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@JamesOwers
Created October 16, 2019 09:55
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"def plot_task_losses(task_name, settings):\n",
" summary_fig = plt.figure()\n",
" plt.title('Summary')\n",
" alphas = [.3, .5, .7]\n",
" for lr, wd, hid in settings:\n",
" setting_fig = plt.figure()\n",
" for repeat in range(3):\n",
" expt_name = f'{task_name}__{lr}_{wd}_{hid}_{repeat}'\n",
" log_file = f'./output/{task_name}/{expt_name}.log'\n",
" try:\n",
" df = pd.read_csv(log_file)\n",
" except pd.errors.EmptyDataError:\n",
" continue\n",
" trn_df = df.loc[df['mode'] == 'train']\n",
" min_trn_loss = trn_df['avg_loss'].min()\n",
" min_trn_acc = trn_df['avg_acc'].max()\n",
" vld_df = df.loc[df['mode'] == 'test']\n",
" min_vld_loss = vld_df['avg_loss'].min()\n",
" min_vld_acc = vld_df['avg_acc'].max()\n",
" plt.figure(summary_fig.number)\n",
" plt.plot(vld_df['epoch'], vld_df['avg_loss'],\n",
" color='C1', alpha=.2)\n",
" plt.figure(setting_fig.number)\n",
" plt.plot(trn_df['epoch'], trn_df['avg_loss'],\n",
" label=f'train {repeat} ({min_trn_loss:.4f}, {min_trn_acc:.1f})', color='C0',\n",
" alpha=alphas[repeat])\n",
" plt.plot(vld_df['epoch'], vld_df['avg_loss'],\n",
" label=f'valid {repeat} ({min_vld_loss:.4f}, {min_vld_acc:.1f})', color='C1',\n",
" alpha=alphas[repeat])\n",
" plt.legend()\n",
" plt.xlabel('epoch')\n",
" plt.ylabel('average loss') \n",
"# plt.savefig(f'{task_name}__{lr}_{wd}_{hid}.png', dpi=300)\n",
" plt.title(f'{task_name}__{lr}_{wd}_{hid}')\n",
" setting_fig.show()\n",
"\n",
" summary_fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"nr_repeats = 3\n",
"learning_rates = [1e-5, 1e-4]\n",
"weight_decays = [1e-2, 1e-3]\n",
"hiddens = [100, 250]\n",
"\n",
"settings = [(lr, wd, hid) for lr in learning_rates \n",
" for wd in weight_decays for hid in hiddens]"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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OXwYNGsT7778PuGcV/exnPyvVG2jevHmJ3segQYOYN28eBQUFpKWlsX//ftq3b1+ijKpy4MAB6/yf//wnLVq0oE6dOpw6dYpDhw5x6NAhOnbsyJIlS2jbti2RkZGsWrUKVSUnJ4cNGzbQokULGjZsyM0338y+ffsAWLlyJS1btgRgxowZzJgxo9RzRUZGsnLlSgBOnDjBvn37uOWWW4iMjGTt2rU4nU4cDgdr1671OcR08qRb09TlcvHKK6/w8MMPW2nffvstcXFxl/Q7l4dxEHh6EMZDGAwXpX79+nTp0oW4uDieeeaZUun9+vXD6XSSkJDApEmT6Nix42W39eCDD3L69GmaNm3KtGnTePXVV0vlqVWrFk2aNLFe+LGxsdxzzz20bNmSfv368e6772K32wH3NNtjx46hqtaU1fj4eI4fP86LL75Yqm5vxo0bR3Z2NnFxcbRr147Ro0eTkJAAwDvvvMOIESNISEhg27ZtvPDCCwDs3bu31NAauIPg33zzDfHx8fTq1YvXXnuNG264geTkZJo0aUJ8fDyJiYkkJiYycOBAAMaMGWNNuZ07dy7NmzenRYsW3HTTTYwePdqqe/Xq1dxxxx2X+lOXyU9mT+q2bdvq5e4ot+nQGew2oXVkaAVbZTBUPHv27PH5ZVldWbRoEZs3b7ZmMl0t3HnnnXz66acXndVUURQUFNC9e3e++uorAgJ8h5d9/dsRkc2q2tZXfhOkxt2DcJkYhMFwTfLzn//c50ypquazzz67ou19//33vPrqq2U6h8vBOAjAJuBwVbUVBoPhchkzZkxVm1DlNGvWjGbNmlVonSYGgVtuw8xiMhgMhpIYB4F7iOmnEosxGAyGisI4CMwsJoPBYPCFcRC410GYISaDwWAoSbV3EPmOIlbtOcmxc3lVbYrB8JOkdu3aABw7dozk5GSfeXr06IGvaeppaWl06NCBZs2aMWzYMAoLC32W/8c//sHkyZMB/2TC8/Pzad++vSW5/bvf/a5Unscff9yyHeDPf/4z8fHxJCUlcdttt1naUxs3biQpKYmkpCQSExMtmZHyWLlyJa1bt7bqKl7HcfjwYXr16kVCQgI9evSwZDcuZOLEidx8880l7AP34jxv+fAfTVkyr9facbly3+fzCnXY//tG3/hi72WVNxiuNFUp93051KpV66J5unfvbklrezN06FCdO3euqqqOHTtWZ86c6bN8p06dNCMjQ1X9kwl3uVyaleWW+C8sLNT27dvr+vXrrfRNmzbpyJEjS9juLRG+ePFi7du3r6q65b8dDoeqqh47dkwbNGhgXZdFs2bNrL/Hd999V0eNGqWqqsnJyTpnzhxVVV25cqWOHDnSZ/n169frsWPHSv22OTk5mpSUVGa7Ru77EgkKsCEITpcLl0ux2cxev4ZriJN7IP98xdYZfD2E+V6I9+yzz9K4cWMeffRRAF566SVCQkIYO3Ysd911F2fPnsXhcPDKK69w1113lSh76NAh7rzzTnbu3EleXh6jR49m9+7dxMTEkJdXugevqqxatYqPPvoIgFGjRvHSSy/xyCOPlMj37bffUqNGDW644QbAP5lwEbG+vh0OBw6Hw0ovKirimWee4aOPPirRGyiWCAfIycmx8tesWdO6n5+f79fezyJibfSTmZlp6UXt3r2bt956C4CePXsyePBgn+XLWqFes2ZNoqKi2LhxYymJkcuh2g8xBdltiEBRkZpAtcFwEYYPH87HH39sXX/yyScMHTqU4OBgFi1axJYtW1i9ejVPPfVUuTMD//SnP1GzZk127NjBxIkT2bx5c6k8p0+fpm7dutbCr7Kku7/++mtat25tXfsjEw5uR5CUlERYWBi9e/e2BPdmzJjBoEGDCA8PL1Xm3XffpUmTJkyYMIHp06db9//zn/8QGxtLfHw8f/7zny+6WO1vf/sbAwYMICIigg8++IDnnnsOgMTEREv6fNGiRWRlZV3yIsCKlPyu9j0IESHAJjhdajYNMlx7lPGlX1m0atWKkydPcuzYMTIyMggNDSUyMhKHw8ELL7zAunXrsNlsHD16lBMnTtCwYUOf9axbt47x48cDkJCQYOkaeePLwfj6Or9cyW+73c62bds4d+4cP//5z9m5cyf16tVj/vz5rFmzxqfd48aNY9y4cXz00Ue88sorlphghw4d2LVrF3v27GHUqFH079+f4OBgn3UAvPXWWyxdupQOHTrwxhtv8OSTT/K3v/2NN998k8cee4w5c+bQrVs3GjVqdMkro8PCwti7d+8llSmLau8gAAIDbG4HYVZTGwwXJTk5mQULFvDDDz8wfPhwAFJSUsjIyGDz5s0EBgYSFRXlU+bbm4sNxdxwww2cO3cOp9NJQEBAmdLd1113HZmZmdZ1seR3REREmTLh3tStW5cePXrwxRdfEBMTw4EDB2jatCkAubm5NG3a1AoiFzN8+PBSQ10AMTEx1KpVi507d9K2rU95IzIyMti+fbvVYxk2bBj9+vUD4KabbuLTTz8FIDs7m4ULF1KnTp3yfqZSVKTkd7UfYgKoYbfhKHKZHoTB4AfDhw9n3rx5LFiwwJqVlJmZSVhYGIGBgaxevZrDhw+XW0e3bt1ISUkBYOfOnezYsaNUHhGhZ8+eLFiwAID333+/VFwDsF7qxfgjE56RkcG5c+cAyMvL48svv6RFixbccccd/PDDD5bkd82aNa269+/fb5X/17/+ZclapKWlWftZHD58mH379hEVFQVAr169Sg2LhYaGkpmZybfffgvAihUrLAG9U6dO4fJ8qU6dOpUHHnig3N/RFxUq+V1W9PpaOy53FpOq6hNzt+jTn2zTzLzCy67DYLhSXA2zmOLi4rRHjx7WdUZGhnbs2FHbtGmjDz74oLZo0ULT0tJU9X+zmNLS0jQ2NlZVVXNzc3XYsGEaHx+v9913n3bq1MnnLKaDBw9qu3bttEmTJpqcnKz5+fml8uTk5GjLli3V5XKpqmpeXp4mJydrkyZNtF27dnrw4EFVVT169Kj2799fVVW3b9+uSUlJGh8fr7Gxsfryyy/7fE7vWULjx4/Xli1bamJiovbo0UN37typqqp///vfrfutWrXSRYsWqapqUVGRRkZGam5ubql6P/30U42Li9OEhATt3r27ZeP8+fO1adOm2qxZM33wwQdLPG9iYqJ1/swzz2ijRo1URLRRo0b6u9/9zkpr1aqVNaPrQi51FpOR+wYmLNiOo0j53cCW1K15ZaR5DYbLxch9l+aJJ55g4MCB3H777VVtisXOnTuZNWsW06ZNu2Jtbt26lWnTpvHBBx/4TL9UuW8zxIR7qquzyIVZTG0wXJu88MIL5ObmVrUZJYiLi7uizgHcQ1Tl7Yd9qZggNRBkt+N0FRq5DYPhGuXGG29k0KBBVW1GldO7d+8Krc/0IIAaAYKzSI2iq8FgMHhhHAQQFGDH6XKZhXIGg8HghXEQQI1AG84iNTEIg8Fg8MI4CNxyG+6FcsZDGAwGQzGV6iBEpJ+I7BORAyLynI/0+0UkQ0S2eY4xXmlFXveXVKadwQE2t1ifGWIyGMrl3LlzzJw587LKDhgwwFqc5g/r1q2jdevWBAQEWIvlfJGXl0f37t0pKioC3AvqivdnLl4wdyGTJk0iISGBpKQk+vTpw7Fjx0qkb9q0CbvdXqLdCRMmEBsbS0xMDOPHj7diloWFhTz00EM0b96cFi1aWFpKZeFwOBg1ahTx8fHExMQwdepUK+2tt94iNjaWuLg47r33Xp+r0cuSBM/IyLBWZFcYZS2Q+LEHYAcOArcAQcB2oOUFee4HZpRRPvtS2vsxC+Xmb/peB8/4Sg+ezLrsOgyGK0VVLpTzXux2IU6ns8Lb2r59u9533306f/78MvPNmDFD//jHP6qq6unTpzU6OlpPnz6tZ86c0ejoaD1z5kypMt7S3W+//bYlD67qfo6ePXtq//79rXa//vpr7dy5szqdTnU6ndqxY0ddvXq1qqq++OKLOnHiRFV1L44ra5FaMSkpKTps2DBVdS/ya9y4saalpWl6erpGRUVZC+uGDh2qs2fPLlW+PEnw+++/X7/66qsy276a5L7bAwdU9TsAEZkH3AXsrsQ2L4vAABsuVZxmiMlwjbFm30kysgoqtM4GITXocWuYz7TnnnuOgwcPkpSURO/evbnjjjt4+eWXCQ8PZ9u2bezevZvBgwdz5MgR8vPzeeKJJ3jooYcAiIqKIjU1lezsbPr3789tt93GN998Q6NGjVi8eHEp/aBiuQqbrfyBjpSUFEsSfNmyZfTu3dvSXurduzdffPEF9957b4kyZUl3A7zzzjvcfffdbNq0ybonIuTn51NYWIiq4nA4uPHGGwGYNWuWJY5ns9ks2fGyEBFycnJwOp3k5eURFBTE9ddfT15ennUvMDCQ3Nxcn9pT5UmCDx48mJSUFLp06VKuDf5SmUNMjYAjXtfpnnsXcreI7BCRBSJys9f9YBFJFZENIuJTFF1EHvLkSc3IyLhsQ4PsNhAodBq1PoOhPF599VWaNGnCtm3beOONNwD3jmpTpkyxdlibNWsWmzdvJjU1lenTp/uUq96/fz/jxo1j165d1K1b96LDMmVRWFjId999ZzkTb6lvKFsiHP63K1tKSoq1G93Ro0dZtGgRDz/8cIm8nTp1omfPnoSHhxMeHk7fvn2JiYmxhswmTZpE69atGTp0KCdOnCjX5uTkZGrVqkV4eDiRkZE8/fTT1KtXj0aNGvH0008TGRlJeHg4derUoU+fPqXKlycJXpFS31C5C+V8STVe+In+T2CuqhaIyMPA+8DPPGmRqnpMRG4BVonIf1X1YInKVP8C/AXcUhuXa2ig3b1pUL6j6HKrMBiqhLK+9K8k7du3Jzo62rqePn26tdHOkSNH2L9/P/Xr1y9RJjo6mqSkJADatGnjc1tQfzh16hR169a1rtVPqW+AKVOmMGXKFKZOncqMGTN4+eWX+fWvf81rr72G3W4vkffAgQPs2bPHGu/v3bs369ato2XLlqSnp9OlSxemTZvGtGnTePrpp8uUugC3Q7Xb7Rw7doyzZ8/StWtXbr/9dkJDQ1m8eDFpaWnUrVuXoUOH8uGHHzJy5MgS5cuTBA8LCysVT/kxVKaDSAe8ewQRQAnLVdX70+KvwGteacc8f34nImuAVrhjGhVOjUAbgulBGAyXQ61atazzNWvW8OWXX7J+/Xpq1qxJjx49fAZaa9SoYZ3b7XafO8r5w3XXXVei/oiIiBJ7OaSnp9OjR49y6/jFL35hDZWlpqZaEuanTp1i6dKlBAQEsH//fjp27GjtQte/f382bNhA165dqVmzJj//+c8BGDp0KO+991657X300Uf069ePwMBAwsLC6NKlC6mpqYgI0dHR1t4WQ4YM4ZtvvinlIMqTBK9IqW+o3CGmTUAzEYkWkSBgOFBiNpKIeG/ZNAjY47kfKiI1POc3AF2oxNhFoBliMhj8IiQkhKysrDLTMzMzCQ0NpWbNmuzdu5cNGzZUqj2hoaEUFRVZTqJv374sX76cs2fPcvbsWZYvX07fvn1LlfOW7l6yZAktWrQA3NLdxVLfycnJzJw5k8GDBxMZGcnatWtxOp04HA7Wrl1LTEwMIsLAgQMtp7Ry5UpatmwJuId/nn/++VJtR0ZGsmrVKlSVnJwcNmzYQIsWLYiMjGTDhg3k5uaiqqxcudKnKGN5kuAVKvVNJToIVXUCjwHLcL/4P1HVXSIyWUSKRVPGi8guEdkOjMc9qwkgBkj13F8NvKqqleogBCgwDsJgKJf69evTpUsX4uLieOaZZ0ql9+vXD6fTSUJCApMmTSpz72R/2LRpExEREcyfP5+xY8cSGxvrM1+fPn346quvAKhXrx6TJk2iXbt2tGvXjhdffNEKWI8ZM4ZixefnnnuOuLg4EhISWL58OW+//Xa5tiQnJ9OkSRPi4+NJTEwkMTGRgQMHAvDaa6/x0ksvkZCQwAcffMAf/vAHAA4ePFgiGF7MuHHjyM7OJi4ujnbt2jF69GgSEhLo0KEDycnJtG7dmvj4eFwulxXgf/HFF1myxP19vWbNGm699VaaN2/OiRMnmDhxolX36tWrueOOO/z+jS9KWdObrrXjx0xz/W/6OR0y82tdvEiMrGYAACAASURBVDX9suswGK4UV8N+EFcTW7ZsKTHV82phxIgRevLkySvaZteuXX1O6y3maprmes0QaHd3pMwQk8Fw7dGqVSt69uxJUVFRqeByVfLhhx9e0fYyMjJ48sknCQ0NrbA6jYPAvR+EAIVFZh2EwXAtcjlbc/7UaNCgQYk1ERWB0WICAu2CCBQ4zTRXg8FgKMY4CNw9CACHGWIyGAwGC+MgcK+kFoTCIuMgDAaDoRjjIPDEIAQcJgZhMBgMFsZBUNyDMLOYDIbKoHj18bFjx0hOTvaZp0ePHtYaBW9mzJhB06ZNERFOnTpVZhtbt25lzBj3bgGqyvjx42natCkJCQls2bLFZ5l+/fqRmJhIbGwsDz/8sCUXXsybb75Zot2UlBQSEhJISEigc+fObN++vUT+oqIiWrVqxZ133lmmncV8//339OzZk1atWpGQkMDSpUsBt7bU6NGjrfUW3qvCvZk/fz6xsbHYbLYSv9t///tf7r///ou27y/GQQB2myBihpgMhsrkpptuKndfB1906dKFL7/8ksaNG5eb7//+7/94/PHHAfj888/Zv38/+/fv5y9/+QuPPPKIzzKffPIJ27dvZ+fOnWRkZDB//nwr7ciRI6xYsYLIyEjrXnR0NGvXrmXHjh1MmjTJWsRWzNtvv+1z5bMvXnnlFe655x62bt3KvHnzePTRRwH461//Crhf9CtWrOCpp56yVk17ExcXx6effkq3bt1K3I+Pjyc9PZ3vv//eLzsuhpnmilvMKyjAhrPIhcul2Gy+xb0MhquO/V9CdvnqoZdM7Ruh2e0+k5599lkaN25svdBeeuklQkJCGDt2LHfddRdnz57F4XDwyiuvcNddd5Uoe+jQIe6880527txJXl4eo0ePZvfu3cTExJSpxdSqVauLmpuVlcWOHTtITEwEYPHixfzyl79EROjYsSPnzp3j+PHjhIeHlyhXvMrZ6XRSWFhYQtTvN7/5Da+//nqJZ+jcubN13rFjR0u4D9yaT//617+YOHEi06ZNu6jNIsL58+cBtzxJsaz37t276dWrF+AW3qtbty6pqam0b9++RPnyHNHAgQOZN28eEyZMuKgdF8P0IDwEFm87anaVMxjKZPjw4Xz88cfW9SeffMLQoUMJDg5m0aJFbNmyhdWrV/PUU0/5VFYt5k9/+hM1a9Zkx44dTJw4kc2bN1+2TampqSX0hy5F8rtv376EhYUREhJiDX8tWbKERo0aWQ7HF++99x79+/e3rn/961/z+uuvX3TvimJeeuklPvzwQyIiIhgwYADvvPMO4JbyXrx4MU6nk7S0NDZv3syRI0cuUltJKlLy2/QgPAQFCM4ipcgsLzdcS5TxpV9ZtGrVipMnT3Ls2DEyMjIIDQ0lMjISh8PBCy+8wLp167DZbBw9epQTJ07QsGFDn/WsW7eO8ePHA1jj+pfL8ePHLQVUuDTJ72XLlpGfn8+IESNYtWoVXbp0YcqUKSxfvrzM9lavXs17771n6T999tlnhIWF0aZNmzJjBhcyd+5c7r//fp566inWr1/Pfffdx86dO3nggQfYs2cPbdu2pXHjxnTu3NmS8vaXipT8Nu9CD0F2977UpgNhMJRPcnIyCxYs4IcffrCksVNSUsjIyGDz5s0EBgYSFRXlU+bbm7Je2peKL8lv76/u9PR0nzuzFRMcHMygQYNYvHgxDRs2JC0tzeo9pKen07p1azZu3EjDhg3ZsWMHY8aM4fPPP7f2uPj6669ZsmQJS5cuJT8/n/PnzzNy5MhypTbee+89vvjiC8C9GVF+fj6nTp0iLCzM2i0O3MNazZo1u6TfoyIlv80Qk4egAPcQU5HZdtRgKJfhw4czb948FixYYA3LZGZmEhYWRmBgIKtXr+bw4cPl1tGtWzdSUlIA2LlzJzt27Lhse2JiYjhw4IB1PWjQIP7+97+jqmzYsIE6deqUij9kZ2dz/PhxwB2DWLp0KS1atCA+Pp6TJ09akt8RERFs2bKFhg0b8v333zNkyBA++OADmjdvbtU1depU0tPTOXToEPPmzeNnP/uZ5Ryef/55a/MkbyIjI1m5ciUAe/bsIT8/nwYNGpCbm0tOTg4AK1asICAgwJIP95eKlPw2DsKDO0htYhAGw8WIjY0lKyuLRo0aWS/eESNGkJqaStu2bUlJSbH2VyiLRx55hOzsbBISEnj99ddLBWGLmT59OhEREaSnp5OQkGBNZfWmRYsWZGZmWvtUDBgwgFtuuYWmTZvyq1/9ipkzZ1p5i3exy8nJYdCgQSQkJJCYmEhYWFipbUYvZPLkyZw+fZpHH32UpKQk2rZtW25+cM9G8jXM9oc//IG//vWvJCYmcu+99zJnzhxEhJMnT9K6dWtiYmJ47bXXSuxM5y1XvmjRIiIiIli/fj133HFHiT0vKlLyW8oLJF1LtG3bVn3No/aXyf/cxdFzebx+dyJ1agZWoGUGQ8WyZ88ev6dTVhfeeustQkJCfDqQqqRv374sW7bsirVXUFBA9+7d+eqrr3zGLnz92xGRzarq09uZHoSH4h5E0U/EYRoM1YlHHnmkxDamVwtX0jmAewHeq6++esmB7bIwQWoPNQLsZpqrwXCNEhwczH333VfVZlQ5zZo1u+SgdnmYHoSHGl4L5QwGg8FgHIRFjcDihXJVbYnBYDBcHRgH4SHIs5LaxCAMBoPBjXEQHmoE2HEWuSgygn0Gg8EAGAdhUSPQhgIOH8qJBoPBzblz50qsK7gUBgwYwLlz5/zOP23aNFq2bElCQgK9evUqc/FdXl4e3bt3t+S633//fStY+/777/ssM2nSJBISEkhKSqJPnz6lpCk2bdqE3W4voT47YcIEYmNjiYmJYfz48agqWVlZJCUlWccNN9zAr3/963Kfy+FwMGrUKOLj44mJiWHq1KlW2ltvvUVsbCxxcXHce++9PlejHz58mF69epGQkECPHj0s0cCMjAz69etXbtuXjKr+JI42bdroj+GL/x7Tge/8W3cePfej6jEYKpvdu3dXWdtpaWkaGxvrM83pdFZoW6tWrdKcnBxVVZ05c6bec889PvPNmDFD//jHP6qq6unTpzU6OlpPnz6tZ86c0ejoaD1z5kypMpmZmdb522+/rWPHjrWunU6n9uzZU/v376/z589XVdWvv/5aO3furE6nU51Op3bs2FFXr15dqt7WrVvr2rVry32ulJQUHTZsmKqq5uTkaOPGjTUtLU3T09M1KipKc3NzVVV16NChOnv27FLlk5OTdc6cOaqqunLlSh05cqSVdv/99+tXX31VZtu+/u0AqVrGe7XaT3MtdLrYeSyTXEeR2TTIcM0xd+P3fH8mt0LrjKxXk3vbR/pMe+655zh48CBJSUn07t2bO+64g5dffpnw8HC2bdvG7t27GTx4MEeOHCE/P58nnnjC2jchKiqK1NRUsrOz6d+/P7fddhvffPMNjRo1YvHixaX0g3r27Gmdd+zYsUxto5SUFD766CPAve6gd+/e1KtXD4DevXvzxRdfcO+995YoUyz1De5V1d66UO+88w533303mzZtsu6JCPn5+RQWFqKqOBwObrzxxhJ17t+/n5MnT9K1a1ffP6xXXTk5OTidTvLy8ggKCuL6668nLy/PuhcYGEhubq5PDandu3dbek09e/Zk8ODBVtrgwYNJSUmhS5cu5drgL9V+iKnIpazdl8H5PAcIFBgHYTCUyauvvkqTJk3Ytm0bb7zxBgAbN25kypQp7N69G4BZs2axefNmUlNTmT59OqdPny5Vz/79+xk3bhy7du2ibt26LFy4sNx2L5TXLqawsJDvvvuOqKgo4NKkvidOnMjNN99MSkoKkydPtsovWrSolOxGp06d6NmzJ+Hh4YSHh9O3b99SK5Lnzp3LsGHDLipCmJycTK1atQgPDycyMpKnn36aevXq0ahRI55++mkiIyMJDw+nTp069OnTp1T5xMRE6/datGgRWVlZ1m9ckVLfYBbKEWh3/2WK578CR9FFShgMVw9lfelfSdq3b090dLR1PX36dEug7siRI+zfv99SPi0mOjra0kVq06YNhw4dKrP+Dz/8kNTUVNauXVsq7dSpU9StW9e61kuQ+p4yZQpTpkxh6tSpzJgxg5dffplf//rXvPbaa9jt9hJ5Dxw4wJ49e6zx/t69e7Nu3boSO7rNmzevhHZSWWzcuBG73c6xY8c4e/YsXbt25fbbbyc0NJTFixeTlpZG3bp1GTp0KB9++CEjR44sUf7NN9/kscceY86cOXTr1o1GjRpZK6crUuobjIPAbhNsUuwkoMDMYjIYLolatWpZ52vWrOHLL79k/fr11KxZkx49evgMtHrLYtjt9jJ3lPvyyy+ZMmUKa9eu9Sml4Uvq23tPhvT0dHr06FGu/b/4xS+sobLU1FRLwvzUqVMsXbqUgIAA9u/fT8eOHa39tfv378+GDRssB7F9+3acTidt2rQpty2Ajz76iH79+hEYGEhYWBhdunQhNTUVESE6Otra22LIkCF88803pRzETTfdxKeffgq4VWkXLlxInTp1gIqV+gYzxISIEGAXt3cACh3GQRgMZRESEmKppvoiMzOT0NBQatasyd69e9mwYcNlt7V161bGjh3LkiVLCAsL85knNDSUoqIiy0n07duX5cuXc/bsWc6ePcvy5ctLKJ0Ws3//fut8yZIllvpsWlqaJfWdnJzMzJkzGTx4MJGRkaxduxan04nD4WDt2rUlhpjmzp1bKs6xaNEinn/++VJtR0ZGsmrVKlSVnJwcNmzYQIsWLYiMjGTDhg3k5uaiqqxcudKnKOOpU6esfaqnTp3KAw88YKVVpNQ3GAcBuBfJoSAChaYHYTCUSf369enSpQtxcXE888wzpdL79euH0+kkISGBSZMm0bFjx8tu65lnniE7O5uhQ4eSlJTEoEGDfObr06ePtbtbvXr1mDRpEu3ataNdu3a8+OKLVsDaWy77ueeeIy4ujoSEBJYvX87bb79dri3Jyck0adKE+Ph4EhMTSUxMZODAgVb6J598UspBHDx4sEQwvJhx48aRnZ1NXFwc7dq1Y/To0SQkJNChQweSk5Np3bo18fHxuFwuK8D/4osvsmTJEsDdS7v11ltp3rw5J06cYOLEiVbdFSn1DUbuG4A5X6dhE2Hx9mMkt4m4KsZ1DYayMHLfJdm6dSvTpk3za/z/SjJy5EjeeuutEtuhVjbdunVj8eLFhIaG+kyvcLlvEXlCRK4XN++JyBYRKR1av4YJDLChuB2lw/QgDIZrilatWtGzZ09rodzVwocffnhFnUNGRgZPPvlkmc7hcvBniOkBVT0P9AEaAKOBV/2pXET6icg+ETkgIs/5SL9fRDJEZJvnGOOVNkpE9nuOUX4+z2URaLfhUsw6CIPhGuWBBx4oNfOoutGgQYMSayIqAn9mMRXPERsAzFbV7eLHbuMiYgfeBXoD6cAmEVmiqrsvyPqxqj52Qdl6wO+AtoACmz1lz/ph7yUTZLeR7YlBmHUQBoPB4MafHsRmEVmO20EsE5EQwJ+3aHvggKp+p6qFwDzgLj/t6gusUNUzHqewAqhgkZH/4e5BeIaYjIMwGAwGwD8H8SDwHNBOVXOBQNzDTBejEXDE6zrdc+9C7haRHSKyQESKl0D6VVZEHhKRVBFJzcjI8MMk3wTaBVVFEDOLyWAwGDz44yA6AftU9ZyIjAR+C2T6Uc7XMNSFU6b+CUSpagLwJVAsvehPWVT1L6raVlXb/phgUGCADYdLCbCLCVIbDAaDB38cxJ+AXBFJBCYAh4G/+1EuHbjZ6zoCKLEGXFVPq2qB5/KvQBt/y1YkQXYbDqcSZLeZILXBUMEUrz4+duwYycnJPvP06NEDX9PUR4wYwa233kpcXBwPPPAADofDZ/mtW7cyZox7jouqMn78eJo2bUpCQgJbtmzxWaZfv34kJiYSGxvLww8/XGoW1JtvvomIcOrUKcAtCpiQkEBCQgKdO3dm+/btAOzbt6+E5Pf111/PH//4x3J/k8zMTAYOHGi1P3v2bCvt2WefJS4ujri4OD7++GOf5detW0fr1q0JCAgoIUle4ZLfZcm8Fh/AFs+fLwIPet+7SLkA4DsgGggCtgOxF+QJ9zr/ObDBc14PSANCPUcaUK+89n6M3Pd/vjut05bv0wfmbNTnF+647HoMhitBVcp9Xw61atW6aJ7u3bvrpk2bSt3/17/+pS6XS10ulw4fPlxnzpzps3xycrJu27bNKtOvXz91uVy6fv16bd++vc8yxZLfLpdLhwwZonPnzrXSvv/+e+3Tp49GRkZqRkaGqrolv4ulw5cuXeqzXqfTqTfeeKMeOnSo3OedMmWKTpgwQVVVT548qaGhoVpQUKCfffaZ3n777epwODQ7O1vbtGlTQpq8mLS0NN2+fbved999liR5MeVJfleG3HeWiDwP3Ad09cxOCvTD8ThF5DFgGWAHZqnqLhGZ7DFoCTBeRAYBTuAMcL+n7BkR+T1QrLc7WVXP+GHrZRHgEewLtNlwFLlwuRSb7aITtQyGqmfzHDh7qGLrDI2CNvf7THr22Wdp3Lgxjz76KAAvvfQSISEhjB07lrvuuouzZ8/icDh45ZVXuOuuknNSDh06xJ133snOnTvJy8tj9OjR7N69m5iYmDK1mAYMGGCdt2/f3hLL8yYrK4sdO3aQmJgIwOLFi/nlL3+JiNCxY0fOnTvH8ePHCQ8PL1GueJWz0+mksLCwhKjfb37zG15//fUSz9C5c2frvGPHjj5tWblyJU2aNKFx48Y+n6cYESErKwtVJTs7m3r16hEQEMDu3bvp3r07AQEBBAQEkJiYyBdffME999xTonyxeq3NVnoQqCIlv/0ZYhoGFOBeD/ED7mDxG/5UrqpLVbW5qjZR1Smeey96nAOq+ryqxqpqoqr2VNW9XmVnqWpTzzG7rDYqgiC7+2ew24Qil1ozmgwGQ0mGDx9eYtjjk08+YejQoQQHB7No0SK2bNnC6tWreeqpp3wqqxbzpz/9iZo1a7Jjxw4mTpzI5s2by23X4XDwwQcf+Bw+SU1NLaE/dCmS33379iUsLIyQkBBr+GvJkiU0atTIcji+KEt+fN68eaUkN3zx2GOPsWfPHm666Sbi4+N5++23sdlsJCYm8vnnn5Obm8upU6dYvXo1R44cuWh93lSk5PdFexCq+oOIpADtROROYKOq+hODuGYI9DiIAJs7SF1kdlIyXCuU8aVfWbRq1YqTJ09y7NgxMjIyCA0NJTIyEofDwQsvvMC6deuw2WwcPXqUEydO0LBhQ5/1rFu3jvHjxwNY4/rl8eijj9KtWzefm/EcP368xIplX46prKVby5YtIz8/nxEjRrBq1Sq6dOnClClTWL58eZm2rF69mvfee8/SfyqmsLCQJUuWlNhCtCyWLVtGUlISq1at4uDBg/Tu3ZuuXbvSp08fNm3aROfOnWnQoAGdOnWypLz9pSIlv/2R2rgH2AgMBe4B/iMiviNN1yjFe0IE2N09CNOBMBjKJjk5mQULFvDxxx9b0tgpKSlkZGSwefNmtm3bxo033uhT5tsbP9bbAvDyyy+TkZHBtGnTfKb7kvz2/upOT0/3uTNbMcHBwQwaNIjFixdz8OBB0tLSSExMJCoqivT0dFq3bs0PP/wAwI4dOxgzZgyLFy8utcfF559/TuvWrUvtNOeL2bNnM2TIEESEpk2bEh0dzd697gGUiRMnsm3bNlasWIGq0qxZs4vW501FSn77M8Q0EfcaiFGq+kvcC+AmVUjrVwnFPQi7CA6XUuQyHsJgKIvhw4czb948FixYYA3LZGZmEhYWRmBgIKtXr+bw4cPl1tGtWzdSUlIA2LlzJzt27PCZ729/+xvLli1j7ty5PsfbAWJiYjhw4IB1PWjQIP7+97+jqmzYsIE6deqUij9kZ2dz/PhxwB2DWLp0KS1atCA+Pp6TJ09akt8RERFs2bKFhg0b8v333zNkyBA++OADmjdvXsoOX5LfM2bMYMaMGaXyRkZGsnLlSgBOnDjBvn37uOWWWygqKrJ2h9uxYwc7duzwuatceVSk5Lc/DsKmqie9rk/7We6aISjA/Tg2m1BUZGIQBkN5xMbGkpWVRaNGjawX74gRI0hNTaVt27akpKRY+yuUxSOPPEJ2djYJCQm8/vrrtG/f3me+hx9+mBMnTtCpUyeSkpKsrUG9adGiBZmZmdY+FQMGDOCWW26hadOm/OpXv2LmzJlW3uJd7HJychg0aBAJCQkkJiYSFhZWapvRC5k8eTKnT5/m0UcfJSkpibZt/yeAmpuby4oVKxgyZEiJMnv37i3V0wCYNGkS33zzDfHx8fTq1YvXXnuNG264AYfDQdeuXWnZsiUPPfQQH374oTXE5C35vWnTJiIiIpg/fz5jx44lNjbWqrsiJb8vKvctIm8ACcBcz61hwA5VfbZCLKggfozc95mcQt7/5hCnsgs4ciaXd+5tTZ2aF52oZTBUCUbuuzRvvfUWISEh1lqIq4U777yTTz/9lKCgoCvWZnmS3xUu962qzwB/we0kEoG/XG3O4cdSHIOwieAoUopMD8JguKZ45JFHfG5JWtV89tlnV9Q5VLTkt1/hcVVdCCyskBavQrxnMZlproZrAVX1O8hbHQgODua+++6rajOqnPIkvy82WuSLMh2EiGThQ/8It06SqmrpvfSuUYodhAg4Xe6FcgbD1UpwcDCnT5+mfv36xkkY/EJVOX36NMHBwZdUrkwHoaohP9qqawS7TazDaWYxGa5yIiIiSE9P58coGBuqH8HBwURERFxSGbMezEOg3WZ9jeUbwT7DVUxgYCDR0dFVbYahGvCTmq76Ywi0i/VjFDqurr1tDQaDoSowDsJDUIDN2oUi32kchMFgMPjlIESksYjc7jm/zrPt6E+KQLsNm2eIqbDIxCAMBoPBHy2mXwELgP/nuRUB/KMyjaoKrJlMQL4ZYjIYDAa/ehDjgC7AeQBV3Q+EVaZRVUGgXdxzegWzq5zBYDDgn4MoUNXC4gsRCcD3+ohrmiC7DVQRhALjIAwGg8EvB7FWRF4ArhOR3sB84J+Va9aVJ9BuQ9U9xFRggtQGg8Hgl4N4DsgA/guMBZYCv61Mo6qCwAAbxf0Gh/Mn10EyGAyGS8afHeVcwF89x0+WQJt49G1MD8JgMBjADwchIv+ldMwhE0gFXlHV05Vh2BWjyAGnDxLoDMYmgioUFJkYhMFgMPgjtfE5UAR85Lke7vnzPDAHGFjxZl1hzqYRWNQYm7hH3BwmSG0wGAx+OYguqtrF6/q/IvK1qnYRkZGVZdgVw+b+CQKlCLvNjgKFJgZhMBgMfgWpa4tIh+ILEWkP1PZcOivFqiuJCNgCCBIXNo/UhsMMMRkMBoNfPYgxwCwRqY17Fuh5YIyI1AKmVqZxVwxbAIE4ERECbEKhCVIbDAaDX7OYNgHxIlIH9x7W57ySP6k0y64k9kACxe0UbGK0mAwGgwH83A9CRO4AYoHg4j0TVHVyJdp1ZbEFEojbQQTYbWaIyWAwGPBPrO/PwDDgcdxDTEOBxpVs15XFHkAQDvepTYyDMBgMBvwLUndW1V8CZ1X1ZaATcHPlmnWF8cQgAGwiRqzPYDAY8M9B5Hv+zBWRmwAH8NPZ7zDvHPx7GoEntgPuHoSzSFE1cQiDwVC98ScG8U8RqQu8AWzBvar6pyO7ERAMuacJKDwHKHYBp0spcikBdqlq6wwGg6HKKLcHISI2YKWqnlPVhbhjDy1U9UV/KheRfiKyT0QOiMhz5eRLFhEVkbae6ygRyRORbZ7jz5fwTJdGQA2w2bE5CwgUsNkEp8uFy3QgDAZDNafcHoSqukTkD7jjDqhqAVDgT8UiYgfeBXoD6cAmEVmiqrsvyBcCjAf+c0EVB1U1ya+n+DGIQFBtcOYTWEOxiVBQ5MJlhpgMBkM1x58YxHIRuVuK57f6T3vggKp+59lwaB5wl498vwde53+xjitPsYOwudVcnS41DsJgMFR7/HEQT+LeJKhQRM6LSJaInPejXCPgiNd1uueehYi0Am5W1c98lI8Wka0islZEuvpqQEQeEpFUEUnNyMjww6QyqBFiOQibgNPlosiMMRkMhmqOPyupQy6zbl89Duut64lvvAXc7yPfcSBSVU+LSBvgHyISq6olHJOq/gX4C0Dbtm0v/41eozZkphMkLkTcs5hcZqarwWCo5vizUE5EZKSITPJc3+wR7LsY6ZRcLxEBHPO6DgHigDUicgjoCCwRkbaqWlC8z4SqbgYOAs39eaDLosb14MwjUFzYRMwQk8FgMODfENNM3EHqX3ius3EHny/GJqCZiESLSBDufSSWFCeqaqaq3qCqUaoaBWwABqlqqog08AS5EZFbgGbAd/4+1CUTfD04CwgUFwK4VCk0q6kNBkM1x591EB1UtbWIbAVQ1bOeF365qKpTRB4DlgF2YJaq7hKRyUCqqi4pp3g3YLKIOHFvVvSwqp7xw9bLIyjE4yCcePyS2XbUYDBUe/xxEA7P17wCiEgDwK/Pa1VdCiy94J7PNRSq2sPrfCGw0J82KoQaISBCsCsXPCGXAofpQRgMhuqNP0NM04FFQJiITAG+Av6vUq260gTVAoRgZw7Fs3kLjB6TwWCo5vgziylFRDYDvXDPTBqsqnsq3bIrSY3aIDZquLKAhqCQ7zBDTAaDoXpzUQchIm8DH6uqP4Hpa5Og2iBCDWcudpsNRU0MwmAwVHv8GWLaAvzWo6f0RrFe0k+KoFpuB+HKIcAmqEKh00xzNRgM1ZuLOghVfV9VB+CWzvgWeE1E9le6ZVeSoFqAjUBnDnaboJgYhMFgMPjTgyimKdACiAL2Voo1VYVniCmoKBe7TUDNNFeDwWDwZyV1cY9hMrALaKOqAyvdsiuJPRACahBYlIPd5p7Pa3aVMxgM1R1/1kGkAZ1U9VRlG1OlBNUiwJWPXfAEqY2DMBgM1Rt/prn+UdKc2AAAG05JREFUWURCPfpLwV7311WqZVeaGiEEFORhR0HBYaQ2DAZDNcefaa5jgCdwi+1twy2qtx74WeWadoUJqo099wfsuEyQ2mAwGPAvSP0E0A44rKo9gVbAj9h84SolKAR7UT42cU9vNTEIg8FQ3fHHQeSraj6AiNRQ1b3ArZVrVhVQo7bbQeBWdDVDTAaDobrjT5A6XUTqAv8AVojIWUru6/DToMb1iDMfURc2mxgHYTAYqj3+BKl/7jl9SURWA3WALyrVqqoguA7iclIDB3YRE4MwGAzVHn96EBaqurayDKlygq8HoKbmYJNgE4MwGAzVnktZSf3TxrOa+jrN9QwxGS0mg8FQvTEOohjPnhDXuXKxiYlBGAwGg3EQxdQIAbFxnSsbETOLyWAwGIyDKMYj+R3s6UGYGITBYKjuGAdRTPGeEEW5COB0KaomDmEwGKovxkEUE+jeE6KGKwexgbPIRZHLOAiDwVB9MQ6iGJsNgmoS5MpHEJwuxfgHg8FQnTEOwpugWtQoynEPMRUpLjPEZDAYqjHGQXgTVItAVz42FKfLZRyEwWCo1hgH4SqC88egIAtqhBDoKiDA5p7mamYyGQyG6oxxEI482Pw+ZHwLQSEEFuURaAdVyClwVrV1BoPBUGUYBxFUC2x2KMyCoNoEuPIJtIFL4Xy+o6qtMxgMhirDOAgRtw5TQRYEh2B3FRCACwSy84uq2jqDwWCoMoyDALfMRkEW/7+9cw+y7Ljr++fX53HvnZk7s6t9SVo915axJMdIQhF+ECOMjRWc2KmKqRgTl4uQuKjIASpUBatCSOEUf5Cq8PjDwVDECRQiwiaYKCoKgQUIK44trR5Gb2utla2VVtpdzc7Ozsx9nMcvf3Sfe8+M7j5k7dXM3fv7VJ0673N+3ae7v/3rPqcPjQWcljTIEOCkNTEZhjHFmEAANCoPYgERmNVVRGC5Y01MhmFML2MVCBG5RUSeFpEDIvLp0xz3ERFREbmxtu22cN7TIvKBcdrpPYhlaLRxAguugyAcOdkd620NwzC2Mq/ph0GvBRGJgM8C7wcOAQ+IyJ2q+sSG49rAzwBfr227BvgocC1wMfBlEXmLqo6nU6AxD0UOUYqIMO+6iMDiap+sKEkic7QMw5g+xlny3QQcUNVnVbUP3AF8eMRx/wn4z0C9uv5h4A5V7anqQeBAuN54aLQHi06EGV2jlUQsd3I6mXVUG4YxnYxTIPYCz9fWD4VtA0TkeuBSVb3rtZ57ThkIhOKckBRrbJtJWOr06ZpAGIYxpYxTIGTEtsHYFSLigF8Hfv61nlu7xidFZL+I7D969Oh3behAIMoCEUezXGNbK2G5k9Pt29fUhmFMJ+MUiEPApbX1S4AXa+tt4G3A34jIc8A7gDtDR/WZzgVAVX9HVW9U1Rt37dr13Vsa/kdN3gMX0yzXWJhJWenlrPbtVVfDMKaTcQrEA8BVInKliKT4Tuc7q52qekJVd6rqFap6BfA14EOquj8c91ERaYjIlcBVwP1js9RFkMxAfwWSGZraYTaNcAKHlzpju61hGMZWZmxvMalqLiKfAu4GIuDzqvq4iHwG2K+qd57m3MdF5AvAE0AO3Dq2N5gqGm0vEOkszbU1ZhsxToSXl+1VV8MwppOxCQSAqv4Z8Gcbtv3SKY69ecP6rwC/MjbjNtJoQ3cJ0jka5Sqt2BE54eWTvTfMBMMwjK2EveBf0Zj3X1Ons6Rll9gpjdixuNonL6yj2jCM6cMEoqIxB1nXC4R2yfOc3fNNljuZfQthGMZUYgJRUb3qGiWkZZcsz9nTbnKik9HNzIMwDGP6MIGoGAhESlL2yLKci7Z5gejYq66GYUwhJhAVjXk/lwgR0P5J9m5rUZTK0RXrqDYMY/owgahI5/xcHA6Q3kl2zqU4EQ4v2auuhmFMHyYQFXEKcQNEcAJxtsqO2dS/6rpsHoRhGNOHCUSd0A8hAkmxSruZEDvhZfsvhGEYU4gJRJ3GPJQ5ToS0WKMELphLWVzpU5SvGivQMAzjvMYEok6jDWWGEyEpVulmhX/VtZvZsN+GYUwdJhB1Gm0octLYexCHT3TZs9DkxJp9LGcYxvRhAlGn0QZxJFFEW7q8uNTh4oUm3bzg+Gp/s60zDMN4QzGBqFN9LBen7Iw7vHC8w0ULTQQ4fMKG/TYMY7owgahTCYRL2e7WWOnlzKR+2O/DJ+xNJsMwpouxDvc9cQyG24hZYA2AflHi7FsIwzCmEPMg6sRNiGJwMS1doxE7Xlnp027GHLVvIQzDmDJMIOqIhDGZHJL32LuQ8sJSh11zDV5Z7VPatxCGYUwRJhAbSefAOci7XNyOWVztc8Fsyom1jG5ur7oahjE9mEBspNEGBIqMi5v+1dZmErHSy1nuZJtrm2EYxhuICcRGGm3fDwHsKV8mdkLsBAVeso5qwzCmCBOIjTTmwSXgIuIT32bPQpOiLBHgheP2LYRhGNODCcRGGm2Y2QESwcuPs3dW6OW+c/qlZRMIwzCmBxOIjTTmIJ2F7ZfD0ae4OF0liQQnwhFrYjIMY4owgdhI9bHcnrfB2itc1HsW54RmEnH0ZA9Ve9XVMIzpwARiI8ksiIPtV0KU0nzha+ycTWgmjsXVPi/akBuGYUwJJhAbcc43M4nA7mvgyJPsbeW0mwnL3Yy7vvEiWVFutpWGYRhjxwRiFI029E7Cvh+C1WNclh3k8gtmeMueNnc//hL3HTi22RYahmGMHROIUVQCcfk7IU65ePFrOCd88O0XsWOuwe/+7bO8uGRvNBmGcX5jAjGKtA29ZWhth11X0zr2KPNJydJaxi/c8la6ecmv/vlT5NbUZBjGeYwJxCgabSgyyHuw72ZYPcab9Dt8+5VVOv2Cn3zX5Rw8tsrn7v2WvdVkGMZ5iwnEKJoLfr78Aux7D7iYm/IH2TPf5MtPvsxqv+CGy7Zzz5NH+ML+51np5Ztrr2EYxhgYq0CIyC0i8rSIHBCRT4/Y/9Mi8qiIPCIi94nINWH7FSLSCdsfEZHPjdPOV7HjTTBzATzzF/61191XM3PkIT5y3YX8yLV7WFzNaMTCfCvhC/sP8ak/fIjP33fQfktqGMZ5hYyriUREIuCbwPuBQ8ADwI+r6hO1Y+ZVdTksfwj416p6i4hcAdylqm872/vdeOONun///nMXgKXvwMO3w6V/HzrH4f/9V/jgr8He61nr53zlmWPc98wxXj7ZYXElY3G1Txo7rr14nst3zNBMIpLIIT5stJsxc82Y+WbCbBoz24iYb/rvK/JS6eUlSeTY1kpwTs5dOAzDME6DiDyoqjeO2jfOX47eBBxQ1WeDEXcAHwYGAlGJQ2AW2DoN+tsug703wKH98NZ/7L+LePavYO/1zKQxH7j2Qv7e3gUOHlvh4LE1Dry8wlMvLXP/wUW++q1XBpeJQmFfCbECfougKE6ENHY0Y0fkHIqSRI7EOeJIaCURs42ImTRmrhEzk0aksd+XRo44ckRO6OclvaykXxR0s5KyVB+ZwiBWI+fPcQ6c+HkrjmgmEa00ohmu2ytKev2Sbl7Qy/31unlBt1+y1s/p9EsQBiPdJpEQR440jkgiIXWOJHZEIuBA1Idcgcg5GrGfktgRB5siJz5eBLpZSez88CZZqfTzgrV+wfG1PourfRZX+ix1MvKypJVGzCQ+XmZSL8pxJOF6ft5MIlqJYyaNaSURc62YC2ZS5psxUeTtjCIhFgGBTj9ncTVjpZez1stZ7eesdAvWspy8UEpV8tJP1U+kRAQRH9YkdrSbMe1mwkLLz8tSWe0VrPb99XpZSSuJmGlEtJKIZuJoJjHbWzFzzYQocoOXINLYURQlx1b7HF7qstLLyYuSXl6y1i/oZgUzacRCK6E9k7CtlTDX8Fm7nyudfk4nK1Cg3YhJI4cqdLKCXlFShHAU6sMWieDCsx3MBZwIpUJZKt28YHE1Y3G1x/G1jKW1Ps0k4vIds1y5Y5bLd87QbsREzpEXBcfXssFxealkRUk/L+mH+1dkRUmnX5LGjt3zDfbMN7lwvsG2mRQtoZPndLOStZ63PRIGzzyJHEkkNOOYNJbBM8kLpZsVrPZyFlf7HFvp0UwidrUb7Go32NZKEYETnYzDJ7ocXurwwlKHk92cuUZMuznMd0nk82nshMiBc47YQRpFRA6ycK9WGpOGPOAcxM6n8diJT58iFKqgUKJU9fRG5GgkDufcujjp5T6+enlBXviDXcgzEuJg51zjnBR9dcYpEHuB52vrh4Dv33iQiNwK/FsgBd5b23WliDwMLAO/qKpfGXHuJ4FPAlx22WXnzvKKfTfDsWfgO1+FHW+Bg38LV/4gXOLF9uJtLS7e1uLdb/YCsNzJOXzCJ6yVnp/W+gVrvYy8hG7mC9x+XvrMmZf0soJervTygqxQ8sJnmk6WU/SUY4XSL0qyohwkjNMSCm4AVSiVV3ekSyjQALTSDx2qc1AxX8T6VQ0HukpkZKjmGu5VlEpRqr+f1LTpVGaHe2y0z4lQVoZVdoi/hxMvdJHzBcC6ewKlDjPbGaMqiHMj9pmxl/t4LkutVPzMVRY5u2NkcMEhp/LeXRDdRhwhAp1+QT+IRXUdHT64099aJMSXX8+KoahVBczAnnW2Vdt0uFOq4KwPixOII0dRKnlZDi6Uxm4gpvXzT5cenPhCVITwXAkVi/V3FRnaWaoO0rmCF/xQEMfOi1o/L9cJ+sY4iiMZVqp0+AzywodJGeaHKm0P0niVz0KFL3bChQtNZtJ4YAv4/9v3Qxrrn+YNyMgJzdhXGhqxoyghL8tgi7fnX/3AvnUtDQszyVgEYpxNTD8GfEBV/2VY/zhwk6r+m1Mc/7Fw/CdEpAHMqeorIvJ9wJ8C127wONZxzpuYKo4dgEe/CHO74cn/419/3XczvOtnoLXtnNwiL0qyQlF0UBg6EfpFgYZ0JCJkeclStx88hVqNolQacUQjdkSh4HbOkQYvJI19U1dWekHqZCWdfuFFqPQ1rLpANRIXakveI2ilETtmGyy0YmInFOXwWv3Cey5ZqTh8RivKkk5WkuW+JiiDdKzkBQNhXOnnrPYLX8CI/+dGiVIWPoNGwiATpLFj11yT7TMJ22YTFlopjVAAFaUOaoeqSuQEVV9DK0pfy17tFaz1c9b6OSu9guVuxslOznLXewqlKjNpzGwaMdPw89k0opXGtNKI2UbMTBINaoVRBJH4sFUyWuWkXlay3M3C5CsKAjTiKHiLkRdxUbJcvccWnov3VnJWg+dSKrRD02S74b2R2ab3mpqJo5VEpLHQyUpWujknw7lr/QINNmmo9SOQOBdqvr7gdOLjOXJe9EUkeArlQPwUr86+flKi6gvB+VbC9pmEdjOmmcTkpfcqXlzqcvhEh2MrfeJImAtNqjONmLlQs24k3kuuvGFVnw+6RUmvH9JoVrDS9c9oNbwI4j1WN6gkuFCFDs4fRal0Q/ru5SXdLCeOHPPNhG0zCdtbKdvnEvq5srTW52S4fqdf0G7GbAueZbuZhDTon5Mv2DVU1MqQB5Q8L9HgOSJe0AqFhVaCwKByp+pr+T5fhTDUxKNKR72iZK2qWGbeO0wjN/AyW0lEM434pzfsJQpeRqlemJpJ9F2VP5vVxHQIuLS2fgnw4mmOvwP4LQBV7QG9sPygiHwLeAswBgU4AzvfDHuuhaNP+T6Ix74I37zbNz3d+C/gmg9TKwG/K+LIEY94tmn86ncIts+lr+te5yvtZsKFC63NNsMwzivGKRAPAFeJyJXAC8BHgY/VDxCRq1T1mbD6QeCZsH0XsKiqhYjsA64Cnh2jrafnze+DxWfhmbvhsnfCRdfDI7fD//1NePgPYPsVsGMf7PweP83thrhWkKu+bhExDMN4oxmbQKhqLiKfAu4GIuDzqvq4iHwG2K+