVDS3kslkM01snjDVsTBXbsshlM+Tz+THfe547QmhULVoBKMFuppl3At6WLVuoqqoqCXcAZ599NlVVVTz00EOHFPD++Mc/0tjYSHV1NRdeeCGf/exnaWz0Fnw9PT088sgjvOUtb+Hcc89l9+7drF+/ns9+9rOcf/75Ze3ceuutfPrTn2bJkiW8/vWv54Mf/OA4a6BCMRopJV0H28jnPI13RWWM+qajVxKMT6Ih0E1j+GQj5wVcdLLpNFkgm8kQqaxkaNBbBGuahlvMWqYJgWBEfBmOeZFSksvlkEB4jGBq2zbJZJJUOlPsxfD3490zbcuir7cXqemAjhsIE5xAgJRS4rguuqYddpHb39NNKum5EaaSCZpaFxGO+BP/aATCFIRZEjxMbXrZ3OYjVqFAPJ1FYlCwXILpFFXV/ghLA709JBNe0elAMEjzoiVHvagYzVit+0zXpPSDxNAgA/19gCCVSiKlpKpm+gKT4zh0th/ALS7kMukUi5Yu9+U+CyGI1vuv6BxOoDE8igkh0HwSdoe9DIYT/FjO0XsQlLVr2xw8sB+76JZeVVVNXcPcrkM51xl+j100HKHjWV0BKfEceJm2m6YZjlC3fPyacfQc1NfTTTo57KqeJZ1Kls2xYT1QVlS9u6uTAjroOpproUtnUkvgTFMoFLAsi2AohDGqD7ZVKAl3Eu9y+np7Rv3doqH5yLNIF/J5OtsPlH4XDQ0d7zxhH+uRKqbG3J/5xtDV1VUSykbT2NhIV1fXBEd4XHbZZbz+9a9n2bJl7N27l0984hNcfPHFPPHEEwSDQfbs2QPATTfdxO23387mzZv53ve+x8te9jKef/75kiXv/e9/P6eeeio1NTU8+uij3HDDDezdu5fvfOc7k547n8+XaTMSicSk+yoWJrlMpiTcgSeMVNfVYxRTjTuOi6aJKWvtA+EIFdV1pIa8TGO1TYtKCyPdNIlUVpFJxj1d56g2C1aBwuCIhcMd5SJpS5B6BKQkZAhi9Y2eYNrdTSbjCXDhcJjmpiaEELiuy8H2dpzhxAXCxJAWAiZ098jncmUTsm3bOI6NMSp5gm3bdHR2YlkWuq7T2tJySOVJJlMeB5TNZKYt4EkpGRgc9OJ69YC30JQuluvi2Da6MXPD5lwbK1LJRNlvlhgc9EXAcxyHZCLO8NNXyOfJZjJEfXB3r6xtIJ/NYOWynsa9ce6Xu0ilUrhiJLNoKpXyRcAr5PPYrsQtTvWu7WBbFoGgP66JM0FlTR0D8SEc6QmhYVNH98nqKIuCwrAlvuD64/uZTCawJKXEMEPxOLX1/mScnYy5Nlb4iZSSgaEEeSOKlBIhXe9eSheBRKJhmgaRilhxDhNomj/3euwcJK18uc/GGKEym04Tq6r2/p/JkM1kSsoJVxiEg0Eqao59ApVUKkV3jye0aZrGotbW0lxqmAHQDQpyWOgr1gUsjj/pTIaGiZs99DnHzBcYQSoqKwhGKwhFVCjTsWbOCHg33XQTN9988yH3eeyxx4CJfZallIccTK+++urS/0888UROP/10li1bxm9+8xte+9rXlha6f//3f8873vEOAE455RR+//vfc8cdd3DLLbcAnhvnMCeffDI1NTW87nWv49Zbb6WubuKX+JZbbjnstSkWNmKCyUcIgSslHV29ZDI5NCFobW4gEjl8UgghBNWNLVTVNxXrBImyv9U2tVJRVUOhUKB/lGZOExoT6ayHLX3gFSxOOxoHDvZgGgbZbNaz7AlIZ3Ls3teOlBCriBSFu9JFEgxGiVRWTug2Ywa9ycWbojV0DfQx1pXBwUHPRQtPCOgfGKDlEO7QgUCQ3KiAd9MHS3oulxuftKlYs2+6Bd4Px1wbK4SmYWPgoCOQRHwrZg02uid4FBduYxdOR4uuGzQtXYXruqVEWHMde8y1Oz7dC4QovtcertDn/P3IFQo4jCRWyTkS13V9sTqO4Al5QvhjWclkc0gEUno+EEJ4yjN9Bi03c22s8JNEMkk8Pqo2XjG2W+K9z+FIlLqmFnoH4sQTXohBU4MXFjAYT6BrOo31NQQCI4oBx3WJx1O4UlIVi2JOoqgbOwchdHQ53iNlmNHKEle62Oglt35d2NQtWnZEZR38IJ8v0NM3iJSUnsVEIkF9vVfXT9M0HD0IpflbHxl/hcDh8GvqiRj7jhqGSVWDCmeaLeaMv9F73/tetm7desjPiSeeSHNzM93d3eOO7+3tpalp6vE8LS0tLFu2jJ07d5a2ATZu3Fi234YNGzhw4MCk7Qxn4ty1a9ek+9xwww3E4/HSp62tbcr9VCwMgqEw0coR3/6aunp0XSeRSJHJeJY9V0q6evona2JCxCRujEIIguEIlVXVNDS1YAaCBENhmhcvpjI24hY5Eo/jWfqGY84kULBs0tkcLoaXqVMW/1acBxKpDK4EV4riRCJoWLSEyuqJ4+8CgSDR6josEcQWAfIyQDZXXq7AHZN0Zez2WOqbmolEo5jFuIGKyuknerCdiSfz6to6nxeZ45lrY4XlajjCE8Kk0Mn7pBN0XYkrzBHrstDI2/64yw2jTcHF92iwbQdrAhfk6RAIBEfdC4EZ8MfCJqXXXumDwCej1Yzh2OXlT6SUuD4JvJ63wMhCtqLSJ6uC0HAwimOlgcvMC9JzbazwE6swOvuzN78M2+4Mw6C2sYl8wSoJdwDdvQN09fSTz1tksjnaO3tK1iQpJW0He+gdiNM/mGB/ezfOJO65Y+ccMzDigik0jYbmFioqY5hmgMpYFdW1oyztQkcybCUGB3PG54yxpDNZ9rV3Yzl4z6Qs9n1syaKx89wYJfHREKuuIRjyFNSaplPXOP2yKYqjZ85Y8Orr60vahUNxzjnnEI/HefTRRznzzDMBeOSRR4jH45x77rlTPl9/fz9tbW0lwW758uW0trayffv2sv127NjBZZddNmk7Tz31FDAiIE5EMBgkOIddYhQzjxCChqYWamrrEUKU3PzGTibOFLNK5go2tu0SCZmHdU2JVlaWCZeB+iCVlV4w+PBg7LoOB9o6isLN6PaKsQVoeG4cI3+TEizCRWcnl0X1VYedzDI5u6yNoUSKSHjk3aiIxYincsUzulRXTey3X7BsuvoS2LZLbVUNjS1TS2ogpWQgniGTs4iETGqrIuMms0g4jK7rZRNgRTRKtQ8uc4djro0VmeywC5h3j2yfYpbsCZ5zv9qeSbr74vQNeW7BNZVhWhr9SYZSV1tLNpfHcsDUvW0/CAaDZc+yaRhlVo25SHjM+xcOh9F9WiQ3Nbdw4GAvtiuJhgxqfHqng8Ew8XQxgcvwEn+GBby5Nlb4STQaYahowfPmmQCgIRBUVce82cE9dAkg23ZKVijLtsnlLc8CiMRxXLK5PBXR8YlPYlVVpNIjrv91tbVEIhGklKX5LVoxcWqecqFxJC7vWFrNB+Opsm0XjaCpUTVmLo1VVpJIenVjhRDomk7G8rxrKsLjPWGklAwmsqSzBcJBk7rq8XOnpmk0L1pSsrjPdW+Bhc6cEfCmyoYNG7j00ku59tpr+da3vgV4ZRIuv/zysgQr69ev55ZbbuHKK68klUpx0003cdVVV9HS0sK+ffv46Ec/Sn19PVdeeSXgPeAf/OAHufHGG9m0aRObN2/mu9/9Ltu2beMnP/kJ4CV4efjhh7nooouoqqriscce4/rrr+eKK65g6dKlx/5mKOYdYzPYVVZEGRhKlgS92urDW6B6B9N09XuDeMDUMHWDvOVQXRmiuS6K40q6+9PYjkttVZjKSPlgLYQoCXYF2yGTswkFdJYsbmVwKM5QIjMueD0YDLCoqYXO7gGyubzn9iEMXNfLaeZi0jmQJxyJYBqTu6Po+pj6c6MWbq6UdPWlKUhv0VIRMYlEJhbcDnQMkrc8Tf/BnjimaRCdYFIaS99Qmu7ivYunckgJ9TXlMXu6rrN40SIvLsp1iUQiBIPB43KyCgUD5AvDVlbpm8tZ0DTRda1sQVRT5Uc+Q+856uhNkkwXCAcNFjfFMPTpCwiFgkXXYAaKLo+9iTzVsUKZguJoyVkuKct7J/Out+1H3i5d11i8qIV4IokAqqqq5vxzXHr/0mk0TaOyosK3PvcOZci73u+XyEEykycWnX6dRBeBi1EcN0UxKYjiaAmHw1TX1tMzkPVCCqSDEBIHQWdfiq7+FEubqzBNA6s4D0QioZI3DHhz1rBA5jgSm5HahJp0MM2Jl7/hUIilS5aQy+UIBoOluLXRz6CXhEWiawLXlXQPZLBsh1g0UDauVVZEDqn0dKUklSkghKAibPrynOu652XjSB0XDdPQaG2pwxgzL9fX1xMOh7Ftm2g0Su9gGtfyspYmszZ9g2kaakcs3AOJLJ29ntAdT+VwXJemuvFjthBiRl2TFVNn3gl4AHfddRfXXXcdl1xyCQBXXHEFX/va18r22b59O/G4l6FN13Wee+45vve97zE0NERLSwsXXXQRP/rRj6gcZdn4wAc+QC6X4/rrr2dgYIBNmzZx3333sWrVKsDTmP3oRz/i5ptvJp/Ps2zZMq699lo+9KEPHaMrVyw0TNNg+ZIWMtkchqETCR96sSGlLAkoAPmCSx5Pk9k7mCFg6AwksmTz3qQXT+VZs7SWcHD8q57N2+xsGyy5bC1vidFQX0dVVRUDg3Ey2Ty242IaBk0NdaTzLgM5HSkjRAMammORczQkAg2XvOVyoCvBqsXjk3BIKRlIFsi7QRxcNFkgGDSpqxkRaNPZQqnfAKmMhWW7BMxR2b9sl+7BDMkCCHQMHISAXN46pIAnpcR2JMl0uUtoKpsfJ+ABGIZBdXX1pO0dLzQ11FCwbLK5PIaus6jFn8yAQghWLG2lbyCO67rU1cQmXXAdKb0DafqG8kggb1kIkWBZS/W0283kbCR6Mc4KhPAWZ34IeB29yeL/vNiwzt6kL4IHgGma1NfNvPXZT9I5l+64RNdcAkGXUMCfBWMqU/7+pzMFX+6zEIKC1JFSAyQG/rrwHm/Yjktnf3ZUWK4Xgzfs/CEl9A1mWL64mUQyQ3/SJm0JIhUhDGmhG1rZ3JJIe7UPS2gGwUNYsk3TxJwksY/rSvZ0JkikLTRNEDYF+cLIfLusuR7pWui6RkU0guNK2nqSpLI2FWGDJY2VRcHQZev+IfKW53xaVWGyosVTwNiOi5RgGlNXTA3PcbU1MRJpC8f2XLILNnT0pljaUm7BE0KU1XDO5ctdo3P5cgtpOlNe9iCVKdB07HPHKI6AeSng1dbW8v3vf/+Q+4y2QITDYe69994ptf2Rj3ykrA7eaE499VQefvjhqXdUoZgChqETq5xa5kfXlbh4ma4mUvZlC1aZkAQUXSrGv+rdgxkcd8T1vnsgQ3VFkIBp0NxYh5SSvZ1p+pMW/ftS6GJkgk3lXHTNQBbjWdziBDx2khhmIFlgf9ewYGrQWF3BooZyFw99ggsadj91pWRPR5qhlAVIL216MVGHiUNkjHAnpcR2JYYmyOYddrSnsB2JoQt0OXLN4eDcdlebbYQQLF00M+neNU2jsd7/+nTxtFXMwOg9m4mMP4tty5W4UsOVGiAQ0vUtbtB1KQmOIJgH3qozRjZvs/NgCm+wcUkdiLNpVY0v1o1Q0CQ1aqEa8un9T+dcHNco/oYSfMroeLxi2e6YnEsT3E8h0DSNoawkXnzH0zlY0hilobpcaB8bxnAoi77jSq8kjKlNGP7Qn8iRSFveWOAIko7EHJWsOldwyixbnX0pBpOeYmEwWcDQ0yyqj9LemyZvFWMEEcRTFgXLZSht0dbjWdLqYgGWN493hRyL60p2HUyRyNhoAmLhMNgjz/nYNQGUz5FCCKKRINlRQl10jOdPKGgWBWWPcGheig/HFeoXUijmCbmCw9b9aSwnCEiCegFTF9jOyExYFQ2SzljkrZFF7VghxnZctrVlSOUkMJx0QJDLwNN7kqxtjRAJ6STSNgPJkQHfkQKNEcHSW4SOTDyuFLgiwK6OLA1VJlXRkeElMcZylshYLB4zaYVDJrWxMAMJb3Jrrq8sTcQDiUJRuBs+l+YJnAiWtVaVXaPtSLa1pUnlHAxNEDIp3SPbgWAohClsIuFAmQuKYmHgugJHjqTDn2pc6+EImDquHLEkSTQCPqXvr4wG6Rh0kGgIXGqj/rk49Scs2npzCAHLmkJUR+e2UmMgUUBKgSOFFzElPe8AP6x49TWV9KUEtgsVIUGswp8YtkxB4kitWIJbIt2Zz6K5kAmaOqahYRUVKLomaKqtpGcwg+NKNE3QXOeN3elsufCSydlYtsvB/gK2I6mpMOiKS9J2CB2XiGGxqHHi2O5MzmFbWxrbkZi6YMOy6LjnznFkKXFJ6TupY4hizOgYwSebH5mLHVfQMeDQ3u+5Ogo0DOF6iYTxFJnDwh1Af6JAXVWAWOTQ72x/okAi490HV0IyNzp3LlSMEdbSOYetxeuMhnQ2LInSWFuBrgmyRW+Ymlh5eERDTRTHdUlnCoRDJs11009opphZlICnUMwTDvblsUrCnCAYiLB2SYSBeI685fn/V0aDrAgYdPQmsR2XymiY7riEeIHWOoOgIdhxMMtgWhYXkxJNjPw/m3fZ2ZFh08pKHCm97GXFTHyad1oATN3TnuatUXX0RJBsDlJ5i964xUnLIySykqGUA+illM0AkdD4hY8QgtbGKhrrKhGUx+s5Zan/iosoCTWxIBWR8kVa92CeVM6bVG1XkimUpwsOB02WN1cf8f1X+IuUkt64jeNK6qtMTN0fq4eLXrK2CdwJLcNHQ2CCtOqRkD/CUt4ZsYZLNPKOP1NzruCy42CmtCDd1pbh9DUxDB/utZSSzkGbdM6lpkKnPubTckIILHdEWNLQ0YQ/WTT3duXIWV7b8YxLz5BFS+30hTxNM5Cj3DJdVIKJ6aBpgtVLaugbyiKlpL46QjInCUdMwgFoqDZL8duhoEkyZyOlwAVytsaLBzJk8t7c1Bu3cCVIqeEKz40zGg4gpeRgv8VgysGVUBXVyeUsbMebWyxHcrAvz6rWckGnJhbkYF+OkSdSoOuCSEBQEwsTi5Y/T9UVAVJZrw+21IvZqItlOhA4aBjCIRoyJrQsulNIe+uM2UdKWNIcI5nJEwoYNNSUX8PermxJ6ZnOOXQM5FnaEKK+ZnKFpxCClnol1M0nlICnUMwTxmUKF56bW/2YwTtg6ixvrcZxJQ9vz2I5NgJJT9ymPqbTlwRP5JFIPG22N+F4sXTxDDy0LUvQFKTtkcnK1CUbmg1AEosGkBI6+jLYjiRrG/SnvA7qOOhCsrfHYiApEUWrX3UkhC4sIiGdJQ2Tu6RONMnVVAbo7M+VJqVIUKeuKkRDdXkWtJ64Q8egxHI0DM3TjGqaYLj4nxDQUL0wM8/NN57ekyOe9X7PPd02Z60N+yJ45GwN7zGRSHTyPtUFCAU0QgGTvpTXx+qIpCLszxQ62go/0fbRks07FBy9+H57C8F8wcHwod/7egrs77VBCg4O2GxcLGmsnr7Aa+galjtSS0zD9epQ+sBQRuJIL45SCI2hlEOLD+GJlRGDwfRwhuCJ09IrjgzT0Gmp9wSOrkGLHR0jXiCpvKA/6blxFmyB54ni0TXkzTnDodtW0aIvigLVgX5JKGjjOC57uqxSXdihtIuuSRzXRAK6cJnI+B80dWqrIrT3exazoG6zvCVK1SSW8fqqELom6EtY9CfdMc+2Q8B0qK0MsrSpAk0T1MUC9Ce8a40E9Umtd1JKOgYc4hmXaFBH10RJ0GuuC1ET8z4TYY8ZEx2fxhvF3EIJeArFPKG5NsBQytMECgGtdRMP3q4r6Y67dAw4ZC2taDWTYLl0Doy4s0gpcFwNVwqEkGgCnGINPKsAeWvYHdNbqFgOZCyNRbUGfUmXXV0OqaxJyATH9bTXEpBSB2HTV6pTqyGkxJaCk1ZUl/U1k5d0DDqYumBxnYY+SexKwNA4YbkXPG4aGpGQzlAaEhlJVcRbTPUlHF44UChaHU0s4RI2LRbXB4mFdbIFl4qwTtBUblOzTbbgeottd7g2m6dNX9Y4/dSRBQeG3Y7Bcy32A9uBnqSO7Xrt9aUkOUsSDky//abqAIMpG0cKdCFpqvEhhSaeG3XB0UsWPF1I/FrLdQw4I3GDUqO93/ZFwMsUKMY6euOSV3vTn05bjl6q5SmESyLrz7PRUBWgc6BQ8rBorvEnI6LCoyc+et6C9n5nxLukWPoAtJK3CehowvLmMnc4e6ZExytZsLOjQE3EGxvkcC1XBJor0bViJlSpoU+QETqVc9nfJxnOpusInVhk8qW0EILaWIjKSICBVBpXaqVz6ppOc10I09BxXNA0WN4coa4qgOtKYpHJyyC19dns7hq5L8vqI2Rt70prKsvfw3TeEwYNTbCkXqO1NsieLs8VVBPQWO3PeKOYWygBT6GYJ1SEDU5eWUkm7xAO6gTN8VptKSVP7rHpS3luJoLhJCUaeXQMTWLq3qSQt42yWALPDcpzbRteHhuaS8DwFuIFR+eFNm9iiWe99ocnWc/2N6y9ljRWaEXrzHAdPYiFy/ubsyQP77AYzlPRm3A5baUx6cLINDTqqoKeZXKnTbJo/VnWoLFhkcFA0pv0bakVr1knGDRoLi6WI/4kJVT4gBfgP9oFVzBJfp4jJhLQSOY85YUmXGJhf5KsJLIOOdtLsCKL//YlbJbUT39xZBg6aSuM7YKhgeFT7FbOkhTs4XfTE/AsnyQ8xxHkLa24UHXxq/a77Qrytj6qzy6OI0YbaY4aL06umIBH6hR8ymZjGhqbVlYwlLIxDY1YRCmR/CRkenVYpYS8rReTKI0wWv6XEgzdJYeJoZU/6670hEHXhZSlUyjG0+nCU2a6UgPXLQp8GnlLG9WuZGeny94eF1fqBHQHXYO85Sl/DpcE2DQ0VjSHeGafM9J/B549IBHCJmjAOetMQqY4bMyd40r6EiPPrpSwr19iO9470x23OHedSdAU5C3JIzssHNebh3sSLmeuNokENbIFl1jEmHAtoZj/KAFPoZhHBEyNwASDseNKEllv0dmdoOQC4sWqjcSs2a5GztZLE6IQjJrcPFdNWRLKBJYr0B2bgjssNMFQxluQDwuHtuuljB92iQQouBq265baNjTB8qbyhXB/0sVywHI8LWpPQmK7cDgDW29CloQ7gP29LmuaJRVhDbfkcON1ZCA1QQOKWUcTI65sw0QC/iwywiETa9D16jNK7ZB1GY+E3rjERSsrk9A1BEvqp9/2ri6npOiwXW/7lBXTvx+9SeG9X8PWTCSJjGCC8lVHjC118sUyKcLVED7FyelCwx61Yneljqb50/bIM+eNiX5a8w1do75KWUJmghVNAfKWS2+SonBUzFbKaOGuaI0DCo6BtEvR2gRNB12UC4cZayQm3JESU3PRhKTgaNiujuvCji7oGHJYUifoTUoGki665h1XcHRCwiESFEx1iKmt0HFKHR65BoC8DR0DLiubDt3Y/l6XZw9IpNQJ6AJT82IIHVeUkrdaDgymJc3VgoGUy+hkv/GMxHI8hXHF+DrvigWEEvAUinlOzpL86UVJOj8ssAmGa6tajlbUrHtpujQN9NLa2tNkFlytaNmTSOGlaLdsrwHTkNRVG3TGvYm04AgKtjeR6ponjAnhCY+Oq2HonrWvY0jHlQaakDRWWmxaHihzv0xkJW19glRe8+x+wtPcD6YljbFDuzaN9VgZPr6lRqc/6dI5NPK3KdQ+V8wCAdPLbporJkYVQG2lP4vteAbSBc8tUUMSz/hjpXFcL97Hsr0H0DTGJzc4WsZ6IPrkkchgWuAW3cHAe3cG0rDCh7ZTOY2CMyKoD2Z8aBRvjLGLih+BNwY5rj/ujpVhQWKUZ0FzjbJczAdMQ3DS8jBP77XpHBovIFlO0T1TypIA5ykcPCVPztIImV7W5dEOInnLm3c0BG4AwoaLRMN2RMmVOZ6FRPvwOT1L4nCscFO1zsqmyb1OvHNICjZUhMaXaxjLZDXRbUeyo9NztTzYL4v7eZZuW9OKngUQNByChtfX4bkvEhxTIkLzPoqFjxLwFIp5zp5uyXBpJ89FURDQPOFteGHk1dmSnpVOA0OXuK4gWxClOAZNaOia9BZWYljo0ljRLMjaDn0JyFuewDisLSxoknDAE/YKNiRznoXD0L3JSkpBMBCgcpR7Zq4g+f1zEsumaGXxUtsLAQf7ofEQibqSWRhKC6JBjXQxS9qGxXpJeDxxqUko4HBwwCVkCk5cqoa4uYgmBKevCrCry8Z2JcvqjXELkaOlN66RK3jPnkD4ZsWtiwly+4vujtJbdNVV+CM8LmvQ2dPjUrA1AobLGav9WYF52QBFKVmEpgmkTy6aeVuQtwRSegqltE+LxqDhKZEc1/NIcKU4rPvbVFm3yOSPL7jkLUFDTLK4Vq105xMNVRqdQ06Z7Stva+RtnWEvFVmcTyQgXc+DRNcFWakTMNyStS1viTLB0JUap63QePGgJFMYHou8OVNjxNpXsAXpvCBgCKqiXgbNF9q8+W9lE1QVc57ZDuzvkzy22+tTQwwuOgEW12m098vSFQyfqSos6E9qPLtfUhOFM1dD0PT++udtko4Bbz8hBEFDlmJUC45W6lve1okGbFY361RFvGe7KqKxfpHO3h4HQ4ONi43DCpqKhYFa/SgU85yxy7WgIUDI0vcFy5vMwHOjigQ8DWS24C3QnGKRZVmsLzQ8+Esk0tX4zROScMDANCTpnMB2vImFomCYyQmqoy45e2TSKNgQNCm5fo6mP+UlUihYAik1NCHRdW8xt7cXTimaF3IWvNjmWU42LIbBNNz/nHdOIQw2LZNsWAwBY+S8QgjWtBisafHv/ipmhnBQcNIy/2uyDaQ8jb4Xgypx8/4s4vtTGtmCKMWa6ZqgL6mxxoe29/UKcpa38sxZOvt6oM6HEo2LqgV7urSSosc0JK11/gilOUujYBUFaSEwDb+qswuyOc+yIoTXZ59KGfLEboinNRwXcpZgbw+savanbcXMs6hWQxPQn5LEQhA0JQ/vGn6/vWRNrusl5fHmNe9vVrH0AehFjw/pPV8MZzv1RMY/Pg/RECQzgARDB133hLXh+DYvQY8gW5Dc/xzUVUq6455Xy3MH4PJToX0AntwrRzxdDOhNwL5eOGmpQVOVy2BK0lAliIUFBRsO9MHje7z2+xPQOQinrYLlDZ5wNywOui6kcqLkKh4wXQKjhtFz1pnjEj8trddZWq/iQo83lICnUMxzVjYK9vdKcpY3TW1eLmiu1inYkj++CIn0yGA/nFY6mRXkC54A5mk9h4PywLa9iUnTvIkwV8xOLYQoTm7FvwvvO02DniGt1JauQTAA+YJX8Le+QtCf9LIN/uE5b6LL2QJZtCoiIBTw3Payee87ieA3T8Bg0fry/AFPaBwmGICdXYJNy4/JLVbMI/K2IJOTOI73jIZ8Sq7TNwSpzIj7pBCUtOrTZTBdvj2Unni/I6VrSCNfGHEltW1PwGn1oTRANue5uI0sPf2xCmQKkC14RZ8FeJZ+n1xW93dDzgaKmYj3dCsBb77RUqPRUjOyXRXx5ijPYjccb17+LLpSFOe1ESHNlZTms+Hv0lkYSBQ9XvA8DYaLkA+X3HFd6WWd1ry5Lp0DTfOUo7kC/M9D3hwm8OZQS0Au7wmKhaJLemOVRmOVd86/bJW82O59bxrD85ygkJL8/lk4b72nsKXUd0k27ylmwZvPawzPUrmyEV+y+ioWBkrAUyjmOeGA4JKTvUVhJOhNGnc/BF1DgsWlBBAjg34uL0qxT67jlVVwXVmyTIiiJnQYz6In0Yf9VEqpqEHXJMGA56424gbmuYUhPTeZZ/ZKntoFNZWSZM7LvieL7Ylie9mcN7m11nrfJTLlCVIKYzIsOg74VGNascAYSkgsa1TygsL4hC5Hw+5OgePIkkVaE9DZ589iqiEGL+xzKVgQMGHTUn+sjjs6IJ1xS4tBXYOn92psWDL9tvOW9x4Ok8lNv03whGZr1PsuXMgWBGEfyldmrZH/SwkHeqffpmJ2OX0l/GW7F3tbEfbc+KEYkuB685dV8BSgUnrlgIYFOMdxi+ELY+PjvJdc10VxjvK2NU2WxdvpuvcnxwEpvSRjgQAgi6EHVtHFs+gmurvL80YZZnuH5Ol93hzsuN77GTCH4wQ9heqeblhSJzjQV4w3tEVZTKplC05ZBrWVUDN5eVnFcYgS8BSKBYChC+qLsWv/+7ikfaCYOrkbqqKS3kEHx4VoSJC3vL+FQp67RzYnS1a84YKnw7XzLKtccNONkQQujiPRhCAS9jLpDS/2DB2CwWGLnyRbXPh1lawdstReKOhNmBJYvwg2L/f2GI7rmyyLuaHDOWv9uXeKhYVlyXK3YL+KhlueEmRY9+FAMbvj9IW853bZ9A+M9POZXa4v7qvpjEs645Tea10XnvsZ03fXsmxJLucJj4YO4dBwdsNpMmHCGX/u81j8cv1UzB4VIcHLN3n/d1x4bBe8cMClo8ebkEwDNE87ia57w4FlSWzbLT5V3nNVKIwuOyCL86H3/JkmBIM6mqZh6C62DbbjFJWhYBiiGPMOZCASFuia5yUzTDAoOdgvsB3JH5916ej34ugsywtXGEYgCYyywlVF4Lx1UFchSGQhmYadXeX3oKZCUOuDS7diYaEEPIVigTE0yo3MlZKD3Q6W7X2Ry40kPylYw1pLgeu6ZLMOTtE9EzHitjnsmmLb4OaG3Vk8FxVN0ygUXMJhHSE8TWY67dUHCgR0giENx4F83kHTBMGgVtKADmtOhfCycZ66glKylIABl2yCv2zzJs2VjfB8MR6vMgyvPsOLlVAoxjI25tOnRJe01sCOMZkioz5YlQBe3GeTyzm4xTjYF/fp+FH4bTDukMuPmNksCxJJ8EPAS6dt4vGCZ/3QoaEuCEzf8ri2FbYdLP+u0qd07kGDsnqLyj1zYaFrcPZauP9JB9cF13XJ5cC2vR9d0zwlh+NQ0he4judyqevDcyFFN0zv71J6rs3ZrItpekJivqgU1XRvDkSAaXrHW5ZDPieIRjXyOU9BGghqaJrGknr4/VMuj26X2I5bfN+HXT8hENCwHY3h5M8tNXDWGm9ePKFodR9Mwa6uET1IRQhfyp4oFh5KwFMoFhgbF0PXYDHBiUtJuAOwLIdU0sJxXYQQVFaaVFQEyOcd0mmrNLGZho5lO+RyFq7tlpKvaMUiQK7jghRoOpgBweCAl3RF0z33Tul4k2sgqGHb3iQniimqQyGDmtogwZBBOOC5lV58MmVlFAAW18HV541sn7ISUjmojnoTuUJxLLn4ZNgxRvB45en+tJ1M5smmbS92RwisqAFMX6rJ5R1sy8Uq+l8HTJ2+wWk3C0BXZ5p8bqTP0rGB6mm3u7QBTlzqxd1qwrvvpuGP9e4N58MvHoF0HpbWw0tP8qVZxRzCdWXJxdd1wS4WgXNdiW17ljvH9uY/oUkc2wtRgKLCEc9TRdd1DFPgOhLL8tpwXBfpFssRaRqGqaEb3nkKBQfpenHnCEjEdYJBr4RCLufQ2mxy0YmCb9ydpavPxrY9C6AEhDaS8GX10gCvuTBMdVQQnEDHU1MBrzsXnt3nhSmcqTxZFJOgBDyFYoGxeaWgIizpHvJi2v7znhFtXyplYVkOTnHS68/ZDPRmSCdzuFISCBm4trcolEjyGc/HRDd0dF1HFIUwIQS6oaEbOpom0A0dx3ZxbAdN10rB6Pmcp500TL2oMRVkszbZgzaXX1jJ5WdPfQgKmkw44SkUo3nTBfCDB0a2z9/gT7tVUY2/2uTy+2e9heC566G1zqcMnT0pcqmcl9ZdE4QqQvghLEkpS8IdQMFyCPpUjiKZyFDIOl7CEm3YSlI97XaFEFx0Epy73ovTHa455gdVEcHbLvKtOcUcRNO8eM1snpLgBlDI2yTiWRzLLZZFkEjpous60gXLsnAdFym85CqFvIUQAsPQCVUEkQ5YBRtckEJimDqGWayBJ0DXPe8U13ExTN0TDAs2dsFBCEFdxOCfvpgvZeEcVpiWSpcILzZ91/48B7sNmtZNXsS1sQr+atOxuJuK+YwS8BSKBcjqFsHqFgDBK87U+d9HHSR4E9golzXbsskkc7iuSz6TZzBXwLFtpONiWQVkcYLUdI1gJEwwFMQwDTRdxwLMkEEwHMTK29iWt5B0bBcxLNQxrDl1MMcWs7It1BCk8JvlzTr//FqX3riXeCAU8M/ce9oajVNWeSVIxlqcp8NgxwCZRKqYqEEjEqsAFh/2uMNxymrJlufLv7virGk3C0A2WSCXziFdF03XkdInP8oiwzXAFIoj5W8vMfjpgzb9CUE86c1hw8KdbTtkEpmS1tN1XWzLxnVdpHRxCjaO7X3AU17qAZNgMIjQNHRTxwyYWLkCrutiBk0ilREsxyGbyHoWbU1QWRMlPyqrz7Nb8xgBvRSbLqU3H2taubu0lLC/y+HUdcfqbikWKmp1pVAscM7aoLN5tUY2D3f+Rmf7vpEglEIxnaZdsMmmMkjXRbqSQi6PLGZNEZrndplNptE0DduyCUXDaJqGlbMJhoO4Y7IVSDkm8GmCOKi6KuVnqZgZTEOjtW5m2p6JIsGpoThyOLWfcEgNxX1p96oLIzy2NVnKkBsOwBkn+COI5VJZnGLDruOSTfrSrEIxbeqrBH//Ss/dY9sBm/973KbrYDEOPZ0rm4+sfAErX8C2PMWm67plc58jJY7toGs6ummABbhgFTzvlkK2gGM5mMFAad6TriSbyqHpRxfrumaxWporpo96ihSK44Cg6fnz/8OVFfzHr1Js3WuRL8jSYtWxR4pNObZTmuDAm6wQXl0fx3YwTMNzxRxlGdF0DXfUMaNTSYPn4glekLsm4LyTA5x14uQuKArF8YR05ciiU1KynE+XoCn41DsrePgFC02Dc08M+GZ5dMakuHVGuYIqFHOF9UsN1i81+I4W4oEnsmXvlpQSu2B5is3i8zxu7sOzyDkF24tB1zQcp7xuTz6TxwyWz2em7pWuc4uJxMQEr502KqmYBGJRwateEubEVSoWQTF9lICnUBxHhAKC/3eVl3Irk3PJ5Fxu/kYX7bmRoUDKCXKHD2cpH64BVqyVcMbJUd5waS0BE373SJrtewssazF49UUxHt+aJ5NzOW9ziEUNasJSKCZlnMXbp9SfQGVE46/P8Cnd5yhqqw0GBkdc0DZvUEW4FHOXd7yqikWNJr/4nU1XV7bsb8Ov2zjPE+9bQCLFSA08Xde9RGN4gltrc5C3XlnLv/13L7bj1bL72LsayeTh539IEDQFV70sRueAg+1IamMGjbU6zXX6SD1YhcJnlICnUBynREIakZDGV25YRCbn8sXv7OeBhwfRdB0Hq3zn4vyzuDXMX51fS2tzmJWLgyxtHdFa/s2rqssOufwlanhRKKaC0ESZZUHMgBuo33zjplV87Iv7OdiV58R1UT7x3qWz3SWFYlJ0XXDZuVEuPSfCX55M8fstcfoGLAp1MfbsjeNYkwhawit/EI0GqK8Pct7pVVxxcQ33PjDIH7YM0dIY4P3vWERDbYCNK0Ps7yiwYnGQumpv/jtl/Ug9n3UrjtHFKhSAkBOrLBQzSCKRoKqqing8TiwWm+3uKBQlsjmHfMHl6eeH+Oy/biebc9F1wWkn1/D5j20gEJh+/ayFjN/vthorjg+klFxy9V/I5lzCYY3/++F5Squ/wFFjxdzBtiU9/Xmefj6OlJI7frCP7r4CmiZYt7qCf735JKIRpbBUzA5H+27Pyyd2cHCQ6667jl/+8pcAXHHFFXz1q1+lurp60mPe/va3893vfrfsu7POOouHH3647LstW7bwsY99jEceeQTTNNm8eTO//e1vCYdHAtN/85vf8KlPfYpnn32WaDTKBRdcwN133+3fBSoUs0Q4pBMO6bz03AZeem7DbHdHoTguEEJw3/+cP9vdUCiOSwxD0NoUorXJs7a98q+aZ7lHCsX0mZcC3pvf/Gba29u55557AHjXu97FNddcw69+9atDHnfppZdy5513lrYDgfKg2C1btnDppZdyww038NWvfpVAIMAzzzxTijcC+OlPf8q1117L5z73OS6++GKklDz33HM+Xp1CoVAoFAqFQqFQHB3zTsDbunUr99xzDw8//DBnneUV9Pn2t7/NOeecw/bt21m3bvLiIcFgkObmyTUz119/Pddddx0f+chHSt+tWbOm9H/btnn/+9/PF77wBd75zneWvj/UORUKhUKhUCgUCoXiWDHvClFt2bKFqqqqknAHcPbZZ1NVVcVDDz10yGP/+Mc/0tjYyNq1a7n22mvp6ekp/a2np4dHHnmExsZGzj33XJqamrjwwgt58MEHS/s8+eSTHDx4EE3TOOWUU2hpaeGyyy7jhRde8P9CFQqFQqFQKBQKheIImXcCXldXF42NjeO+b2xspKura9LjLrvsMu666y7uv/9+/uVf/oXHHnuMiy++mHw+D8CePXsAuOmmm7j22mu55557OPXUU3nZy17Gzp07x+3z8Y9/nF//+tfU1NRw4YUXMjAwMOm58/k8iUSi7KNQKBRjUWOFQqGYCmqsUCgUh2LOCHg33XQTQohDfh5//HFg4lS2UspDZh27+uqreeUrX8mJJ57Iq171Kn7729+yY8cOfvOb3wDgul5Nk7//+7/nHe94B6eccgpf+tKXWLduHXfccUfZPh/72Me46qqrOO2007jzzjsRQvDjH/940nPfcsstVFVVlT5Lliw5upukUCgWNGqsUCgUU0GNFQqF4lDMGQHvve99L1u3bj3k58QTT6S5uZnu7u5xx/f29tLU1DTl87W0tLBs2bKSda6lpQWAjRs3lu23YcMGDhw4MOk+wWCQlStXlvaZiBtuuIF4PF76tLW1TbmfCoXi+EGNFQqFYiqosUKhUByKOZNkpb6+nvr6+sPud8455xCPx3n00Uc588wzAXjkkUeIx+Oce+65Uz5ff38/bW1tJaFt+fLltLa2sn379rL9duzYwWWXXQbAaaedRjAYZPv27Zx/vpfS2rIs9u3bx7JlyyY9VzAYJBgMlraHSw8qlwqFYmEx/E4fbXlRNVYoFMcHaqxQKBRT4ajHCjkPufTSS+XJJ58st2zZIrds2SJPOukkefnll5fts27dOnn33XdLKaVMJpPyn/7pn+RDDz0k9+7dK//whz/Ic845Ry5atEgmEonSMV/60pdkLBaTP/7xj+XOnTvlxz/+cRkKheSuXbtK+7z//e+XixYtkvfee6/ctm2bfOc73ykbGxvlwMDAlPvf1tYmAfVRH/VZoJ+2trZpjnJqrFAf9TkePmqsUB/1UZ+pfI50rJgzFrwj4a677uK6667jkksuAbxC51/72tfK9tm+fTvxeBwAXdd57rnn+N73vsfQ0BAtLS1cdNFF/OhHP6KysrJ0zAc+8AFyuRzXX389AwMDbNq0ifvuu49Vq1aV9vnCF76AYRhcc801ZLNZzjrrLO6//35qamqm3P/W1lba2tqorKw8ZNxgIpFgyZIltLW1HVH1+vnCQr8+WPjXuNCvD47sGqWUJJNJWltbfTn3VMeKI+3nfERd3/xnoV/jfBkrjjUL4XdfCNcAC+M6FsI1wNSv42jHCiHlUfoHKGacRCJBVVUV8Xh8Xj/Ek7HQrw8W/jUu9OuD+XON86WfR4u6vvnPQr/GhX59R8tCuC8L4RpgYVzHQrgGmPnrmDNJVhQKhUKhUCgUCoVCMT2UgKdQKBQKhUKhUCgUCwQl4M1hgsEgN954Y1mmrIXEQr8+WPjXuNCvD+bPNc6Xfh4t6vrmPwv9Ghf69R0tC+G+LIRrgIVxHQvhGmDmr0PF4CkUCoVCoVAoFArFAkFZ8BQKhUKhUCgUCoVigaAEPIVCoVAoFAqFQqFYICgBT6FQKBQKhUKhUCgWCErAUygUCoVCoVAoFIoFghLwFAqFQqFQKBQKhWKBoAQ8hUKhUCgUCoVCoVggKAFPoVAoFAqFQqFQKBYISsBTKBQKhUKhUCgUigWCEvAUCoVCoVAoFAqFYoGgBDyFQqFQKBQKhUKhWCAoAU+hUCgUCoVCoVAoFghKwFMoFAqFQqFQKBSKBYIS8BQKhUKhUCgUCoVigWDMdgeOR1zXpaOjg8rKSoQQs90dhULhE1JKkskkra2taNr09WdqrFAoFiZqrFAoFFPhaMcKJeDNAh0dHSxZsmS2u6FQKGaItrY2Fi9ePO121FihUCxs1FihUCimwpGOFUrAmwUqKysB78eKxWKz3BuFQuEXiUSCJUuWlN7x6aLGCoViYaLGCoVCMRWOdqxQAt4sMOw+EYvF1ECsUCxA/HKRUmOFQrGwUWOFQqGYCkc6VqgkKwqFQqFQKBQKhUKxQFACnkKhUCgUCoVCoVAsEJSAp1AoFAqFQqFQKBQLBCXgKRQKhUKhUCgUCsUCQQl4CoVCoVAoFAqFQrFAUFk0FVOm0DdAatseKjauJlBbPdvdmddIKen40W9IPr+DhkvOp+6CM2e7SwqF4jBIKUk+tx1pO8Q2b0D4UKBaceyQrkv7f/2c9K79NL3yImrO3jzbXVLMMzJ72sh39xE79QT0YGC2u6OY48SfeJ6uX9xHeNlilrz9tQhdP2bnVrPTEbJ8+XKEEGWfj3zkI7PdrRln8OGnuX/1xWy56C38Yc3LSDyzbba75Bt99z/Ejk9/hZ57/nTMzrn71m/x9DX/xJ7bv8PDf/U2eu59wJd2Xdtmx6e/xkMXvYWtH7kNJ1/wpV2F4nhHSslz7/kkfz7t1Tx41mt58o3XIV13trs1a0gp6frFfez49FcY+Mvjvrbdc+8DPHzpO3ji6veR2rHXt3a3ffR2nv27G9jzhW/z0IVvYuAvT/jWtmLhs+8bd/GH9X/NQxe8kb+cfRVWInVMzpvvHeDpd36ELS+7hrb//OkxOedcQUpJ509/y47PfJXBR56a7e4cEfEnX+Av51/N7tu+zXPv/jjPv//Tx/T8SsA7Cj71qU/R2dlZ+nz84x+f7S7NODs/+3WcbB4AO51h123fmuUe+UPnT3/Lo5f/Lbtu+yaPv/bvafvusRk827//CwCk4yA0jc6f3ONLu3u+eAc7P/1VBh98nD1fuoMdn/ySL+1OhDUYp+PHv6HvDw8hpZyx8ygWJtJ16b33T3T+9H+xk+nZ7s5hyexpo+07/1Pa7vrZfQw9+uws9mh22fe17/Lkm97Hrtu+ycOXXOObkiq1fQ+Pv+bd9N+/ha5f/I5HXv52XNv2pe2Dd40edwVdP7/Pl3YVCx8pJVs/chsU57rk8zvo+OGvj8m5n3zT++m465cMPPAoz177Ud/etfnA7tu+xVPXXM+uW/+NLRe/mf4/PTzbXZoyXb+4D6REOg5ocPCun5Pr6jlm51cC3lFQWVlJc3Nz6VNRUTHbXZp5xhRYXCiuSQd/9Gvv2hxPE3/wv39xTM4bXb2sZKqX0iWycokv7Q49+gxQ/K1cycBDT/rS7lgK/YP85bzX8Ow7/5nHX/1Ott3w+Rk5j2Lh8uy7b+CJ17+bZ97xT2y56A3Yqbkt5E1UZHahjINHQ/t//cz7j+OCJuj88W98aTfx9Fak7XgLaccl195FoXfAl7YjK5eOjLu2Q2SFP+Ou4vhg7BhwrN7/+GPPekICgK4dV4ql9u/f7f3HcRGaRsdPfju7HToCIiuWeMokA/SgBk6eB898FZm9bcfk/Mfv7DQNbr31Vurq6ti8eTOf/exnKRQO7QaXz+dJJBJln/nG2k++D6MiAoAZq2T1h/9+lnvkD5GlraB5g7bQdcLLFx+T85709ZupOfdUzOoYja+4AC0o6Pnt/dO2hNWed3pJw4gQ1L30bB96O57uX91Hrr2rtL3/3/4L9zDvgeLwLISxYioU+gbo/OEvS9vpHXvou/8vs9ijwxNZuYRl73lrabvl6ldSdcZJs9ij2SW8YvFIPImE8JJWX9qtOv0khGmApiF0nciKJQQb63xpe9MdtxJdtxSzOkzz6y9l6buu9qXd2eB4GSvmCkIINt5+Q0nZHTv1BFrf+MpJ95dS0vPb+9n7le+QeG7rtM5de/7poGslZXTt+adNq735RGT5yDgjXZfwUn/GmWPB4rddyfL3vQ3NHIm7s5MpDv7g2BgSVJKVI+T9738/p556KjU1NTz66KPccMMN7N27l+985zuTHnPLLbdw8803H8Ne+k/16Sdx8a77Se/cT3TdCsyqytnuki+s+fj7SO/az8CDj1F9xsms/8w/H5PzhhY1cc7932fosad4/NVvZ+jhh8F1Wf2xD7Diur875LGFvn5yHV1E165CD4XK/rbi/X8DSPr/+AjVZ57Mqg+9a0b6b1bFyrb1SBhhqOFkuiyEsWIqaKEgwtA9S00RMzb3x5QT/vXjLP+HNyNth4oT1kxo1TteOPGLn+TJ3gGSz22n/q/OY+U/X+tLu9FVSznr3v9k71e+ixmrZM0n3+tbYoKuu39FoasdYWoM/umPJJ/bStUp81NIP17GirnE0muvpuHSCyj09FN58jo005x0331fu4Ndn/kSaBq7Pv8Vzvj5f1J95qll+7iWRXr7Tsy6WkItzZO2dcpdX2LHTV8hs/8gi99yBfUXnePbNc11Tvr6p3nyLR8gtW03ja94KSve9/bZ7tKUEZrGCV/8GP1/+DOZvQfAleBKzNix8foTUgXPcNNNNx12oHzsscc4/fTTx33/05/+lNe97nX09fVRVzexljGfz5PP50vbiUSCJUuWEI/HicViEx6jOD7YdsNnaf/u/5TcL0JLF/GSx+6ddP/+Pz7Is9e+H2lZBFuaOf1n/0WwuelYdbeEdBye+bsP0vXT36KFgpz87dtofvUlx7wfc41EIkFVVdVRv9vH01jR/v27eeG6G5G2zZK/vZqNX7rxuBaYFDPPHzech5NJIIRASmi5+nVsvO2Ts9IXNVYsbB4881Ky+9sBzzto0dtez4bPj+RrsFNpnnzDO0i9uA2EYP3nb6T16tfOVncVM8jAXx7jyav/H3YiSe0FZ3Ha//wbeiQ85eOPdqxQKnfgve99L2984xsPuc/y5csn/P7ssz0XuF27dk0q4AWDQYLB4LT6qFiYBFuaRjLx6RqhRS0T7mcnEsSfeJodN9+KLCYcyPf00vafP2D1Rz5wjHo7gtB1Nt/5Rawv3ogWDqGH1PPtB3NxrLAGh4g//QzhJYuJrl7lW7uL3/paWq56BW6+gFmtFqSKmUfaeUoxykjy7e2z2Z1pcbRjhZSSxFNP46QzVJ95OtocG28WCqFFLWTbO8FxkK5LqKVcEdv98994wh2AlOz81G20vOFKpeRagNSedwYX7/0LdiKFWVt9zH5jJeAB9fX11NfXH9WxTz3lpW1taZl4Ya5QHIql176VxDMv0HvvH4muXs7GL463JOd7enjydW+m0NsHgNBB2gAS5OymaTdrqmb1/IqZJdvWzpNveCv20BAIwbrP3Uzza67wrX09HEIPhw6/o0LhA4H6GvKd3YAXU1V58sZZ7tGxZ+enPkfnD38MQMUJG9n8/TvGuforps/GL97MM+94P+ld+2i45EKWvuuasr/LsXO3cqZb0GimSaCu5pieUwl4R8CWLVt4+OGHueiii6iqquKxxx7j+uuv54orrmDp0qWz3T3FPEQPh9j0H4cuZdD1s19S6B/JIicMgbQlgbo6Fr/tTTPdRcVxTOeP78ZOJr0NKdn3tW/6KuApFMeSNZ/8EC+890NIxyHY0sSStx9f46c1OFgS7gBSL7zI4F+2UP+yi2axVwuTyIqlnPPHn0369+ZXv5L27/2IzM7dIASrbvhHZb1T+IoS8I6AYDDIj370I26++Wby+TzLli3j2muv5UMf+tBsd02xgNGDwbLMmMGGejb8y61UbFiHURGd3c4pFjTamGdPafoV85nGy/6a2IO/JdfeQcXG9RjRyGx36ZgiDC87Ke6I9UhT7vWzghGr5Mxf/4jk8y9i1tcRWaZKdij8RQl4R8Cpp57Kww/PnyKLioVB8+tfS8//3kPyuRfQAiZrP/UJqs849fAHKhTTZNFb3kjf//2O9I6daKEQqz9xw2x3SaGYFqGW5kNmLFzIGJWVrPrwP7H787eDlDS84uXUnDMzpXQUh0cLBqg6bfNsd0OxQFEC3nGGtG2soSHMmhrfUk8rZhYjGuWUH/4XuYMdmDXV6NEo3T/7GfFHHiGydg2tb/sbNFWi4LjHyeVws1nMGv/8/M3qKpa9+2/pu+ceIqtWEds0P1PKKxQKj8VvewtNr3oFTi5/XAm6djoFjouhMozOGFJKun/6UxKPP050/Xpa3/pWVT5pFlF3fgFT6Oul0NtLZOUqtGCQXHs7W9/7Hgrd3QRaWtj49W8QbJk/RSOPZ4SmEV7iFWHv+eUv2Pv5W0AIBv74B+xkkuXv/8DsdlAxq/Tf/3t233Qj0rKoueBC1nz2c75MrAMPPMDum24EIYg/+giF/n7WqNpbinmM1d9PvruLyKpVaMHj0+XYrKlh8gpuC4/OH/w3B776FZCS5je+iaXXvf+Q8W659jacTIbI6jUITTuGPZ3fdN/9U/Z94bbS2sTJZFj6nvfMdreOW9STu0Dp//19PPPaV7P12r/l+b95K9bQEG3f+iaF3l4ACt3dtP37t2a5lzOPdF2cTGa2u+EriSee8OIopAQpiT/y6Gx3STGLSNdlz2c+g7QsAAYf+BP99//el7YTTzwOuu49a65L4jH1rCnmL4N/foBnXnsFW9/1Tp57y5so9PXNdpfmDG4+j1scQxYShb6+knAH0PXDH5Detm3S/Q/e+R8898bX8+Lf/g07/vH9uMWyRIrDk3jiCRBi1NpEhTTNJkrAW6C0ffUrpUDqfMdBen/1C5xUaiRhgpQ4qTRuoUBm1w7s+NDsdXaGSG/byjOvvZynLnsZ269/H042e9RtSdc94snPyWYYevABks8+jfQhBbJ0HKz+PiJr140EyWsalSeeOO22FfMY18XN58q+ctJpX5qOrFqNpkmMkI4e1AgvU9mCFccG17KQjuNrm21f+0qpzUJPNz0/+6lvbduJBB3fu5OBP/ijXDmWHLzj2zz58ot46uUX0/Pzu2e7O77iZrPjShBMNj7aqRQdd3yntJ14/DESD2+Zsb4VenvI7tk9Ugt3DiOlxC0UDrlPxYYNIxuaRsWJ03fpz+7dw+Cf/oDVP7PKGLdQwBro92WtNldQLprzECeVYv+/3Er6heeo2HwKS6//EHo4PGYvOe6/LW96E4nHHkU6DkLXabj8cl585zXk29sRhsnKmz9D9bnnH7PrmGn23fY57HgcgORTT9Dzs5/Q8uZrDnPUeOJbHmLPZ27EzWapv/wKln7gnw/rtuGkUmz9h3eWCuk2vuFNLPmH9x75RRTJdxxkxz9eR6G7i0BTM81vvJrUc88TWb+eZe+77qjbVcx/hGHQ8pa30vlf3wMg0NRM7cUv86VtJzGIpnuuTEIIZDblS7sKxWRIKTn4ra/T/T8/RAsGWfahj1J7kT/Ps3QcNFMDIZAuvi2s852dPP+W149YiX7wfTb++52+tD3TZHbuoPO7dwAgHZsD/3o7NRe8FLO2dpZ7NkLXD75P7y/uxqyrY9k/30B4xcopHxtcvJiaCy9k8E9/AiC68QQqN22aeOdjuLjvufvHtH31y4CkYtNm1tz2JbRA4Jid/0hIb9/Kro9+GHugn6qzz2XlzZ9BC4zPvtrypjfjpDPEH32U6MaNLH3v0a95APrvu5d9n/s0INEiEdZ//d8JL18xrTYnIvXcs+z66AdxUimiGzay5rYvoVdU+H6eY42y4M1DDv7HNxl68E9Y/X0M/uH3dH73P8bts+T/Xee58QHB1hYaLr+CqjPP4qT//iGrP/VpTv7vH5Lbt4d8RwfgDeztX//KMb2OmcZOJMosXU4iccRtSMdhz6c/iZvJgJT0/eoXxLf85bDHDf3lzyXhDqDnxz/ELeSP+PzDHLzj2xR6ewBP6yczKU68405WfujDEwj3iuONJf/wHjZ845us/uznOOm/vo9Z5U8BejuZBG0kGZPtk2VQoZiM1DNP0/2jH4CUuLkc+275NG4ud/gDp4AZqwAhEEKg6QIzVulLu3s//5ky4SC7cwdO3p8+zzR2csy8KCVOeu4ocuKPbKHjO9/E6u0hs2M7uz/xkSM6XgjBms/ewrovfok1t97Gxm/8G5o5cQSiUVlJ69v/trRdeeppxM7yP8uoa1m0f+NrDGvfU888zdCDD/h+Hr/Yd+vnsIcGAe/36P3FxPX9hGGw5N3v5sQ77mDFP//ztMvqdH3/uwzfIzeXp/eXP59We5Ox/0tfKFl109u20vOzn8zIeY41yoI3D8nt3z8iuLguubYD4/ap++tLqNy0mUJPD5E1q0vB5OGlSwkPF2Uf7f4ipe/uMLNN89Vvou1rXwZAMwPUXfqKI25D2rbn4jEKe2josMdpYwY2YRjTylrqpMe4186hCVgx+wghiJ1yiu/t1l/6Cnp//lPcnDc2NF99fBWGVhx7xoYLSMvCyWXHjalH1XYyPpJcQ9OwBwen3SYA7gRz5zxx9ao44STCq1aT3b0LgMrTzyS4eO7UZMu3twEC8OKAC12dJS+kqSJ0nepzzp3SvoveeS11f/1ynEyayJq1M5NtXEqkLLcez+X1lz00NLLmFGJKayA/0MLhkZg+5Iwps910uqze60LJ26AsePOQ6pdc6P2nOPBUn3fBuH3s+BBd3/02nd/5OgO//fWEfsX1V7wGs7bO29A0Fr3rH2asz7NB0+vfyLqvfINlH7qBE75711GZ9rVgsEwwNGrrqDrv8G6s1ee/pPQ7CV1n2T9/BKEfvT6l6XVXlyyyaBqNV1191G0pFFMltHwFLW96M9EVy6h9yfnUvfyy2e6SYoETO+0MAs0tpe3ql1yIWe1P6Y+aCy7y/qPp4EqqzjnPl3aXf/jjeEKIR2jZcvTQ/PCs0IJB1n/931nx8ZtYedNnWHPrvxwyw+SxpvL0M4sF2nUQgtjZ585oiafMjm10fOsrdN35TdLPPTMj59ACAVrf8Xel7cjaddQMr+vmII1Xvb70fy0QoPavX35Mzrv0un9Ej0YB751qesMbZ+Q8zW95W+n/ejhM/Ssun5HzHGuEXEgRhfOERCJBVVUV8Xic2FHUZJFSMnj/faS3vkjFSSdTc+HF4/bZ+4kPkXzq8ZLWZekNN1H9kpeO28/JpMns3EmgqZlg8/FTE+dIkK7L0IMPYMfjVJ9/wRHVGbP6+9BC4dIgNR1ybQfI7NhOZO06QkuOLNmFWygw8Ntf4AwNUvXSvya0zH8/dsX03+2Zbu9IGfzDfbR94bPehqYRO/Mcln/ys8e8H4rjCzuRYOjPf0SLRKm54MJpKcdGIx2bvl/9glx7G9XnXUDlKaf60i5A4pmn6L7zWwQam1j8Tx9FD46PUSrbf4GNFTNJZsc2Bn73fxg1tTS+9vVoh7m3R4uTzbD1bW/AzXohGcIwWP8f/41Z3zAj58vu34eTiBNZv3FSt9G5QuLxR8l3HCR2+pkEWxcds/O6hTz20BBmXf04wT7ffoCh++9Fr6ik9pWvmVbZk/T2beQPtlO5aTNmXf10u+0rR/tuKxfNeYgQgtqXXULtyy6ZdJ/Mjm2j4s90sju3Tyjg6ZEolZs2z0xHFwhC06i54KVHfNzg7++h9wf/iQgEaHnXdVRsPr30t9TTj9N157dAujS99Z1Unnl495HQkqVHLNgN03bbzaQefxiEoP/Xd7PqK/9BsGURfXf/kIH//QVGbR2L3vdBgkuWHVX7ioVJdud2z1PAccB1yWzfOttdOiyuVaDr379K8olHCK9aS+v7PogR8ycmcT6SePhBeu66A6HrNP3tP1Bxsj9CjT00SPu/fp7cnp1UnHomre/5R9+SRBixGPWvvMKXtkYjdIOG11zle7v5zoO0f+YGpG1T2LeT9i98imUfn5uKkMz2F+n42u046RT1V15N3av8vx9+E1m7nsja9TN+Hqu7C3dU+IO0LHIH9k9bwCt0d9Hx9dspdHdRffHLaXjDWxFCEF62fJo9PnbETj9zVs6rBYIEGptK2/EH7qfnB3eC0LB6upGODVKSeuoxln/6X476PNF164mum/ln7FiiXDTnOFZ/L9md2w6bnnYsFZtPBeFlC8N1iJ60eWY6qJiQfNt+Or5yG1ZvD4WOgxz47CdKft12Is6Bz3yc/P495A/s48Dnb8Tq652xvkjbJvXYllItM1kokHryMZJPPEL3d/8dq7eb7M5tHPjsx2esD4r5SfTkUzzhTggQgopTTpvtLh2W/p/9D4P3/S92fx/Jxx+m69tf861tKSX5tv3k9u2ZF+m0Cz1dtN16M/kD+8jt28OBT3/MK5fjA53//hXSzzyBEx8i/sf76Lv7h760Ox9JPfkoslDwlKpSknpsC3IO1k+TjsOBT3+UfNt+7P4+ur7zdTJbn5+dvkhJbv9ecgf2zpl3KdCyCKO2zguH0DS0cITwqtXTbrftC58i/dzTWF0d9P73nSQe/OP0O3scku9op/2Ln6XQcZDCwTakNfLOpZ99asHEzvmFsuDNYeJ/vp+OL98K0sVsWcSyz36Jod/8nNSTjxBatZbGt78bPRyZ8Ngl13+YQHMrhc4Oqs6/kNgZZx3j3i983EIeu78Ps6ERYZS7VxS6O0c2pEQW8tjxQfRIBKu32xuYhnEcCt0dM+YGgq5j1NVjDwxAMbA72LKIXNu+kQDm4eB11z1sCQjF8UPV2eex5EOfIPHQAwQXLaHxjUdeZuRYkz94oOy5zh3Y61vbXd/+KkP3/gqAynMuYNE/fsyX98UtFOj5/nfIvvgs4Y0n0/jWv/PFGlbo6hhJAFIch6y+Hl9SgOfbD5QlXih0th/6gCNASond14MIhuaF9TXQMsplTWiekDCDcWJHi5vN4ozJmlnoPEhkw/RrqdqJON13foNC+wFi515A7WveOGksn5SSjq/eRuJPvwOg6uKX0/Kef5r12D8tGGTVF75Cz4/uQto2Da99A0ZV9bTbLbTtL8vonW/bP+025ypuLoc91I/Z0Ox7rGShq2Pi5EVCoFfGZsx1d76iBLw5TPd/frO0ILe6Ouj8+u1knnoMgHzbPnBdWv7fP094rBYK0/KOdyFdh9yu7eT27iS4fPWsD6ALhdy+3bR9+sO4qSRGfSNLb7ods2HEjSC8biN6VbU3mUoILl1OoNGLcQwuXobZ0Fgq3KnHqgitKNcSpp56lMxzTxFcvorYS142rd9NCMHSj3+Wg1++DSc+SO0rr6Ti1DMw6uvp/p6XbADpUnHG2Uq4U4yj5qUvo+al/tQhOxZUnnku8T/+ruRaGjtnfBKqo6HQ1VES7gCSWx4gt+t1hNduOMRRU6Pvf/6LoXt+AVKSP7AXLRik8S3vnHa74ZVrR8YhwGxoIrBo8bTbBai64GX0/Nd3iglL/LvP0nXo/PLnST78AAhB49+8m5rLXuNL2zNFxSlnUHPZq0k+8H+IUJhFH/7knJxrtWiUyAmbyLz4LAiBFgwRPcmf7Lud37id9FOPgevSu283Rk0dVS+dOIwkv39PSbgDiN9/L3VXvH7KIQLD6xphmARX+LuuCbYsYskHPuRbe1Ack/58f0nxVHHa7Lg7zjTZ7S/Q/rmP4eaymM2LWHrzv2AcQYIk6bok/nQf+bZ9RDefTvTkco+R8Jr16JWxUkzQpOEAAOblSURBVBZxvTLmKVRiMVrf+8EZTb4zH1EC3jzCGRzwXAdcF1yX7J6dh9xfOg4Hb/sEmWefBKDqr15J0zvfdyy6uuDpves7uBmvboo90Ef/z35A87s+UPq7URlj5e3fYPDe3yACAepe+ZrS4KMFg6y49av0//KnICW1r7wSPTKShCX5yJ/p+OJnSgsne6CfutdML2tmeOUaVn/526SffYKhe35B59dvo/4Nb2Pl57/K0J/uw6iunRexGArF4ag676WIj5qkn3mC0IrVVL/s0tnu0mHJ7d1ZVgYlt3eXL+3qFRWsvO1rDPzm56Dr1F3xOjTTnzi5+qvehFlXT27fbqKbTqPyVH8WrZlnnywKdwCSnu9+k6qXXoI2ibfKXCC/bzepP/3W63I2Rc+//ysr/uXbs92tcQghWPqJzzHwvz/HTSWpftmlmA2NvrSd272zLO4/t3c3VS/1pekypOtw8LYbyTzzOACxiy+j+dr3+38iH2m97oOEVqyi0NNF1XkvJbJu42x3aUbo/s9/wy3Wf7R6Ohn49U9ofOu1Uz6+/yffp/+nd4GmM/ibu1n04U9RceqI99nwumrgt79EmCZ1r7rKFwurX0jHYeAXPyS77QXC607wrNizKHQqAW8O0/T2d9PxlVvBdTGbW6m6+FJ67vi6F1snJdFRSTsmIrv9+ZJwBxD/3W+offXVmPX+DOjHM7JQKHMVkBPESAYam2m6ZmItvFnXQPM73j3h35KP/KUUOwmQ3PKnaQt44LmuHbz1k55VWAhyO7ey/Iv/QcuaddNuW6GYS8TOOo/YWf6kwB8m0NxK9ctfVeaiGVrtz7sTPflUb6wWGkiXqE+JUMDrd/M73+Nbe8MIIai+aPJEX0dLoadrdMUBQOJahTkt4A38urwwcuHgAdxCHi0w91zG9HCYhqv8r2dZsfl04n+6z9twHSKHiPsPLltJ7IK/IvHAiItmYPHUEohlt79YEu4AEvf/lrrXvLHMg2auoZkB6l87Myn+5xLSOvy66FAkHvqT9x/XAU0j9ehDZQIeFMezSdZOs83AL35I/4+/D0gyzz0FUlL3urfOWn+UgDeHqXrJxUQ2noTd30dw+SqEaaKFwmSefYLg8lXUXn5oi4vQJtAcKBc8X6i78o2033YjOA7CDFDziit9azvQMsqFStMILDq6zJljye/ZURaPY3V34qQSGLFqX9pfCLiFArntz6GFIgRXr5+TblbHGieVILdrG2ZjC4HWuVMAeTZovvZ91F56BdJ1CC5b6dvzUfuq16EFgmS3v0h43UaqX/4qX9qdj2ih0Pj7OoeLQAMYNXVl20II8Km0w3yh6drrMBubKHS0U3HmeVSefs6k+wohaL3uQ9S9+vUgBMGly6f8Lk1oETkO1zVSSvK7t+Nm0oTWnzgnlAn1r7uGjn/9LEiJFgof8TgWWLQEq7ujlDjFbDl25Rj8ILvtBWBYwJVkt89OAqNhjq8RaB5i1jVg1o0k36i+6JIpa01DazdSec6FJLd4WpHa17wRs3Zu1feYr0Q3n8GKf72DQts+QivWeEH1PlH76jdg9XaRfvpxQitX0/h2fwrQB1eu9dw+ixY8s74RvWJh1UuaDm6hQMfnPkRhn+ceV3nxK2h4m/+Wj/mE1dvFwZv/ETflxXA1XHs9lefNn3g8vxHFxajv7WoaNZe9mprLXu172/ON8JqNxfhJFwQYdQ3oc8gNayLq3/A2Uo/8GbuvB4DaK9+MdpzFA2mBAPWvn3oSJiEEoeUrj/g8odXrqTz3pSQf+iMANVdcXbZGOl7o/8F3SPzfLwAILFlO68dvn1YdOD+oPPslrPjidyh0HSS0at0Ru082X3sdnV+/nfyBPVScdja1r/RPcX4sCK87wbPcIQFBeN30kxdNB1XofBY4lgVJpZRYXQcRhoHZoAqZ+0F+305Sf/4dWrSC2KVXokemn5HuWCClZPBnd5F69M/odU00vv096pkYRfrJh+n+ymfKvlv21bvQK6eexW+hFS8e+PF/MvTbu0uxNUZ9E0tv/w9f2naSCeL3/gyZy1J54aUEliz3pV3F/Cf5yAMM/uy/0UJhGq69nqBPXgwziXQdCgfb0Csqx1n0JmKhjRXHkuN9XeNmM+z7hzeUfdf4no9Qceb5x+T8+T07SP7ld+gVMapefiXaqBwCCxnpOqQfeQBnaJDIaedgNraU/91xGPj5D8luf57w2hOovfJNvsTgqULnigkRQpS7/CmmhdXdQefnb/BcHSXktj9Pyw23zna3pkT81z8i8b8/BiFwB3txkwk4DifHyRBj09ILgTjO3KzGIgLBEY8TIcbfo6NEui5dt38cq7MNgNSWP7Do01/DqD3+NPGKcpxUgqH/uQM3MYQrJYM/+g+arr9pzrtLC00nqJQUx4Tjfl2jaaUkbMMI0zzEAf5hdbXTedsNRTdKyO14gZYP33JMzj3b9H/vG6Qe/B0IwdCvf0TrTV8uUzAIXafuqrfMYg/LOf4clxWKaZDb/jzYVnFwc8nv3oaby852t5COQ/y3P6H3m7eS/MNvJiwcm/zT/xV3ll5h0EcfOMa9nNuEN24meuZLvA0hqHvT3x03msnJiL3s8lIMqAgEqX+rP8HtTmIQ6+B+BBKBROZz5Hdt86Vtxfwmt/VZnPhgKVlD7sWncRPxWe6VQjF30IIh6t/6914yNiBy2jlENh066d7hyO/ZTt93vkj/f30de6B30v2y254D2x5ZA+18EbeQn9a55wNSSlIP3T+8gSzkyTz1yOx26jAc3+ppheIIMUe7CgkNvboGMct+7wDxX/2QxD13A5Ls048AgsqLXlG2j15bj5MYLJXZ0GtUPOZohKbR9J4PY1/9t4hA4IhcMxcqekUliz71Zey+HvRYNVoo7Eu7WqQCzTSQRddPoQtEaO5mSVQcO/SxCUsCQUREPRsKxWhiF7+C6JnnI/M59NqGaVm47f4eur/4SXBsL8P2tudo/dTXJ3QvDCwaVatQaOg1dQifSq/MZYQQ6LEanPhASUluzPGcFsqCt4CQUk5ouVH4R2jVeure9v8wW5YQXLOepg/cOK2BVTo2Vk9nqXbM0ZLb9iyjfOnI7Rifvan+HddhNi0C3SBy+nnELn7ltM4535CWRX7vDuz+nkPuZ9Q1KOFuFELTMRtbfBPuAK+GpJQIIUofmZ99S/hUsOOD2IP9s92NKSOlpNC+D6vjwLyYH0KrN1D9mrcgAgG0yioa3v0h32r3KRYW8+F5nkn0ihhGXeO03ZcL+3Z5nklSguvi9Pd4gswEhNZspO6a92C2LCa4ZgNNH/jktM7vpJPY/T3z4rds+IcPeQoow6Ty4lcSWLaK/L6dSNue7a5NiLLgLRBSf/ot8V/cBZpG9ev+lujZL53tLi1YKi+4hMoLpl//yYkP0vPlG3F6uxChMPXv+RjBFWuPqq3AirUU9u8quTUFlq0ev0/LYhZ9+mvT6vN8xc1m6PnSJ7A720AIat74LqLnHr/ZIGcbvbIKvaoWJzHkZXXVtHmRZKXv328j95xXgyuwYh0N139qTseGSddl4M5/Jfv0wwBEz7+Emqv/bpZ7dXiqL38D1Ze/4fA7Ko5LpOMweNe/kXniQfSqWur+7p8ILF01292at5iLl3txfa4EIdAqY+iHKJ9UeeHLqbzw5dM+b+rB/2Pof/4DpCR00unUvfOfZrUw+OEIrVrPktu8JGOpv/yO7k9dB4DRsoTG6z8952p1KgveAsDq7mDoJ3cirQIyn2Pwv//Ni2FQzGmSv/8lTtGaJPM54nd/96jbqr7yrVRe9EoCK9YSe8VVxP564adbT//5Xnpu+xD9/37rIWMGADKPPlAS7pCSoZ997xj18thg93bS981b6PnCh0lv+f1sd+ewCF2n8fqbCJ14KsE1G2l490cwm+d20oT8gd0l4Q6gsHd70R167lI4sLsk3AGkH/w/7L5u/9rft5P0Q7/H6j7oW5sKxeHIPPonMo894FmbhvoZ+M8vz3aXjojskw/Rc/sN9H3901gd+2e7O5hNrTS856ME124kdOIpNH3gZoQxs0lbpFVg6Md3jMTaPvc4ueefmNFz+kl81BrC7mwj89ifD3uMdByyTz9C5tE/4WYzM9k9QFnwFgRucqj8CylxUgn0qhoA8tufJffcY+gNzUTPf/lxnxlwriAta9SGRFqFo25LCwSpecPf+tCrmcEe6CX56//GTSWInHcJ4U1nTau97DOPEL/7P722u9sZuONfaPznz0+6f2H/TjTD0wxKKT2r0QKi/99vwxnoAdcl/j/fwWhoIbh642x365CYzYtp/H8fne1uTBk3MQSA0D29qHRcL6b1OCXz2AMM/fe/eRuaRv17byRwlB4Ixwo3kyLx6x9g93QQ3nQWkfNfPqctsPMNKSXpB/6X3HOPYzQtInb5m2fEquHEB0FogIvQBG68HzeTQpsHJYusg/sZ/K+vehtCo/+bt9B048TxbseS8ImnEj7x1GN2PlnMBVD2nW1Nsvf8R0rJ4He/TO65xwDQfnkXsSvfRvjU82ZsDFIWvAVAYNlqjOZFpW1z6aqSNjy/43kG/v3zZB75A8lf3jUtK5HCXyouuBQRKCZoERqxy14/ux2aIaSUDHz7VnLPPkZh91aGvvdlCm17jr49q0D87js9a5wApPSsc4fAHqMlXUjuPNKxcfq6yibLw90PxZETWHMCWsBEaAKhCTTTIHzy9BQVM01g6SrCp5xT2o5ecClGfZMvbSf+938Q2sg7mLj3J760O5MM/fBbZB/9E9be7SR+/j1yT22Z7S4tKLKP/5nkL+/C2rud7CN/JP6T78zIecKnnIMwDTRD995HJAPfumVexHFZXe0jG9LFTcZxM6nZ69AsoQVDVLzsVaVto3UpoRNPm8UeHRnVV729lMXUWLSMyBkvOeT+bmKoJNwhwM0kif/3N0j+5ocz1kdlylkACDNA4/WfIfP4g6DrRE4/v6QNym97uuhb7S3+8s8/Dq9/5yz2dn4grQLZxx9A5jKENp87IxknzZbFNH/yyxT278ZsasUYU5Mu9+KTWLtfxFi8gtDmc+evptm2cHo6yr6y2vYQWLLyqJqz2vYgU4ni2FocYJetOeQxWmUV9HSCdBGaRnDFuqM691xE6AaBVRso7NkGCBCCwBy33s1H3P4er6zDsAXPlTh9nRg1tbPcs8kRmkbtOz6AfelVoGkYTYsOf9BU+f/s/XecZNld342/z02Vqzrn7umJOzObc9CupF1JKCIJBEKAjQGZYMAmGLAe2/ohsEgviczPz4NJfsAILBGFhSRWWkmsVitpc5rdnZ08nWN1V64bzvPHqa7q6hxuT1d33/frNbt9q6tuna6695zzTZ9vUaUYCSGUNsMeKAuwL5+rRe81DfvqeSK33efPuUcuU3zma2jxJNH73rJvlAXd+VkKj38BEETuezN6omnV59pXztf2G9KjfOnsjozJ7Owh9a3fTeYf/6L23kMXkbkMIt7YTd6twyfANMFVvXSNrl60WMLX9/CKeYpPfAXpeURufwCtQT+T1Hv+FdFb7sUrZAkdO72n7pnYvQ8ROnkTXmYOs/fQuplxIhRSvQul6l24sJ/LP/5Fku/67h0ZY2Dg7RO0aIz465cXvRqdvTXPvqZhHOTmoJtg7s9/h/JrL4AQ5L78j7T81K9gNG+/CbMzMUL2n/4Sr5gn9sDbCV1/x4ppEYVnH2f+L/97dbH0MnPEXv+OFc7Y+AjTwug5hDN2tZJvL7AGt57Kpa2gcNn03T+y5mtS3/GDTP/Br+LNTmMOHKvzHO4HWj74s2S/+A942Xkid70Bs7t/t4e079CSKTTTYEGtVugrX4uNhhACs2dg/SduErPvMOULL1feA0LX3ejbuUtnniL3L/+EFo4Sf/sHfDNMrePXU3zu66oU1/Owjpz05bzO5Cgz//9fVI2npaR84WWaf+BnfTn3biLLRWZ+/yPV9OTCM4/R9h9/fcWNePnCyyAWpb8LQejYDTs2ttDRU2QWDoRAi8YRkcbvW2q0tNP27z9C/mtfQIQjxN/0HoTmXzKddF3S/+NXKjXnUPj6F2n96V9FWCHf3mMjuLOVsoxMmsg9byZy2+uWPUcIgTW4XBBur2A0t8EGnf9aOErTB36E9P/+g9qeXAi0NcRstj2+HTtzQEMQufMNONMTFJ95HKOjm9T7f3i3h9TweIWcMu4WJl3HJv2nH6f1p34VoWnkv/YwuS//I1o4QuK934915NSGzis9j/Qf/zpeZg6kx9yVc7T8h49idC3fjJdefAIVx1cTQfH5bzaUgefOTJD9/KeQ+SyRe99M6PTaqRUtP/whsp//a7xchug9b9rWhtNo7yb5bd9P5jN/CUKQfO/3YbZ3r/kas7OXzg//HrJcQmuAvoV+406PY59/AS+bwezowjp83d6N+PpA6eVnKJ9/CaNrgPBt9/uygZLZTF3UGEDm5rd9XgDpOOQe+TvsS2cxB08Qe+jbEEZjL8+p7/5RZv/k4zhjQ1jHryfxtu/w5bzO+DBz/+t3lTNIaKRHLtP6n37Llxolq28Q++WKUI6uY3SsPW9slPJrLyqZ+YXjV55Dus6er3e3R67gLZLL92ancMaGMJdkX+Qf/SzZz/1vAPRoFL3nCGb/ERJv+bYdG5vZf4TUd/0w2Uf+ES0SJfXtP7DrdWwbxeo/gvVdtb2YlJL8lz5N/vEvoMUSJL/j32L2bS3DxZ0axRm9UjkxeOkp7KvnMXoHKXztn5GlIuHbH8Do8DGavwLp//mbuJMqayZz9Tx6SxvW4O5kzpTPnyH/L59BGCaxt7xvxT3XtSB65wOEb76LuU/+IcVnv47e1Erz9/74jr3f3p59AtZFaBrJd3wXyXd8124PZc/gFXKg61V1JwBvelxFoFyX7GdUWoibzzD3v36Htv/8e6sqTpVefIL8Vz+LFooQeeO34i0WZajUjq002Rht3ZQEKlggNN82In4gpST9P38Db3YKpId96VWaf+wjGN2rG216IkXqO/xLDY7d/y1EX/cWgA0bMkKIhmhK7zdSSub+1+/gZedASnJf/DuM3sOErrtpt4e2Js7YVXKf/Su8UoHo/W8ndMOdvpy39OITzP/V4uh3mtiD7972ebV4si7dHUBL+ZOemf/ypyk8+lk1J1w9j9AMYm/euc2xHxgt7bT/7K8jK/0M/aIW6adSo5TGy2fWTA3cKIVvLFKY9STFp79K/O0f2PZ59bZF6fVCoCWbVTrWHkdvbqu/5nUdrWn5NZ9/7PO1A+kRGjxG/G073+Yietcbid71xh1/n52m/NoL5L74dwC4hSxz/+t3lVNjC/eVFk+pa89zq4+JRBNz//M3cIYvghAUnvgyLT/5K4hQhNw//SXOyCWsEzcRfdO3+WIkS9fFnahX1nVGLu+Kgeemp5n7s9+qfh721fO0/txv7Fo6qGaFaP5XP4H83h/fcSdsILISELAE58o5BNQ1YQbQonHc2UVNsqVElorI4spyt87YVTKf/APckcvYl14l88k/QGvpQDNNJdZgmmhdK3vRYg+9m/At96IlUoRO3ULiXd/r95+5KaTnUXrhGxS++lmckct4MxO1VBwpsYcvXfMxLf5uDjSei5dNo+laRXRAw5nxTwp/J5Cuw9z/+xvYl17FHblM5lN/gDM+tP4LN0Dp5Weq7TAQUHrpyfVftAG0eJLkB34MEU8ionES3/6DGG1d679wA9hXzy8yaqQ63iP4fQ+a/UdBN5RKotDQ27rQYv7UEGmxRFUYASTCp9qn0Ikbib7xXWjxOEZrO6nv+6l9MTfpqRZS3/sT6K0d6K2dpL7336OFY2T++g+Y/pUfJ/2Hv4ybnkbE4rXP1ZPqOGDDuDP1+wovk1Y1eltAiyVIfveieerbfgA9FscZulA9P+US9sVXyf3TX1J67mu4E8MUvvpZCo8/vP0/BtUGxzh0vHIPq7pwcxtlGdvBGR8C16nMrxJZyCltil3mWswPQQQvIGAJi72xCzG82Nu/G72pFWEYiEgMWSyAlBiHjiFW2Xw4E8O1M0iJzM2jd/fj5dKAmvdyf/tHWD/+35a9VlghUh/4dz7+VVB6+WnsC2cwOvsJ3f4AIHAun8XLzmEeOb2mxHTu85+k9I0vqEHrBlprJ97MpPr7hFCbsoDdQdPRrRDScytGr0Qzr229xWbxchlkLlN7QErciRGMTh9qhDVNqTsCQmi+pm2Fb7yL8I13+Xa+BczDp7DPn1l07E9tGCjpcbuScm4eu7Hh09j0lnaaf/g/q3S1UJjog+/2rUYp8W0/yNyf/VZlzjtF9J43+3JeNz2N/exX0TwHcnOUvvFFrL7Gbyi/EczufhJv+06M7gH09h7y//IZyi89qe7Zkcvk/vHPSH7bB0n/+W8hs/NYx64nevebdnvYe4rQiZvImhY4DkgP69St4Dnkv/I5vNw8oZvvxew9vOHzhW+4k/CijAjPsRGmsSj7QCASSZyRSzXHkhC44/6pLzd930+T++Lfq7rwO1+P2TPo27k3g9E9AKYFro1WmUdyf/OHaNEY1tHrd2VM14rAwAsIWILZd4T4u7+P/KOfVUXQ7/pXWBWVRi2eouXHPkLh6a+ihcOE73xwVU+M2X8MDLPqidPbu5BL+mZ5k6PIcmnHC6BLLz1J9m/+BwiNkvRUOh+S4lf/CQARS5L6t/91RdEIKT1KT30ZKuqBuA7h62/Hy+fwCjkidz3omwiCM3aV7N/8D7zMLNaN9xB7+/f4WoC+L/FcpQ668P1IgTc3tbtjWgctnkJrakVWnB0SDWOLqqpLEdSnDApva57wa0n09e9A6Br2lXOYA8eIvO5tvpxXug7zf/Zx3JFLAJhHryf+gX/f8NElc+AYqQH/xRfM3kFaP/Tb4Ni+pmjZZ59DlgrV4/ILX0e+9/v3fg3exVfI/OXvKMNAaMS/68fw5qap9MYA6eGmpzD7DtP2od/x/XM9KOgtHbT82EcoPvc4WixJ5K43kvmr38e+qJSRS888SuqHP4x9/iUKX/k0QjeIveNfYa1T+76AzGcRUi6KXgOlItZ1N1OYGK5mPJgbMHiklBS+9HcUn/gSWjRO7D0fxFzhXtWicRLf+q82+hHsGHqymaYP/ifm//y3YOEeFYLy818PDLyAgINI5K4Hidz1YPXYvvgKpWe+ihaNEX7gncQ3UB+jN7eR+uCHKD7xJUQoQvSBt5P757+m/Pyi3ktWWBmBO0z5tecrk3ilXcbLTyPTk9Xfy1yG8stPEr5ruee1fOYpRCVSJ6UETaC3dxO79f4tjUV6HvZrzyFLRczjN9c1ws3+3R/hpSeVEt0zj2L2HSF0sz8y5vuVhe8EKmkfArz09C6Pah1cB8r5qqEhkHjZOfSm7bcj0ZvaFqVoamit/vR9A5VKVXzsc+C5hO55iz8RR1StdPQB/0WUnKELVeMOwD7/Et70eH3N2HbOP3wRd2IYY+AYeqs/59xphBDKo+8jWrJ58TsgovF9UYNXfOIR8Gr1kIUvfxrNCiM0gfQ0VW9XmZ934nM9SBgdPcTf8j5AOWbsikItSHCh9PzjlB7/Z/WIXSb7939M05FTaOH1G8lr4aj6buxy9TE91YJ13S2IaBx37Crm0dOEb1l/rbXPvUDxa6rm0pufJfvX/w9NP/2xhnYamX1HMA+dUJkM0gPkknt2Y7izkziXX0Vr7VIO/AYnMPACAtbBnRgm+5e/R0XxBGf4IskP/ucNvdbsHcTs/YHqcey9P4C0S9hnn0dEoiS+40evSYTKaOumvJBvKjSMzj6cQgZZbbAqEaHIiq/1MunqzwuTuHVTrXmyfeEM+Yc/CZ5H5A3vxjp9x5pjyX36f1aV7LTUP5H8wf+MCKv39uZn61JGvCURz4CVqK9FlFI2bN+jBWSpUKc6CPj2XUceeAfOxHAlHbmP2Nv96TEk7TKZP/uNyj0jKZ99ntSP/ZLvPaz8RKyw+fMrW6D0wtfJ/58/UweaTuJ7fwqjz59U7dIzX6Xwtc8iQhFib/tu3867U5jX3UL43rdQfOLLaNE48ff9UENveDeKCEfrnCXe+BAeAqHraE3NRB76tg1HkQI2jtANtKY2FS2trIfa0vXZc5H5HGzAwBNWiMT7/x3ZT/+/UC4RecO7MCopn9HXLW+vtRZLheJkPqOySBo8Wh17x/eQ+d//HXdiGPPIKSL3b86h5oxfJfNnH6+tW+EoWjyl5qcGNfYa+xsJCGgAnKvna4IiSNyxq0i7vKVUFE3TSH7Xj/k7wA0QvvctuJlZ7NdexOgeIPb278YZvqDSNu0y5vGbsG64e8XXWtfdQuFf/lF5/6TEuvV+tEodj1fIk/3r/0dFZIDcp/8UvXtw1cbwXiFXkykHvLlp7AsvVY3C0M33UXryS9VaP+vkrX5+DPsSzTAwjt2Ic+4FQPUdDN/zll0e1dqIWBJj8CTOpVdACEQ0gTnoT92ZsEIkv/snfDnXYtyZifq2COUi7sQwmo/1cn5jdPYRft3bKT72WRCCyJvetyXP9UqUnnikdiAlpWcf88UQc8aukP/cJ9RpRZrsJ/87qZ/89YZOdxRCEHvrdxF76/5Sq4684d04Q+fxZiaUA7BUQKVmgsyksU7fvi8M2UYk8d0/Qe7//C+87Dzhux4kfMvrKD3zKN7cLCAx+o6iNbdu+HzW8Rtp+Y8f3/a4zGM3QigM5ZJK6zx9R0PfmwvoTa00/ciHt/z68vOP1wvfFPN4pQKZT/3fNP2HX1tVSX03afxvJSBgl9G7Fsn/Cw2tue2apFX6idAN4m//Hnh77THr2I00/+xvqd5wazSI1ZvbSf3bD1N+9Rm0eArr+lrxtsymq8adekDizU2tauAJw1SevkWvEYvEXaJvfT9G7yDe3AzWyVvR2xqnPUQjk3j/v6P84hN4+QzWydvQfZLv3ymEECQ+8BOUnvsaslQkdMNda4r8NAJ6UyuEIlAuqgc03bdUx50k+uB7idz3NmVI+1jrK6KJWnQH6VuTaW9mqVJxAVnIIeKN31R+v6GnWkj9u19EFvI441fJfeJ31S+Eht7VHxh3O4jR3kPqB36+7rHkB/8L5Re/AbpJ6KZ7EOLa16frqRZS//a/Uj7zFFosgXXjPdd8DLuBiMSpye5VkBIW5icf2rj4TWDgBQSsg9E7SOzbPkjxyS+jRRNE3vy+fbOwCd1ARNafBvSWdiL3fsuyx7WWDrSWDrzZSRZqT4yuQ6u/n2kRe9f3kfvMn4NjY93xIMahWm8cITRCB2TB8BOh6YRu2lufmzBMwre/YbeHsWFEKELie36Swpf/ATyX8APvRGvARX0ldqL/Y/Qt7yf7v38fb24avesQ4fv8EYYxBo5XIgRlQKJ3DayqVByw8wihIaJxrMOnkO/6PkrPfhUt0Uz0zf40tg/YOFo0vmKd/LVGb273TQhqrxC+8yGcy6/iXHlNPVDZA+qd/YgGLYkQUkq5/tMC/GR+fp5UKsXc3BzJZGNeGAEBG8XLZyg9+WXwPEK3PrCh5s/S88BzN5XWIKXEOfc87tQoxqHrMHo2Lhu9VbzcPPYrTyHMEObpO9cdr9/3djBXBDQyUsodUU50p8cpPfcYIhQhfPsbqzW6jYx95TXKT34REUsSfuh967YqCeaKgIC9h7TLuPOzlJ//GsIMEb7jQUQ4gpdNY595EkwL64a7EYvuf1nMUT7zJELT1D7C2pzDbav3dhDBCwgI2BZaNEHk9d+6qdcITYNNisuUn3yE0mOfURLH33iY6Lf/CMbAzjVP9Qo5cn9RE9WwX3uO6Lf/6L6J3gYEbJedUk7UWzuJPvTtvp93p3CGL1D42/+7epwbOkfig/+/XRxRQEDATiBMC6O1E+PBmpK6LObIfeK3kIUsSIlz9lmi71ftaKRTJvtXv4NMq9ZF5Ze+Sey7fwpxDVR2gwZTW+Azn/kMd999N5FIhLa2Nr792/fOQhQQsFexzzyhfpASBNivPrOj7+defU0phFXy7mvHAQEBATXKzz5adywzabxyeZVnBwQE7CecoQtqb1BJiHRHLyl9AlCifOlaX1pvchhveuyajCuI4G2Sv/mbv+GHfuiH+JVf+RUeeughpJS88MILuz2sgIB9j0i1QHpKKZpK0JI7KyQi4k31DxjmjtQyBQQE7G20pvYljwgwgu1VQMBBYJkysWFWW9Qsa1lUUY2+JuO6Ju+yT3Ach5/8yZ/kYx/7GD/6oz/KiRMnuO666/iO7wiKjQMCdprIm74TvbMfzBDGiZuxdligw+gZJHTfO8C0ENEEkXf+G4QRNPINCAiox7r3bWgLastCI/TQ+9CuQX/TgICA3Ufv6CP0hvdCOIqINxF91/dXa/C0pnbCD30HWGEIRYi89XvQrpFoVOBi2gRPP/00w8PDaJrGrbfeytjYGLfccgsf//jHuf7663d7eAEB+xot0UzsAz95Td8zdNebCd315mv6ngEBAXsLTdOIf+CndnsYAQEBu0To1tcTuvX1K/7Ouuk+rJvuu8YjCgy8TXHhwgUAPvKRj/Cbv/mbDA4O8hu/8Ru84Q1v4OzZs7S0rJwyViqVKJVK1eP5+fkVnxcQEHCwCeaKgICAjRDMFQEBAWsR5BCgDDYhxJr/nnzySTzPA+C//Jf/wvve9z5uv/12/vRP/xQhBJ/61KdWPf+v/uqvkkqlqv/6+/uv1Z8WEACAdGzslx6n/NQX8eam1n/BPsKbn8E5+zTuxNBuD2VdtjpXSNfBPvN19f2mJ3d4lAEBCndqGOfs03hz07s9lANHo+8r3Ikhyk9+Aefs00jp7fZwAgLqcCcrc9f8/p27gj54wNTUFFNTa296BwcHefzxx3nooYd49NFHuf/++6u/u/vuu3nzm9/ML//yL6/42pU8bf39/UG/mn2K9DzKT3we98KLaMlWrNd/G1qief0X7iDFz/853vA51ZzTMAl/24+jLRUR2Yd4UyMUP/PH4DoAWPe/B+PEbRt+vSzm8DKzaE0dG+r1td1eVFudK4pf+Eu8K6+o71c3CL/3x3ZchCbgYOOcf57yV/5GHWgaoXf8IHpHYxkZ1xL7+UdxznwDInFC978XrbVrzefv1lxxLXAnrlL6zB+rAynRT99D6J63b/j1zoUXsZ/8Amga1t1vQ+/fuXY4AQcHKSVydhx36Bz2kw+rBzWd0Dt/EL29b3cHtwZBH7xt0NbWRltb27rPu/322wmFQrz66qtVA8+2bS5dusShQ4dWfV0oFCIUWrvpacD+wX3tadyXvg6AV8xR/pe/JfzOD+7aeKRdUsYdKBlfu4w3ch7txO27NqZrhXP2KfDc6nH5hcfAMMEpox86jQit3kDZHblA6Yt/qYzDSJzwO35wxw31rcwV0nOVcQfq+3Vs3KHX0E7fvQMjDAhQlJ/5snIoCAFSYr/4GPpDH9jtYe0KasP4BfVZFLIUH/5fRL7rP+5oz8xG3le4l18GhFI8BtwLz8MGDTwvM0v5K39dlZwvffGviHzgZ6uqhAEBW0F6HqVH/jfe0Fn1QGXeQno4rz61IQPPnRzGmxpGa+9Fb+vd4RFvn8DA2wTJZJIf/dEf5Rd+4Rfo7+/n0KFDfOxjHwPgO7/zO3d5dAHbRXou7sWXoFxEP3Rqy1K23tw0CK0i5y93PyXSMCEUhVKBhZ5uInFAojvWIgNOCCjlKT/6d+rwhccIv/tHqmpXS7Gf/mI18kcxh/PS41j3vGOnR7x5hAaROBTzIADPQzso32/A7lHK1x3K+dldGsju404Nw4JqZsXIQ3ogdr6ZcSMiEs2Vv185AESsacOvldl01bgDwHORufnAwAvYFt745ZpxBzUDD9Z09C7gXH6F8pc/WT22HvwujIHrfB+nnwQ1eJvkYx/7GB/4wAf41//6X3PnnXdy+fJlHnnkEZqbdzcFL2D7lP/lb7G/9mnsJ/+Z4mf+CFnMr/+iFdAHTlaacavbSz98g5/D3DRCaITe8j2IVCuEo5i3vxm9+/A1eW/plHEuvohz6QxywVi6hpg3vg5twdMWjoJdS2mS2TTu6KVVX7tXkteFEGid/QhDB11HhMKI5o7dHlZAg1B/D7rrv2CDiHiT2iQBCIHW2u3bufceshbNhJqxd0DRj92CiCXBMBC6Dk4J6dgbeq3W2g3RRM04TLYgmtbPsAoIWJNVFnTR2o150/0r/m4xztmn1jxuRIII3iYxTZOPf/zjfPzjH9/toQT4iCwX8a6+WnugmMMdOY9x5MZNn0vvOkToHT+Ae/llRLIF47o7fBzp1tA7+om8799f0/eUrkPp83+OnB0HwO08hPXm79nRtKWliFCE0Lv+LdglpJQUP/kb4NUK/kUktuprrdsfovSFv1QpnqEoxul7rsWQN430XGQlBVcAeC7e8GtoDXDdBewuO3kPWne9ldIXPqGi3KEo5s0PbPucexWtubP+AStcdfAdRGQ2DeUiYuEzyGdwxy5h9B1f97XCChP+1h/CefkJ0DTMU3cj9GCrGrA9tK5BtN5j1XIV/fQ9WLe8AczQhuZDEYnXon5CqOMGJ7hrAgIAdLNSm1XzMm7nBta7DqF3rV6XeRDwpoarG0tQKRJybgrR1H5NxyGEACuMAKz730v5a/8Irotx0/1r5t3rPUeJfOdPKZGV5o5VUzl3HaGpVNRyofbQHlh8AnaeFe/B+WlEavsREb37MJHv+Cm8zIwSIbIa9P64BugDJ9FP3IZ79hmwQoTe8B3X1JHVaAjPqUUzAYRA5jbexkGLpbDuCPqPBviH0DRCb/4e5MwY6AbaJvch1m0PUZwdR86MIZo7sW59cIdG6h+BgRcQAAhdx3r9+yh/9R/AKWGcvgeta3C3h7WnWSmvXVjhXRhJDePwDeiD14OUiA2kUYlIHL3BjSUhBNYb3qdqC0sF9BO3ofU3dm1AwLVhxXvQ9O8eFJEY+hpR8IOCEILQve9C3v0O5d0/wMYdUKm5EyzUfAPoLWurigYE7DRCCMQWU8lFNEHkW38Y6bkIbW/U1gYGXkBABb33GOH3/wzAvl6gvdlxnDNK5dM4fc/y9CKf0Jo6MG5+Pc7zjwIC8443b1m4xk/E4lqZfYLeNUjkO38aKeWeuXa9bBrnxa+CXUY/cTt658GOeO8Ey+/BtyCije2w2MtsxGl0EBChCOa978T+xmfBczGuvxetvfFVB/cSspjHefFRvHwGY/AGVfsfsOPsFeMOAgMvIKCOvbI53iqyXFRKUJVU1PLEFULv/LcIa30VqU29j5R4oxcQkRihb/1hRKxJFdtv5LVOGW/sEhgWWuehLX0nspjDefExvGJWLX59B6OP0l65fqXnUf7KJytqgxJv/DLird/vSxsKKSXua0/hjl9SBs7p+w50DY954/2V+lGx4Xtwo3hzkyrturUHLZby9dx7DVnI4o6cQ4SiaL3H98y9uFMYR29CP1zJlmjw+8+9fAbnystosRTGDffveqbJRih/7R+QM6OqRcn4ZUQkhta+P/tQSruEe/VV0HT0/utWvJ5kIYs3OYSIN6EF0WIgMPACAg4UMjMLTrn2gFNGzs8gfO7p4pz5Gu4r31QHuoH1pu/dUGsG6ZQpf/ETyKySXNcOnca6462bfv/y1z6NTI/XFr9wrKamGbD7lPKQz9SOpadqxXww8NwLz+O88Kj6eWII6ThYtz607fPuZXZig+0OvYr9jX9SB5qO9Yb3H9iNlSxkKX3hz6FcBEAbvAHr9rfs8qh2n70Q7XDHLmE/+Xn1sxB4uTlCD7xvl0e1PgvG3QLe9Mi+NPCk61D+0l+qvQvgXnoR6w3vr3OgeJlZyo98orq3MW55COPozbsy3kYiyCcICDhAiEQzmBaqPkKAYSGS/vdMc88/WzvwXOV92wDe2KWqcQfgXT6DLBXWeMVypJTI2bH6xW9mbFPnCNhhQlGIJhfJ7GsIn1KFvemRRSm4Ejk17Mt5A+pxXn2ydiA91cz6gOKOnK8adwDepReRnn8tKQJ2Dm9m0XwhJXJ6dHcHtEFEa09dqYHWuj8dmN70SNW4A5DTI8jMTN1z3EsvglsTyHNe/eY1G18jE0TwAgIOEMIKY73xu2o1eKfu9j09E0CEYkjbBqRK0dlok9qlSpVCg01GH4QQiJYuFRGqGHkHu0dX4yE0DeuN78d54avgqBo8P9IzAbTWHryrryy8E9oaSqkB28AMUSekYVq7OZpdZdn8Zh7sNgl7Ca2lB3fBGSgEWmvP7g5og1j3vRvnha8iC1n0wev37TwnQkv3DmLZnkWYoUUOXdG4itfXmMDACwg4YGhNHVj3vXtH38O8822UH/80FHNofSfQBzfW7F3rGEAbvAHv0osgNIzb3owwzE2/v3Xve3Beekwtfodv2DOL9kFCi6Ww7nmn7+fVj9wEroM7cRkt1Y5x+l7f3yMAzJvfSPmrfwPFPCLRgnHdXbs9pF1D6zmGdvhGvIsvghXCvPudB74Gb6+gdw3CnW/DvfIyIprCuOF1uz2kDSFCUcw7vmW3h7HjaKk2jBvuxznzNbUnuOWhZQ4V/egtuKMXVNqqaWHeFrTYABBSrtLePWDHmJ+fJ5VKMTc3RzKZ3O3hBATsGFJ6tWa3VIQIpobQYim0lm6cKy/jXnoREY5iXP8AWkzdD7JcBE3fknG3m/h9bwdzxdbwcmm8mTG0ZCta6tr2XdwK0nVwXn5c1dG09mCcurfhhSlAieVgF8GKBAYNar6DjbVJCOaKgEbCm5vEm59Ga+5CizftyHtI18Z+6WvI2TG0tl41z22wTnPBVFnt3pJSql6wZmhP1H5uhq3e242/ggQEBOxZFow7WS7iFbLYj/9DNVdeP3S9yp0H5LzAzv8ToTd+QL1uD6iYNRrSdcB1Dvxn582OU378H0B6AJi3vAm99/guj2ptnLNPVO8FNzMDuol56p5dHtX6CE1T9ZQBAHXOrIDGRUoJdgl003dl2b2IO3IO+5kvqAOhYd3z7h0RTHJe+QbelZcBqeY5w8LcYOR/PaeJECKYi5YQGHgBATuIdGxkMYeIJvadV2kjSOlhP/dlvJFzqHodr/o7d+js4mcis7PLIn67iXQdvJkxhGkhUu0NHaFwxy5iP/tF8DxExyGs295yYHtyuVfOsLjBsnPxuYY38Ly5qSXHk7s0koCtIh0bb3YMYUXQUm27PZyGRhZzID1E5Nr3RZWui/30P+NNXgXdwLz1zegdA9d8HI2Ec3GRQJKUOFfOYO2AgeelJ1k8N8v5ad/fYz1kuYiXnkBEkzsWqWwUAgMvIGCH8NITlJ/8rOo5F4phnLgdYVhobX17Iv3KD7yJKxXjDpTgysJvBITCKpq3UN/e0tVQxl3565+uqnXph67HPNWYtVxSSuxnH1FF5pqGnLyCO3IO44D0/luGGaq/zszGj2jq7f04U0MsiJbo+1DuvFHw5iaR+Xm0lu4VBBy2hrRLlB//B2R+HgDj2G0Yx27z5dz7DfvsE7gXngNA67sO8/r713WeefPTyFwarakTEYlv6/3dkdeUcQfgOtjPfwX9zf96W+fc6wgzhFwkmCR2SDBJ7xjAmR1jYZ7T2q6tMIyXn1fZHXYJAPOmN6D3NLbzbzscjF1mQMAuYL/6jWpDccp5nBdVby6Rase6650HI6Ln2PXHQihDxLSwbnkT0nVxr76CCEUxjjfOhsibvFonxexefgnj2O07tvBtB+l51XREAIRQ0t8H1MAzjt6qpLXnpyAcxTzd+KIJ+pGbQTdU3WBLF/qh63d7SPsS5+rLSqwBwDCx7nmPLw3a3bGLVeMOwDn/DPqRWw5sFH01vHymatwBeEOvIvtPIdaIeLoj57Bf+Io60Ayse74VbQM9VVfFLtcfO+WVn3eAME7fR/kbn4FiVgkmHbt9R95HP3YbGCZeegKtpRt94PSOvM9quFdfrvu+7deeDgy8gICDjjc7hv3iV5F2CePQ9RhHb1n/Re7KfZDk3CQyPYFo2T3pfik93Mtn8Oan1ETbe2JHUhC1jkOIaAJZaWqtDZxSOfeGWY3W6Y3YgHyp8S0ENOhmTQhRGV9lzFJuqKn8fkWEIlj3v08t5IbV0Km1CwghMAZvgA2qzQZsDWeRcYHr4A69iuaD+ueyOi6h1fUoC6iw2BG1wDr9Auu+M+niXn0ZbQtOG3dmFPulr6rojRmqRnE2tJYvDDU9gXP1FYRpYRy+ybcI8G6jxZsJPfS9Oz5nCiEwDt+0I+feEJqxOEN032dS7e+/LiBgm8hiDjczjf3Co4iKOIhz4VlEUwf6OtL7xrHbsJ95uK7hdu2Xu6sO6Zx/FreSd++NXwIpMfpP+v4+wrSwXvc+vKmrYIbQWnv3xIZba+9D6xxUnw00tqqhEKpXoJTqZyFANv5nvKOUi3iZaUQstSt1PgGNiTAsJDl1ICXC8Ccir3UdQQy/hpxWTbPNG9ZPOzyIiGgS0XFIpUhKD72tD9G0jsqtYVHttygXjjeH9Dzs5x6pyyjRj9+G3tqLtkFHq5efp/zk56rruTczhnXve/bN9yyEWN6Hdp9hHLoeb/wSMjsLuoHRoGUXftGgO5aAgN3HTU9QfvZh8DyQEolaZqBSJL4OescA4oH3I3NpvPQk7oVn1OOHbkBL7nwRvjs3iTc9gogm0TsH6xYib3qk7rnezCjsgIEHysjTu4/uyLmXIh0bb34KEYpuK/VKCA3zljdBMauU1hpYmVIuRIoXfb8yO7XKs/c/XnaW0lOfA9cBIbBufCP6Na71CGhMzNOvo/T0Pyu12UQL+iF/UsSEpmOcug935DU193Qd8eW8+w0vPY43NwGmCUJTKXuehzNyFumU0bsOoy1xyJin7qX81OfALiHizRiDN27hjZ1l5QJarGnDxh2ATE/URSBlLq0iXvvcKNoreLk5ZCmPlmxbtb2SsMJY930bspBBhKJ7rg3TZgkMvICAVXCunFHGHdRS9DwJhrlu9G4BLZqAaAKtpRspPWR+HmlYlM8+qerO+k7sSGTITU9QfuZhFjyfMj+HeeSW6u9FsrWiYKW8kVqy1fcxXGtkuUDxyc9BKQ+AeeIujG2oJwohYA9EfzTDUBE816k91jG4ewPaZZyrr9TSo6XEvvR8YODtAFJK3NHzeNk0enMXert/n7E7O4Yz9CrCsDAGb0TbprDGAl45r+ZxzUK6DtIp+xLF8woZZYR4HiDxMtOEbnj99ge8z3Auv1gzkqTEvnIG4bl4FeENZ+gVwnd9KyIUqb5GJFvRj96GOzOCSLVvKftFGBYi2Y6XnQUkaDraBtfw6jnq0t4FhCK7nokToHCGXsV+7UkARDhG6Pa3reqUFZqG8KHudi8QGHgBAauhaVRTQxDKe9jej9Z9BBGObepU5bNP4I1fVudKj1cfVxuBB/wcNQDu5BVYpIrljF2sM/DME3dio+oBtdZe9EN7v/bHGb1QNe4A7AvPbsvA20tYd38r5ee/DHYJvf8URtfh3R7S7rGkfvJAiBntAs7lF3EuvQgI3JHXsE6/zhe5eS+fUdeyVPOuNzdJ6O53+aKwW1fPZZdwh8+hbaIGazW86ZG6WjJv8irS8wKRlaVoBovXJSFExbhDPebYuLOjGIsioO7QqzgX1ffmzk0ipId59NZNva07NYxXmIdKraTefXTT9XNaogXzpjfiXHoRYYYwrruzYVSfDzr2ovtaFnNqvzNwahdH1BgEBl5AwCqYR26hlB6HchGsENYND2w57U+mJ6ir7q3gTQ+rfmvZtErtCftTtK2FY7jV9xPLPOBCN7BWyD+XThn74vN4uXn09j6MnuM7XmMgPRdn7KIyTtr70aJJpF0CCcLaePrLss3UNjdXXqlA+eXH8XJz6C1dWCfubNg6PC2WUqqkdgkt3uzbeaWUlC88hzt5FRGJEzp9H1qDpySZh65X91UxqxrpHrtjt4e0qzhjFylffF6lqx67HcMnUSN3QWq+Ms+408P+GHiZmUV1y1Klw5dLKmKyXZZuyH0ywER4SYTRigQiKytgHrmF0tyEmt8NC8+2kbpZrW+H5Z+lO1+fbu6mJ9ho3ExKiTt+GXv4VSQCUblWvYqTVUqpUi0Rql53ne9M7xxE7xzc4Lsvxxm7SPnSCwghMI/einFAMguklMhSHmGFd8bhpmmwSKsncKwoGnO3EhDQAGjRJOH7vl01Kg/FliulbQKRakdOXKHeyBMQjlN86p+RpRwgsK67C2OVTZJ0yqDpG5og9d4TeNm02pjHkpgnN1ZMXD77JO7UMCBVLZsRwug8tKHXbpXyK9/ArfQAs6++gt51GHf0PABG/0msDdZc6N3HcMYuqgJqoWGduHN74zr3FF4ljdWdvIoTTWI2qHy9PXy26sUUsSbCNz/oizFqXzmDO6wa0stygeKzXyR65zu2fd6dRIRjhO55D7KYVXUWDWqUXwvc/Dzls09U25OUX/4a+j3vRvhgpItYEzI3TzUaE01u+5wAWqK51k5lIRXOJ6eCefwOyi9+BTwPEU1g9PrTSkRr7cEYvFGllVphrFP37RvxDT/R4k2E7v12Sk9+FlkuIrOVVjShKLgOxsBp9KaO+tck22p96wAttY4oyyLsC8/hVOYvhEBKZeaJWJNyXr3y9craA1p7P9aJu9B2yDjwChl1L6LumPLLj/t2LzYyslyk+PyXkYUMGCahG16P7rPKs3XiTspnHqsqSOtBDSwQGHgBAWsiNH1TGxfpOki7jAhF6hZ468Sd2GZIReoMEy+XRgtFEclWnEWNwO2Lzy8z8KSUlM9+Uy1EFcNlPc+f0HQVodukSpS3qC4PIfAy07CDBp70vOoCCxI8t2rcgaqnMjoOoW3gOxCGSeiOtyHzGeUp3ObCKQtZWBQF9TYgrLMbSCmxL75QVdCU+TmciSuY3dtf5Nzp4foHCtltn/NaIDTNN4PjWiE9D1kuIKyIbx5ob26yFkmq/F/VzHVu+9zW8dspey4yM6MMHJ9EmrRoEuvGN+AMvQq6iXnkJt8+D721h/B971OfcyTh23mFEJiHb8LcTQn4vYLn4JULQE20zDx6K8YqkTGj7zrwXLzZcbRky6ZEVpyKCrJ6MwG6hZZqwzpxJ152trb2CIE3PUzpmYcJ3/TGHTG6ZKmw5AGprsN9buDZQ69W1lLAsbHPP4t+y0O+vofecYhwcxeyXEREE0HqbIXAwAsI8AlndozSq18Hz0OLtxC+/v5q9EAYJtbx5c1D7SsvV3+WANLDnZ9GXyR64k6P1BYi6VF+7Un0HWo3oDV14E5crryX3JS3dEsIAVZYpcGuxir9BFc+nX8F1EbnIPbF51moGTHa+305r9/IpW04hKiICWwfLd6Mm03XHvBJVh4q6VPpCXAd9OYOhH5wBQu8QobiS4+qDYoVJnz9630RFlmxVtj0RxFWmKEdqR8G0Fu60XeoT6gwLYTp33UcsHGk51J67QkwVD8y6bkIWLNxuRBCZU5sIXtCC8fwsjYLjjrzyC2YPUrRWSwYXIvVh4tZ7KFXsXbAUNcSzYhQFFmpExfRJCKyt5xQW2JJn0O5SAzMT4QZ2vfG8mYJDLyAAJ8on3+6qrrpZWdwxi9h9hxb8bmeXQLXRu86jDN+Ca+YBd1ASo/iS49iDpzGWkgfcstLXuwqJTLhfy67dfx2bCuMl89gtPXuuFEjhCB0+nWUX/0Gnl1CS3Woz6KQQUiJ1tSJiDft6BhWw+i7DhGOVSMeS1OHGgUhqLjCaxuV7bSIWIx17HYKuXlkZhZMk/CNb/DlvAClc0/jTqnUKxGOE7npjQc2nbJ85Qyy4uSQ5SLlKy8Rvu7ubZ9Xb+pAS7SoujZAa+5Cix2ATeUu4ObncaaGEGYIs3MwEPdZAWdqCG9uEokATWUcmIdu2FCGxlawTt5N6eWvI4tZ9PYBjO6a+JSIN6F3DCyqJQUQyCXtFPxC6CbhW9+k6s2FwOg6uq9rxdzMNM7MmDJqNR3hKcMuED+5dhzM1TQgYAeQSz1V3sqRJ3vsIqVLLwCgpzoI3fpmypdewKlsdpESe/hs1cDTW3oRoZerKR5691HfNg9yIU3EsBC6ocRXjtzsy7k3ip5sJXLnOyhefAFn/CIglDjGwCnM7qO7VssihFAGboNG7hYQQsPoOY4z8pp6wAr7Z5i7Nh4gLQs0TdWB+oC0S1XjDpTn3E1PYGxSunzfsHSuWGXu2CxCaIRuelCJSggNranDt/tJeh726Dnc3DxGUztG+8CBrTvzilkKL/6LaqODxJ2fIuKDgb7v8Fxl3AmtklIOpdHziFgKI9Xu+/WjRZNEbv+WFX8nhMA6cRdOrAn78osLD+6oArGwIpgD/vRebGTc+WkKZx5jIftF7zqMmWpDiyQDB9M1JDDwAgJ8wuo/pdTqUOkCK4mlSM+ltLCYAO7cBN7cJG5FyUu9WNRJvQvTInzLm3FnxxGmhZbyJ5IkHZv8y4/jFTKg6URO3IFxDRqwr4ZTrfdS4grSsYNc+g1iDt6I3tyFtEvoTZ2+paCVRs4hywV1PUpJ8cJzxG97y/ZPrOkslksH9n3T2bUwe46rdFXpgdAwe/xr7yE0bUfSHUtXX8YZuwCAOzsKCEwfVDT3Ik56stYzFXBnx4M2CStgtPYp52bltpcIcB2KZ59Aj7cQOXnXNY18CiEw+65Db+rEy8+jJVvRNtkCKWA5TqWvIYtUSw0f2pEEbI7AwAsI8Amz+xhaog1ZzqMn21ZvoLukZkpKT+XlL/JeLt2QCcPyPV2yPH5JGXcAnkvx0ovEb3rjls7lpMexZ8bQQhGsrqNbUhytr5eQaKFrv9C6uTTlsUsITcPqOYY9M0p55BxC1wkP3oTRsGmaYkdSSL3cXN2xX+lLQjewjt5C+cKzICVGxyCaT84FKSXO9DDO3BR6NInZNdjwjgI91U7k1rco8aVYk6+bTDc/T7mSFhbqPurbud25yfrj+akDa+CJUBS5EJUChGYEbRJWQJgWRvsAzuRVpBB1bSvc7AzO9AjmLmRMaPEmtF0qBViMlJLSlTPYk1cRVpjI0VvQY7s/rk2jaer7RanhBkbz7hAYeAEB20RKqeR5NQ093gQ0rfpcoemYPcexK+l0WjSJ0dyFHU1VNtPK+DNa1k9V8+ySmjytLYombCEtzCsXsaeHQdOx2voQuoEzP0XhtadqzynkiBzbXCNagPCx2yieexqvmFP1f9d4s+iVi+Rf+XrFEy9w0hPVlETpuRTOP0381rccqNoaLZrAXSzYYvi3ZJgdh1Q02rXRIgnf0rOc6WGKlUi6MzOCdMqEfFJ4hAVRG+m70aiFY75vhDy7RP7lr4PnAAI3PUHspge31fJlAT3ejLPgIAK0vbgR9Q2J1DQWsjBkYNytitV3EntmTEWrlyC95Y9tBinV3N0oqcKbXaOdmVHsisiZLOUpnHuG+M0Pbvn9pZTYMyN4pTxmUyf6NVAW9spFyhNXFvWYFIQO37Lj7xuwnMDACwjYBs78NPkLz6oePi09RAZvWHdxCQ2cwmjtRjo2eqIFoemET9xJ6fJLyFIes2Ng3UhRcehVyhUJaLPjEJHKBlZKSWn0PM7cJHo0SbjvulWFK8yOAcqTV6ASlQmt0xNKuja5V76umtQC9swosZP34M5Pszgdw5mfXP0ka6CFY0R9VOXz7DKlkXN4dgmrrRdznc/Uy80tSrOSy+vNPE+ljVoHx8Czuo5iT4+Ca4MQhPv9K5AvTVymdPUVAIzmTiKHb/ZlY+bMTS05nvTNwCtPXqV49RWQklDvMUIN3m/JK2Qqxh0sXNNeKefLRs/qP4VTzOKViuix5Koy9wcBNz9f30RduipTo0EMjUZCC0Uwuw5jV9J7AeUgDUUwt5hKLKWkePUV7Mkrqtzg8I2YTZtrBeLZZYpDr+AVc5gt3Vgdh7Y1H5VGz1OqtEAy2/oID5xe93wL7SMWkPYa6tIboDj0asVgFJRHLxI7eTe6TwJcq+Hl55Y4iyWr+cKklNjTw9jpCfRwjFD30QMrtLUTBJ9kQMAWkVJSuPgcVGR/nZkRnFTbhhappWkXmhUmskIbhZVwi7mqcQdgT1zGautDj8QpT1ymXOkj5+XnQUoigzeseB4tFCV24xtxMtNooRjGOsXPTjZdNe4Wzu+V8hUFtFq/uGvhJVwLr1zCLWSUcVeJMBTmpxAn7sRYIw1HiyQWNVgGFmT7XWUA64nWAyfDrIWjxG56I252Bi0UQ48mfDmvdJ2qcQfgzI7jtk5jpLafpqlHkzgzI9VjvxRFPbtE8cqZ6nFp+DWMVAe6D+0MdgotHAehVSIbKjVWC0V9OXdp7AJeUUm+u9k0zvQwlk/pddLzcLKzCN1AjyYbJiKzGp5dXmLMicWitgFL0ONN1JoXgBaJEzv9ui1v7t35aWXcAXguhYvPY9z8pk3VQOYvPodbUZt18/NoZmjLBqdXLlaNOwB7agizrRdjnSi32dxFeeRc1UBar9/tejjTC/Ogqmu30+M7buCttI4KK7Ly+NITFCutotz5aTy7TPTwxvscBqxNYOAFBGyDpTVJnk8qg2uyUipl5TEvP1/3sJufW/5clLFWHL+MZ5fwCjkQEO4+QniNpuba0klaaGimhdbcRajvJPb0MCIUJbyFfkV+4eTmyJ19qpL+oxaYhX2Wm0uvbeCFo0SO30F59DyelEg9VPHMG5hNrUQOXd/wG82dYOE79hO5UnqW9Ec50uwaRDplnLlJtFiKsE+y3CvVH/qlKrpTaFYY0dSNm5kGwGzp8s1Dbs9N4VHbQDuZWV8MPOm55M4+iZtXzhmrva+aodCorDQvSCmDAN4q6Kl2iLfiFXOVzIDT27oul627nqeiqGzMwJPSw83O1VoPSYmbn9+ygbdS+ikbSD/VwjFi178Oe3YczQxjtPbgOQ7Z157GK2YRukn0yE2Y8Y0ZaSIUQeYX5i25fA3fAbRQbR1FaIT6T9aVNXh2mXLF8JSlHIuzf1yf+rcGKPacgdfc3LzhTdbMzMwOjybgICOEwGwfqHkOdXPTaSFbQYskMFLtOBWRAz3ZVu0jpCdasWdGq8/VE63LXu+Vi2TPPVu/CEkojpzHTLauGpHQI3HCA6cpjbwGQic8cKranNrqPoLVvfPpatLzcHJzCE1Hjy6v2yqPX1n0d9WrNG7Ec2mk2pFCI3f+OaCWLmOnp/C6i+hBsbgvaIaF2d6PXelBpUWTvim4isqmws+6O1CbLz3eVG38rkXiDS+AYGdmcSrGHYA9M4bbOYge3n4Uz3PduqiVsyS9bKs489NV4w6gPDmkxGF8Ull1i3m8chE9mvDtnGZbH/bUUPVYC8fRDlCt7maxZ8Zwizl1ICXF4XNYTe1bPp+RakOYoWqGidHcVV2bNsLCPV1FCBX93iLCimC0dONU1mI93lypz18fLRwn1F177+yF51VvWCplEheeo+mm12/oXJHDN1G48BxeuYDZ3IW5zYjgRjFS7Rip5d+n9FyyZ5/Eq/T8FIZZiS2qtXq9CGfA5thzBt5v//ZvV3+enp7mox/9KG9961u59957AXj88cf5/Oc/z4c//OFdGmHAQSLcfxIj2Yq0Sxip9q0LnmwCIQSRo7fiZmdAour4Khsts7UHkDjz0+iRBFbXIADSdVUjcSuMW8iu7GFEeULX2pZY7f2+pWFtFul5ZM4/W/Pst/YQ61siJ78kJUeYYfRwFKu1FyPevKH3sWcnVnzcs0sNbeB5jo10HRW12QOhg3D/KeUhd91KLWpjK10KIYgevwN7dhykxGzubPgxLzaUqo8Vcr4YeEvnEOn6E4FdqWDHr+u5NDtO/opKDRa6SeLEbeg+zNlGLEX0+B2Up4bQTAur++i2z7mfWRr53m7mi2ZYxE7dh5MeRxgmxhJHq5QSr1xEaDraSi1kVrjmtpMuLoQgMngjblsfSImeaN6yKFPVEK4+4FSiw+vfE3o4Rvz0fVt6353AzWerxh2A5zigV4w8TSfU6197mIA9aOD9m3/zb6o/v+997+OXfumX+Imf+InqY//hP/wHfv/3f58vfOEL/PRP//RuDDHgACGEWFe8Y6fe11ghOieEwGrrw1rkqXNy88xffBE8F80MER84pRa0JRs0LRTF2OH8/KV4roN0XTTTWnfBsjMz9Z796REiXYN1XvhQ12GczDTSLiMMk9ixWzddI6WFlqexaFYYI3ptP5vNUJoZJzd0FlCbzcThGxre+BBCbNjobhSEpmPtoWbsZlM7xUW1QCAwEv585looWrf5NH2aO4xkK0ZTB05aOVrCfSd8Systjl6s/ixdW80hPmUeGMlWjOTyOTlgOWZTJ8XxK9XSglB7fWRJyorIlaajbfC710xrReejlJLspTPYlfq6aM9Rwm3197AeS2G29mBXUgdD3UfQtllvrdbolm2dA8CIN1WzdUCNdS848FZCs2qfqYS6DADpudiZGfRQ77Uf2D5lzxl4i/n85z/Pr//6ry97/K1vfSsf+tCHdmFEAQGNR370Qq1Gzy5RSk8QP36rWmAFGJEEwjCxmjuvaQuA0uw4uSHVLsJMtBA/dGrNhWtFg2XJ8/VwlMT19+OVi2hWaEt/T6ijH7eYw56bQjNMzOYuQh19vkjL7wRSSnLDtU28k5ujPDdJqHnn04UDGhs9FCF27BYKw+cAQXTgOjSfWl2E+46TvVQRnRGCsE+GkhCC6OEbkeWi2uCvFHHZKkvnkAbvj7hf0cNREifvwpmfVs6zRYaxlJLs1Vew51RqcbTnKOHWLdbCAfb8TNW4A8iPnCfUUr/WCSGIHjqN131EpWc2kJhWbPA0haGzONk0ejRJxKea4t1As8JED52uzEdS6bAscjQ3er/SvcaeNvBaW1v5u7/7O37u536u7vG///u/p7U18KQFXDucYp78+BWk9Ii09WJtsAj6WiCXNFZHehixFPEjG1OrsvMZ8uOqVira2Y/pg5KilF6dUWJnZrDnp7HWSIsx4s2YqTbsigx+pPvIit5doWnbSkETmk5scPeEYrbEku9YenKVJzYOTqlAbuwy0nWJtvdg+RRZklJSmBqhnJnFiMSJdfYfqN6FSzETLZgn7/L9vMWJWs0ZUlKcHiHW409qohACsUIkfbtEe4+RvfgSSA8tFCXUFkQLdgs9FEGvRO7U+nkVKV3MaLJq3AHkRy4Qau7Y+j28UjnC0jWxwrUosVjAtUvkRi/jOWXCLZ2EV6lBFJpOdA8bdUuxWrqwWpRoV3l2nNyVVwGJHk1iNV/7bKj9zJ428H7xF3+RD37wg3z5y1+u1uB9/etf53Of+xx/9Ed/tMujCzgoSM9j7uJLyEq7BDs3T/PxW9GtxvACRjoHyF56GdWPRifUtvEUM8+xmbt0pqoANncxQ8t1t21fnECyglGydg2PEILYodNr11IcQIQQRLoGKIypBrlaKILV5I9gyU4hpWT+4kt4FWXK+cvzNB2/BcOHTX1xZoz8uBI+cvIZpOeR6G3sfnV7kaVKqNttUn0tMBMtNF1/L55dRgtF9myq235CrZ9nkJV2NHZ2DsHiLhNS1Zxt8fxmsgU9HKumE4fb+xqi19r85VdwK21GsvkMuhnCXKdV0X7Dau7ESLQgXRvNCu5Hv9n9q3wbfP/3fz+nTp3id3/3d/nbv/1bpJScPn2axx57jLvvvnu3hxdwQPDsUtW4A5TEcjHfMAaelWwldfIO3FIeIxJHMzZuGLnlYr28s/RwS4VtG3hC0wi39VKcGgZUCwZrA/UrQgj0ihEgpaScmcVzXUKJpuqYpJRIz0No2oFZMCIdA5iJFqRjY8SSDR+x8hy7atwt4BZyvhh4Tj675Hi50EjA9ol09JO9rHpYoWnbSqO7lpQLOdxSgZCm+SKwErA9PLtcNe4W0BYpYoZauzdch7cSQtNJHrtFqS/rBsYaGSjS8yhlZkFKQsnmDc2jC46NzdQ8y8oeYTFOIXvgDDxArds+qdkG1LOnDTyAu+++m7/4i7/Y7WEEHGA0M4RmmLUNq9DQI/40E/YL3QpvaTOjhyII3agasELT/VHgAyJdg5jJVqTrYMZTmzZKMiMXKVXSNfOTFs1Hrse1beaunsVzHIxInKaB42i6ruo6xq9SmJ1CMwyS3Ycozs/iFPOEEk1E27r3vDFoNHDD7aVoholmhfDKahOHEBhRf8ZvxJLV6wI4kJuma4GVbCV14nbcYh4jGve1bik3NUp+ahSh6SR6Bgn5lPKeGbtMYWYCEGTHh2gePInp03VXSE9TmJ1AM0wSnf0N4+BrdDTTQjOsmpKm0Egcvh6vVEToOkZ0+/ev0DTMdVLApZTMXXkVu+IQyk9HaD58/ZqGW356jOy4SlWOtnVh57PYhRxmNE6q7+iqhqkQAiOaqHM++fF37gWklOSnxyjNz6KHIiS6+rdlwAeszp7/VM+fP8+f/umfcuHCBX77t3+bjo4OPve5z9Hf38/11++xOpqAPYnQNFKHryc/MVSpwetBv0ZF2qXsPMX5GXTDJNbW5XvkRtMNUoevpzA1DBIi7b2rTsbS8yjnMwjdwAxH1zWYhBBb3nxLz63bxHtOmXI2TX5mSkkvozyihZlxYu09lDLpysZOeYzTV89VU0SdYh5NN4i0BPn/K+E5DuVCDt2yMH2qixJCkBq8nvzkENJzibR0+RZNCTd3gPQoZ+cwwlGi7dem99NBQ0pJMTuPU8pjAZGUP3Oenc+Sm1CRfel5zF09T/t1t/iiCluYmVx0JMlOXKV5cPv1TeV8hsxITaEzXSrSeuyGbZ/3IKDWz9OVuUCtn0YoCqGdd5JKKbELOaTnoulG1bgDcEsF7EIWa4U1SkpJbmqU3ORI9bH81Fj1ZzuXITcxTKL70KrvnRy4jvzEkKrBa+7wzdHQ6BTnpqv3t1PMIz2Xpv5juzyq/cmeNvC+8pWv8Pa3v53Xve51/Mu//Asf/ehH6ejo4Pnnn+eP/uiP+Ou//uvdHmLAAUEPRUj0X9seLuV8lvTV16rHTqmwIxOlEY6SWNpvbgme5zJz6SxOpcdNtLmdZOfKG+tSdp5SPoMZihJONm0tcibEslYPQjfrU2VRbRhAGXV1LKn/s4t5/Jd02Ps45RLTl1+t9jhLdQ8QSfkjYKVbIRK9/vcLE0IQae0mskdSBvcq2ckR8tNqU1ucUyqFflwbrl1WJbpCAykR0kN6ro9tP/yP1DtL0u3cchEpvUAVcIPooci6a0y5kKOYmUM3LaJNrb5kXMyPD1FIK0ehYYUqTbdrrObMzE+Pk5tSTcwRYkXRFnfpmrMEzTCJ9xzeyrD3NE5haWpqbpVnBmyXPT37fOhDH+KjH/0oDz/8MJZVqyt68MEHefzxx3dxZAEBO085V19bVMrN79JIlNHmLGpgmp+dxFtBNKWYSTMzdIHczCTp0cvkZlZuKr4eQmgke49UZc7DTe1Y8RTR1s7FTyJcERsJJZrqNohL08ms2PaVQfcjhfR0XQPrzCIvdcDBppRN1x2Xs/7MP3oojKcZSARSaEjdBJ8yEyIti1uHCOKdy/umbYWlysJGJBYYdz5SLuSYvvwauZkJ5seHmB8fWv9F6+C5TtW4A+XMCjd1smDiRdt7MVYpRyhl59QPi4y7paJfYZ8cYfuNpWvtShHSAH/Y0xG8F154gU984hPLHm9vb2d6enqFV2yPL3/5yzz44IMr/u6b3/wmd955p+/vGRCwGka4Pubkh0DFVlnJmypW8JQXMnP1x/Np4q1b69cWSrbQlmhWXv6K8RZp6cAIR3FKRaxYoloHo1shmg+fpjQ/i2aahBLNFGbGcUoFrHhq1cXYKZfIZ+bQdZ1oqvnAbdqEVv8dHrS/P2B1zHAUt1Rz6iydj7aKs6guExZEk9zlPey2QLyzD083cEoFYqlWTJ/qVs1wlKaBExTSqsY3tgml4oD1KWaXrxuprm0a5yusWaFkE4nu/sqvV7/ezHAUu5CtnicUT5HqPYKdz1Rr8A664bKQwm2XioRicUKRGAChZDPJ3sOUMml0K0ysLci02Cn2tIHX1NTE6Ogohw/Xh7mfeeYZenv9729z3333MTo6WvfYhz/8Yb7whS9wxx13+P5+AQFroVthtFgKp1QkFAqRWpLv79hlpJQYprWhdBYpJZnZKcqFPKFojPgm0mBC8RSheKrq2Ux29a+YUmUs8XIa2xQiEEIsW6jNaHzFegYjFMZory0msfa1N2GOXWbi8rmqHHwxn6W1Z/Waiv1ItLmdYiaNUyqqqOkqabeNRj4zRzGXxQqFiTW17HkBnUYk0TkAUqU3h+JJoi1bc9QsRTdDeFRSNAFdgOZTBG9+epzsrIraFPM52o2jWD4JYlnxJFb8YG/q/cYul8hMT+KUi9X0SQnopqlaJ2zjvtY0nWRnXzUaGEo0YcWSGzpnvKMXT3rY+SxWLEGiow+haVjxFFY8pdbSmSkVFYwniBzA6yKXnmZuUu2XMzMTtPYOEq5E78Kp1iDCeQ3Y0wbe93zP9/Cf/tN/4lOf+hRCCDzP47HHHuNnf/Zn+b7v+z7f38+yLLq6uqrHtm3z6U9/mp/4iZ8INhAB1xTHtpm4cr7axLzsUde6ID05TiatotjRRIqWzp51r9H56QkyFRGCYiX9M9G8sX5qQgjCzR1o4TjhaIxQNLbi8+KtnTh2mXJuHiMUIdnZuI2Gi7lMXa+vYnb+wNXVaLpB6+BJXLuMZhi+bbR3kvx8mpkxtWnLA67rkGrzx/gIqKHpOqle/2uIhKbhaWbVceOu4MTZKrn0DGrGVKZCITvnm4EX4C+e5zF59QLeQoq4ZqABrtBwHY+JoUt09B7aVm1mtLmdcLIZ6XlohrnhfZzQtGUO1cWkJ0bIzc0CkJufpbXnEJF4Y5UBeJ5HvpJRE40n0XR/5/aFv3+BfCZdNfACrg17eqfyy7/8ywwMDNDb20s2m+X06dO8/vWv57777uO//tf/uuPv/+lPf5qpqSm+//u/f8ffKyBgMeVivmrcgUprWhAUcWy7atyBimaUi4V1z1nK59Y8XotseoapkSvMz04xMXyZ4iqF00LTaO45ROfxG2kdOIbewP1vjCVjUwvgwXPkCCEwrNCeMO6g5pyoHvtUGxZwbcjNp+sMOul5OJWeaNtFaDpS6Kq+D43l0hgBjYJjl2rGHSpy5y5yrpWLBfI+3NuabqBvMMtloxSyS+rjG6wXp5SSyeHLzE6MMjsxyvjVi3iL+936gGHWr5/GJvrvBvjDno7gmabJX/zFX/BLv/RLPPPMM3iex6233srx49dGzfCP//iPeetb30p//9q54KVSiVKptkDNzwcbjoDtYS5JbdQ0fZEHrn7bIoF8LovtOMTiiWUL2YKhaEWilBepwVmbqKnJLvXWzc8RjiyP4rmOQzabQdM04omEL9GwQj6PY5cJR2OYpn8GYyiWINHSTjY9jaYbNHf17XikvlHniu2mQ11LjFAYFtV6GqG90cy6WMhTKhYJhcOEfYwqeZ5HPqfqhWLxeMNHoPUladwIgab5s1XxoCLeIhBI5B522DTqXOEXhmkhNK3aSHylKK5cQb1yJ/A8j1w2gxCCWDxOuVSiVCwRioQJrTC/mKEwpXy2emz41ALGL5xyuc7p69hlcpl5PM/DMC2isdi25/umjl5mRq9glwqEogniLe3bHXbAJtnTBt4CR48e5ejRrcttf+QjH+EXf/EX13zOE088UVdnNzQ0xOc//3k++clPrnv+X/3VX133/AH7n3w2S3p2GiE0WtraCYW3PumboTAtXX3Mz0yiaRpNHT3VjZtumEQTKfKZOSU3rhnMpdOVMWRo7ehifi6NlBJd00jPzoCUNLW0Em9uq9bgJTYxIWuGAeXaZmOldA/XdRm5ehm34pXNZTJ09vRuayGZm51hdlrV1Agh6O4fwPKpwbAQAqlb2FoIDQ2fHZwr0mhzhed5TI2Pkc9lMUyTjq4erJA/n2+5VGJ6agLpeaSaW4j5lMKUaG7DdWxKuSxmOEJzR+MLXuQyGSbHa/Xd7V3dvnweUnqMDl3Frtyb2fkInT0776jYDvFkE9n0DE5FZj6aSKEbfhl4ukr5RID0fIvgSSlJz0wzn06j6zptXV2EfRKdWY1Gmyv8RtN02vsOMzc1jpQeUjMpl8t4jo3Aw7RCRK9BbVshn2N8ZLh6nJ42cJxaO56O7l6isZozs1wuI0JRhOuhuQ7RZIpYau0m69eapeuzBKYna4rWqeYWmls3Vp5Rdx4pq+uFaVq0d/VjWkHkbrcQ8lq5QHziZ37mZzb83N/8zd/c0POmpqaYmppa8zmDg4OEF23I/9t/+2/83u/9HsPDw+tGDVbytPX39zM3N0cyefCKbw8idrnM8JVL1WNN0+gbPILmW2+neqSUlEtFCvkc6ZmZ2uOo6J9t2wtPhEV+7J6BQ5sykKSUFAsFPNdlbmoc1ykTisRo6+5btojkshkmx+pFivoGj2BsY/N29eL5qsEIkGxqpqXNH09hqVhgdOhq9VgIQf/ho2t+Z/Pz86RSqS3f2402Vyw2oAGsUJie/oFtn1dKydVLF+pSsHr6D/lmPO41xkaGKOZr0fNwNEpXz/YFbYqFPGPD9ZLym73HdwMpJaViHk3TsXyMwF48f64u6hOPxejo3r4DIJ/LMjFaa3qt6Tr9g0fWNKT321yxUzi2zeTEOMVCvrpOJZJJWto6fOyNuDJSSq5cOF9Xi72USCxGZ7eqJXcch6ErV6rPt0Ihenob06GSm08zOzGq9gThGMViTRFX13X6D28+aDKXnmV2arJ6HAqH6e7b/npx0NnqXLHnInjPPPPMhp63mRuqra2NtraNeyuklPzpn/4p3/d937ehlLBQKETogG5cAhR2ub7pqed5uK67YwaeEIJQOFLZzMws/k3NuFNPrGvS6tgO5pJ6hFwux1Sl7UhrSwvxuFKolFIyOjJSXRjiiSTd7e2r3nv6kqaxQogV//5CsUixUCAUChGNrp2qpul6nYGn+1QoLqVkfj5TrfnQpAdS4nnejn1n0HhzxeLPFsB17FWeufnzekvObZfLB9bA03W9cq0p8Q+/ruOFusmFO1zgnyLlTqNq5ISv6cESKql+at4rL4rEbAfHdvAqqZ/Asmt7J2i0uWInyOVyjI2NI5AoyQgPAXie3FHjbmENskKhNY07qF/XisVC3fPLpRKu627LiblVHMdhYmKCsm0TjUZpb2uru49iySaMUATHdXFKRQrFEp5QzY3MLc4/jm0vOfbn/grYGnvOwPvSl76020PgkUce4eLFi3zwgx/c7aEE7BGscFil/FWMKcMwr8mkHwpHSDY1M5+eRQhBW3snU1OTK9cu6CYjYypNo7W1heamFI7jMDY+Xn3K+MQE4XAYwzAoFAp1Xr9sJkNLS8uqf1c4EqGppZW52Rk1ls6uZcZSLpere7/2trY1PVZtHV2Mjw7juS7hSJREqmkjH8uaeJ7H8MgI5XJZNVKXEk/oRCzTt433XiEWTzCfrtVX+vH5gjJoTNPCrqThKYdEY9WpXEuk0NW1BoBQxz5ghUJYkTj5QsUJE4/uymZzM3iex8joaDU6lUomN+WAXZsFoX31o1/GrtS0alsHhGrQ3ohRm72C53mMjo1TKNTWF/XNaQg8Ius4/rbD0jUoHI5gL6pXS6aaKOTz2LZySDW31OT+lzr8NU3btTVjcnKSQmV9zmQyWKZJU1NT9ffpublqv2hd1/E0HaRECoG3xfknFk+QmUtXj+P7KJK8F2nsmb5B+eM//mPuu+8+Tp06tdtDCdgjGIZBd98A83OzCKGRaq715rJth2yugGHoxGMRXzcGQgha2tqr+fRCCHTTYHpyCik9Uk3NCCS24zKTrhXpT0/PEI9Fl0VwpIRMLo9lmFtSLm9qaa3725eSyWbrjuczmTUNvFA4TP/gEaSUvkXW8oWCMu4WqIy1qbXtwG3aQuEwPf2HKORzmJZFZJX2F5tFCEFHdw9j45N4nqSttXmZ6tpBwllyny093iqlUpl8sVS9hrO5Ao7jNLSRVygU6lIP5+bnaW5u9mWjbBiL66cE4Yg/dXKFQmGZCMhOR/v3M3Nz83XGnUQgBBiGTktzC7GEqk91XZdMNo+maSTiUV/m56VrkBQabZ1duI5DNB7HrIgArdQyJxQK09zWRnomjaZptHfs3ppRXhJNs5cczywq3aiu85Wxlm17S5HzcCRCd98AhXwOwzR9q6sO2BqNO8tvkCeeeIJPfepTXLlypX5TBvzt3/7tjrznJz7xiR05b8D+xgqFaOvoqnusbNtcvjpWjag1pxK0t/lfkL14oo5EovQN1OfFF4ulqoGnqvI0rgyPk4jH0HQDz3VUJqcwmJxKAxAOWcRiMXI51RKheY3o3dKxrLZ4GEs2cRs9n69G8SqP7/d0qJWQUjIzlyOby2OZZbpDYUwfjAMpJVdHJquGzPD4NIdDIUxzzy9JWyIeiykjYdGxH3jeckPRbzl031nhXvbr/m5rb2d8TM23pmmSSqV8OW/IssjlctVsd9W672A5g/zErbtGa2nL3d09VdEO1/W4PDSG46hrfD6bIxYJMzuXQdc1OttbCYdqAh9SSgrFMlJKopHQqt/PSmtQPLHcybiSGq3reczO5bE9DTzI5EpEdqnPYjwWIz1XUxOOLZlTFmcULcWytt42IhQOH+hsjEZiT7uX/uqv/orXve51nDlzhr/7u7/Dtm3OnDnDI4884tvEHRCwk2Sy9f3s0vPZNZ69c4RCFqFQqGrcSQSO6zE7l6XsCCKRGKlkEm/RelAslUkkmxgYGGDg0CGam9c3TG3b4eLVMc5eGOLK8PiyCGFzczORilc9FArR1tq60ml2lGg0SnSRZ980TXp7eg5ceibATHqeuUwW15MUSmWGRibWf9EGKJftZVGq9Fxj9Yq6liSTSTo7OkilUnR2dvomkhEOh7EWqdhFwmFfW4nsBNFIpK72trWlxbdIWDQa5dDgIP39/fT19/t2T6dSKYRm4WLgYpBKNQcG3jZIJuJ1n19TU4qBQ4fqFBnzhWLVuAPI54tMTqdxHJdSyWZ4dKJubR2bnOHqyARDo5NcHZlY1bjZzhqUyxWwF9Wdpecy19yh4jgul4fGmUrnQQ+RSCTp7u5eVs++OO05FArR0d5OJBwmHo/T3dW19LQBe5A97S79lV/5FX7rt36LH//xHyeRSPA7v/M7HD58mB/5kR+hu7t7t4cXELAuS72Fur47PhchBL09XaTT80zNLu+nVCi7dLS3MTufr3+dJjaVWjcxnaZcVqkihWKZ6dl5OhZFLHVdp2eX710hBF1dXdiOgyZEQ6ez7TTZXKHuuGz7kzq40nW+W9d+oxCPx6sCRn4hhKCvt5tcLg9CefUb3fAQQtDV2YnjOIgduP80TUPzWbo9ly9iu5KF+P/sfJ7WlqaG/6wbFcuyGOjvpVAoYppG1eBajGGsbZy7rlfNFLFth/lMbe0qFMvkCyVi0eWRpu2sQUu/b7HCYzvN1MwcxZLKZnMcD9cTdQ7LBRLxONFIBNd1MU0TIQSJRJBSuZ/Y0yvq+fPneec73wkoD0Qul0MIwU//9E/zP/7H/9jl0QUErE8yESMRV541Xdfo7vRLTGDzaJpGU1NqxYVTGTo6bS1N1cdSSeVlnc8WsJ2NbfwdZ2mtUWOmiwkhsMxrI4TTyFjLRAP82awYhkEyUUsZskyD5qbGL8iXUpLNF8nkitesyfJ20TSNRCJOIh7fMwaHEAJzD91/S6PRDZ8GuwcwTZNkMkEkEsF2XOazBUrlWh1ZJByipVnNGUII2lvro6aRcKga+V3put+JeyEeixCP1YypjvbV6813is3U8+q6vq10zIDGZm/MnqvQ0tJCJqPSenp7e3nxxRe58cYbSafT5PP5dV4dELD7CCHo7myjq0NWj3cTTRMM9HYxMzvPXDaP53lKEKMSZWtpTpJKxpAScoUSF66qHmmaEBzubyNkrR3Na0rGGZusFXenElurNfKkZHYuj+N6pBJhwuu872Ic16NUdghZBsYBjxqtR0dbE/liqWKYC3o6/UuZ7epopa2lqVIP1fhLkZSSq2OzZHNK/CEatjjU27rr92zA5ijbLrbjEg4Z6D6lfsZjESan53E8EEhSCX/Fsg4yhZLNpaGpqkOlr6uZZFwZUW0tTbQ2q3IcIQTRSIi5TA5d12hO1aJRyjmZYmpG1aQl41EiYf8bcC+s547rogltV7ISUsk4uXxNoKYpubGsACklmVyRQtEmFg0Rjy6vOa+unaa+bgQ1YPdp/FV1DR544AEefvhhbrzxRt7//vfzkz/5kzzyyCM8/PDDvOlNb9rt4QUEbJjNbAaklOSKNq7rEY9Yvi8ihqHT0d5Me1sTtu2gG3rdRmihbmVyplYv6EnJzFye7va1a19TyRimqVMq2UQioboieADbcZmdLyAEtCSjq/5tQ2NpMpWN9nQ6y9H+dkLW+tNZvmhzcXhGqW4KweHeFiLhxq5J2k10XefIQPeK14Ef7KVNQtl2qtccQK5YplAsE434I74znyuSL9pEwybJWCBSsBPMZYtcHUsDYOgaR/tbMX24BqUER2qVGmZwvMC484vZdK5q3ElgbCqDZZmEK/P94rUzFLLoCK1suEUiYZJJMA2N1qadS1UWQvgiRLVVErEIA70dFIplImGLSHhj89PMXJ6xKVWeMZXO0dfVRCpei0YWSzYXhmdUD0IBgz0txCL+G8kB/rGnDbzf//3fr/bh+r/+r/8L0zT56le/yrd/+7fz4Q9/eJdHFxCwM4xPZ5lMqwi1aWh0tyVxXI94xNyQkbNRhBBYa0TGFtL1pFQy1p63sZS1aCRMNLJ8A+u6HuevTlfTNucyRY72L4+QLHgaa8eQzZc29LdPzmarmwVPSiZnswx0+69aup9Y7zpoRIplh1zBJmwZxCL+jF0AHgvNyAHkioqPW2F2Ps/QeK32ta8zSXNyd9T39jNjUzUhH8f1mJnL09m6/bqjTK7E4oxddexfg/aDiOdJ5nIlSo5XUXBW91/Jkbx2ZZpDXSmS8Y05QvLFMheGapkjtuPR3d74KeFbJRIOYZomhaJN2XaxzPWdGHOZ+nrr+WyxzsCbTOeqa7yUMDGT5XBvi78DD/CVPW3gtbTULi5N0/j5n/95fv7nf34XRxQQsLNIKavGHUDZ9rg8qtJOhIBj/S14nseVsXkc16OtKUpX6+reSiklZdvDNLRN11d1tae4PDyNI9Wmd3q+TCRcoCW1td5S+aJdV5NXLDuUbXeZ4aaEFzQcp/bcjSxgAQeDXKHM+aF09bi/M0Fzcvv9zjwEUoqFNtmITTg11mM6XUAqSQZAMp0uBAbeDrBT9tbS+SdI/d4eUkoujqTJFVTNnRA6SK+uh81kOr9hA28+W6o7TmcLvhl4haLN5bF5bMelORGmtyOxKcPerqS/m4Z/10yx7HD+6ixuZX461J0iFV87kmeZOoVSrcbRWhLZDlwVe489PQv90z/9E5///OeXPf7P//zPfPazn92FEQUE7DzaqsaaSrO4NDKHXfF6Ts7myeTLKz7fdlxevjzDy5dneOniNPmiveLzFvA8ycRsgZGpHMWyQzRsVeocauMZm85t+e9ausCpxrYrT1H9nc1YpoGuCdqb4yvWC6xER0u8ashqmqCjxV/VwoDdZ2auWHc8mS6s8szNIaVURh4aEg2v0krED+wl51l6HOAPXW21aJ1p6LSm/DGi49EQTckortRBGPR1BQqa26FUdqvGHYCUglgkxOK1ZjMOyaUGuLXNFMp80WZkKsdUusCl0TnKtqvW3/kis5niiq/xlogySSm5Op7hpYtq/R2b2frauZTpdKFq3AGMb2Bd7mpPEotYaJogEQvTtmRtbG+Ooy+snULQ2RqsnY3Ono7gfehDH+LXfu3Xlj3ueR4f+tCHePvb374LowoI2DmEEPR1Jrk6PoeUKnK9OIpg6FrdxA5g2ytvFsdnC5Qrv3M9yfBkluP9q6crXhybZz6nFt3JdIHDPUlmMjaO1NDw0MTaHvJcwSZTcIiEdFKx5bn74ZBJT3uS8ZksmoCe9tSymi9PSi6NZZjLljF0jSM9TcQ2UUMXCZlcN9hOuexiWf7XlAXsProuqmnDIH2LpjhOTQZfIdigeOy6REImtrPgiBFEQnsrJdZv0tky47MFdE3Q2xYlEvJnq5KMhTl5uAO7khnglypsqewyMWcDGq4HQ1MFruv3pzbzIKLry7+XjpYYw5MZyraLoWt0V4x115MMTeQolB1SMYuuluUCN83JCIWSzVy2iGXq9HVuvU9yvujw6tVaA3Hl8qlhO0ucNY7L+eF5CmWXSEjnaE8K09DIlxymFjmjxqbztCbDvtSELl2HN+JrMHSdwd7VRbRClsGJhbXT1A98W5u9wJ428F577TVOnz697PGTJ09y7ty5XRhRQMDOk4qHSURDeFJi2y4XR+ZwXI9YxKStOUqx7DJXSUlR3riVC6HlEkNwpWwzKSUl20MIqsYdgOvBxZFsxZgUeCgjr7d95XqW+VyZc8O1+pf+jhjtTcvTa1pSUVrW8KpPpQukM2WEAMeVXB7LcHpw/ToAKSWOKzF0ga5pRMLB4rRfiYQtXMooSQaNsE/GkmHUak5BbZpCPqUGd7XGyRVncV2Jrgu6DrB3vFByuDCSqX7OheI8Nxzxr3G4oWu+p1COV6LEC2POFx08z/OtQftBwzR0etrjjE5mkUBXa4x4NMSJAQvH9TB0rXo9XB3PMpNRzpF8sYCha8vWFiEEvR0peju2btgtMJdTa2stICdALKhgsywVcmQqT6GsPEGFksvIdI5DnQnmc+WKaVhxHEmvugaXHQ/Pk4RMbcPX/cIap7JaosxlS9iOhyYEPe3+zCfB2rm32NMGXiqV4sKFCwwODtY9fu7cOWKxrcmvBwTsBTRNoCEwdI1Th1sr0Ty1EAx0JZmdL+K4Hk2J8Kr1aW1NEWYzpWrqSFdLvWElpeTccJa5nANQSc+oWYH1kUJBV1uC5Cp5/jPz9TUQU+niigbeakgpuTiaYyajvOQaXtXIW4980eHsUBbHlUQsjRP9CV/rHQIai7lsLRIGMJez6fGhvWTYMjB0g4VMZlODWMSfJTQcMjg12FYVRPArsrQXyRcdPFn7+8uO2riaRuN+JgJwvQUBHpXAG7A92pqitKYiyk1TMXKUQmX9epYrOnXH+SXHfmOZOlKCV6k9FwL62mJI6ZGMh6rqngssTbdeqB3PFRfC/+qa0XUdy9AYnS4yPKUcBk1xk6M96yt+ep5aq+fzDpqAo71xrjvUStl2MY3dadcQsPvs6W/93e9+Nz/1Uz/F+fPnq4+dO3eO//gf/yPvfve7d3FkAQHXDiFE3YZQCEFLKkJHS2xN8ZFIyODUYAuHu5OcOtSyzPM4l7Orxh2oDUzI1DF0QXdrhLBVf+7kKpFCAHPJOExzc1PPTKZcMe4UanFlQ0bilYlC1RAslD3GZlaukQjYHyy91iyfjPmy47G4TNV21fXkF5omCIf8Sxvcu4hF/5S51Ogfier/WRukJ/WgBs8HhBCr1pwvkIjWR+jj0Z1Nb25JhLAW9e2UErJFj46W2DLjDqAtFV7xOFQ3LwkSUVOVSkzVaobTWZtMfn2DdXq+zHzleZ6Ei6O56nwSGHcHlz0dwfvYxz7G2972Nk6ePElfXx8AV69e5fWvfz0f//jHd3l0AQH+IqVkIl0mk3eJRXS6mq0tbyJKtkem4BC1dFLxkFLTdDwMTdS1P1jKif4mjEp9RFvKY3Q6j+tJ2lLhZQbfYrpaIhSKDpm8TTikM9CxuQh7faROvf/h7sSKtXwA+ZJLOusQsbRlQhhLaxQD9hedzWHSGZt8ycMyBH3t/ghprHQ/rPTYVimUXXJFl1hYJ7LGvbTfEXXWnPrZk+DXJ+J5tYigX0aYJhbqPkHpqwZcK/raYxi6RrHskoyZtCSWrwmelDjO+t+5lJKx2TK5gksiqtPRtHyNFUJgmTrFcu3mX0tsqSke4kS/Rr7oEAsbRMMmuaJLKGQSDbnkS+rxvvbYivPJRparpWvaRtR9Z7M2hZJHKmYQCx/c+WY/s6cNvFQqxde+9jUefvhhnnvuOSKRCDfffDMPPPDAbg8tIMB3xmfLXJlQ0aeZjI3nSXrbNt8QOVt0OXM5W104TF3guLKSCgMn+qI0xUxSMZNoWCdfSSXpbA5VjTtQqpcDnfW5/fmSi+1IEpH6NDNdExzr27osdXPcYnSqiFMZdEdTiKZV0kGzBYeXLueqyaStCYNiWaXtCQHtTYH4wX5mNuOgymQ0Sg6Mz9oMdG5/qQuZGi0JsxpJTkb92xjN5RxeuZpbqMbhZH+MVMyf5XlqvszVySICwaHOMM3xxhZwSUVNTENTtb9Ac8L0LaV6Pu/w6lAO14NYWOdUf6xuTtsq0bCOWzXrBFHLP+MxYG00TdDTttyJkyu6uJWm3K8O5XFcSdjSOD0QWzWqPzJdYnhKlRPMZGykhK6W5etFR1OI+UXZLeutKbGwSSxsMpEuc+bKHAs6LJqAGwabiIZq80h7k8VkWq1X8YhOcgPzQEvCYmymWHWEdrWuvS8YnSlxubKXYBKuH4iRiO5pcyBgBfbkN/qNb3yDmZkZ3v72tyOE4Fu+5VsYHR3lF37hF8jn87z3ve/l937v9wiFgo1cwP5hfkmqxlzOoXcLtUXjs6U6r6C9KDrmSbgwWuC2YyaaJjg5kCBbcNA1QSy89nQxMl3i8oRaHCOWxg2D/myeACxT4/ThJHNZG9PQ1tz8Ts/bLPZfZgoupw8lKJQ94hHdN2GMgMZk2X2ygRSnjSCE4HB3jI5mFykl8Yjh2yZ+dKZUvWZl5dgPA69Y9jg3spDyJTk7nOf2Y4mG7tMmBGiajlupwzN0/+7Xi2MFFoItuaLL2GyJvi04yZaSKaheZgvkyxJPynXTCwN2hquTJYamFoTGVERLCHU/jEyXGOxcuS/m4pIEUHPJSgZeU9zi9CGtGnGPrrM2gnJ+Xhirb9niSZhIl+vGM9ARpS0Zwq3MMRu5hixT4/rBJJm8g2lo6xpr47P1rZMm5+3AwNuHNO4svwYf+chHeP7556vHL7zwAj/0Qz/EW97yFj70oQ/xj//4j/zqr/7qLo4wIMB/lkYL4luMHujrFLQszjbRhCAZNdc17qSUXJmsCakUyh7T82v31dsslqHR3hSiKW6uubFe6u23DI1o2KA1aQXG3QEguuS+8DP9SAhBPGKQiK59DW6WpfbWSjLxW6G0pEWKlFC2GztFOZ1zyBZr4x6dtTckprQRlqey+XLaZREhQw/SNHcL15NV4w6Wf8drpegvnSvWmjuiYYP2ptCGjDtYfi8usHQ9FkIQixgko+amHASmodGStDZkqFlm/XmtBhYwCtg6e9LAe/bZZ3nTm95UPf6rv/or7rrrLv7wD/+Qn/mZn+F3f/d3+eQnP7mLIwwI8J/u1hBdLRbRkEZHk0Vf+/qeZykls1mX2ayKOgD0tIaIWFpFCUwtgFLW6ol6W7cW+V66RAgBk3MOr42UGJ2xq++/03Q1WzTH1SIXNjWOdK/srQ3Yn3Q1WyRjJhKdsGUw0LH9CM1O098eIVTZdIVMQb8PUSVQG1RzkbEYtjTCIf+W/ULJY3reWXXzuhV2MujV2xauznuagPYmf9JVm+MGnU0WApXyfrwnGqRo+oyqE5erriO2I5nOOBRKq1+LmlClBgvnG0/bnB0ucnmiRL7o0t8epqNJrbFdLRbdW1wLVyIe0ZdltEQsQXfL6uJkO8XhrggRS80DTTGD7hWilAF7nz0Zk52dnaWzs7N6/JWvfIW3ve1t1eM777yTq1ev7sbQAgJ2DE0IBjo2bqxIKXnpSomZrKqha4nrHO+2ODNUJFPQWPDvaEIZeboGx7tMOprqF5xMwaPkeDRFly9QCwghGOwMcX60hBBqMfOk4NyI8qSOo1JBB9p3fjHTNMF1fTGklMEmq4HJlzwujJVxPEl/m0lrwp/laGzWYWJeVbOVCnBx3OZ4T2NvYMKWxi1HEtiuxNT9q98ydEFHc5jLEzZCKOPXr7TB6XmHl66q+1vX4ObDEeI+9Mhqihk0xYzKvCU51GH5luptaBqOZ+ChoqS6T5+FEILDXREGO8PBnLMDFMoez18qUrIlYVNw02CYsKUhpeT8WJnxtFOXedKZsqq98eIRHSE0CmWPtoRO1FLfz9isw7nRcjU1+vKkQ1+rwZGunXEImrrGDYfijKdLFMvQFDdoT+q70isxYuncfCQRrJH7nD0Zwevs7OTixYsAlMtlnn76ae69997q7zOZDKbZ2IXkAQE7Ta7oVY07gJmsy/OXi2QKKzc4dz0YnnFxXEmm4FEsezx/qcRT54u8eLnMk+eKlJ2VvadXp2xeHXVxMehtC3PDoSjpnFv3nOmMu+Jrd4pg4WpcPCl57mKR6YxLOid58XKJ/Bqe980wPF2fGjyR9rcvVqHkkS95vkekhRBYxsYbG2+EQsnj4riNJ9X9/dpIGXuVe3izXJ6sfc6uByPT/qRkexJytsCROo40KJT9+zxeGy1XO9QVbcnwjL9p5MGcszNcHC9TqqQWF23JxfEy+ZLH0LTDyEy9cQeQznvcfizOzUdiaEJjOuuRL8OVaZfHXlHzzkxm+bxwdcrh6pTNhXGb+bz/vQwtQzCdFYzNSV4Ztnlt1N/rb7ME1+v+Zk9G8N72trfxoQ99iF//9V/n7//+74lGo3XKmc8//zxHjx7dxREGBOw+K/XTKpSXb+6UvLd6brYoefyVIrWSl9rzi7ZkIu3Q11bvPMkVPS6M29VnX5xw6Go2iYY0pFRGnRAQC+38YpIpeExnXKIhjfakv5vlAP8o2x4lB2q9zgTpnPretstSh7jw0Y15brTM0LS6pjtSGqf6tt6q5FpQWmLMSVTjcD+ahusa1dYAguWf+1aZzbpkFzmhhmdcBjv8GXPZWUhFV82l5/ONXY8YoHAX1WBKCem8ZPy1hTo7gUDWpfZqQgmPWECmKKvPA+VAeHmoRE+zDlmvWpoghJqHzo8pw+/qpMOtR0Iko8sv7Ml5l6EpB0OHo13mhuetdM4jU6gZjmNpdW2HzK1d2zNZl/m8Ryqq0RwP6ssD6tmTEbyPfvSj6LrOG97wBv7wD/+QP/zDP8Syaqlff/Inf8K3fMu37OIIAwJ2n7ApSER0XE/gSehrNWiKLb/l5SJ5b9cT1OsZ1DcdXmkTt1JUr+R4zGYljqfheIJERONI186myc3lXJ46V+LiuMNLV8pcnvA3chPgJ2LZP7/aEx7trk8DPtLpT1pwoexVjTuAiTlvWTS80UiENUyjcl97gogliPrkaImFdTypIaXAk2qu8YPyiretP5+zECClqP4LXfvyp4At0NtqLlqloFQX+Kq/njUBx7prdXamoVXXwAVcD/raTCIhDa9y/aq6zNq5JDA1vzzrJFv0eOlKmbm8x3TG47lLpQ1H81daP9fRPFuV8bTDcxfLXBx3ePaiSlMNCFjMnozgtbe38+ijjzI3N0c8HkdfIqP8qU99ing8vsqrAwIOBi8P28zkADSQ0Jo0GWgXXBgvM593CZuC3laTC+POOhtV9btERNDZVJsy0jm1wEVCypgsVlJokhGN+ZzHTHbBUynIFvGtjmY1xufqF+ORWYfBziBVuxExDaFqPxdddkmfDIRU1ODO4xqZgkcspBHzoS4MakJEi+MB0ifDY6eQgO1q1bTEsqv+Bj+Cjovvb4DpjEdn0/bPqxRF6wfoSf8aki82FrW96eM+cLQkDG4/ppEteAgBL12tT23sbjGqzox0DvIlSMUkV6dc0nkArRKp85S4TlLHcSFTgGoWgRRELMgt6iAQtpZfd9lCfepmyQbHBXMDu+lUVKOzSWc8rdaqI53mliPTo7P1693YrFu3PgcE7OmrIZVKrfh4S0vLNR5JQEDjMTlfvxBNZVxSUZMTPTXv5siMh+OKap8gIRY2rsqzqGsqT7+/zaCvtdb3aybr8fSF2iI72G4SDamC7Y6UzvB0vTfRuQbld2FT1HqJSQj51Bw5wH90TXCyz+Tlqw6ehP42fcVUqK0SsbSqSpxfhEwQmlZNF9OEuCZpx9thvuBhL7r3irbq0RYPb3/cYVOQK8q6Yz9IRrVKpE0dRyyB5dNORaA28qDmtZXS2AMak2hIq6T9S9qTbnV960hpHO+2yJcl3zhrV51GszklrLKYWEjjULtBR0qvOjUXnDZSCtpSOlrGpVCWdDTpdDcvdzoloxqL3QTRkMDYoG9KCMHJ3hCHOzw0IbaVdrz0flvJGF2MJ1WuTiOnlAf4y5428AICApZTdiSXJ11VmSBrtQmxJXUCV6Zczo64lcVKIxmG3had9pRGviSJhbVV++MMTTt1tQvjcy6vO1lLwexoMrgy6VQ3lwPtK08158dcLk26GDrc0G/QmtjYplxKSbYoMXSVdgYqBXU+7zGWlnhozBVhNuvRHA8MvUZDqd95lF3VL+zKlEdfq1x3k7KbFEpgO7WUZilhvgAtDZwsErEErlczagxt6/U+SznRY/LilTK5oqQ5rq16j2+WiKVx86DJxQkPQ4PjPf71HOxIGVyY9ACBJiUdqWBu2GsIITjdb5EpqLUtHhZMzEkuT9bEVoSAsbRHd5O6RxdoTejVKFc8AsmoYCZbPTPnxjzuOm6RWsPZFA1p3HzYYnjGxdThUPvmr09PCsqOxNCV06VoS5IRsW6P2sUc6TIplCVzlRq8VFTnyy+VcT040qlzuENZnVJKXht1uTTpoWtqne1sCq77g0Bg4AUE7CM8KXninE2uBKr4HEKmpLtJpy1Rv3hMVTygC55I0xB4CB4/66BrguPd0JmqCZUs1BmcHXEZmVXnB4mO6t317EWbubykNalxulfnrhNhZjIuIVOsWAA+k/U4P64sQNeDZy85PHjD+s1dPSl56oLDdEaN50S3zpFOHU0TNMcNRirpL44LL1xxeP3poNCm0Sg7StAH1PXneirlt8tqXKEAQ6/0jazcMJoAv4LEjis5M+Qwm5U0xwWn+wxfUppdj0qdnDq2PYFf4p9hS+OOY/73GPQ8ydlRWd14hy2X493+bFUms1AV20AwnYVk1JdTB1xDhBDMFTxeGXZrRl3lvwuCK2ETTvRauFIpYrbENQY7ateRJgS3Hg7xyAvlukTrmYy3poHnepJUVKMptrW56uKEyyvDao2KhSBfSQmNhuCe4+aGm45bhuDWI6HqmL70Yi16+dqoS3NM0BTTmM1JLk16leepNbEtaW7KmAzYmwQGXkDAPqJYpmLcKSSCQ+0G58c8XhtzaYq53HHEAAFFW1QWR7UqeFJwZsitbgCfuejRlZLcclhnLC154YqrmqLXKZapugVdU9LPAEPTHmFTcKxLp6t59SmmuETR0/XUP22ddXNyXlaNO4Czoy4DbRqGLigvSQVdWbAhYLcxdfVvcfpgzIe0QVCOiCtTHlMZ5RU/2qn5koqXL8u6WjBPKiPVDwPhtTGXkVl1TRdmJabhcqp3+8vzdGZBJbDmpJnLebSn/DGkZzIe8wVJS0IjGfHn+5vKSGaytfv7/LjHYLtfKpq18wpWFogKaFyklFye8phIS6YrNaCi0sd1ASEEYQNuOmRg6oKbDq3u4NM0QSwsqs4mYNX0ZSklL15xGZqRqu/joE7nJiPArierxh0IciVZ/RvyJRie8aqRt83guCwTqSpWKiiWXuMLLVP0IIi37wm+4oCAfYRlLJIvr/y7OOFRKFfkpXNwYcLjuUsu8wUq6mEantSYmFMLpaxEKaSEsTnJ5LzHc5eVp7SyHNVFAU72GhTK9eNYvGCuRmtCw1y0lrUlBOZGohZrnLozpdVFVQbagimuEdE0wW1HTFJRVcd2w4BBIuLPdzU0LTkz5DExJzk35vHKiD8FoPmFiGNFgREEaZ96ZS29XzZy/2wUNd6F+UD41jbi6pTH119zOTPk8djLDjMZ//qGLcxBC/MQPgUbBtpqE44Q0NMczA97iStTHi8PeUwvcgDUHBjqn5RKMXatmt6yIxlNe8zmPG4YMGiJK3XZ4906bUmN6YxkaNqrCocBTMxJhmbUsevBc5fcTffC9Ll1ZhXLgOaYqDtuiavj1oRGeJHWWEdSbDhKGLC3CSJ4AQH7CEMX9LfpnB1Vm62IKcgUF34r0TzIFOojYEvxFhZKQEiJ7a6+MKWigmxJkooK5guyWnzenlx/AQmZgntOmIzNehgG9G5ws9WeFDRFBelKD6ujnVo1nS0aEtx7ncnkvIoibmQcAbtDMqpx13H/02dr6o6V4zWu9c1g6EpOvaqi6aOQT0dSYzrjVu+fjqQ/542HBW6dhSQJ+7S5uzxZM5wlcHXao2WDNbRr0RQDhMDz1DiTETbm+NkAhzt0khEVOWlNaA0vkhNQz2x28b1c0bGVUOvGqNaqQllFw7qa6uvapJRMzkueuVQvPtQS17jruI6pi4pTSM0hpg4PnNSJhsSybBCV/gybuTQNXTm0FiJ3i4mFoK9la/ePEILbjhgMz3i4HnQ31+rnTV2tsxNzqgYvqL87OAQGXkDAPsL1JOfGaotdYZGatOcJPCQjsyqlUlshFBYNa3XRAyGgKyUYSQimKhvliAXdzTrnx1W65OS8Stk83KHUxVoTGl0bXEQiluBw5+ZSUjRNcNdxg7m8xNTFspSaiCXqPPUBB4tUVFTTHQGaYv5s4pPRWgQb1M/NPgmsqBRjSOckTTHhW2TJdWVVYEUh8HwKIxi6qEb1Bf4ZYdMZcL3aueYLKuLiV9ShNaHRmvDlVAHXmFRMMJquV261XYnj1ow7VXUgePqiR0sc7juhI4QSHPvmeZeJudr5FkoNZrJwYdzjuh6dc+Ne9VxlB84Medx+RKMjJQiNQqli6PW1bk4UZYEbB3S+ec6t9t27ZVAnbEEivDFV14k5yfNXlCF3skdwqF3NFbq2+rpnGYK+1mBNPGgEBl5AwD5ipVz8ejRA4rhqg2bpKupWdpXnvCUhODdWe3YsJNB1jduPCEZnJa5UEutffUWyOFdSSsgW4Z7jm59S5vOSfFmpEW50E6cJUZeSEhCwwKF2DcdTIkLJqMZ1PT4ZS566dxYjpT/nFkLQ26LT63OHn8mMaoGyuHffXN4fYRGJqPQBXPi/P5hL9qFCbL0ZdMD+YrBdw63c26moxokejZINT5xzyJVUK5OCXTP2pubh6YseN/RrZIqyzrhbeM5Ca6AFw83UK2q5lUt6ZBZCVz3aEhq3HdHJFFUKZMcWs0Oa4xpvuF6QKUgSEbGp9iKOK/nmOa+6xj93WdIcl77VvwbsLwIDLyBgHxEyBV0pGKssZEuFLKBSk4N63HYFA21wy6CGJgSOK5nJuMzk1GtvOqR2W5om6G1Vi8jE3IJxV1tUBFvzsF+c8Hj2kqyMHR68Xqu2PQgI2ApCKIGfY13+eqzjYeWEWFB3TIQr6YQNjIqwLUpRqzzmB0rEYeHcgqLjV4RNcKhNcHlKZQbcNKD5oigasPdZ6d6OhuAN15t4UpIvwZdecqs1nABXp1U/yBv61zox9LcqZ83NhzS+/lpNnEhKODcG58ZUk/T7rtO2nfofNjdn2C1Qspc7cAsllcYcELCUwMALCNgHXJ6UDM9KEmG46ZBGT0ZF87qaVGqKJ+Hxs6p3XK1STi0wY2mqrQkMXXDvCR3bVQbeSv19mmPKGCvZsBDRiIXhZK9aIKWUXJqE2ZykPSnob119IXt5qLZalWz1d5zsDTZzAVtHSsmFCRifkzRF4bqeraVSLUUIwd3HdEZmJB7Q2+zPeXeSlZTyNJ9KcHqbBS/lVOxOE9DT7M9nIYTgxgGdU73KwGv0zzigMdCEIB6Gkz0aZ4ZVr8OFJuazObB0QWdKMl5xfg60KZGdXEkJfC2k+rclNE72wEtXa43QF/AkvDri0Z7cnXTHaAhSURWFBxVJNA3Js5cluoDj3VszHAP2J4GBFxCwxxmekTx1Ua1CY6gC87uOaUrW+ark1VG1AbuhTzA8A5kiVbl3gVowFuNJGJ9TC1tvi6zbYE3OSy5PSjpTAssAQxP0t0LYElVj8OwovHBVmZEXJiSuB4PtKy86Szebfm0+Aw4ulyZV6hIo54XtSm4+5M+m59IkPHsZkJDvg1O9vpx2x1BKevUu/6aoP5+F7YJTqZVzWZ4psB3SOcn5cdUI+mQPvjVnD9jfuJ4kbAqOd2u8MiTr1FefvAgPXa8zX1DrTCIsmMtLrkxJ0jnJdT1Us0cKZbArkW5TB7ko6r2b7QWEENx3QuPSpFpXu5rgKy8rZy7AyKzkLTexbi/ZgINBYOAFBOxxpjO1mBzA5Hzl8Sy8OqoMNcdTG9O+VsHrroMLEzA0I4mHVXrmAlJKHn1ZMplRx80xeOh6laI5m5N85UytOXVnCl5/avlqtyBwIRcdLzXwXE8yOQ+HOwQvD6koQCqqjgMCtsPUKvfDdimUJU9flFWP/otXJT3NStSlUelqEnQkZTVl+1Aba8rHb4aLk/XHlybkmtH6jZIvSR55SVZ7m42lJd9y08rZBAEBC3hSrU/TlRTqkKGULxeieDPZWpNyUH1YH3lJ4laMo9G05K03q1ZCr47CgnXouBAxJSVHRcyu79sdC282JymWoS0Jx7vVGEZmJbZbc+BkiqqfXjy8K0MMaDACAy8gYI/THBfI8Zq+X0tFIW6lJt9D00rW+e7jGid7VUrkl14EQ5fcdlh5JxeMO1CpLTM5aEvAxFxt0yylio5IKZdtvJIRtZjKRceLcT3Jl1+qLcSD7YLTfYJYKNjEBWyfpqjgYiVyrGnQ5IOgCCjDY3G6lpQwX5ANbeBJwPZEte5OtTxZfs9uBWdJxK5kr/y8zTKVqa8TnC+oc4f976gRsA8o2ZInziuHZqGsslWEUKIpS+/Xy1OCo53qeCarxFRAPT9bMY5KS9ZNCdx/SqAJQcTanZThM0MqGweU8fbmG5UgWWKJIWdo1PW8CzjYBAlRAQF7nL4WuHlA0BqHQ+1w+2G1AHUk1WKwVBU9Xcnfn8tLHn8N5gpqcfzKyyunn1gVN1Aqqs7lumoD5nrwwpXlz79pQNDXAlELBtvh1JKauok5qsYdqLQ3XQuMuwB/KJQXZPYFnge5kj/XlSaWN+D2qQ3ejjGToU458Oq02sj6wVLDuS3pz3mXpoyHjNocFBCwlCcvwPCMuu+hPiHZWlQqJ4C5XO23ap6o/HPVvRyxoD1BneHUlVLpnPHw5mtuvUrboheuSObzW1OalVJyZlGterYIV6bUz4mI4O5jytBrisL9J0UgSBRQJZg2AwL2OEIIjnbB0a76id3QBW+6Hp67IrkwTjVtrbtJ/X6+UHuulMpLPpOFmw8Jnr+s0iZv6BdVCeauJsGRDnhtURuFl4YgZEqu61HPKZYlmqYihKux1IiUUnlOdc2/XlcBB5erM4uPxDJp9K0SC9UEixbwU57c9ZQKYDTkX5RgpZpWv+pcbzsi+JeXJYWyUhNd6sjZKqmo4O5j8MqwxDTglsGN9QfbKK4nKdrKARU4lfY+6fxio055YYSAGwcEU/OSq9MqQieBzqaFFgqSZy5Vno/63ane2n330PUwPKvWqt7mrV8nX38NLk+pd3l5GN5+i2qNsBqeVPdT2KyfAzRRH9VevIb2t64tZBZwcAkMvICAfYxpCO44ImhPSMbnVDrZ8W71u3gIPE9FIwRqEfzqK2qhu+OooKd5eV+6lngterHwmkuTcKJb8s1zNePv9iNy1Q1fe1IpmF2ZUucJmYLPPqvOdf91kkOrCLIEBGwES1ce+YVNX8inVS5bqokTLTCXVwqy22UuL3n4edV6IGzCW27yJ/WzOQZHO+H8uDo+3acMVT9IhAXXdavG5L0t/gqhDLQJBtr8nwfG5yRfekmll7bE4M03BU6lvU5fizKeFhyYNw4IZrNwdQrG54RqZi5VNklvi/quPblcFMhYFO0zDcFg+8rvl85Jnr6oSiBO97HqdSql5HIl0rbQnmR4Fk6u0tKgWJY8/IKaUywDHrpB0pZQ4mVHOqmkaAoMXdKZ2uCHE3CgCQy8gIADwKF2scxweuJ8LX1TopTCJPDSUE1hs78V7jtZaz7seOB5asWUCDRUa4bJ+frI3lMX4HCHXFGyWQjBPccFNw5IrkzCUxcrY5DK4znQtnqNUMlWNTqJsD/NmgP2H5axYNyp69Qv1TtVv1brQ7VQ5+MHz1+u1bCVbHX8wKntn1cIwe1HRLXlgJ89Jl+4As9dFgjUvf/6UypF3A9cT6WWmjq0JtRn7QffPFerHZzJwasjcOOAP+cO2B1uHFCplem8co48dWHhYlEGkYa69qcW1ZbrmuBwh+TihDoOmcpJsR6elHzxRSiW1dn/5WW474Tk+StK0OX6Pri+0m9PCEHEktXUUVBO1dU4MwzzlfKJsgNPnoe33aKOVUrmguiL4NUR6EhBLNT4vTgDdo/AwAsIOACkc5ArqejZQj3LTK5i2C3etCKqmykJXJmG5BW49bB6bCy94CdVT9I19bvZ3PL3XK+hctQSIOrrEpY2cV1Mtgifebq2Eb7/JBzpXPs9Ag4eM9n6utNcyZ/zho3661NK/wQNHG+RgFHl2C9yJXh1WKAJONnn35gvV1Q0F2aDq9P+GHiuB597VkUGAU72wl3Htn9eqBeGESwXignYe2hCcKKSlfLll2qPS6nWKk+qdSq2xLi6+5hSgr48qQzEsqNEVNaiZKtyAqikfUr4xmu1+/Xpi0qQrLNJHT9wEh4/qyLzx7rWNiKXXouLI4x1a6lUEcuF+vd7jsOJnrXHHXAwCQy8gIB9zivDKjIGapF71+1qQetuUvUBbnUhqc/5X6jVySwSZUhG1MK5kKbZHlcKfZ0pSWucRcqYa6eCXZyAx15RC6NlqAVMCLhpYPV6h7MjUF6k1PfspcDAC1hO2IC5RYaYXxE8r9I4eUG+Xwj/IkvX98HorDIgNaGO/cB24O+/WdssvjoK33mPP3V48XB9VGSt6MRmGJ6pGXeg5q+bD6koy3a5YUBtyAFMQ226A/YPC5kmUi4YRZVsFCFXcBKoSNhYGpCqf+t77lg5MyRbhJFZpUqoHKLKeDS0Wi/Ixc/VMyoC57qCWwahr3X9sZ/oVu2LFgy9G/prv7vpkDIUQd27i43BZy4FBl7AygQG3iY5e/YsP/dzP8djjz1GuVzmxhtv5KMf/SgPPvjgbg8tIGBFnr5Yi2hki3BuTKW13HsCxtOQdaC2EKrnLaiLASDhtVHoaVGbONer1OAJGJ2DTz2uava+5WbJaKUwvatp9fHYLjz68kI0RKW23HFE0tOy0Jh5ZZZu1Hez4WxA4xINA4t63/lVg5cML/GyS0itUk+zWTpSgvfcIZnNQXPcvzq5S5P17QtyRRifg+7m7Z97sRIuqIwAP1jpvvbLkD7eJWiLSzJFlc3gZ8pqwO5z86C6vjMVAbGFda/sCP7+m6peNhFRDsiZLIwsEmSSrsoQee9d1EXy5vLw6ScX7n2BoNZAfaBNpVOOptVDhq7UZP/PU8q5IoEvvADvu1u971o0xQTvvl0ylVGO1KZY7do82iloS0gyBeX8eO5y7XeBaGbAagQG3iZ55zvfyYkTJ3jkkUeIRCL89m//Nu9617s4f/48XV2BOzCg8ZCyPmUtU8nzvzguyBRqqWFi8fMXPXZuTP3TK57D6u9kLRLw1Hk42SM25Kl03OWpmPGIoCVe/5gnVd8+14X+NriuV21Y5/JqLHce3dCfH3DAsHSB9MBDbcf8kti/PLX83jgzDLcf8ef8sbDwRbBlMYXy8jGv1B9zK+SWtFtYHHXbDt3NNREmgDuO+tsmwXGVU2mtdPCAvUk8rAy0K1PwpRfrf2e7qlQhnVMCLEtZUHP+hydUPbppwH3XKePNXeTYkai6U4FA09Rz/vk5lenS1aQi/IvvMSlVfeB6Bh5ANCQYCKk17tyoqj9trqyLqaggFVW1d1emVFmEJuDu45v8kAIODIGBtwmmpqY4d+4cf/Inf8JNN90EwK/92q/x3//7f+ell14KDLyAhiRqLfHiV2oIxtL1PYNk5T8rPSZEvXG3sGn0XPW7zaiYR6z6DVw8DD1LIgpSwhefVwYdqIXuPXeq9NJsUZ0j6I0VsBLxCLiLxIOifqUOTi+/N0am/TPwdoKSvXzMtk8GXiqqNpkL0fwOn/rgaUKlqxVKYJlK6Mkvzgyp1HBQ6XzvvSsQqdhvaAL6W1Rfu6VKmaux2Amy0CdSluCfnlYROU+uEEUWcLxbiZVNZ9Trz42p6FssVKvV03VoXeK8XIvRWfW+C+rWb7m5vrbVMuCdtytBlrAJ4XXqBgMOLkGS0yZobW3l1KlT/Nmf/Rm5XA7HcfiDP/gDOjs7uf3223d7eAEBK9IUq0XnBLUFoS1Za1zuOOqf7VQk5itRP89Tj9lOpaVCpSns0n+piPJ4bpTXn4TOpJqA4qHl3vRssWbcAUzNw18+Cn/8Bfj62c0ZlAEHi6nM4mpSlYrlB13N6vpfuFc8Dzp9SHXcSaKh2ngX/vklsvLASeXgKdvqPvYrkjCfh888pRxA50bh00/4F2175kJtHis7SkUzYP+h6/DuO+tLBZataba6HxYanTtO/f8XWghNzauMkYXXRwxoisCDp5VIy0ymPkI+MafuhePdcLQL3nHrxp1Mtqsij86i93/xyvLnvTwEf/N1+MSjqkY1IGAlAh/4JhBC8PDDD/Oe97yHRCKBpml0dnbyuf+vvTuPj6o6/wf+OXdmMtn3fSNACFtYZBEB2VFQVKhVpIKAaKm2VK3Wuraifr9KvxZ/tbauVcC6oBZRVGRTEFlkXyKyhrAlgQDZSWa79/n9cWe7mclGhmQyed6v17wgM3du7sm95557tuesWoXo6Oh6v2c2m2E2u0K5VVZW1rstY742qKvawlhZq04gH9AFOHQGOFyoPqDVfXiqG0jC8Z6zV8Rte0cksfOVwNkydRhKcFDj8+MOnHH14J06D2w6CIzv6/rcfU0ix++sMasF6YkStdDr37lZf4Z2ge8VLRcXDuTb/y+g9v76QnqcdqiWLMO5pqS/CjNo8yvgm3X7ADXPOoai1ZjVpVGG92j5fo+f096Tqk1AjUntmW0pi811bwNcvSztEd8rGhYVCtw4QB3uuO2Iel3VzQvqMBTP75J7WSepvcmOxcbNFkDUAOv2A3eOADIT1PmoQqiVwxMl6istTv39jZWFROpQaoMe2HnMNX/QcXx1R6pU1Kh5z+H7A2ovt6+Hd7P2j3vwAMyfPx9CiAZfO3fuBBHht7/9LRITE/HDDz9g+/btmDx5Mm666SYUFxfXu/8XX3wRUVFRzldGRka92zLmaxEhwC+vAaaPAG4dApwsUVsJz5V7hn1X6r4UV4VPUVwBVtxfju+u2AG8twFYsl7dd12VtcB/twJvrwXyTsLZ7ElQW0HdhQSpcxscPTEGnVsrqfBd6Ht/w/eKlsvNAHqmqUOTM+LVYEK+cPK8Z/44fMY3+75S9p70zK95J3yz77Pl2r9Ffv1FYLNcyd55pc7DfHseCMD3iqaJClXni7qfa2dvnpfyzv1z97LPKru2I1IbCy5WAQM6q2VVl0RtBbLwovpqiKyovdVL1gOLvvXcXpKAq+v0jNeY1e/ZZPu0CXsFkbG6uAcPwLx58zBt2rQGt8nKysJ3332Hr776CmVlZYiMVCccvPbaa1i7di2WLFmCxx9/3Ot3n3jiCTz88MPOnysrK/lmzFqVEK4w4z+f9r6Ne+OmYq/5CVHnA+ebri+5R94E1Hk/3+4nSJI6FGZgV6BXhsCGPHX4iqNwFCAISd1HZgJQ93Grd4Ya/pnsw1R2HLP/evh/z8nl4ntFy12sBvJOEmwyUFYFZCcLnyynUWZvhCBy5A3htSHDnwQbALlOF31osG+qNXXX6jNZvW/XXF2S1QXJHfeT6FDf9U6oD+fkXLvPZG2/VTy+VzSdyepqzHSfb+fOcV2QIpx5HFCjVFKdskkhQAdAJ6mRo7ulAF0SBQ4Xeu5z2xF1xExkKDCuLxAZ6trXkSLg1HlyzmdXh3uqwVuIgMHZagVVkxaLtiKpEM8jZd5xBQ9AfHw84uPjG92upkYNPyjVWURIkiQodZsG3RiNRhiNPprpz1gLRYYCJRXkDI7gvu4cEWmGZzoKEk2djsj5HXJ7z73QKbPPe1LswVIMekJFrXDbhiCEa8hbffOkHOsaXdUZiA1XI6BlxPtu2J2/4XtFy+04Ss6WbQKw+RChS1LLH+TLL7kaPgD1mq82+3cFITbc81E2OsxRvWkZNYiFa/++WtohPBiYNJCw/ajaKDWiV/1rYzYbketBH0CQzjd/i7bA94qm65elDmWsj3v55WrAUX9WGzIIkr1r2fF5fDTw6RZ1m8gQ4PbhhIFdBHYdV7eJiwDyzwIHTqv7qjYBq/YAU4e7fm+tmTSjaKwyMLYPoaRSICka6O5lfbu6o1cc5ThjdXEFrxmGDh2KmJgYzJo1C3/5y18QEhKCt99+GwUFBZg0aVJbHx5jTdInk1wtjQR0SyFYbeqcOJtNO++uscWco0KBnBTCT6caHja5ajfQPZVQWSMghH24p1vBdvwsUGuhetelEgLISmxeOlnHdLFKO1euurb+bZsjMoycQ5YB9ZoMC/LvCoK3KII2L+9djox4wrFi132iR7pv/hYWG2HtXnWuEQCAgIkDWrxbr3wUu4X5uV4ZaqPgqQvqEOXaOr3N7lMNvM0/V/8l6HSuRspitzX0qmqBA6eAwd2AbqnA9qPqHHdHDz/Zs0ZZnYbMusFXCEBGAtCzgY7YzAS14dMR1bpLEq8Jy7zjy6IZ4uPjsWrVKlRXV2Ps2LEYNGgQNm3ahC+++AL9+vVr68NjTEPxmFGuOlLsKrwURR0+kn/WvjAruRY5d4+aaXOLomm1AhYrQVEIo3oT0uI8K3d117QD1LkD1/dTw8qP7KX9TCe5eusYaynF/Rr2UYUmJtQ1J9XxIOjrnuT68uzlykzQRrtVFDXyny+UlGvn6BY1Mt+oqU6dd6vcATharDb++EJEneFuMTy0rcNIjCIM7EqYOQaICCZYLOrLZiOvc8od5Z3jPUUBBJEmL2nYy9SoUMKROtFZHeVt3aHiUXWuP0kAQY2Ug5Ehai/goGy1HL2+f1NSzzoi7sFrpkGDBmH16tVtfRiM1auyhvD5NjW8c1os4ZYh0PSMGQ3w2nStKPWsgQd1srfz4RbqQrAWBfhuP3CDlxVCbhgIrN6thqwHXMszdLMPOSFSg67sLVAjZo7rC+h1/tsTwtoPkwWaYXi+WtjbKntmG1/1hl0yqXn2XDmQFE2YMkRd+LylHC247vVGyUfNunUjUJZf8s1+jXWWcZCEOhzUF8b2Ab7eqTZIZcQDfbJ8s1/m34pKCV9uV897pwTC+QrXZ4psD8Ri1pZx7hxFU90FzB2915Eh6lp1iqJOPQjSa9eezYhTG1v6Zmn3mxytRrXec1zNl2P7AEGGxvN9dJhn8BXG6uIKHmMBZsNP6jA1ACgqA348DIzp4/r8qs7AmQvqgqoGnavQcvYeuJduAs6J546lC9xbLi9UqutgXdsT2HpYrciNygViwwVuHkz4fLs6LCUyFBjmFkJdCIFrewJDuxMk4cM5NqzDq6ohkNs1KgvAF0MH67a2A0BMMxYwbsimg2oAIkD9d9NBYMJVLd9vcZkrWAngWqfLW1qaKyZcGy03Jbbl+wTU5Sj6dgL2n1R79sf2AQx639wfEqMEZo9Vh9rquEGpw1i5y9UgcfK85+e1ZoLVrUIm6oRyVRTvDSOZ8epwyu/2A/9Zr1YUp16r9qqt2q02CnVLUX+WvISHFUJgWA9gSI5aMZS4HGQ+xBU8xgLMJZNbiz15trQbDQK/HKrOu9PpgKU/AOfK7JPM3ep4Aq6fIRESo4Rm3oFDaTVwVReB/p1d0QUBIDxEYPpIgsWmtmh6q8TpeMVy5mPuw6oA382QS1ADJ2uiaKrRX1uu2qQdHnbJ5Jv9xoRrA0gIAcSE++YvMr4f8NlWNUR7TDgwtLtPdgshBEblAsN6qJF4fX2PEEJAx8PBOxTHGqqAej/QjFQhgtlap+dOtle4HIFVAIQEEYL0ApX24cMhRnWkysqdrmUKKmvVhs4JVwnMvZ5gU4CgJjROcDnIrgSu4DEWYPplqS33Dr0zPbcRQiDIPhQqN5Nw5rz7Q6A2QiYAQAaC9ISbBgNf7tAWRo4hVd6ieQkhkH+WsCefEBZMuKY7UHBWDbTSrzMQ4qPIe4w5KIp2LpuvWsXDggV6pyvYW6D+nJNGiI3wzdjB3AzC8WJXT0HvDMAnVVOhzhlyr5SqkUBbvu+EKIF7ryfUmoHQYN/3Pviq146xfp2BXfZldvQ6V++zopDnXDq48osa7VlAACivBtLiCAOz1Ypfn05qY6nF5haBUyFYbep1K0kChecJp88rSI4RyEnzfj3bZMLGnwiFF4FOicC1vYTX3j7GmosreIwFmF6ZApFhhJJyIC0OSIpuuLDY/LNSp5Ajj942RSEcPg3kFwEJUYSL1QJCCMRFAJ2TgO1HFGzYr5Zy4/sLDMhWH3wLLxK+3OZ62D5a6Co8804Cd4/nuXfMtySJILvNlVF8FCux2kTYV+D6+UghcLGSEBfZ8utXfdhU/68o6s/d01u8W5RWqnnX1XhDqK4VSIxu+b4BtechPMQ3+2LsShnZC0iLBSprgK7JQJABWLlTwZEz2mjRQghNj7caVZqcjRdFpUBqLDC2nyvPX50DnNmqBmwBgLOlhBqzhFPngS9+JPtyQ4Tr+gMDsj3vFRt/Iuw8qjaoFpWq0yaG9rzSfxHWEXAFj7EAlB4nkB7XtG3rPv4qiutdzVA3oQaVOFsGjO4DJEarE8eraoFv97o2XL2b0DWFEBUmcLZMs2vNmj+lVeocvuSYpqaKscZdqcbvWrNnXrlkAuIiW77vwgukWdqh8ELL9wkARwo9eyjyiwldUnyzf8b8UVk14evtCsqqgT5ZAqP6CGSnaG8MtXWGRROpUxbc3wOAsGDXEEyQOpzaXeckgdQYBSfPqfeHC5XA5p/JOczasZ8Dp8hrBa+oVHtfKS7z76VXWPvBFTzGOrCScoLF4rn2D6Ct3AGuCGFE6vCprvYCs8bs2UNSa1EDOaTFec55cJAEuPWf+VxClBpEyCEkyDf7jYtUW++L7PNQYyOAlCY2ojSm7np13tavuxxGvftwMzXv+mpYdFUtYflmBefKgS7JwC3XSDyskvmFz7cqOFumXu9bDhLiI4HcLO216cjH7uvcuQ9ldrzvGOLsGNXSJ8vzGrfY3Mo4+7z3qDBX2afOffV+rJ0SgUK3JUYyEjgPMd/gCh5jAU5WCD+fJNhkoEcGUFkjYDQA0eECn21RXK2TdnVDPBMRFPswFrIvm7AxT8E3OxSEBAGj+ggkRbsi6qXEAon2tbaSYwRuuxbYX0AIDQbiI4GtB9V9je0nEO6DUPCMubvuKgnvfas4o0dOGOiba0wSAtNGAj+fVhtEemUCBh8NL5Ykgs1tWKmvFi5OjSMcPKNdnD0p2jf7Xr1TwZmL6r4Pn1EfpEf14fzM2l5plfaad0SVdufemKkopFbQ7PcMSXI1ilwyAaP6SAgOEshIUMu0ugZmC5w5rzhHqIQZgWE9JZRXE06eB1JiXMM6LVbCql0KCi8QuqYIjOknoNcJFJcSMhIEBmX74A/AGLiCx1hAIyJ8/L2MY/aFV7/Z6Vq7a1x/CZWXtC2YMWGEi1X2RV2FthePAMA+V6G61tF7B3yzk/Cr0RJqzOpnPTO0k8S7JAt0SXb9PKDrFUww6/CSYwTuu1FCcanaoOCLOXIOBr1Av84+251TaQVp8lppRf3bNofFBiiyWw8eAKuP1gUsq3a7Pwigwkfr4DHWUmmxhMNn1ItTkoCuyZ5hU4d0F9h0gJxz7tx7ut2HSwshoNcRBueorS6VNYRVO2VUVBP6Z0sYnKNDZoLQ5N+thwiDugG/GObZUrN2t4J9x9Xfeb6CEGIUGJErwMMyma9xBY+xAFZZAxwrchVeNtlViHy3V0H/bGB/gTqQRJYJ5+xz5hytm+6LuQL2ISf2FdDdA7GUVgFDevio24GxFooMFYgMbeujaLqyKrWn3aG0yjcPe6WV5JGHy2t8E3Smb2eBdXtdw7Z7ZfIDKmt7RIQzF1zXuKJ4zpuzyYShPYDkGAlrdsm4WOmZJ9wbPo8WEob2VCuJn3xvQ1Gput8zFxR8u1tBTrqAQtoysaoWiPYyLLO4VNuYc67MN/mRsbq4gsdYADMaAJBaeVMRdDo1AiYBGN9fQkYCcPg04eeTru+5z7cDtMNdJElo5ioIAWQl8cMdY5fLvXLn7efLVWOqG0UTuFTrm7x6dXeBqDCBc+WEzkkCmYl8D2Btj0i97l0/E37Ik5FfpGBEHx32HVewbrcMAeD6gTqM7ith2SbPSa+KWx48Vgh8vc2GG67WOef2OfJUjZmw7zgQFQ5csq85GxuhTlXwJjtNoKjUVb52SeF8w64MruAxFsCCgwQMOnIOywRcrfkj+wiEGCX07wJcrCAIoW1ZVBRtIQfh6MEj+2LShBAjcP1APZK8zEtgjDWNJEET7dJXc/AMQe6NO6owHwWdUQg4W6qguFRBqFFCRoLksbwKY61NkgRyswTyTqi1MLWnTe3VO3RaQYXbtISVO2QM7y0hIYpwvsJ17cqyYi/jXPvd+rOM5Fh1usHRIgWybC8v7dMWshIF0hIkEAH9Oot6l/8ZmSshJIhQdJHQOVmgXxfOM+zK4AoeYwHOvXInAAzKERjSQ4eEKFfB0j1d4IefXPPu9BLVCbQCgNQ5PO6FXq0ZWLHFhrQ4gbR4HqLJ2OXQ1angST7KSmWV2kYbQG3M8YU1O2Vs/lk96AMnZUgCGNjNc64TY61tyjAdOqcQCooV7M1XnHnAfZ6oIxdsPqBgSHcJJguhqlZdrJwUeF0A/acCBdNG6/H6VwrOl7t2RFDXnb312sYzriQJDOnBlTp25fETGWMBbmgvVzYPDgKu7a2t3AFAeoKEORN06JUpkBZHCDW65u05JqA7Xkrd4WMEHD7tpTRkjDVJ1xRAlgk2m9ozkO2jderKKrV5l4ic0W5b6miRK88LARwv5rlEzD9IksBVXSWM7KMDkStfGQ2E1DjPZXtOlhDmTdZjxlgJRr0Cm+z9WrYpgDFIeG0k8dXSJoz5CvfgMRbgxl2lQ6ckCZWXCN3SJUSGem89PF0iY/cRNcSea86OK0yee5QxRdHO5fNlpELGOprMBIF9xxxPiISMBN8UzdHhhPJq7cNoYrRPdo30OODsRTU0vCSAtDjuvWP+paqGYLU61rcjhAUJzL7egBVbZewvcMwjV9ees9mA/35vc/byKV668Gw24FKtgrBgoPIS2YdnqmXf1d3V67+sWoFeEoiop5xlrLVwBY+xACeEQLe0hgubAydkfLHZpm3a1HzF1ZvnINsIEWECV/fQoW8XVy/h/nwZWw/YEB4C3HiNATERPFCAsYZsyrOBFO3P1/YxtHi/OekCBXV61rqk+SY/6iWCzaruWwFg0CsAuJLH/MehUzIEyFmsFZcSvtxiw20jDYgJt2HXUQVWi4KqasKOw4Sy6oZ7oQuKFbz0sRk19mAqOgnIzhAY0UePrqkSlq43Y89RNSOP7qdDWRWh8hJwdU8dBuTw4zZrXXzFMcZw5LSX8SX2CeQe79kpRPjdZD1iIlwPdadLFLy/Vl05XQiguNSC0f312LjPitBggSnXBiE5lit8jLkrr9auw1Ve7ZvW/1ozPMaj1fooiubOwzLcR2tvybNhcPeWV0oZ85WEaIG6Mwp+OiHj9tFBSI6RUFpuAxFh/3EZZ0sVNLYWnaJoI3TKMjC8tw7d0nQ4Xiw7K3cAsH6P7JzTfrxYQVS4QNdUzwaQqhrC8h8sOFemoH+2HuMH6jlYEfMJftJijCE5TvJ4EHTMXbDZFIQFu4I1EBFkRYFChP/5jwkfrjNBsc/vWbfLAllR1M8VwrlSBUu/s6DoIiG/SMHbX5mh1I36wFhHR4oz38iKAk13XgtEeRkmFhnum2LfZNHO7au4xPma+ZcBOTr0yFSvdyKCLCuoNSlYvKoWR07ZAFLLMVkhFJcqyEhQv6eTgK4poklLj5dVOdaYdb1Xd3khADhTos3Tp0tk/GNZLV78oAb7j9twroyweocVOw/zZD7mG9yDx1gHU3lJQVkVISVeQpBeLcKG9NBh3zEZx+2BE4hIUxGrqCbERQIXK7VBVoQAdh2RMTBHhslCyDtus7+vLvwaGyE5h70QARWXCBarGuyFMeZAdaL2+aaylJWiA6B9YKwbYKkl3HsdudeB+RtJCMyeEITVO2zYuN8CswzYFLLPd1XzhftlW1Yp48k7QxAcpK7v+t0eG86XKwgxCpwqUWDQAafOafNmeoJageySIiErSeDEOXWNu/BgdYF1RxbJSnY1rNhkwltf1tqHejoOgKCTBIovcsAy5htcwWOsA9mfb8PiVSYoChAbIfDQ7SGIDJMgSQJzbwrCpjwbTp5TkBYn4ett6lBLx0Pc8FwDPt9k8brfimoFK7ZYIMsEIQQkSS2spl8XhNe/MDuHyaTFC3XxdcaYk03WVpZssm8qS+kJEgZ11zl7BUb31yE20jc9eAa92lhDpOb58BCf7JYxnxJCYOLVBuQX2nC8WEHdASREatAwIQQuVBBW/mjGdYONiIkQmDDYs7D6aosFG/er+enqHjrn8kB6ncDcm40oKFag1wHxUQJrd9pQeYkwqIcenZJ19t9H+GS9CVU1juMjSJJaoVQI6JbO81iZb3AFj7EO5ItNZmdPQVk1YVOeFTdeY4QsEz7+zoR9+TYkx0q4cUgwfj4p4XiRbF/QlbDzkAWyrNhb6snZYp8YI7DsezNM9rofgaAoAv2zdchK1uG3U4zY9rMNIUaBsQMM3NLPWB1EiqYHj3w0jFkIgaG9dSirskEnAQNzfPfwqJfUNcMA9Xi54Yb5s37ZehwvrtNASa6ec8dQ4y15Crb+ZEN6ooR5t4YixChwoMCKrQesMFsIxRdlBOkErr/aiJH9tENRdJJAdporj/1ihOdQlYJiBdsPunrViQBJEHI76zGwux49O3EFj/kGV/AYY/h+nwVbD6grm58olvHhOhOmXxeC5xZfcq59V1BkL5QEOSt5sZECabECxefVj4gIikyQBBBm1EFWCJ2SdOiUpIPFSiivVhBskKDTcSWPMQfZRpppd7KPpuFU1Sh45dNLsKgjp3G8UMb8OeEIMrQ8/9Wa1Pm5DhU+CgzD2JUwPFePsGCBTXkW51QESaiDoWWlTs+eIBSWAD/sM6O0krBpv71i6FwWgbBsgwn9svWICmtej3it2bPx5t5JweiUrENVjTp3XZI4L7GW4woeYx3ILcONWLLKBIWA6HCB4fZQ7BcqFEj2ISIKAefLFciKa5FzDbfommVVhKKLijNamGN+nkLA+t0WxERI6N/NgO0/m7H6RzPMViA+SsIfpoUjxkdDxRhr7+Q60258VcEruqDAbHX9XFVLOF+uIC2h5b0EFqu219Fk4rlDzH8JIXBVNz2u6qbH6RIZ5dWEr7eYvc95I3UkysmzCvYds2red5R9CgHlVYSosOYdR7d0HVLiJBRdkEEEdEoUuFBuw2vLqmGTgbQECQ/dEY7QYC4fWcvwFcRYB9I9U4fu6UCwXkbnJCDUqJZW/bMN9qEi6naDehgQFyXQJVWnadlUI5ERbFYFNqsMUhSkJ+igr/O8SEQQIBwosOLpNyvw+UYTai1q4JbSSgVrtpvAGFPpJHu+simQZYJO8s0QzeQ4CQad+kwqBBBiBOKifFPsWyzqEE3Hq4YreKwdWLfDhH+vuIR1203o21XnHKEiy+ScjgAAwUYgPEQbhMVBCHWOXWq8Z16yyQqqamTIdddnsAsyCDxwWzBSYwCrRcaxMzb8Z1UtzFb1OIouKPhhn/e57ow1B/fgMdaBfLahFvuO2UAE/HjAiqhwEyaPCEFOhh4P3B6KAwXqHLzBPQ2orCYEGxQYdApqTQThHDYi1EKQAKuFEB8l8PTMMJwukZF33Iof9ppBihqj7MhJi7M3wjH3ziYTfi6w8lAUxuxiwgWKzqsZhUCIDffNPJyoMAm/vTUUq7eZoZOAScOCERzkmzynKKTp3a+65JPdMnbF5OVbsWyD2rh4oVxBVY2CG68Jwhc/uBocFQWICgeenhmOwgsKNudZoQ7KBGIiBK7KMaCwREZltYwPVtfg9rEhCAuRQERY9OUlbPtZrZwZg4A/TItE51TXY/bFChlf/mDCgQIrKi+5GkQcZSNBbRy1WnnJEdZyXMFjrANxDAshIsg2wvafzBh1lRHR4RKy0/TITnPdEt5cXon8MzZXwHaZEBoiwWRRNFHcl313CRfKbQgLlnDDEAM27jYDUH+HxX10C7kCs5wrVfDjTxYM62u8wilmzP9dKLNphjueL7P5bN/ZaXpk3+r7ot4RlIKx9qL4ouysrCmklkOO3nJHTx4APHBbOMJDJXTPlHD/lFDsPWpFfLSErmkSVmysxcETNkiSQOF5BTUmBaFGgW0HzLDJau+eEAJmC/D+qkv485woAICsEF7+qBqlFYrHWrDuZaNOgMtF5hM8RJOxDqRvV4O9cqeAiHC+XMbf3q/QrG3nkF9odS5g7njV1Mqayp3aig9s2GXG15tr8ey/K6EojQ/VEgIoreQhXYwBauAF93zmLRCDv1GPFW4v/z9m1rH17KSHEOpUBCGATskSjp22QpFl+5QDdbjxwg+rYbKo13PvLgZMnxCKsGDgr+9V4eAJtfFFUQgKAfuPmrFpn8m50Ll7NqiucZVxldWEixVKgytcCgFckxvks6VMWMfGVxFjHch1Vxsxwi20M9lbMcuqtJWtb7fXauYjOEiSY/Fk7y6ZAL3OEU1Tgc0mQ5aVOgsiAzoJGNCdVztnrL1SFDWPO16S4Aoe828ZSXo8PC0cw/sGYWQ/A46dtmDPYQsUWXvtVlQrWPNjDXYdNDvn0i1bX6PZhohgs8luFTvP6/+GYa7FISPDBKLCBRTFXi7aZOd3HPP80hJ0uHkELyjJfIOHaDLWgQghMHagEd/vNoFILVhCgwUi3UI97z5kwoerq53z7Eio8++EEFAUYOxAI979qgYAaYaWOMy8MQzL11/C+TK10kgg6HUSnpwdieKLCkorFfTrFoTUeF7vhzEHUlz5SbSDualGvSuwihACiTGcn5n/65quR9d0PdbtsDdi2hc5h7AHyBQAiPDF9zUgIvTtFoQHp0WhbpZ0RI72JjgImDouFMP7BWu2H9Rdj2+2WJxvyLICg16HGRNDcVX3IIQaBa8Ty3yGK3iMdTAp8Xr85hfhWLm5FsYggYlDg7F0TRWsNuC6ISFYt93kqtw5hmHJCvQGHVLi9RiSG4waE+GTtVUwWwnBQQI2kiCEQHaGHv1zgvDeV5WaYZ9JMRIykw3ITG7DhDPmpwySjFrnfFVCSDsomU0WxTk0UwigstpHazswdgWYzAq+2lSDskoZw/oGQycIJLvm3xmDBDKS9agxKSi+INsjRivYc8iEtz4D7hgfire/UCMJCQEM6hGErftrnQ2lkk5CeIjAjBvCMKhnsOZ3Kwrh/31YjrxjruiYkgToJYFn50YhKZYbR5jvtYNihDHmawN7GDGwhxE2G+GJf17AxQq1JX77ARN6dg6CAKCQuqyBY9KAzSLjjvGRAICdP5tgts9RMFsJw/oZcP01YchM0mHHz2bUmLRNmzmZhlZLG2PtTd0psPVEWPcrNpvr3kBEqDFxBY/5r9f+W4G8YxYIAFv2mzC8X7CmF04SwJN3R+N4oRXP/7tUM2xzy34Trs4NwV/nReNCuYLMZD0Wf1nh/C4R0C1dj8dnx3j93SeKbJrKneP3dcs0cOWOXTE8B4+xDuxCuYzz5YpzgfNak4JTRRb73DkZsk3RhENfv0Odh1BRLTsfQgXUG0mnZD2EEDDUKa+EAH4xppmrwTLWgdhsBNmmBnqQbbJaefJzdQeS6drBsFLWcR3It0BR7GtN2hQUFFo1lbvEGAlrtlbjx/016NFJr40SS0BZpYzYSB1yMg0IDhI4d1HboBEeWv/1r/fSlTK4txH3/zLSV8ljzAP34DHWgcVE6hAaLOxR/NR5QBfKZWd0TMAtfDQBew7W4I8vm1F8QYYQAjq9BCEJjLgqGKu3VGPvIRPSEvXo082AvKNWCAFMvyECocHclsRYfUiRoTiCNdh/9nfhIQLlVepQNkkIZCRy0CTmv9ISdThR6Fq35/RZKwb3DsbhkzYkxOgQHqJgyZcVzmUUAHVuqSSp/1qtCv7+wUWcKraixkyIjVIXSddJAgoB/bp5Lm1wqMCMr3+oRpABGNLbiG0H1CWEbhweiqnXRbRCqllHxhU8xjowY5DAH++KwdLVVbDYCKeLLbC6LcGlKNo170xmoKhE3UDSC0SGAo/fHYdjp8x478sKAEDeMTNGDgjB/z0Qh2CjpAngwhjzZKozpNlkqmdDPxIfDZSWq0O7ZRDSEzmfM/81d0oUnvzXBc17/XOM+P00dVjlXU+dAWmLOxAIigwkxUpYsqJc893KKhk9uxqRlhiEHp2DMLSPdt7dhXIbXnznAmRF7e2ODJew4PcJMBoEYiJ5WCa78viOzFgH1yXNgHunRGLGxHBc3dtRSBFkmw0kKyBF8RoCWlEIVhuQlqjHkVMWSPa7CRFw6IQFibF6rtwx1kSKojhf7cHx01bN2n077L0TjPmjtCS9Or/cvg5ecJBAr65qr9u6H6tgtap5z/2adrzOlXrPkycLLZgzOQrD+oZ4RL88WWSFTVbLQ4WA8ioFAuDKHWs13IPHWAdmsxGef/McDhWoD2cZyXrccX0k1m6pwrmLbmv7EIGEgCRJrrV7IDB+SCgAICczCBvs8/OEAHp29hyuwhjzTpZlZ9RaIQRk8v8hmmqQFVfDT02t/x8z67iEEPjD9Bis/fEStv9UgwulVrz5yQVMGReFt/9b6tyOQJC8rYng+Ny5dl3Dc047pRqg10HTgxcbxZU71nq4gsdYB/bF+gpn5Q4ATp+1wWKRce6izRkm2n3MCunVdYMA4KoeRtw6NhwAMHJgKGrNhL2HTchINuC28Ty/gLGmIsWVrwjULtbB0+ugGc4dHsK99cy/BRslhAYDRwrUMdDlVTKOn/be86zOPVfUeXj2ypwiu3rYJZ2EkQPqD5ISH63H4/fEY+VGdQ7eL6+LhEHv//maBQ6u4DHWgRWWWDU/ExH0OqFW7mzaoZlCCCg2RX0AFQI78i7hyIlI9OgSDCEEJg4Px8Th4a2dBMbaPcci5yCozf3tYJRmdqYBP+e7Ho4H1Fn7izF/VHjOCkkCZJkgy0CNfb4rkauRRVHg/L8QQHIsUGNSUF7lypiKrGBQ7xDNvq02QmmFDbFRehj0Aj07G3k0C2sz3OTGWAc2qLc6xFKt0MmwWW348MvziAqRtXOCnIueE6AAJKuLxO47XNPGKWCs/SNF7S1QyD4PqB0shDf+mnDIVhk2iwwoCkYP5qVQmP8b0DMEso3Ua9dqA8gGWZadjSyOstBR9pFCKDpv01TuHCovuYYlF56z4P75p/C7505j3vOncPaC1WN7xloTV/AY68CG9Q/Dw7MS0DU9yDnB3GQhlJTJzsKNFHLOEapr/baq1j9oxgKMrKgPmIqs5jm5HSyTsOqHSuf/FYWwbgvfC5j/y+0WgiA9gewFmsms5jubzQZFUVyVPUfZp8heAx/FRenRN8fVg/fhV6WorFbzbVmFjE++KWudBDFWD67gMdbBDekTiv49gtWHS3vPnPPlXtDJMpJi9e7zzWGx+n9PA2P+zpHXYF+LkmT/z1cmkwxZVh+IFVnhewFrFxSFcKnWps6nc7xsatnn+Ne93COZAFIwoIdR7dmTFQzKDcXfHk3VrO9qtpCzDZQAmK3tYJw1C2hcwWOMITJMOHvoHMNUHK2ZsqwuZhwcJDB/Xgoiw1yRwKZOjGmjI2YscKgBjWRNfvN3SXF6Z4+jzaYgOZ4jBDL/tyPvkr3SBtcL8FgawX2KQliIwI97qwBSINtkDO8fivBQ7fU+eVy0c6kgvU7g5tHRrZksxjxwkJVm2r17Nx577DHs2LEDOp0Ov/zlL/Hyyy8jPJyDS7D2yxFVzEGW7UPE7IWfrMioqSUkxBrw9yfTcei4CQmxemSl8QRyxlqq7rw7pR1EWTlV5AqwIgRwopDXwWP+77M1pZqf3St17u+5T0koK3es+ShBJwns2F+NawdqI0X3yQnBP57KwMlCCzqnByEh1nBF08FYY7gHrxmKioowfvx4ZGdnY9u2bVi1ahUOHDiA2bNnt/WhMdYiXTKDQUSw2WywWW3q4uaKAiLXy2aVISuEiDAdBvcJ48odYz6iyNq8psj+X8HLSDU6eywAID05qO0OhrEmCgmW4L4KiabXTpahyLJH2afYlwtS5+rJSE3yXnlLijPg6r5hXLljfoEreM3w1VdfwWAw4F//+he6d++OwYMH41//+heWLVuGY8eOtfXhMXbZJl4bhfhoHUhRANSZg+CILqYo+O/K8zCZ/f/hk7H2RZvfvEY08jNzpyaiT7dghIcAowZHYMr42LY+JMYaNfvWBESGq8Mr9Xq199lRvgGu5RK05Z9rySAioFOqEdU1Mnbsr8KpIlO9v4uxtsRDNJvBbDYjKCgIkluzZUiIGkVp06ZNyM7ObqtDY6xFDAYJCbE6FJe4BXsgxzpArubOJZ+dw3dby/H/nu6K0BCec8OYLyg218OlEKJdLJNwKP8SdudVQFaATdutmDI+BlnpvBYe829ZaUb8+4UuqKySERWpw/qtFfj74kIA9sqdXGeoJuxloI6cZWFltQ2/eeoIyipsAIAHZ6dhwkhu4GD+hXvwmmHs2LE4e/YsXnrpJVgsFpSVleHJJ58EABQXF9f7PbPZjMrKSs2LMX+T2y3M2WKpkGtNLlmWodhbMEkhnC42Y/MuvoavBL5XdEwKKc5w7LKi5jd/9+GKEjhGkposCr5Yd6FtD6iD4XvF5dPrBGKj9dBJAuOGRWHMNVEA1IYWR150lntQy0OS1WkL3bKCce68GRWVNuf+3lt+rq2Swli9uIIHYP78+RBCNPjauXMnevfujSVLlmDhwoUIDQ1FcnIyunTpgqSkJOh09fdmvPjii4iKinK+MjIyWjF1jDXN1EnxkGB/wLTJzgKNFHsoabe1gAx60cCe2OXie0XHpIZjt+c3uX0sdB5kEJolU/ie0Lr4XuEbQgjcOCoa8TE6tVFTVjR5UbG5FkHv1ikY//dYZwQbdc5B1AJ87TP/JKg9xGO+wi5cuIALFxpufczKykJwsGv4yblz5xAWFgYhBCIjI7F06VLcfvvtXr9rNpthNrsijFVWViIjIwMVFRWIjIz0TSIYawFFIfxlYT627a1wvqd5yBRqQag3GHBVbgSefagTDHpuH6qrsrISUVFRl523+V7RMV03fZcmvwlJYO0HA9vwiBp3+HgNnlpYgJpaBYlxBrz0RBckxHKglabie4V/+PTrc3jrwzOa9+qWfQBgCDJg1JBoPH5/J1TXyHj8r8dx/LQJBr3