qdwKfEpH3ARlwHPhEOP09wGdEJAcK4KdVdXFctp6RdMZ7CgfvhW9/1Rf4u6/1X1qffAkOPwLPfSX4iZGfRw1IZvy/JZJWWG/4edyAuOlHjXWRn4sL+5phf+rPc4n/BapE4U93DsrCf8hX9P3HfFr4/VEKLoY4wfcOS02YNqxLWKfaFuzWEvIOZGuQdfykGmxq+HvEDX9eWQCl369hXuZ+ucxDp0EcpgiiZBinZWg709wfm/ch7/rw5D3QLIQx8/cpCx8nVfxEDR8vg7bt0ElBsKUs/bXRENbY3796PkUGZQZFD/LMn+Oq4yIfH1p424rcH6u53x+n4bn4Pw9S5P5ZVNeswo6Ee2uwp/Th0DCJ88/FueGyFrX4DHE0eP5hYuOzk+F5VaO41u5HOby/uGEcVGlAopB+wn2o7CRctwxxFZ5VWXsmGuZlHp5xOkwnUWOYpqo+k0HaKPz1NKSXejxUcSHOd3BI8KSVV1e06n0bVUfVII5Deqyn9yr81fH1fFFUabDvl7UYpt0qHQ/iLwq2RcO4rsJTFtC6wKejIh8+h3reg2EaqqcnLUM6yodxXuUdF9KwS2DHVeF5OR8BjTnYffVZFmhnz9j6IN5oxtYHsZGsCyeeh+PP+am75B9i1oW1o7C26BNZ0R8W4FViK+sFRMg0w9Q9vMcpvY2qY1KHheGrkHWXetW+eqEy6DTU9fOBOXXbTpFOBufo+vNPx0j7RsXDqQ4e1UFb31BlxNq56+KrHu+nNerUZq5bOUOH8cjo09rOs2VUGGvL6+J/nPl6g82viufq/meI53F71SPT42uJl1OEc10YT3He3O5QCdxwnUr0B/llRBycLt1Xs/f9shfUqmKWzsJFbz9TgEZbu0l9EOcnSRN2XuWniiIb1rbzThCBeo2x3DDVanhFLwzr0ffLWSfUort+KmtiUi3HDe9dxA2IW74WU2bDmk/Rq9Xaqvvp+tpeJVSVYNRrk1EapsTPheHQI5XnIlLzDuKhNxT+5z2oCZb58H6Vd1EJVHXvqmZU1Y5c5MNWeU8u2JD3vBAXvWHcVLVhFw2vt+7VqVomruIdDd5WMgynyNBTqLwG59bHg4v9vqw3rASUfYiaQ68waQZbYJ2YD2rXG2uLwfsos6EnOIjPuPbcQq0972/wMsIzrWq5A0+gXvOt9oXafKk1zyBfnybKbHjvau5ceC6V91R/7uF+LhraV6XBvD983vVCtaoNV+eLY+i11LzQqlJVhbF6hgMvSV99bWQYz5U3I8HrppbvqnxBLX8kLe/1V56/i3xY6nm7yIfPtLLRxcO05GIfH3ErxEstjK7uueDDtjHPi6vlv3iY5gZeavBUd7xp/AKLCcS5oSrcmvObbYlhGOeSKPFiMQ6cA9fywrRFsbGYDMMwjJGYQBiGYRgjMYEwDMMwRmICYRiGYYzEBMIwDMMYiQmEYRiGMRITCMMwDGMkJhCGYRjGSM6boTZE5Cjw7ddxiZ3AsXNkzhvNJNsOk23/JNsOk23/JNsOW8f+y1V116gd541AvF5EZP+pxiPZ6kyy7TDZ9k+y7TDZ9k+y7TAZ9lsTk2EYhjESEwjDMAxjJCYQQ35nsw14HUyy7TDZ9k+y7TDZ9k+y7TAB9lsfhGEYhjES8yAMwzCMkZhAGIZhGCOZeoEQkVtE5GkROSAin95se86EiHxeRI6IyGO1bReIyF+KyDNhvn0zbTwVInKpiPy1iDwpIo+LyM+G7ZNif1NE7heRbwT7fzlsv1JEvh7s/yMRSTfb1lMhIpGIPCwid4X1SbL9ORF5VEQeEZH9YdukpJ1tIvLHIvJUSP/vnATbp1ogRCQCPgv8Q+Aa4MdF5JrNteqM/A/glg3bPg3co6pXAfeE9a1IDvy8ql4NvAO4NcT3pNjfA96rqt8LXAfcIiLvAH4V+PVg/3HgpzbRxjPxs8CTtfVJsh3gh1T1utr3A5OSdn4T+HNVfSvwvfhnsPVtV9WpnYB3AnfX1m8Dbttsu87C7iuAx2rrTwMXheWLgKc328azDMf/Bt4/ifYDM8BDwPfjv4aNR6WprTQBl+ALovcCd+H/7jwRtgf7ngN2bti25dMOMA8cJLwUNEm2T7UHAewFnq+tHwrbJo09qnoYIMx3b7I9Z0RErgCuB77OBNkfmmgeAY4Afwl8C1hS1TwcspXT0G8A/w4ow/oOJsd2AAX+QkQeFJFPhm2TkHb2AUeB/x6a935XRGaZANunXSBkxDZ773fMiMgc8L+An1PV5c2257WgqoWqXoevjd8EXD3qsDfWqjMjIv8IOKKqD9Y3jzh0y9le492qegO+SfhWEXnPZht0lsTADcBvqer1wCpbsTlpBNMuEIeAS2vrlwAvbpItr4eXReQigDA/ssn2nBIRSfDicLuq/knYPDH2V6jqEvA3+L6UbSISh11bNQ29G/iQiDwH3IFvZvoNJsN2AFT1xTA/AnwJL9CTkHYOAYdU9eth/Y/xgrHlbZ92gXgAuCq8yZECHwXu3GSbvhvuBD4Rlj+Bb9vfcoiIAP8NeFJVf622a1Ls3yUi28JyC3gfvrPxr4GPhMO2pP2qepuqXqKqV+DT+V+p6k8wAbYDiMisiLSrZeBHgMeYgLSjqi8Bz4vI94RNPww8wQTYvumdIJs9AT8KfBPflvzvN9ues7D3fwKHgQxfM/kpfFvyPcAzYX7BZtt5Ctt/AN+E8XfAI2H60Qmy/+3Aw8H+x4BfCtv3AfcDB4AvAo3NtvUM4bgZuGuSbA92fiNMj1d5dYLSznXA/pB2/hTYPgm221AbhmEYxkimvYnJMAzDOAUmEIZhGMZITCAMwzCMkZhAGIZhGCMxgTAMwzBGYgJhGFsAEbm5GmHVMLYKJhCGYRjGSEwgDOM1ICL/PPwT4hER+e0weN+KiPwXEXlIRO4RkV3h2OtE5Gsi8nci8qVqvH8RebOIfDn8V+IhEXlTuPxc7Z8Bt4cvzw1j0zCBMIyzRESuBv4ZftC464AC+AlgFnhI/UBy9wL/MZzy+8AvqOrbgUdr228HPqv+vxLvwn8ZD35025/D/5tkH378JMPYNOIzH2IYRuCHge8DHgiV+xZ+gLUS+KNwzB8AfyIiC8A2Vb03bP894IthPKG9qvolAFXtAoTr3a+qh8L6I/j/ftw3/mAZxmhMIAzj7BHg91T1tnUbRf7DhuNON37N6ZqNerXlAsufxiZjTUyGcfbcA3xERHbD4H/Il+PzUTUi6seA+1T1BHBcRP5B2P5x4F71/784JCL/JFyjISIzb2goDOMssRqKYZwlqvqEiPwi/q9mDj+i7q34H8BcKyIPAifw/RTgh3D+XBCAZ4GfDNs/Dvy2iHwmXOPH3sBgGMZZY6O5GsbrRERWVHVus+0wjHONNTEZhmEYIzEPwjAMwxiJeRCGYRjGSEwgDMMwjJGYQBiGYRgjMYEwDMMwRmICYRiGYYzk/wON060by6clIwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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dO7dS75eWlsajjz5abPDwBZ92YYlIrIhsF5GdIjKxhPPiRERFJMq5XV9ElotIhojM8mkdnd+AdWEZc/4aOXLkua7COdegQYNCa0Iqg89aICLiD7wO9AZSgbUislBVk886ryYwDviv2+5TwGSgnfPlM9YCMcaY8vFlCyQa2Kmqv6hqDjAPuMXDeX8BpuMIGgCoaqaqfu++z1dsEN0YY8rHlwGkKeC+VDPVuc9FRNoDV6rqFz6sR4n+t5DwXNXAGGPOT74MIJ6Wf7p+pkXED5gBPFbuG4iMEpFEEUlMS0sr5zUc/7UWiDHGlI0vA0gqcKXbdiDgvsa+Jo7xjW9FZDcQAywsGEj3hqr+U1WjVDWqvFPlLJWJMb5VkOb8wIEDxMXFeTynR48eeJqGn5KSQufOnWnZsiVDhgwhJyfHY/nPP/+c559/HvAuDfypU6eIjo4mIiKC0NBQnn322SLnPPzww4VStL/yyiu0bduW8PBwevXqxZ49e1zHnnjiCUJDQ2nTpg3jxo3zmFLFXVJSEjExMURGRhIVFcWaNWsAOHbsGLfeeivh4eFER0ezefNmj+VnzZpFSEgIIsKRI0dc+7/44guPn8VnypvGt7QXjgH6X4BgoCqwEQgt4fxvgaiz9t0LzPLmfuVN556Xf0bvm71GE5L2l6u8MZXpXKdzLw9v0pxfd911rtTp7gYPHqwffvihqqqOHj1a33jjDY/lu3TpomlpaarqXRr4M2fO6MmTJ1VVNScnR6Ojo/XHH390HV+7dq0OHz68UN2XLVummZmZqqr6xhtvuK77ww8/aNeuXTUvL0/z8vI0JiZGly9fXuLn7d27ty5atEhVVf/zn//oddddp6qO1PRTpkxRVdWtW7fq9ddf77H8+vXrNSUlRZs1a+b63AWfKzIy0lXPs1V0OneftUBUNQ8YCywGtgIfq+oWEXleRAaUVt7ZKnkFuFdEUkWk5LwB5VQwiK7WAjHnm8NbYe9/K/Z1eGuJt3zyyScLPVBqypQp/P3vfycjI4NevXq5VlEnJCQUKbt7925Xmo3s7GyGDh1KeHg4Q4YM8ZgLS1VZtmyZq9Vyzz338Pnnnxc57+eff+aSSy7h8ssvBxwp3e+55x7Akfl26dKlRf5+i4irdZGbm0tubq4rTUp+fj6PP/4406dPL1SmZ8+eVK9eHYCYmBjXg5xEhFOnTpGTk8Pp06fJzc2lUaNGJX6PIsKJEycAR/qXgnxd7mnjW7duze7duzl06FCR8u3bt6d58+Yer9ujRw+++KJyhpV9upBQVRcBi87a5zFngKr2OGu7uc8q5kZEELEuLGO8MXToUP70pz/x4IMPAvDxxx/z1VdfUa1aNRYsWECtWrU4cuQIMTExDBgwoNhMuG+++SbVq1dn06ZNbNq0iQ4dOhQ55+jRo9SpU8eVaba41Ow//PBDofLFpYEvCDAF8vPz6dixIzt37uShhx6ic+fOgKN7aMCAATRu3LjY7+Gdd96hX79+AHTp0oWePXvSuHFjVJWxY8eWmi3g1VdfpW/fvkyYMIEzZ86watUqwJGq/bPPPuOaa65hzZo17Nmzh9TU1FIDkruClO63336712XK66Jfie4gtg7EnH8aVn5Kk/bt23P48GEOHDhAWloadevWJSgoiNzcXJ5++mlWrlyJn58f+/fv59ChQ1xxxRUer7Ny5UrGjRsHQHh4OOHh4UXO8dQr4CkglTelu7+/P0lJSRw/fpxbb72VzZs3U69ePT755JNCj6w929y5c0lMTGTFihUA7Ny5k61bt7paJL1792blypV079692Gu8+eabzJgxg9tuu42PP/6Y+++/nyVLljBx4kTGjx9PZGQkYWFhtG/fvsxp4yszpbsFEBzdWDaN1xjvxMXFMX/+fH799VeGDh0KQHx8PGlpaaxbt44qVarQvHlzj2nc3RXXOilw+eWXc/z4cfLy8ggICCg2Nfull15Kenq6a9ubNPDu6tSpQ48ePfjqq69o06YNO3fuJCQkBICsrCxCQkJcyRqXLFnC1KlTWbFihSsl/YIFC4iJiXF1ifXr14/Vq1eXGEDee+89XnvtNQAGDx7sWklfq1YtZs+eDTgCYXBwcKFnrXijMlO6X/TZeMExE+uMRRBjvDJ06FDmzZvH/PnzXeMT6enpNGzYkCpVqrB8+fJCM5Q86d69O/Hx8QBs3ryZTZs2FTlHROjZsyfz588HHD+6t9xSdC1ywY9+AW/SwKelpXH8+HHAMR6zZMkSWrduTf/+/fn1119dKd2rV6/uuvaGDRsYPXo0CxcupGHD/yVeDQoKYsWKFeTl5ZGbm8uKFStcXVh33323a4aVuyZNmrhaMMuWLXM9W+T48eOumWZvv/023bt395jRtySVmtK9vKPvf7RXeWdhqao+MDdRP/zvnnKXN6ay/FFmYbVr10579Ojh2k5LS9OYmBjt2LGj3n///dq6dWtNSUlR1f/NwkpJSdHQ0FBVVc3KytIhQ4ZoWFiY3nXXXdqlSxePs7B27dqlnTp10hYtWmhcXJyeOnWqyDmZmZnatm1bPXPmjKqqZmdna1xcnLZo0UI7deqku3btUlXV/fv3a79+/VRVdePGjRoZGalhYWEaGhqqzz33nMfP6T4Lq1evXtqwYUONiIjQiIgIvfnmm1VVNS8vT0eNGqWtW7fWNm3a6COPPOIqExERoXv37i1y3e+++047dOig4eHhGh0drYmJiaqqumrVKg0JCdFWrVrprbfeqr/99purTL9+/XT/fsds0ddee02bNm2q/v7+2rhxY73//vtd5/Xv3183bdrk8fNU9Cysiz6dO8DYD9bTtcXl3Nk5qIJrZUzFsnTuno0fP56bb76ZG2644VxXxeXEiRPcf//9fPLJJ5V2z0OHDnHnnXeydOlSj8crOp27dWHh7MK6QAKpMRejp59+mqysrHNdjUJq1apVqcEDYO/evfz973+vtPvZIDqOQfQLpSVmzMWoUaNGDBhQ6vKyC16nTp0q9X7WAqGgBXKua2GMMecXCyAAtpDQGGPKzAII1gIxxpjysACCjYEYY0x5WAAB/P1sFpYx3jh+/HihZIplceONN7oW73lj5cqVdOjQgYCAANdiQk+ys7O57rrryM/PBxwLDlu2bEnLli1dCwrPNnnyZMLDw4mMjKRPnz5FUn+sXbsWf3//Qvd98sknadeuHe3ateOjjz4qcs2z078XJzc3l3vuuYewsDDatGnDtGnTXMdmzJhBaGgo7dq144477vC4mn/Pnj306tWL8PBwevTo4UqhkpaWRmxsbKn3r1DlXUDyR3v9noWET322Sd/8dme5yxtTWc71QkL3xYBny8vLq/B7bdy4Ue+66y795JNPij1v1qxZ+uqrr6qq6tGjRzU4OFiPHj2qv/32mwYHBxdajFcgPT3d9f61115zpX9XdXyOnj17ar9+/Vz3/eKLL/SGG27Q3NxczcjI0I4dOxa6hqf078WJj4/XIUOGqKpjEWSzZs00JSVFU1NTtXnz5pqVlaWqjlT2s2fPLlI+Li5O58yZo6qqS5cu1eHDh7uO3Xvvvfr9998Xe++KXkho03gpyIVlLRBzfvl2+2HSTp6u0Gs2qHkJPVo1LPb4xIkT2bVrF5GRkfTu3Zv+/fvz3HPP0bhxY5KSkkhOTmbgwIHs27ePU6dOMX78eEaNGgVA8+bNSUxMJCMjg379+nHNNdewatUqmjZtSkJCQpH8TQXpyv38Su4oiY+P54MPPgBg8eLF9O7d25X7qnfv3nz11Vfccccdhcq4pwfJzMwslOrkH//4B7fddhtr16517UtOTua6664jICCAgIAAIiIi+Oqrr7j99ttd6d8/+OADFixYUGJdwZGiJTMzk7y8PLKzs6latSq1atUiOzvbta9KlSpkZWV5zP2VnJzMjBkzAEeK+YEDB7qODRw4kPj4eLp161ZqPSqCdWHhGES3+GFM6V544QVatGhBUlISL730EgBr1qxh6tSpJCcnA/Duu++ybt06EhMTmTlzJkePHi1ynR07dvDQQw+xZcsW6tSpw6efflqu+uTk5PDLL7+4go17KncoPgU8wKRJk7jyyiuJj493Pc1w//79LFiwgDFjxhQ6NyIigi+//JKsrCyOHDnC8uXL2bdvH+Bd+nd3cXFx1KhRg8aNGxMUFMSECROoV68eTZs2ZcKECQQFBdG4cWNq165Nnz59ipSPiIhwfV8LFizg5MmTru+4IJV7ZbEWCJZM0ZyfSmopVKbo6OhCGWNnzpzp+pf4vn372LFjB/Xr1y9UJjg4mMjISAA6duzo8bGz3jhy5Ah16tRxbauHfwkWl/V36tSpTJ06lWnTpjFr1iyee+45/vSnP/Hiiy/i7+9f6Nw+ffqwdu1aunbtSoMGDejSpQsBAQEcOHCg1PTvZ1uzZg3+/v4cOHCAY8eOce2113LDDTdQt25dEhISSElJoU6dOgwePJi5c+cyfPjwQuVffvllxo4dy5w5c+jevTtNmzZ1pXyvzFTuYC0QAOcDpc51LYw5P9WoUcP1/ttvv2XJkiX8+OOPbNy4kfbt23scCC5IhQ6O53Lk5eWV696XXnppoesXpHIvUFwKeHd33nmn61/0iYmJDB06lObNmzN//nwefPBB11MQJ02aRFJSEt988w2qSsuWLdmwYYMr/Xvz5s1d6d9L8sEHHxAbG0uVKlVo2LAh3bp1IzExkSVLlhAcHEyDBg2oUqUKgwYNcj1oyl2TJk347LPP2LBhA1OnTgWgdu3aQOWmcgcLIIDlwjLGWzVr1uTkyZPFHk9PT6du3bpUr16dbdu2sXr1ap/Wp27duuTn57uCSN++ffn66685duwYx44d4+uvv6Zv375Fyu3YscP1fuHChbRu3RqAlJQUVyr3uLg43njjDQYOHEh+fr6rm6jgKYp9+vQpMf37ggULeOqpp4rcOygoiGXLlqGqZGZmsnr1alq3bk1QUBCrV68mKysLVWXp0qUeE2ceOXKEM2fOADBt2jTuu+8+17FKTeWOBRDA1oEY46369evTrVs32rVrx+OPP17keGxsLHl5eYSHhzN58mRiYmLKfa+1a9cSGBjIJ598wujRowkNDfV4Xp8+ffj+++8BqFevHpMnT6ZTp0506tSJZ555xjWgPnLkSAoydk+cOJF27doRHh7O119/7Xq4U3Fyc3O59tpradu2LaNGjWLu3LmlPilw165dHp/l8dBDD5GRkUG7du3o1KkTI0aMIDw8nM6dOxMXF+d6rvyZM2dcExCeeeYZFi5cCDhaea1ateLqq6/m0KFDTJo0yXXt5cuX079//xLrVaHKO33LmxcQC2wHdgITSzgvDlAgym3fU85y24G+pd2rvNN48/PP6HMLt+iLX24tV3ljKtO5nsb7R7R+/fpCU1n/KIYNG6aHDx+u1Htee+21HqctFzhvpvGKiD/wOtAbSAXWishCVU0+67yawDjgv2772gJDgVCgCbBERK5W1fyKrufhk6fZmHqcVlfUrOhLG2MqQfv27enZsyf5+flFBr/Ppblz51bq/dLS0nj00UepW7dupd3Tl11Y0cBOVf1FVXOAeUDR51HCX4DpgPtI2y3APFU9raopOFoi0b6opAgI2CwsY85j99133x8qeJwLDRo0KLQmpDL4MoA0Bfa5bac697mISHvgSlX9oqxlneVHiUiiiCSmpaWVq5IiBbOwLIAYY0xZ+DKAeJp87fqVFhE/YAbwWFnLunao/lNVo1Q1qkGDBuWqpJ8IgmXjNcaYsvLlQsJU4Eq37UDAfYVLTaAd8K1zoc8VwEIRGeBF2QrjJ4II5FsEMcaYMvFlC2Qt0FJEgkWkKo5B8YUFB1U1XVUvV9XmqtocWA0MUNVE53lDReQSEQkGWgJrfFFJv4IxEOvCMsaYMvFZAFHVPGAssBjYCnysqltE5HlnK6OksluAj4Fk4CvgIV/MwAJHmgOxhYTG+ExBivMDBw4QFxfn8ZwePXq41mi4mzVrFiEhIYgIR44cKfYeGzZsYOTIkYBjacK4ceMICQkhPDyc9evXeywTGxtLREQEoaGhjBkzxpUOvsDLL79c6L7x8fGEh4cTHh5O165d2bhxIwDbt28nMjLS9apVqxavvvpqid9Jeno6N0zF0tIAACAASURBVN98s+v+s2fPdh0rLW08FJ/qvtJTupd3/u8f7VXedSAnsnN06D9/1AfnritXeWMq0/m4DsSbFOfXXXedrl27tsj+9evXa0pKijZr1kzT0tKKLR8XF6dJSUmqqvqf//xHY2Nj9cyZM/rjjz9qdHS0xzIF6djPnDmjgwYN0g8//NB1bO/evdqnTx8NCgpy3feHH35wrbFYtGiRx+vm5eVpo0aNdPfu3SV+3qlTp+oTTzyhqqqHDx/WunXr6unTp0tNG1+gpFT3JaV0P2/WgZwvHIPo1oVlzkM7lkDGoYq95mWNoOUNxR5+8sknadasGQ8++CAAU6ZMoWbNmowePZpbbrmFY8eOkZuby1//+lduuaXwrP3du3dz0003sXnzZrKzsxkxYgTJycm0adOG7Oxsj/dr3759qVU+efIkmzZtIiIiAoCEhATuvvtuRISYmBiOHz/OwYMHi2TLLVglnpeXR05OTqGki4888gjTp08v9Bm6du3qeh8TE+N6kJO7pUuX0qJFC5o1a1ZinUWEkydPoqpkZGRQr149AgICSkwb766kVPeVmdL9ok9lYtN4jfHe0KFDC3WrfPzxxwwePJhq1aqxYMEC1q9fz/Lly3nsscdKTA/05ptvUr16dTZt2sSkSZNYt25dueuUmJhYKP9TWVK69+3bl4YNG1KzZk1X99rChQtp2rSpKyB58s4779CvX78i++fNm1fk2SOejB07lq1bt9KkSRPCwsJ47bXX8PPzKzFtvLcqM6W7tUBsGq85X5XQUvCV9u3bc/jwYQ4cOEBaWhp169YlKCiI3Nxcnn76aVauXImfnx/79+/n0KFDXHHFFR6vs3LlSsaNGwfgGlcor4MHD+I+jd9T4CoupfvixYs5deoUw4YNY9myZXTr1o2pU6fy9ddfF3u/5cuX884777jybxXIyclh4cKFhR5RW5zFixcTGRnJsmXL2LVrF7179+baa68tNm18WVRmSndrgThbIPnO7JbGmJLFxcUxf/58PvroI4YOHQo4BpjT0tJYt24dSUlJNGrUyGMad3fF/aiX1e9N6V6tWjUGDBhAQkICu3btIiUlhYiICJo3b05qaiodOnTg119/BRyZeEeOHElCQkKRZ5x8+eWXdOjQgUaNGpVa59mzZzNo0CBEhJCQEIKDg9m2bRvgOW18WVRmSveLPoBk5eRzIjuXnDwLIMZ4Y+jQocybN4/58+e7un3S09Np2LAhVapUYfny5ezZs6fEa3Tv3p34+HgANm/ezKZNm8pdnzZt2rhSqAMMGDCAf/3rX6gqq1evpnbt2kXGPzIyMjh48CDgGANZtGgRrVu3JiwsjMOHD7vSswcGBrJ+/XquuOIK9u7dy6BBg3j//fe5+uqri9Tjww8/LNJ9NWvWLGbNmlXk3KCgIJYuXQrAoUOH2L59O1dddVWxaePLojJTul/0AQQg74ySb/HDGK+EhoZy8uRJmjZt6vphHjZsGImJiURFRREfH+96vkZxHnjgATIyMggPD2f69OlER3tOdTdz5kwCAwNJTU0lPDzcNVXXXevWrUlPT3c9p+TGG2/kqquuIiQkhP/7v//jjTfecJ1b8BTEzMxMBgwYQHh4OBERETRs2LDIY2zP9vzzz3P06FEefPBBIiMjiYqKch3Lysrim2++YdCgQYXKbNu2rUhLBWDy5MmsWrWKsLAwevXqxYsvvsjll19eYtp495TuJaW6r8yU7lLSQNf5JCoqSj3NIy/Niewc7vz//kuNSwL4aHQXH9TMmIqzdetWjw8ZutjNmDGDmjVregww59JNN93EZ599RtWqVSvtnt27dychIcFjVl5Pf35EZJ2qRhU52QsXfQvEz8/PFhIac5574IEHCj0m94/iiy++qNTgUdkp3S/6ACLYM9GNOd9Vq1aNu+6661xX45yr7JTuFkDE8SVYC8QYY8rmog8gfgW5sKwJYowxZXLRBxBwrgOxFogxxpTJRR9ARBwp3S1+GGNM2Vz0AcTP0rkb47Xjx48XWldRFjfeeCPHjx/3+vxXXnmFtm3bEh4eTq9evYpdnJidnc11113nSsf+3nvv0bJlS1q2bMl7773nsczkyZMJDw8nMjKSPn36FEn9sXbtWvz9/QulSi8uzbq3KefdPfHEE4SGhtKmTRvGjRvnSr/y4YcfEhYWRnh4OLGxsR6vd+zYMW699VbCw8OJjo5m8+bNgCOVSvfu3cnLy/OqDhWivGl8/2iv8qZzz83L19vf+kH7zlhRrvLGVKZznc49JSVFQ0NDPR7Ly8ur0HstW7ZMMzMzVVX1jTfe0Ntvv93jebNmzdJXX31VVVWPHj2qwcHBevToUf3tt980ODjYlYLdnXuK9Ndee01Hjx7t2s7Ly9OePXtqv379XKnSS0qz7m3K+QI//PCDdu3aVfPy8jQvL09jYmJ0+fLlmpubqw0aNHBd4/HHH9dnn322SPkJEybolClTVFV169atev3117uOTZkyRefOnVvsvS2dewUTZzLFgi+kovLzGONrH67Zy97fsir0mkH1qnNHdFCxxydOnMiuXbuIjIykd+/e9O/fn+eee47GjRuTlJREcnIyAwcOZN++fZw6dYrx48czatQowJGCPDExkYyMDPr168c111zDqlWraNq0KQkJCUXyN/Xs2dP1PiYmhrlz53qsU3x8PB988AHgSFLYu3dv6tWrB0Dv3r356quviqQYKUjlDo5V6e5/7//xj39w2223sXbtWte+ktKse5Ny3p2IcOrUKXJyclBVcnNzadSokes3KDMzk/r163PixAlCQkKKlE9OTuapp54CHKvwd+/ezaFDh2jUqBEDBw7kqaeeYtiwYWWqU3ld9F1YjnUggmJrQYwpzQsvvECLFi1ISkripZdeAmDNmjVMnTqV5ORkAN59913WrVtHYmIiM2fOdOV2crdjxw4eeughtmzZQp06dfj0009LvG9x6dNzcnL45ZdfXM/HKEsq90mTJnHllVcSHx/P888/7yq/YMGCImlNKiLNeoEuXbrQs2dPGjduTOPGjenbty9t2rShSpUqvPnmm4SFhdGkSROSk5O5//77i5SPiIjgs88+Axzf/Z49e1zPJmnXrl2hwOdr1gJxDqKDYy2IP9YCMeeHkloKlSk6Oprg4GDX9syZM1mwYAEA+/btY8eOHUXyQQUHB7vyUnXs2JHdu3cXe/25c+eSmJjIihUrihw7cuQIderUcW1rGVK5T506lalTpzJt2jRmzZrFc889x5/+9CdefPFF/P39C51bEWnWC+zcuZOtW7e6fvR79+7NypUr6dKlC2+++SYbNmzgqquu4uGHH2batGn8+c9/LlR+4sSJjB8/nsjISMLCwmjfvr2rLv7+/lStWpWTJ09Ss2bNctWvLHzaAhGRWBHZLiI7RWSih+NjROQnEUkSke9FpK1zf1URme08tlFEeviwjviJoGqLCY0pjxo1arjef/vttyxZsoQff/yRjRs30r59e49p3d3Tjvj7+xc78LtkyRKmTp3KwoULPaYq+b2p3AHuvPNOVwsoMTGRoUOH0rx5c+bPn8+DDz7I559/Dvz+NOsFFixYQExMDJdddhmXXXYZ/fr1Y/Xq1SQlJQHQokULRITbb7+dVatWFSlfq1YtZs+eTVJSEv/6179IS0srFMBPnz5NtWrVylW3svJZABERf+B1oB/QFrijIEC4+UBVw1Q1EpgOvOLc/38AqhoG9Ab+LiI+q6ufHyhqU3mNKUXNmjVdWW89SU9Pp27dulSvXp1t27axevXqct9rw4YNjB49moULF9KwYUOP59StW5f8/HxXEOnbty9ff/01x44d49ixY3z99df07du3SLkdO3a43i9cuNCVPTglJcWVyj0uLo433niDgQMHlivN+po1a7j77ruL7A8KCmLFihXk5eWRm5vLihUraNOmDU2bNiU5OZm0tDQAvvnmG4+JM48fP05OTg4Ab7/9Nt27d3eN6Rw9epQGDRpQpUqVEutWUXzZhRUN7FTVXwBEZB5wC5BccIKqnnA7vwZQ8BPeFljqPOewiBwHooA1vqioiIC1QIwpVf369enWrRvt2rWjX79+RdKGx8bG8tZbbxEeHk6rVq2IiYkp970ef/xxMjIyGDx4MOD44S1IZ+6uT58+fP/999xwww3Uq1ePyZMn06lTJ8CRAr1gQH3kyJGMGTOGqKgoJk6cyPbt2/Hz86NZs2a89dZbJdalIM06OFoA7mnWZ86cyfTp0/n1118JDw/nxhtv5O2332bv3r0eH+wUFxfHsmXLCAsLQ0SIjY3l5ptvBuDZZ5+le/fuVKlShWbNmjFnzhwAV/3GjBnD1q1bufvuu/H396dt27a88847rmsvX76cG2+80evv+Hcr7/St0l5AHPC22/ZdwCwP5z0E7AL2AS2d+0YBn+AIcMHAceA2D2VHAYlAYlBQULFT10ozYvYavf7l5XryVG65r2FMZTjX03j/iNavX6/Dhw8/19UoYsKECbpx48ZKveett96q27ZtK/Z4RU/jLbVbSETGi0gtcXhHRNaLiDePyPI0clXkn/iq+rqqtgCeBApGi94FUp3B4VVgFVCkk1RV/6mqUaoa5f5M5LIqWIluLRBjzj/t27enZ8+eroWEfxQvvfTS73rWe1nl5OQwcOBAWrVqVWn39GZc4T51dDX1ARoAI4AXvCiXClzpth0IlPSk93nAQABVzVPVR1Q1UlVvAeoAO0oo+7v4O2dpqD2V0Jjz0n333Vdk5tTFpmrVqh7HXHzJmwBS0JK4EZitqhvx3Lo421qgpYgEi0hVYChQqANTRNynMfTHGSREpLqI1HC+7w3kqWoyPuIYRLcWiDHGlIU3g+jrRORrHGMRT4lITaDUf6urap6IjAUWA/7Au6q6RUSex9HnthAYKyI3ALnAMeAeZ/GGwGIROQPsxzF+4jN+IihqAcQYY8rAmwByPxAJ/KKqWSJSD0c3VqlUdRGw6Kx9z7i9H19Mud1ApXXk+fsVzMKqrDsaY8z5z5surC7AdlU9LiLDcQx0p/u2WpXLz5nKRK0FYowxXvMmgLwJZIlIBPAEsAf4l09rVcn8xFogxvjKZZddBsCBAweIi4vzeE6PHj1ITEwssn/YsGG0atWKdu3acd9995Gbm+ux/IYNGxg5ciTg+IfguHHjCAkJITw8nPXr13ssExsbS0REBKGhoYwZM6bILK6XX365UIr2+Ph4wsPDCQ8Pp2vXrmzcuNF17vHjx4mLi6N169a0adOGH3/8scTvJD09nZtvvtl1/9mzZ7uOFZc23t3KlSvp0KEDAQEBhVLOp6WlERsbW+K9K5I3ASTPOVf4FuA1VX0N8H2SlUrk50qmaBHEGF9p0qRJoR87bwwbNoxt27bx008/kZ2dzdtvv+3xvL/97W88/PDDAHz55Zfs2LGDHTt28M9//pMHHnjAY5mPP/6YjRs3snnzZtLS0vjkk09cx/bt28c333xDUND/8o0FBwezYsUKNm3axOTJk11ZhgHGjx9PbGws27ZtY+PGjR5XkLt7/fXXadu2LRs3buTbb7/lscceIycnh//85z+sX7+epKQk/vvf//LSSy9x4sSJIuWDgoKYM2cOd955Z6H9DRo0oHHjxvzwww8l3r+ieDMGclJEnsIxkH2tM0VJ5ayTryQFqUwsgJjzyro5cGx3xV6zbnPoeG+xh5988kmaNWvGgw8+CMCUKVOoWbMmo0eP5pZbbuHYsWPk5uby17/+lVtuuaVQ2d27d3PTTTexefNmsrOzGTFiBMnJybRp04bs7GyP93NfVR0dHe1KQOju5MmTbNq0iYiICAASEhK4++67ERFiYmI4fvw4Bw8epHHjxoXKFaT/yMvLIycnp1DSxUceeYTp06cX+gxdu3Z1vY+JiXHV5cSJE6xcudK1arxq1apUrVq12O8QHNkvTp48iaqSkZFBvXr1CAgIKDFtvLuC7MN+fkXbAAMHDiQ+Pp5u3bqVWIeK4E0LZAhwGsd6kF+BpsBLPq1VJSsYRLf4YUzJhg4dWqhb5eOPP2bw4MFUq1aNBQsWsH79epYvX85jjz1W4pjim2++SfXq1dm0aROTJk1i3bp1Jd43NzeX999/32P3TGJiIu3atXNtlyWle9++fWnYsCE1a9Z0da8tXLiQpk2bugKSJ+7p5X/55RcaNGjAiBEjaN++PSNHjiQzM7PEzzN27Fi2bt1KkyZNCAsL47XXXsPPz69C0sZHRUXx3XfflalMeZXaAlHVX0UkHugkIjcBa1T1ghoD8bcuLHM+KqGl4Cvt27fn8OHDHDhwgLS0NOrWrUtQUBC5ubk8/fTTrFy5Ej8/P/bv38+hQ4e44oorPF5n5cqVjBs3DsA1rlCSBx98kO7du7vyUbk7ePAg7pkoPAWu4lK6L168mFOnTjFs2DCWLVtGt27dmDp1Kl9//XWxdVm+fDnvvPMO33//PeBowaxfv55//OMfdO7cmfHjx/PCCy/wl7/8pdhrLF68mMjISJYtW8auXbvo3bs31157bYWkjW/YsGGRR/T6ijepTG7HkcRwMHA78F8R8TwSdp7yd34LNohuTOni4uKYP38+H330EUOHDgUcA8xpaWmsW7eOpKQkGjVq5DGNuztvn/753HPPkZaWxiuvvOLx+O9N6V6tWjUGDBhAQkICu3btIiUlhYiICJo3b05qaiodOnTg119/BRyZeEeOHElCQoLrGSeBgYEEBgbSuXNnwPH9FDdwX2D27NkMGjQIESEkJITg4GC2bdsG/P608adOnfKYxNEXvOnCmgR0UtV7VPVuHFl2J/u2WpVLxM9yYRnjpaFDhzJv3jzmz5/v6vZJT0+nYcOGVKlSheXLl7Nnz54Sr9G9e3fi4+MB2Lx5M5s2bfJ43ttvv83ixYv58MMPPfb3A7Rp04adO3e6tgcMGMC//vUvVJXVq1dTu3btIuMfGRkZHDx4EHC0IBYtWkTr1q0JCwvj8OHDrpTugYGBrF+/niuuuIK9e/cyaNAg3n//fa6++mrXta644gquvPJKtm/fDsDSpUtp29bx5IpZs2Yxa9asInUOCgpi6dKlABw6dIjt27dz1VVXlStt/Nl+/vnnQl16vuRN28hPVQ+7bR/lAnsUboCfAGrrQIzxQmhoKCdPnqRp06auH+Zhw4Zx8803ExUVRWRkpOv5GsV54IEHGDFiBOHh4URGRhIdHe3xvDFjxtCsWTO6dOkCwKBBg3jmmWcKndO6dWvS09NdT+G78cYbWbRoESEhIVSvXr3QFNnIyEiSkpLIzMxkwIABnD59mvz8fK6//voij7E92/PPP8/Ro0ddEwgCAgJcU4//8Y9/MGzYMHJycrjqqqtc99y2bZvHwezJkydz7733EhYWhqry4osvcvnll3Pq1Kli08Y/88wzREVFMWDAANauXcutt97KsWPH+Pe//82zzz7Lli1bAEcX29lp9n1FSvvRFJGXgHDgQ+euIcAmVX3Sx3Urk6ioKPU0j9wbf1u0lS82HWD2vdG0uuKCmqFsLjBbt24tdYroxWjGjBnUrFnTtRbkj+Kmm27is88+K3VWVkXq3r07CQkJ1K1bt8gxT39+RGSdqkaV516ltiRU9XHgnziCSATwzz9a8Pi9nA0Q68Iy5jz1wAMPeHzk7bn2xRdfVGrwSEtL49FHH/UYPHzBq+F9Vf0U+NTHdTln/pfK5FzXxJjSqarXA9AXi2rVqnHXXT7NuXpeaNCgAQMHDvR4zBdd9MUGEBE5iYcHQOFI5a6qWqvCa3OOBPjbI23N+aFatWocPXqU+vXrWxAxXlNVjh49SrVq1Sr0usUGEFW9aAYDbB2IOV8EBgaSmppKWlraua6KOc9Uq1aNwMDACr1m2VaoXKD8/Rz/ksu3hSDmD65KlSoEBwef62oYA1xg03HLy/FIW7UAYowxZWABBPD3d3RhWQAxxhjveRVARKSZ89GziMilzsfaXjD8xfE15FkAMcYYr3mTC+v/gPnA/3PuCgQ+9+biIhIrIttFZKeITPRwfIyI/CQiSSLyvYi0de6vIiLvOY9tdaaT95n/5cKyAGKMMd7ypgXyENANOAGgqjuAhqUVcj435HWgH9AWuKMgQLj5QFXDVDUSmA4UZEsbDFyiqmFAR2C0iDT3oq7lUhBArAvLGGO8500AOa2qOQUbIhKA5/UhZ4sGdqrqL87y83A81dBFVd0ftVXD7boK1HDe61IgB2cA8wV/P3/AWiDGGFMW3gSQFSLyNHCpiPQGPgH+7UW5poD7k1BSnfsKEZGHRGQXjhbIOOfu+UAmcBDYC7ysqr95KDtKRBJFJPH3zIv39wPUxkCMMaYsvAkgE4E04CdgNLAI+LMX5Twtky3yC62qr6tqC+BJt+tGA/lAEyAYeExErvJQ9p+qGqWqUe4PlCmrgIJ1IPkWQIwxxlvePJHwDPD/OV9lkQpc6bYdCJT0mKx5wJvO93cCX6lqLnBYRH4AooBfylgHr/j7FczCOuOLyxtjzAXJm1lYP4nIprNe34nIDBGpX0LRtUBLEQkWkarAUGDhWdd2f9RWf2CH8/1e4HpxqAHEANvK8sHKIsA1iO6rOxhjzIXHm1QmX+LoTvrAuT3U+d8TwBzgZk+FVDVPRMYCiwF/4F1V3SIizwOJqroQGOtcX5ILHAPucRZ/HZgNbMbRFTZbVT0/sqwCBBS0QCyCGGOM17wJIN1U1f2RWj+JyA+q2k1EhpdUUFUX4Rgzcd/3jNv78cWUy8AxlbdSFOTCskF0Y4zxnjeD6JeJSOeCDRGJBi5zbub5pFaVzK9gEF2tBWKMMd7ypgUyEnhXRC7D0Z10AhjpHJuY5svKVZYqzpWENoZujDHe82YW1logTERq43iG+nG3wx/7rGaVqGAleq5N4zXGGK959TwQEekPhALVCp6CpqrP+7BelapgHcgZGwMxxhiveTON9y1gCPAwji6swUAzH9erUtk6EGOMKTtvBtG7qurdwDFVfQ7oQuEFgue9qv4Fg+jWAjHGGG95E0BOOf+bJSJNcKzZuKCeqelnXVjGGFNm3oyB/FtE6gAvAetx5LMqa1qTPzR/8QOBPOvBMsYYr5UYQETED1jqnHn1qYh8AVRT1fRKqV0l8XPED2uBGGNMGZTYheVMpPh3t+3TF1rwAPAXAYQ8GwMxxhiveTMG8rWI3CYF83cvQH5+gog9kdAYY8rCmzGQR3E8LTBfRLJx9Paoqtbyac0qkb+fWBeWMcaUkTcr0WtWRkXOJT9xtkCsC8sYY7zmzUJCEZHhIjLZuX2lM6HiBaMgG691YRljjPe8GQN5A8fiwTud2xk4ntdxwfAXEMS6sIwxpgy8GQPprKodRGQDgKoecz5h8ILh55zHa11YxhjjPW9aILki4o9jASEi0gC4oJbcOVogls7dGGPKwpsAMhNYADQUkanA98DffFqrSva/B0pZC8QYY7xVagBR1XjgCRwPjzoIDFTVT7y5uIjEish2EdkpIhM9HB8jIj+JSJKIfC8ibZ37hzn3FbzOiEhk2T6a9/xtHYgxxpRZqWMgIvIa8JGqlmng3Nnt9TrQG0gF1orIQlVNdjvtA1V9y3n+AOAVINYZtOKd+8OABFVNKsv9y8JPxDGIbi0QY4zxmjddWOuBPztbES+JSJSX144GdqrqL6qaA8wDbnE/QVVPuG3WwDnOcpY7gA+9vGe5+PsBYgsJjTGmLLzpwnpPVW/EERB+Bl4UkR1eXLspsM9tO9W5rxAReUhEdgHTgXEerjOEYgKIiIwSkUQRSUxLS/OiSp75+/k5BtEtfhhjjNe8aYEUCAFaA82BbV6c7yl3VpGfaFV9XVVbAE8Cfy50AZHOQJaqbvZ0A1X9p6pGqWpUgwYNvKhS8RUVsXUgxhhTFt6sRC9ocTwPbAE6qurNXlw7lcJPLgwEDpRw/jxg4Fn7huLj7itwBA/BZmEZY0xZeLOQMAXooqpHynjttUBLEQkG9uMIBne6nyAiLVW1oDusP7DD7Zgfjuevdy/jfctMAD/BBtGNMaYMvEmm+JaI1HXmv6rmtn9lKeXyRGQssBjwB95V1S0i8jyQqKoLgbEicgOOx+QeA+5xu0R3IFVVfynzpyojEUcrxKbxGmOM97yZxjsSGI+jCyoJiAF+BK4vrayqLgIWnbXvGbf340so+63zXj5X0IVl8cMYY7znzSD6eKATsEdVewLtgfJPefqD8vMT1LqwjDHGa94EkFOqegpARC5R1W1AK99Wq/KJjYEYY0yZeDOInioidYDPgW9E5Bglz6Y6L/mJkG/xwxhjvObNIPqtzrdTRGQ5UBv4yqe1OgdEQG0QxBhjvOZNC8RFVVf4qiLnmp/lwjLGmDIpy0r0C5qfYF1YxhhTBhZAnERsFpYxxpSFBRAnPz/rwjLGmLKwAOLkJ2DxwxhjvGcBxMkeKGWMMWVjAcTJz89SmRhjTFlYAHHyE2uBGGNMWVgAcXIMop/rWhhjzPnDAoiTH9g0XmOMKQMLIE6ObLznuhbGGHP+sADiZGMgxhhTNhZAnGwdiDHGlI0FECdbiW6MMWXj0wAiIrEisl1EdorIRA/Hx4jITyKSJCLfi0hbt2PhIvKjiGxxnlPt7PIVyR8bAzHGmLLwWQAREX/gdaAf0Ba4wz1AOH2gqmGqGglMB15xlg0A5gJjVDUU6AHk+qqu4FxIiEUQY4zxli9bINHATlX9RVVzgHnALe4nqOoJt80a4PoF7wNsUtWNzvOOqmq+D+uKv83CMsaYMvFlAGkK7HPbTnXuK0REHhKRXThaIOOcu68GVEQWi8h6EXnCh/UEHLOwbB2IMcZ4z5cBRDzsK/ILraqvq2oL4Engz87dAcA1wDDnf28VkV5FbiAySkQSRSQxLS3t91XWZmEZY0yZ+DKApAJXum0HAgdKOH8eMNCt7ApVPaKqWcAioMPZBVT1n6oapapRDRo0+F2V9RdBsdXoxhjjQsxR0AAAIABJREFULV8GkLVASxEJFpGqwFBgofsJItLSbbM/sMP5fjEQLiLVnQPq1wHJPqwr/v6OBpPlwzLGGO8E+OrCqponImNxBAN/4F1V3SIizwOJqroQGCsiN+CYYXUMuMdZ9piIvIIjCCmwSFX/46u6QsEYCJxRxd9j75sxxhh3PgsgAKq6CEf3k/u+Z9zejy+h7FwcU3krhZ8IitpiQmOM8ZKtRHfy93N2YVkfljHGeMUCiJO/OAJIvgUQY4zxigUQJz8/QCHPAogxxnjFAohTQQskL//MOa6JMcacHyyAOBWMgeTmWQAxxhhvWABxcg2in+N6GGPM+cICiJO/n+OryLEuLGOM8YoFEKcAv4IxEBtEN8YYb1gAcXLGD/LPWAvEGGO8YQHEyc+ZCyvXpvEaY4xXLIA4BYjjq7AuLGOM8Y4FECfnGDp51oVljDFesQDiZIPoxhhTNhZAnFwBxMZAjDHGKxZAnPycfViWTNEYY7xjAcSpoAViAcQYY7xjAcTJ3/lNWAAxxhjvWABxCihIZZKXz77fsuzBUsYYUwoLIE4F6dyXbj3MS4u3seingwAcOnGK+etSOZJx+lxWzxgDqD1y+g/FpwFERGJFZLuI7BSRiR6OjxGRn0QkSUS+F5G2zv3NRSTbuT9JRN7yZT0BqlX1B2DLwRMk7Utn7uo9fLx2L5+uS2Xfb1l8+dNBcs9hosW8/DPs+y3L679AeflnOHA8mxOnclFVjmflsCsto8z3PXA8m7W7f7O/uOac2/dbFt/tOEJWTh4AGafz2Pdb1jmu1cUtwFcXFhF/4HWgN5AKrBWRhaqa7HbaB6r6lvP8AcArQKzz2C5VjfRV/c7WuPalNKxVjcsuCaBJnWps2p/O0m2HaVSrGoM6BPL1ll95+7tfuLbl/9/emcfXdZZ3/vucuy/S1b7ZkmVbdhw7IYnjbCSkhKRJKFunQNkG0paWDy106LTMlBSmBebTdugw004LbWEKLR12aEJTWkpYkkBInNhO4n2NZFmSLWu/V3dfzjt/POdasiI7tmRZgrzfz0cf3Xvuuec85znv+/ze5znvPaeZgM+hUK7w6OFRGqJBihWXX76hk3jIjzGGdKFMTThAvlTh8PA0o9MFbtvQhDGQypcolFwcBybSRTa21RAO+DDGMJ4p0hQPATrSKpRd+sYyHDiZZHAyx57BJIlogKs6Etx3yxp8Pod9Q0me7htna1cDp5I5blzbQDjg42s7TvDcQBKfI5QqLpliGQfhzdevZkNrDV7CxZrGGD5HKJQrnJrKEw74qIsGCAd8HB9L8wcP7iNdKHPT2kbedcsaOhuiAOSKFTLFMg3RII4jFL3nqAT9M2OS/vEMjx8bozEW4t6r2s4sTxfKPHFsjGSuREddhPXNcdoS4Ys6X8dG0oT8zhl7zsVYusCxkTTT+TLrm2Osa47Pu1654uJzBKk6ZoEcHp6mvS5MbThwZlkyV+Lf950iEvSzpaOWdU2xF93PuewxxrxgWbZYZu9gkk1ttSSiAV6McsWlfyLL2sYYjrO4471cVFxD71iGUtll/8kUV3UkeKZ/kmLZRQRW15+/HQBkCmUKZZeGWBBQX5ZdQ8BnCzELZckEBLgROGaM6QUQka8CbwDOCIgxJjVr/RiwbMPc1Q0Rfm5jM/dsaaM1EeJD/7SXVL5MR0L41z0nefzYGBPpIt/cNUhDLMjQZA4Ewn4fzTUh+icy3NbTxMP7h3mqb4Jo0E8iEsA1BmPgC08ep6c5xuBUnoGJLMWySzToY3NHDbf2NPNM/yT9E1naE2HWt8RpjAY4OVXg+HiGyWyRvrEMt/Y0cXh4mh19EzzZO85bb+jksz/qZSxd4MFnh1jTEOWHh0YQYPdgkpqwnt7JbJGuhig1UT8f/9cDJMIBfI4Q8DmsbYrRVBNi/1CSXKlC9dJPZ32EvrEMxYrLhpY423vH2TM4RdDnII4wlS0CIIAIFMourgshv3NGkLLFCsWyiwEGJ7O8edtqPvd4H08cGydfrhAN+gkHHOojATZ3JNjcUUtNyM90ocyJ8SzZUoWgz6GlJsS27gbShTI+Eb53YJgfHBoB4NVXtbGhpYan+iaoiwZ4+fpGoiE/HYkwo9MFPv7tA+SKFUAb18tWJ+hpjpMtVuhpiXNtZx1P9Y3zqR8eY31LnPtfvYlIUP3muobe0TSNNSHqo0HNAidz1EcD1EU1CA0nc9SEAoQCDl/ZMcCjh0aojwV53x09tCfC7Oqf5Gs7BtS3ruGBXYNs7arnbTd1kSuVee7EFBtba9jUXkv/eIbv7Bvm+FiG4VSeoM+hKR6itVb3f+j0NL2jaW7obuDXbutmbLrI9w6cZsfxCSrGUBMKcPeWVnpHMzw3MMWdV7bwjpvWUChXeO7EFMOpPIeGpzl0KkWx4vLKK5r5jVesP/MsnHLFpVhxqbiGvYNJtnU3nDUgGJnO0z+eRYCQ38eapuhZQlksu5QqLpGAD8cRjDFUXHNOYa4OkozR5/HM3tdcTk7lKJVduhqjnBjPsr1vHAES0QBHT6epjwaJhc4OZ65rmM6XKVQqjKQKDCfzANTHgjTHQwxMZskVK0SCPhrjQdY2xQj5ffPamS1WKFVcXAN+n+C6OlD0O9o+nVmzOE9O5QBYVRd5gUBXXMPBUylS+RI1oQDhgIOI4AiICHWRAPWewFWvwzqOkCtWODaSJuAXeprjGKB3NIPfJ3R7g8DlQJaqNCEibwLuNcb8uvf+ncBNxpj3z1nvfcDvAkHgVcaYoyLSDewHjgAp4CPGmB/Ps4/3AO8B6Orqur6/v/+S2f/9A6f58tMnSOVKBHwOPc0xwkEfg5M5CuUKxsAVbTUMTeZI5koMTOZYVRfm+HiWpngQR4SQ30d3Y5SpXInnBqaIBn1Egj7aE2FKFUMyW2IsXUBEG1ZLbZix6QLFsks87GdVXQQRGEsXCfsdrmyvIeD3MZEusr1vHAyEAz4a4kHyxQp3bW7l+JgGj4ZYkI+8ZjMj03lSuRJ7T6ZI5YqcThXIFitEgz5cA0OTOUQg7HdoT4RBhFypwni6gN9x+K071rG6PsaXt59gOJUjlSvjONBcE8LnOExkirjGEPQ5OAKlisEYQ3tdhLZEmOZYiIcPDnM6VaA+GmA8U6QuEmRzey0Bv3DkdJrpfAlHhETEj08cSq5LoaTCEwtph3aNilXQ71CquFy1KkEqV+LoiJbl4iE/mWKZ5niIu65sZU1jlId2nySdL/OBOzdggK/tGGDH8QlAxUSApniI8UyRWNBHulDm565o4Y4rmvnu/mH2DiWZzpcJ+R2u66qnsz5CczxE0XUJ+hy2946zeyAJAg3RICXX5Y4rWtg7lGQyU8Q1UKq4rGmM8tYbukjlSzx2eJSnj0+wtinGdL6s5x/oaogyninic4S22jC1kQClist0vsx4usBUrkRDLEh7IsyBkylCfh+FcgURoashwtWr6th/SjNVvyM0x0P0T2TpqIuQ84JfplDG5wg9LXHCAR97BpPcvK6BV21qoVBy2TuUZM9gkrFMgWjAxztv7qa5NkQ06KNc0cAYDfkI+dVX5YpLa22YQtkllS9RmXUXh6DfoezqoKL6vj0RpikeYiJbZCJTJJ0vn5n1KAIddRHaasMMTeUYSxdwREWlsyFK72iaaNDH9Wsa2DeU5HQqz3Vd9USDPrb3jutAozZMIhKgIRYkX6qwdyhJOq/lLseBzvoo4YCPY6NpKhVDIhqgMRYkXSif2d+axhi1YT814QBBv1Ya9gwmSWZL54wV4YCPppogrqsZbzUbj4Z8rKqLUChrNlkXCdA3lmEqW6IhHiTnDbCqg8wqrbVhwgGHoakcrjHEQwHShRKC4BpDOOCj4hpKFRXfcMDHxtY4LbUXl8VXEZFdxphtC/ruEgrIm4F75gjIjcaY3z7H+m/31r9PREJA3BgzLiLXA98CtszJWM5i27ZtZufOnZfMfmMMh09PUxPyk8yVWN0QpSbk5yfHxtnZP8E9W9rY1FbDvqEk3ztwmid7x8mXXDa0xvnY67cwkSmy4/gkmUIZYwzN8TD7TyXZ0lFLWyLMle21OCJ8Y+cAT/aOc83qOiJBbXCpXIkfHx3jZDJHa22YzvooV62qZSJT5KqOBD2tcb717BCPHh7lV2/t5ppVCf7v48fZMzilDS7s544rWqgN68h4bVOM8UyBiUyRm7ob8Pt8nE7lGU7lcdCy2obWGrLFMoJgUEEbSeUpeUGh7LqEAz7WNccoVwyDkzkqxrCuKUZbbZig3zkzyjw2kub4WAaA7qYokYDDB766