A0/MyMbgv/83ZlXG59wqegwcgPj4e8fHxzfpOUlISAODdd99FcHAwrrvuunq3NRqNMBo54iDzX0cKapyVO0eIaHIfJkYCkIB/PNMV2Vmhmnl5zHf4XtExOQI5OCn+33jSvUso3n+5Jy6UWZEUb+AGn1bG94qWIyIs/rRQ+17dvEiAEBLiovWY9ctkAEB4qA6vPJONs+ctiI7QIyyU56Mz/8MVvGb65z//iWHDhiE8PBxr167Fo48+igULFiA6OrqtD42xy6bXqRU2r5U79ROQAnTrHNb6B8dYgKub3zzzn38KNkpIT+ZKBmu/dDoBWN0Dq3jmPSIFN46ORUqi61rXSQJpSXztM//FTW7NtH37dlx33XXo06cP3nrrLbz55pt44IEH2vqwGGuRrp1CMGlsnPNnRVEg22Tni4gQHMy9doxdCUTkkd8YY1eWEAIPzsmEzv4kLEl1yj7ZlRfPFPNyCKx94R68Znrvvffa+hAY8zkhBB66Jws3j0/A7/98EJcsimapBEVWkNYppI2PkrHAJNsDOThwBY+x1jFueBwG9Y3Ckfxq7NhXjo9XFGnLPijQGXQYOjCqjY+UsebhHjzGmFPXTmGYe2ea2zwEcr6O5FdBltvH0DHG2hN1kWVXXiOF8xljraW21oa/vHQYn35Z5LXsI1nGNVdFt+1BMtZMXMFjjGlcLLUC8OxBUBRCwama1j8gxhhj7ArZvrccNbUy1HYV72XfsROXWv24GGsJHqLJGNPokhVqD7ZCIFJDtjuiZiYnBjfybcbY5XCstSWEgJB4vitjrSXFrVyrr+yLiTK01eExdlm4B48xpjFySCx0gtQ5QWRfgJkII6+JQ3gYtwkx5mtpSUZ1WCapwzM5Oh9jrWdQvyjcPS0DEWE6SPAs+yaOTuTGTdbucAWPMaZx/qIFNpt2mMp9d3XC/zzWs42OiLHAlpygXSDcPRw7Y+zKEkJg9tQMfL5oMGRZW/ZN/0U6nnwwp42OjLHLxxU8xphGdKQBIcE6uK9lPmRAbNsdEGMBLjM9FJJbqPaMNI5Yy1hr0+kEEuONzrwIAP1zOXoma5+4gscY0wgO1uGvf+6NjLQQJMQb8ad5OcjuHN7Wh8VYwPr1jM4YcU08oqMMGHFNPObe1bmtD4mxDkcIgb/+ORddOoUhLiYIc+/KwjUDuXGTtU88oYYx5mFA3xh8+PrVbX0YjHUI4WF6/O8Tvdv6MBjr8Lp1Ccfifwxq68NgrMW4B48xxhhjjDHGAgRX8BhjjDHGGGMsQHAFjzHGGGOMMcYCBFfwGGOMMcYYYyxAcAWPMcYYY4wxxgIEV/AYY4wxxhhjLEBwBY8xxhhjjDHGAgSvg9cGiAgAUFlZ2cZHwhjzJUeeduTxluJ7BWOBie8VjLGmuNx7BVfw2kBVVRUAICMjo42PhDF2JVRVVSEqKson+wH4XsFYoOJ7BWOsKZp7rxDkq+Yj1mSKoqCoqAgREREQQtS7XWVlJTIyMnD69GlERka24hG2jkBPHxD4aQz09AHNSyMRoaqqCqmpqZCklo+Ab+q9ornH2R5x+tq/QE9je7lXtLZAOO+BkAYgMNIRCGkAmp6Oy71XcA9eG5AkCenp6U3ePjIysl1fxI0J9PQBgZ/GQE8f0PQ0+qI13qG59wog8M8Fp6/9C/Q0tpd7RWsLhPMeCGkAAiMdgZAGoGnpuJx7BQdZYYwxxhhjjLEAwRU8xhhjjDHGGAsQXMHzY0ajEc888wyMRmNbH8oVEejpAwI/jYGePqD9pLG9HOfl4vS1f4GexkBP3+UKhL9LIKQBCIx0BEIagCufDg6ywhhjjDHGGGMBgnvwGGOMMcYYYyxAcAWPMcYYY4wxxgIEV/AYY4wxxhhjLEBwBc8P3HLLLcjMzERwcDBSUlJw1113oaioSLONEMLj9cYbb2i2ycvLw6hRoxASEoK0tDQ899xz8Jcplk1J46lTp3DzzTcjLCwM8fHxeOCBB2CxWDTb+GMaT5w4gXvuuQedO3dGSEgIunbtimeeecbj2NvzOWxqGtvrOQSA//3f/8WwYcMQGhqK6Ohor9u01jncuHEjbr75ZqSmpkIIgc8//1zz+ezZsz2O45prrml0v8uWLUOvXr1gNBrRq1cvLF++vFnH5SuNpc/b31kIgZdeeqnefS5evNjrd0wm0xVOjacXX3wRgwcPRkREBBITEzFlyhQcPnxYsw0RYf78+UhNTUVISAhGjx6NAwcONLpvfziHjaXParXiscceQ58+fRAWFobU1FTMnDnT455fl7+cw6acv/aeB1vKV9e42WzG73//e8THxyMsLAy33HILzpw54zdpaMp5bss0AMDrr7+Ovn37OtdTGzp0KL755hvn5/5+HpqShvZwHup68cUXIYTAQw895HyvVc8FsTb38ssv09atW+nEiRO0efNmGjp0KA0dOlSzDQBatGgRFRcXO181NTXOzysqKigpKYmmTZtGeXl5tGzZMoqIiKC//e1vrZ0crxpLo81mo9zcXBozZgzt3r2b1q5dS6mpqTRv3jznNv6axm+++YZmz55Nq1evpvz8fPriiy8oMTGRHnnkEc127fkcNiWN7fkcEhH95S9/oZdffpkefvhhioqK8rpNa53DlStX0lNPPUXLli0jALR8+XLN57NmzaKJEydqjuPixYsN7nPLli2k0+nohRdeoIMHD9ILL7xAer2efvzxx2Ydmy80lj73dBUXF9O7775LQgjKz8+vd5+LFi2iyMhIj++2hQkTJtCiRYvop59+or1799KkSZMoMzOTqqurndssWLCAIiIiaNmyZZSXl0d33HEHpaSkUGVlZb379Zdz2Fj6ysvLafz48fTxxx/ToUOHaOvWrTRkyBAaOHBgg/v1l3PYlPPX3vNgS/nqGr/vvvsoLS2N1q5dS7t376YxY8ZQv379yGaz+UUamnKe2zINREQrVqygr7/+mg4fPkyHDx+mJ598kgwGA/30009E5P/noSlpaA/nwd327dspKyuL+vbtSw8++KDz/dY8F1zB80NffPEFCSHIYrE43/P2EOTutddeo6ioKDKZTM73XnzxRUpNTSVFUa7k4V6WumlcuXIlSZJEhYWFzm0++ugjMhqNVFFRQUTtK43/93//R507d9a8F2jnsG4aA+UcLlq0qMEKXmufw/oqeJMnT27WfqZOnUoTJ07UvDdhwgSaNm3aZR2XrzT2NyUimjx5Mo0dO7bBbRo6b22tpKSEAND3339PRESKolBycjItWLDAuY3JZKKoqCh644036t2Pv57DuunzZvv27QSATp48We82/noOvaUvkPKgL1zONV5eXk4Gg4GWLl3q3KawsJAkSaJVq1a1bgLo8s6zv6XBISYmhv7973+3y/Pg4EgDUfs6D1VVVdStWzdau3YtjRo1ylnBa+1zwUM0/UxpaSk++OADDBs2DAaDQfPZvHnzEB8fj8GDB+ONN96AoijOz7Zu3YpRo0Zp1tOYMGECioqKcOLEidY6/CbxlsatW7ciNzcXqampzu0mTJgAs9mMXbt2ObdpL2msqKhAbGysx/uBcg4BzzQG2jmsj7+cww0bNiAxMRE5OTn49a9/jZKSkga337p1K66//nrNexMmTMCWLVt8ely+du7cOXz99de45557Gt22uroanTp1Qnp6Om666Sbs2bOnFY6wcRUVFQDgzC8FBQU4e/as5nwYjUaMGjWqwfPhr+ewbvrq20YIUe/wZwd/PIf1pa+j5MGmuJxrfNeuXbBarZptUlNTkZub2yZ/k8s5z/6WBlmWsXTpUly6dAlDhw5tl+ehbhoc2st5+N3vfodJkyZh/Pjxmvdb+1xwBc9PPPbYYwgLC0NcXBxOnTqFL774QvP5888/j08//RTr1q3DtGnT8Mgjj+CFF15wfn727FkkJSVpvuP4+ezZs1c+AU3QUBq9HX9MTAyCgoKcx98e0ggA+fn5ePXVV3Hfffdp3g+Ec+jgLY2BdA7r4y/n8IYbbsAHH3yA7777DgsXLsSOHTswduxYmM3mer9T37H5+999yZIliIiIwK233trgdj169MDixYuxYsUKfPTRRwgODsbw4cNx9OjRVjpS74gIDz/8MK699lrk5uYCcF0LzT0f/ngOvaWvLpPJhMcffxx33nknIiMj692XP57D+tLXkfJgYy73Gj979iyCgoIQExNT7zat5XLPs7+kIS8vD+Hh4TAajbjvvvuwfPly9OrVq12dh/rSALSf87B06VLs3r0bL774osdnrX0uuIJ3hcyfP7/eQAGO186dO53bP/roo9izZw/WrFkDnU6HmTNnagIzPP300xg6dCj69++PRx55BM8995xHwAEhhOZnx/frvu+vafR2nESkeb8109jc9AFAUVERJk6ciNtvvx333nuv5rNAOIdAw2kMhHPYEH85h3fccQcmTZqE3Nxc3Hzzzfjmm29w5MgRfP311w1+z9uxXalry1feffddTJ8+HcHBwQ1ud80112DGjBno168fRowYgU8++QQ5OTl49dVXW+lIvZs3bx7279+Pjz76yOOzyzkf/nYOG0ofoAZcmTZtGhRFwWuvvdbgvvzxHNaXvo6UBxvj62u8Lf4mvj7PrZ2G7t27Y+/evfjxxx9x//33Y9asWfj555+dn7eH89BQGtrDeTh9+jQefPBBvP/++w2WV611LvTN2po12bx58zBt2rQGt8nKynL+Pz4+HvHx8cjJyUHPnj2RkZGBH3/8UdM97e6aa65BZWUlzp07h6SkJCQnJ3vU7h3d13VbC3zFl2lMTk7Gtm3bNN8tKyuD1Wp1Hn9rp7G56SsqKsKYMWMwdOhQvPXWW43uvz2ew4bSGAjnsLn84RwCQEpKCjp16tRgT0d9x3Ylj6ulfvjhBxw+fBgff/xxs78rSRIGDx7cpr0/v//977FixQps3LgR6enpzveTk5MBqK21KSkpzvcbOx/+dg7rS5+D1WrF1KlTUVBQgO+++67B3jtv2vocNpY+d4GaBxvTkms8OTkZFosFZWVlmh6LkpISDBs2rJVS0LLz7C9pCAoKQnZ2NgBg0KBB2LFjB1555RU89thjANrHeagvDW+++abHtv54Hnbt2oWSkhIMHDjQ+Z4sy9i4cSP++c9/OiO0ttq5aNaMPdYqTp06RQBo/fr19W7z6quvUnBwsDOYw2uvvUbR0dFkNpud2yxYsMCvgle4q5tGR4COoqIi5zZLly71CNDhr2k8c+YMdevWjaZNm9bkSEft7Rw2lsb2fg4dmhPooTXOIZoQhOTChQtkNBppyZIl9W4zdepUuuGGGzTvTZw4sc0DPDSUvlmzZjUaebE+iqLQoEGD6O67727B0V0eRVHod7/7HaWmptKRI0e8fp6cnEx//etfne+ZzeYmBVnxh3PYWPqIiCwWC02ZMoV69+5NJSUll/172uIcNiV9dbXnPHg5fHGNOwJKfPzxx85tioqKWi0whi/Oc1unoT5jx46lWbNmtYvzUB9HGrzxx/NQWVlJeXl5mtegQYNoxowZlJeX1+rngit4bWzbtm306quv0p49e+jEiRP03Xff0bXXXktdu3Z1PjSuWLGC3nrrLcrLy6Njx47R22+/TZGRkfTAAw8491NeXk5JSUn0q1/9ivLy8uizzz6jyMhIvwg/35Q0OkLsjxs3jnbv3k3r1q2j9PR0TYh9f01jYWEhZWdn09ixY+nMmTNew3u393PYlDS253NIRHTy5Enas2cPPfvssxQeHk579uyhPXv2UFVVFRG17jmsqqpy/n4A9PLLL9OePXvo5MmTVFVVRY888ght2bKFCgoKaP369TR06FBKS0vThFq+66676PHHH3f+vHnzZtLpdLRgwQI6ePAgLViwoM1CtDeUPoeKigoKDQ2l119/3es+6qZv/vz5tGrVKsrPz6c9e/bQ3XffTXq9nrZt23bF01PX/fffT1FRUbRhw4Z6l9RYsGABRUVF0WeffUZ5eXn0q1/9yiNctr+ew8bSZ7Va6ZZbbqH09HTau3evZhv3xg9/PYeNpS8Q8mBL+eoav++++yg9PZ3WrVtHu3fvprFjx7ZaaHtfnee2TAMR0RNPPEEbN26kgoIC2r9/Pz355JMkSRKtWbOGiPz/PDSWhvZyHrxxj6JJ1Lrngit4bWz//v00ZswYio2NJaPRSFlZWXTffffRmTNnnNt888031L9/fwoPD6fQ0FDKzc2lv//972S1Wj32NWLECDIajZScnEzz58/3i16RpqSRSH3AnjRpEoWEhFBsbCzNmzdPE27esS9/S+OiRYsIgNeXQ3s/h01JI1H7PYdEam+Rt/Q5eplb8xyuX7/e67HMmjWLampq6Prrr6eEhAQyGAyUmZlJs2bNolOnTmn2MWrUKI/Wz08//ZS6d+9OBoOBevToQcuWLWv238kXGkqfw5tvvkkhISFUXl7udR910/fQQw9RZmYmBQUFUUJCAl1//fW0ZcuWK5wS7+rLK4sWLXJuoygKPfPMM5ScnExGo5FGjhxJeXl5mv346zlsLH0FBQX1buM+MsVfz2Fj6QuEPNhSvrrGa2trad68eRQbG0shISF00003efwd2yoNTT3PbZkGIqI5c+ZQp06dnPlm3Lhxzsodkf+fh8bS0F7Ogzd1K3iteS4EkVuUC8YYY4wxxhhj7RZH0WSMMcYYY4yxAMEVPMYYY4wxxhgLEFzBY4wxxhhjjLEAwRU8xhhjjDHGGAsQXMFjjDHGGGOMsQDBFTzGGGOMMcYYCxBcwWOMMcYYY4yxAMEVPMYYY4wxxhgLEFzBYwFt9OjReOihh5r1nc8//xzZ2dnQ6XTN/m5rEUJACIHo6OhmfzcrK8v5/fLycp8fG2MdyeXcYxhj/m/Dhg2NlpPz589H//79m7xPIQQ+//zzFh9ba+FnjfaLK3iM1fGb3/wGt912G06fPo3nn3++rQ+nXosWLcKRI0c83q+trUVMTAxiY2NRW1vr8fmOHTuwbNmy1jhExhhjzO9dbkPNH//4R3z77be+PyA/ws8a7RNX8BhzU11djZKSEkyYMAGpqamIiIho60OqV3R0NBITEz3eX7ZsGXJzc9GrVy989tlnHp8nJCQgNja2NQ6RMXaFWa3Wtj4Exjqs8PBwxMXFtfVhXFH8rNE+cQWPBYxLly5h5syZCA8PR0pKChYuXOixjcViwZ/+9CekpaUhLCwMQ4YMwYYNGwCowzEcFbqxY8dCCOH8bNmyZejduzeMRiOysrI89m02m/GnP/0JGRkZMBqN6NatG9555x0AwOLFiz2GN3z++ecQQjh/3rdvH8aMGYOIiAhERkZi4MCB2Llz52X9Hd555x3MmDEDM2bMcB4DY+zKe//99zFo0CBEREQgOTkZd955J0pKSgAARITs7Gz87W9/03znp59+giRJyM/PBwBUVFRg7ty5SExMRGRkJMaOHYt9+/Y5t3cMCXv33XfRpUsXGI1GEBH++9//ok+fPggJCUFcXBzGjx+PS5cutV7iGWunZs+eje+//x6vvPKKc0jhiRMnnJ/v2rULgwYNQmhoKIYNG4bDhw87P/M2RPPdd991Pi+kpKRg3rx59f7u5557DklJSdi7dy8AdVjjCy+8gDlz5iAiIgKZmZl46623NN8pLCzEHXfcgZiYGMTFxWHy5Mma492wYQOuvvpqhIWFITo6GsOHD8fJkycB8LNGR8IVPBYwHn30Uaxfvx7Lly/HmjVrsGHDBuzatUuzzd13343Nmzdj6dKl2L9/P26//XZMnDgRR48e1dy4ly1bhuLiYgwbNgy7du3C1KlTMW3aNOTl5WH+/Pn485//jMWLFzv3O3PmTCxduhT/+Mc/cPDgQbzxxhsIDw9v8rFPnz4d6enp2LFjB3bt2oXHH38cBoOh2X+D/Px8bN26FVOnTsXUqVOxZcsWHD9+vNn7YYw1n8ViwfPPP499+/bh888/R0FBAWbPng1AncsyZ84cLFq0SPOdd999FyNGjEDXrl1BRJg0aRLOnj2LlStXYteuXRgwYADGjRuH0tJS53eOHTuGTz75BMuWLcPevXtx9uxZ/OpXv8KcOXNw8OBBbNiwAbfeeiuIqDWTz1i79Morr2Do0KH49a9/jeLiYhQXFyMjI8P5+VNPPYWFCxdi586d0Ov1mDNnTr37ev311/G73/0Oc+fORV5eHlasWIHs7GyP7YgIDz74IN555x1s2rRJU0lcuHAhBg0ahD179uC3v/0t7r//fhw6dAgAUFNTgzFjxiA8PBwbN27Epk2bEB4ejokTJ8JiscBms2HKlCkYNWoU9u/fj61bt2Lu3LnOBmV+1uhAiLEAUFVVRUFBQbR06VLnexcvXqSQkBB68MEHiYjo2LFjJISgwsJCzXfHjRtHTzzxBBERlZWVEQBav3698/M777yTrrvuOs13Hn30UerVqxcRER0+fJgA0Nq1a70e26JFiygqKkrz3vLly8k9+0VERNDixYubnF4AtHz5co/3n3zySZoyZYrz58mTJ9NTTz3lsd369esJAJWVlTX5dzLGPI0aNcp5j6lr+/btBICqqqqIiKioqIh0Oh1t27aNiIgsFgslJCQ48/63335LkZGRZDKZNPvp2rUrvfnmm0RE9Mwzz5DBYKCSkhLn57t27SIAdOLECV8nj7EOwVs+dpST69atc7739ddfEwCqra0lIjU/9uvXz/l5amqq1zLXAQB9+umnNGPGDOrRowedPn1a83mnTp1oxowZzp8VRaHExER6/fXXiYjonXfeoe7du5OiKM5tzGYzhYSE0OrVq+nixYsEgDZs2OD19/OzRsfBPXgsIOTn58NisWDo0KHO92JjY9G9e3fnz7t37wYRIScnB+Hh4c7X999/7xwe5c3BgwcxfPhwzXvDhw/H0aNHIcsy9u7dC51Oh1GjRl328T/88MO49957MX78eCxYsKDB46mPLMtYsmQJZsyY4XxvxowZWLJkCWRZvuxjY4w1zZ49ezB58mR06tQJERERGD16NADg1KlTAICUlBRMmjQJ7777LgDgq6++gslkwu233w5AHQpWXV2NuLg4zT2qoKBAc0/o1KkTEhISnD/369cP48aNQ58+fXD77bfj7bffRllZWSulmrHA1rdvX+f/U1JSAMA59NpdSUkJioqKMG7cuAb394c//AFbt27FDz/8gPT09AZ/nxACycnJzt+3a9cuHDt2DBEREc77Q2xsLEwmE/Lz8xEbG4vZs2djwoQJuPnmm/HKK6+guLjYuT9+1ug4uILHAgI1YSiSoijQ6XTYtWsX9u7d63wdPHgQr7zySoP7dp8vV/f3hYSENPh7JUnyOL66gRHmz5+PAwcOYNKkSfjuu+/Qq1cvLF++vNE0uVu9erVzbL5er4der8e0adNw5swZrFmzpln7Yow1z6VLl3D99dcjPDwc77//Pnbs2OHMwxaLxbndvffei6VLl6K2thaLFi3CHXfcgdDQUADqPSolJUVzf9q7dy8OHz6MRx991LmPsLAwze/W6XRYu3YtvvnmG/Tq1QuvvvoqunfvjoKCglZIOWOBzX0Io+NZQFEUj+0aexZwuO6661BYWIjVq1c3+vscv9Px+xRFwcCBAz3uEUeOHMGdd94JQI16uXXrVgwbNgwff/wxcnJy8OOPPwLgZ42OhCt4LCBkZ2fDYDA4b2IAUFZWpgnte9VVV0GWZZSUlCA7O1vzSk5OrnffvXr1wqZNmzTvbdmyBTk5OdDpdOjTpw8URcH333/v9fsJCQmoqqrSBDxwTKh2l5OTgz/84Q9Ys2YNbr31Vo+5Oo155513MG3aNI8b//Tp03kCNGNX2KFDh3DhwgUsWLAAI0aMQI8ePby28t94440ICwvD66+/jm+++UYzn2fAgAE4e/Ys9Hq9xz0qPj6+wd8vhMDw4cPx7LPPYs+ePQgKCmr2gxtjHVVQUFCLe58iIiKQlZXV6LIJt9xyCz788ENnY09zDBgwAEePHkViYqLHPSIqKsq53VVXXYUnnngCW7ZsQW5uLj788EPnZ/ys0TFwBY8FhPDwcNxzzz149NFH8e233+Knn37C7NmzIUmuSzwnJwfTp0/HzJkz8dlnn6GgoAA7duzAX//6V6xcubLefT/yyCP49ttv8fzzz+PIkSNYsmQJ/vnPf+KPf/wjADXq1axZszBnzhxnYIUNGzbgk08+AQAMGTIEoaGhePLJJ3Hs2DF8+OGHmgAttbW1mDdvHjZs2ICTJ09i8+bN2LFjB3r27Nnk9J8/fx5ffvklZs2ahdzcXM1r1qxZWLFiBc6fP9/MvypjrKkyMzMRFBSEV199FcePH8eKFSu8rqOp0+kwe/ZsPPHEE8jOztYMKx8/fjyGDh2KKVOmYPXq1Thx4gS2bNmCp59+usFId9u2bcMLL7yAnTt34tSpU/jss89w/vz5Zt1DGOvIsrKysG3bNpw4cQIXLlzw2kPXFPPnz8fChQvxj3/8A0ePHsXu3bvx6quvemz3i1/8Av/5z39w991347///W+T9z99+nTEx8dj8uTJ+OGHH1BQUIDvv/8eDz74IM6cOYOCggI88cQT2Lp1K06ePIk1a9bgyJEj6NmzJz9rdDBcwWMB46WXXsLIkSNxyy23YPz48bj22msxcOBAzTaLFi3CzJkz8cgjj6B79+645ZZbsG3bNk3ErLoGDBiATz75BEuXLkVubi7+8pe/4LnnnnNGxwPUyFm33XYbfvvb36JHjx749a9/7eyxi42Nxfvvv4+VK1eiT58++OijjzB//nznd3U6HS5evIiZM2ciJycHU6dOxQ033IBnn322yWl/7733EBYW5nXsvyMk8n/+858m748x1jwJCQlYvHgxPv30U/Tq1QsLFizwWBLB4Z577oHFYvGIxieEwMqVKzFy5EjMmTMHOTk5mDZtGk6cOIGkpKR6f3dkZCQ2btyIG2+8ETk5OXj66aexcOFC3HDDDT5NI2OB6o9//CN0Oh169eqFhIQE57zZ5po1axb+/ve/47XXXkPv3r1x00034ejRo163ve2227BkyRLcddddXteR8yY0NBQbN25EZmYmbr31VvTs2RNz5sxBbW0tIiMjERoaikOHDuGXv/wlcnJyMHfuXMybNw+/+c1v+FmjgxHUlMlLjDG/IoTA8uXLMWXKlMv6/oYNGzBmzBiUlZV5rNHHGLuyNm/ejNGjR+PMmTMNVtwYY6wt8bNG+8UVPMbaISEEgoODERcXhzNnzjTru71798bx48dhMpn4pstYKzKbzTh9+jTmzp2LlJQUfPDBB219SIwxVi9+1mi/9G19AIyx5nMM+dDpdM3+7sqVK51RPCMjI316XIyx+n300Ue455570L9/fx7GxBjze/ys0X5xDx5jjDHGGGOMBQgOssIYY4wxxhhjAYIreIwxxhhjjDEWILiCxxhjjDHGGGMBgit4jDHGGGOMMRYguILHGGOMMcYYYwGCK3iMMcYYY4wxFiC4gscYY4wxxhhjAYIreIwxxhhjjDEWILiCxxhjjDHGGGMB4v8DH9QaYJ4JFkkAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 900x600 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Best BO index : 388\n",
" defocus [A] : -208.15\n",
" layers : 20.00\n",
" thickness [A] : 244.70\n",
" log fourier : -0.56577099\n"
]
}
],
"source": [
"CMAP = 'coolwarm'\n",
"\n",
"fig, axs = plt.subplots(2, len(x), figsize=(3*len(x), 6), sharey='row', sharex='col')\n",
"for i, axi in enumerate(axs[0]):\n",
" axi.scatter(x[i][START:END], -y[START:END], c=y_scaled[START:END], cmap=CMAP, s=5)\n",
" axi.set_title(f\"Best value: {x[i,-1]:.1f}\")\n",
"\n",
"axs[0][0].set_ylabel('$- \\\\log (\\\\mathtt{fourier\\\\_error})$')\n",
"\n",
"for i, axi in enumerate(axs[1]):\n",
" axi.scatter(x[i][START:END], y_scaled[START:END], c=y_scaled[START:END], cmap=CMAP, s=5)\n",
" axi.set_xlabel(xparams[i])\n",
"axs[1][0].set_ylabel('Scaled')\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"print(f\" Best BO index : {train_y.argmax():>12d}\")\n",
"print(\"\\n\".join([f'{xparams[i]:>15} : {x[i, -1]:> 12.2f}' for i in range(len(xparams))]))\n",
"print(f\" log fourier : {-y[-1]: 12.8f}\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "b47d359e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 900x900 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Cross-correlation plots\n",
"\n",
"if len(x) < 3:\n",
" plt.figure(figsize=(3.5,3.5))\n",
" plt.scatter(train_x[1][START:END], train_x[0][START:END], c=train_y_scaled[START:END], cmap=CMAP, s=5)\n",
" plt.xlabel(xparams[1])\n",
" plt.ylabel(xparams[0])\n",
"else:\n",
" fig, axs = plt.subplots(len(x), len(x), figsize=(3*len(x), 3*len(x)), sharex='col', sharey='row')\n",
" for i, axi in enumerate(axs):\n",
" for j, axij in enumerate(axi):\n",
" axij.scatter(train_x[j][START:END], train_x[i][START:END], c=train_y_scaled[START:END], cmap=CMAP, s=5, alpha=(0 if i==j else 1))\n",
" if i == len(x)-1: axij.set_xlabel(xparams[j])\n",
" if j == 0: axij.set_ylabel(xparams[i])\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "lemon",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}