m2SuxJu3reYN13Zw5HSaimtYXRelbyzNd/YNMzSVo1B2CfkdelriBP0OY+kCYb/uNxb0kymUaa0Nc/P6RtoTYZ7qHWc0XaSlJsiJiRzfP3iadL5MyTXkSxV+aesq1jTEqLiGaNBHQyyI3ydEAj5+fHSMp/smaK0N856fW8c//OQ4jx8bw3UN4aCPTa01dDVGOZ3Ks/P4JK4x1EYCpHIlyq4hFvRzw9p6HBEGJrL0tMTZ0KJ+fOL5cYJ+9f2qushZwXDn8Qke2n2ShliQN1+/moOnptnVP8mq+gi3rm+kLRGhLhrAoKP6gE8I+ISGWIiAz2Hv4BQPPjtEd1OMOze10FwTZjxTYCSlGcL6ljhrm2I8vP8033puiOZ4iGs661jbFGVrVz2RoJ90ocznH+/j+wdPI0As5McYaKoJ0p6IsKYhSktNiFjIT6GsWUlXY5Se5jiOVxY9NpLmVDJHLOgnEQ0QDfgJ+HW0nC+5BP2C33GoGEPaE8tquElEAyQiAWIhP+K1waHJnGYjPqG1JowIpHIlpj0RuK6rjsZ46EzmEg7o4GI8XeDoSNrrazNPF3UcYWNrnFjITyTgO1OqKpQrFMruWdlTplDm0PA0kxkvsxZojIe0LVVcelriRIM+HBFKrosgZwYt/eMZpvMqzrGQn3VNMcqu4fDwNLliBccBY/TPcWBLR4LWOcG+mq2dmMhyfDyDMdBSo0KSzJUIB3z0tMTJlyocOJnC5whXdtTiuoZDw9MkIgGubK9dUKxbqQJyC/BRY8w93vv7AYwxf3qO9R1g0hiTmOezR4EPGmPOqRCXWkDOR7HsnpVulyouw8k8DzwzxFtu6Lzoev58VK+lxEN+RISKayh4ZZ/5qNa1m+IhasN+JrMlRqbzrGuKn7c08GIksyUyxTLtifBZZYjZ6fV89I9nKJS1/CUijE4XKJQqrPauWRhv1FX9vjGGfMn1SmszJY9qtlcNFtN5zQir7+ez95kTkzw7MMnquiibO2rxOUJzTejM9ZrZTGaKRII+wgEfuWKFTz58mHDA4cbuBlY3RFnvXTMplCocHUlz8FSKaNCnHbi9ljWNMUCvCU3nS2SLFfw+IRb0Ewo4+B0H1+hoMRb0n9l/31iGttowEW/yRipfInie41oM+VKFTKFM/Zzj1+CTon88y8lknq1ddVzbWUepYhhNF6jzAvylulaQL1VI5UokooF5S0XZYpmpbInmmtBZ+xpLF8gWKnQ1nv86R8XVySKj6QLlijmTaV0MxbJmauOZAqe8ktc1nXVnic2FMttvpYrLVLZEOOBQ8yLbmtvm59vu7L5ojMGdJZwXy0oVED9agroTGAJ2AG83xuyftc4GY8xR7/XrgD8yxmwTkWZgwhhTEZF1wI+Bq40xE+fa3+UUEIvF8rPPfBMWfhZZjIAs2UV0Y0xZRN4PfBfwAZ83xuwXkY8DO40xDwHvF5G7gBIwCdznff124OMiUgYqwHvPJx4Wi8VyqXkpiMdiWbIM5HJjMxCLxWK5eBaTgdgJ0BaLxWJZEFZALBaLxbIgrIBYLBaLZUFYAbnU5FMwsAPKxcVtZ/QIPPFXUMpfGrsuN1MnYPTwxX+vOmHeYrGseKyAXGpGDkJ2DFKDi9vO6X1QSENqaGbZT0tgNQbGjsJE38UL4NAzMLRraeyyWCyXFCsgAKlTFxeczxUU0yOQmwDxQXKBApKbhMGdMP68vq9uZ/I4PP9DKM65+2hmHIb3QqV8Yds3ZvHZ0YuRHYdKETAwffLCv1fMQmYEMqNQzCyZeRaL5dKwlDdT/OkgMwannoPxmAbjDXdBqObc648cgsk+iDVD8yYIeXd3NQZGD0EgCg1r4fR+FYNI/YXb4lbg1G6YGoCpfkis1gyklNOSlqnA2GHouE7Xz6fg5DPgllXUVl2v90o4F+lRGD2owTmcgNpVUNcF55vvXkhrUHcCUC7oa3Gg7WoIxnS/xoXgrF8Jp4Z0/UAYUiehYd2FHf+ZbEsgOQTNGy/sexaLZVmwAhJr0gD39Gc1GPoCsP4ODY6zKRdh7AgkB1Q8cpNw/HGoX6OBeMQLzB1bIdqoQpMcVGFJDWmQB/AFwR+GRCf4gzPb9gd1+6WcBuRyXoP81ICWs0AFJTkI2QndztAucHxq/9gRGNwxs81ADEpetpKb1P27ZU/g1usof+SAltvargGf1xSqmZgIFKbhxFPgzrqRXLgOimnof0KPMz0CGLWtaSM4fl1W06ZCPHJQhS485z492QkVzHjzzH6TgxBt0n2nBqFpw/nFbSEUM+o735zbSUz0qb+jDZd2fysFYxbvy0pZM8ra1ecfqLzUyYxp265pXW5LlhwrIMZo8PWFVED6HtOgHK6D2g4NwtlxDaagwbr5Cpg8Ads/pcF38rgGztarZhpNTasGxOSgjsZ9Ae3AlSJUSlp2yic18FaKuo5b0oxg+pQXPH1qW10ndN4E9d3aOId2eYIksOYWDXziwEQvVALaePc/qKP4Ta9Rm/0hFcVq52/eqEFz9DD0PqoC4rpqgzgQb1VxEYHu29Q+cVSgSjk4+az6JTOq5bbWaS0FRurVtngbBOPAIfVPXacKZ6WooviTv1CfX/N2KGU0oynnNasT0e1P9EJuSjOveIsep+PX7VQFwBg9R4W0fhapP3dwyydVEENx6LplJqBWs0onAN23QiCyVK1techOaJtpXH/h2eB8jB/z/OTXvvHTQjGr7S5St7T7cSs6YEoO6Pumjerzn2GsgEz2wfA+2PQL2gB6H4G6NTMjdHE0KDVt1BF3pE6D1jP/AJP9kJ2Ebe+GjmvODjz1azWo1XaoKDizbow2tAse/R8qBg3r4eb3alB0y5rNTJ+Gtbfrd8eOaGCrX6uBsXWLlrMGtmuZrO1qDawNa/WvXITh3So+tat0tN1xLUwPq72JTrXBGLUrnNAM6cR2DfQb71HxTJ8GBDpvPLukV+2MnTfpaP5fPqABfPQQrHm5+skXhAMPasms8wbdfmpIR7AHH9JrPNEGKOe8jK4JjnwHmq6AcL2KDcDpAxCM6PZGDp593nxBFYCyd62livj0uJqv0Pfb/xqCNXDVG9XvIiokqZOQWAVjXlCsaddzfmo3tF+j56YwDf0/0WNtf9mFt6lqIIm3zmRY51ovOaji+GKiZYyek+Sgts/Z262UtJ3Ud78wc66U9ZiMq4MF19V24vh0m8N7VOz9YW1fmVFIdM1kpFWKWS2rgg4AFiIgpZz6va7rhRngQijlNLs910i/XNDJHNXriGtf8UL/XNT+8tqO0yPqv+ZNM5l1pQyDT2vbql+rg6GxI9qnq21xvu2ZyoXZVC2Ru+WZfrsCsAJSu0pPRr3Xqfqf0JO09nYt1QSiunx6WC9id9+mDeP0fth4r2Yse76qjbhh7cx2w7U6mi1mdCRd26GdeN8DcOTfNWBd/yuw5+uw/W/gmrfpBfi+x/T7jT0aWOq7tbOdeAIGntLrHMkhLVeJT0fyd/+xZgaVMjz2Cd1+6xbY9DoVmvRpOPgvuv8b3wMbfh4OPATJExqMchMqWuGEjtA7b4S+H2sQHNoJzVeqT1JDMxe3HZ8KRGEaXv7b8JO/hGf+ETa/QTOP3V9R8S2kYMsboaEbdn9NMwvHE7eR/dqBtr0bjj6sYpKbBLxg5wvBPX+i28lPQn5a/ZxP6TFGG6HrZg2+wbgKW+qkCkIpo8Fj7zfV3oljsOY2Xf/0Pr2WlB3XY6rtgLaX6XeH96gtqZPw/CMqJIe/A7/0GS1dzqUwPZMRFTPwk/+jdtV16bY7rtPzOJfcpGahxYxOee66ZSZouy6ceFIz0fHndVvxFm9igmiQb940095OPgvHf6yDifV3qR93fA6ufJ22i3JBz2lyAMaP6l8gohnoke/oMRhXByrBmPqy8yb9fm277mPsiO67bo0KSTEzE/hyU9rG67vPLgGWcrrvcEIHGQNPa2CdOqHZejDqZZT6FE7ySQ2q8RYvWy9r+6luMz2qbblhHWC0P5QL0LJZS8mzqZS0jxQz3rXEk9oeOmY95DQ3qfurHuPUgPo2nNBzPbvsmjqlfd4tQagWClmNFXVdOhAZPaLtsmOrtlFj9NgmerVtzM38pofh1B5t/+E6PZc1M0/tpFJWP4uj+xg7ogM8cVQQI/Veu2hb1nKivRfW6f3wg/+O1vE7tVM7Pu0Mjl8bZ02bduhyESoFbeh1XfCK39MR9a5/1Eay4W5o2aTbPbFdA3AhpZ3VF9JRcyEJjRtVXPzesl3/oCPh9pfpPgvTEK7Rz0Av7hfTun4+pcF8zcu1sT79GbVx9Q0aRE7tnhG9xh61G2ZGLE4Aeu7S4544ph1QHM0y7vqYBpW+x+DUs5oNuCUNBJWS+qTjOmi5UoPmI3+inWfTa1WAJo7NTMFtuVID0dhRDRb+MPQ9qg3+NZ/Uzj20S4PJqz+ho95SRkflD/yGimQ4oUGm9WqY7FUbWjZ7M7XG1O67PjozwjNGbc9O6PHv+JwGgsb12tk3vUYFrpyHg9/WTth1s/pJRDv743+hAuQLaiBb90p46rMaUG94t2ZFEa+8mRnVIOQENLDu/rIKdrkAN/2mBtiBpzS4tV/rleHqNBCcfFZHlKmT2j423gOdN6to7P2GCmh+SgN71RYnoIG4ZbOe+6qoPPFXKrCOH3ruhmPf8yZK1MJ174K2q9RHxujouTCtky+e+oyep9oOFYFgDFZt0z4w8CTc+jsafPNJPdbGHu0jvY9qwGu+wvvd09Mz18lizdo+C+mZZbOzjeZNKoqlWbMJnYAGwXJB30cadL9jh3VZtFHb5+Rx/Vx8XkZvNLvMTerA6syo3Ghwzo7D6m2a4Y4egYnntd8YF8Z7tR2BlwFGdfu+4IxQN/aoGIwdVeEK12kfDca0LY4e0nZazYBbr5rJnqvt8dRzKhYN67XduGU9B9OndHvxlpmBWU27DqzyUyoeldKMf1yv/zX2qIBMnVAfVvtuTduCy5Mr8nbul5tF3UwxO6EB5tRzemJyk9DQow1s/Kh34TUAsRY9+SLQfbs2iOr1kt5HtUZcvVju+LRjhmq9Ecu0lmwa1mmDDkQ1WBYz2lAmvE4VadBOHYho5+x7TINM8ybNKjJjGmjrutWO0/u11OZ4napjq2Ye+Unt2MGYBpbr3qnH890/UEGItagYmDKUCpAb1+XRJg0WHdfBtl+Dvh9pphJpUN9U03LxQXEaWraoH7b8kgbKH31Sbbz3TzWzefgjMxf+4y3wxr+bKX8U0vDPv6Wd64ZfV5HZ/wAc+lcvOJbUp9FGHV2vul6DYyAG17xFhdetwJ1/qKLw7Bc1+IEKdjEN9/wxNG7QSRJ9P+JMZy/ltPN13eyVLEeg/0kNuj136XlqvUpnkj35Kc0cw3U6IACo6dAgVx35TvSqv7tv02PNTeroMj+lNlZLa4nVKtKZEW0XrVs068l415vEG032/Lx+1nGdnt8TT2qgEEfLarWr1H+TfSrUN71XhWeiV4Pe1l+BXX+v+2vo0XZc16XiUynA0e/peb76l1Vg6tdqllvMqo+qI2hT0e3HmrxJEj4V/tykBrzpU2rT6ht0lJ4a1LYdqtHv+QLaZ4oZDb6hGh1dZ70LzW5ppg/Ems4u1QTj2lYm+nS9xGo9L1VxXbVN93XiST3Xc2m7Wr8Duv3ex1Q8TEWDcsNa9fnoET3mujXa9yolna2Y8qagO371T8O6F472y0X1gS8wf1nPdVWsM6Mzyxxv3eZNnHna1Pjz2tar7TPaqP42rgpYMKrtsXrdzhgVyOy4Cnw4ce5S2YtgBYRLeDfeiV4ttYAGk0i9nsTmKzUDCNXO1IIDET1poRrNEkYPaWDC1RFrOKEjqOSgNvhyQUdwtatmGk5+yht9dGhjiDWdPVummNPRd7VcEG3S18WM7ssf1NHj2BEVoCtff/b3KyUNaNU68bEfagC66o3Qulk/y05oRxvYrpmTW9bsar66fCmvJaChZ/S4N9ytnXd2CWH2jJ/pYQ0ANe3qy8ic2u3hf4fnvuiNtrzvbLwbNtyrQaP3Ef1s630zM8xmn6uH/9vZM9y2vkuFaN8/aQC+8Tdm1s9O6PGBBoOR/br/YkaPZfU2LSVWp2bPPubv/oFut+dODZ79T2gQrI6a3bIG+9t+TwPU9r/WayCbXqPi0P+4Csz0KW/5a3W2Xzih+z/0b5qdiqOBwvFp0JpvVtjzj6g4hBMa9K59uzfhI6/bWXe7tqO+H8GTn9Yg29ijA4D8lG4jGIfbP6jiXfVrYXrm2k2iU9uo674waGbGNYN0/NoWq6PyS0XRm7hS7Sfloraxc82QKxfUr7Opit5sqpNaaju0v1VLhvmk7rNayqqSOqkiXd/9wrZ3sVSPwfFpDJlvRlwhPTP78lJcI7pArIBwCQXEGK0Vh+teOPXUsjTkk3Ds+zoiXXfH+S88z6VamgjGdfQ4N2i8GLOnLS+EUl4DbymjZbjz1aONUfEJ1b7wIvXFcqHTctOjKtw+/8yoNRBRUVnMtN5LMS3YsiKwAoJ9HojFYrEsBPs8EIvFYrFcdqyAWCwWi2VBLKmAiMi9InJYRI6JyIfm+fy9IrJXRJ4TkcdFZPOcz7tEJC0iH1xKOy0Wi8Vy8SyZgIiID/g08GpgM/C2uQIBfNkYc7Ux5lrgz4D/PefzPwe+s1Q2Wiw4heGGAAAIPklEQVQWi2XhLGUGciNwzBjTa4wpAl8F3jB7BWNMatbbGLPuSSEivwj0AvuX0EaLxWKxLJClFJBVwMCs94PesrMQkfeJyPNoBvKfvGUx4PeBj51vByLyHhHZKSI7R0dHz7eqxWKxWC4xSykg800Sf8GcYWPMp40x61HB+Ii3+GPAnxtj5vl56Vnf/awxZpsxZltz80X8dsBisVgsi2Ypb6Y4CMy6MQyrgfM9nu6rwN94r28C3iQifwbUAa6I5I0xn1oSSy0Wi8Vy0SzZDwlFxA8cAe4EhoAdwNuNMftnrbPBGHPUe/064I/m/qBFRD4KpI0xn3yR/Y0C/YswuQkYW8T3l5KVbBtY+xbLSrZvJdsG1r7F0gTEjDELKuEsWQZijCmLyPuB7wI+4PPGmP0i8nFgpzHmIeD9InIXUAImgfsWsb9F1bBEZOdCf4251Kxk28Dat1hWsn0r2Taw9i0Wz77uhX5/SZ8HYoz5N+Df5iz7w1mvP3AB2/jopbfMYrFYLIvF/hLdYrFYLAvCCsgMn11uA87DSrYNrH2LZSXbt5JtA2vfYlmUfT8zd+O1WCwWy+XFZiAWi8ViWRBWQCwWi8WyIF7yAvJidwxeBns6ReQRETkoIvtF5APe8gYR+Z6IHPX+1y+jjT4ReVZEvu29XysiT3m2fU1EFvn8z0XZVici3xSRQ54Pb1lhvvvP3nndJyJfEZHwcvpPRD4vIiMism/Wsnn9Jcpfen1lj4hsXSb7/qd3fveIyIMiUjfrs/s9+w6LyD3LYd+szz4oIkZEmrz3l9V/57JNRH7b889+78fa1eUX7ztjzEv2D/19yvPAOiAI7AY2L7NN7cBW73UN+mPMzei9wj7kLf8Q8IlltPF3gS8D3/befx14q/f6b4HfXEbbvgD8uvc6iN7JYEX4Dr0XXB8QmeW3X1lO/wG3A1uBfbOWzesv4BfQu2MLcDPw1DLZdzfg915/YpZ9m70+HALWen3bd7nt85Z3or+B6wealsN/5/DdHcD3gZD3vmUxvrssjXSl/gG3AN+d9f5+4P7ltmuOjf8M/DxwGGj3lrUDh5fJntXAD4BXAd/2OsPYrA59lk8vs221XoCWOctXiu+qNxhtQH+D9W3gnuX2H9A9J8jM6y/gM8Db5lvvcto357P/AHzJe31W//UC+C3LYR/wTeAa4PgsAbns/pvn3H4duGue9Rbku5d6CeuC7hi8XIhIN3Ad8BTQaow5BeD9b1kms/4C+K+A671vBKaMMWXv/XL6cB0wCvy9V2L7O+/OzivCd8aYIeCTwAngFJAEdrFy/FflXP5aif3l15h5ZtCKsE9EXg8MGWN2z/loJdi3EXiFVzJ9TERuWIxtL3UBuaA7Bi8HIhIH/gn4HXP2c1OWDRF5LTBijNk1e/E8qy6XD/1oyv43xpjrgAxaglkReNcS3oCWCDrQZ+C8ep5VV0QbnIeVdK4RkQ8DZeBL1UXzrHZZ7RORKPBh4A/n+3ieZZfbf36gHi2h/Rfg6yIiLNC2l7qAXOwdgy8LIhJAxeNLxpgHvMWnRaTd+7wdGFkG024FXi8ix9G7J78KzUjqRG+eCcvrw0Fg0BjzlPf+m6igrATfAdwF9BljRo0xJeAB4OWsHP9VOZe/Vkx/EZH7gNcC7zBezYWVYd96dICw2+snq4FnRKRthdg3CDxglKfRSkLTQm17qQvIDmCDNwsmCLwVeGg5DfJGA58DDhpjZj/i9yFmbjZ5H3pt5LJijLnfGLPa6M3X3gr80BjzDuAR4E3LaZtn3zAwICJXeIvuBA6wAnzncQK4WUSi3nmu2rci/DeLc/nrIeBd3myim4FktdR1ORGRe9HnB73eGJOd9dFDwFtFJCQia4ENwNOX0zZjzF5jTIsxptvrJ4PopJhhVob/voUO/BCRjehEkzEW6rulvsC00v/QmRFH0FkHH14B9tyGpo57gOe8v19ArzX8ADjq/W9YZjtfycwsrHVeYzsGfANvhscy2XUtsNPz37fQdH3F+A59WNohYB/w/9BZL8vmP+Ar6PWYEhrs3n0uf6Fljk97fWUvsG2Z7DuG1uur/eNvZ63/Yc++w8Crl8O+OZ8fZ+Yi+mX13zl8FwS+6LW/Z4BXLcZ39lYmFovFYlkQL/USlsVisVgWiBUQi8VisSwIKyAWi8ViWRBWQCwWi8WyIKyAWCwWi2VBWAGxWFYAIvJK8e5ubLH8tGAFxGKxWCwLwgqIxXIRiMh/FJGnReQ5EfmM6LNR0iLyv0TkGRH5gYg0e+teKyLbZz23ovpcjR4R+b6I7Pa+s97bfFxmnmXyJe/X6hbLisUKiMVygYjIlcBbgFuNMdcCFeAd6E0RnzHGbAUeA/7I+8o/Ar9vjHkZ+svj6vIvAZ82xlyD3gurejuL64DfQZ/NsA6995jFsmLxv/gqFovF407gemCHlxxE0BsNusDXvHW+CDwgIgmgzhjzmLf8C8A3RKQGWGWMeRDAGJMH8Lb3tDFm0Hv/HPosh8eX/rAsloVhBcRiuXAE+IIx5v6zFor8tznrne/+QOcrSxVmva5g+6dlhWNLWBbLhfMD4E0i0gJnnh2+Bu1H1bvpvh143BiTBCZF5BXe8ncCjxl9tsugiPyit42Q9wwJi+WnDjvCsVguEGPMARH5CPCwiDjoXU7fhz64aouI7EKfMvgW7yv3AX/rCUQv8Kve8ncCnxGRj3vbePNlPAyL5ZJh78ZrsSwSEUkbY+LLbYfFcrmxJSyLxWKxLAibgVgsFotlQdgMxGKxWCwLwgqIxWKxWBaEFRCLxWKxLAgrIBaLxWJZEFZALBaLxbIg/j84qtkWBrb0IwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_task_losses('task1', settings)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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IUHsF2NzxkOh9ib8W29YEP7wvXbaHvZ/KAtkRCvrMh4CENRrhyyURNSKqdA1VVoBaCUjngNHzbBQ6XUYiaGs8IKASh0dDFShORftXcJbn0CRw+3Vg7RaQygHXvsPys5eB5XeBibtZ506Lb+Ua35v+AI+tky1XQRowwu/mOEeUvgRdRNKgmH9ZVZ/qUebDAP4JgB9S1fluZVT1SdC/jkuXLt2Z3fgDPw/8zhNAeQVIpgGoWdkmfskUkEjzUVJ2gyqAJq1uIBLtUANJAJKMRD80EpJCS6RF+H4yRUs9IcDKVQpeXAPajsq+u1YGGhUKZnWN22u8jG3YS0ziDYwIkJ+MGgQRIJWniC+8Ayxf4fG//Qf8noW3gPIyUFlnQ9S5z6WrfJx/s7ug10rA2iy/Z/7NLg0PutR7lz9vsc0ls6V7qMdn2REgPwY06sCtF4GRM0BxeuvvOQjc9eX0wbaCLiIC4EsALqvqF3qUOQ/gKQCfUdXXdreKHdz7KeDS3wBmXwFOPwo88MMU2vk3gOX3mJukXqEVXJwGxi8AudFIrGoloLYB1NaBRoONQaMM1KtAowpoHYDExD4JZIaAVAZIZoB0niKQzHKfqRyQzgKJjG1g7pz44/I1YOM2hWPkdPR+MxY3Lhq5hLrto+2xR7kbzwFXk6zTxe9nXa8+A2zMARP3AJP3xk6k7ade5mMiBTQbmz8PLqkmeF5bjUuHwGwSnK0+3+G2Lbaxnre0rnt8lsrxsVHlY2lxdwR91wTYhdzpn34s9McAfAbAiyLyvL33eQDnAUBVvwjgFwBMAviH1H/UVfXS7lcXvGlP3AusvAdUVoEbfw488Glg5CQ/L6/SKr39GrB+C1h6l4I+fBIYvQsojAMjp+hzb9YpUo2qPVb4WFml0IX3qxt8L1jjCjYiqSyQLgKZAkU/nY9EPpVjI5DK09XRKAO5MbpG+qW8YvvrYjl3Y+M2sPguG7OJC0B+HFifZa9i/ALPWyfVNT5O3d99n5VV4ParVuYBHvdeogosvQMMn+r/uB3HAdCHoKvqt7GNaaSqfxPA39ytSm3LxEXg2rNANk9hn30FOPlBfpYbBk4/wr+NBQr6/BvAynU+zxYpFkMngOywCfEQMDzeLlaNeiTwjSoFvroOVNaA6iot/WoJ2JgFVmtsHBJJc/ekKeTpPPddWuK+Rjb4WTIT+0v3tiwX3uTj6Ud3fo7q1Z1vcxiorNJKbtS7N0CO4/TkaKbPHbuLVrEKRXP2Ml0gExdpjQaGJvh36hFg9Saw+DbdH8tX+ZcbBfITfBThPrMj3CZpfvhMYfP3q1LkGzUKe2XZhH6Nj7UN/pWX6K4oLbERWHybjUt6CEgXgHSGDUA6zx5DsOpDo1DdMFdIn3H38QHMtVtA4cT7P9dtaQSaAPbYQg8unSM/GLvbrhJ3vTjbczQFPZ0DRs8BS1eAyftoJS9fpXhO3mODpTFE6GYZOUURXr7Kbv3aHLB6g3733AhFtbLG99J5ukjy4xTZzv0FV0i2yKiTOM2mWfRrjHCZf4sNSiLF76mXgNI8sG7++taAaIJlMnkgNcTeRyJtg7Exiz6VZQMWfx4X/MIJnovq+s7jmJuNaBC422ed57bnfu5w8lf43oMS9MM2+HjY6uMcao6moAMMs1t4E1i9DhRnKLr1Ei3T0S3mNSXTtOQnLtJlsnLVBlNvs6svCXPFFIDyGvefzJjlPkkXzXYkEiyXsYHZZIainx9nXes2CFsrcXC2uk6LPm71r89yElUQ80Sag69J89Fn8hT/1nemgKX3gPIiUJ9mw1Raij7vVxhuvsCGbOKibRcT1ma9v33UK3SDjd3VvnDGxgL3vZXQtxKMNXqXcRynK0dX0E/cR1/4yjWgMEUhLq3Q95odphtlOzJ5Rn4Up+nzXrlGP/vaLYb6QczHXqDIbtymcKby7CUUpsyC7tcSNRdROt/940Yt5rOvAu/9KQV/5DQf61WgthiFaKayAJI8jkyBLpp6lb2C9Tm6glbn+Do/TkFNZrrHwccpL3V/v1nr7zBDxMjGfCTolVX2igobWze4rSieI+5y2W3L2i11pw+OrqAnU8Cpj1CES4sU4fGLFJPla0BmuD+hXZulFT5xd2S5N+rc7/J7/Lw6SzHPFM2d0WQEyvocAGEDMjRhs1X7dEl0PaZ0+/bj5/h4+lG6O+oVWvelJf5Vlmxg9jb/Vt4DSgtAdpT1qW2wfGUFWLgShV0m0myY8uMWSZPrPakmLiTNPq3m8qrNE4i5qoJA1yvbbHxAgu4TipwB4OgKOgCcuB+48u+Bue9SkJfeAU59mBN51mcZqrgdIQ67EXMnJFPA+F38azYp7CvX6JZZvELrPzsCqE1iqq5H+cIzReshjNGKB3YnH0ciGblxOtf/rNdsALbJOiaSjBsvL1BYq2t0F0mSDV51jZb84jschwA4aJsdYcOYLvJ8iLS7Wfp1uSy9zXGIXGwi03Yx5IGWy2WfBf3QWsCHtV7OYeRoC3o6CzzwI8ALv8GwxPG7OFlo7SYF+NSHGH/dD70stEQiEvdamS6Z1RtR/HZ2GEA22keIdlm9YZEsObo6tE8xvBNSafroR04DY+cZL376o/Rjr9wCyvPWwOTpOsqMsMpNZUOkDVrfy1eZPgBgDD+E7y+9zUHa2VfZKKSyAJQNQL+WbWuwc4ezPesVzik4cb/HpTvONhxtQQeAibuAU48C7z0NbCxF4rZ4Bbj5Yh+CvgMLKJ3jBJyxc3TFlBYpkI0qxVIbsVwwwtjzWglYu2FCXzILfsQiSRK7mwa4JYbCePzyElBfo9CPnrNGqcQGR5X1S6YApOjXbtQo4M06Z5Y26zyPa7d5nhIpHksgmeHs19xYNNgpSaBajso0GxbfH0tx0NcxgL2EjQXWY2OBUUp7xmG3hA97/ZzDwNEXdAC46z8C5l4FVq8xn0nhRDRIuDZHX3Gyj0NdfIcDpOm8zQxVug2CnzmEL6bzFMeR03RxrN2kmKeLHLyUFGeGSghDHOGAbWWF7puAJE0QR2nNx+t4Jy6AuKBLsv29RGrzlPZamQ1Ns87jq1esUbKcOLlRAEpBr2/YALKFaJaWrcEqA6UrbNQSKe7r9htsNKobPD9h8Hj9Nt/LFIDiSW6/aYA4dtz1kvu2HWcHDIag54aBe38Q+O7v0J++nAfOfQIofZevs0VaqN0m2gTBq5U4oFhdB2Y+wAlAAAckF96kIIXZqIFkmlZjfoyiv2GWbLNK4WparpjKEl0uzTp98s0GoDUgN87QxA3LZZa0uPZMkQObCkaWhHS/21rzMTEMs15bvuguDUQyE/m5J+8B1uYtn41ScKtrzFGzdp11L80DwzMU2cIEG6FU1vLh1JiPJpFhT2TxCiOFVlKWHGyNg8jpHP30UB4nwAa3YDN3q2Xz3yeiRlVhqRgaPLep3O4L/WH1oR/WejmHksEQdIA+1rEXOIFn5Sawdo0pZOffAu76OC3WockuQmA3TIjg6ByMCwm0tgrZC6GIwzNsEDYWKIilBYsvL9OSra5z4Dad541aWTN3TYHW8MKrtHJHzwJo0tKFsu7JDMcE6hU2AMWTWwi8xpJoxRKA1Sv0kU8/ZIIft4arHCDduA0UZngMExcs/8yUNV5neQ7TeR5XZY1Wdhgs1SaAMuuVG2bUUX6Mg9MrN1injXk2jpkh7kMVWHib+XcAin9pyRKepSne5RUK+uS93C4MSidSbCDC+EBIb3wY8LBF5wAYHEFPZYBz3wtc/w6FZuEdWp+Lb5tInuFA6ZlLFKVEguUWTWCr67ajzkyAXaItmk0KfDfxqFcoiuMXgZGHabmmXgXSt2yCkJ3yZoMuhVTOZo3O8bu1Dlx7hm6J9XmzzFOsx+p1vi4vUdwaVYp94QQwfDpqdKSLy0UVuPUyBxizI8B4Rz56bfL761XWv1mn4I7fRfd3KkvxDC6iTiprzK+TG2W5RIbjGWs32etIWc4aER73+Hl+VzLD71q7FUUcZQom5EsMPy0v2viDTSJrJUpLUPSbddY9meb3FqdsxmvSehQJ9sBUWbeG/XaNKnP6QNmjUkQJ27QZNbyNWnROw6Io2WLH717dnJdH0X+op+PsAoMj6ABDF8cv0g+89C6FYfwirdHr32HelpplPTxxH4W0aq6A3Ch9zJ2WULcZi4tv0x9+6iObLf5aiY8h3jqZZj2GLGfM+MV290ll1ZJ3VbmvlWtAMkfRa9ogZa0M1CyNQGGKAj/3XXPpVKI85zdfsgicdYrju09TjCvrQK0C+sNnKZb50ShPTHCZNGrtA7zBRQREcfC336CF3zljNpk2940ChZM8xjPfAyxf58C0CK3v6oalU8ixZ6LWOE49wN8iN8Z0v/kppnTIjrIejQoHo4em+LxR4zGqAmp5d9ZvA4kasLgeCenSFfsOS2mQHrKUuQ0T8VgPZu0Wz8ni2yyTzJrlL7Fz0QAgnNSmykYvU+QkLoANRHqIDefaLI9p4iL3sbHAYw+NgSq/v1GLQlzLK9bAzdKdV123a3brS3/Xqa6jNbHOOTIMlqAHC/Ce/xh47esUyyBShRmKZX2DvuuN2xTV2kYUSw5gk4Uet7DC8xBz3mxsHmwNAl8voyuhjoHssIU+GhN304e8Pgdcf5439/SD/K7yMgVAG8D6gkWyrLBByORZ9/XboOCc5HFvLPK1Nim6a5ZOoFmj9bvwBgVj4U02gpVVLumnYgOey3SXZEco5s06B3anHwaSScspk7GZtcbSO5H7o16Keh+pLFA8wR7F6Nnuic+WrwKLWYZfLiR53Okhi75pWkriMGHJZsuGcz18ij+f1jkwXV6yePgxlisv81Eb1niMmn9/BahWGLWUSLLRTGWBG9+xmcdFHqM2ea1kizymWpm/Za1EC33kNCdwrVxlxFV1lT2Et//Q6lm1OQRi7iZrrMsLwNRD0WzlZo2/w8JbLLdyg4ZArcQGsjDB81FaZNmZD0a5hUKDkB/n710r8bcrLUSziMNvB9ikvFledwk7Z+kCGySAY0jxFbgA1i1T3HpMp9lkY5odaR+7UuVx5caAwg5SSTt9MViCHiicAD7yExTzP/tSJMAnP0iBGT3L1XeSOQ5OJjK80SprvAHGV3kj18vtk2luvdTugtEGUKtFkRqNugkqeAOlh9oTd/XrB02mKCohx/uJ+6L9V1Z4M4+aFbrwFt0gxRkOaq7eBE5+iFb06k2KeipH6zldpGhLimI+9xrFLzcWWWJNyw5ZrzBip3iS4tWsUgAry1FqgHqFjVEq0+6aWHibbpJMgecBCoxdiFInABx0lhR7EEN2w2uTAivgb5FIUTS0zt908j5a6SEFcWWV39GwQehEko/JFOsycprnbn2OvvtGldtX19kbkxSQHQdSSbp0lt8FkGRjIjYDuLLO405mKJiZIhuDRs2s+AwndmVSvLbqVWB1lnH8DUupjO9aD22MQpnK0H2zfpvnKlu0c2dLKa5cp3Wuy7xON+Z4PmdfMtfTED+v1zjWcOXbdl5t8LxZ57WnDf7OdYs2qqwwOCDk/K+s8rxni4wSyxR4ncRn+L7+b1nuwifZONZtzKRZt9z+NoBeXuL5BphuIjfM37K8bAujJDmWlC7y+lqbBVIf4nluVNkAOe+bwRR0wDIiZoCHf5TultIib8BGDbSQSgAS0QSajXngxvO0bLMjwNxlXnSFaYu6SAKVBd4kuXEKzdoswyJP3MObftkmHWWHo4FDAO87hrheNZ9uLjZLdIo3b0goNv0g0wivn+Ng5tSDnAjUrPPmH5pivWbzJtQzlvbghrmbTtmU/VVg+Awt/nSB7pLFK/yOZo2RJplMFN7ZbFj96pHrJztC4W/WeI4ry7S86xbKOXYXv7d1fmKUlixtcZHCJsI6Ncy6LC2YhW4DrCLA3T8IrLxOcRw9x0Z0aCLqAYyeBW68wKX7MgX+Ziu3mDMf4G85cYq/7dAkjzm4woYtb44keG3UzfWjStFcuwmMnkYrBUS9HC3QoWDjOnE39x1CWTNFHsPQBIW4UaU4FybZAygvs6EOi5JnhgFJs8EI5zU/yUYWtuhKIkNRbTbYu1q/yXORr7IRWHgLSGSBxE320pavsSFNpqyxyrEeyTSv9dDrCaJfXYvyDDUb/O2yRfYqglyfNg4AACAASURBVMsyZA4tL9PIyE9wvzde4Psp60VW1nkt33qJ7rn6Bl2AxRkaWZkhnqNG1b5f2chqk3VL53j/Nuts+EMWUigb67CqWCJJN1etxPqE66HZiHqsgdCbT2X524ZMpkeMwRX0QHGGPszyhGUBvMwfc+Ie+qUFvEhCF1Nuc1Cyssab8I1v2mSlkxRCgAI/PMNBQIA3+sJbZr00ooiSMJv0jog1ArMv8zEsdLFqvt7MEN0geRukDCsnARTx4SladoUpW9RjkvXODlvmxymKYpgQlRCKzvosUB8GsjVuX16gNTt6lu6EyiLP6dRD5tNPRvHriRStPQGFbOwu4PWv8+bMFoDcBEWtMM1tskWKS3XdLON3KRZDJ6IB5nA+SktRHH9wlwDAd/+1iWkJmH8dmLffMp2nRViYpOg0bBD25ov8PDtEy78pwOJb/PzWK5HANRsU3aZZ49U186knKSbFmUh4ssNsKEbPRlZwo8xFOmY+yGOuWiNRXqaoSorXjiQjQQrhnYUTrPfGEsvkx7mPpfdYdvr+KD1DYQZ4548ohqPT5no5ybqFQWQB3WNis38zq8DwNO+Detly/VhK5oYZEEOTFOXiDH93qKWVHo1cmckw+D3L+uRiPTbAFoOxhnttFi13YCrLBru0RIFen416WnESKV4jt17i8efHeGuUFnmOwjhKdY0inhux3kAlamxSmSgqKjca3dtANPGtW/BDdoR/9VLUOPUzn+UAOdy12w0SCbofFt6iP7g4HbkQMsP09anyh27a+qLL13jDZYt0DWQKwMhtRsokM7x4mtNgVEilfT1KbfD9G39u1uiFaGBxJ/Ryz6gy2iX0NMpLvdOkSKJ9P+EizhQpnhtzFP6pBxiSCAGWb7IbnylaVMsEzxNgLhCLSpl/kzd/eYGRQmPno25zWL4PsDDFJJAe43lLZcz3mgTG7ua5HT0XuVByo8DVZ3lM4xd406YL/M0yQ3RbJNO0OscneeOuXOOxJbPcf4hfD5EtG3OsS6PW7reff4vnqFGjJbc+x32/uRClMs4OU0S6/Q7v/jGjjeplHufCW6z/oq2MJQkuPF0vswFbn6MbrLrBGceNKuueHwfFcihy06RytMKzozxvkjDXlFmp5WVLLTHEbXPD7CmlsiZq1qNafo/X+uS9FKfaBhvJVI6RRmFBl9OP8roqrUQuxOkPsEFvNsz9JzQIQsbRpffoi2/UokljKfsNwjFsLPD3bdYo6NrgNdWo0MhIhOgnAEhQPMvLfA5QQEPjGs5PZc0aUhugzuQja16EPYBGhfvOj3FfS+9FobyZgrmdVvg7NW3MpWYD9sWTbOCzw7ync2NmsKT43tg5NgDZEfsd8jae0eDxj57jNR7ctuWlKMKt2di8fsIuMviCHpi4mz/i8El2ieffMCFQ3ihj560LfSuauLJyLQphW7vF55k8u8frt/ljZQp0HyQSwI0XozzlJUtz+97T/P7OMLdOggBtFVUQQhYB3kTJVHv2ws5GQJLt8fWN2KDu+lx7+daMzSZaqQPCgFbI2TJ5keLYqFkO+jxvnuxwFHWStDwvgM0+taif0m3mg9mY5z4TKZ7fTlau0XIemuTzyhot39oGkL+P7q5mFcCGrSyV4XeOnmEdV2eBQo0Nzug5nvc186EXpswdtMaymSGLhLLEbto0F0eB52hjkaI6PMPjbjYp2EvvUqjEBptTWQ5uQmhx1tYpdOkhNnalJZ6rzBCFBaCbYWiS19XKNT4Pi6KEayc3YsZHM/quEI5aWeU1GNavzRT4Xas3ojGA6ELgeZq4G7j+nPm07Tdv1liHkTM2NnOa5QKZHqmeAV4Pref32OWzxcIm8TLVtcilkczwfKYyFOowllJapMDmxnhNNaoWVmoJ5rTJ31QbNvC7aOsJrPOxukGjRJWGXK1sPaMkr53siPVM0/zu0jKvF7WIprW5aEC8UbPosUpkpa/d2nyMtXVrBEbNsOgSJbdyjb9RZ5K9XeD4CDrAC2jkVOQaqFdsWv7tyEc9ehZAgn7jzBC3mX6Yj/OvU1BTWd4IpSVevMv2A91+lQN3IRSy2aCFNjQFLNeBC491r1etzDBEKH3fEHYx65V2gZ9/i+6XkTMWm95pxcdizgG78MJ7DTDkDpZB8mrHphpttz5nPmgLq4P5kRPmcww3wFBsIKswZZOdkjZ5agiYvJ/C1bCcMMUTfF6csR7QCG/S3Kgt5bdCqzOToEglMryhazdYj9WbUYMwNMnuPMAu//osn4sd9/QD1kNp0nWRn6BLCaCFVa9QqAGGr0Kjm7czRh+g0IRBz+IMe33VdVrl4xd5PtYm+X25UYpG6TYbj5EzFN/8KK+vjXl+T1hYvLIc9WoSadYrPxllAM2NRqGklVUaJWtzFq1U5zU5cTfPlTajhjW4wU5/lOf77T+wfZjF36xbL+G6WfcZ9O7u9Uk/uYkSiY5MnGiPeAmC2yl4CWtcsugeIdNZvlvjosrrLJXjfbyxwPOYG7XPVnmuTzzInkx+jA1DboTXaMhYWrGejDZ5v2RH2KMsLfGzMPaQLvB6beVPqkWu2z3geAl6YPgk/ybv4Qm+/Zq17uYmqG2wRQ8+ypB7feohhvetz9Fiq6xYd30xEpvsKCMrEhmgaSsS3bBudWWVFm0qwxu8OMML7varaAnv6g1Gn5SXeKFNxhZKbg3UTkXdx003oIWX1SpRYitVHksjuH6CSMcbhGbstUauo+BbDOdBUtEszjjNOj9vWlhlWJM1PcbootUb3H3hBKMhQkREJ/NvsiGcup8iGiJjKqu0cofG+f7Ug2b9CxvXWjk6J8k0f6NEMvKzD0+jtZwfQAHMFPmbVdcAJICkWfGnPmILcrwbTdbKjwKJSV4nY+f4G9bK7N2lMix39nvoWnnrW9xvbgS46xQb+5AzJz1EV8PNF/gdI2eA2gSPa2iSgrBxm2JRmOZksKFJa0Ano0Z+9Dx/+qbyt0skgbOXIst0/Zb51M/R/SCJSOgnLvK3bTZoleYno/OyG+vQHha6NS4i7RPj4o2ASNTQJNNAxtYjCGHF8bxDcbdJfMGWwuT2jU0rYd3uczwFPRB8vqlsFEoFi5MdPsnX+XH+oEtXzKc7aV2+DWCsQEs3xDhDOPC3ep03pTbZQgO0gl75Ki+m8x+LLN+R05FoatPqcYv7lI6fp7LCqIqp+01Qe1joAH2ftbJFV9TYjQzdPzUxDxZ5abnD1642CSZmJQZSGbo8Qpd+9JwNOFq59TmKV7w+YSYohBbPVt3y+EIb4aJP5djIpsOgnU2SivvD4zfprZfZOM98cPNErlA2RDgUpwFM83jRjAYOcyO0woObI2wf/KOhrpVVXh/abBfF/DiABHt93TJ+Tt7LhiRcP+MXKAzXn2djUytx27GzvCYE3OfQJI2H4jRfh8lLwU+fzvG9zBDrM36BfvT8GDDzsA2svhPVI2SwzI/3n2raeX/skZgDfQi6iJwD8OsAToJm3JOq+r93lHkQwK8C+CiAv6Oq/+se1HXvyI1afpBhXuwhzvn8J2gRrd0w3+gGb7ShMabtTeXot9QGB0FTObNwhDdXvWThUSmg2uQMxPwYLc5kCqjXaXXWK/zO175uPtKG+UE7RG9j3pahKwOZjlwsnTRq7WkGqmVA56PPFaxbrUQ//9SD7SP9IQ49WOoAMHaRPurbr0XWSm6MohbC3MJMWSBqJILYNczfrw20Br02Ye4dIPIXB+KTvDrdUd0Ii1p3zubtd1WpRBJARx3iDUPcouus63Y37fAMAHP5VFaiGcUzD/M6yY0yP9Hi2ybQhcgHHR+kje8nEF9gJVOIUim0GsoUG5EwEB3PJOocafqx0OsAnlDV50RkGMCzIvINVX0lVmYBwH8H4Ef3opL7RvDbnfywxaKmIiu3vEzrrTDNbnd2lDfY6Hku/daoMvfKzIdoPU8/yPhbbdgi06PRoMri2xTrlev0n9Y2aEXdetkalzFg6SqtsPHztH6Xr6IldCEDY4hBDqhGrxtVNii1MqA19hrGLtiH1jto1KMZsuuzsdmeMSFWiwKC0MecMzFJJKMwytwoUN8iZjfko2nUov1uRaeF3powY/lZtMHxjEwxErluNO34mvX+1pg9SDp7QvGeSipr0Sw7IN7t70xRHPdfd/qynSPNtoKuqjcA3LDnqyJyGcAZAK/EyswCmBWRH9mriu4rcesqZV3w7FjULa2s0CecylIoK6v8LD9OqyidB1AELn4/R7Rvv07LfeIiXSbVdU7dr6wylj0/DizG8qTXywCG2SuYe42W6Op1NgCJJK30jIVsxdEmWpZvvUJXStn8/CEZWCgX8ogENuajWa6BsB0QExez5KqxgZ22wSjt8lwt3HMjEuZexBuleA+lbm6W9BAHQ7Vpqy3pZgu81fDV2XgCUeNz2Ai9mDB+4wtZOO+DHfnQReQCgEcBPL0XlTmUiLDrO/1w1H0PQhjEIjcWCVxcJAuW1TFEZkw9aAOoN4CLM8DVP+EkoXqZDUE1ZZEZFvO6MU/fc6YYRdcoLJQyJnyqwJt/QHdHcAnUQ4ZAixhp1KMQR7V/8ZAqVbSWyVM1636jPfVBSMubGYrCJ+MsvcsGJL7P8JjMAGozPjtDuRbetpDCItoErTUFPTZI2yneqzc3r2TUWu4unqahm/Cj/fODJAxe91p/9qDr5xwJ+hZ0ESkC+AqAz6nqynble+zjcQCPA8D5811Cww4rnUmkOl9nixTs9duxG08iH3bIIa7KnOZjZxnpkMrSzVJdZxhaYZqDbgtv0t9cskWekylzdWSjLIwhXlyV5dYsd0gyxQHcpLlAEonI5REEbvgUoyOCsEoCrYiW8kqU4S87HOXBifcGQgNRWmZDFBa52JhnCGcLbd9GYfWPCXrDwu7Ky2w448Kb7OLXzY3F6gT2ePJj0fnVZlTXleux76ke0qncMQGPN57xxtBx+qSvBS1FJA2K+ZdV9ak7/TJVfVJVL6nqpampvZstteeI0M8+EfPfDk1aHpC76EefeTgSVcBm0tnU8VSOeWMm7qZozjwULe+WyrJxyI0AEA6ahkiZ6kY007DZMFFumiiu2Ey/JYuBtgHQME09FYuKSSQANGxmWy7mK4eFYlY4MaZZ5/eF3oAqexMhBn72JS5EDUQ9lETMRmiz0C0RV63cYTmbuK/NMnwzhCIC0eBl2E+60O4bnryPZddu8fjnXuVfEMb4oiTxCVhdOQTCGVaLcpw7ZFtBFxEB8CUAl1X1C3tfpSNCIknRPfFA9F6Ypp5MUYyyRYb+DZkILb9LYQm+6toGBz0L03RjZMco7BP32BJ05veWJCfGiFDwQ8ZFNCOLXRt8XJ/dHInRrDMuPohWaxHralS2UY8aiLAmacamkzfNX1/b4EzHMEuv5fdFFOXSFpnTEQqZtFS3bYJuz7sJbi8XyeS9tOazRfrvS4vs1dRLbIy6rS7V6PLeYSD0ngCrYw+Xy2FocJxDTz8ul8cAfAbAiyLyvL33eQDnAUBVvygiJwE8A2AEQFNEPgfgA3fqmjlSZIYoyM06XR9xsZp/k+KSG6UF2sppHhtobFQpgolkLNudMHFYmKau9Sh1a71E67u8xMZifT5KxwpY1F/ScszY2pwhe1w8R3vCcnCE7RqWuQ9hokoKgPnzm1Ug5FSXhC24UWKe7hD1Etwo3dwGrVQAWQuHjIU2dhsgjQt5Z+gm0J4/Pj8RrcmaG7dIHYv/j8/Ia2xjoR+kZRxWbQp+9IOuj3Nk6SfK5dvYZj6wqt4EcHarMgPN6BlOlukU9Pgsy4kLHPy7+me0fHM2GWXhbYpPIk3Ld/WmbWz5N7LFKOlRdZ2DpU2zxpt10Eqv2FTvsKkJcTxTocQyyoVomEY1sg7X57hNiIAJSbSa9Vi4oUbumVSWro7ph6LvADos4Q5xCrnEy0sAbBZeq3GLn9DYi1OP2Dqx16P0vHHCotq5UQ42r1zlZK3cSIegVzdveygIFrq0/x5ukTt3QF8+dKcPWrMHY4IeLM1ghaYsj3NI6hO3ToMlGpYyAyI3Rdg2lbX8HQ02ICHxEBAJY3CZNGydTST4UF23WPYmewuLb0cLUgBm+S9Foi1J2NzyKLNjPF1AOk93TCtyxvZb6hL9ErZLJKNVdFofxc5Xo8p6Vjo6dskM/eXdsh4CTLVQnEYr5evIGUbNxLevbyfoBySgYRA4mYmil8L7cUIuEMfZAhf03SQkg4re4EMrtWveutVd3BOpMPkjCKYlbkplTMg0cm+EpEDBYk1Y6s+Qf721cHLCBNtSCoSBz3olGgytm0Vdt0x2wQIPqwXV6+wNtMI14354RFZwWGwDzc2i1ArHswaqvBzlbIlPqAkZ9jrj4YH+kj4BbPSK01EenMn7LBvkdoOiB0w6Zy6xWAPdmXZ59ca+V8s5Wrig7yYJy/oXMhnGfcGJVLQQcKBloSt98WPnIkMxmWbukqETlljJ0vgmkhTBkTOR/zuRjCYQQZmHptmgCLZyojfaG5uQ1L9Zs9zN1ZjLxeqdHUVrLUlF5I7hwdkSalfo5w9+bFhEy8TdaB/gs32kshTXygrwzh8zSRUQReNsN/FoJ2SHo1V14q6jbuyZ9bvdfhWMZspFv3Gg0010aN1GzmHBBX03CXHT67agQnxALyT8D2izYwAx5B2JTXcPFloiHXXHM5avef4N4PqzkUumZYE2acFnhqLufBDi/AQw84Eo0T5gETDpKJollWdmwZAGtkXMYkzlLN2opQ6df50zYiWJ1mpNyXSHhW7HlM5ZhkDYTE/bZzJtddJ2UQvbvx/C1PfSEhOvbdlgHJBbI23Ls8VX7Amr8QQ688U4Tgcu6LtJ3CJvxia4tD6PPa93hNcFv3Vr4DI+Y9IWINYGl1RrNmiRl5ctwiXFFXyalphfYv58kUiI82PM/x5cQyEndiprq9A32SsoTNKazY+b67zRbjmn85xclUhGLhvAVmXJxI6rI8olZJ8MLqew1JkkYseusfO3S6SHAAgHTMvLllWzkwP2oYdVoUKOd2CzRb5dDhzn2OOCvpu0ZSssdY+jDr7ysHo6YIOcDQsJ3LBJOh2zLJtKd05YLWXxbWDlZjRZKVihaqlpRWL76BioDbHpYUWjsBhCrczvkWQ0ANkKhwwzS5X1rKxYuF0l+lzse1s6Hvel219uJDpPDYufD+lpg48f2JxyIL6/nZKwBZ4D3RanPjDM5ZJMRQm4woB0p4uo7Zw4zmZc0HeT+OIAvWb9jZ7h9P54pEfDUtWK0C1S22g3GLPDtniELZAgFrkSH4BMpKK8LWHiEBC5MQCW3Zin66FRtcZBIou+UUZL/EVogbc+q0Sum7Fz9l1pis7qLWsgEK0KxC9sfx5yuoyc5uIeIX1vKhdzA2nU4Owm8dj1bi6XXfWhx87BTvYbXHYi5oKyc5ApcgB8t8YWnIHFBX03yY8zJQBg1meXEMZEkilfKyvty8CFcMN0jku5tVnoWYtsAegjH+IvFx+gzI8BY3e1D5aG/WrsebPGBqNRBSRN7WlUokFSIIqmEYni26vrXAUJiCxxMT95eYnCXN1AdzGLRblIgscSBLZRs4yWyfZB164TlLpQr/RwoXTQiiICNiUHi7PfoYGdaXIDrUgls+ATye4zYB0nhgv6bhOs2rVbvW/AIbPk4ylow40dVkBvi0hJRSLdbNK6zZ+IyghsgYSiDUbGfa3a7toBIvFsVpjCt2o9gvAdwcIPIZZqU/+b5tMV4ev4d63esMFgidZTbC1QHeshhCRhiVjirVQu5nIxv/9Wohtn4S0OyDa2aQASiSjMs6ulu5tCfof7CgPcYTm/uMslPpDtOD1wQd8LQgRLmyinuSbpxN28Wcfuat8mNxoJJX0XsW0zUY6S0kJkucWtTgBI2jYhZDEMLLYm/8RSDqhNGGrUGE1RXozcK5JkFaob7ElkimbJBzeSuWlaC1WLjQGAg7WlJYt7j4VlhgYrW7QV62fposoUbPA1+Ort3LWJ1xYC2Wo0OlLldmPyHqZp2LKx2G0Lvc+wRaB91aBEut0gCAt7OM4WuKDvBZmYvzYspjw0SXdKCAU897GozOR9NmgnUdz35MXY/ixKIwyWbSyiNcCYyqElCIUZ+rebdS5GXVqwlYsqFM5GlX7aZLbD9277DaKYsO9qVEzcbf9hAWJJ8HgSSaAwEblPJAHAolYatahn0FpdKcHvX7sF3HqR+xg9ywYunKfaBrD4bjSbdjviET2BraJBEh2undY2Wwhvrbw/1nE8XXDwobd+p9BDc1F3euOCvhdM3B1Z4Ok8/eqd61/GV0UKsyBbCzM02g27whQFWQD6U6U9Zjv4XhNpCkFYFUnA+HIF3Q2NOkU9MxRz14Qp/uAC19xR5JYJk5MgXGqvbotojJ6LGqFN4ZkJLqnX7GKhh/DMTYtP2zEEP/zGYvRZr0UfOs9ZtMHmcq3ysZ5AN7oJ+9xlzmzth5364Hvlfw/PGxVzw21Tb8fBDlcscvokkaAbobJCMe61YPDExQ5hi4ljs8HtMkXz/9rCv2jSKi8vW+hjIxYe2QBKK1FSLSSAVApIWQ6V0nysYVFA6xTxdB4onwCGxhnPDpg7xUIagyuoEUQzSUEvrzC5WHWN+2vaTNbWDNWYDz0kBAvH1RaDb9EvIjZztcPdsCU9VifqWTzulor/Lls0GkB7oq+dsK3Ax1wu8TDXVMyfDkSNflj42nG64Bb6XiHC9Uc7VzeKky60W+4Td0e507VBd0R+DAiZF5MZrjaUKbJMsxYNIgK21uiQTVQZYkZHxFaub1o63YSJ7fJ1RqcEy72ybgthIBq8HDsfuZCCyCZsH3lzH5UW6RfXpuV2HwazOcYmGAVLtFk3Qe8YxBSJZsQC3bM2dj3PMaHrp3wriVoP10WnBbzTCU67FSUTXxwFiLmW3OXi9MYF/SDptNxzYxREYLOvNFhlIVYdiGaFNmySUPB3JzP01acLFOZkCkDMCkYCSMUakkTMmobwdTJlbhuhu0Ysg2NYpxSIUr0q0Jp4lB2Oytdi+dfjM1NDioDow+jYwupI/cah91o/tGf5Hr7o+DZtvaZdEOjKGnD9O+1zD+LfG7fMZz4EzHzQVniKXR+96u04MVzQD5JgaQcSKU67F9l84wbxHD4FnH4kGjQTcLLSyMmYL95CABMpc4GkgJGzTLYVBl5Hz0SrLbUmtNi2E/cBpx+l2FTXuQZq0vzzrYlIEtUpTCYKuWpSGX7eiM0iRYeFHiesi9paj1Q2W/C96DYouqWFHnzRWwhjv9/dlS7lSzYeUFnbfvOw2hXQ7lrpp97OsccF/SAZPdsevhgSeE3c3Z4XHYiE5cQDLJMdMdeH3fRBrIHYgGYqJp4SWdeSACTFePZAbhStyyGZoO8/mbZcMQmWjU84Csvh2a5RPMXPm01ul5Boin2IP5cEQyQ3JZlSil2oa1jJqZOtxDXeAG5VLpUHph/uslhGbJtmn+6evoht33VJvZgPvZP4+qzxeQiO0wMX9INEhGtiBpLpyOJsKwdGlJz9GDB5twm5Wd4hDDJbaI/4yE9wiv3QCfrhWzHOJsZL7wHrsdBASVi4orlk0kPs+mdt/yE2PVjxgM1YTTD/SzLkcalHlnytRL/+2i02PKkc49M3WejN9mMPrpnWohSxActGjXXfFHbYb9hiwhqpHiIKdFjou+FDv9McNDFBdwvd6QMX9ENBSAuQMvdHLIwtPwZImjHsQ2MUonSBrpfRc1xHM2QrjItUOsttz3wPB0iDWyWRAJI5TtePr+LTyusSrHyz0jdZ08HKtzQFo2eB0dOR8MVnha7fBq58G1i6wkiYTJGC1M3l0mxG3xUeb764OUHV0rtcWq+y2rGPPgZFG7XePmiNWcr9Wvs7pqMRCfvu1bhsEvQ9yHHjDBQetngYSOUsvttcJJP30gWRLQLDp4GRU9GMToBCmkgBKQVmPgwsvW0aFhOGhvmqM3m0TGttcobmyDnmkckUOBGpXgUHStOW/Mv845lizA1i++0U4zBbVM16TtZoAWcKjIcvzVMgFWxUGpUuvRALawz7DhkltRGbjYroe9o2Dblf+hDhWy8xemTmA90/T6QQrdUaq9uO6FK/bRuFHoLeGZ6YTG+9SIdz7HEL/TAweQ996UHQcqMMCUxmaP2KUCRzI9HnJ+7nQOfMw5FAjpyK9hmiSRIp/jUqFhZYY06WECcejxdPZmnxhyiLZDoW5hdEp0N8xu5CKwfLynWbjZpl/cXSD6zcsJj2MPjaxULXhi2cMWJrgp7gWEKb9drNH90lmddWItxzKTqNejqNjhj5O2H4VMcCId2+cpt9Bws91CeZcUF3tsQt9MNAMt3uSxcBJu7ZOoa9cIKWeiYfCXp+ku6YpXf4OvjZkxlORMoW6Ndu5R+3hSuC+yKdo163BjuFg6cAkIwn7oqRG+MEqpagquVmT3A/LVdMkz2AKrpMtNJower8OI8tpCkInwObUwHHH3dDhIH2tLXx7+6X1lR9GzPASmwfnfvaxuUSUirUY5O96uXuZR0HfVjoInJORL4lIpdF5GUR+WyXMiIivywib4jICyLy0b2p7jEiN9J7hilAq/7UI3zeGkxE+7qlIaIlN8bkW02LIy+csMk9DYp5psCFlcMkp7jACCisIUNk52LNCYspj2dWzAyzoUmkosaiXokmDfWy0APB1RDEKz71vzMZV3h8v5EpIU6+M6vhnU61byVai9Vlpw1NKste2Ljl9XGXi7MN/bhc6gCeUNWHAHwcwM+JSKcT8ocA3Gd/jwP4R7taS2drOq3m8HrohOVo/xDFJD9O8U7lKdK1Ei3hsOLR2IVo0lKciYvR4h31jnDCZKY9j/eIJdtKZimO2WH+DU0xVQDQ3mBUbWm9uIiGUMyVa5tFMN4TiD/uJHa8vLz5vbDiUrdZrDsiVj64TMKxrVxtn1wUz2ffi+JUtHpUIs39e+ii04NtBV1Vb6jqc/Z8FcBlG0m0dAAAC89JREFUAGc6iv0VAL+u5E8AjInIKTj7Q6drJsSLn3qE6QdGT0erAhWn0PIXA1FO9uIMLfTiVPfvmDArMdExUJfKWly8uQcSFi0TlsQTez55d2RpBjbmgeV3gbnXertMWos8xF/HynQT3G7vxUVw4a0u2wQLPU0XR2uW6/t03wBRzwQA5r67udxWIZRxitP8TTt7SY5j7OjKEJELAB4F8HTHR2cAvBd7fRWbRR8i8riIPCMiz8zNze2spk5v8uPAdKzTdM8PAg/95c0ZHgGGIqaH2nOFZIrA+U9s/R3ZEYr+5D3t74cZpIUp5n1JhPQD6UjQUlmKUGGSvQax5F7Bgl16B4BGlmizHk242hRmGIS82f46Ttz90mwCs5fbF1/uRisnju0viP6dZE8MhOPfaiB2J/Qr/M6xpe9BUREpAvgKgM+p6krnx1022XS1quqTAJ4EgEuXLu1mgO/xZuaDFMmNeYpHMhWF/gUuPAbMvsqEXdrkIGyzSn/3zIfoe59+eLP7Zvwip67nRoAL38c85nFCw9AKvbR46VSOAl8r06UycTfLjZ2jm0YbkeXarNtiF8OMkR+aiLkr6j2s8JgPvTM7Y3yWaW2DvvhWWoEeBAs9PQRgHi1//eLbUZmNBTY+E/dEEUdbEU+HuyUu1M7u0Jegi0gaFPMvq+pTXYpcBXAu9vosgOvvv3pOXwRLsJe7BKAFfXEKuPVKlGN76AS78WP206W6CFB+LLKcOxsJIHKtpHMWBpmM0gIkUoylB9pD+Fr5v9PsXTTr9N2nC+wBDE3G0gbEkoa1DTDGJjKlMh2CHl/pp0vyrm4EQS+coHBDN6cfCNFDoYHrvqPoe8OM2U7bpml55vd7/VJn4OknykUAfAnAZVX9Qo9iXwXw0xbt8nEAy6p6Yxfr6ewWIXIma+uPFqd31pXvjFARobvn3McoxiE1QCrXdXNuE5vif+YSUxSIsMdQOBFNbAKiUMVER2MSj3zpnIATH9TstkRdN4KgA2yMevUMdsrIJs8jv6u8EjVa7kpxdol+LPTHAHwGwIsi8ry993kA5wFAVb8I4HcA/DCANwBsAPivd7+qzq7Qytp4GigGkduBoEx/AJvyiaSy/MsUmVIgLCA9eS8w/8bmfcTdOvHQzLgQd6aLDQOWwRLXJi3p4HKJ77u2QSs6P745vLEXcUEPkS49t9lC6Ftx4nZOi1OMbmnbvAEs9LkCkuPsgG0FXVW/jW3ueFVVAD+3W5Vy9pChCU4Eii9rthMLMZlCz8smNBZhf9nh7uWC+yWRareu29ZitbqtXOX7YZJTXNBXzKsXb2AK00w5UF5pF/RNbo9YTpnySoeg2+Ie8QYmNxqFO4a4+27zBBavbH5v5kPtYw+e09zZI3ym6HEjP06Ldv51oHiSPvCtJjDthG5Lo2VH+J1xEkmmLuhMKBYGToGOWPVVunA6MyomzXdenIlyjqfzbABaA65brUxkxx2s5c6FO+K++HgvoLwE3FxizvhexOvfOfbQ2cNxl4uzS7igH0eyxa3F6E5pLWwcG0zsDHMMhNj5EB+en9gcX33iAWD1BnsUEA7ebswzdr5RpWtlaDIamAWiLJAb83zdK91st7U54y4XoD3csNOHDzABWreB4u3obGS6pUx2nDvAryRn98iPW+TMzPZlA4kE/fJj5zd/lhliet7g8csWgfG7KIBhYeogtPFB2GDNb5ku196Pp+FtRd9YwxRfQq+roHdEwcTLb+Wl7EyBuylFsePcGS7ozu4hZkUPdUkfsBWpbG+3QyrLxT3iYYKjZ6NGI1jnYQWiuOVdr2xtoQPtg7bhvSDoYYAzpATo5Par7ZEwc5e7f1eoX2h0OhuCbo2F49wBfiU5h5/hk+2vs0X+FaYjl8fwKYpubiwSzEa194IQtdLmNV3DwGmIH2/WKOanHolSJHRSL7NR6cyv0tlATd5D8b/xfHsqAGD3xjCcY49b6M7RJe6/TiQo/IlEZGGvzTIypduMzepa+2SkRJoNRGvfIXe73SLxfDmnPhI9j8923Q4R7rczBa67XJxdwgXdGTzC4tn1Eh87/fOSiDJNBkZOtw/KdluMY/xitOjG5L18r7bBvC9hklCg16SkZHazoHuyLWeXcJeLM5hkh4HSAv3tna6VZJZiH08F3BlpkspauGQsiVlIgRD2n0hxAWyAES9xek1KcveKs4e4aeAMJqNnmZs9N2q5ZUIUjESDtkGMuxGEfKsBy3jGylqHj72XoGf7SOrlOHeIW+jOYJJIticrO/EA3SLZYhSq2JbWtsNFEoS822SpQCqzWcgDvaJ2CpOMk1+9aW4ZT9Dl7B4u6M7xIJGIMj8Gyzo3CoyeZ6qA3Fh7+fw449gLW2SwDP717IhNfjLCSlG9yBR6T7hynPeBC7pz/EhlOMCZHaYlP3p2cxkRYHibCVLB754bY/nyMmeudtuf4+wDLujO8SQ/tn2Z7QiTm/LjtmBI485SATjOLuFXn+PcKckUMHqm/bXjHCAe5eI4jjMguKA7juMMCC7ojuM4A4ILuuM4zoDggu44jjMguKA7juMMCC7ojuM4A4ILuuM4zoAg2itv815/scgcgHfucPMTAG7vYnUOG358R5dBPjbAj+8wcJeqdk0ydGCC/n4QkWdU9dJB12Ov8OM7ugzysQF+fIcdd7k4juMMCC7ojuM4A8JRFfQnD7oCe4wf39FlkI8N8OM71BxJH7rjOI6zmaNqoTuO4zgduKA7juMMCEdO0EXk0yLyqoi8ISJ/+6DrcyeIyP8tIrMi8lLsvQkR+YaIvG6P4/a+iMgv2/G+ICIfPbiab4+InBORb4nIZRF5WUQ+a+8PyvHlRORPReTP7fj+Z3v/oog8bcf3L0QkY+9n7fUb9vmFg6x/P4hIUkS+IyJfs9eDdGxXRORFEXleRJ6x9wbi2gSOmKCLSBLA/wnghwB8AMBPiMgHDrZWd8SvAfh0x3t/G8A3VfU+AN+01wCP9T77exzAP9qnOt4pdQBPqOpDAD4O4OfsNxqU46sA+EFVfQTARwB8WkQ+DuAXAfwDO75FAD9j5X8GwKKq3gvgH1i5w85nAVyOvR6kYwOAH1DVj8TizQfl2gRU9cj8AfgEgN+Lvf55AD9/0PW6w2O5AOCl2OtXAZyy56cAvGrP/zGAn+hW7ij8AfhXAP7TQTw+AEMAngPwveDswpS937pOAfwegE/Y85SVk4Ou+xbHdBYUtR8E8DUAMijHZvW8AuBEx3sDc20eKQsdwBkA78VeX7X3BoEZVb0BAPY4be8f2WO2LvijAJ7GAB2fuSSeBzAL4BsA3gSwpKp1KxI/htbx2efLACb3t8Y74pcA/C0ATXs9icE5NgBQAF8XkWdF5HF7b2CuzaO2qq10eW/Q4y6P5DGLSBHAVwB8TlVXRLodBot2ee9QH5+qNgB8RETGAPwWgIe6FbPHI3N8IvKXAMyq6rMi8qnwdpeiR+7YYjymqtdFZBrAN0Tku1uUPXLHd9Qs9KsAzsVenwVw/YDqstvcEpFTAGCPs/b+kTtmEUmDYv5lVX3K3h6Y4wuo6hKA3wfHCsZEJBhI8WNoHZ99PgpgYX9r2jePAfjLInIFwD8H3S6/hME4NgCAql63x1mwMf4YBujaPGqC/mcA7rNR9wyAHwfw1QOu027xVQB/zZ7/NdD3HN7/aRtx/ziA5dA9PIwITfEvAbisql+IfTQoxzdlljlEJA/gPwEHEL8F4MesWOfxheP+MQD/Ts0he9hQ1Z9X1bOqegG8t/6dqv4UBuDYAEBECiIyHJ4D+M8AvIQBuTYBHK1BUbtWfhjAa6Df8u8cdH3u8Bh+A8ANADXQCvgZ0Pf4TQCv2+OElRUwsudNAC8CuHTQ9d/m2D4JdktfAPC8/f3wAB3fhwF8x47vJQC/YO/fDeBPAbwB4F8CyNr7OXv9hn1+90EfQ5/H+SkAXxukY7Pj+HP7eznox6Bcm6rqU/8dx3EGhaPmcnEcx3F64ILuOI4zILigO47jDAgu6I7jOAOCC7rjOM6A4ILuOI4zILigO47jDAj/PwWOWXdKzMteAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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gHHkenWATFZf8Mh3liEdFRLzgy4OCSsiv0NeCSsgvh7xCXfwFev/WpHZGY4UjR4qDPo50pImnbIXcs4Z0Cpo3Q9MLcOxlfcoHFYHF10PxTDX/FNVAQZV2qqcDrw+8xUNvE9GOPb8cqhaNfJ5UHHqa1KzW3agjG+OASeur46hAdR2G5hfVNDbkNT0qIIPNacGSrHVZ6zOmtlej2BijDxDphJoGjaPC6csHz5kbe2SFI0e00KHBcYytkHum09MM+x+Fg0+qWARKoHY11K7S12Dp6W7h1OALQOUCXUbDGB25RDrUZJeIQDLsvkYgEYJ4SD+/cCt07lez2uBRWgaP70RBKajQ0VlRjb4WVqv4TYa4pJOQCGs7UzF9QEgnBjr/fj9R1DU3RnWbccBJq5A6ab0XJ6WfxVD4AgMjMHCPcwaOF4+OED1e8Pj1M/D4VHDEoyM8j1fXZUawvjx3ZJmnDwwe38CxXp9+dqfAxGiFI0eKg36SacedQjZtheNMwhj1Q7Rsg0NPQfsr+qOdvRYWXAm1a87op8dxITJgniqrz+0YY7RTjvWqiMR73aVPl/71PXB8Bxx8in7TWYZM5+r1D7z6guDJ0w7a4wMcvVZmlOQkIJVwO/ukbvMImo0wTKefOXfmOh7/gLnO63fNdvluB+4/ccmMQrLFxeMFT+DEc2FUtEx6YNSSig60OzPSSyd1m5ODf/WCD6vATjFWOHKkJOjHMegUsjYk99VPrFeFIrNE2nV9cS2c+25ouERt/JbJQ2QgGKB4xuj7p5Pqk+ltVvNYqHUgbDkV09FNvG8gSCAR0nVO0u2QU4C4T+4+t/P2DjzN+/KyBCHLj+N1RcgXcIMV8vT4jBhlXsE9LjNCyBopeP0Dvq7M+bzG3c7ANb2DzZuSNaqSgWtkPj8npaKSEUfMwCtA7zEdAWaPYIKlk25GtcKRIyX5mssRT9oKua9akjFo2giHnoaWl/XH7y+AmStg2RvVFDUVzutJxBiDY8B7pvrY0qmBkUisR5dEWEc2FfMgGYdYl3aOTgooUt+Jx6eRYcUzoXCGvg+WaMecTqqoJKOu8GQtTsoVA2dAFJzkiWHNqbieQ8QViqzPPp3U7ZmRRSb/Jvt8xkE7ePQ1815gQBwGiUU2JbPggr/NMpWZE81l/e/T0H345OPrzgNf1aT9i8AKR86U5efhESGasiG5ryrSKTi+TcWiaaP+qAuqYOkb9AdVMX9amKGMmyMUSaSIJNLukqInmqS1L05bZgnFiSXSFAV9lOX7KS3IozTfT1m+n+Kgj+KgvpYE/RQGvKRdn1wi7ZBMOyRSjmupEUQGXoN+r3u8j4DvFJlhjdEQ5li3KxS9J4YWe/O0QzVAMgThDoh20h9yXHcelM+FktnqA5ku4cPGDAhTv1BFTnxNRLTDz+zfP3Jg0HvU9DRzZe7X7jeRJfU1r2gy7w6wwpEzZQU+rZBrhWP6kwjD0S0qFMe26A/VX6Dmp4aLofqc0z6qiCXTHGwPs681xL7WEPvbQkQTQ3+vfF6hqihATXGQxTOKKQx46Y0m6Y4k6Y4mae6K0htL4jjD2OvHiN/roTjoozDgI8/nIc/rIc/nIeDTRNiygjzKC/yU5edRVuCnrMDfv5+M9rk6jnb+fccgdHwg+dGfr47dwio1S4Xb1HyYciO3vH598q5dpVFtRTOmheAPiQjkFehyOq7tdR3lTF2ipxWOHCl1RxzWVDWNCbXCxrvg+HZ90gqUQP2FULceZq7SzucUcbQ7yrP7O9jS2E0i5aiVo980YWjrS2Dcp8pZZflsmFdBTXGQwoCXgjwvBXk+CvK8FAf9lBf4R+2QjTGEE2lCsRR9sSS9sRSRRAqviHbq7uL3etwWDJi9HGOIJtKE4in63OP7YimiiTQJd5QSiqeIp3REFIoNExmFmtAyIuLxCD6P4MXB58TxpGP401F8ksbn9eAPFOLLr8ITKIBUHOlpQvqOIsbBl19EQdEyCkvKKCiporC4nECeD69H8IYFbzSs7wfdX55X7zH7cxkKEUFwrU/T2DQ5XbHCkSMVhX4QSDvWOT4t6WmCR7+mpqjF18OcDVC56JQ+lfZEkjx/sINnD3RwpCOCCCytLaE0368WBLcTcwyc11DBoppi5lcXUhiY+M9QRCgK+CgK+JhZOrUlRZJpR0c7kQRdkSS90eQJprBkMkUy2ksqFsZJhEklk6QNpMRDOr+ApLeQiDdIKu2Q7OzFCR9SM5UIJjgTU1hFUgKEu1Kk2g3Q7S5TQ0bQPa5VzCPg83jwewWf16Pil+XXyAgvaH/gOIaUMaQdXbIF2RgVLxE9v9cj/e89ouf1uH+LCAZDKm1IOZlXh4DPwzkzS1zviOm/uB4n6psXEIR1c8v7Iz7F9ZfUledPyncsGyscOVKQ58MjQtpAbBiTguU00bEfHvu6Okiv+XLu4aEToCeS5EhnhMauCEc6dWntjWEM1FcW8Lbz5nD+vEpKC07dKOdU4fd6qC4OUF0cGFiZSqjpKXRcczuM42afV2hORkGFjgCTEf1/deyBroNQklCTzqy1MOtcCJxoj0+kBvw+0WQaYwxpx+2wjSGZdkimTb9oZfw5oB2843bomc447Thup6yvibQhmeUDygh82t0/6Th0RZLEkw6GjBCA477P7Jdyz+s4ZsC/nXGAZ0QEThKUzHvHDIyOpN//BB6PUBzwUVEYcMVhAOPen+MMjB7nlBcQdIUjc76qojwrHKcLEaEwz6vzjtsRx/Th+E544pva4Vz5RY2qmSL6YkmeP9DJM/s7ONwR7l9fWZRHfUUBF8yvZP3ccmaV5U9ZG6Yd4XYtxRLpBIz6KsrmauJeJp8gkyPTsV99G8bo/6tmGVQuVJ+Fd+iuSE1QeZQN4y6Ip9JEXVGJJAbeJ1IqJOlh/D4ejz6x+zxCwO8l4PpwAn4v4ViKoz1RjvXEON4bI5lyINu0xYCpK8/noSTfT6m7ZPuFfF7B7/Xg93jweOg3rUn/SMMdFcjAeTMjnczIZLpihWMMFAZ8hOK2XtW0oflFePq7WvH1yi/oU+0kk0o7vNzcwzP72nm5qYe0Y5hTUcDN6+qYX100JWaAVwXxPmjdrQ5sX1Cj04pnaM5AOgUde+HwX1RUEhHtGYtnwtyLtPTJOMOejTF0R5K0hzTCLBIfeIjLRIcF/V5K8/0nOPb97ms8maapK0JjV5TGzgjJ9PABBRWFeaytL6euvIDKojy8rmlIskXHl0NAwBnIWfiNHz9FAR/dkYSNqpoOHHgCnv8/Go55+T9qzP4k0RtLsq2phy2N3ew82kssmaYk38/VS2dw4YJK5lSchmiZ6UIqDu171afk8WmEWtlcfYRPJaDxBWh8XsuN+F1BySx5hWO+nDGGUDxFbyxFVzhBeyhOKm3weKCsII/ZZSrcBXlegj7vSTXkook0x3qi7G8Lcag9THtIo7RK8/0sn1VKcfDkLrAo6KOuvICis/GBIEdG/WRE5OPAT4E+4MfAucBnjTEPTXHbph1FQR+JtI2qOq04Dmy5G3b/N8xYDpd8alwd0mDaQ3E2HerkpSPd7G8LYQyUFvg5f34F584pZ9mskjM36S4XEmEVi+4jmidQVq9mJl+ejiiaN0PzJk2yLKuHJTeqCWqMwQlpx9ARjtPtOt37Yql+c5Pf5/pWigJUFObh8554bh2NJGjqinK0W01NnWEVCo8Is8vzuXRxCfOqinKKVLMMTy6Seosx5nYRuQ6oBt6PCsmZLxzhdnX2zVgO6IgjkTK2Qu7pIhGGv9yhuRmLr4dz3zOsbTwXVCy62Hiok0Pt6rOYU1HA61fPYnVdGXMrC87uzsVx9Pvf0+SWZBH1XVQt1uS11p1qiurcr+apqkUa/lw6e0yXSaYdOkIJWvtidIQSpB0dUZQE/cwuz6ck6Kck30e+33vC/8MYQ1ckSVNXhOauKE1dUUJxDRUO+r3MKguybFYJtaVBZpQETwjTtUyMXH51mf/UjcBPjTFbJYdfk4jMAX4OzAQc4E5jzO2D9jkHFaG1wOeNMd/J2vZx4IPu9X9kjPmeu/6XwBJ3tzKg2xizJof7GDtNmzTruGI++PMpCfpIph0cNyS3IM8OZU8ZvUfhiW9prsaGD8LCq8d9qr5YkjufPMDOo1omfW5lITevq2N9Q8WJkUJnK8ZoxFPnAU3Q8/g1297rVwHZeo8+VIFWs52xAmavh6LqMV2mN5bkYFuY9lBc/eV+D7VlQWqKg5Tl+0d8MOuJJnlsdysHXcEvCviYXZ5PXXk+s8vyqSjMO7tFf4rJpefbLCIPAfOAfxSRYlQIRiMFfMoY86J7zGYRedgYszNrn07gY8Cbsg8UkRWoaGwAEsCfROT3xpi9xpi3Ze33v4CeHNoyPmatgaMvaaXOuvUU5/s1CTDl0BtNWeE4VTRvhme+ryUlrvwCzFg27lO1h+J89+FX6AjFefPa2f2JdxaXVEInqmrepCM88bglxbMmeCqbo+Xly+dppvcYO+hwPMWBtjDHe2P4vEJ9RQE1xUFK8n2jdvaOY3ipsZtn97cjIly8qIqF1UWUWdPTKSWXnu8DwBrggDEmIiIVqLlqRIwxx4Bj7vs+EdkFzAZ2Zu3TCrSKyGsHHb4UeM4YEwEQkSeANwPfyuzgjnreClyZwz2Mj+KZUFKr4jF7HSVBzVyNJdN0RxNTnmh11pOIwIs/hwOPqQP20r8f81NtNk1dEf73w3uJp9J88polLJk5zORHZyvRLtj3qDq3RXSK28JqFYcCd87ygopxZ+DHkmn2t4Vo6YnhEWFedSH1FQU5m5Ba+2I8srOV470x5lUVcsU5NZTmn3l5Mq8GchGOC4EtxpiwiLwbNSvdPsoxJyAiDahT/fkcD9kO3CYilUAUNZNtGrTPJcBxY8zeYa55K3ArQH39BBLCZp0Lu/8APY2UFeTj9eiIozuSHP85LaPTsh2e+3dNJlv2Rlj5VxMqGbKvtY/vPbKXPJ+Hf7j+nLM7MmooWnfDjvu1ump5A5zzWjVBTfApPpZM09YXp7UvRnckiYj6keZWFuRUTDEUT3GoPczhjgj7WkPk53l47apaFtUU2RHGaSQX4fh3YLWIrAY+A9yF+i4uy+UCIlIE3At8whjTm8sxxphdIvJN4GEgBGxFTV/ZvAO4Z4Rz3AncCbB+/frxV3+rWQb7/gxHX6Kk+NL+mkNWOKaIVBy2/Ce88icd8V3zFahePKFTbm3s5t8f309FUR6fvGYxVUXWjwGo87vrIBx+Bo48q2aopW/Qyav84x9Np9IOTV1RWvvi9Eb1d1IY8NFQVcjssnyC/pEFo7Uvxu5jfRzujNDeFwfUh7FqTikXzq8c9XjL1JOLcKSMMUZE3gjcboy5S0Tem8vJRcSPisbdxpj7xtIwY8xdqEghIl8HmrLO6wNuAtaN5ZzjwuvXksZHX6K0/DWZ69MTHWa+Zcv46TwIf7lds4sXXw9r3jkw7eY4aA/Fuf/FZp470EFDVSEfv3oRJcGz3LThpKF1l/qNWrZppVrxaj7Gue+acOZ9W1+cPS19/bkvC2uKqC4O5JQkmXYMzx/oYOOhLkS0+OMli6qYW1lIVZF1dk8nchGOPhH5R+A9wCUi4gVG/fW5Poi7gF3GmO+OtWEiUmOMaRWRelQkLszafDWw2xjTNPTRk0ztGmjaRGXfHkAnnLQjjknEGNjzBx1pBIrVAZ7r/AND0BdL8vuXj/Ho7lY8ItywspbXrao9e59UYz0aIdW6203O61WxqJin0WmzztUw2wl0zPFUmr3H1X9REPCyvqGcsoLcZ51r7Yvx4I7jtPfFWTarhMsWV5+9/69XAbkIx9uAd6L5HC1uR/7tHI67CBWbbSKyxV33OaAewBjzQxGZifouSgBHRD4BLHNNWve6Po4k8BFjTFfWud/OCGaqSaeoGsrmUNCxDb9nlc4/k9B5OeyXe4LEeuDZf9PcjNnr4fwPjTsLPJV2eHDHcf6w/RjxZJqLFlbxxjWzqSic3Gkzpz3xkE632tOoo7hwu07qE+3WUh+ZSayCkxMccLQ7yivH+3CMYX51IQ2VhTnnODmOYeOhTp4/2EnQ7+ENa2axoHryJx6yTC6jCocrFncD54nI64AXjDE/z+G4pxlyHsQTzw3UDbPtknHdTJcAACAASURBVBGOe99o1590atfg2fU7iiRGyugXuzeatMIxEVq2wTP/qmGf62+BRdeO+6k3lXb40VMH2XSokzVzynjLurqzp9hgOqlT4fY0ab5L1C1BngmdrVqi06368nVukkmq6RVNpNnV0ktnKEFZgZ9zakvGVKYjO0pqycxirlhS018S3DK9yaXkyFvREcbjqBD8q4j8vTHmN1PctulF9TnIvkcodzpJpSsB6I4mqSmxIbnj4tjLWtW2aAZc8XmtOTVOskXjrefN4brlU1chd9qRisO2X0N3o1acLZkNs9fpbHlFMyEdV/OUv1BFI79swpc0xtDUFWVfawgElswspq48P2cfRDLt8PyBTjYf7iLo1yipxTNsaPSriVweDz4PnOfmXCAi1cAjwJkvHKm4TmFZWqelLWaupOzF/XQm4kCB9XOMl4798NR3tHO7+ksTqjWVdszZKxrJGLz8Sy1bvuwNGgGY3XnH+7ToIEYntpqEQpDheIpdx3rpjiSpLMpjaW3JmEbdjZ0RHtl1nO5IkuWzSrjU+jJeleQiHJ6MaLh0oP7hM5+Nd2ny30136g9y1rkUeXdzrK+DovpquiM2smrM9B6Dx7+hTvDL/3HConHnkwfYdKiTv1p/lolGIgIv/0L9F8vfBNVLBralEgP+DY8H6s4/aYKksZJMOxzuiHCkM4xHhOWzS6gtzd0UGIqn+Mu+dnYe7aWswM/N6+psLs2rmFyE408i8iADzui3AX+YuiZNIyrmwcEndJKawkooqCBYVEa8rYeKQJruqB1xjIlIJzx2G2DUPDUBW7uONAZE4/oVZ5NohLVeVKQLVrwFKhfo+mi3JvD1tegMfAVVWp5lAuKcSjsc6YxwuDNCOm2YWRpk0YyinJL3QBMANx3q4qUjXRh0ytzz51fYgoOvcnJxjv+9iLwFjZIStFjh/VPesulAxXx97TqowgHkVS8gcWwfi5vu4+WSy4A5p699ryYSYR1pxHvhqn9WM9U4Mcbw/547zMaDnfzV+rozQzQytaCG8xOk4jovd6wb9j8G8R5YebM+3MR6dCbEWLc6xEvrtETLBEYZacfQ1BXhUEeEZMqhujjA/OpCinPMg0mkHLY0drPpcCeJlMM5M4u5cH7VGTmV7tlITiEQxph70US+s4vyBkA0Br5uPQCFFbXECsKkpJV5jfeRPOLHP2fthEsznNEkY/DktzVE9LLPDDwhj5MHdxznyVfauHFlLdevqJ2kRk4QY1QUAyVj/y6EWmHX7yDcofNbeN3FFwAnpYKRjA7s78uDVW/TeS96muH4dk1UrVmqzvEJlGYBiCRSbGnsJhJPU1mUx/zqopxrQjmOYeexXp7d30EonmJ+dSGvWVBlqw6fYQwrHCLSh86HftImwBhjJm/KtemKL6BzC3Qe6F9VVRwg7QnQNv8m0jt+S2LXH/CHmjXT2XeW5QvkQrxPRxqdB+DCj2pV1Qmw+XAXv9ncyPqGCm5aO7Z5H6aMSCfs+aNOclRQCbPXap2n0cp2GKM+tH1/1u/anPN0Xot0XCvSphLgDUDxLJ2SNbMUVKqwtO6CrkOQX6FJfJPw/esIxdnW3IOIcG59GZVjKM9yqD3MU3vbaA8lmFUW5MZVtcw+W0KizzKGFQ5jjI2PAzVXHduqP3IRqovyMEDU+DhQfQMra45Q2LpZJ7xZ8y7Isw6/fiKd8OjX9LO55FP9o7bxcqg9zI+ePMC8qkI+cPG801+CwklrjafDz2rJ97mv0Y5878Na0XfGCjcre4j5tZNRFZu2PfodW/q63H0RqTg0bdRyIeUNmqcxxpn2huJIR4S9rX0UBnysrivLOaeirS/OU3vbONwRoazAz+tW1bLQFiE8o7ETSoxGxXw4+KSWnC6ooK6iAAHawwkQoaVsHXVz5sPLv9IkrPoLTneLpwe9x+Cxr2kW8xWf659Fcbx0hhPc8eheSvJ9fPTKReT5TrNztbtRCzGG29VEtPBq16dwmd770ZfUhHR0i44m+kuTV4G/QL9T8T4tKDhnQ27mrVRcr9f+io5IZq4a82x7Q+E4hl0tvRzrjlFdHGD5rJKTpmUd6piDHWG2N/dwsD1MwOflsiXVrK4rO7un2D1LsMIxGhkHeecBKKiguihASb6f5q4oM0qCmsvRsEB/wC3bYM751t/ReRAe+zpg4Kp/mrBPI5ZMc8ef9xJPOXzqxqWndw6GcAccflqd0cESWPXWk++vpFaXBVdA2271YYTboWOvjl5BE/HWvmfkIAFj1PEdbtMl5s5Z5i/QB5Rg6YRvJ5ZMs625h55IknnVhcyvKhxxpNATSbLjaA87jvYSiqcoDHjZ0FDB2rnlNh/jLMIKx2iUzSXbQS4i1JYGaemNMb+6aCAkd+ZK2PMnLfkwCU+Br0oinbD3ITXB5BXBlZ+fUPQU6PSiP3h0H01dUT5x9aKx28zTKdj/Z52EaObK4R3H0W6tl5VO6v+8rP5EH0WkEw7/RWeD9Phg7oVQ/5qR/Qr+fDVVZZMI6+i1sGbkY9NJaH5RzVEAwTKd67uwanwO+CFoD8XZcbQXxxhW1ZWOWAWhK5zgL/vb2Xs8hAg0VOpESvOqCu0I4ywkJ+EQkbnAImPMIyKSD/iMMX1T27Rpgj+onV/nwf5VcysLeXZ/B8aYgSTAmmWw7xEddZxtwtGxX8XiyLNq969bB+tu6Q9hHi8tPTFu//MrdIWTfPiy+ayYPegJOxUfvex6y8vaAYPm5Mw6F2at1dGCMVrfqWmjmn8Q9RU0bdKOuXimikgyohNLeTxaHLD+gvHnRuQVjn5sxoeRCKsZrHjWpAZeGGPY3xbmUHuYoqCPVXWlw06DHEmkeP5AJy839eDzCufPq2BFXaktT3+Wk0utqg+iM+lVAAvQooQ/BK6a2qZNIyrmqyC41JYGiaXSxFJpQrE0ybSD3xdQJ2XrTlh41YRDIl8VhDvgmTvUHOMLwKJrYPENUDxjwqfe09LH9x/bh1fg769fcnLF1MYX4MATsO69WhJ8KJw0HHlOhX/BFdoZH3kOjjyvk0NFu6DvuD4czDlfo6H8hdB3VJ3cXYf1OuLR+k/1F0w4A3tUEhFtZyqu1yysmtTTx1Nptjf30hVOMKssnyUzi4ccMSRSDi8d6WLT4S5SacPKuhLOn1eZ07waljOfXL4FHwE24E77aozZKyLD/FLPUCrmw6Gn1FxRUEFlUYCA10M86RBPpumNJjVssXaVmjLaX5mwM/hVwc77oWMfrP1rmH/5hDKUs3lmfzs/+8shqosDfOLqxSfnACRjajZyUhrKuvrtQ5tujm9Xv8Cia9X0VFavYtG0GVq2qsln8XUa/ZT9RJ/Zdx4aEmucCc2IlzPxPhUNx9HQ3PzyST19TzTJ1sZu0o5h2aySk6oHG2No7Yuz42gPu1v6iCcdFtYUcdHCqrOvNL1lRHIRjrgxJpFxmLmz741/KtZXI/0O8oNQUEFVUR55Pg8C9MVTdGeEo2yuOixbtp35wpGMwcGnoP5CnZ96knhwRwu/2tjIObXF/I/LFw79hNv0gl6/drU6mzv2QdWiE/dxHA2TLZ5xovM6vxwWXa2jQhjdV3CqcnMinWpS83ig/nyt5TWJHO+NseNoDwGfl3Pry07IAM+UR99xtJf2vjg+j7BoRhGr6srOntL0ljGRi3A8ISKfA/JF5BrgfwD/NbXNmkYYMyiDfB1VRQE8IhQGfITiKTrDCRZUo53QzBU6h3OsZ1KiXqYth5+GVEzNU5NEY2eE32xuYu3ccj506fyhQ0ITETUfVS/R0UJvs446yudpBeMMrTt1dLHipqHFYbpEvhmjJW3a94IvqD6USc4FOtgeZn9riLICP6vqyvpDmZNphxcPqzkqkXKYWRrkqqU1LJ5RbCOkLCOSi3B8FvgAsA34EFrg8MdT2ahpQ8d+iHToj7lkVn8GeWbYHvB58XmEIx0RzmtwC/bNXAmH/qLO1IaLTlfLpxZjNMmtrF4jfSYBxzH87JlDFOZ5ee9rGobPI2h8Tk1U8y7VpLsFV2oOTfNmfVLXk6mjvrBq0to3JSRjOjqNtKufZsbKSR3hZMp/tPTEmFkaZFltCR6P9OdtPLNPy4IsrCnigvmVtiyIJWdyKXLoAD9yl7MLX0CFo6dRzVXHtwPg93ooLfATTaYoy8/jcGd44Jj8cu1QW7ZpJvF0ebKdTDr2q/N4/Qcm7f7+vLuVQ+1hbr10/vCzyMX7VCBmLB9wGlcu0OXw0zrayyuE9j2aN7HsjdP38w+1asSX4+j9lNVP6um7wgn2tYXoiSRZUFPEvKpC0o7hQFuIZ/Z30NYXZ2apLQtiGR+5RFVt42SfRg86V/jXjDEdU9GwaUFpneZltO3R4nFZDvKqogAd4QR1Ffnsaek7cf7x2lWw679VcCa5Q5gW7HtYRbXh4kk5XXsozv0vNbGyrpQN80YotX74We1o5w4ayS24Cjb+WH0ui69Tx3lBJVSfMyntm1QcR6PQug+rH6N29aT5M5Jph5aeGI1dESLxNF4P1FcU0BNN8sCWZpq6oiRSDiX5fm5cWcviGbYsiGV85GKq+iOQBv7T/fvt7msv8DPg9ZPfrGnEjOVw6GmNrAG1RxdUUFmYx8H2MOvnlvPSkW6auqIsrHFDNauWgO8hnR71TBOOeEg75nmXTYot3hjDfzx7GID3XDB3+I4sk6BXu+rkeTwKKzV0tXmThsuG2rT20yTUb5pU4n3qzI/3aSBF9TmT0sZYMs2BtjDHe2MkUg7xdJpEyqE7kmRLo2ablxX4WVpbTH1FIQ2VBaOWFLFYRiIX4bjIGJP9iLdNRP5ijLlIRN49VQ2bNuQVQuVCNVOlExpZNVsd5JsOd1FdHCTo97C/tW9AOHx5UL1UHbSLrj2zquYeekqzmhdePSmne/5gJ9ube3jHhvqRK7EefgaQk0cbGRouguPbdNSRXw410yyqrfsItO5WoZi9HoqqJ+W0zd1Rdh/rpbEzQjSZJpxI4xXB7xXmVBSwYV4F9RUFlBWcQd9By2knF+EoEpHzjTHPA4jIBiCTBZWaspZNJ8rnqcnKmwft+wCoLMrDcQwegaKAj/ZQgt5YciCjduZKfbps36PvzwQyTvHKhTqB0ATpiyW554UjzK8u5MpzRkgNinSqz2j2uuHnzfbnQ8OlWvKk/oJTP9qIdul3wxdQ01OgRF9FtO2h41rkcObKSckJiSXT7Dym4bOac5GmvDCPtfXFzKsqYk55vh1VWKaMXITjb4CfiEgROhdHL/A3IlII/MtUNm7a4PGo47WgShPHgCr36TjlGIJ+L+F4inA8NSAcpXXacbS/cuYIR+suDX+94G8n5XS/3NhIJJHmry9swDNUvSNjtNM9+IRGUI1WeXj2WjVblc2dlPblTKRTnfbigTj6GWUQt/OuXqIPIJPgUzjaHWXP8T6MY+iOJEk7DlcurWFtfbn1WVhOCblEVW0EVopIKSDGmO6szb+aspZNN/LLVTxe/hV0HaaqSMtqhGIpCvK8RBJpwvH0wP6ZWkcd+7XQnvcMKNWw72G3MuuFEz7VS0e6eHZ/B69fPYs5FUP4SrqPaH5GX4uGQq+4ZvRyHyJuzs0pJCMa3jwtW+IParmQeJ/OCJiM6kPEJOT0RBIpdrf00RlKUF7oJxJP09wdZd3cCtbNHf/87RbLWMm1yOFrgeVAMPNEY4z5yhS2a3oy9yLY9hvY/2cqVr8XgI5wgvLCPJq7okQTWcLRdxxe+n86iU/34QmXFj/txHo08W7RNaMXFhyFnmiS//vMIeZUFPC6VYOmfo31wP5H1R8QKIalr9cAhen4JB3p1IKIvsCAaID+nZmDYxJwHMPhzggH20OICEtmFtMTTfDkK+0srS3mkkWTW8/KYhmNXMJxfwgUAFegiX83Ay9McbumJ1WLtDPrPEhesoeSfD/toTg1xUEOtoWJJLJcPkee1afQSIdmBb+ahcMY2PZrTbyboFPcGMP/feYQ0WSazwzODk+EVWyTEQ31nXP+9A0syIiGPwh1G6asllVXOMGull4i8TQzSoIsmlHE0e4of97VxtzKAq5ZNtOapyynnFxGHK8xxqwSkZeNMV8Wkf8F3DfVDZuW+PPVfh46DqHjVBXl0RlOsHhGMfGUQyhbOBpf0KfkVEIn8DHXTc+n5tEwRjvzvQ/DkhvV7DIBnt7XztbGbt523pwT6yA5adhxv5YUOffdOhHSdMRJayn2tj0DVXUnOAJLpR2OdEboiiSJJ9PEUw69sSSNnRE6wwmCfi915fkk0g7N3VH2tfZRXRzgtatq7VwYltNCLsIRc18jIjIL6EDrho6IiMwBfg7MBBzgTmPM7YP2OQf4KbAW+Lwx5jtZ2z4OfBB1yP/IGPO9rG3/E/goGtX1e2PMZ3K4j8mhcoHmdfS1UFlUz+GOMKX5fnweIRRNaSJgvBM692sSWtdBzWLuazn9nWG4Q23tufpbMqKx+781rHjtX0/o8q19Me554Qjn1BZzzbJBpdf3PaLTsS57w+n/nIYiGVOTY3cjOEmdWGn22nGLRtoxNHZG2HO8j/1tIeJJp39bNJGmL57E7/VQXZRHeWGAtGNo7Y2Rcgw1xUFet7qWgM/Wk7KcHnLpQf5LRMqAbwMvolnkuZQfSQGfMsa8KCLFwGYRedgYszNrn07gY8Cbsg8UkRWoaGwAEsCfROT3bkn3K4A3AquMMfFTXuK9cqF2cr1HqcybzYuhBKX5PvxeIRRPEU2kCTY+p/uuehs88686i1vH3tPbIYba4Pd/p/WQLvvM6KMfY2DLf7qicQ2sv2VCIybHMdz19EFEhFsumneieeXoS1oZtv786VFV2HEgFVUndyqm5UH6WnRbUY064AcnIeZI2jE8va+dXcd6iSbS5Pk8LKwpYvGMYnxeONIeIZp0qC4OsGhG0bATLFksp5MRv5Ui4gH+7EZS3Ssi/w0EjTE9o53YGHMMOOa+7xORXcBsYGfWPq1Aq+t8z2Yp8JwxJuK24wngzcC3gL8FvmGMiWed49Qx9zXw0n9A84tUVS8j7Rj8Xg9+r4feWJJIMk35kee0c6m/EF64Uzvh9r1amO90seN+Tdw7+iLs+p3WcRoOY2DrPbrfomvGVpMqFVdhnXfpCaU0HtzRwr7jIT5w8bwTE/26G9UMVjEf5l0+vnubCOkUxLrVZxHthERIP6dsPD4on6tmymGy5Y0xRBLpESc6SjuGP24/xt7jIRbPKGbJzGIaKvV8292S5oUBH+fWl4ycDDkMyWSSpqYmYrHY6DtbLFkEg0Hq6urw+3ObgG5E4TDGOK5P40L37zgaqT4mRKQBOBd3Mqgc2A7cJiKVQBS4Ea2NBbAYuEREbkPNaJ92Q4YHX/NWdOZC6usnsexHfhk0XAJ7/kBNxTGgmlA8RVmBn+5oknhPq84Psept6tgtb9Cn/VCrls3IL5u8tuRKqBUOPK7mpngvbP2FlkWpGaKWkzEqjLt/r47wsRYybNujpVYCJTDvEgC2N/dw/0vNrJ1bzoULsqaTjfWqoAVK1EQ1FUl78ZAKQjqp92YcMGn1VcT7NIoLA4gmFxbNVF+WL6Blzn1BDUEeoW2NnRGe2d/O0e4Yq+pKuXRxNf5ByXfZonHp4mrWzdVJmmLJNFsauwnHUyyeUcycivxxO7ubmpooLi6moaHBOswtOWOMoaOjg6amJubNyy2xN5dx8EMi8hbgPmPMmCdwchMH7wU+YYzpzeUYY8wuEfkm8DAQArYykKXuA8qBC4DzgF+JyPzBbTPG3AncCbB+/frJnXhqyQ3wyh+p7dwIzrW0hxJUFQdo6Y0hTa6GZZLVqharkBhHczrq1k1qU3Ji+33a+S9/s3aInQfhL7fDDd84Mb8gGVPTWvMmLRa47v1jN091aGY9bbth3iXsa+3j+4/uY1ZZPu+/aFCHtvMBLeOy5p3aWeeKMVrivu8Y+PJ1FJBXqNO++gI6ggi3q2CkBj/niCYTikBekY50CirUZzHGXJtjPVGe2dfBkc4IxUEfS2uLebmph+buKNevmElNsUZapR3Dn7a3nCQaoXiKLUe6SToOq+eU9SeVjpdYLGZFwzJmRITKykra2tpyPiaXX8ongUIgLSJR1FltjDHD1H44oUF+VDTuNsaMKRLLGHMXcJd7nq8DTe6mJgZE7AURcYAqIPe7nigV86B2DSVHNyOpi2kPxaksDBBLOviPvgClczRpDTRjeM8f9H3H3lMvHH0tmnm9+LoBu/zFfwcPfQGe/QFc/o/aiYY74Mlv6Tzb694Hi68fu2g4aQ0G8AUg3M6Rxkb+91NtVBTl8clrF59or+9r0eikRdeMLd8h3qfZ5LEeTcpMRTXk2aRP3M+bp8EJBZV6376gZnFPQqfaFU7w5N42DrSFKcjzctmSalbNLsXn9bCstpQHd7TwixcauWhhFWvmlPGn7S28crzvBNHoDCd4uakbjwjr5pYPVByYIFY0LONhrN+bXDLHx1XzWbQldwG7jDHfHcfxNcaYVhGpB27CNZcBvwWuBB4XkcVAHtA+njZOiGVvxNf4PCtT2+kML2BeVSGF6V68HXswS95N/78hM5GQx6vZ0MnYqZm/OsP2e/XaS98wsK5ino4mNv5ITUW1q+HJb2uW8+X/ALPOHd+1eho1/HjxdbRse5TvPriTgtKZfPraJSd3jC3b1HeQqzPccXSU0blf76d2zUCwgTHqxE5E9DVYMulTr+plDDuO9vLEK22IwMWLqlidNaMeQH1lAe++YC4P7zrOk6+08eLhLkLxFJcuruoXjWM9UXYd6yXo97K2vtzOtmd51TGqUVmUd4vIF92/57iFDkfjIuA9wJUissVdbhSRD4vIh91zzRSRJnRU8wURaRKRzEjmXhHZiU5T+xFjTJe7/ifAfBHZDvwCeO94TGgTZtZaKJnFeYkXaO8OUVUUoCG2k1TKIT4r6+MpqNAaV8mYPpG7swieEnqParXYRdeeHAW08CrNhH/5V/DIP2tnfO1Xxy8aoKY4j5f2wsV85/ACiPfyqWsW98+Y2E86pdWGqxblZqKKhzShsmOvRjU1XHpihJqInqewEkpnj1s0DrWH2d7cc2IFAJdYMs0ft7fw8M7jzCgJ8p4L5nJeQ8UJopEhP8/L61fVctXSGlKOcUWjgkgixZbGbnY091Ka7+e8hoozSjS6u7v5t3/7t3Ede+ONN9Ld3T36ji7xeJy3ve1tLFy4kPPPP59Dhw4Nud+xY8d43eteB8DDDz/MunXrWLlyJevWrePRRx8d8phf//rXLF++HI/Hw6ZNm/rXJxIJ3v/+97Ny5UpWr17N448/3r/t+uuvZ/Xq1SxfvpwPf/jDpNP6Hdq6dSsXXnghK1eu5PWvfz29vaNb62+55RZqampYsWLFCeu/+MUvsmrVKtasWcO1117L0aNHTzr2scceY82aNf1LMBjkt7/9LQBvf/vb2bt376jXzwljzIgL8O/AD9CRA6h/YeNox02nZd26dWZK2HavOfjty813fvZLk0ilzV9++D/Nyz98v2nvjZ6439PfM+a+D+vrjt/mdu7Dzxmz6/cTa99f7jDmF+82JtI19PZE1Jjff9qYh75oTLR7Ytcyxpjn/o/peeEe89l7t5qP/PgRc+T33zam7/jJ+x3facyjXzemY//o50wljdn/uDF7Hzam99jE2zgMXeG4ueORV8x3H9pjvvfwK+b+F5vMjuYeE02kTHNXxPz4qQPmew+/Yp4/0GHSaSfn8zqOY1Jpx+w93mf+vKvFPLr7uDnUHhrTOXJl586dk37OsXDw4EGzfPnyIbelUqlJvdYPfvAD86EPfcgYY8w999xj3vrWtw6536c//Wnz29/qb+7FF180zc3Nxhhjtm3bZmbNmjXkMTt37jS7d+82l112mdm4cWP/+u9///vmfe97nzHGmOPHj5u1a9eadDptjDGmp6fHGKP/75tuusncc889xhhj1q9fbx5//HFjjDF33XWX+cIXvjDqvT3xxBNm8+bNJ32WmWsYY8ztt9/ef//D0dHRYcrLy004HDbGGPP444+bv/mbvxl2/6G+P8AmM0SfmouP43xjzFoReckVmi4RmaZ1IE4xS27A8+iPmdv+JL7EtcxOHmRryRWUJR0qs/erWqzzSRTV6FO5k9Yn/OHIREFhYP7l45swqadJ5z5f+vqBSK7eY+oXyJjK/EG4/pv6xD5R23i0i0Sok39tW0hXMsmnr1/JnL0btaJu0aBUm2Mv66igrGH087buUBPanA3jzp0YDWMMj+xqxeMRblozi8ZOrT774I4WfB7BMVAc9PHW8+qoLc3diW+M4XhvnL2tfcSTDjNLgyysKTolo4xXjvfRF0uOvuMYKA76WTxj+NHcZz/7Wfbv38+aNWu45ppreO1rX8uXv/xlamtr2bJlCzt37uRNb3oTjY2NxGIxPv7xj3PrrbcC0NDQwKZNmwiFQtxwww1cfPHFPPPMM8yePZsHHniA/PwTP/cHHniAL33pSwDcfPPNfPSjH8UYc5Kt/t577+VrX/saAOeeOzCaXr58ObFYjHg8TiBwYlDC0qVLh7y/nTt3ctVVVwFQU1NDWVkZmzZtYsOGDZSUqKEklUqRSCT627Fnzx4uvVTD8K+55hquu+46vvrVrw7/IQOXXnrpkCOozDUAwuHwqH6J3/zmN9xwww0UFGj/cckll/C+972PVCqFzzex/KBc4h+TIuLFnT5WRKrRTHCLP5/wrNewIL6T6Lb/IuDz8ErecqLJQaaOjJ8Dr0b59DQOf05jYM8f1ZFrjM7tPR62/UbDgZe6EzSmEhpmm0lOzOCZHIexad/HXYeqOBgJ8sFL57Nwdo3mPbTt1vvIEOtVB/rMlaOH3/Y0q7mtcsGUiQbAjqM6EdKli6qZW1nIxYuquOWiBt6+YQ4r60pZU1/GO8+vz1k0IokU+1pDPL2vne3NPfi9HtY3lLNidukZZZoazDe+8Q0WLFjAli1bQvbYoQAAIABJREFU+Pa3vw3ACy+8wG233cbOnZq+9ZOf/ITNmzezadMm7rjjDjo6Tp55eu/evXzkIx9hx44dlJWVce+99560T3NzM3PmzAHA5/NRWlp60rkOHjxIeXn5ScIAKijnnnvukNuGY/Xq1TzwwAOkUikOHjzI5s2baWwc+C1fd9111NTUUFxczM033wzAihUr+N3vfgeoCSx7//Hw+c9/njlz5nD33Xfzla+MXGf2F7/4Be94xzv6//Z4PCxcuJCtW7dOqA2QW1TVHcD9QI2bO3Ez8IUJX/kMwTnn9cgrf8a8/EsomkWLZwY9kcSJO5XNBa9fI4LSSTjwBKypGzr88+hL2lme81pNpOs6CDOWuRdLazSSP19DSbMLAEY69em+defAvBnL3jQw8VGkXY8PTU2+5L2bjrCpr4y/unp+vxOYmnNgz5/0msVuiZHj21VIRpujJBHWe8kv12z9KSIcT/Hk3jZml+ezYvbAE52IUFuan7NYGGNo6Y1xtDtKVziJCFQWBVgyI0h1ceCURzuNNDI4lWzYsOGE3IA77riD+++/H4DGxkb27t1LZeUJ43PmzZvHmjVrAFi3bt2QT99mCLfm4M/42LFjVFefPNPijh07+Id/+AceeuihMd3LLbfcwq5du1i/fj1z587lNa95zQlP7g8++CCxWIx3vetdPProo1xzzTX85Cc/4WMf+xhf+cpXeMMb3kBe3sSMNbfddhu33XYb//Iv/8L3v/99vvzlLw+537Fjx9i2bRvXXXfdCetramo4evQo69ZNLLozl6iqu0VkM3AVGor7JmPMrgld9QyirG4xz/kXMzd+ABZdgL/dQ2vfoNwBrw9K6+Hw02pyOfqSmmqWvenEp+54n5qoyudqx9qxT3MujNFRwe7fw5a7s86bNzDLXNgNLPMFdS7rBVfAoqwvTUYwpkA4ntx1jD8eSHL5onKuW55Vg6pqCbzyELTtUuEwZmAe9pFGEI6jsyciGvE1hZ3uY3taSacN1yydMe7OPe0Ytjf30NYXpyDPy4KaImpLg2f06CJXCgsL+98//vjjPPLIIzz77LMUFBRw+eWXD5nlnj0K8Hq9RKPRk/apq6ujsbGRuro6UqkUPT09VFSc+J3Kz88/6fxNTU28+c1v5uc///n/Z+/N46Mqz/7/953MZJnsKyEZsrCThElYRBZBUEEUBKFgo1YUtVqlfWir4MJXq32guD1Q+eHy9BFbKygVl0pdUMEALigkEGIIkLAEyL4nM5kks92/P04yJGSyQRIWz/v1mhfMWe77HEjOde5r+VwMGtQ9xWqNRsPatWud3ydOnMiQIUNaHePl5cWcOXP4+OOPmT59OsOHD3caqJycHD799NNuzdked9xxh9MV6Ir33nuPefPmtakEb2hoaOP2Ox+6klX1MhAspXxFSrleNRqtCfHxIN1nMvUOdzwjE9C4OSgzNuJwNL0R2a1Qkg1IxUUVOlSp7Sg7CjnbWrtxju1QVgXNNRTBcYoxMTctwfP3gX8UXPVrpTJ9yAzFwIQOhVF3wY1/gQVvwrQnFBdVyxVJXVOZS6NRyfDqIQ4V1vDPb4+S6G/mjklDWz98PXSKESxtclfVnFFarPY3dDxoeY5SpxGR2L3CwG5yrNREbomJqweGEHRu5lcXsdodHDhdRZmxkWERfkwcHEpcqM/P0mj4+flhNBrb3V9TU0NQUBA6nY4jR47www8/tHtsZ8yZM4e33noLUHz51113XRvDP3To0FarlerqambNmsXq1auZNKmd3vUdYDabqaurA5QMLY1GQ3x8PCaTiaKiIkCJcXz22WcMH66oMpSWKi9qDoeDlStX8pvf/AZQXG3N8ZKu0jIjauvWrc45XPHuu++2clM1k5OTQ0LChevBdSXGsR8lVfaYEOJFIcTYC571CsJL644pYBg7ov9AgL0CH9NpHIUHacw/oPSgPrlLqd+IGq24XaRDkSGJGqO8VZ9IVR6qFccVF1PMhLNv40FNS/zKk8oDvzxXqUgfcgMkzofRdyltXCcthRGzlVhAe0F3U+nZNqZ1PVMrWVLbwKs7jxPlUcdvhlTjHuRC2iVsuGIsTCXKakPjoaxE2sNUqrjnAgYoHRR7iQarndQjpYT5eZ51rbnA4ZBYbK5Deg1WO/vyKqltsGLQB7juZPgzIiQkhEmTJpGYmMiyZcva7J85cyY2mw2DwcBTTz3F+PGdtALugPvuu4+KigoGDx7MmjVreO6559oc4+Pjw6BBgzh2TFEzWL9+PceOHeO///u/nemqzQ/2+++/35l6+9FHH6HX69mzZw+zZs1yuntKS0sZPXo0I0aM4Pnnn+ftt98GlED1nDlzMBgMJCUlER4e7jQQ7777LkOHDmX48OFERkayePFiQHEltRegvv3225kwYQJHjx5Fr9ezYcMGQEk+SExMxGAw8OWXX/Lyy4rYeFpaGvfff7/z/Ly8PM6cOcO1117batySkhK8vb3p3//CxVaFK1+hywOFCAZ+AaQA0VLKIZ2ccskwduxY2TIfu6f583+y8fN05w+Tw9mwK5fq6kruS4BAD6kYi/CmGMWHv4aEWxV5i/AEJXBckK40LWouiBt7b+vYx4//q4wRMAC++ytM/28IG+r6QtpDSkVixK+/UkcydIZiuC6Qv393kh9PVLBKv5eQsAjFmJ2LxazImEQmK/cYHg/Db3ZxXJ2y0jAWK/GbmIkdZ55dADa7g+2HSzlSXMvt46Lp599+QebBM9WUGRvx89IQ4utJmK8n/t4a6ix2DpyuwuaQJOsDz3vF0pMcPny43YygnysfffQR6enpzsyqS4X169cTHR3NnDlzOj+4h1i7di3+/v7cd999Lve7+vkRQqRLKdssFrqTkzUYGA7E0kLhVgVCfD0orK4H7yDC++s5avKkNnIIgQHurfs1+PWH6nyICld0lIZMVyQz8r5V9o+6s23APHggFGUob+IePucXKLaYlJTWkEFK0LzuwgvtTY02fjxRyUS9JyHUQEg7S38PnbLCKjygGLBz3VTWBiWWU5OvrIhCBisrrV4wGnaHJLuwlh9PVmBssDEuLrhDo1Fa20CZsZF+/l402uycqqgjr7wOrcYNh5Ro3ARjY4Lw6yG5EJWeZ968eS4zty42v/3tb/t8zsDAQO66664eGasrrWOfR5H8OA68B/y3VGTWVZoI9fXgp/wapJREBHjRaHNQXW8hOuQcJdzQoYqs+eDrFcMhBAyfraw0PHyVoPG5BMXBmX1QmAH6q85PQbY5IO4Tpnx6IED+TU4ZVruDaSFVSmuv4A4CjeHDlZWOLkSJ0UipCBHWFikGA6nce8igC+6m5wqHQ3K0xMgPJyqoNlvpH+DFjQkRHbqWrHYHR0uM+HlpSIzyRwiB1e6gwmSh3NSIzSEZHuH3s4xlXG60dOP8nGl2k/UEXVlxnAQmSCn7Xg/qMiHExxOr3YGx0UaIjwdad7cmie1zDgwbqsQ8pEOp52g0gaevknrbHoHRYDEqLpzI5PO7wOaYhm+48ik5dDZT6zxwOCSpR0sZGuHHANthJRbh6Xv2gIYmWQU3jfIJHqwYhOBBSoqtqUS5f+GmnBsy5PyKHLtAqbGBLw6VUG5sJNTPk7nJkcSF+nSaQXW8zITFpqjWNh+rdXcjIsCLiIA+1BpTUbkE6Uo67utCiKAmfSqvFtt39+qVXUaE+ilvyaW1DYT5eaF1F5TWushcag4KN7uKzBWtH7iu0HgoxXtWs5Kaej6YSpW0Xa23okRra1SC7V6dChy7JCO/mgqThV8mh0N+oaJ51UxduZL9dS6hQ8DeqBT1+YQqBsMnTKlv6QWklGTm17A7pwwvrTs3j+zP0H6+TiNgd0jchGtV0BqzlfzKeqJDdD2mWquiciXRFVfV/cBSQA9koPTB2IOiUKsCDApT3mAPnqlh/mhffDw0lJsasTsk7m4tHkwBeiXQnfU+DLhaeXgGxXQ+QWON8tB3O8+HWF3ZWdkPn7Cz287TcOzILibIrY7kys+UlUvLuEvFMWV1ER4PDlvTp6lxkleAYjR6KejdTIPVzlfZJRwrNREX6sOMhH6tJN0LquvJKTHirXVnRIQ/Abqz/64OhyS7qBZPrRsDQ31cDa+i8rOnKw7zpSgNk05JKaehdPLru94XlwF+XlpG9Pcj7VQlAOH+XhgbbG2lR4SA659uMh4fKpLndpuLEVtgqVNWJn79z09+xGFXzm/uedHScHQXaz0FWd9y5HAW07TZuONQ0oCblWrNlUrqbfBAxSgG6JXAeMggxU3n16/XjUZhdT0bfzjFibI6pgwNZW5ypNNoNFjt7D9dxeHCWvw8NVjtDvblVXK4qBarXUm5PV1ppq7RxrAIPzTuvdCRUEXlCqArvxkNUsoGACGEp5TyCNBBIv7PkzExQZTWNpJfVU9EgCe1DVbqXInM+UfCjFVKZXfed0pDJXNl+wMX/6S4cwJjlPqG7mKuVIyHT9OKQ+utuK26GyA/sRu2P8PX6YfQaLVMufYGuOr+1tIhFceUavaAAd2/zh4gM7+aLWn5uAnBL68awJiYYIQQSCk5U2lmz4kKauqtDO/vx5iYICYMDCE6REdhdT3fH6/gVEUdJ8vrCPPzdHbvU+ldfH0VV21hYaFT3+lcpk6diqt0+pMnT3L11VczZMgQfvnLX2KxWFycDf/+97+duk5r1qwhPj4eg8HA9ddfz6lTp1ye06wJ1Xx9zZw6dYrrr78eg8HA1KlTyc/Pb7W/traWqKioVllT7777LiNHjsRgMDBz5kzKyzsOFx85coQJEybg6enJSy+95Nze0NDAuHHjnPLtf/rTn1ye//rrrzNy5EiSk5O55pprnDphP/30E/fcc0+Hc3eVrhiOfCFEIEoDpa+EEB8DbYXgf+aMjglCCEg7VUlkgDcWm4OKOtc/yGg8YOLvlKB4RS58vhyKs1wfW5ihtETVjz0rP9Id6poMREuFWt/w7q04irPg4DuY7e583xjHuOQk/CKHtg6u11cpK5vg3kml7QiHQ7Irp4wdh0uJCdFxx9XRzgB2tdnC/tNVHC02EuCtZcLAEPRBOoQQaNzdGNrPj3Fxweg83MktMYGAYRGXhs7Tz4nIyEjef//9bp3z2GOP8Yc//IHc3FyCgoKchXLn8sILL/Dwww8DikJuWloamZmZLFiwgOXLl7s855ZbbmHv3r1ttj/66KMsWrSIzMxMnn76aZ544olW+5966qlWhXc2m42lS5eSmppKZmYmBoOB9evXd3hfwcHBrFu3jkcffbTVdk9PT77++msOHjxIRkYG27Ztc1l9f8cdd/DTTz+RkZHB8uXL+eMf/wjAyJEjyc/P5/Tp0x3O3xW6Ehyf1/TXZ4QQqUAAsO2CZ77C8PfSMizCj315VYyJDsLdTVBU3UB8ZIDrE7TeijGISITcr5S2rTf+RXHvNCOlUl0eMVJx95QdbR2v6ArNFeO6FkJyPqFKi1iHo/P03vJcOPgOeAXwred1WKyN3BDrImW24riyMgpwkVLci1hsDj7PKuJEWR3J0YFcOyQMNzdBhamRvIo6quqsaDVujIj0JyrQtXyJn5eWsTFBlNQ24qFxuzJSbEsPn81u6ym8/CG8/QLDxx57jJiYGOdD+plnnsHPz48HH3yQuXPnUlVVhdVqZeXKlcydO7fVuXl5ecyePZusrCzq6+tZvHgx2dnZjBgxwqVWlZSSr7/+mnfeeQeAu+++m2eeeYaHHnqo1XE5OTl4enoSGqq4aqdNm+bcN378eDZu3OjyXtqras/OznbqVU2bNo1bb73VuS89PZ2SkhJmzpzpXCE196+oq6sjJCSE2tpaBg/uuBYrPDyc8PDwNrpWQgjnCshqtWK1Wl0md3Qkv37LLbewefPmdg1mV+mWE1dKuUtKuVVK2c6r9M+bsTHBlNQ00Gh3oHV3o9hVZlVLdCEgNDD1SUWccPeLSkyjmerTSr1HZHJr+ZHuUFemdMZruQrwCVOC1vUduMia58r6CCTIITNJrQxjcJCWmMYjigZXMw01yjxBca4Vf3sJU6ONLelnOFlex9RhYUwbFk65qZEfT1Rw4HQ1ZoudYRF+XDM4tF2j0YwQgogAr7bdClW6TEpKCv/617+c39977z0WLlyIl5cXH330Efv37yc1NZVHHnnEpbptM6+99ho6nY7MzExWrFhBenp6m2MqKioIDAx0ynbo9XoKCgraHPfdd98xevRol/Ns2LCBm266qVv3mJSU5JR5/+ijjzAajVRUVOBwOHjkkUeccvLNaLVaXnvtNUaOHElkZCTZ2dntVm53BbvdTnJyMuHh4UyfPp2rr77a5XGvvPIKgwYNYvny5axbt865fezYsXzzzTfnPX8zavSvBxkdrbirDhXU4u+tbauSey66EHBYlYftNX8EUxl8v/6sO6rwgPJn/2Tlbc8ntPtxjrqyswHxZprjHR25q2oKlOC9AAaM4ydHLKUmC9eNHq4YjeLMs8dWHFMyvlwVMPYSVXUWNu89TbXZypykSEZFB3GyvI7M/BrsDsmISH8mDQplQLCudWbbz4XwERB9dc9+OlhtgOIGKi0tpbCwkIMHDxIUFER0dDRSSp588kkMBgM33HADBQUFlJSUtDvO7t27+dWvfgWAwWDAYGgritkVWXVoX1p948aNpKWludTU6oiXXnqJXbt2MWrUKHbt2kVUVBQajYZXX32Vm2++2dkjpBmr1cprr73GgQMHKCwsxGAwsHr16m7N2RJ3d3cyMjLIz89n7969ZGW5dnEvWbKE48eP8/zzz7eSW2mWVb9Q+u718GdAgE7LkH5KdtWAIB35VfXY7I72s3O8m8QMzRVKdfWYeyBtA/y0BQy3KW6qlhLkwXFQcECp69B04c3YWq+4KyLPcW3pQhT3lanU9cPAVAo/vafEVoKisXkGseVgHcE+HowZoocam+I2qz6tZIiZSpWU3F6qyXDF7twyLHYHC8fqCffzorS2geOlJiICvEiI9O/z/hcqCgsWLOD999+nuLiYlJQUADZt2kRZWRnp6elotVpiY2Ndyqm3pLP/v9DQUKqrq53d7PLz84mMjGxznLe3NzU1Na22bd++nVWrVrFr165uNXICJRbz4YcfAmAymfjggw8ICAhgz549fPPNN7z66quYTCYsFgu+vr784he/AHBKuN92220uBRm7S2BgIFOnTmXbtm1tepO3JCUlpZX7rs9k1VW6x9iYIIqqG/DUuGFssFJn6SDdVuul6E81Z1UNmQ4Dpylv+id3Kw/nyLPtLvEOhupTyvau0LJivCXuGsUYuVpxSAlHP1MqvuMmgXBjW1kohdX1/Gp8jGIEg+JAF6r40UuyQbgrWV99RH6VmRNldVwVG0y4nxe1DVYOFdYSoNMyor9qNC4mKSkpbN68mffff9+ZJVVTU0N4eDharZbU1NR2M5mamTJlCps2KX1nsrKyyMzMbHOMEIJp06Y5A+pvvfVWm7gJKG1gm9VxAQ4cOMCDDz7I1q1bCQ/vRqywifLychwOJXV79erV3HvvvYBiHE+fPk1eXh4vvfQSixYt4rnnniMqKors7GzKypTfta+++sopJLh+/fpOA+UtKSsro7paUXuqr69n+/btLqXVW8qvf/rpp616huTk5HRoaLqKajh6mDFN2VVVZit2h6S4pgvuKnOlEqgWQlHHDRkMe14BaVfcVKCk1NZXKX93VZntClOTYTjXVQWK28uV2GHNGUVDKnoCmMoodQTyyVEjY2KDSBrQpL0lhCJW6OauxEkCo7u2AuoBpJR8d6wcX08NyQMCabDaOXimGq27GwZ9wM/TLXUJkZCQgNFoJCoqyinffeedd5KWlsbYsWPZtGlTh30kAB566CFMJhMGg4EXXniBcePGuTzu+eefZ82aNQwePJiKigqXsYMpU6Zw4MABp2tr2bJlmEwmFi5cSHJycit12uaugwDLly9Hr9djNpvR6/XO/uY7d+5k2LBhDB06lJKSElasWNHhvURGRvKnP/2JKVOmYDAYyMjI4MknnwSUtNtzux8CFBcXo9frWbNmDStXrkSv11NbW0tRURHTpk3DYDBw1VVXMX36dGbPng3A008/7WxRu379ehISEkhOTmbNmjXOviUAqampzJrVgcRRF+myrPrlTG/Lqp/L6s8PU25UhPBmJkRw08gO9O+NxUosI3q84vYBqKuAbY+D3QK/2KCsECqOK7LjRT8pKbbT/9y5vtPRzxXp9km/b6tLlfet8rnmj60f+j+9rwgPDrsJWXGcNccjOVHjYNWtiQTqzjEOdRVQeVyRQukFcUJXHC8zsTWjkBtG9CM+0p/0U1XUNdoYG6uq1Kqy6q5ZunQpt9xyCzfccMPFvpRWzJ49mw8//PCC28l2lcbGRq699lq+/fZbl71AuiOrrq44eoGxMcFU1lkQwOkq89lugK5wxjlaZDj5hCgV5lMeVYyGzaJkOPmEQ2SSojNVdqTzCzGVKue4ct34hCtuKXOLVUddhZJ+2z8Zas6wpyqA7DIrC0br2xqN5uscMK7PjIbDIfn+WDlBOi0Jkf5kF9ZSW28lIcr/Z280VNrnySefxGw2X+zLaMMnn3zSZ0YD4PTp0zz33HPtNpDqDqrh6AXGxAThJgQNNjvGelv7hYCgvO17+iuBZlsLt1bggLNV2ZXHlfTZsKFKRz2t19mMq/aQ0nVGVTPNEiQtK8jz9ynxCk8/TA0W/nVCw8AwH6YOa2eMPuZIsZFyk4WR+kAOnKmmpLaBweG+apW3Sof069evTxsmXaoMGTKEqVOn9shYquHoBYJ9PBgU7kttvaJXVdJZPUe/BCXFNT+trXaVxawYlYAoRSrEt58SUyg72nGBV0O1MqZvOw997yBlNdMc57DUQf5ecHeHulLeOxOI2e7Oogmxl0Sw2WZ3sCunFKvdQaWpEVOTnlSsKkSootLnqIajlxgTE6QIHVpslJkaO3FXBSpFfo1Gpdtfy7hTeY7yZ0hTZoTWC8LilQd96eH2x3QGxtvJHBFCWY3UlSkG5qcPFBHF4EEc0QznuxJtp82O+ooGq52tGYUcLqolJlTHwHBfJg0KuSSuTUXl54hqOHqJMTFBaN0FZaZGGq32jt1VoKTM9otXHuQlTUU9DTVgLFIUZrUt3DGhg5XvRW3TFJ3Utej61x66UEUr6/jXcHoPRBg4FjyVV/ZWE+bnyS1JF97U/kIwW2wcKqxh59FS9pwoZ1iEP7cmRzEozFdVrlVRuYj02m+fEGKAECJVCHFYCHFICLHUxTHDhRB7hBCNQohHz9m3VAiR1XTu71tsf0YIUSCEyGj63Nxb93AhhPp6KvLq9TYabY7O3VWguKCCBylZTRXHoSxHqcgOHtj6ON9w5diqE0pA2xWmUsUd1V6arLlS6cRXlad8fMM5EHQjL20/jq+nhj/OGIqn5uJoNhkbrPyUX8P3xyoorqmnpLaRcH8vfjFaf9GuSUVF5Sy9+dpmAx6RUo5Aaf60RAgRf84xlcB/AS+13CiESAR+DYwDkoDZQoghLQ5ZK6VMbvp81mt3cIGMiPCj0mxB6y4o78xd1UzYUEV6vTxHyXgKGdS2ItsrQKn1sJiVVqyuqCt3Hd+w1EHBfjjzoyK06NsPGmrY2TiUV9JM6IO8eeLm4X0ecHY4JCW1Dew/XcWPJyopr2skOsSbRpukss7C+IEhasvWS5zq6mpeffXV8zr35ptvdha3dYXdu3czevRoNBpNh6q69fX1XHvttdjtdjIyMpgwYQIJCQkYDIZWulpdHfuxxx4jMTGRxMTEVuffd999JCUlYTAYWLBgASaTybnvvffeIz4+noSEBO64445O7609Sff25NLPZe3atSQkJJCYmMjtt9/urNJPSUlpVRx4IfSa4ZBSFkkp9zf93QgcBqLOOaZUSrkPOLdxxQjgBymlWUppA3YB87jMSBoQiNUuqW2wYbPLzt1VzfQbqbiYPHzbr8gOjFGqzpv7h7fE1qgU5p3rpirLUWo36sqVmMnwWUgPf/6d78fbBf0ZGRXIozcO69N2qbUNVo4U17I7t4yf8mswN9oZFO7LhIEhHC+t42ixkavjgrlmcGifXZPK+dGR4bDb7S63N/PZZ58RGBjY5bmio6P5xz/+0emD+M0332T+/Pm4u7uj0+n45z//yaFDh9i2bRu///3vXRqr9sb+9NNP2b9/PxkZGfz444+8+OKL1NYqCSpr167l4MGDZGZmEh0d7awIz83NZfXq1Xz33XccOnSIv/71r53eW3uS7u3JpbekoKCAdevWkZaWRlZWFna7nc2bNwNKYeULL7zQ6fxdoU+0qoQQsSidA3/s4ilZwCohRAhQD9wMtKzg+60QYlHTtkeklFUu5nwAeACUH4SLQWJUAG4C8ivMRPh7UWpsIMyvCzUPbm6K5HpHsue+/ZRMq5p8pYiwuQtf+THI/VIxJi2NTlWektbrH6n0Pm+KmfyrOIKvSn255qoYFk0c2GeV10r8opYasxU3Nwj386J/kzqt3SH5LKuY46UmrhkSylWxwX1yTVcSO4+WUtaZyGY3CfPzZOqw9mU6Hn/8cY4fP05ycjLTp09n1qxZPPvss/Tv35+MjAyys7O59dZbOXPmDA0NDSxdupQHHngAgNjYWNLS0jCZTNx0001cc801fP/990RFRfHxxx+30VeKjY0FwK2TtgCbNm1ySq8PHTrUuT0yMpLw8HDKysraGKz2xs7Ozubaa69Fo9Gg0WhISkpi27Zt3HbbbU4pcykl9fX1zkzE//u//2PJkiUEBSnFvV2ROWlP0r0jufSW2Gw26uvr0Wq1mM1mp4bX5MmTueeee5z6XhdCr0cYhRC+wAfA76WUXWoQIKU8DDwPfIXS++MgiusL4DVgEJAMFAH/084Yf5NSjpVSjnWljtkXhPp6EqTz4HhTV7kyYxfdVc109EuhC1F6X9gaFHdVQ41S9f3TFsW1lXzH2X7mDTXGbTSjAAAgAElEQVRK+q5PuFLl3WQ0yk2NbDfFMnnkQO6Z1HdGo7imgR9PVjpbtE4eEkZiVAAhvp7YHJL/ZBZyvNTE1GFhqtG4jHjuuecYNGgQGRkZTnnxvXv3smrVKqdb5c033yQ9PZ20tDTWrVtHRUXbGF1ubi5Llizh0KFDBAYGOmXMu4vFYuHEiRNOQ9CSvXv3YrFYnOKDXSEpKYnPP/8cs9lMeXk5qampnDlzxrl/8eLFREREcOTIEX73u98BijZUTk4OkyZNYvz48WzbdmGtjNqTS28mKiqKRx99lOjoaPr3709AQAAzZswAFEM4ePBgDh48eEHXAL284hBCaFGMxiYp5YfdOVdKuQHY0DTOX4D8pu1OPWYhxP8Bn/TYBfcCsaE6DhcZCfP1pKi6gUqzhVDfHqi0dnODgEiltqPoIBTuV7YPnKpUczf337DblC6C7trWbV6B1COl4OnLLeMT+6RWw+6Q5JQYKaiqJ0CnZWRUQKumSY02Ox9nFFJYXc/0+H4kRrXTBEulUzpaGfQl48aNIy4uzvl93bp1fPTRRwCcOXOG3NzcNnpNcXFxTt2oMWPGkJeXd15zl5eXu3R/FRUVcdddd/HWW291umJpyYwZM9i3bx8TJ04kLCyMCRMmtHpz//vf/47dbud3v/sd//rXv1i8eDE2m43c3Fx27txJfn4+kydPJisrq1tuuZYsWbKEJUuW8M4777By5cpWOlQAVVVVfPzxx5w8eZLAwEAWLlzIxo0bnTL1zbLqY8aMOa/5m+nNrCqB8uA/LKVccx7nhzf9GQ3MB95t+t4yR3QeilvrkmVoPz/MFjt1jTY07qJr2VVdxbcf+EcpK4qgOLjq1xAzoXXTppKfFHn1/smtMqwsNgff5JYzKjqIkJ4wZJ1garSx92QlBVX1xIbqGBMd1MpoNFjtfLi/gKLqBm5K7K8ajSsEH5+zBZo7d+5k+/bt7Nmzh4MHDzJq1CiX8uotpc7d3d2x2TpQmO4Ab2/vNuPX1tYya9YsVq5c2a5LqCNWrFhBRkYGX331FVLKVsqzzdf7y1/+0rlK0uv1zJ07F61WS1xcHMOGDeuRAHVKSgr//ve/22zfvn07cXFxhIWFodVqmT9/Pt9//71z/+Ugqz4JuAu4rmXqrBDiN0KI3wAIISKEEPnAH4H/J4TIF0I0O/I+EEJkA/8BlrSIY7wghPhJCJEJTAP+0Iv3cMEkND0ADxbUEOp7Hu6qjvAJU+IcCfNg5AKlkLAl1aeV+EfokLM9PZr48WQFdY02rh/R+2+mxgYr+/IqsdgdjIoOZHC4H24t3GJ1jTa2pOdTZmxkdlJ/tef3ZYqfnx9Go7Hd/TU1NQQFBaHT6Thy5IjLftk9SVBQEHa73Wk8LBYL8+bNY9GiRSxcuLDb49ntdqdrLTMzk8zMTGbMmIGU0indLqXkP//5j1MB+NZbbyU1NRVQVkA5OTkMHKik13emEnwuHcmlNxMdHc0PP/yA2WxGSsmOHTtaCRfm5OSQkJDQrXld0ZtZVd9KKYWU0tAydVZK+bqU8vWmY4qllHoppb+UMrDp77VN+yZLKeOllElSyh0txr1LSjmyadw5Usqi3rqHnmBgiA9eWjey8mvo5++FzS6pNPdQ512NJ3gFtm4320xDrVJZrgttUwcipWTH4VKigrwZ1q93H9IWm4PM/Bo0boKr44LbrG6MDVa2pJ2hxmxhbnIkg8J82xlJ5VInJCSESZMmkZiY6LKz3syZM7HZbBgMBp566qnzeuNvZt++fej1erZs2cKDDz7Y7sNwxowZfPvtt4CSFrt7927+8Y9/kJycTHJyMhkZGUBrWfL2xrZarUyePJn4+HgeeOABNm7ciEajQUrJ3XffzciRIxk5ciRFRUU8/fTTANx4442EhIQQHx/PtGnTePHFFwkJCaG8vLzd9rntSbq3J5deWFjIzTcr5WxXX301CxYsYPTo0YwcORKHw+FMQCgpKcHb29spd38hqLLqvUyD1c79b6Xh5gZ/v/sqvjlWToiPJyP1PeSKaZZb9/RTmi8JdyX+0VAL0gGx17RRr80pMfL850e4a0JMr/rCHQ7JgTNV1NRbGRMTTIB36zTfarOFD/YX0GC1c+uoqE77gqt0jCqr3pYDBw6wZs0a3n777Yt9Ka345JNPOHHiBP/1X//VZ3OuXbsWf3//dnued0dWXW0d28t4ad3pH+BFTomRMpMFfZA3pyrM1Ft88fbogSroAD1YTEoQXNoVFV27XQmGh8e7lDzfcbgUbw93xg9s20SmJ8kpNVJVp8ien2s0bHYHHx0owGJzsGCMnn7+anGfSs8zatQopk2bht1ux9390lEdaG7A1JcEBgZy11139chYquHoAwaF+3KosJYjxbWMHxjC6UozpyrrGB7h3/nJnaHxVFJsu0hlnYX0U1XMiO/XKjjd0+RXmcmvrCcmREf/gLYriZ8Kaqg2W5k3Kko1Giq9SnN71587ixcv7rGxVKW4PiA6yBt3N0FOiREvrTsR/t4UVTdgsTn6/Fp2Hi0FJFOH915tS1WdhaPFRkJ8PRgc3jZmYbE52HuyEn2QNzEhqsKtisrlhmo4+oBAHw/8vTUcKTIipSQmRIfdIcmv6tuuZBabg905ZRj0gb2mRVVqbCCzoAZvD3cSowJc1occOF2F2WLnmiGhl0SvDxUVle6hGo4+IEjnQYiPJ2WmRsqMjfh4agj18+RMVT32nkrN7QJpeZUYG3onBbfabCEtr5LMMzVo3QXJAwLRupA+b7DaST9dxcAwH5cuLBUVlUsf1XD0AYE6LSG+HljtDo6WKHnusSE6rDYHhdX1fXINUkp2HCklIsCL+P49EFtpwtRo4+CZatLyqqi32hkR6c+EgSHoPFyHz/blVWKxOZikihaqqFy2qIajDwj09sDPU4PW3Y2jxYrhCNR5EKDTcrrS3G4+d0+y92QleeV1zEiI6DH3UKmxgR9PVFBptjAo3JeJg0KJCvRud3xTo42M09UMj/DrGdkVlcueZunwwsJCFixY4PKYqVOn4iqdfv369QwePBghBOXl5e3OceDAAe6//35AET00GAwYDAYmTpzYrm5Te2NXVVUxb948DAYD48aNIyurtXCF3W5n1KhRrbKmvv76a0aPHk1iYiJ33313lyrhZ86cSWBgYLvZV7/73e/ayK63ZPXq1QwePJhhw4bxxRdfAEoB5JQpU867Er8lquHoA7y0bnh5uBPu50lOydnK2phgHfUWO6U9rGJ6LvUWO/9KO0NMiA+Te+hN32p3cLTYiI+nhkmDQokL9elUJPHHExU4JEwYqK42VFoTGRnZYV8NV0yaNInt27cTE9NO64Em/vKXvzhFB+Pi4ti1axeZmZk89dRTzuK4ro79l7/8heTkZDIzM/nnP//J0qWt+9O9/PLLrWohHA4Hd999N5s3byYrK4uYmJg2+lKuWLZsWbu1J2lpaR32LsnOzmbz5s1O+fiHH34Yu92Oh4cH119/fbt9SLqDmo7bBwghCPT2IFCnJa/cTLmpkVBfT8L8PNF5uHOqwtyrKakfZxRQW2/ld9cNaSX1cSEcLzPRaHVg0Afioen8/aPabCGroJaRen8CdH3X7+NnS+52pcNjT+LbD4bc0O7uxx57jJiYGB5++GEAnnnmGfz8/HjwwQeZO3cuVVVVWK1WVq5cydy5c1udm5eXx+zZs8nKyqK+vp7FixeTnZ3NiBEjqK937c4dNWpUp5dsNBrJzMwkKUlJWZ84caJz3/jx48nPz+/W2NnZ2TzxxBOAIhmSl5dHSUkJ/fr1Iz8/n08//ZQVK1awZo0iz1dRUYGnp6dT0n369OmsXr263SK8Zq6//np27tzZZrvdbmfZsmW88847TrHIc/n4449JSUnB09OTuLg4Bg8ezN69e5kwYQK33norTzzxBHfeeWeH83eGuuLoIwJ1Wqff//OsYr4/Vs7ek5VU11vIOF1FfmXvZFidrjCz/XAJ1w4NIy7Up/MTukBNvZX8ynoGBOvaFPa1x57jFbi7wbi43i06VLl4pKSktHqbfe+991i4cCFeXl589NFH7N+/n9TUVB555JEO3bOvvfYaOp2OzMxMVqxYQXp6+nlfU1paGomJiS73bdiwgZtuuqlb4yUlJfHhh4rQ9969ezl16pTT+Pz+97/nhRdeaKW4GxoaitVqdbra3n///VZS7N1l/fr1zJkzp0PZkIKCAgYMGOD8rtfrKSgoACAxMZF9+/ad9/zNqCuOPiLQW4ubgCAfD3YeKWVn03ZJU1He6Sr+v9tHd+ntvatIKdn44yl8PTXMH63vsTEPF9XiqXVjUFjXDNGhwhqOFBsZFxeMr6f6I9cndLAy6C1GjRpFaWkphYWFlJWVERQURHR0NFarlSeffJLdu3fj5uZGQUEBJSUlREREuBxn9+7dTimO5njE+VJUVISrfjypqals2LDBqWPVVR5//HGWLl1KcnIyI0eOZNSoUWg0Gj755BPCw8MZM2ZMq5WCEILNmzfzhz/8gcbGRmbMmHHeTZQKCwvZsmWLy5VIS1wZ5ea4o7u7Ox4eHhiNRvz8zl+nTv0t7iMU94xg2YxhaNwFdofELiU2u+S7Y+W8u/c0n2QW9tgDHuDbY+UcLzVx7zVx+PTQA/t0pRlTgw2DPgCNi3TbczleZmJ7dinRwTqujlObMl3pLFiwgPfff5/i4mJSUlIAJSBdVlZGeno6Wq2W2NhYl3LqLempBA5X0uqZmZncf//9fP755216gXSGv78/f//73wHlAR0XF0dcXBybN29m69atfPbZZzQ0NFBbW8uvfvUrNm7cyIQJE/jmm28A+PLLL8nJyTmvezlw4ADHjh1j8ODBAJjNZgYPHuxU5m1Gr9e3WtXk5+c7uwACNDY24uV1Ya5x1VXVRwTqlF4YZqudEF9Pwv296B/gzYBgHdeNCGdoPz/+c7Cwx9JzTY02tqTlM7ifLxMH9Yx7qMFq50RZHaF+yvV3xplKM59lFhHu78ktSZFdMjQqlzcpKSls3ryZ999/35klVVNTQ3h4OFqtltTUVE6dOtXhGFOmTGHTpk0AZGVlkZmZed7XM2LEiFYP1tOnTzN//nzefvvtVq1ku0p1dTUWi6Ju/cYbbzBlyhT8/f1ZvXo1+fn55OXlsXnzZq677jo2btwIQGlpKaA8sJ9//nl+85vfAIqra9GiRV2ee9asWRQXF5OXl0deXh46na6N0QCYM2cOmzdvprGxkZMnT5Kbm8u4ceMAJebS3KvjQlB/k/uIoKaAcLULSfVgnQdThiqZRv/cc6pH0nM/SM/HbLHzq6tjeuzt7UhTKvHwLvTLKK1tYOvBQgJ0Wm5NjupRF5zKpUtCQgJGo5GoqCinH/7OO+8kLS2NsWPHsmnTpk77UDz00EOYTCYMBgMvvPCC86F3LuvWrUOv15Ofn4/BYHCm3LZk+PDh1NTUOPuE/PnPf6aiooKHH36Y5ORkxo49K/x68803U1hY2OHYhw8fJiEhgeHDh/P555/z8ssvd/pv8uKLLzJixAgMBgO33HIL1113HaAYsfaaKk2ePJmFCxeyY8cO9Hq9M6W2PbZu3eqUck9ISOC2224jPj6emTNn8sorrzgFHlNTU50S7BeCKqveR0gpeXXnceL7+zNteNvK7fRTlaSfquLHE5XcPTGWKUPPX0tqX14l/7vrONPj+/HLq6Iv5LKdFFTXc7iwliH9fIkJ6Ti2UVVn4b20M2jc3bhtrB4/LzWLqi9QZdVds3btWvz8/FwalovJsmXLuOuuuy4ohtNd5s+fz+rVqxk2bFibfd2RVVdfA/sIIQSBOi3V9a6bOIX4eBIX4sPAMB/eSztDTb31vObJzK/mb7tPMCjcl1tHRV3IJQNKT42cEiOHC2sJ8vEgOrhjUUKzxcYH+5Usk/mjolSjoXLReeihh1q1o71UePHFF/vUaFgsFm699VaXRqO7qIajDwn09qDa7NoghPh6IIRg1sj+WGwONu893e3xjxTX8mrqcQYE6Vh6/RA8NRcmm95os3PgTBWnK8wMCNYxakBgh26v5s6C9RY780ZFEeTj0e6xKip9hZeXV4/1obic8fDw6FZMpSNUw9GHBOq01NbbXAob+nlp8dC44e7mxixDf/aerOSn/Jouj328zMS6HbmE+nnwh+lD2tWK6io1Zit7T1ZSW28jIcqfYRF+nRYPHik2cqzUxIRBIV0KnquoqFyeqOm4fUiAtxaHlBgbrM4sq5aE+HpQZmzkpsQIfjxZyfrUXEb09yd5QCDJAwJdngNK9tJft+fi76Xl0RnDLtg9VFBdz9HiWjw17oyNDezSeMYGK6lHS4kM9GJ0dNAFza+ionJpoxqOPiTQmVnl2nCE+npSVN1AvcXB728YwteHSzlwupqf8k/x9p5TxIX6MLSfHw4psTokVpsDq93B4aJaPNzdeGTGsHaNS1eQUnK8zEReuZlgXw9GRgW4lEZ3dd6Ow6U4HJIZ8RE9JmuioqJyaaIajj6k+aFe3U7gO0jngRBQXtfIoDBfUsZF88urBlBQXU/GmWoyTlez/XAJGneB1t3N+enn78U9k2IJ8zv/AKDdITlUWENpbSP6YG+G9fPrchrvocJaTpbXMXVYmBrXUFH5GaDGOPoQHw93vLTunCgzuazV8NC44e+tpbLubOaVEAJ9kI7Zhkj+3+x4/rZoLK/eOYaXU0bx0sIkVs8fyRM3j7igpkiNNjvpp6oorW1kaD8/hkf4d9lo1NRb2ZVTxoBgHckDAs/7GlQuf6qrq3n11VfP69ybb765Q8XXc1mzZg3x8fEYDAauv/76dosK6+vrufbaa7Hb7WRkZDBhwgQSEhIwGAztqsTu3r2b0aNHo9Fo2ij2PvbYYyQmJpKYmOjy/HPlzrt6nS1ZsWIFAwYMaCOb/vrrrzNy5EiSk5O55ppryM7ObnNuQ0MD48aNIykpiYSEBP70pz8596WkpJCbm9vp/F1CSnnFf8aMGSMvFfafqpRrvjwqswtrXO4/XmqUXx0qlo1We6/Mb7c7pMVml/UWmzQ2WGW5sUF+k1Mmvz5cIktq67s1lsPhkFvSzsj1X+fKarOlV65XpetkZ2df1PlPnjwpExISXO6z2Ww9OtfXX38t6+rqpJRSvvrqq/K2225zedz69evlX//6VymllEePHpU5OTlSSikLCgpkRESErKqqanPOyZMn5cGDB+Vdd90lt2zZ4tz+ySefyBtuuEFarVZpMpnkmDFjZE3N2d/jffv2yV/96lfSx8en29fZkj179sjCwsJW40gpW8318ccfyxtvvLHNuQ6HQxqNRimllBaLRY4bN07u2bNHSinlzp075f3339/uvK5+foA06eKZqrqq+pgkfSBHi43syikjJkTXJvspxMeTE2V1VJktPSq13ryqMDfa2+zz1LoxJjYI/24G1Q/m13Cm0swNI/p1WSVXpW94d+9pTvew4nJ0sI7bx7VfUPr4449z/PhxkpOTmT59OrNmzeLZZ5+lf//+ZGRkkJ2dza233sqZM2doaGhg6dKlzn4YsbGxpKWlYTKZuOmmm7jmmmv4/vvviYqK4uOPP25TYT1t2jTn38ePH++U9ziXTZs28c477wC0khiJjIwkPDycsrIyAgNbr5RjY2MBWqncgiKpfu2116LRaNBoNCQlJbFt2zZuu+22duXOu3qdLRk/frzL7f7+Zzt31tXVufQKCCGcKxWr1YrVanUeN3nyZO655x5sNtt5Cy02o7qq+hg3N8EN8f2w2BzsOlrWZr+/twaNu6Dc1HPNnaSUZBXU0Gh1MDBMCbCPiPRnpD6A5OhAxg8M6bbRqDZb+Da3jNhQHYlRPdeKVuXy5bnnnmPQoEFkZGTw4osvAooe06pVq5xulTfffJP09HTS0tJYt24dFRUVbcbJzc1lyZIlHDp0iMDAQD744IMO521PHt1isXDixAmnIWjJ3r17sVgsDBo0qMv3l5SUxOeff47ZbKa8vJzU1FSnmGBX5M7PR8b9XF555RUGDRrE8uXLWbdunctj7HY7ycnJhIeHM336dK6++mpAMYSDBw9ut+thd1BXHBeBUF9ProoN5ocTFQyL8GNg2FlfphCCUF9PKkyuK8zPh+NlJqrqrCRE+V9QLKQZh0Py5aESxQiO6NdjWlgqPUdHK4O+ZNy4ccTFxTm/r1u3zvlGfubMGXJzc9so1MbFxZGcnAzAmDFjyMvLa3f8jRs3kpaWxq5du9rsKy8vb7OaAEVq/a677uKtt95qs6roiBkzZrBv3z4mTpxIWFgYEyZMQKPRdEnuvKPr7A5LlixhyZIlvPPOO6xcudJlN0F3d3cyMjKorq5m3rx5ZGVlOXuShIeHU1hYyJgxYy7oOnptxSGEGCCESBVCHBZCHBJCLHVxzHAhxB4hRKMQ4tFz9i0VQmQ1nft7F+c+KoSQQojLsg/puLhgQn09+PpIKY221u6jYB8PLDYHxobzkx1pSamxgbxyM1FB3j1iNAAOnKmmoLqeqUPDVUkRlQ7x8Tmra7Zz5062b9/Onj17OHjwIKNGjXIpr95SHsTd3b3dHtnbt29n1apVbN261aWkiCtJ9draWmbNmsXKlSvbdQl1xIoVK8jIyOCrr75CSsmQIUNayZ3HxsY65c67ep3nQ0pKCv/+9787PCYwMJCpU6eybds257aGhoZ2hRW7Q2+6qmzAI1LKEcB4YIkQIv6cYyqB/wJearlRCJEI/BoYByQBs4UQQ1rsHwBMB7qvy3GJ4N7ksjI12vjuWHmrfcFNKa0Xuuqot9jJLqzFz0vDsH7n37SlJZV1Fr4/Vs7AMB9G9O+ZMVWuDPz8/JwqtK6oqakhKCgInU7HkSNH+OGHH857rgMHDvDggw+ydetWwsPbioYCBAUFYbfbncbDYrEwb948Fi1axMKFC7s9p91ud7rWMjMzyczMZMaMGR3KnXd0nZ2pBJ9Ly4yoTz/9lCFDhrQ5pqyszJmdVl9fz/bt21vNk5OTQ0JCQrfmdUWvGQ4pZZGUcn/T343AYSDqnGNKpZT7gHNfrUcAP0gpzVJKG7ALmNdi/1pgOUoDvcuW/gHeJA8I5OCZGgpa9OHw0rrj66WhsLqe0xVmasxWHC5kSjrC4ZBk5is/QAZ9YLeK8qrNFk5V1LWZ0+GQfHGoGI27m+qiUmlDSEgIkyZNIjExkWXLlrXZP3PmTGw2GwaDgaeeeuq83vibWbZsGSaTiYULF5KcnMycOXNcHjdjxgxnl7/33nuP3bt3849//IPk5GSSk5PJyMgA4Omnn2br1q0A7Nu3D71ez5YtW3jwwQedD1qr1crkyZOJj4/ngQceYOPGjZ0Gmdu7zvLy8nbbJyxfvhy9Xo/ZbEav1/PMM88AShwlISGB5ORk1qxZ43RTFRYWOqXSi4qKmDZtGgaDgauuuorp06cze/ZsAEpKSvD29u4wDtNV+kRWXQgRC+wGEqWUtS72PwOYpJQvNX0fAXwMTADqgR0oaWG/E0LMAa6XUi4VQuQBY6WU5S7GfAB4ACA6OnpMV/KnLwYWm4O3f1B6cNxxdbQzy6qopp5jpSYarQ4A3NwUPasAby2BOi1BOo92q7otNge5pUaKqhtIGhDYrcJAKSVv/3CKCpMFH093hkf4Ex/pT6ivJ3tPVvLdsXJuHtmfYV3oyaHSt6iy6m05cOAAa9as4e23377Yl9KKTz75hBMnTjhb5PYFa9euxd/fn/vuu8/l/u7Iqvd6cFwI4Qt8APzeldFwhZTysBDieeArwAQcBGxCCB2wApjRhTH+BvwNlH4c53n5vY6Hxo3Zhv5sSTvDfw4W8ovRejTubvQPUGISDVY7tfVWauqt1DZYya8yc7oChFAMSbCPFj8vLXWNNowNyqfBqsRMYkN9ul1NfqzURIXJwpiYIKrrrRw4XU36qSrC/ZWA/dB+fqrRULlsGDVqFNOmTcNutzubGV0KNK8C+pLAwMAeUwnuVcMhhNCiGI1NUsoPu3OulHIDsKFpnL8A+cAgIA442OQm0QP7hRDjpJTFPXntfUk/fy9mJETwaWYR2w+XcmPCWTeQl1apNm9Wm3U4JDX1VirNFqrqLJyqMNO8aNR5uhOo0+Ln5Y2/l7bb8h9SSn48WUmQTss1g0NxcxOYLTaOFBvJLqxF5+HOdS6aUKmoXMrce++9F/sSLgkWL17cY2P1muEQypNvA3BYSrnmPM4Pl1KWCiGigfnABCllFRDe4pg82nFVXW4M7edH5SALe45XEOLrwVWxwS6Pc3MTBPl4KEYhDGx2B2arHZ3W/YJ7ep8sr6PM2MiMhH7OmIjOQ8Po6CBV8VZFRcVJb644JgF3AT8JITKatj0JRANIKV8XQkQAaYA/4GhKu41vcml9IIQIQQmcL2kyGlc0V8cFU1ln4btj5QTpPBgc7tvpORp3N/wv0GCAstrYe7ISf28twyPUgj4VFZX26TXDIaX8Fugw7abJvaRvZ9/kLswRe14Xd4kihGB6fD9q6q18cagYf2894X590xDpTGU9RTUNXD8iHHdVFl1FRaUDVMmRSwytuxu3JEXiqXFja0YhdY2ui596mh9OVuDrqSG+v7raUFFR6RjVcFyC+HpqmJMUSYPVzqeZRdjsjl6dL7/KTEFVPWNigy44TqKi0h2aBfkKCwtZsGCBy2OmTp1KWlpam+133nknw4YNIzExkXvvvRer1bXSwoEDB7j//vsBRfTQYDBgMBiYOHFiu7pN69evZ/DgwQghKC8/G0Ktqqpi3rx5GAwGxo0bR1ZWlnNfbGysU/Z87NizGazLli1j+PDhGAwG5s2b1yX5+HvvvZfw8HCnVEgzTz31FAaDgeTkZGbMmEFhYaHL82fOnElgYGCb7K0ek1Z3JZl7pX0uJVn17nCkqFau+fKo/CKrSDocjl6b54P0M/L1ncekxdY7Uu4qfcPFllU/H86VDnfFtddeK/ft29dm+6effiodDod0OHach7QAAA0SSURBVBwyJSVFvvrqqy7PX7BggczIyJBSSvndd9/JyspKKaWUn332mRw3bpzLc/bv3y9PnjwpY2JiZFlZmXP7o48+Kp955hkppZSHDx+W1113nXPfucc288UXX0ir1SqllHL58uVy+fLlnd7zrl27ZHp6ehuZ+pbS6i+//LJ88MEHXZ6/fft2uXXrVjlr1qxW2zuSVldl1a8QhkX4UWFq5MeTlYT6efZKZlNRTT2nKsxMHhLapTaxKpcJ6f+AqryeHTMoFsbc0+7uxx57jJiYGB5++GEAnnnmGfz8/HjwwQeZO3cuVVVVWK1WVq5cydy5c1udm5eXx+zZs8nKyqK+vp7FixeTnZ3NiBEjqK+vdzWds1oaFDHF/Pz8NscYjUYyMzNJSkoCYOLEic5948ePd3kOKPUfrsjOzuaJJ54AFMmQvLw8SkpK6NevX3v/LMyYcbbsbPz48W2aQ7liypQpLsUduyKtDnD99de7FF3sKWl19UlxiTNhUAiDw33ZnVNGXnldj45dYWpk59EyvLTujNQH9OjYKj8/UlJSWnXFe++991i4cCFeXl589NFH7N+/n9TUVB555JF25TYAXnvtNXQ6HZmZmaxYsYL09PQO57Varbz99tvMnDmzzb60tLQ27p5mzkfmPCkpiQ8/VErS9u7dy6lTp5zGRwjBjBkzGDNmDH/7299cnv/mm29esLR6c4fATZs28ec//7lb5/aUtLq64rjEEUJwY0IE/0o7w2dZRdx+VfQF9/WuNlv44UQFR4qNaN3duG54OJ6aS6eqVqUH6GBl0FuMGjWK0tJSCgsLKSsrIygoiOjoaKxWK08++SS7d+/Gzc2NgoICSkpKiIiIcDnO7t27nVIczfGIjnj44YeZMmUKkye3TcQsKioiLCyszfbU1FQ2bNjg1LHqKo8//jhLly4lOTmZkSNHMmrUKOeb+3fffUdkZCSlpaVMnz6d4cOHM2XKFOe5q1atQqPRcOedd3ZrznNZtWoVq1atYvXq1axfv55nn322W+f3hLS6ajguAzw0bsxJiuTdvaf5YH8+CZEBDAzzIdzPs1tCgzX1VvadrORQYS3ubjAmJoixMcF4e6hGQ6VnWLBgAe+//z7FxcWkpKQASkC6rKyM9PR0tFotsbGxLuXUW9LVn+tnn32WsrIy/vd//9flflfS6pmZmdx///18/vnnbXqBdIa/vz9///vfASU+HBcX5+w3EhkZCSgP5nnz5rF3716n4Xjrrbf45JNP2LFjR4+Jg95xxx3OLovdoSek1VXDcZkQ4K1lbnIku3PK+PFkBT+cqMDPS0NcqA8xIT74e2vQeWjw1ro76zDMFhv5VfXkV5nJr6qnwmTB3U1gGBDAuNhgfDzV/36VniUlJYVf//rXlJeXO5sW1dTUEB4ejlarJTU1lc4ER6dMmcKmTZuYNm0aWVlZZGZmujzujTfe4IsvvmDHjh3tNmQaMWIE//M//+P8fvr0aebPn8/bb7/dqpVsV6murkan0+Hh4cEbb7zBlClT8Pf3p66uDofDgZ+fH3V1dXz55Zc8/fTTAGzbto3nn3+eXbt2odPpnGMVFBSwaNEiduzY0eX5c3NznXLqW7du7bY0O/SMtLr65LiM6B/gzS+visZssXGyvI6T5XUcKTaSmV/T6jgvrTtad4GxQakB8dC4ERXozYj+/gyL8Ot2m1gVla6SkJCA0WgkKirKKd995513cssttzB27FiSk5M7fdg99NBDLF682Jl2Om7cOJfH/eY3vyEmJoYJEyYAMH/+fOfDupnhw4dTU1OD0WjEz8+PP//5z1RUVDgD+BqNxpnqe/PNN/PGG28QGRnJunXreOGFFyguLsZgMDj3HT58mEWLFuHu7k58fDwbNmwAFMnyefOUzg82m4077rjDGXP57W9/S2NjI9OnTweUAPnrr79OUVFRuwHq22+/nZ07d1JeXo5er+fZZ5/lvvvu4/HHH+fo0aO4ubkRExPD66+/DiixnNdff5033ngDUILgR44cwWQyodfr2bBhAzfeeGOPSav3iaz6xWbs2LHSVR74lYDN7qDU2IjZYsNssWO22Km32Gm02Qn19UQfpCPcz7Nb/ThULk9UWXXXrF27Fj8/P2ctx6XC+vXriY6ObreXSG/QkbT6JSWrrtK7aNzdiAzsmZawKipXIg899BBbtmy52JfRht/+9rd9PmdPSaurhkNFReWKxsvLq8f6UFzu9JS0ulrHoaJyBfFzcD2r9Dzd/blRDYeKyhWCl5cXFRUVqvFQ6RZSSioqKvDy6roSt+qqUlG5QtDr9eTn51NWVnaxL0XlMsPLywu93mWHC5eohkNF5QpBq9U6i9FUVHoT1VWloqKiotItVMOhoqKiotItVMOhoqKiotItfhaV40KIMqBjgZz2CQXKOz3q8uFKup8r6V5AvZ9LmSvpXqDr9xMjpWwjL/yzMBwXghAizVXJ/eXKlXQ/V9K9gHo/lzJX0r3Ahd+P6qpSUVFRUekWquFQUVFRUekWquHoHNc9IC9frqT7uZLuBdT7uZS5ku4FLvB+1BiHioqKikq3UFccKioqKirdQjUcKioqKirdQjUcHSCEmCmEOCqEOCaEePxiX093EUK8KYQoFUJktdgWLIT4SgiR2/Rn0MW8xq4ihBgghEgVQhwWQhwSQixt2n7Z3Y8QwksIsVcIcbDpXp5t2h4nhPix6V7+JYTwuNjX2h2EEO5CiANCiE+avl+29yOEyBNC/CSEyBBCpDVtu+x+1gCEEIFCiPeFEEeafn8mXOi9qIajHYQQ7sArwE1APHC7ECL+4l5Vt/kHMPOcbY8DO6SUQ4AdTd8vB2zAI1LKEcB4YEnT/8fleD+NwHVSyiTg/2/vfkKsrMI4jn9/NhnqVEOmIVoNU1ES2IxB/6ywrIiQaKEUaUibNi5yEcVEEQguWlS2iBKsMJr+WDklLfpnNuQiEycpUVxUkoPmBKlhUNT4tDjn1lVnbN6Z67zzwu8Dl3vP8fByHuZcn/c9733PaQfulHQd8DTwXI7lEHDy/p7j28PA7rpy1eO5JSLa6553qOJYA3ge+CgirgCuIv2NRhdLRPg1yAu4Hvi4rtwJdJbdrxHE0QrsrCvvAWbkzzOAPWX3cYRxfQDcXvV4gMlAL3At6Uneplx/3Pgb7y9gVv4P6FbgQ0AVj2cvcP4JdZUba8A5wI/kH0I1KhZfcQxtJrCvrtyX66rugog4AJDfp5fcn8IktQIdwFYqGk+e1tkB9AOfAt8DhyPi79ykauNtNfAocCyXp1LteAL4RNJ2SQ/luiqOtTbgF+DVPI24VtIURhmLE8fQNEidf7tcMknNwHvAioj4rez+jFREDEREO+lM/Rpg9mDNxrZXIyNpIdAfEdvrqwdpWol4snkRMZc0Vb1c0s1ld2iEmoC5wIsR0QH8TgOm2Jw4htYHXFhXngXsL6kvjXRQ0gyA/N5fcn+GTdKZpKTRFREbcnVl4wGIiMPAF6T7Ni2SapurVWm8zQPulrQXeIs0XbWa6sZDROzP7/1ANym5V3Gs9QF9EbE1l98lJZJRxeLEMbRtwGX5lyETgfuAjSX3qRE2Asvy52WkewXjniQBLwO7I+LZun+qXDySpklqyZ8nAbeRblhuBhblZpWIBSAiOiNiVkS0kr4nn0fEEioaj6Qpks6ufQbuAHZSwbEWET8D+yRdnqsWALsYZSx+cvwUJN1FOnM6A3glIlaV3KVCJL0JzCctoXwQeAp4H1gPXAT8BCyOiF/L6uNwSboR+BL4jv/m0R8n3eeoVDyS5gDrSONqArA+IlZKaiOdsZ8HfAMsjYg/y+tpcZLmA49ExMKqxpP73Z2LTcAbEbFK0lQqNtYAJLUDa4GJwA/Ag+RxxwhjceIwM7NCPFVlZmaFOHGYmVkhThxmZlaIE4eZmRXixGFmZoU4cZiNc5Lm11acNRsPnDjMzKwQJw6zBpG0NO+zsUPSmryQ4VFJz0jqlbRJ0rTctl3SV5K+ldRd2w9B0qWSPst7dfRKuiQfvrluT4Wu/CS9WSmcOMwaQNJs4F7S4njtwACwBJgC9OYF83pIT+8DvAY8FhFzSE/D1+q7gBci7dVxA3Ag13cAK0h7w7SR1ocyK0XT/zcxs2FYAFwNbMsXA5NIC8cdA97ObV4HNkg6F2iJiJ5cvw54J6+PNDMiugEi4g+AfLyvI6Ivl3eQ9lnZcvrDMjuZE4dZYwhYFxGdx1VKT57Q7lRr/Jxq+ql+jacB/N21EnmqyqwxNgGLJE2Hf/envpj0HautEHs/sCUijgCHJN2U6x8AevL+In2S7snHOEvS5DGNwmwYfNZi1gARsUvSE6Rd4yYAfwHLSRvnXClpO3CEdB8E0lLWL+XEUFuxFFISWSNpZT7G4jEMw2xYvDqu2Wkk6WhENJfdD7NG8lSVmZkV4isOMzMrxFccZmZWiBOHmZkV4sRhZmaFOHGYmVkhThxmZlbIP3D00wqZJmOdAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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YmEh+fj5NmjRxav+JEydYu3Yt9957r1mWmJhIp06dXP0qqi+iQ0Oaykc7gkqgcePG3HLLLXTq1Inp06eXKh82bBgWi4Xw8HBmzZpF7969L/tckydPJj09nTZt2rBgwQLeeOONUnUaNGhA69atiyWHQ0JCeO6551i6dCnBwcFm7mLKlCnm9M6VK1fSrl07OnToQPPmzXn44YcB2LZtG+Hh4XTp0oWxY8eyePFicxTy/vvvM2XKFNq0aUPr1q25/fbbAYiOjiY4OJgff/yRESNGMHToUMAIWxUN2djZsWMHy5cvZ9OmTeY01a+//hqARx55hCNHjtCpUycmTJjAsmXLUEqRnJzM8OHDzT7uvvtuOnbsyJ133sm7775LYGAgYIw0Dh8+TGRk5GV/79UHPSLQVD41bs/iyMhIKTkv/cCBAxWepXK1Ex0dTWxsrDlzqLqwaNEiWrZsyciRI6vsnNHR0ezZs8fpDKga9fs5shWO/wC9poFfo/LrazQ2lFKxIuLwaeiqSxZrDO666y6HM5M8TVkL2tyFxWLh+eefr/LzugV7klgnizWViHYEVzFTpkzxtAnVgnHjxnnahEpEh4Y0lY/OEWg0NQmdLNa4Ae0INJoahR4RaCof7Qg0mpqEOSDQOQJN5aEdgUZTo9ChIU3lox2Bh2jYsCEAycnJjB071mGdgQMHOpRwPnr0KL169aJt27aMHz+e/Px8h+3XrVvHq6++ChhrAbp164aPjw+rV692atfnn39OeHh4Kbnn48ePExUVRXh4OAMHDiy2onjZsmW0bduWtm3bmovdijJy5EiXFnOtWLGC8PBwwsPDufnmm9m3b59ZFhISQufOnYmIiHC6HuDgwYP06dOHunXr8tZbb5nH8/Pz6d+/v8OV2jUOLTqncQPaEXiY5s2bl3ljdsSLL77Is88+y6FDhwgMDGTJkiUO67355ps8/vjjALRs2ZKlS5dy3333Oe03PT2d6dOns3HjRvbv309KSgobN24EDE3/Bx54gPj4eF555RX+/Oc/A/D7778zZ84cfvrpJ3bt2sWcOXPIyMgw+1y7dq3p9MqjVatWbN26lfj4eGbNmmUqtNrZvHkzcXFxTvc3aNSoEQsXLuRPf/pTseN16tQhKiqKzz//3CU7qjd6RKCpfK4+R3D2AJz4qXJfZ8veRvnFF18stjHN7Nmz+fvf/052djZRUVF069aNzp07s379+lJtjx07Zj4tX7x4kQkTJhAeHs748eO5ePFiqfoiwqZNm8xRxIMPPsi6detK1UtMTKRu3bqmFENISAjh4eF4eTn/Lz9y5Ajt2rUzBetuu+02UwE1ISHBlIYYNGiQeS3ffvstgwcPplGjRgQGBjJ48GC++eYbwBCQW7BgAS+//HKZ35+dm2++2VwN3Lt372KjDlcICgqiR48e+Pr6liobPXo0K1asqFB/1RI9ItC4gavPEXiACRMmFHva/OKLLxg3bhz16tUzV7Vu3ryZ559/3qFip533338fPz8/4uPjmTlzJrGxsaXqpKenExAQYMo0OJN+3rFjB926davQdbRp04aDBw9y7NgxLBYL69atMwXuunTpYjqF6OhosrKySE9PLyaLXdKeWbNm8fzzz5t7BFSEJUuWmHIVYKiaDhkyhO7du/PBBx9UuL9OnTo5lK+ueWj1UU3lc/UtKAuqeqmArl27cvbsWZKTk0lNTSUwMJCWLVtSUFDASy+9xLZt2/Dy8uLUqVOkpKQ43Rxl27ZtPPXUUwBmrLwkrko/X44UdWBgIO+//z7jx4/Hy8uLm2++mSNHjgDw1ltv8eSTT7J06VL69+9PixYt8PHxcWpPXFwchw8f5u23366wAN7mzZtZsmQJ33//vXlsx44dNG/enLNnzzJ48GA6dOhgbqLjCt7e3tSpU4esrCz8/auHVPllodcRaNzA1ecIPMTYsWNZvXo1Z86cYcKECYCR/ExNTSU2NhZfX19CQkLKlYcuT8+/SZMmnDt3DovFgo+Pj1Pp5/r165OZmVnh67jzzju58847Afjggw/w9vYGjFzG2rVrASPks2bNGq699lqCg4PZsmWL2T4pKYmBAwfy448/EhsbS0hICBaLhbNnzzJw4MBidR0RHx/PlClT+O9//1tsvwb7NQYFBXHXXXexa9euCjkCMPZ7rlevXoXaVD90aEhT+ejQUCUxYcIEPvvsM1avXm3G7zMzMwkKCsLX15fNmzdz/PjxMvvo37+/Gcf+5ZdfiI+PL1VHKcWgQYPMBPOyZcscSj+HhoaWuzWlI+xSzhkZGbz33numTEVaWhpWqxGOmDt3Lo888ggAQ4cOZcOGDWRkZJCRkcGGDRsYOnQojz32GMnJyRw7dozvv/+edu3amU5g0aJFLFq0qNS5T5w4wZgxY1i+fDnt2rUzj+fk5Jgy3zk5OWzYsKHCktLp6ek0bdrUYf6gRqFHBBo34DZHoJS6QSm1WSl1QCm1Xyn1tIM6A5VSmUqpONvrFXfZ427CwsLIysqiRYsW5t67EydOJCYmhsjISFasWEGHDh3K7OOxxx4jOzub8PBw3nzzTXr27Omw3rx581iwYAFt2rQhPT2dyZMnl6rTv39/9u7da4Zudu/eTXBwMKtWrWLatGmEhYWZde27ogE8/fTTdOzYkVtuuYUZM2aYN+QtW7bQvn172rVrR0pKCjNnzgSMmTqzZs2iR48e9OjRg1deeaXURjklOXjwYKnd2QBeffVV0tPTefzxx4tNE01JSaFv37506dKFnj17MmLECIYNGwbA4sWLWbx4MQBnzpwhODiYBQsW8NprrxEcHMz58+cBI9xUVLK65qJHBBo34GxX+yt9Ac2Abrb3/kAi0LFEnYHAVxXpt3v37lKShISEUsc0Ik899ZT873//87QZpRgxYoTk5eVV6TnvuusuOXjwoMOyGvX72b9OZNPfRFIPedoSTQ0DiBEn91W3jQhE5LSI7LG9zwIOAC3cdT5NaV566SUuXLjgaTNK8dVXX5n7IVcF+fn5jB49mvbt21fZOd2GDg1p3ECV5AiUUiFAV+AnB8V9lFL7lFL/VUqFOShHKTVVKRWjlIpJTU11o6VXF9ddd12VbgBTXalTpw4PPPCAp82oJHRoSFP5uN0RKKUaAmuAZ0TkfIniPcCNItIF+CdQemUUICIfiEikiERWdEqkRnNVIXodgabycasjUEr5YjiBFSKytmS5iJwXkWzb+68BX6VU6V3JNRqNDR0a0lQ+7pw1pIAlwAERWeCkzvW2eiiletrsqX77K2o01QUtMaFxA+5cUHYLMAn4WSkVZzv2EtASQEQWA2OBx5RSFuAiMMGW3dZoNGWi/0w0lYc7Zw19LyJKRMJFJML2+lpEFtucACKySETCRKSLiPQWkR/cZY87OXfuXDHRuYowfPhwzp0753J9V+WkL168yIABAygsLARg2LBhBAQEcMcddzhtU5bU9IkTJxgyZAihoaF07NjRlI146KGHaNWqFREREURERBAXZ/j8siSlnTFx4kTat29Pp06deOSRRygoKDDLtmzZQkREBGFhYQwYMMBh+379+pl2NG/enNGjRwPGLKW//OUv5Z6/RqBHBBp34GxeaXV9Vcd1BEePHpWwsDCHZRaLpdLPtW/fPpk0aZKsWrXKab1FixbJO++8Y37+7rvv5Msvv5QRI0Y4bTN27FhZunSpiIhs3LhR7r//frNswIABsmHDBhERycrKkpycHBERefDBBx3asWPHDvn9999FROTrr7+Wnj17lntt//nPf8RqtYrVapUJEybIe++9JyIiGRkZEhoaKsePHxcRkZSUlHL7GjNmjCxbtkxERKxWq0RERJg2l8TTv58Kse9zYx1B8j5PW6KpYVDGOoKrTmtoy69nSc3Kq9Q+m/rXZWD7IKflM2bM4LfffiMiIoLBgwczYsQI5syZQ7NmzYiLiyMhIYHRo0dz8uRJcnNzefrpp02t/ZCQEGJiYsjOzub222+nb9++/PDDD7Ro0YL169dTv379YucKCQkBKFNOGown8n/961/m56ioqHJ1fhISEnj77bcBQ2ra/kSdkJCAxWJh8ODBAC7tL3DzzTeb712VlC668rdnz55mm3/961+MGTOGli1bAobeUFlkZWWxadMmPv74Y8CQ5Rg4cCBfffUV99xzT7l2VGv0OgKNG9BaQ5XAG2+8QevWrYmLi2P+/PkA7Nq1i9dff52EhAQAPvroI2JjY4mJiWHhwoWkp5fOiR86dIgnnniC/fv3ExAQYMo+V5T8/HyOHDliOg1XcSY1nZiYSEBAAGPGjKFr165Mnz7dDDkBzJw5k/DwcJ599lny8ko74ZKS0uVRUFDA8uXLTRmJxMREMjIyGDhwIN27d+eTTz4ps310dDRRUVFcc8015rHIyEi2b9/usg3VFx0a0lQ+V92IoKwn96qkZ8+etGrVyvy8cOFCoqOjATh58iSHDh0qpbdjj7UDdO/evcLyzXbS0tIICAiocDtnUtMWi4Xt27ezd+9eWrZsyfjx41m6dCmTJ09m7ty5XH/99eTn5zN16lTmzZvHK69ckoxyJCldHo8//jj9+/enX79+AFgsFmJjY9m4cSMXL16kT58+9O7du5gwXVFWrlxpiuXZCQoKIjk5ucLfSbVDjwg0bkCPCNxEgwYNzPdbtmzhu+++48cff2Tfvn107drVoRx13bp1zffe3t6Xvcdu/fr1y5W7doRdanrv3r28/vrrAKbUdNeuXbnpppvw8fFh9OjR7NmzB4BmzZqhlKJu3bo8/PDD7Nq1y+zPLim9fv16hyJzjpgzZw6pqaksWHBpxnFwcDDDhg2jQYMGNGnShP79+ztNPqenp7Nr1y5GjBhR7Hhubm6pMFvNRC8o01Q+2hFUAv7+/qZMsiMyMzMJDAzEz8+PgwcPsnPnTrfaExgYSGFhYYWdgTOp6R49epCRkYFd3mPTpk107NgRMDbAAWPSwbp160x5aGeS0mDkKxztqvbhhx/y7bffsnLlymI5kFGjRrF9+3YsFgsXLlzgp59+IjTU8QZEq1at4o477ii170BiYmKFpaurJXYHoAcEmkpEO4JKoHHjxtxyyy106tSJ6dOnlyofNmwYFouF8PBwZs2aRe/evS/7XGXJSRdlyJAhxcIx/fr1Y9y4cWzcuJHg4GC+/fZbAF555RW+/PJLwLnUtLe3N2+99RZRUVF07twZEeEPf/gDYEz57Ny5M507dyYtLc3cn9iZpLTVauXw4cMOpaofffRRUlJS6NOnDxEREbz66quAsbfCsGHDCA8Pp2fPnkyZMsW8qQ8fPrxYyOezzz7j3nvvLdX35s2bS40SaiQ6NKRxA0pqWNIpMjJSYmJiih07cOCA0yfE2srevXtZsGABy5cv97Qpxfjll1/46KOPioV+3E1KSgr33XcfGzdudFheo34/ez6BzFPQ5ja4oYenrdHUIJRSsSIS6ahMjwiuUrp27cqgQYOKze6pDnTq1KlKnQAYYaq///3vVXpOt6FHBBo3cNXNGtJcwh7jr+306HE1PTnrZLGm8tEjAo2mJqElJjRuQDsCjaZGoUNDmspHOwKNpiahRwQaN6AdgUZTo9A5Ak3lox2Bh7ALtyUnJzN27FiHdQYOHEjJqbIAixYtok2bNiilSEtLc3qOvXv3mlILrspCHz16lF69etG2bVvGjx9Pfn4+AHl5eYwfP542bdrQq1evYvIXc+fOpU2bNrRv395cnwBGsjooKMjlhVxl2RgSEkLnzp2LrUlwhCO56vz8fPr373/ZK7WrFXrWkMYdOJMlra6v6ihDfTk0aNCg3DoDBgyQ3bt3lzq+Z88eOXr0qNx4442SmprqtP3YsWMlLi5ORFyXhR43bpysXLlSRESmTZtmSkG/++67Mm3aNBERWblypdxzzz0iIrJ//34JDw+X3NxcOXLkiNx0002m9PbWrVslNjbWqUR3ScqysbxrFSlbrnr27Nny6aefOmxXo34/P31gyFD/tsXTlmhqGNQmGWoOfQfZKZXbZ8ProO1tTotffPFFbrzxRh5//HEAZs+ejb+/P9OmTWPUqFFkZGRQUFDAa6+9xqhRo4q1PXbsGHfccQe//PILFy9e5OGHHyYhIYHQ0FAuXrzo8Hxdu6SWbp4AACAASURBVHYt1+SsrCzi4+Pp0qUL4JostIiwadMmU776wQcfZPbs2Tz22GOsX7+e2bNnAzB27FiefPJJRIT169czYcIE6tatS6tWrWjTpg27du2iT58+9O/fv0LCeZcjXV2UsuSqR48ezZ///GcmTpxYoT6rHXpEoHEDOjRUCUyYMIHPP//c/PzFF18wbtw46tWrR3R0NHv27GHz5s08//zzSBlJvvfffx8/Pz/i4+OZOXMmsbGxl21TTEyM05CMM1no9PR0AgIC8PExng+Cg4NNTaBTp05xww03AODj48O1115Lenp6seMl21wJJW1USjFkyBC6d+/OBx984LBNWXLVnTp1Yvfu3Vdsl+fRyWJN5XP1jQjKeHJ3F127duXs2bMkJyeTmppKYGAgLVu2pKCggJdeeolt27bh5eXFqVOnSElJ4frrr3fYz7Zt23jqqacAzFj55XL69GmaNm1a6nhZstCOnJRSqsyystpcLo5s3LFjB82bN+fs2bMMHjyYDh060L9//2LtypKr9vb2pk6dOmRlZeHv739F9nkU0cliTeVz9TkCDzF27FhWr17NmTNnmDBhAmAkP1NTU4mNjcXX15eQkJByFUGv9CZqx5EUtV0W+r///a9DWegmTZpw7tw5LBYLPj4+JCUl0bx5c8B40j958iTBwcFYLBYyMzNp1KiRedxO0TaXgzMb7X0GBQVx1113sWvXrlKOIDg4mCZNmtCgQQMaNGhgylXb1U/z8vJKqZLWOEwHoEcEmspDh4YqiQkTJvDZZ5+xevVqcxZQZmYmQUFB+Pr6snnzZo4fP15mH/3792fFihWAIc4WHx9/2faEhoZy+PBh83NZstB2lFIMGjSI1atXA7Bs2TIzpzFy5EiWLVsGwOrVq7n11ltRSjFy5Eg+++wz8vLyOHr0KIcOHaJnz55l2rZo0SIWLVpU6rgzG3NyckyZ75ycHDZs2OAw7FWWXHV6ejpNmzbF19e3TNuqP1LsH42mMtCOoJIICwsjKyuLFi1a0KxZM8CQaI6JiSEyMpIVK1bQoUOHMvt47LHHyM7OJjw8nDfffNPpDXXhwoUEBweTlJREeHh4qd24ADp06EBmZqZ5A3UmCw3FpZznzZvHggULaNOmDenp6UyePBmAyZMnk56eTps2bViwYAFvvPGGed333HMPHTt2ZNiwYbz77rt4e3sDcO+999KnTx9+/fVXgoODWbJkCQAHDx50OCJxZmNKSgp9+/alS5cu9OzZkxEjRpjbWC5evJjFixcDZctVb968udieyDUWnSzWuAG3yVArpW4APgGuB6zAByLyDyd1ewA7gfEisrqsfrUMteu8/fbb+Pv7O3QUnuSOO+5g7dq11KlTp8rOOWbMGObOnUv79u1LldWo388P/4S8bGjRDdoN9bQ1mhqEp2SoLcDzIhIK9AaeUEp1dGCcNzAP+LZkmebKeOyxx4ptf1ld+Oqrr6rUCeTn5zN69GiHTqDGoSUmNG7AbY5ARE6LyB7b+yzgANDCQdU/AmuAs+6ypbZSr149Jk2a5GkzPE6dOnV44IEHPG1GJaFDQ5rKp0pyBEqpEKAr8FOJ4y2Au4DF5bSfqpSKUUrF2PfN1WhqJXpEoHEDbncESqmGGE/8z4jI+RLF7wAvikiZ22iJyAciEikikY7mxms0tQc9ItBUPm5dR6CU8sVwAitEZK2DKpHAZ7a5802A4Uopi4isc6ddGk2NRS8o07gBtzkCZdzdlwAHRMThJrUi0qpI/aXAV9oJaDRloUNDmsrHnaGhW4BJwK1KqTjba7hS6lGl1KNuPG+Vc+7cOd57773Lajt8+HDOnTvncv0FCxbQsWNHwsPDiYqKcrpI7eLFiwwYMMDcvH7YsGEEBARwxx13OO37+PHjREVFER4ezsCBA4uJvp04cYIhQ4YQGhpKx44dTTG5TZs20a1bNzp16sSDDz5YSup59+7deHt7m4vUnHHhwgVGjBhBhw4dCAsLY8aMGcXKv/jiCzp27EhYWBj33Xefwz5mzpzJDTfcYEp821m0aBEff/xxmeevMeh1BBp34EyWtLq+qqMM9dGjR51KLdslmSuLTZs2SU5OjoiIvPfee6YcdEkWLVok77zzjvn5u+++ky+//FJGjBjhtO+xY8fK0qVLRURk48aNcv/995tlAwYMkA0bNoiISFZWluTk5EhhYaEEBwfLr7/+KiIis2bNkg8//NBsY7FYZNCgQXL77bfLqlWryryunJwc2bRpk4iI5OXlSd++feXrr78WEZHExESJiIgwJaqLyksX5ccff5Tk5ORSEt85OTkSERHh9Nye/v1UiK1vGjLUv0R72hJNDYPaJEO9ctcJTvx+oVL7bNnIj3t7tnRaPmPGDH777TciIiIYPHgwI0aMYM6cOTRr1oy4uDgSEhIYPXo0J0+eJDc3l6effpqpU6cCxoYrMTExZGdnc/vtt9O3b19++OEHWrRowfr166lfv36xcw0aNMh837t3bz799FOHNq1YscKUkwaIiopiy5YtZV5nQkICb7/9tnme0aNHm8ctFguDBw8GLm2qk5qaSt26dU05iMGDBzN37lxzNfI///lP7r77bpdUP/38/Mxrq1OnDt26dTNHJP/3f//HE088QWBgIFBcXroovXv3dtp3SEgIu3btKlf+otpjDgh0jkBTeWiJiUrgjTfeoHXr1sTFxTF//nwAdu3axeuvv05CQgIAH330EbGxscTExLBw4ULS09NL9XPo0CGeeOIJ9u/fT0BAAGvWrCnzvM7kpPPz8zly5AghISEVuo4uXbqY54yOjiYrK4v09HQSExMJCAhgzJgxdO3alenTp1NYWEiTJk0oKCgwd1FbvXq1KUB36tQpoqOjefTRikcBz507x7///W+ioqIAQ146MTGRW265hd69e/PNN99UuM/IyEi2b99e4XbVDx0a0lQ+V92IoKwn96qkZ8+etGpl5sJZuHAh0dHRAJw8eZJDhw6V0ttp1aoVERERAHTv3r3MTV0+/fRTYmJi2Lp1a6mytLQ0AgICKmzzW2+9xZNPPsnSpUvp378/LVq0wMfHB4vFwvbt29m7dy8tW7Zk/PjxLF26lMmTJ/PZZ5/x7LPPkpeXx5AhQ8y9DJ555hnmzZtn6g65isVi4d577+Wpp57ipptuMo8dOnSILVu2kJSURL9+/fjll18qdI1BQUEcPHiwQrZUS+wjAZ0s1lQiV50jqC40aNDAfL9lyxa+++47fvzxR/z8/Bg4cKBDOeqichDe3t5Odyj77rvveP3119m6datDCQlHEtSu0Lx5c9auNWb5Zmdns2bNGq699lqCg4Pp2rWreWMePXo0O3fuZPLkyfTp08d80t6wYQOJiYmAsTGOXY47LS2Nr7/+Gh8fHzPc5IypU6fStm1bnnnmGfNYcHAwvXv3xtfXl1atWtG+fXsOHTpEjx49XL623NzcUmG2Gol2ABo3oENDlYC/v7+p8umIzMxMAgMD8fPz4+DBg+zcufOyz7V3716mTZvGl19+6TRWHhgYSGFhYYWdQVpaGlar8cQ5d+5cHnnkEQB69OhBRkYG9lXdmzZtomNHQzbq7FlDGSQvL4958+aZoaCjR49y7Ngxjh07xtixY3nvvfdMJ+BMhfXll18mMzOTd955p9jx0aNHs3nzZtPGxMRE0ym5SmJiotMd22oMRZ2AzhFoKhHtCCqBxo0bc8stt9CpUyemT59eqnzYsGFYLBbCw8OZNWuW06SmK0yfPp3s7GzGjRtHREQEI0eOdFhvyJAhxXb46tevH+PGjWPjxo0EBwfz7beGxt8rr7zCl19+CRgjl/bt29OuXTtSUlKYOXMmYIxO3nrrLaKioujcuTMiwh/+8AcA5s+fT2hoKOHh4dx5553ceuutZdqflpbmcFezpKQkM6fSrVs3IiIi+PDDDwEYOnQojRs3pmNoewYN6M/8+fPNsJo9lAbwwgsvEBwczIULFwgODjb3WAZjh7Pbbqv63esqlWKOQI8MNJWH22So3YWWoXaNvXv3smDBApYvX+5pU4rx1VdfceTIEXNLzgqReQqUgmsqtgNaed9Fjfn9WAth65vG+0atoMsEz9qjqVGUJUNdbo5AKfU08DGQBXyIIR43Q0Q2VKqVmkqla9euDBo0iMLCwgonbN1JWQvaXOIyHlzS0tL461//emXnrQ7oEYHGTbgSGnpEDLG4IUBT4GHgDbdapakUHnnkkWrlBK6cy7v5DR48uMJTaasn4uS9RnNluOII7LupDwc+FpF9RY5pNFVMLb4B6mSxxk244ghilVIbMBzBt0opf4ytJzWaqkWEWu0I0KEhjXtwZR3BZCACOCIiF5RSjTDCQxpNFSMgtXgwKjo0pHEProwI+gC/isg5pdT9wMtApnvN0micUZtvgHpEoHEPrjiC94ELSqkuwAvAceATt1pVC7ALtyUnJzN27FiHdQYOHEjJqbIAEydOpH379nTq1IlHHnmEgoICh+337t3LlClTAEOELjw8nPDwcG6++Wb27dvnsM3Ro0fp1asXbdu2Zfz48eTn5wOwbds2unXrho+PTylJaW9vbyIiIkqta3jooYdM2YyIiAji4uLK/E7i4uLo06cPYWFhhIeH8/nnn5eoIfzxhVdKyUwXJT4+3uyjc+fO5qK62267jYyMjDLPX+3ROQKNm3DFEVhsEqajgH+IyD8Af/eaVXto3rx5uVr9JZk4cSIHDx7k559/5uLFi+bCq5L87W9/449//CNg6Bht3bqV+Ph4Zs2aZaqfluTFF1/k2Wef5dChQwQGBrJkyRIAWrZsydKlSx3uBVC/fn3i4uKIi4szF6fZmT9/vllWdPGXI/z8/Pjkk0/Yv38/33zzDc8880yxvRpi9sRzLrPkbqeXsFgs3H///SxevJj9+/ezZcsWfH19AZg0adJl7xlRfdChIY17cCVHkKWU+jPGJjP9lFLegK97zboCYpdCxrHK7TMwBLo/5LT4xRdf5MYbb+Txxx8HYPbs2fj7+zNt2jRGjRpFRkYGBQUFvPbaa4waNapY22PHjnHHHXfwyy+/cPHiRR5++GESEhIIDQ11qjU0fPhw833Pnj2LbSBjJysri/j4eLp06QLAzTffbJb17t3bYRsRYdOmTaZ89YMPPsjs2bN57LHHzOmXXl7uW4xul7MGw0EGBQWRmppKQEAAhYWFTP/L3/jXBwuJ/o/jJSwbNmwgPDzcvOaion4jR46kX79+5mrpGolYwWqBi+egoWN5EY3mcnDlr3o8kIexnuAM0AKY71arahgTJkwoFsb44osvGDduHPXq1SM6Opo9e/awefNmnn/+eYfyCnbef/99/Pz8iI+PZ+bMmcTGxpZ53oKCApYvX86wYcNKlcXExDjV1nEmX52enk5AQICpIBocHMypU6fKtAEMQbfIyEh69+7NunXFdxqdOXMm4eHhpkKpq+zatYv8/Hxat24NGLuMjRx2G82ub+q0TWJiIkophg4dSrdu3XjzzTfNssDAQPLy8hzKf9cYRCDjOBzdAoWuf5caTXmUOyIQkTNKqRVAD6XUHcAuEam+OYIyntzdRdeuXTl79izJycmkpqYSGBhIy5YtKSgo4KWXXmLbtm14eXlx6tQpUlJSuP766x32s23bNlN6wR7PL4vHH3+c/v37069fv1Jlp0+fpmnT0jfNzZs3s2TJkmI6RHYcOSlj6+myOXHiBM2bN+fIkSPceuutdO7cmdatWzN37lyuv/568vPzmTp1KvPmzeOVV14pt7/Tp08zadIkli1bhpeXF8nJyaxatYota5eWGRGxWCx8//337N69Gz8/P6Kioujevbu5r0FQUBDJycml5L9rDgLWAsMhWBznhTSay6HcEYFS6h5gFzAOuAf4SSnlOLtZixk7diyrV6/m888/N+WXV6xYQWpqKrGxscTFxXHdddeVqwjqyo0XYM6cOaSmprJgwQKH5Y6kqOPj45kyZQrr1693eDNs0qQJ586dM/cdTkpKonnz8nV97HVuuukmBg4cyN69ewFo1qwZSinq1q3Lww8/zK5du8rt6/z584wYMYLXXnvNFOfbu3cvhw8fpk3kQEIi+nLhwgXatGlTqm1wcDADBgygSZMm+Pn5MXz4cPbs2WOW13gpapFLCeNC7Qg0lYcroaGZQA8ReVBEHgB6ArPca1bNY8KECXz22WesXr3anAWUmZlJUFAQvr6+bN682elG83b69+/PihUrAPjll1+Ij493WO/DDz/k22+/ZeXKlU5j9qGhoRw+fNj8fOLECcaMGcPy5cuLxeKLopRi0KBBZvJ62bJlpXIaJcnIyDBDPmlpaezYscOUqD59+jRgjDTWrVtnhqp27drFAw88UKqv/Px87rrrLh544AHGjRtnHh8xYgRnzpzhWNw2jsVtw8/Pr9i12Rk6dCjx8fFcuHABi8XC1q1bTVtEhDNnztRwqYkiC+rE4lFLNFcXrjgCLxE5W+RzuovtahVhYWFkZWXRokULmjVrBhize2JiYoiMjGTFihVOdfjtPPbYY2RnZxMeHs6bb77pdH/dRx99lJSUFPr06UNERASvvvpqqTodOnQgMzPT3Cfh1VdfJT09nccff5yIiAgiIy+JEA4fPpzk5GQA5s2bx4IFC2jTpg3p6enm/sO7d+8mODiYVatWMW3aNMLCwgBDuTMyMpIuXbowaNAgZsyYYd58J06cSOfOnencuTNpaWm8/PLLgOGUHD2Zf/HFF2zbto2lS5e6POX0yy+/NMNNgYGBPPfcc/To0YOIiAi6devGiBEjAIiNjaV3795m/qNGUmxEoB2BpvIoV4ZaKTUfCAdW2g6NB+JF5EU32+YQLUPtOm+//Tb+/v7mWoLqwvTp05k0aVK5OZBSpB8BBBq3rvA5n376aUaOHGnmC4pSY34/F36H9U9C2q/Q4U4YPNvTFmlqEGXJUJf7ZC8i04EPMJxBF+ADV5yAUuoGpdRmpdQBpdR+m5x1yTqjlFLxSqk4pVSMUqpv+ZejcZXHHnvM4VaWnmb+/PkVdwJFdYYuY1Vtp06dHDqBGoWIbSGZMpLGGk0l4dI4WUTWAGsq2LcFeF5E9tiE6mKVUv8TkYQidTYCX4qIKKXCgS+AsuMnzm10OdFaW6hXrx6TJk3ytBluQKioAK59R7VSPdUoqYYiturQkKYSceoIlFJZOJ6spwARkWvK6lhETgOnbe+zlFIHMNYgJBSpk12kSQMn5yuXevXqkZ6eTuPGjbUzuGqR4m8r4b9ZREhPT6devXpX3llVYB8RKKWTxZpKxakjEJFKk5FQSoVg7Gz2k4Oyu4C5QBAw4nL6Dw4OJikpydxcXXMVIgIX0oz3KbmgKme+Qr169QgODq6UvtyPThZr3IPbp1AopRpihJWese10VgwRiQailVL9gb8CpXYYV0pNBaaCoXlTEl9fX1q1alXJlmuqFfk5sHqO8f7uD6FuLZS7KpYj0I5AU3m4dRqoUsoXwwmsEJG1ZdUVkW1Aa6VUEwdlH4hIpIhEOlotq6kFFFXbtBZ6zg6PYkuYK50s1lQubnMEygjWLwEOiIjD5a9KqTa2eiilugF1MNYpaDTFKeoIaqsEszkioBY7Q407cCk0pJS6EWgrIt8ppeoDPiKSVU6zWzAUS39WStlXBb0EtAQQkcXA3cADSqkC4CIwXmrWNA5NVVH0xldbb4JiteUIdGhIU7mU6wiUUn/AiM83AloDwcBioMxJ2SLyPeXM7RCRecA8V43V1GKKbcpSSx2BGRqi9jpDjVtwJTT0BMbT/XkAETmEMcNHo6k6RI8IdLJY4y5ccQR5IpJv/6CU8kFvj6Spaore/GvziEBsyeJa+x1o3IErjmCrUuoloL5SajCwCvi3e83SaEqgZw0VHxHodQSaSsQVRzADSAV+BqYBXwMvu9MojaYURZ+Aa+usIS1DrXETruxQZgX+z/bSaDyDVTuCSzLUyvg+7GEijeYKcWXW0M+UzglkAjHAayKi5/1r3E+x0FBtfRouojWkHYGmEnFlHcF/gULgX7bPE2z/ngeWAndWvlkaTQl0jqD4xjRSiMtzNpJi4ZpmcE35245qaieuOIJbROSWIp9/VkrtEJFblFL3u8swjaYYemWxjRIjAlc4ugWCwrQj0DjFlWRxQ6VUL/sHpVRPoKHtY20do2uqGj19tMSIwIrLIwKrtRaH0zSu4MqIYArwkU1FVGGEhKYopRpgyEdrNO6nWGioto4ISiaLXfwepFCL1GnKxJVZQ7uBzkqpazH2OD5XpPgLt1mm0RRF9IjAcAJWYy8GcTE0ZLXpE+l1B5oycFV0bgQQBtSz7wAmIq+60S6Npjg6WcyllcXYvgMXHIHdaeoRgaYMys0RKKUWA+OBP2L8BMcBN7rZLo2mOFadLDbUR20ri6XQtRCZ3WkWakegcY4ryeKbReQBIENE5gB9gBvca5ZGU4JionO1NMxRdEGZiGtP+XpEoHEBVxxBru3fC0qp5kABoPeF1FQtxaaP1uLQkF2GGsCSV34Tc0RQS52nxiVcyRH8WykVAMwH9mD8GrXchKZqKbYxTW0NDdlGBF62P9tCFxyBHhFoXKBMR6CU8gI22mYKrVFKfQXUE5HMKrFOo7GjRecwJSa86xofXYn7252mzhFoyqDM0JBNcO7vRT7naSeg8Qg6NHRJhtrH5ghcCQ2ZIwIdGtI4x5UcwQal1N32TeY1Go+gp49i5ggq4gjs35XVxVlGmlqJKzmC54AGQKFS6iJGqkpE5Bq3WqbRFMWqRwTm4jCfeqTm++Cbc4GA8toUm21VAF513Wnh5ZEUA+eToeNIT1tSayl3RCAi/iLiJSK+InKN7bN2ApqqRY8IzM1o8lVdTl2sQ9zx38tvY60B027Pn4JzJzxtRa3GlQVlSil1v1Jqlu3zDTbhOY2m6tDJYvOmnm97qs++mFtWbYOi31t1TRhbC2vvKK+a4EqO4D2MRWT32T5nA++6zSKNxhHFnmxr6U3DdrMsUIYjyLlwofw2RUNq1XVEINba+39aTXDFEfQSkSewLSwTkQygTnmNbCOHzUqpA0qp/Uqppx3UmaiUire9flBKdanwFWhqB3rWEBQa30GuzRFcuGpGBBbtCDyMK8niAqWUNzaFK6VUU8CVsbkFeF5E9iil/IFYpdT/RCShSJ2jwAARyVBK3Q58APRy1JmmlmPe0FQtvmkY152njOewC3kVmDUE1XdRmQ4NeRxXRgQLgWggSCn1OvA98LfyGonIaRHZY3ufBRwAWpSo84NthAGwEwiugO0V5mjSaXd2r3En9huaT53amyOwyUTkUc/4WJBPbkE5N9CaMCKwS2rr6a0ew5VZQyuAFzA2oTkNjBaRVRU5iVIqBOgK/FRGtckY+yM7aj9VKRWjlIpJTU2tyKlNvlrzCcc/nMRPu3ZeVnuNh7Fr73v51N6nR1uMP4cGFChfGhWmkXEhv5w2NWDWkN3G2vr/Wg1wZdbQP4BGIvKuiCwSkQMVOYFtZ7M1wDMict5JnUEYjuBFR+Ui8oGIRIpIZNOmTStyepOerZvgQwHnv/kraalnL6sPjQeRQmNDFuVde0NDthtlrniT7NWMFgXH+T2nHEdQU0YEUH0dVS3AldDQHuBlpdRhpdR8pVSkq50rpXwxnMAKEVnrpE448CEwSkTSXe27ogR1HkyDdgO5pjCDXctmuOs0Gnchtp25vGqxI7CFTnKt3pzyakFgYSpZ58r5kyk2a6iaOoKiq581HsGV0NAyERkO9AQSgXlKqUPltbNJUiwBDojIAid1WgJrgUkiklghyyuKty9dJ7zCqQZhNMlK4OiO1W49naaSsRYZEXgyR2C1wgUXFnK5A/uIwOpFmm8zACyn97vUBqi+UtQ6NORxXBkR2GkDdABCgIMu1L8FmATcqpSKs72GK6UeVUo9aqvzCtAYeM9WHlMBeyqOlzftRz5PGoFkbF4EGXo1Y41BrMZowMvLszeMkz/Bv5+C/JyqP7ctdJJbCHl1GoF3HXzSyonU1oRZQ6JHBJ6m3OmjSql5wBjgN4zN6v9aYgN7h4jI91zaQsNZnSnAFNdMrRzCOnTgP9eNpmHKv0j59A9c9/Cn0PDy8g6aKkQKjdGAp3MEFzOMWHt+DtRpULXntt0wLxZ6U9+nkN/9buLGlG2wIQv6Pgt+jZy2QanqmyMwRwR61pCncGVEcBToIyLDROQjV5xAdefee8az0mc0J9KzsKyZCrlaWbvaUzRH4MkRgf2p2hXlz0o/ty1HUAj1va0cbnEXuxvcimQchb3LnbQptI2kfGrAiKCahq5qAa7kCBZjKI/2VEr1t7+qwDa3cUOTAHr1vY0P5C6OnExCPrsffv3m0hRFTfXDagsNKW/Pzje3P1UXljNbxx2YIwIv6ntbaRfchP959+NM88Fw/Ac46yBia59t5e1b/XMEnhrpnd4Hv232zLmrCa5MH50CbAO+BebY/p3tXrPczwMDwvAJ6cNblns4mZIG374ECV962iyNM+w3NC9PJ4vtewB7wBFYLaAUFyyK+t5Wet/gh19dH/6d3wPqB0LCegdt7LkV3+o5IhDxfLI47RCc3AX5Lmg3XaW4Ehp6GugBHBeRQRgLwy5vVVc1wsvLi9fH9eBMYA+m5T9LWmF92DYf0n+7VCntkKGTXp3IOgPb3qp94SyxGnFu5eXZEIInQ0NiDw0p/Lyt1PNW9GvThF1JF8hsGgln4kvfzOy5FW/f6pkjqA7y4oX5hh1p7p24WJ1xxRHkikgugFKqrogcBNq716yqoVHDurx+dwT59Zvycs54crIzYfloWHkfJMXCL2uMUUJ1ChmdTzb+oHPSPG1J1WItJDtfyMq3ejZHYIaGPHBTtRYiKHILjREBYuW2jtfRoK43S04EUVCQD8l7S7W5lCOohqGh6qAqa/+/1I6gTJKUUgHAOuB/Sqn1QDV7TL58OgcHMHtkJxJ8O/Hnwmlkq+EjNAAAIABJREFUNIqA03th3aNQcMGYJXLuuKfNvESebXF2QS0bxkohh1Ivsv90todDQ7abqYdyBIUCVuVNfW9j28pGDerwVFRbEi3NOZpTB07uLNXGHBFUR0dQbJ8JD44IADKOQYELiq5XIa4ki+8SkXMiMhuYhbFIbLS7DatK+rVryvND2hNLRx46P43sPi8YfzxJsfD7b7DvMyi46GkzDXJtjsAT89g9iVixiBEW8ej0UXNE4IlZQ4UUisKqvPDztpoj1dZNGxLZqhF7rW2RU3tLP2XbcwTVMTRU1Dl5ckTQoIlx/uQ9nrHBw1RkQRkislVEvhQRDzwOuZdRXVvw0M03knI+l0f3h5I7dL6xSfjpfXBog5E/yDxl/PF50inkOXEEednGyxkiNTuvYLVSiBd5hcrDIwJ7jsATyWIrVhRWvKnnbcWmDA9A15YBnFLXkXPxYvGVz8WkOaqjI6gmI4KAltCkLZzYWX0e+qqQCjmCq50p/W7irq7BHErJ5uHNvmTd+SFE3AcXz0H8F7D2DxA9DVY9BD/9P8hKqXojnY0IzvwMp+Octzv+A6x/AvKySpedT4bDG6v3yk6xYhEvcgsF8Wiy2MOhISsIyjYiuOQQw5pfS7ZPIOcvFkBOkbkc9hFBdZ0+ar+GwgLjN+qJkW5hgfH9tOpv/L8e+77qbfAw2hEUQSnFC8PaMzYymKOp2Uz5/FfOd38S7vscQvoZNwH708LeT2HPUmN6XtFksrUQEjdA2uHKN9BqvXQjL5ojEDGO52U5H/5nnjTKHDmvixnGH0B1DjeJFatAoXhRWOjJ0JAHHYG1kEIUVuVdLDQEUM/Xm+uatyQztwByiqjr2nME7p4+uvdTYwpmRTHXEBTYfoNVnPuyWo2/a+86WOo3gRbdISmm+OzBWoB2BCVQSvGnIe25r9eNHEvP4aGPd3HKpzkMeAFaDYC6/lCnofGHFfOxMTrY9pYRQgJI/BYO/BviP6v8J+z8IonSojftgguXhtXOBNHsxy84UKu0//FVpSPIvwDHdrienJNCLHhhxYuCAg+GOKyeXFBmNXIEeOONBWuJhXUhN9xAXoFw8dyZSweLjQgcfG/b3jJufFdKdgpklbHxU8Zxx47C/rsV66VXVWL7f/w9V3hvy2+kNOlt5AsO/qdWhYi0I3CAUoqnotoypW8rks/lMmVpLNvSGiB9HocBM2DYXBj+JgSFwtkEOPwdfP8O7Px/xqIeq8VYg5C0+1KnF8/Byd2Xbsgil3IOrmLPD9RtWPymnVtkm4eLzhyBbbqpI0dQYOvLFUeQl23EUa808XghzbieCy5Og7UWUiheWJUXFks1CA15RGLCmDVUiBeHT2dwJK14TqhZI39yvPzJTi9yQzZHBA6mjxYWGL/Ry3mSL0mhpewbZ26m8dsruSrcbpOIzRFU8WjP5gjSc6HQKvx8+gKE3mk8XB3bUbW2eBDtCMrgD/1b89KIDuTkFzIz+hfe3HKGiw2aQ8MgCI6EUe9B+Hjjj+zkLvjhHWPWwflTxuKezXPhl2hIPQRxK+DY9ktSAAf/A3s+uTSScAX7Dd+/mfFHZ3cieVmAgnoBRpjHEc5GBFbrpafy/DKSzXZyzhrnuHiFklP2EFeuw72KSmN7Gha8PesIPLmOQAqxiqIQL7wpJDu3uA3XX1uP894BzkcE1sLio1R7eDHrCmeDW21P8mU5AjPJXmIEaPXwiMDmiDLzDX3MX1OyKPALgmYRcCrWM3lAD+DK5vW1mpFdWhB6/TX8ee3PrN17ih2/pfPsbe1oUNcHb696tIp8mkY3PwmH/mfE4es3gmtbwM+rjWMbZho3br/GYLkI3nUhaZdxM/VrAslx0Dyi+ElFbOUl1CTzijiCtEPGH3KdBsZNtU4DY0ib/tul5FfR/uwOoOQTeMEFzNknrowI7HXys4DLUG215Bu22Wc45Z03FsdlJpX+HooihVhEYfWqJiOCyp4+asmDX9ZCu6GOVUQBpBABLPx/9t47SrL7uu/8/F6onLq7OnfPTE9OGACDSAAEKcIkQYqkTVKWJa8ohyPRloNWsvfYPpJly3H3SFppba2TLEtrSzIlkaJEkRIpAgwgEpFngMHk3NM5Va6Xf/vHfdVVPdMzAEgApOi558xBo/tV1atX9W74fr/3XgMTjettvA7lbJKG3UdQ7XFe66ohu3v+hik/dz7L2re5y7vj5G8YCGKHHziQyPScXycwxaMmvkPQUNXVmIbCCyLOLTXYO/UgrJyBVz4Nhz8BqeLbe15vs92sCF6H7RrO83ufvJdP3LOVatvnZ/7wFf7rN85xfrnBS5fXqIUW7P8IvOPvwm0/LOqDj/x7+N8+A4N7uiSu14TLT8sNU94jX66LT0iVEIYw9zKcfwxOfVHm3l99gzo1kbSm++T/O9i+W+NC3eB4LQHoa7Far9HFtK+uCDpZYar4+prUOg786qBx8Qm4fKOV1Mg1ePr/FYVTb0Wwel7O+QZEoe5o6DEIvqNk8VvEEbTXpKGpNnP9Y3REpBXKtFAKvKuug2EojNwQurWycZCbYYJpbTx/6OGGGpuryV6vdYLjjb4/4fUqgtjxd6qBt1u51gkEnmJbOUsxbfPcxTUiKy3VfujBiS+8vef0HbCbgeB1mmka/L2HdvHffvRO7p7q5/xSk994/ALPXVzl5FwdvRnWP3IAfuhTMHGXZOvbHhRSbfgWmLwX9v8lsNMyxuLxX4KjvyeQ0bHPwMKrsHIWnLpk+dVZWD4l2WJnDr7XkKASOKyFSeacJIGdg0rPwh2n1oWFrOS1ZHLHoWcHY1XUa5C3neOv7lmYeVGC1404D6cqme/aRckiU0XJCDvB6XqwFhBFEVoJWRx+J2WQ1+sjOPWl10e6diq2q81vy3iI5g1WT0ZSEZiG3Lauf+11SBRH8Pygh4vqUQ31nj90uSFYTzqqbZ+m+wavby9c5rfh/Nev/Z6tB4urqoZ1slhfHxpyG8K9vRW8TOij0VRc6MvYvHNXmeW6yyszVYGAJ++R++n1Qph/Tu1mIHiDtnM4z7/7odv5z5+4g/5sgj95eY5f/vIpfueZyxydrjC92toYFOwUvP9fwwd/Ef+uHxeHe+pP4PFfhMf+L5lvcuExOP0lOPsIoCVQ1Gbhhf8PnvuvAh89/kuC4Ox+GMyEPLfbkL+h6Dv7Wbac/HVW7VHJ7lqrgm9eehIW4y1WA7vk9wsn4NLT8rPfEiexXmXcAB7yHXEkytzIJ7h1eZzX3Khhv9o6DW31GMMujHf/Fjjw9H+QqmgTi8KACCGLw+8oR3AdaGjljAS4G9nMCzLl9nLPGIjFEzE0Ni2Bf37z9w9IRYDCMCS794JrnWaufwQviPA72HYvR9B7/rCxAot5gi8dm+Ox029wpmQvCd2uiLN3ruKQrssRXE0WbxIIajOwcFzgwzfbQg8viPC0RSmdYOdQjsn+DE+dW6HthTC4V45bfs3tvH+u7WYg+BZt13CeX/9rd/LBW0ZZqLv86lfP8C8+/yr/z6On+cwLV6i2ezKvdB8zbpLHZi2m7/5ZeN+/gfv/d+jfDnf8NakOEjko74alU5KFDO4R/PzcV2HhmEAn1cvwwn+XzLu9Kg1kToWgMk1++Sh9C99ktVqVm37hGCzFAaDzJS7vBiL5/fJpeOJXJCgkMvL6IGT39HNdqCCKuhnfevVQ3thT0UuobeYMo1CepxHr2xvx8flRwa8TOQlqXkNgsk32Deh44Jr+bqkIrs7qfedaJ9drgSdyY+gG0SiS61Wf61ZYjflNHy7Hh0QaDFMwfn+TgFgoj6OB6mLsNG9UEXhNLq005bsaVwR+q4bTeoMwUW8g6FQZV2fvHcjn6opzHQqKusHgaus817cDX13PQg/Hj4gMm1LGRinFu3YP4gURT59fhuyAfN+XTsr3/DuhFnsb7CZZ/G1YOmHxjx/eywduGeELR2c5Ml2l7gR84/QSLT/kI4dG6csmiSLN+aUGpqE45ZbxdJYdW3fC1vvkiW75QVHjpErwp/8HPPXv5PetVXGetVmRjDo1QENxQmCU5TNyk7/8aRQWCW+V5InPEk3txmivSMt8YQwuPC6PXTgmN2J7FSpXpOnNd2DwE1K5DB+Qm602J5h/qhT3KESw5d6YIEYceGNBnJed7jr2REbgjYm7ZGR0x772b0BZYCXk/QRtMO+T/y/vlkCwcEzw2PaaKKmUgqH9cgwCDUUq8V0ADW3SUBb68vurnYTXFMHA7ocFLulUS50AGsT/9Z0uvn6jqbI6IsLANCV/8/xr8fTyyCSzRhbn8otw68PxrmdjU44gdJustXzqRpFiXBHcdu4/4aUH4Z6ff60rsfH9d8yNA8HFJyXA7XhPV1XU+57X31NnlWa8eW6zQNC51u5bAM+EPo4fEiZtihkJloP5JIcmixydrnBwrMjQ4B55P8//BozdDnsefvPP4ztsNwPBt2mGobhtso9bJ0p86tlpHjk+z0ylzUylzam5GlsGsmwvZ1HAHdv6ma20ubTSZKSQIpuML79picMGaVxbOQvDB0VV9OofSlVw8OMweit84xekb6GxKNj6ua+itWJl9AOMVY9QXHyOcO2bGFZCHOrUu+XY9qpUAbVZqQIuPyXle2MO7vnb8trZQShOQv8OqUz8FqRLUu7PHgE7I5llZkAy3LULEhw643sDN+Y2zkF5p/wuDKSsN+040FRFbtu3Tf7ePyX/dWqQLMrrnX0URg4Kp9G3DbwmOgpjaMgkCt5GQvHUFwXKee+/iN/PJvsIOpXA1YFg4bg0Fw7skEBvJuTxHcfWyY4Dp5tJ3wha0yEBJqZpopWB4Tfxwwjb7Bb2w8U0Tyb3snX+qFz7KLqqIugGUd9poDE4G5TZuzaD5TXJNy/hhG+wu3ezimDtgnzWU+/uqULU9cnizsKhzcjiznV9K3D60MPxQ1TWJp/susN3bB/gzEKdL706zw/fegjbqclns3IG9Ps3JjrfA3YzELxJppTih++e5PDWEo+fXuaLx+Y4eqXKatPj1ZkqE/0ZRopptg6kWW64HJ+rcdtkacNNDIjj6zhJgEN/GW75ge4X74Gflv6D4oSUq7lBVg//NNN6B1sXLaqXT2L0DVFSLelt8B1xQoYtUNTcUbj8pGToW+6D2ZdwH/l5VgoHGF16AjVxZ1wJtGHfh4Q7qM7B7JMiix0+KBNZz31FyN4t7xA4Kd0PI7dIB+nxz8GeD4gjNxMScOw05EfECSpz43sOPAko2TLkRmDuyxI0KpcFHw59olYFrTPoKCDy20KiN+YlSyxugdy3IGV9PbZ6Qd4vxNu0NqkIOg79at6guQRoqEzLMXYGDLfrDDtVQOB2n6O9Jg7c3OTW1KKcsgyTemKIgjtH2w83fIdStsli4RaCxiuw+Kpk2Rs4gm72Hjh1XCPFojlKY+lZSjMvoIGksyznZCVf3zXaEAjijN+tSaXXmIdkgbWWRyVMMpX3u7xF/J6A7grSTSsCt/ucb5J5azPUz32Tgb5+nFCTT6dQPc49ZZu8/8AIn31xhiemPb5v34fk3jn5p5JY5YfftHP5brCbgeBNNKUUe0cK7B0p8M7dZf77UxeZWWsTRAGXV1t84/QS9071U0jbrDQ9jlxe48Hdg0z2Z8gkNv8ookjT8kNynWylMAbv/ifyc0zS1ts5WGmS2Ho3ulJnue8ApcSaZP/tFSFpx++Qx9Xn5aYr74YHfgq++q+ITn2FZGWVIFzDvvC48BfttXiPcySS1/q8VAKzL0F+TLqq25W4auiT8Rvb3y3PffqLQgSni4KBBy5YKfDaMLBTgkWvQqg2A0ZCAoFblRu/tEXO37AgU0a7dSLfIZVMCFl88RvdXbyNRQlCxQlxJnNHIDcsgev1mu/A8T+CXe/bqOMP2uI8e1cqwsZA0IE7AleO6ziUjhqqPi/XyU7J3zoZbicgRH4XUokCCSCF0U2+DCEhBoYB9eQoY7UjOO0Whas07v7gAVpVQ8aoa93tLF5/rQYoReA0cVWKC8m91NpPUnrlM7HoS8tn0r998+vUXu1WsJ1z7pjXFCfvxf0pS6dg5kWcZsBi/k7G0w6JwOkq3zqPNczr9xF0FFpvYkVw+fRRlo89Tf6Ou3Ejk2zKvuaYrQNZbp0s8vJ0ldsnS5Q612P13M1A8HpNKTUJ/A9gBIiAX9Na/7urjtkL/CZwGPhZrfUvvVXn83bb3pECP/+RAzx+epnZapsg1LxweY3j83V2D+XRWnNyvsHphQbbBrJsGUgzVc7S8iKSlsGBsQKmoTh6pcJKw6OUsbFMg3zKYsdgTOwm85DM49SqJC0TtfU+QifFtNrK9qksxo73wIVvxNn6QcngP/7fZNGOEWP29/19VuoaJzIJ/UWG9LI48cKYPLaxIDfn8AHJ9i49Jfrqu35cqoKZFyE7JH9XSniP6rQQomO3Cz9hp+W1WqswuFuw4/YaNccnn7RQaxfk71veIVmXYctzbbtfKgrTRicLRHaGdKFM2E4QFSYx8sMCZ115Nq6OhsWBNRbkX+RLtbBwTCCnwrioclIlKG0V7Ly+IFn/E/+3OO7Qg8M/2v0gWyvigJZOQiIvjtUwN8JA6xWBL06/MBo3BcbKmc4QODsjv1+vCHrw8g7/orUoeDYNBDKK21SKWmqU8dpLhGvT0LcxEJRLec5bO9g78zwUJjZWBFEgvRzKIHTauEYKN7+VhUaayfo8npHCDtuEa9OYmwWC2oxAgbnhblYf+pycr1FM24z2N6Vpkrh6mn4GvCZWo0nQn6PuNhjw2z2BIA6uhhWvjNwEGgp7yOLeQPttWNiuoQG/uoAbmWQS5qbH3T01wKszNb55fpWHD45IAFg51+X3vkfsrawIAuAfaq1fVErlgReUUo9orY/3HLMK/CTfY4tuOpa0TP7C/m7m8MHqKL/4Z6eYqbTQGj56eJyVhsfZxQbnlhtcXG5x57Y+luoeL16OsEzFasNjrJSm0hZ1w3LdpZS2Gch1y3Y3CEnZBlgJ0pO3EV6pUtdpioN7RH0UmxdEJCyji8sDQbpMPTlExl3k8ujDlJY/T+IbvyB/VIYomLa/S5RN8y8LYbZ0QqqM3e+HnX+h6xDOPAov/Cbc95PCazQXhED2muL8vLo44XQf9eVpXmqcJd83yKHZV7AGdsLQXnHWK2ckyx8+sH6eWploI0E6nUGjaBW3k8vGAXFonwSouaMCH6T7xPEtnoi3TrXXgw/1eflXnRYYavUcvPpH3UAye6QbCAJXYJ3AkWCiDIG5ipPxAMDYKQUOXruB0VrCuvwU7P6AOLSgLdl4c1kcn5USx9fJcAMHUIDuKmJ02JXXXmOaABPDUNQTI2hlEK5egu0HNxw1lE9xwtjN++uPYCbzGyuCMK44AocoyOKpFHvHCpxa3M2t4SlmCrexpfKcBILNTqGTwffCO1FAre3TDhWjvaNP7Mx6NaWcNUIzQ8PxJRCsv6VQrivE8tFN+lA61ysKut30PdZ0gy7f9jpNxcqtoFXB0Sbp6wSCXNLi1skSL15e47bJEiPl3SKkaK6Iouh7xN4y+ajWek5r/WL8cx04AYxfdcyi1vo54LtwY8abbyPFFL/4A4f4zz9yB3tH83zh6BzzNYcDYwXef2CYINJ88/wqx2ZrHJ+r0nB8dg7l2D9W4L4dZe7bMUAmaXJirs7phTrteMSA40ekbPkilzKisjk+V+PMQp16PI/m7GKdx88ssdLYiGPXnYC18h2UhrbQHD7Mxa0/KM79gX8g1cNDPyed0lZC5is99M/ECTz7a9Jx+cQvi9MPAzj5BblZnao48YtPSo9EFEh2HDiQKkB2EH/lMpNnf5vkqc+xtrYmRDhAKh+rkuIs+vIz8PxvCjegDDIpeX+Ndg/pmCqK3ru1Ks67vBvGDgvp7TvSP4ESqKkwBuN3ioNaPRdDS7HqqbRVSM5OJr9wTM450w8T90DfVKwQCsVxLx4XmKW5xG+egD9eHJS/N+blOaIAkgUJTk5NHKOV7FELtaSq6/xs2uKwq9NCNF9t8eA9Uykiw6KRGNrYPBjbcCHJhcQe3EDH8JqxUT7qtaC1inbruCrFruE855P7aPshy5mdNBJlosr05l/i9Y7lLhwUBj6hhkqYotlsdCueof0CJ44fhtBHaZ+6G26shKJQzg+u30fQC8NdBQ8t1V2e7mj+b2RXD8WLKzDXD3C1RcbePBAA3D3VTy5p8SevzNEuH5IAePnpG7/ejcytv66pu+eWGgTh2zNy423pI1BKbQNuB15jBsF1H/9JpdTzSqnnl5beYLPLd5kZhsIyDT754A5u31Ii0ppHTyzwe89d4ch0hdWmRxBqLi63qLQCxvvSGx67f7TAYt3hP3z1LP/ha2eZXm11KwIgYRnsGMphm4rptRbPnF/lhUtrXFxuoRS8MlOl1jOsrNr2aRV2kn7HjzE1PMDl3K0s7/9R2HLPxpkwHcuPyLKeuSPw0m/B0mlZ0vPln41HWyghj/d+P4zfLs558h7J+vy2OL5d7+PK1o+iy3sYcC7TVClx2h3LDYtzbi5LIKnPo5vLaAzyaamEqs2riNn+KQlYE3eJ41ZKYKhd7xMF0+BugagG9wqxvPV++Xnr/eK4lCmOy6nC/DFpXmosShZvWICWasW0IXTkvSydlEGCcy9zqP0sZeeiHF9fkJlOGpH9RgE4a8IRWMkulxC4Gxv5DEuuz8yLwleceVSC7Yu/JcfEo7g7yEgjMYhuLF7TdzFcSNE2c9TSEyIFVqY4L6Xi7t8m6AijOY9rpNk1lONSYhdHtv0Ys4VbqSdH0NXrBIL1TuCu4w0C+T55Vo6VaqPr5IrjcM8nobQVrTVJfxWXBM1mjzPXUbdauZ5qKHTlOsI1hLETS2jd11KSzR3Z0MhnxBVBywsJlXVdjg6EOP7QoTGabsDXLzRh9HZRx32rgxeP/q5sPbyBVds+f3xkljOLr2MQ5JtgbzlZrJTKAX8A/JTW+ltie7TWvwb8GsCdd975BuY2f/daMW3zt94lzm+u2uaFS2usNDyeubDCTKVNte3zxJklvvTqHB8/PEEYaXYM5Shnk6y1fMr5JIt1l6PTFVK2SdLqZjRT5SxT5SxeEDFTaXNxuUk2aXHLRJEXLq3x7PlVBnIJhgsplhsumYRJwjKY6EtzZa3Fq7M1dg7JjVdK29eW3bsfFidZHIcdD4nE8sX/Ltnv5N1xFRBCqk8Ix4MflxsxcCFVJDISLNsjpPZuQU1/hXl/gHEN63RdfkTmER39XXG8g3vQR/4YrQIKmRQtNgkEII7WTgkkVJwU59HJNnMjEow6Shg71YXIotgZDe0Xvf/CMckY031d7Dpw5edEDuw8ZALhNNw6zL9CQoWEobw/nAo4SCCdPycBobUqQcJy4+rIFceXyEq27rdjYnxQOIt0fzcYBm3wXYhkS5tpKBmQlhog9M4IeZstr1+Gwby8x5nMPkYWn5Ago5Q8f+Cs8xtRpHFVioFskoF8kqPsRCuoJUehcVrOye4mIvKgcON/Ad93AYVnZFirLbOlL4XkmAZhpPGMLIGyGIgqrJo52s0G6+BOFMQqMnX9iiDwhAtyG9dUBEEk7sAPb+AWmisszk9Tawfs3OrJtYiDVcsLiZR9XWioYyPFFHdu6+OZ86vceugQY7Mvyfd8/1+84eOusSgeqeK3bsh3dLrG25v0irwV9pYGAqWUjQSB39Faf/atfK0/zzZaTPOhQ3LD/cAdE0yvtai1Ax4/s8SjJxb4j187x87hLEenK1imOIKP3j7OI8cXyCZNxkqZ9Zu/1xKWwVQ5y3gpjVJgmwb37RhgerXFTKXNyqzcVJ2qwzAUt06WODZT5UT8N9NU3DJepNzDSaCUdER3bO8HhYy14wri7KMyLuP4H4sUdvJuUQGN3g52mnrbJ4qgmE1j7f8wjcsV6k5AfzYenTGwQ5rlOo1sxQn0l3+RyK1TqJ2l5beozZ6GfVPX3khOVTD/bQ/A1Du7v599ScjvB356vUmt+36QKqIwJs7btMXhDx/saf5y5HF+S27mjrxzcA+Ud2PpL2CErgTDwJEeEO9F4S2G9snNb5gSDAKnCw914CK/JX/Pj0oHeeWSPLfXEGd5/A/RgbteEZiGIswMEbS1BOWeQJCyTYoZm4vGJHeAwEMg76tnrEQUaVwjRco2mOzLcHm1xVgpzUp2B9Ha12QkxrYHNl6r3kUysQW+T6RM7FSG5lITHeRRdprpqsNnXz1L1FjhHr+fnf4yy8kybrtnjEmHa1Bqc/lobVYI6r5tcs3djXu3O9BJsEk3+rotn6LpRTTcgHajQjphEWmNVgYtLyBM2mSTNw4EAHdu7ef4bI2vXWzzVyfvRl16SgQRpS2v+dh1c6oSALyWfCd6PrcN7yt+P87bFAjeMmhIiSj3vwEntNa//Fa9zveaZZMWe0cK3D3Vzz983x5+7kP7mRrMsFT3ODZbxfVDbp8ssXs4z3hfmnNLTSKtObfU4NR8neWGuw4XVVs+n35+mkrLW9ea26bB9sEcD+wsc8/2fu7bOcDekfyG1797qp87tvZx9/Z+0rbJ0ekKV9Za1Bx//YtZbfkbcNlj1gGOM4XTv0dw4Rf/h2TL9/4dcUDpftCCK1dagvkW0zb5WLZX6x3J0VwRCeruhyUoxBNXI61I1S9iKkXj8tHNd8t2sO2rxxG4NXEyV/8+isQx2xmpHrKDcuzUO7uQEEgWHQbdIKCjntEHDUBjRm5XOTV+WMhpKynP7bVkD4WZkMd1zsNOx8HBBcPmNxe2c7aVEecX+eA10IED7QpR4BBhYCiFZSjIDOBrNq6mjG24kOK8H8NOHQ7EsDfMiAq1JrIyKKWY7M+wUHMIooiV9Hb8ZN/mi1k6DjfqhYY8ImWRLQ2hQg+3sQapIleWa2g0+YTmkh4m2V4kZQT4brs78+gasvgqx1ebFfK8E1zrC+JIF46D76xXAn5wnYogCsGp0kqLCqtaXQW3TqQ+e5xJAAAgAElEQVQ1TbuMH2oiZZGxXzsnTlgG9+0os1hzOZ85JHzXyT99Y5vMemcwbcLvdCyI35e7yTypt8LeyorgfuATwCtKqc5W9Z8BtgBorf+zUmoEeB4oAJFS6qeA/d8qhPS9aPftKPOO7QOcXWzwJ6/McXy2xpnFBp9+4QpbBzKsNT1qbX9DMwzAUCFJwjS4stbmibPLfOzwBABX1loM5pMkLXPdCV9tSin64uz8zq19vDxT5eRcPf6bKCnqToBSMJBLkk2YfPHYPC0v4P4dZW554F8x7F4EK92FX9J9hK1Vnj23QtMNSCfMdYI7nTA38Bb+8lm8VpPU8hnM7ABoTaRMdGYAdff3Y135WQr+Ekx/E0YOyVTWscPioKvXCQSdNZ9f/7dw998SzgAkMw+8roMuTnZnJ/WOVQ7igXs6jKGcFjMrVRYba9zSrqKVwopctO+gOrp+twrKJFQmhg5RC8ek6ggc4SASOYGvrKT8Lpnn1XoG293GVPgYptfi0nKDmge3pOuEgU9EAoVAQ6lkgpZZlIrg+OckMx27HYDJvgxPzK+gE1lUJxCY9oahgmGkIS1V3GR/hkjDXMVhsj9DffhuSnNfl+uY7CYK6466lyyOK4LM4DaCk5ra2jLW1K2sNFxK6ZDxpOIJtYMPGKcoti7hmPl4zEheHLUy5N9m0FDgymvWZoX0nzsiDvT452BoL37h++Sjul5FEBPNjplDGTa1yiojqSKRhnpymJy3SPg6oKGO7R3J883zKzx7uc72fR9GHf1dqUBv/aHXJ2vt8AqmJe9j/PCmh3UgL9f/cx4ItNZPIEX3jY6ZBybeqnP4XjGlFLuG8/zUcJ4gjDiz2OAbp5c4MVej5gS0/ZDBfJKRYorDk30opfjqyUUirRktpri00mKu2mal4fHI8QV2Dee4a1s/X351nvfuH2GkmLrua1umwW0TJeZrDqahqLR8Vhouu4ZzeEHEUt3l0kqTyytNDENhGnBsKaDStxtTKaqX1iimLSYTRdpL07S8gJ1DOco9UFYhZVNpe2itUUqxtLiA7YY0Z88ztPVe0JH0c5kJjNGDLPTdzmjtFfCL8PLvw7lH4a4fg13v7U6ovLoL1WvJv4XjwgF0AoHXEgdvJiSzSxVFOQQbxyEEbiyFjORYr8HSqadZaT2F398ADEwd4LYbrF9NpwZK8aIzyh6rn4KZFKftNcUhDO2T4zL9EHqEkabiW5zVk1R9k/7WCm3XpeEqWs0aRhgQqS7Ml0mYrBl9ss+hAzfEgWBbOcNXgoi62U+hs5/CsMSxRwEYAo90hg3uG80zmE9y7OIsXj3B2j13Mzn/FYH5Dny0ex2inkx+6TQEbQJfKoL8wCgLJFhtt3GjPlYcRX+mwXBa01IZKrmd5NeOU0/tlHNN5mPHf6NA0Ja/RYEcHwWCzQMsnsQKxsDetp5BX2NxIPAihW2kaNbW0CVFpDX15DCj9VdQli2y6tdhhqG4a1s/j55Y4HI4ztYdDwnxW7kMfVtf+wmcqkBhA7sE/rtOB3cYB7bXJMHfJLs5ffTPmVmmwb7RAn/rXTv4lb9yGz/x7h3kUzYtL+Tx08v87vPTPHF2mfFSisNbSnz08DjphMkfvHCFr5xYJGWbnFlo8Pmjsyw3PL5+ahGtNVGkOTpd2ZCZd8wwFGOlNMOFFHtG8ty3s8zWgSy7huXnnYMyundLf4ahfIrBfHJ9ppIfRlxaaXG2buPVV5gopdlWznY7pYFyPoHrR7wyU6XthTQqS6CgvnBRSLN4Dn+EiW0azI1/AB36gIKZ5+RmuhiTos1ludGuCQRNUZ905K0day6LEzXtWMVT6uK4vSV/6ErAiCI5VkckGrPk6ucJWmuSDSpFq95T+rt12aHQquDoeNR34AhkpEPphAZRI+mIpg8azQxDLEVZqM2h/BZJv0KtViMMZN6SUlIRDBdTrFDq7iXoWTq0bSALWjOvynHfgNetCJwq2BmiSGPEyrBMwuIn37OTOxLTTM8tcKpdEpnty58WSKtjvWSxU4HmMmEQECmTgVyKij2IHykW/RQLfpIyFYZSAVoZXMkcwDIMcisv43YmnEZBTGR3ehI2qQjstDhLKw6x1RlxuvlhstMiTPCvJ7OMR2pkFo8wtPwUeA1a9QqBsmjZ0kFuJ66fCG1m+0bzZBImR69UpaPdsKSDumM33N1ckWRj5BYhrF/67U0XMr3dFcHNQPDn2JSS7OTnP3KAf/kXD/KTD+2ikLI5t9Tgi8fm+crJRZ4+t8L37R7ENBRXKi0+eMsImYRJ3QnYO5JnrurwzfOr/Nmr83z15CKfOzJLte1zYq72uomq+ZpDNmmRsk3maw6HJkq8a/cg79o9yL3bB3jnrkFK5TESRsT2dEOy4Z6mqdFimt3DeRZrLk+dW8Z0qxRSFnZzjucvrXJpuU4QRniRNA+Z/VtYpg9tWnLTtVZEyjn/ijxh/3ZxfD3dv26rxmqtFgeCHmfdcZ5mQrLPVCnmEmobb+jAEVxbh3EgCMFvoQHP67yOot3sgaTcOhpF2lvB14ZktMUJcWqlLd1uX6VAmdR1CgKPbckar+idBCvnGagdZ7J1nFazRhT6RCiU0liGYryUpp4cpuEGUJrcoE8fLaZIWXA+HJSgVpsRSMupihPPlgm1xuhpzlJK8Z7iLCWjzaNHzxLd8xNCZn7zP3YbvXrlo/EAvdB3iJRFIW3RiANBPUqy7CXpszxSQY18wuBKUISdD5FqzROc+3p3bIdSXZ7gavmo78hcrFSJZrtJkI6buAb3wtS7MJwapaXn1h3nNRZ6BFGE6TcomB6GDqivzuMaWVwrTzNRJsqNbP7Y65hlGhwcL3J+qUEtUAJ/Lp+S91OdgSf/vTQ4bmbtOBAM7JAZYo3F7ve2x7ocwc2K4Ka9Qbt1ssQ/+cBefvEHDvHJB7ejgN96+hK/8GeneP7iGmtNj1/68mm2D2Z5cHeZhw+OMNmf4ZvnVzg5X2ffaJ7lustvPHGBLx2b5zeevMCxGcmeqy0frTWOH3JsprphKcpspc1YKcV4Kc1MRZxnp18ChGQb33cPpXQCe/4leOpX4cv/dENTzZaBDHdt62e4kGLAbJK0TIb0CrahOLdYo+EGNL2IFy+tMV9zmVND+JVZuak6HafHPyey0PIuedIOTxB4LFXqzK/WiMKrKoJ2HAhSxXV5q/y+ci00FAWx7j0BOkIFksk5nr+OD7utuBIJffBbRBhk/DU8bRB15KepoqiDek1H1Kx+iAIeKCxyztqB67Swg6aM3m5ViQIPjYHSUhGUc0mczCivbvtRmLhbnicObEoptpZsTvojcm6Vy4JLdwJf3xQNo4DuUa2EWpPB5Z2FeVbXKpxai0T621jo7rToJYtjmCj02mjDJGEaeJkhPK2wc/20VZrATBJGmoGsxVLdxd56L43ibtnmduGxnqFzRncCaU93ceC1CTSEmUF+50iVV5t5eT/lXdC/Hc9MMXL580Stq7bbnfiC9GHEkJvSIVYiRcEK8RdO4RhpbNvmlZGPEfVN8Ubt4Lh8T45dqUpQchvCY8y/Iu/h/GMCnV1tTkWSDZBgkMheu0ecnorge4AsvmnfIVNKcc/2Ae6e6ufyaouziw36sgnGS2n+09fP8ennr/BX7ppkptLm44fHWW54+GG0Dv8s1l32DOd5/tIajxxf4Mh0haW6y/6xAi0v4OJyi+curvL9t4ySS1msND12DecxDcWFM02qLX99tvu65UcEAjn7aFfOePYR2Pfh9UOKGZtipgiqBYZFioC7BkOcwT4Wv2GSVQkOThSZqzlM6zIr88+TKw5gpEdI6RB18UnaD/wM2U6TlluTjNZvEkRayFztXxUI4uogOygVQDq+SZ3qdcjiGBqKIsywBWaWwPcAgYY8J1blNJdAa0IUhg7QGHjYpDbb1BUKCb1mj2Cbij2FkN9d20Y7NHDsMqFW2O4agRHvLFZgmRIMRoppppshZOPzbq2sD9vbVjT5yvkykZHAWIt7Ezrvt28bnxq7nz2pXPc0ggBDB2zPtEk2mjx3dp5999wl7/fSE8Kr6B5oqCcQKDMtkFW6wLP597GvuINiZpXFxDb6vVfoz9jMhRFNP2Rl4iEGFr5I9sLjorxJ5PG14kpVMxaEJNeVWZqF1SpGw8cLCjSDNufMndx6y92QzBNFmnpuB7nV49grJ4HYoWstY0rSfdAn/IHSEYadJDc8hXfx69QZoJCyWG54N2wmu54V0zZT5SzHZqvcc+8OzE63cXVaZL/tVQl05V1dEtl35F/nOwby/dxkB0X4vSIfvWnfeVNKsXUgy0P7hjm8pY/hQop/9PAepspZ/uczl/nnn3uVTz9/hf5sglLGRmvNgbEi7903zLZylo/dPs6hieI6wXt8tsbF5RaHt/YRRprPvjTDF47OYSjFjsEce0fy2KbiyXPXWa4yfkccBJSMazjx+Wt3/0aROKvOjKTqFVKm6OYTts1oMc19OwZopMYJwxCntsJ87iDzaoh2s8qZuWVeWghZabrMLizK/l2vSRhpNAbRVRxBq7pEpEy5OQNHCF6vKZmb70hDVGRcJR/tVAQOgZEkCAI6uojAiVU5MfQVGF0isG3mu2Rr79A6rwlasxZlKGctyv0lAivD0/0fYya9h1pxD7lwDT8MieLX6ewtHiulWKq7uHZeMuqe7HIqFxBgUivskhWgOpSuYjsNStH2gvWOdIDQk+CkcyPsStd54cISoZWWz+3S0zE01lk23w0Eke9gWhL4M2bEsiqx1g7Y0pdGJ/PMFm8jP7QFQ8FsxYHiBM3MRDw9twWGwbJjMN+MmGn0EMZRSBT6+BGcqCUAxdLKilzbmRcInAZBsohWBqnVHh7Da8ZOtw2hh4+FGbkYhqKUz6KUYjWwKaTjc36diqGr7dBEiaYbcnY1kOm7y2fkdUdvFRVbc7k7KgW637tUTyDIDMRd6BuhrXVZbKhF3fUW281A8L+YZeKtaj//kQO8e88gf/bqPH/7t1/g7//Pl/i7//NF/s7vvMA//oOXuRSrgB7aN8yPv3M7Hzo0yjt2DHDPVD8P7irzA3dMoICZSpv37B1iMJ8kn7I5vLWPU/N1zi7W0VqjtebZC6ucnK+JQwFRttz2V+XGmH1x4wk6FUBLly8Itq0jURTFzq+USVBLjpJOmAzkEjB5N8boIXRpGzsrT9EONDUnYHZhiafPrfDSuRlWmx7tyECHIWFjmebcGSotj8WlBdqBxrWkEcy/8iJRZzCd36LhBiwHaVqtZrcb2LTFCYYeS9nduGY2xriVaOQBGjIKxcl0IaCGke/OzemtCGJt/2qQYjARYBmKwazFpaBEZFj4gweIDBszaHW6GqSPABgrptEaFuu+ZMDNHsI4LUPtpjMH5DpWZyTwZvrRWtP2fNK22R2EFwenMDvM/kyVRtvhxFwNtr1Tqqte3LujoEICiBEHgrQR0QoUM2sO2weFf6hGGXKZNLmkzWylTSpbpJEc7pH4KjwtyiHH6xlFHQXomBd5ddHDKozQMrI4yKa7sDqDEQWEmTKp6vnuua1vgmsJR6AsVOhjKoVdvYSVSFEJE5TSNpmEubFZ8g3YtoEMxbTN0SsVaZos74qrkCmBi5QhCrWOdfZa5IZwg5BzSw2qqiDX/iq5c6/zfzt4gpuB4H9BMwxpIPqRe7fyiXds5b37h/nLd07ywM5BPnRoDA38n396ks+8cIW5aptIS3Vx7/YB7ttZRilFKZPgB++c5MO3jq7jpSDdl30Zm88fnePTL1zhqycXefLsMl9+dYHl9FYZaHfLD8hQOjsj0z57rUPklrZItrR4EnQku3rjmTTFtE3V7MfVNm0v5Dde9pjf/cPk3v/PyQUV7rvwq0z1pzg0EHEguUBat3H9EDeQm8pZmWbhsV/n2LnLJIImWpmcrRmEbotfP2FzvpWG6WdxnSZeCIGdY3Gtht/ZGWBYaMCMXFp2P83cNnwjSahsoo4CpCna/WZaYBqlFHWV65k82lMRuE00sOzbDKbECY4U08w6FigTa+Qgp4cexiNBHcnmzTgQdGS4K01PYIYe5VDZaJBNGBxX8RynpVOAhmQRLwIdxcMKV87C5acJ/U5FMMzWZIOs4fO1k4uS3Za2wtFPdRvBegbBRYGHERPfWSsShZfWHBgvruvzE5bJWMwhpW2TSnoLvVNX3cgApXCCnqayOBC0fFhz4cD2ccgNU+m7BRI5wuYaRtAiyo9hOyuEl74Jp/9MIMfAlWvtO7LVLXLlmq1dwkokqUYZEvh88sHt7OlpqHwjppTi0ESRmbU2ay1f+JQ7/6Y0JiYywgEsHo/3LGjpMi9tgUw/z5xf5Y+PzPKZkw7LDXfD5wZsIL/fDuXQzUDwv7AppXj3niF+8M5JHj44wl+9Zwt/6fZxfu5D+zm8tcSXjs3xT//wGP/w94/w9VOLRFeVqH3ZBDuHNt5EGs2P3LuVd+8ZpNryeflKld3DeZKWwZ8eW+CVsR/kMxeTfOr5GVoDB2DuCEEQMldtM191iJox6Zfuk/ESc0fAqcZrALrd0eV8ikVjiJYXUrHKXKn6MHEY3vNPBd658BiJ459h9NG/z97m8xQyNknbJIjAIKJkefTPfp0Bq00qncEx0ixWm1xsmixFeeozJ1lanCeyUgz2FSBos7QWBynDJDJsrFCgodBt4Rpp2kaayHfkpo9lrM3EIIahMKwEVZ3uqQh6oaEGoVY0oiSDGcC0GSmkWHRtQjtHYssdzE98gKcKH+QJfRhCb70iyMaNeSsNVzpvncr6cyuvzlTR4HgjJ0G1cglQkMjgBICOpCLwGqKAilVSdipLYGV5aNTlyHSF6YqDf+iHJNPuVHCBgxdEuEFIFLhYtjQgZkzpC+jLJDasY7UMxXhfmroTEEaaZnqcIDMY77B2JRCgaAfRhoqA0CfQimZgsKVfKoy1lgfpEmFzGYUmHJIx3NGlZwR2aa4IRg/g1fE1GDrAUAr8NoadoqUyBG7rmkbMN2p7RvIoBacW6sIF9I4vGbtdSOQzX+5OtR27Da01ZxYbjPeladt9Mk/o6kDQI4d1blYEN+07YcW0zScf3MG/+egt/M0Hphgtpfmtpy/xnx47t0EtdLU9d3GVn/rdIzTcgNu39PHX79/GX7p9nIcPjvD+AyO0vJBHTyyw2nSptn0eqYyytDjPE5/7NU790S/wB08d5/SluDM4VZJpolEAJz6PRqOMLpY7NZjlbDjCKgUcI8NcNYZkhvfDe342HkPwqji5pVO4Kkla+RipAql0hv6p29ifWCLpVbHSBSYG+2l7IYttgyX6Cbw2Xm2JRCpLOp2lYEfUa1WCSFMLTCIzhR1JIIi8Jp5K4hkZIt8Tp9pcIrLSNM08plIYyQzVMNltmtoADTXxIoVvJCinDUhkGSmm8CNY1XmSqRRWaZQGaUJlot3mekWglGIgl2Cl4QlJ3JGKAngNpvpsZipt/PxkjFdHYGdxQkBrkraxrrXXcXaeSGVomgUeGlglaRt85qnjPP/l36OVnZD5Q1EA5x9jfn6GC6s+OvAw44ogYwQoQ7F3NI9Silw8w8cyDcZLMtNqueGAUriDt8h5tlaEh1FKst8ejkBHAb5hE0SQS5oo1QkEfUSxszSG9xNaadxmhfncPtH1ew0Jum6dIJAquGNmrkykLEKnZ+bRt2j5lM1YKc2Zhfq1fxzYAVvfIVXv0d8Tbqa8h8W6S63ts3+0gJXK4WJfQxi/3RXBTdXQTbuuDRdSDBdS3LdjgEeOL/B7z03z85VXObylj6YbsGUgw/07yutdmc+cX8ELIo7P1rhvZxnblKF3ANvKWT75zu2sNGXbmuOHPHvco3HlU+yY+1P6sgm2zl5kNrGNUGnMdEnGRZe2wOWnaVkllrO7189tqpzls/Z7OJJ6F3gwV+1xrP3b4b3/UjZJHf0UtNdw1BR92sPJjlO0WjJKYvu7RD4aBgz3l6gWZACcb/STNmdIJV0SVgGsJEU7Ys13cUOYcVKMRLYEAjMFfgtXpdBmAtVewK8vcebiLMv1EQJyjBmSha8FKbRtoKJgYyDwm3ha4RtJ+tOeBIJUBq3hol9km+OTz2Q4lZiAdFY2fhndHK6cS3Byvo5OlVFeU+Yt9U2BW2PbwBR6wWHeTzNpWJKhJjK0eyuCuILQrnAViWSaJSNPxlvhwV2D/Mkzx7gtBbX8TjJLR0Wmu3KOUmhR2/kJojDAtMSVFBIRd46lOLxFlFu5pAQI21SUcyJKuLLWZiifwk0NkY3XdzqRgaEMwcN7dx5EPkY8AbXlhRTTNpWWD6nSurNM5gZoZCdxvCQX51uUoxArFTcGek38qECmk60HHkZuCAwD/00IBAC7h/N87eQiyw33Wr5h24MiGQ594RBMi7OLlXWBxUuX12iYpS6vEVsQRAw2T7OSnnpbJKQ3K4Kb9pqmlOJ9B0b4e+/ZSS5p8cVX5nju4iq//fQl/tnnjrHccPGCiFfjiaXH5zYfFWUYisF8Ets0yKdsHjq8jy13fT/j936c3If+LSNZxejqs8y2Tf7RHx6X4XQHPgajt/L1rT9JkOhyEdvLWQIjwZwnssX5qoPuVV5svQ8OfwKGD6Dba3iRiaEjZsbeJ/itU5GJlomcKIasJB4JDCtJyyzi+z7psI6ZkKFwZugxmtMkbItC/wCN0CbyXeaqDtpr4akkrpXHjHxaq/Oo1jKXgn4utJIYhiKRytJSaYFAomADNNRs1HEC8EnSN7Ebhg4w0pdFa3h0bZj/8tg58imLi+kDROkBCNqYXvcaD2STuH5EY2VGmuJWz8cTTn22Gcvg1jhj7+nODLLTOKGMdEgnzG5F4LUwFFiJFI5VJApc7h5PEXptzjgF6ma/6N5Xz0NhHI3J4MXPE4QRpqEhitA6YudAcn2OVGeqp2VIR/Tu4TwLNQfXD2lbRZlHpQxcLaOoHV9vbF4LAyIzRco2WWv59GUSrDYlWIbKIjISpFMpGqW9wlV4DVqOJ9m41wC/TRiGUhFkhwCI0n2YVoLAbYgoIPz29mLtGsqhFJye36QqMAxZ6LT1HeuTRs8vN5noS5NOmGQSFquJManievYbmO0l9lUeY7hx4iZZfNO+u+z2LX38zAf38V8+cQe/+sO389Pv3U3DDfilPzvFk2eX8YKIYtrmxFx9o1O+gZnv+AmMO/86DO4h/dA/IZNKcbGZ4MRcnZPzdbmBvu9naBiF9QY1kCFpHXz34HgBL4iEML3aRm5Fe03CWHZZN4tSonekfG4j3jGQpuqbYCVpGXnCMJax2pk4k3TIKB/bshgbHiWZzqGUIomL225QCRI0VRZLe8xdlln+qxT5xhURfNqpDGthmravZcREDN9EkWZ2aYV2AEuOweXMfqKxw+SzWe7vW2M87dNww3UZoW+kUGYCa/UMTD8L088yECwAmpW1NemHWDkn5+7WKKkGfYU8p4yd3YXrZpK2lgmqqZnnZKMagN9EKYNcNkvbKuIGEVPpJv2qwcl2kaBdgdHbRD675wPMT32Uy1N/hVArrHhWUBSB6vmcsglLuNO4atw1nAMUJ+brPDMP2k6JWigyQcUNVDE0pEMfI3TxjDR9WZtq2yNpGcxW2gSRxk32E6VKJCwDL9mHGbpkGhdpeaGIEaIAQlcClVJybQA/UcJKpNDtiownXzn3ur6r17Ns0mLbQJbjc7VreLSrTWtNre2vk/zZpMmVdFzpzh1dP85017BNg4I7h3OTLL5p341mmZLdHRwvrgeD3/7mJZK2wQduGaXS8liobbI45rVscDeDH/7nXNjyMRpuwB++dIUvHZvnj14S+WfD9VmLnX3KNpmI9yjcMyVjB+ZjeOjySqvbiDOwgyg3imMXAGiQjZfHxIHAiwNBIkc1sMBK0TKyeFhSrlup7g4B3wFloNIlEpkcpmlw64AmrV08I8lamMSIAmozp3CDiCVd4Hzdou2FXGlovnTOYbbvTnF0c6KWurzaInSb+JGiqS0eOb7I104touw0Hxlc5J6yi6FgpekSao0GVHEcM5FZl7AOtM6BW5ftYJmyTD1dOROvBs2za8s4Z5da6P6d8QeYoB1ZEAWk55/rjkP2WmgzQSGdwLEKuEGEmnmBW1LLXHTzNGoVGLsVDnwcMv24doFadhuRBssAdEik9TpfAFIFHt7Sx2S/fFaDuSTlXIKFmsOzCxEtswCJLC2VARTKraE7jWpBgBG0ccw8fZkEUSSbu6ZXW7w8U6HRt5+10gGqbQ8/UUIpmPDO0fI14XDMPwQuYRgJp1IYA8BPD2Il0yjAU4numO5vww6OF6g7ARdXbgw3eWGEF0Tr3EkmYVEN0+j+7RIIYljMdGT3SNGb786SegvtZiC4ad+W7RjM8c8+tJ8dQznesaPMrRMC3xyZXnuNR25u5tgh1NhtjBRSzFUczi83WKw7nJyvc2ahwe8/LxNMQRQb/dkEB8bFyc9W2rS9kM++JGs/AeifIlIW5eY5lFI0dLobCNyGZOf5EUgVqG77ACTzXEnuwCVeQmNn4qXzQXeLmJ0hMFJEGAwadVK4JFJZ/DjYlJ2LBJEmm0oQmglaocFsU6GU4mX7kGSmTg0/CLiw0iSNK7OIzBSFtM3l1RbYaYJIU0glSCdMTszWCENNBGBYWOO3CPy19X7SyQSFcI0XFiLO6VGBnWaPyPnmx9g5lGO20uaZhkAjGDbLroEKPPosZ32mkl4PBJbM4TELcOEb7DWm8cwsF6rxxNGFV4g8kRX7WGitJRBEEggMY6NbKWUS6xv0lFJ87PAED+0bwotMZvb+DRi9jSoFXKtA3p3Di6GQMPAwQwfHzFLKJEhYBqPFFKVMgsdPL/Pl44t86dg8n3r2Mms6R9I26Q+WcFKDrEY5sDOyzKcDDZUm4d6fwM1OYGdK1IbuopaZlM/56rHlb9CmyjmySZNXZqo3PK7pynvrdDNnkyZBpPEGD0ojXDxG3XLXMBSk8ND1a/dNvNl2MwfCKBUAACAASURBVBDctG/bhgopfuaD+/jEvVsZzCfZO5rnj16aZXr12qmKr8dqbZ9MwmSiL8Mn37mdv3H/FJN9afaN5vGCiEeOL6C15uOHJ/i5D+8nn7TIJi3maw6LdQetERwZIDdMYKUZbJ3BNhU1nUFnBwWa6TT49G8HoKKFb0gPjPNK30Px9iyrOybYawgsYiXxjSRamfSFKygd4hlpqvldYBjkGhdQCkZKaZKWyWpqgpPtEho4v9QgSuQJfY+Fi6cIQ81wOsLVJoaVYEt/hmrbx8eilSwTZIcYK6Y5OV+n7Qfr0ENHNSQLIob58BafjA1fWBrCzYwI9h35UBhj11CeuuPzleoIkZmE3DALLUW/2eL0fI25inxOyneIzCRp28S2TC5u+RhkB8llkkRGgistWxyVMgmdGhpFqGV1j61Yh4ZM88YalGzSYqqcI9SaxZaG8m7c1AD17FaK/iLttgSmKCav20aGlG1w91Q/9+0ss280z2ylzcxam1snSoDCs/MUMylSloGXHaXalsa5wHNQOsQ2FJhJSJcIooiEZWBYtvAesLED+Fsw01DsHy1ycVmaEK9nzfhvnem7nYDQ6TfpjF+x3ApBoohpGJj1K9/Wub0euxkIbtqbakopPvngDrJJi1959DQn5mos1p0byk6vts62ssW6K07GNMilZLzE/bvKnF9qcnqhQcIyKKRslFIy92WmymJN4KH1QKAU1f0/QqASGIk0LSNLUI6X1F94XI6JA0G17VNIWwxkkzyffkC6Q4f2d8cfew3hC6wUoTbwzCwFb16G8akkzfQ4DZXDdx1aKstEX5ZMwuRrE3+Xx6z7CeNR388sKM7PLZF75B+w+8rvk5x/gUX6MEyBu7SGtZbPha0/SLO0h7G+tHRG+9H6uGW7B4cnN8JQRvHQtiRRIs+V9B7ZWmalIFtmoi9NpOGym6c+9QEojDHfkoazuuPTbMtu4sBros0kSikKaZuKb8PUg1zoe5B8ymTazYgk0zDRThVtWESBT4SBZeh1aMgwXntkQy5lkU1YzFUdonS/dHYP7MTQId6KQFW6XQUM2kaWpCX9ErZpcGiixLaBLPftGODDt47Rl7ExTZNsaVDmHRUnqLZ9SQLi8R+22d1XHUQaQylyCYtaYEmF2DMN91u1g+MFIq159QZVQSdIdPorsp1AENnS61EV7shyK7j5SfT/396ZB9l13XX+87v721+/3rulVrekltWSF8mSHa8JsROcOCQOqQwGQiAwM0BNpiqpyVQNIROYYv6bGZaiKgTCQJEMqYECkiHDAElwhQQw8YLX2LJsbdbWUqv3ty/3nvnj3PfULbWktqVW2+rzqXrV3ffd133e6fvO757f8v0FWZzFS3cyu1YYQ2C45uQSLp9+zzi+Y/E/vnmQz/7Fi/zy11/sKJleiYVqE9e2UEp1/P6t2M+7Z1OevqzPP7x2jkZLL4xHp8s0WiGHpko8e3yeeitkrlzvBKwXBu7i2+Of5/hd/5XIcqkWduo/9PrjkO7XXcKA+UqTXMKlO+0x27C1ZnyqW2evFCd10Y+tDUGkoO5mSFZO6970yifhORxztlKLLOatPPX+vWQDl6MzFbIJl3zCRQSm6g7VJjTsFANnvkczhD+Xh3Adh744iDhdalBvRfiOzWAuQAGluAkRLNkRgF5ALIf+ni4Cz+Vwco/OEPIyuoo4jEj7DmdrNsXIRR37J84UQ3plTst3NGucqzssLBapK+3fzwau7k0RNqhGQjbhc7qRpN6ChaYQVRdRYhO2migEV6KOa0jsVRgCT8tWTy7UaLSNW88odeVQndI7tahWRIlQJom3xPD1ZX3G+zNs6UnRlfLYXEhycq5KlNB390H3ZharLVS6n2p6BFEtbNdjptLiS987zFQcv8olXYq1lo4d1Be1m/AqyCf1WF46vchsubHizU+5YwjiGEH8tdII9TgWT0Gzht2qEgZd1LJj+MXXlyn1rgXGEBjWhM2FJL/6wd187K4RfuruLQSuxW/93Wu6nP4yKKVYqDbj7BLt9wd9F+faFpYlvPumPoq1Fr/z94f4wncO8X+ePYVjW1QaId986Szfeuksr02VKcYfunozIrR8Ul1ad77qdetUPhXqNMOYhWqTZhhRa4YUWxaNSGDumBZca1S0L93XdQVhFNH08gSNWZSC+aZDwrU5HuxgUTLMJUcpOQUKab2wCtCd9listZh2hzjujODu/zjezR9isv9dzEuehGuT8h1sS5gtN6i3QnzHoi/jk3RtLEs6GjTOUkNgWbDpDqy+CUYKSV6vJlA3f1Qru1oW06U6hZTHQj3iQNcDLC7OUStOU1C6QUszgtdnq9hRnYbEhiDhsFhpQNSi3oJcwqOhbP55sZun5tO0Kosoy0VFWgvItbR8tA4WX7k8KenbZAOXmVK90wwpGQRMRRnmp2N12voiiEVFErrwLaY75dOb8TvXyEghqbPG/E3QtYVMrkAYKap4hPUyjmri+glePLVAuR52rqlcQtezNNNDulfD7NGLB1qZXZbWeSVuHs6yUG3y5ceP8Tc/mLzo+XIjxHOsjmHr7AgaLV0Q2KzC7GEipVBBnkb3LqJWU/c7aNUv7tdwjTCGwLBmBK7NAzv7efdNfXz6PTtQSvH44ZnLvqbe0lkVO/ozWJZwYu68IXDsWGgtn+DDe4e5c7TAnWMFPnjbEB+5fRNDuQSzlQa+azFfaXQyjNoFOblYbbLaCKFfyxLQvb3zt+fKDSbna1ohU2zm3H449Yx2I2X6dbCxZxycgJaCM4U7cEfvYjLYxilrkHRgczoYpxa5nLP7qTRajBRSCNqVv2dznloz4q/8h/l68sdozJ+BhZNMqxx1N9vpNNeVdJkp1/WOwLVohYpdQ1kCx6KtOrdsRwC6FsJNsKU7SaneYqZnP4zdB2gXWy7p4jsWz5dynOm+G5o1uq0y83aBclNB1MKKmoRig1JkApdavUE9VNRC2JKzaFk+TzTGKNtdNOMdQVflGC1sfNeLXUNg21deVlzbojvt0QgjPd/AYj2kJBktD6EUUW2REIuaBJ1gc/u937Y5Tzbuub2pS3dZO+Jshz0/SS6pZR7KkUerXiaQJpHlcTDO85+v6usiH0ulFxvo/21p6vyir5RWbD3xBJx54Yrvp82OvgzvmehnvD/NselKJ7GhTbneIunZndTnwLWwRKjUQy3TDnDmRW0IEgWs3BCLkkEdfwKe+p+XbnhzlRhDYLgu9KR1EPmfXpu+bI3BQhwf6E7pwOnhczpg2Aoj3CXZKGM9Ke7Z3sM923rY3pdmSyHJvtE8ezbnmRjMUqq3tBAYWmjOsYR0oO++aq1QN72HjiGIIsXJuSqOLbRCfWc7t/0jWiV15wfi3r5xLrrtcHz4Rzg99BDc/xkeG/oFKnaWXMLDzfTyW96/5Vl3H6V6yLZYgbMvG7ClO4VnW9owOT7TxRrYLjOb30PNzdOV8njp9AIp32Gm1KDe1K6hajNk35auTpFWK4qWVRYvZaRbL4on5853VztXrDOcD0h4Nq/PVDkZjIOfIW/XmXP6aERCYCksmljlc3DqGbK+A6rFXA2akWIsE1H1u3lFxliwuvjs0ds4dLZIofgKx/3t+K6NChsoxTIpkMsxmEvQbEWcmqvSCCPKtRZ1J0PY0NIQ0ijRsJNYlo1/mZ7CCc+mL+vzepyckPBsXMeiGLq0Wi2SUZmZumj3C+czd9o9MxarTV1c6AZw8intIlo4od00Xirua726O3HLEm7ZlOMdY91ESvHq2dKy50v1Vic+ADqmlvJtvSNI9oAboGaPECkhCvIkfYep5HbC0jmduFB44010VjXuNfmtBsMK3Lu9h+lS/ZKVx3A+UJxNuNzUn+HwVCmOBaiL74KXYFnCrZvyjBSS7BzIUGmEzMZuqHpT31nrOzGYLTV06uUDn+c3n4W/euE0x2bLLFQbpH0H37Fohoq5akv3xm3vHob3w+0/A8BcsBk7ji1kAgfHErIJ7eOfsnqpRRZhpBjvy+DYwlAuYCAX4LsWvm2hbJdzdQeG9nC6GMY7hhyRgulSnelSnWozxLZ028KJwSx9WR/bEuqt6JJzkfEdEp7NueJ5F9xUsc5IIUVfxmeu0uCZE/NYuUEqm9/FgtdPMxJ8VUUUtMSF8hTZ2imIQs5VAduj16tTCITpKhxrdbEYOhw7dRrE5ljyVhTQquuF2FlSR3A5+rM6MP36TJlitYnvWjjJPI0wQpWnUY0SNUtX7S51Da3EWHeKyflap36kO+UxHSZphRGJxjRny1pXqWtJw6SUp7PNZsoNHUje/A4dAzr5tE6TTRSgZwdLVVJXS29G10scPLP8Wi/XW8v6dYPOHKo0WtrFt+djhFsf5HDhnbiuR8J1mMzcSmXbw1rZtN3n+hpjDIHhurFvSxddKY8v/v3hlUW6OL8jyCVcbhrIEEaKQ1MlnatuX14p8s6xAh/eO6wbt3Nef6gddA1cm5FCkgNniiig2buLlyYX+dOnTvC5r/0ARPjgbUMErkUzjLTEBUB2ED7wG3D/Z/RdI+iezi297VcKxnrT3DyUoz8b4DlWZ0HqzwY8esdm3rtrgP5MoH3+WZ/ISTBjFZjt2svjh2cYyAZ0pwP2beliMJeg0gipNFpkYvdHOnD45Ycn2NGfptGKlscIliCiW1i2YzGLtSYzpToDuYCdA9p//dTROarNiNnsBC3xaCgHT9UIvSyV3DbIDJItH4NWg7MVwEmQd5r0Jy3KTXi1rLOQDlfTnOh/AOVnaYYRUWwIZBWuIf2eXHrSPsV6i2K9xVA+QSLTRb2laJbOIfUiNTuJIMtcQyuxpSdFpFQnZXk4n6CY2EwoLq4oSqFDIel1mtE4lsRz5bFQbWi1TzehjYHj69Tbvp06JgRvqs5gYjDL6fkaTxyZ6fTmKF+wIwAdOF6sxi6kdB+tof2cS9+EbQkJTyvdlvI7z/e4XgPWzBCIyGYR+Y6IHBCRl0TkUyucIyLy2yJySEReEJHb12o8hvXHd2x+6f07ySZc/ts3D/KN5093AoVwPlAMets+3q/vBts7CPcKC4zv2Iz1pBjMJfAdi1fOLPKdg1NUGq2Oa2FiMMtitcnJuSozpUan5mC6VOcT94xy3/YevHjRabuW9ICG9R0bOsbwD6+d4+AZve1vhhFbe1KM9+sCt66ki+tYiOgA8QM7+7lpIMNwV4L37R5gpJAkCJJM997F/3utRCtS7OjPkPJt0r7DgxN9vO/mAfaNdNFe7hOurqsY7kpSaYS8eGpeS0+vQE/aY6ZUJ4oUr0wWUQomBrLs6M/Qk/aoNlvkEh4lSYEIFSuBU51G2R4tK4D8CElHkVAVTpQANyDhwLZMi6QrnCoLDa/AXDDMEdmM47jUmxEqbu1pryJrCLSEdn/WZzYe62h3iu5sgnJLaJ58HmmUqdtpLOGyriGAwazebT13Yp6/eXGScqNFIgioZLfi2hbllqVTVtuy2PG11J32iaIl/2s3gJG79SOI5UgsRweuQRchrhRUXoG9I11MDGZ4/PAM3z8ySz3e2barijtjz+n04PbNQ2tJQkC7e1rbrbVWrKX6aAv4jFLqGRHJAP8iIt9WSr285Jz3A+Px4x3AF+OvhhuUnrTP5x6e4I+//zp/+ewp/vLZUzy0e4B7x3v473/7CgnP0fLFntNpoNNOO73UXfCF9Od8CimPvkzAc8d18G+0R/vOt/el8RyLv/nBJGcWatRbEQPZgHTg8GP7N+PYFvmki2NbWu74AqJIcXy2QqTO714aYYQb71a6Uh5JzyHl60VmqfGyLeFn7x3ji989zORCjWMzZWZKDfaN5GmEqvOhT3oOd44WeOn0Imfjuoh2fKAv43NitkKx2mKqWKd7he5avRmfZqiYrzZ5+fQCw10JckmX0Z4klggjhRRjPSmmqgqV6KHidGFXZ4nEoej2gJ9FRBj0ahwpWpBIENjCJ3aGHC76HJgXxrocjtUdTs9VSboetVaI32gbgtUtKynfoTfj88zxiJTv0JcNGMglOSRJqsefwQ+bVDwtZ+1dwRBYlrClkOLVs8VOf4Ddg1kkN45bOkEpdMgHri4s4/y1lE+42JYwU67TG6fuYruQyFNr6qwt8TN6RzB/HKYO6JaguU1XvEO3LeGh3QOA8MTRmU7r4gt7JA/l9S7z9HyVrb3pTi8Cx7I6jX3Wunfxmu0IlFKTSqln4u+LwAFg+ILTHgG+ojTfB/IiMojhhiblO/zCu7bxKx/cxd3buvnmS2f49W8dpFhrMbVYI5twOvrxE4PZznb/SjuCNj0pXwuRhRFHpkucK9Y7rgXXtti/pYtM4DJXaXB2scb2vjT/4b07OotNd9rDkvML/VJenlzkjx4/ShgpLYcMNFpRZxdRSHkIcMeWAo/sGbro9ZYl9GcD3V5ysU6kFHfGWkmJJQuEZQkTg5lO4LP93ieGsnSltItjsdqk1gx54eT8soWiNzYOz5+cZ66ide8Bxvsy3Dfew7+5f0zHGpoRyVyP1vsBjmTvpGZnUZatpbBT6EXPdvG7BskHFrf0e9i2RX8SBjI+J+YqpBI+jZYiinse26sMFru2xR1jBfZsznfkygfG9zGX3Eq5ZRF6ac6ldTD/SjsCgPu29/DQ7gF+4Z3bGM4nODxd5pZb9hKlBlhwe0j7S3cE0pnnQsrjzEJtWUVwrRny+OFprZnlZ3Q20dmXdM3G6P2rdtOICA9O9NGd9vnnOGOunb3Wpj8bYFvSyZ7q7Ahs0TLhrP2O4LrECERkFNgLPHHBU8PAiSU/n+RiY4GI/LyIPC0iT587d+7Cpw1vU7Z0p/jEPaNs7U2xUGnyc/eNkUu6FJLnuzy9d6K/swheLli8FMsS+jIBL59epFIPOTJd4vWZMk8e1V2r3rG1m5+4c4R80iNSikzgdFIQQeepC6zoejmzUNPpp+jc72ojpLl0RxCPvZDyOumNFzLanSRSilYUceum/JIq0+ULqGNb3D7S1dFvAi2w9ys/sovBfIJSvcXp+SpTi3XdWzimkPKYKdf59ktnSfsO4/1ppoo1Xj1b5GfvHWPXUJYwUnEltcspfzvFvjuYTO1CJG6cHuQYTKHdIkDQtx3E4oGxhH5911b2bd9EXzYgEziUSRCpiNAOVpU+2qYvE/DeXf3cN64lmnuzKeb8IWadPubGP0rV1/pIV4oRgHYn7hrKkvBs9m3potoIOVNqMb/7Y8wkt5ENnE7m2NLd5Y7+DJYIzx2f71RuL1abRBGU6s1YvltpGevhfeclR1aJa1s8un8zH7l9mI/u28RgLrjo+f6s36lvCJfIiLi2hedYF6WhXmvWvDGNiKSBvwA+rZS6MF1kpU/2RbmFSqkvAV8C2L9//+r0jQ1vCxzb4lPv2cGJ2QoTg9qPvbRxd1fK4/23DPCN505fMVi8lKF8gqlijU89uINvvXyG508s8PSxOTZ1JZiMF/OU55D2HUZ7UsuMzFA+wHdtjk1X4iAfvHhqgYnBLOdKdRKeTT7hkvIcTs1XaYXq/G4ipQ1BJrj0R2usJ0Xad5gu1elKuh3XV8K7eLFLePZFxx3bIptwUEqrl1oWzJQaTC5UGcwlODFXJYqgWGty52gB37E5PrPAfKXJSHeSbOASKcVMqY49mGHaG2ZhcBRmzmCJMLlQZfpsxESgu8KJCF4iBUO3s90NeIgy/3Romn2jXSzWW2QTLmfTt9MzkGLOKa3aYLfZXDhvhB3Hot49wfeCW3mwr5/m4jSWnDe0q2VLt5b3ODC5yK4hveNJB45uVwnLJM0Tns2tm3I8fWyOs4s1NnUlO7GraiOC7kEtOpjfQse/8wbxHIstcRLDSgzlEzx7fJ5WuERGJI5JBa695q6hNTUEIuKijcBXlVJfW+GUk8DmJT9vAk6v5ZgMbz3SvsNE7L7o+GmX8NDuAWrNsOPiWA2P3rGZD9wyyEh3kl1DOlvmP/7Z8/zdgbM8eXSWMFLkky53jBV4547eZa/d0p1iYiDD/31hkhdOLpAJHB47cJawvXiK0J32UUrxeiw73N61dKU8fvqeUfZsyl9ybIWUx86BDF0pl+mSjkMsrTZdDe3dRitUjPWmmC7WOTpdJu07HJ4qsXckz1SxToii0Yo6bq6pxTrZwO0siO2vrUhhWYJtCSfnqjRVElREPulRdbTsOGk9Tym/RqXRIop7yOQSLqESyqEFYr1hQ3AhPWmf0wv6b7Qinfb5RnsL25awczDL8yfmO7IdmcDt3HleOMZ80uuk3W7qSrIQZ/FUm6F2A8V6VGvFUD6hDVGxfn5HEBu/pGe/fV1Dov9zfwAcUEr9xiVO+wbw03H20F3AglLq4rpsw4YmcG0evUO7clZLIeV1iqtAL1a3bcrx3YPnqDZCGq2IqcU623vTK7pw7hvvwbWFxw9P88zxOf76B2f42xcnacbFZpu6Eri2xbEZHb9Yuoi/a0dvp1hpJUSEbX1pEq7DaE+Sj71jhEf2DL2hxS5w7c4upDfjs6U7RaUe8uLJBWxb+PDeYT546xCzpQYHz+jMocC1mVqssVhrEsR5+e2/WG+G2JZgiVBthLTcDHXlkgx8SvXmsiLApOfQClXnLjWf0P+XYnwXbb3Ju+Y2W3vTNFoh33j+NGcWaquKD6zEeF+aMFK8PLmIbQkpzybp2VgiK+4weuM6i1YYdd7LWrtk2gzldL+GdtMdoBPYTnp2R2NqrVjLGMG9wMeBB0TkufjxsIj8ooj8YnzOXwNHgEPA7wP/bg3HY9jg3Deu72h3D2U7AbuLeszGdKd90r7DsekK3z04TRgpnjw6h1KKZqjoTnkM5AKOTcc7gje4WO0ayjKUD3hwop++bLAsRrFa8kmXwNWaPX0ZP/Ylh2zuSuLaFpu6EmQCh7OLNXzXYrRHp56+MllkKJ9gMJ/QBXSupYvXBDo3ypbN/OB9jGweYe/mrmWptAnXIlKKUk0vkm2jV4x/Xm1216UYKSR553gvfRndonJrb/pN/Z6BrH79fKVJytfZaO1KXnuFyuzeOJX0xJx29yV9m1aoOq6atSTh2XSnPW0IwuVS44Frd+JSa8WauYaUUv/IyjGApeco4JNrNQaDYSm3DOf44d393D/ey98fPMdjB86u6IoCHfRN+w61VsixmTL5hMt8tcnZRV3x25XySPoO/3x4GuAN+7D7MgGP3jFyVe/npoEMUbxGWZZowbnZCiOxz70td/DEkVl6Mz792YCTc1WKtSbb+9Ls6M9wZqFGwrUp1+MdwZJFvBwXtYG+Uy3E8Y/2p7qdZZNLuJxdPB9Ev1rXkO9aBK7NHaMFEp7Nns2XdrNdjvacvHq2uCxmc994T0fsbSn5pIvnWByJZU36swFHz5WpNcNVZ6xdDUO5BK9OFdkWG762jEjbNaSUesMustViKosNGwbbEh69Y4ShfIJ33dTLaE+Ksd6VA3i5hF4U5soNSvUWn7h3lIzvcGymTLURUkh5PLCzr9Nn/c26L64G31keSB7tSXH/9p5lOfdJz+Hubd2M92VwbYu7tnbz7pv6uHVTvrM4JjxHa93EFby2JeSSLjPlBlGkF+apYo1mGBFGihMzVWxLiOI3n3DtTvZTYomg2pslE2dRVRot3Wv4KtgSuwczS6p5dw5klwWo24gIe0fyFFIeKd/p7BbX2i3TZiifoN6MmCrqNFJnSYwgjFRHrnstMIbAsCEZzif4/I/sumSKp20JH9ozTCvSbqAf2tHHe3f3E8aLXz7pMtaTYu+Ivlu9HneMq8Fa4W48cO1ld+ntc9ppq0nP7tzdB65FNs6IasaqrVt700SR1kA6MVshUor+bMBU8Xz/6ELK466tBe7Z1n3V76EtA6FUp5j7TTMa1ydkE6vL+88ELntHurh7W3enwG++0uTQVPGKjemvluG8jhMcj+NOdidGoP9PM6WLCxyvFWuePmowvF350G1DjHWnmK82yCVdfu7eMV46tUgzjDpuko/cvompYp2h+EP8diK9xBC0FTlvGsgw3pfhTFzRLKLlGw5NlZgpNag2Q3oyPhODWY5Ol7UgXLwDuVZui8C1OymTV+tmSvsOH9ozRH82uPLJF+DaFo4tnYW5kPLPu8fWgGzCIZdwO/GYdqxlrCdF4No8eXSWD++9qMzqmvDWuI0xGN6i3LIpx/3j7bRJh/2jXcD5wrGhfIJfe+TmSwad38oErk1/NmA4r90k/dmA0Z4UCc/uFLclY6mP7pTHdKnOQqVJd8pj52AG0O6plXYhV0tuiTjc1bKtN32R4udqaVf2Ap3g+FohIrzv5gFsSxBZHizeP9rF0elyp+jsWmN2BAbDG+CRPcN0p71ObvrbnVs25dg9lOXBib6OnhGcL25rxxHaMgwAPRmfwNHpq8EV5KHfLO0A9NWmol4tA7mAXDJkarF+2ab014qhfIIf3t3P8ZnKsh3WbZvyPPP6HIemSmuy+zSGwGB4A/RmfH5079powq8XliUEF+gDJT3dMrMdQ2m7RHzX6hzTHdfWJpDaTkm9WtfQ1dKuBi7X566LIQAdzN45sLx40nMsfvIdI296Z3MljCEwGAwXYVvC3du6O4VygWtTSC/XT7p3e8+a/f2M7zCYD9bUJ/9GyAQOp+aqHcmRtXCHXXkMa9ePwBgCg8GwIktdRQC3j3Rdt79tWcLuodyVT7xOpH2HMFIcPFtkodLk9i1db5lMsWvBjfNODAaDYY1oq5aenK3iu/YNZQTA7AgMBoPhiqQ8BxGtWjoRZ0zdSBhDYDAYDFfAtoTtfVqgcDW9Ed5uGENgMBgMq+By/QTe7txYji6DwWAwvGGMITAYDIYNjjEEBoPBsMExhsBgMBg2OMYQGAwGwwbHGAKDwWDY4BhDYDAYDBscYwgMBoNhgyNKrW37tWuNiJwDXn+TL+8Bpq/hcG4UzLxcjJmTlTHzcjFvlznZopTqXemJt50huBpE5Gml1P71HsdbDTMvF2PmZGXMvFzMjTAnxjVk4wgsYwAABSpJREFUMBgMGxxjCAwGg2GDs9EMwZfWewBvUcy8XIyZk5Ux83Ixb/s52VAxAoPBYDBczEbbERgMBoPhAowhMBgMhg3OhjEEIvI+ETkoIodE5JfWezzrhYgcE5EXReQ5EXk6PlYQkW+LyGvx1+vXpXydEJE/FJEpEfnBkmMrzoNofju+dl4QkdvXb+RryyXm5b+IyKn4mnlORB5e8txn43k5KCIPrc+o1xYR2Swi3xGRAyLykoh8Kj5+w1wvG8IQiIgNfAF4P7AL+AkR2bW+o1pX3q2U2rMk9/mXgMeUUuPAY/HPNzp/BLzvgmOXmof3A+Px4+eBL16nMa4Hf8TF8wLwm/E1s0cp9dcA8Wfox4Hd8Wt+J/6s3Wi0gM8opSaAu4BPxu/9hrleNoQhAO4EDimljiilGsCfAI+s85jeSjwCfDn+/svAh9dxLNcFpdT3gNkLDl9qHh4BvqI03wfyIjJ4fUZ6fbnEvFyKR4A/UUrVlVJHgUPoz9oNhVJqUin1TPx9ETgADHMDXS8bxRAMAyeW/HwyPrYRUcC3RORfROTn42P9SqlJ0Bc90Lduo1tfLjUP5vqBfx+7Of5wietww82LiIwCe4EnuIGul41iCGSFYxs1b/ZepdTt6O3rJ0Xknes9oLcBG/36+SKwDdgDTAK/Hh/fUPMiImngL4BPK6UWL3fqCsfe0vOyUQzBSWDzkp83AafXaSzrilLqdPx1Cvg6eit/tr11jb9Ord8I15VLzcOGvn6UUmeVUqFSKgJ+n/Punw0zLyLioo3AV5VSX4sP3zDXy0YxBE8B4yIyJiIeOsD1jXUe03VHRFIikml/D/ww8AP0XPxMfNrPAH+5PiNcdy41D98AfjrOBrkLWGi7BDYCF/i3fxR9zYCelx8XEV9ExtDB0Sev9/jWGhER4A+AA0qp31jy1I1zvSilNsQDeBh4FTgMfG69x7NOc7AVeD5+vNSeB6AbnfXwWvy1sN5jvQ5z8b/Rbo4m+g7uX19qHtBb/S/E186LwP71Hv91npf/Fb/vF9CL3OCS8z8Xz8tB4P3rPf41mpP70K6dF4Dn4sfDN9L1YiQmDAaDYYOzUVxDBoPBYLgExhAYDAbDBscYAoPBYNjgGENgMBgMGxxjCAwGg2GDYwyBwXAdEZEfEpG/Wu9xGAxLMYbAYDAYNjjGEBgMKyAiPyUiT8b6+78nIraIlETk10XkGRF5TER643P3iMj3Y1G2ry/Rpd8uIn8nIs/Hr9kW//q0iPy5iLwiIl+NK1cNhnXDGAKD4QJEZAJ4FC3QtwcIgY8BKeAZpUX7vgv8avySrwD/SSl1K7qStH38q8AXlFK3AfegK3ZBq1d+Gt0bYytw75q/KYPhMjjrPQCD4S3Ig8A+4Kn4Zj2BFhSLgD+Nz/lj4GsikgPySqnvxse/DPxZrOk0rJT6OoBSqgYQ/74nlVIn45+fA0aBf1z7t2UwrIwxBAbDxQjwZaXUZ5cdFPn8BeddTp/lcu6e+pLvQ8zn0LDOGNeQwXAxjwEfFZE+6PSm3YL+vHw0PucngX9USi0AcyJyf3z848B3ldarPykiH45/hy8iyev6LgyGVWLuRAyGC1BKvSwi/xndyc1CK3F+EigDu0XkX4AFdBwBtATx78YL/RHgZ+PjHwd+T0R+Lf4d/+o6vg2DYdUY9VGDYZWISEkplV7vcRgM1xrjGjIYDIYNjtkRGAwGwwbH7AgMBoNhg2MMgcFgMGxwjCEwGAyGDY4xBAaDwbDBMYbAYDAYNjj/H77WZayJnvnvAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_task_losses('task2', settings)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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XXXHFFSxevBiHw0FRURH33XcfZ8+eRURITExkwYIFAKxZs4bk5GReeuklJk2axNixY4mPj0dEGDt2LAkJCQBs3LjRZxK9Kl12azR37NhRzmfltS/3n+T9bYd5qn8rYqIjg9AyparOd999R+vWrau7GZeUVatWkZKSYt2BdKmYMmUKo0ePtj6wL4ahQ4cyc+ZMWrZs6Xe/v38/xpgUEeno94ASQqanEGb3dB2dbp1UUOpyNGTIEL93OFW34ruzLpbCwkIGDx5cbkC4UCEzpxDu8IxRFro0KCh1uXrwwQeruwnVLjw83O8cRlUJmaBQVAR5TrcGBaWUqkDIBIWdhzP4Ni2T3EJ3dTdFKaUuWUENCsaYfsaY740xPxpjni6nzF3GmFRjzF5jzHvBaktkuOfOhJzCqk0XoJRS/z8J2kSzMcYOvAH0BtKAbcaYNSKSWqJMC+AZoJuIZBhjGgarPZHe+3lzC3X4SCmlyhPMnkIn4EcROSAihcAy4M5SZR4C3hCRDAARORGsxtSK8PQU8pw6fKRUMNSuXRuAo0ePMnz4cL9lbr31VvzdUn7w4EFuuukmWrRowd13301hYaHf4z/88ENeeuklILCU24cPH6Znz560bt2auLg4/vKXv1j7VqxYQVxcHDabzadNS5YsISkpyXrZbDZ27twJeJ5Qvvbaa61rrUxhYSFjx46lbdu2JCYmsmnTJmtfv379SExMJC4ujokTJ+J2l/1smjVrltWO+Ph47HY7p0+fDm767EBSqZ7PCxgOvFliezQwr1SZD4HXgK+Ab4B+5dQ1HkgGkps0aVJuutiKfPnDSek04zN556sD53W8UhdTdafOPh+1atWqtEyPHj1k27ZtZd4fMWKELF26VEREJkyYYKW4Lq1Lly5WWutAUm4fPXpUUlJSRETk7Nmz0qJFC9m7d6+IeH7H+/btK7dNIiK7d++W2NhYa3vLli1y9OjRgK5VRGTevHly//33i4gnXXf79u3F7XaLyG/ps4uKimTo0KHW9ZdnzZo10rNnT2u7ovTZl2rqbH/ZqUo/KecAWgC3AjHAl8aYeBHxWaFDRP4K/BU8D6+dT2OK5xTynTp8pC4zJ76D/LNVW2fEFdCw/IfjnnrqKZo2bcojjzwCwPTp04mKimLChAnceeedZGRk4HQ6efnll7nzTt8BgEOHDnH77bezZ88e8vLyGDt2LKmpqbRu3Zq8vLwy5xIRNmzYwHvveaYU77vvPqZPn87DDz/sU+6HH36gRo0aXHnllUBgKbcbNWpEo0aNAE/qjtatW3PkyBHatGkT0MOBS5cu5Z577rG2z/XJ7dTUVG677TbAk0upbt26JCcn06lTJysNtsvlorCwsNK1lUu3JVjps4M5fJQGXFtiOwY46qfMahFxishB4Hs8QaLK1Qz3XGqe3n2kVKVGjhzps1LY+++/z4gRI4iIiGDVqlVs376djRs38sQTT1S47vmCBQuIjIxk9+7dTJs2jZSUlDJl0tPTqVu3rpVBtLw02F999RXt27e3tgNJuV3SoUOH2LFjBzfddFPlvwCv5cuX+3wQn6vExERWr16Ny+Xi4MGDpKSk+CTy69u3Lw0bNiQqKqrcITeA3Nxc1q1bx7Bhw6z3gpU+O5g9hW1AC2NMLHAEGAn8vlSZD4F7gHeMMVcCNwAHgtGYWuEODJCvcwrqclPBN/pgadeuHSdOnODo0aOcPHmS6OhomjRpgtPp5Nlnn2Xz5s3YbDaOHDnC8ePHufrqq/3Ws3nzZh5//HEAEhIS/KaC8BdU/H1rvpD02dnZ2QwbNozXX3/d+oZemX/9619ERkZaCfHOxwMPPMB3331Hx44dadq0KV27dvVJn71+/Xry8/MZNWoUGzZsoHfv3n7r+eijj+jWrZtP9thgpc8OWlAQEZcx5lFgPWAH3hKRvcaYl/CMba3x7utjjEkF3MAUEQnKc+wR4XaMMRTow2tKBWT48OGsXLmSX3/9lZEjRwKeSdiTJ0+SkpJCWFgYzZo185syu6TKhkWuvPJKzpw5g8vlwuFwlJsGu2bNmmRmZlrbxemzY2Jiyk25DZ7EdMOGDWPUqFFW6utALFu27IJ6CeDpwcyZM8fa7tq1a5n02REREQwaNIjVq1eXGxTKa0sw0mcH9TkFEVkrIjeIyPUiMsP73gvegIB3/uOPItJGRNqKSNn0iFWkhsOOAQpc2lNQKhAjR45k2bJlrFy50hrayMzMpGHDhoSFhbFx40Z+/vnnCuvo3r07S5YsAWDPnj3s3r27TBljDD179mTlypWAZ92C0vMUAK1bt7ZSTkNgKbdFhHHjxtG6dWv++Mc/BnztRUVFrFixwgqGlVm1ahXPPPNMmfdzc3PJyckB4LPPPsPhcNCmTRuys7M5duwY4JlTWLt2rd/02eD5nX/xxRdlfifBSp8dMk8015ACbLh1olmpAMXFxZGVlUXjxo2tydpRo0aRnJxMx44dWbJkSbkfZMUefvhhsrOzSUhI4LXXXvO75gHAq6++yuzZs2nevDnp6emMGzeuTJnu3buzY8cOa9ho3LhxpKen07x5c2bPns0rr7wCeG6JLU4r/dVXX/Huu++yYcMG69bOtWvXAp4P8piYGLZs2cLAgQPp27evda7NmzcTExPDdddd59OGqVOnEhMTQ25uLjExMdZE908//eR3WOrEiRO0b9+e1q1b8+qrr/Luu+8CnrUaBg0aREJCAomJiTRs2JCJEycCsHDhQhYuXGjVsWrVKvr06eOzyBEEL312yKTOLjr1Iz0XptI2tjHzRnUIQsuUqjqaOtu/yZMnc8cdd9CrV6/qboqPe++9lzlz5vjMeQRbRemzLyR1dsj0FGzGEGaEQmcQHvZQSl0Uzz77LLm5udXdjDIWL158UQNCMNNnh0xQ4NgurnId0aCg1GXsqquuYtCgQdXdjGoXzPTZoRMU7GGEmyJcRRoUlFKqPKETFGwOwo0blz6noJRS5QqdoFCQxfUcxuXWnoJSSpUndILCqR8ZWLQJ46r4QRullAploRMUwiKwGUHcusiOUpU5c+YM8+fPP69jBwwYwJkzZyov6LV582bat2+Pw+GwHmDzJy8vjx49elgpphctWkSLFi1o0aKF9RBbaVOmTKFVq1YkJCQwZMgQq13p6en07NmT2rVr8+ijj/ocU1hYyPjx47nhhhto1aoVH3zwAQB/+MMfrGcdbrjhBurWrVvptS1fvpyEhATi4uKYOnWq9f7ChQtp27YtSUlJ3HzzzaSmpvo9fs6cOcTFxREfH88999xjPT0+cuRI9u/fX+n5z0sgqVQvpVeHDh38poqt1Ff/JftebCfD/mPZ+R2v1EVU3amzDx48KHFxcX73uVyuKj/Xrl27ZPTo0bJixYpyy82bN09ef/11ERFJT0+X2NhYSU9Pl9OnT0tsbKycPn26zDHr168Xp9MpIiJTp06VqVOniohIdna2fPnll7JgwQKZNGmSzzEvvPCCTJs2TURE3G63laq7pLlz58rYsWMrvK5Tp07JtddeKydOnBARkTFjxsjnn38uIr+lzRYRWb16tfTt27fM8WlpadKsWTPJzc0VEU968bfffltERDZt2iQPPvhguee+VFNnX1rsNbABtqLCMul1lbqUbfr+BCezCqq0zgZRNbi1ZfkLHT799NP89NNPJCUl0bt3bwYOHMiLL75Io0aN2LlzJ6mpqQwePJjDhw+Tn5/P5MmTGT9+PADNmjUjOTmZ7Oxs+vfvz80338zXX39N48aNWb16NTVr1vQ5V7NmzQCw2SoeuFiyZImVXnv9+vX07t3bynXUu3dv1q1bVyY/UJ8+fayfO3fubPVEatWqxc033+yTNqPYW2+9xb59+6w2FafqLmnp0qW8+OKLFbb3wIED3HDDDdbzC7169eKDDz7gtttu83n6OScnp9zPI5fLRV5eHmFhYeTm5lo5oW655Rbuv/9+K19UVQqd4SOHZ/jIJi6cbk11oVRFXnnlFa6//np27tzJrFmzANi6dSszZsywhjreeustUlJSSE5OZu7cuX7TVu/fv59Jkyaxd+9e6tataw3FnKvCwkIOHDhgBZCSabOh/HTbJb311lv079+/wjLFw0vPP/887du3Z8SIERw/ftynzM8//8zBgwf53e9+V2FdzZs3Z9++fRw6dAiXy8WHH37okzb7jTfe4Prrr2fq1KnMnTu3zPGNGzfmySefpEmTJjRq1Ig6depYQc5ms9G8eXN27dpVYRvOR+j0FBw1PEGhyEWhSwgPnStXl7mKvtFfTJ06dSI2Ntbanjt3LqtWrQI8y17u37+f+vXr+xwTGxtLUlISAB06dPC7ZGYgTp065TOGL+eQNhtgxowZOByOShekcblcpKWl0a1bN2bPns3s2bN58sknrZxF4MlYOnz4cOx2e4V1RUdHs2DBAu6++25sNhtdu3blwIHfVgaYNGkSkyZN4r333uPll18uMy+SkZHB6tWrOXjwIHXr1mXEiBEsXryYe++9F/As2nP06FE6dKjatD0h1FMIx45gxEVBMNY1Ver/cyUTsm3atInPP/+cLVu2sGvXLtq1a+c3hXaNGjWsn+12+3mvKVyzZk2f+ovTZhcrL902eCakP/74Y5YsWVLpsHH9+vWJjIxkyJAhAIwYMYLt27f7lDmXlNp33HEH//rXv9iyZQstW7YskzYbPJPGH374YZn3P//8c2JjY61MqEOHDuXrr7+29ufn55cZiqsKoRMUwmpiMxCOk6x8fYBNqYpERUWRlZVV7v7MzEyio6OJjIxk3759fPPNN0FtT3R0NG632woMffv25dNPPyUjI4OMjAw+/fRTnyynxdatW8err77KmjVriIyMrPQ8xhjuuOMONm3aBMA//vEP2rRpY+3//vvvycjIoEuXLj7HlZct9sSJE4DnW//8+fN58MEHAXzuHPrkk0/8BosmTZrwzTffkJubi4jwj3/8wyfJ3Q8//EBcXFyl13SuQicoOGpgQwjDTU6B9hSUqkj9+vXp1q0b8fHxTJkypcz+fv364XK5SEhI4Pnnnz/ntYtL2rZtGzExMaxYsYIJEyaU+0HXp08f/vnPfwJQr149nn/+eW688UZuvPFGXnjhBWvS+cEHH6Q4k/Kjjz5KVlYWvXv3JikpyUpPDZ4J7j/+8Y+88847xMTEWHMlr776KtOnTychIYF3332XP//5z9YxS5cuZeTIkT49jlOnTpW7JOnkyZNp06YN3bp14+mnn+aGG24AYN68ecTFxZGUlMTs2bOtoaOSab9vuukmhg8fTvv27Wnbti1FRUXWZP7x48epWbOmldK8KoVM6mx+2cavix/gRedoxo4ZR6fY+pUfo1Q10dTZZe3YsYPZs2f7jO9fCj7++GMOHDhgLTt6McyZM4crrrjC77oTcGGps0NnujUsAjtCmLjILdDhI6UuN+3ataNnz5643e5KJ3kvpttvv/2in7Nu3bqMHj06KHWHVFCwGQjDRU6hDh8pdTl64IEHqrsJl4SxY8cGre7QmVMIi8RuBAdu8jRTqlJK+RVCQaEmNiAMJ7k60ayUUn6FTlCwh2MzYMdNnlOfaFZKKX9CKCjUwG7zzCnk6ZyCUkr5FUJBwYHdO9Fc4NKeglJVrXbt2oDnXvvhw4f7LXPrrbfi75byefPm0bx5c4wxnDp1qtxz7Nixw3oATER4/PHHad68OQkJCWWePAbIzc1l4MCBtGrViri4OJ5++mlrX3kpuzdu3GilyE5KSiIiIsJ64viWW26x3r/mmmsYPHhwpb+Xp556ivj4eOLj41m+fLn1/rhx40hMTCQhIYHhw4eTnZ1d5tglS5b4tMVms7Fz507Ak2AvIyOj0vOfs0BSqV5Kr/NOnS0izj+3lf/890ny76v3nHcdSl0M1Z06+3zUqlWr0jI9evSQbdu2lXl/+/btcvDgQWnatKnfVNXFhg8fLjt37hQRkU8++UT69esnRUVFsmXLFunUqVOZ8jk5ObJhwwYRESkoKJCbb75Z1q5dKyKBpexOT0+X6OhoycnJKbNv6NChsmjRogqv9+OPP5ZevXqJ0+mU7Oxs6dChg5U2u2T67D/84Q8yc+bMCuvavXu3xMbGWtvvvPOOvPzyy37LaursABmbzdtT0P+oK6UAACAASURBVLuP1GVk/+eQfbzycuei9lXQole5u5966imaNm3KI488AsD06dOJiopiwoQJ3HnnnWRkZOB0Onn55Ze58847fY49dOgQt99+O3v27CEvL4+xY8eSmppK69atycvL83u+du3aVdrkrKwsdu/eTWJiIgCrV69mzJgxGGPo3LkzZ86c4dixYz5P+UZGRtKzZ08AwsPDad++PWlpaUBgKbtXrlxJ//79y6TIyMrKYsOGDbz99tsVtjk1NZUePXrgcDhwOBwkJiaybt067rrrLit9toiQl5dXaV6mpUuX+uRcGjRoELfccgvTpk2r8LhzFTrDR4CxOwg3LvILdfhIqYqMHDnSZ6jj/fffZ8SIEURERLBq1Sq2b9/Oxo0beeKJJ8pN8QCwYMECIiMj2b17N9OmTSMlJeW825ScnEx8fLy1fa7ps8+cOcNHH33EbbfdFvA5y0t+t2rVqjLrIviTmJjI3//+d3Jzczl16hQbN270SeQ3duxYrr76avbt28djjz1WYV3Lly/3aUt0dDQFBQV+U5ZfiBDrKdipgZNCt/YU1GWkgm/0wdKuXTtOnDjB0aNHOXnyJNHR0TRp0gSn08mzzz7L5s2bsdlsHDlyhOPHj3P11Vf7rWfz5s1W+oeEhAQSEhLOu03Hjh2zFqyBc0uf7XK5uOeee3j88ce57rrrAj7ft99+6zfR3tKlS625jYr06dOHbdu20bVrVxo0aECXLl18FsV5++23cbvdPPbYYyxfvrzch9L+9a9/ERkZ6RMU4bf02aVTll+IkOopYHNQw+hEs1KBGD58OCtXrmT58uWMHDkS8Ex8njx5kpSUFHbu3MlVV13lN2V2SVW1yuGFpM8eP348LVq04N/+7d8CPt/777/PkCFDCAsL83k/PT2drVu3MnDgwIDqmTZtGjt37uSzzz5DRMpkRLXb7dx9990VLkBUXo8lGOmzQyooGJudcFwUalBQqlIjR45k2bJlrFy50rqbKDMzk4YNGxIWFsbGjRv5+eefK6yje/fuLFmyBIA9e/awe/fu825P69atfZbPHDRoEH/7298QEb755hvq1KnjN2voc889R2ZmJq+//vo5na/0GH6xFStWcPvttxMREWG9t3XrVsaMGVOmrNvttoZ3du/eze7du+nTpw8iYl2LiPDRRx+Vm367qKiIFStWWIG5mIjw66+/WnMjVSWkggI2h3f4SIOCUpWJi4sjKyuLxo0bWx+2o0aNIjk5mY4dO7JkyZJyP8iKPfzww2RnZ5OQkMBrr71Gp06d/JabO3cuMTExpKWlkZCQ4HdoplWrVmRmZlrrPAwYMIDrrruO5s2b89BDDzF//nyrbPFqb2lpadYSou3btycpKYk333wTqDhl96FDhzh8+DA9evQo0w5/39p/+eUXv9/YnU4nt9xyC23atGH8+PEsXrwYh8OBiHDffffRtm1b2rZty7Fjx3jhhRcAWLNmjfUzeIbgYmJiygx7paSk0Llz5ypfozl0UmcD/G8f1h+N4L/rP8X/PdKtahumVBXS1Nn+zZkzh6ioqIDG8y+mKVOmMHr06AuaMzlXkydPZtCgQX4nzi8kdXbI9RTCceJyX16BUCnl8fDDD/ss8XmpmDVr1kUNCADx8fHndCdVoEIwKLhwFenwkVKXo4iIiKCtI3C5eeihh4JSb2gFBXsYYbhwF2lPQSml/Am5oODArUFBKaXKEVpBwRaOw7jQKQWllPIvxIJCGGHiokjnFJRSyq+gBgVjTD9jzPfGmB+NMU/72X+/MeakMWan9xXc+8zsDhwUUeTNBqiU8u/MmTM+9/2fiwEDBnDmzJmAy8+ePZs2bdqQkJDAbbfdVu4DcXl5efTo0QO3N03NokWLaNGiBS1atGDRokV+j5kyZQqtWrUiISGBIUOGWO1KT0+nZ8+e1K5dm0cffdTnmFtvvZWWLVta6apPnDgBeJ5F6NmzJ+3atSMhIYG1a9dWem1/+ctfiI+PJy4uzufhueeff56EhASSkpLo06cPR48e9Xv81KlTiYuLo3Xr1jz++OPW51bQ0mZD8FJnA3bgJ+A6IBzYBbQpVeZ+YN651HshqbNl9ST56aUk6TpjvbjdRedfj1JBVt2psw8ePChxcXF+97lcrio914YNG6zU1PPnz5e77rrLb7l58+bJ66+/LiKelNaxsbGSnp4up0+fltjYWDl9+nSZY9avXy9Op1NERKZOnSpTp04VEZHs7Gz58ssvZcGCBTJp0iSfY8pL7/3QQw/J/PnzRURk79690rRp0wqv69tvv5W4uDjJyckRp9Mpt912m/zwww8i4ps2+y9/+YtMmDChzPFfffWVdO3aVVwul7hcLuncubNs3LhRRCpOmy1y6abO7gT8KCIHAIwxy4A7gdQgnrNi9hrYjGAXN66iIsJt9mprilKBWrr1F345nVuldTapF8k9nZqUu//pp5/mp59+Iikpid69ezNw4EBefPFFGjVqxM6dO0lNTWXw4MEcPnyY/Px8Jk+ezPjx4wFPSurk5GSys7Pp378/N998M19//TWNGzdm9erVZZ78LU5tDdC5c2cWL17st01LlizhvffeA2D9+vX07t2bevXqAdC7d2/WrVtX5knjPn36+NRdvJhOrVq1uPnmm33SZlTGGMPZs2cBT7qP8vIsFfvuu+/o3LmzlXa7R48erFq1iqlTp/pkV83JyfGbH8oYQ35+PoWFhYgITqeTq666Cghe2mwI7vBRY+Bwie0073ulDTPG7DbGrDTGXOtnP8aY8caYZGNM8smTJ8+/RbYwDIJdnDh1tlmpcr3yyitcf/317Ny5k1mzZgGe/D7FKSMA3nrrLVJSUkhOTmbu3Ll+Uzjv37+fSZMmsXfvXurWrVth0jeA//3f/6V///5l3i8sLOTAgQNWnp9zTZtd3F5/dfszduxYkpKS+NOf/mQN2UyfPp3FixcTExPDgAED+K//+q8K64iPj2fz5s2kp6eTm5vL2rVrfRL4TZs2jWuvvZYlS5bw0ksvlTm+S5cu9OzZk0aNGtGoUSP69u1rPaUcrLTZENzU2f5SI5b+JP4IWCoiBcaYicAi4HdlDhL5K/BX8KS5OO8W2cMxeJbkdGr+I3WZqOgb/cXUqVMnYmNjre25c+eyatUqAA4fPsz+/fvLpHCOjY218hB16NCBQ4cOlVv/4sWLSU5O5osvviiz79SpU9StW9faLv6gLqmibKwzZszA4XAwatSocssUW7JkCY0bNyYrK4thw4bx7rvvMmbMGJYuXcr999/PE088wZYtWxg9ejR79uwpd5Ge1q1b89RTT9G7d29q165NYmKiT56iGTNmMGPGDGbOnMm8efN48cUXfY7/8ccf+e6776xFgXr37s3mzZvp3r07EJy02RDcnkIaUPKbfwzgM5siIukiUuDd/B+gQxDbAw5PUHDg1NXXlDpHtWrVsn7etGkTn3/+OVu2bGHXrl20a9fObwrtkikp7HY7LpfLb92ff/45M2bMYM2aNX7TWFxI2uxFixbx8ccfs2TJkoDSeDdu7BnQiIqK4ve//z1bt24FPL2Yu+66C/B8i8/Pz69wPWnwrMO8fft2Nm/eTL169cqkzQb4/e9/77cHtWrVKjp37kzt2rWpXbs2/fv355tvvrH2ByNtNgQ3KGwDWhhjYo0x4cBIYE3JAsaYknluBwHfBbE9YA/HZoQw3DhdOnykVHmioqKsbKT+ZGZmEh0dTWRkJPv27fP5sDpXO3bsYMKECaxZs4aGDRv6LRMdHY3b7bYCQ9++ffn000/JyMggIyODTz/91O9iOOvWrePVV19lzZo1ZZbU9Mflclkf9E6nk48//tha2KZJkyb84x//ADzzBfn5+TRo0IAjR46Um4Oo5J1L//d//2fNeezfv98qs2bNGr/ZZps0acIXX3yBy+XC6XTyxRdfWMNHEqS02RDE4SMRcRljHgXW47kT6S0R2WuMeQnPLPga4HFjzCDABZzGczdS8DhqYBAc4qRAh4+UKlf9+vXp1q0b8fHx9O/fv8yCMv369WPhwoUkJCTQsmVLOnfufN7nmjJlCtnZ2YwYMQLwfBiuWbOmTLk+ffrwz3/+k169elGvXj2ef/55brzxRgBeeOEFa9L5wQcfZOLEiXTs2JFHH32UgoICevfuDXgmmxcuXAh4JsTPnj1LYWEhH374IZ9++ilNmzalb9++OJ1O3G43vXr1snIM/fnPf+ahhx5izpw5GGN45513MMZw7NixctNXDxs2jPT0dMLCwnjjjTeIjo4GPBP533//PTabjaZNm1ptSk5OZuHChbz55psMHz6cDRs20LZtW4wx9OvXjzvuuAMIXtpsCLXU2d8s5Ng/3uCPRZN54cG7aN2o4vVVlaoumjq7rB07djB79mzefffd6m6Kj3nz5tGkSRMGDRp00c5ZUdpsuLDU2ZWGGWPMZOBtIAt4E2gHPC0inwbQ9kuL3dNTsOPWiWalLjPt2rWjZ8+euN1u7PZL53by0g+/XQzBSpsNgc0pPCAiZ4E+QANgLPBKUFoTbI4IbAYc4sSpS3Iqddl54IEHLqmAUF2ClTYbAgsKxdP1A4C3RWQX/m83vfSFRVi3pOrdR0opVVYgQSHFGPMpnqCw3hgTBVyeX7MdNTBGvEHh8rwEpZQKpkCmrscBScABEck1xtTDM4R0+XHUwAY4cOkTzUop5UcgPYUuwPcicsYYcy/wHJAZ3GYFiSMCg/YUlFKqPIEEhQVArjEmEZgK/Az8LaitChZHTWwGwsRJoVvnFJSqSrVr1wbg6NGjDB8+3G+ZW2+9FX+3lI8aNYqWLVsSHx/PAw88gNPp9Hv8jh07ePBBT4Z9EeHxxx+nefPmJCQksH379jLlc3NzGThwIK1atSIuLo6nn/4tg//mzZtp3749DofDSpQHsHHjRittdlJSEhEREXz44YcAHDx4kJtuuokWLVpw9913U1hYWOHvpLCwkLFjx9K2bVsSExPZtGmTta9fv34kJiYSFxfHxIkTrZTgJc2aNctqR3x8PHa7ndOnT1NYWEj37t3LfUL8glSWRhXY7v3zBWBcyfeq43VBqbOP75XMma1l2vRpsvRfP59/PUoFWXWnzj4ftWrVqrRMeWmpP/nkEykqKpKioiIZOXKklaK6tOHDh8vOnTutY/r16ydFRUWyZcsW6dSpU5nyOTk5smHDBhERKSgokJtvvlnWrl0rIp704Lt27ZLRo0fLihUr/J4vPT1doqOjrdTeI0aMkKVLl4qIyIQJE8ptZ7F58+bJ/fffLyIix48fl/bt24vb7RaR39JnFxUVydChQ616y7NmzRrp2bOntT19+nRZvHix37LBTp2dZYx5BhgN3GKMsQNhVR+eLgJHTWwIDlwU6nMK6nKR8g5kHKraOqObQYf7y9391FNP0bRpUx555BHAkyE0KiqKCRMmcOedd5KRkYHT6eTll1/mzjvv9Dn20KFD3H777ezZs4e8vDzGjh1LamoqrVu3Ji8vz+/5BgwYYP3cqVMnKwlcSVlZWezevZvExEQAVq9ezZgxYzDG0LlzZ86cOcOxY8do1Oi37DmRkZFWau7w8HDat29v1V2cIqK8hHYAK1eupH///kRGRiIibNiwwUrffd999zF9+nQefvjhco9PTU21nido2LAhdevWJTk5mU6dOlnps10uF4WFhZXmZVq6dKlPavDBgwfzzDPPBJTk71wEMnx0N1CA53mFX/Gkv55Vpa24WOw1MEazpCpVmZEjR7J8+XJr+/3332fEiBFERESwatUqtm/fzsaNG3niiScqXMVwwYIFREZGsnv3bqZNm0ZKSkqF53U6nbz77rv069evzL7k5GQrDxGce/rsM2fO8NFHH53TQ1/Lli2zPojT09OpW7eulVoikHTdiYmJrF69GpfLxcGDB0lJSfFJ5Ne3b18aNmxIVFRUuUNu4BkGW7duHcOGDbPei4+PZ9u2bQFfS6Aq7SmIyK/GmCXAjcaY24GtInJ5zinY7BibDYe4KNSJZnW5qOAbfbC0a9eOEydOcPToUU6ePEl0dDRNmjTB6XTy7LPPsnnzZmw2G0eOHOH48eNcffXVfuvZvHkzjz/+OAAJCQkkJCRUeN5HHnmE7t27c8stt5TZd+zYMRo0aGBt+wtG5X3bdrlc3HPPPTz++ONcd911Fbah5Pm+/fZbK9HeuZyv2AMPPMB3331Hx44dadq0KV27dvXJV7R+/Xry8/MZNWoUGzZssHI0lfbRRx/RrVs3K78TeLLOhoeHk5WVRVRUVEDXFIhA0lzchadnsAnPQ2v/ZYyZIiIrKzzwUmQMxti8t6RqUFCqIsOHD2flypX8+uuvjBw5EvCsNXDy5ElSUlIICwujWbNmflNmlxRIumqAF198kZMnT/Lf//3ffvdfSPrs8ePH06JFC/7t3/4toLaAp3c0ZMgQwsI8o+VXXnklZ86cweVy4XA4KjxfMYfDwZw5c6ztrl27lkmfHRERwaBBg1i9enW5QaFkj6WkgoICIiIiAr6mQAQyfDQNuFFE7hORMXiW2Xy+SltxsRgbxmbHoamzlarUyJEjWbZsGStXrrSGNjIzM2nYsCFhYWFs3LiRn3/+ucI6unfvzpIlSwDYs2cPu3fv9lvuzTffZP369SxdurTCRWtKLp85aNAg/va3vyEifPPNN9SpU8dnPqHYc889R2ZmJq+//npA112s9Bi+MYaePXtadyotWrTImk9ZtWoVzzzzTJk6cnNzycnJAeCzzz7D4XDQpk0bsrOzOXbsGODpxaxdu9Zv+mzw/M6/+OKLMnM36enpNGjQwApaVSWQoGATkRMl2xLgcZceY8PYbIThxFWkPQWlKhIXF0dWVhaNGze2PmxHjRpFcnIyHTt2ZMmSJeV+kBV7+OGHyc7OJiEhgddee41OnTr5LTdx4kSOHz9Oly5dSEpK8rs8ZatWrcjMzLTWeRgwYADXXXcdzZs356GHHmL+/PlW2eLV3tLS0qwlRNu3b09SUhJvvvkmANu2bSMmJoYVK1YwYcIE4uLirOMPHTrE4cOH6dGjh08bXn31VWbPnk3z5s1JT09n3LhxAPz0008+6y4XO3HiBO3bt6d169a8+uqrVobXnJwcBg0aREJCAomJiTRs2JCJEycCsHDhQiuVNngCTp8+fXwWOQLPrbMlJ+irSqWps40xs4AEYKn3rbuB3SLyVJW3JgAXlDo79zTON/vyzul4jnecwnO3t6naxilVRTR1tn9z5swhKirKelbhUnHvvfcyZ84cnzmPYBs6dCgzZ86kZcuWZfZdSOrsSr/xi8gUPOsjJwCJwF+rKyBcMGPDGBt23HpLqlKXoYcfftjvcp3VbfHixRc1IBQWFjJ48GC/AeFCBbRsj4h8AJRdRPRyYwzYHYTjxKW5j9QlTkQCnqQNFREREYwePbq6m1HtwsPDGTNmjN99lY3+VKbcoGCMyQL81W4855XLb9kyYwNjIxyXzimoS1pERATp6enUr19fA4MKmIiQnp5+QXcklRsURKTqbny9VBgbxuYgDDeuIu0pqEtXTEwMaWlpnDx5srqboi4zERERxMTEnPfxVb/q8yXNgM1OmHHp8JG6pIWFhREbG1vdzVAh6PK8tfR8GRvYHIThwqUTzUopVUaIBQUDxvPwmg4fKaVUWQEFBWNMU2NML+/PNb1Lcl5+jA28TzRrT0EppcqqNCgYYx4CVgLFCUligA+D2ajgMVaaC82Hp5RSZQXSU5gEdAPOAojIfqBhMBsVNCV6Cm69JVUppcoIJCgUiIi15pwxxoH/5xcufcaAzYFd5xSUUsqvQILCF8aYZ4GaxpjewArgo+A2K0jMb8NHbg0KSilVRiBB4WngJPAtMAFYCzwXzEYFk7E5dPhIKaXKEcjKa0XA/3hflz+bA5sR3G53dbdEKaUuOYGsvPYtZecQMoFk4GURSQ9Gw4LG7sAApshV3S1RSqlLTiBpLv4OuIH3vNsjvX+eBd4B7qj6ZgWRzYFBMEXO6m6JUkpdcgIJCt1EpFuJ7W+NMV+JSDdjzL3BaljQ2MIwANpTUEqpMgKZaK5tjLmpeMMY0wmo7d28/D5ZbWHensLl13SllAq2QHoKDwJvGWNq41lL4SzwoDGmFjAzmI0LCrsDmwEjOnyklFKlBXL30TagrTGmDp41nc+U2P1+0FoWLLYwQDBFbl3ZSimlSgloPQVjzEAgDogo/hAVkZeC2K7gsYVhA4y4EPE85KyUUsojkIR4C4G7gcfwDB+NAJoGuV3BY/fMKdjFrUtyKqVUKYFMNHcVkTFAhoi8CHQBrg1us4LIHoYxYBcXTl19TSmlfAQSFPK9f+YaY64BnEBA6wQaY/oZY743xvxojHm6gnLDjTFijOkYSL0XxB6ODcGOG6euqaCUUj4CCQofGWPqArOA7cAhYGllBxlj7MAbQH+gDXCPMaaNn3JRwOPAvwJv9gWwe55TcOCmwKWpLpRSqqQKg4Ixxgb8Q0TOiMgHeOYSWonICwHU3Qn4UUQOeFNvLwPu9FPuT8Br/NYjCS57uGf4CDdOlw4fKaVUSRUGBW8yvD+X2C4QkcwA624MHC6xneZ9z2KMaQdcKyIfV1SRMWa8MSbZGJN88uTJAE9fDmui2UWBDh8ppZSPQIaPPjXGDDPnfkO/v/LWV3NvL2QO8ERlFYnIX0Wko4h0bNCgwTk2oxR7uHf4yEWhrsmplFI+AnlO4Y9ALcBtjMnD82EvInJFJcel4XuXUgxwtMR2FBAPbPLGm6uBNcaYQSKSHGD7z52jBjYEG6ITzUopVUogTzRHnWfd24AWxphY4Aie7Kq/L1FvJnBl8bYxZhPwZFADAnjnFDzDR07tKSillI9AHl4zxph7jTHPe7ev9SbFq5CIuIBHgfXAd8D7IrLXGPOSMWbQhTb8vNlrYKP47iMNCkopVVIgw0fzgSLgd3juFMrGc6vpjZUdKCJr8SzfWfI9v3cuicitAbTlwjlqeCaacePUJ5qVUspHIEHhJhFpb4zZASAiGcaY8CC3K3jsNTAU35KqQUEppUoK5O4jp/dBNAEwxjTA03O4PIVFYIzgwI2zSJ9TUEqpkgIJCnOBVUBDY8wM4J/AfwS1VcFkD8NWnPtIH15TSikfgdx9tMQYkwLchud21MEi8l3QWxYs3ucU7BTpLalKKVVKpUHBGPMXYLmIvHER2hN8NjvGGE2Ip5RSfgQyfLQdeM6b6XTWRclkGkzGBsaGQ1wUalBQSikflQYFEVkkIgPwJLj7AXjVGLM/6C0LFmPD2Ax2inDpegpKKeUjkJ5CseZAK6AZsC8orbkYjA2bsWHHTaGmzlZKKR+BPNFc3DN4CdgLdBCRO4LesmDxBgUHbgq1p6CUUj4CeXjtINBFRE4FuzEXhc2OsXmCQr5bewpKKVVSILekLjTGRHvzHUWUeH9zUFsWLMaGsdmw4UZHj5RSylcgt6Q+CEzGk/p6J9AZ2IInF9LlxxiMseGgiELtKSillI9AJpon40l+97OI9ATaARe4/Fk1MjaMsRGGS+8+UkqpUgIJCvkikg9gjKkhIvuAlsFtVhAZG9jsntxHGhSUUspHIBPNacaYusCHwGfGmAx8V1C7vBgb4r37SJ9oVkopX4FMNA/x/jjdGLMRqAOsC2qrgsnYMDY7YbhxaVBQSikfgfQULCLyRbAactEYGxg7DqNpLpRSqrRzeaL5/w/FQYEifXhNKaVKCc2gYLMRblya5kIppUoJ0aCgdx8ppZQ/IRgUDHgnmvXuI6WU8hV6QQHA5tCeglJK+RGSQcHYwggzLu0pKKVUKSEZFLDb9eE1pZTyIzSDgi3Mu/JaESI6hKSUUsVCMigYWxgO3BQVFeEq0qCglFLFQjIoYHdgp4git6a6UEqpkkI0KIRhjODARV6hPsCmlFLFQjIoGFsYNsCOm1wNCkopZQnJoGBzhGNDsIubXKerupujlFKXjJAMCtjDsBnBjpu8Qp1TUEqpYiEaFDw9BZ1TUEopXyEaFByeOQVxkefUoKCUUsVCNCiE/zZ8pEFBKaUsoRsUEBy4ydegoJRSlpANCnZvT6HAqRPNSilVLGSDgs0IdnGRr6uvKaWUJWSDgh1PT0GHj5RS6jdBDQrGmH7GmO+NMT8aY572s3+iMeZbY8xOY8w/jTFtgtkei72GN82Fm3wdPlJKKUvQgoIxxg68AfQH2gD3+PnQf09E2opIEvAaMDtY7fHhCMcO2MVNgQ4fKaWUJZg9hU7AjyJyQEQKgWXAnSULiMjZEpu1gIuTx9oejjEQhpsCl/YUlFKqmCOIdTcGDpfYTgNuKl3IGDMJ+CMQDvzOX0XGmPHAeIAmTZpceMscNTBAmHFRqEFBKaUswewpGD/vlekJiMgbInI98BTwnL+KROSvItJRRDo2aNDgwlvmqAkGahiXTjQrpVQJwQwKacC1JbZjgKMVlF8GDA5ie37jCAcgXJ9TUEopH8EMCtuAFsaYWGNMODASWFOygDGmRYnNgcD+ILbnN44IDBBuXBToymtKKWUJ2pyCiLiMMY8C6wE78JaI7DXGvAQki8ga4FFjTC/ACWQA9wWrPT4cNQBDhHFRoMNHSillCeZEMyKyFlhb6r0XSvw8OZjnL5ctDIwhzLh1olkppUoI0SeawzAGwnFRqMNHSillCc2gYHMAhhpGg4JSSpUUokHBjjE2wo0LpwYFpZSyhGZQMDaw2QnHhdMliFycB6mVUupSF7JBwdjDqEEhbhHcRRoUlFIKQjgoYAujpuTjLhJcGhSUUgoI5aDg7SkUFYkmxVNKKa/QDQrhtahFLkgReYWu6m6RUkpdEkI3KERcQS3JxYab3EJ9qlkppSCkg0I0kZKLTdzkaaoLpZQCQjUo2GwQGU04TmoW5ZCnPQWllAJCNSgARDbAZqCunCVX5xSUUgoI6aBQD5sxREuG9hSUUsordINCRB1sNhv1JJMcDQpKKQWENbsK0wAAEZRJREFUclCocQU2m426nCUrX4ePlFIKQjkoRNTBhNWkLtn8mplX3a1RSqlLQugGhZp1MeGR1COLXzPzNCmeUkoR0kEhmrCaUUSbs2RkZZOR66zuFimlVLUL3aAQURd7ZF0a2c5wKjOPtIzc6m6RUkpVu9ANCnYH5oprqGPLx+7MYu/Rs9XdIqWUqnahGxQAx5XXU8deSP2iU2z/OUPnFZRSIS+kgwJX3kDNGuFcz2EOHzvOoXQdQlJKhbaQDwr2WtHcGraPwsxfWbvte46c0dtTlVKhK7SDQq36ED+CuPBfSeJ7Du/5ik+//Jrtv2RQpKuxKaVCUGgHBYDOE6nTJJ77an1DYWEe+7/fw49frmTlv34kPbugulunlFIXlQYFmx3T+yWaXnM1T9Rcy1UFv7D5sBN2vcc/177HP3fs4dfMfJ2EVkqFBHO5fdh17NhRkpOTq77iwlzYNJPMH74k9WwN/lmUgKtGNO1rn8ZWuwGuqxJo1rojsVfXIyLMXvXnV0qpIDLGpIhIx0rLaVAo5ehOCrct4tiPOzmcF06yrS35Na/mBscJosPd5EQ1o8ZVN1C/SWuaNrqKerXCMcYErz1KKVUFNChcqJPfk7XlHdJ/3MrRPAepXM8Je0Nq2uGa8BzqO/Jx14gmLKo+tRs0oWbD64muW5f6daKoWbsuaKBQSl1CNChUlVP7Kdi1ksyftnLmbDbZBS5OUYcT1KfQVpMi7GAMNe1F/L/2zj3WtqOu45/vzFp7n9e9fdAH5WEfgMaqSGtjUB6a0ChtlKKivCVKQkwwkRATICgSEv8AgjEmRMBILFqFgDQ2BhOkITX8waOUFgrlUR5CofSFvbf3PPbea+bnHzN7n33PPefc21PO2ftyf59kZ601a9as7/qtWfObmb3WzHntgDaK2FsiHr6AcOgiFg+dw6HlJQ6d/ThWzrmAhaVDxN4ihMYdh+M4B4Y7hR833QDu/wobP/w6D377DjbuvYvh+iMMRhkz4yE7zJr1kGCNBYbWkghIsKiOJkIMkRAb+o2x2ERC06NpGtRbIS+eS6/XstCI/sIiTX+J3K7Q9JZYXlpgYWGZheVDxN4CxB7kDiwX5xIihLau1213OI7jTHGqTqE5CDE/ETR9eMIVLDzhCp505YvBDAZH6R7+Pke/dycX/uCrHFtdZX3tEeLaA4TBfYxSJmfDzLBRxiwzoGXN+iQSUR1GYsNajrLMkBYkIkYggwJZAgJNgAUlCMLU0gSjF6CVEUMoTkCCEGlCIMZItISCyM0S1vQJsToOBXLoEWKkiYEmiBhUlk1LMpHNsNiD0NIpEoB+MBoVXbSL0CyitA65I8UlTJGQR4QgQggl3liXGcE6QoiE3hLKCfKgOLN2AZoFUERpgNIAuiE0Paxd2UyDE5f9NhIlSMPiKBWrk4x1vTpJBHlUlv2VEnf94bK/t1wcbO4gjcDSZjqTZdhMx/LUz0r88XrTL2mm4ZTTbiC21XHHeo5cbBjbchy1cjZePyGMzbS6jVJJmdhii63H2+N9loo9YwO9lRKWOxiulmXslbA0LHraZQi7vJiYc4krFfsonBjf6jVM7t02aUwfY7Zp+7GddqvYjG1yssrPqcZzJrhT2CsSLJxF8/izOPfxl5+4f7SBHfshq8eO8sjqBqtHH2Jw9EEODR7GNh7hyCCxNoKRQW94hMcP7iOM1slphOUOpRHBOqA6lWS1jCiFxWQVSEzvg4wRZJgJMKIyMshAcTFWyjbEGoFEJNe3kyO5bmU0PgHCVJd1WxjC6nFC5M24dTmNKZAINGQWbAOT6GhIREwiWzl/Q5kaNSkSSTR0jGhINASMoEwwo6RmZEVyaIois1IWQVVXVAVBFGQTGREELSP6NsSArl7D5L5WpyOEBMlK2lJxdiVlCDKCZYIyg9yyQYuqU7eJAqu6i4ZQjzVBUoMp1Oup99Uylo2O8oZbo4TMyBIRaAJ0Bp0JDAKZRvUOmmGhJTd9slEcT73eEDTJI1nF1r20RsgjuriIKSJLGKJTWyoUJJJaUmgJVvJDVkQUO0frkHWYAkYgWLl3Flr6jGjpyIoM1WNES1agjdDkDvKILvQZxCX6eUBfAxoJmZG6QbFabIvDrzk7EUkGskRrw1LxaBZKXrU0rkqRCZP7gxldhhgCCrG+FJJR6sgmhmpoyTR0ZJU7Vk5ZHKspMrKAQkAapwHWDTEzcmiJ1hHzsPg/auVh3D1cHbJCxGK/PJ/VYYoO5Q5yxup9koSpwUJk+anPIsSmOthc0rr42fDEK7YpkH58uFPYL9oFdM4lrJwDK3s43MwYjUZsbKwyXF/jkWPHePjIUZQ2iGnIqBsx7BKjriObES2XildOrG6MWB0m1PRJiI2NdSx19NVBGpK7EZY6lEvtutTaSzpdNpIFEqqVLENWusjKV96lqLVa+tp0ETz2TRgyA4ozGhfPkcSIhnUWAKOlo2dDejYiqkyJOqTFFGitIxHoiCwwoGdDkgLJ4sSJJQL9PGAxrZNRcWW1hqxaiE3/oDi9puo4ygpZpTALW+KVgibX8FweWMu12Cl0FC2JQI+OPpsfOxon1kxt4rhFILPAgEAiEaobLtdlUBw5xsAW6QjFsdRiL03WNOW+y/mWWOcwq5Oz17swuTphRIYEMj/ibFZZ5DDHaEgMWKDHiGXWWafPgCUOsUqfVQa0ZAtFpYrKdfoM6dNSKi8D+gSMPkMygY7Fco9ZR6yh8fWrfCAVOQY8CFYqAYFcKyolf/Rsla7apM+QRolsJU8kRXps1DRgQI+GVLVsVkky48pAIMiI9f4NaRlZ3HTcskkeiNViASNDrVyNK1ObFaXj7u1x28dvDWkZ59qt+aHkrqIPiVCfCwOa795z3HkMGP58w6+4UzgzkUSv16PX68HhczjvwlkrevQcV3M3YzxySK5NeqtOZTrOuIJrFCeUrcTPZiQzUt48NtftlOujUxpGSJQ//IMIEsOU2Rhlmlhqy6vDjkGXuTBD24iFJpYuLwlVfaOcyam0upjSnzNkyyQrYalqXO5HVvoNXTKGqT78Km2oLmeGo0yyzWsyMxLQ1WsO45aAxjXGkgcWaxoSbIwyG6PEoV5kqVdaEl02hl1m0GWGKdOZ8SOgS8VebQgEiSmPPUm7y0YvGwNBF0QIogOOUM4ZgFVgddwNNMXYLgIGbDZUk8GRbKyNOtaHiTYGek1goSn/r62PEqPOGHSZhZBYDh0b9NhIgfVhKQwXepEmiGyQUrkXTQhEGf1eAxijzhh1iTRar//fiXELNlqp4Ayysdj2WOw1dDkzGGVIA8wyOS7SbwOLbWSYMmvDRKC0qLIZXZcZjDp6jThrsSVlY9Clkv8yNDV/CehyZpRs0q6mtmSx0tLKoYfljPKgtlQisQlIpTURg4iCtWFifdghoFHH4X5DEOXaFGmahmc/9fzH8kieEu4UnH1D0lRZ4n26jnM64MNcOI7jOBPcKTiO4zgT9tUpSHq+pK9JulvSG7fZ/3pJX5H0RUk3S7p4P/U4juM4u7NvTkFSBN4NXANcDrxU0tZ3N78AXGVmTwc+Arxjv/Q4juM4J2c/Wwq/DNxtZt8ysyHwQeC66Qhm9kkzG8+B+WngSfuox3EcxzkJ++kUngh8b2r7nhq2E68G/mu7HZJeI+lWSbc+8MADP0aJjuM4zjT76RS2ewdx24GWJL0CuAp453b7zex9ZnaVmV11/vn7/56u4zjOmcp+fqdwD/Dkqe0nAT/YGknS1cCbgV8zM5//0nEcZ4bs2yipkhrg68DzgO8DnwNeZmZfnopzBeUP5ueb2TdOMd0HgP/do6zzgAf3eOyscM0Hw+mm+XTTC675oNhJ88VmdtKuln0dOlvStcDfAhF4v5n9taS3Abea2U2SPgH8AnBvPeS7ZvaCfdRz66kMHTtPuOaD4XTTfLrpBdd8UDxWzfs6zIWZfQz42Jawt0ytX72f53ccx3EeHf5Fs+M4jjPhTHMK75u1gD3gmg+G003z6aYXXPNB8Zg0n3bTcTqO4zj7x5nWUnAcx3F2wZ2C4ziOM+GMcQonG7F11kh6sqRPSrpL0pcl/VkNf6uk70u6vf6unbXWaSR9R9KXqrZba9i5kv5b0jfq8pxZ6xwj6WembHm7pKOSXjdvdpb0fkn3S7pzKmxbu6rwdzVvf1HSlXOk+Z2Svlp13Sjp7Bp+iaT1KXu/Z0707pgPJL2p2vhrkn7zoPXuovlDU3q/I+n2Gr43G5cpE3+yf5TvJL4JXAb0gDuAy2eta4vGi4Ar6/ohyod/lwNvBf581vp20f0d4LwtYe8A3ljX3wi8fdY6d8kXPwQunjc7A88FrgTuPJldgWsp44YJeCbwmTnS/BtAU9ffPqX5kul4c6R323xQn8U7gD5waS1P4jxo3rL/XcBbHouNz5SWwklHbJ01Znavmd1W1x8B7mL3AQTnmeuA6+v69cALZ6hlN54HfNPM9vqF/L5hZv8D/GhL8E52vQ74gBU+DZwt6aKDUbrJdprN7ONm1tXNuRoJeQcb78R1wAfNbGBm3wbuppQrB8pumlUmgP4D4N8eyznOFKfwaEdsnSmSLgGuAD5Tg/60Nr/fP09dMRUDPi7p85JeU8MuNLN7oTg74IKZqdudl3D8AzTPdoad7Xq65O8/5viRkC+V9AVJt0h6zqxEbcN2+eB0sPFzgPvs+CGDHrWNzxSncMojts4aSSvAvwOvM7OjwN8DTwGeQRkO5F0zlLcdzzKzKymTKb1W0nNnLehUkNQDXgB8uAbNu513Y+7zt6Q3Ax1wQw26F/gpM7sCeD3wr5IOz0rfFDvlg7m3MfBSjq/k7MnGZ4pTOKURW2eNpJbiEG4ws48CmNl9ZpbMLAP/wAyarLthZj+oy/uBGyn67ht3X9Tl/bNTuCPXALeZ2X0w/3au7GTXuc7fkl4F/Bbwcqud3bUb5qG6/nlKH/1Pz05lYZd8MO82boDfBT40Dturjc8Up/A54GmSLq01xJcAN81Y03HU/sB/BO4ys7+ZCp/uG/4d4M6tx84KScuSDo3XKX8q3kmx7atqtFcB/zEbhbtyXK1qnu08xU52vQn4w/oW0jOBI+Nuplkj6fnAG4AX2OYsi0g6X2XKXiRdBjwN+NZsVG6ySz64CXiJpL6kSyl6P3vQ+nbhauCrZnbPOGDPNj7of89n9aO8ofF1ird886z1bKPv2ZTm6BeB2+vvWuCfgS/V8JuAi2atdUrzZZQ3Mu4Avjy2K/A44GbgG3V57qy1btG9BDwEnDUVNld2pjise4ERpZb66p3sSunaeHfN21+izHs+L5rvpvTFj/P0e2rc36t55g7gNuC350TvjvmAMu/LN4GvAdfMi41r+D8Bf7Il7p5s7MNcOI7jOBPOlO4jx3Ec5xRwp+A4juNMcKfgOI7jTHCn4DiO40xwp+A4juNMcKfgOAeIpF+X9J+z1uE4O+FOwXEcx5ngTsFxtkHSKyR9to5D/15JUdIxSe+SdJukmyWdX+M+Q9Knp+YMGM9z8FRJn5B0Rz3mKTX5FUkfqfMM3FC/ZnecucCdguNsQdLPAi+mDPb3DCABLweWKeMlXQncAvxVPeQDwBvM7OmUr2HH4TcA7zazXwR+lfIlKpQRcF9HGaP/MuBZ+35RjnOKNLMW4DhzyPOAXwI+Vyvxi5TB5zKbA479C/BRSWcBZ5vZLTX8euDDdUyoJ5rZjQBmtgFQ0/us1TFq6ixZlwCf2v/LcpyT407BcU5EwPVm9qbjAqW/3BJvtzFidusSGkytJ/w5dOYI7z5ynBO5GXiRpAtgMjfyxZTn5UU1zsuAT5nZEeD/piYweSVwi5W5MO6R9MKaRl/S0oFehePsAa+hOM4WzOwrkv6CMqNcoIxI+VpgFfg5SZ8HjlD+d4AyjPV7aqH/LeCPavgrgfdKeltN4/cP8DIcZ0/4KKmOc4pIOmZmK7PW4Tj7iXcfOY7jOBO8peA4juNM8JaC4ziOM8GdguM4jjPBnYLjOI4zwZ2C4ziOM8GdguM4jjPh/wHKXeYKKEbA4QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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