{ "cells": [ { "cell_type": "code", "execution_count": 10, "id": "46b8c844-5227-48ad-a11b-87cf67c24950", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.image.AxesImage at 0x147bc5b50>" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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SSVOnTqXjx4/fJPUStzOSGUtcM1arlb7++mtKSEggLy8vV4RzYGAgPffcc7R3795LmqIgCPTyyy+7opwv18oQRdEVUf3vf/+bRFEkURRp69at1LVrVwJAffv2pd27d9PTTz9N8fHxN+qUJW4TNmzYQJGRkaRUKumNN964bMY1URTp559/ptDQ0Aam3LZtWxo+fDip1Wrq378/rV+/vklP85Jo2khmLHHVlJaW0htvvEEBAQEUFhbmSj2ZmJhI3333HdlstkseK4oi7dq1i/r3708Mw9CiRYv+sRW7cOFC1w3w6NGj9Morr1CrVq0IAHXt2pW2bdvmKuPVV1+l5s2bN+r5SjRtqqqqyM/Pj1q0aEE9e/akkSNH0pw5c/7xe2U2m+nll18muVxO0dHRtHnz5svubzAY6LnnniOO4xqYcnx8PE2bNo2aNWtGMTExtHz5cjKZTI15ihJ3AJIZS1wxqampNG3aNFKpVNSmTRvy8/MjADR69Gjav3//ZW9+giDQ2rVrXS3ZhIQE2rhx4xXVu3//fkpMTHTd/Ly9venhhx+mzZs3X1Dne++9R56entd1nhK3FoWFhQSAhg4dSpMnT3Z9x2pqaq7o+NOnT1Pfvn1dOc4LCgoafF5WVkbLli1zDY1kZGTQjBkzSKlUNjDl0aNH07vvvksdOnQgb29vevHFF6VxZYkrRjJjiX8kJyeHpk6dSiqVirp160be3t7EcRw9+OCDV5SPuaysjFq3bk0AqHfv3rRhw4arHtOtrq6mefPm0ZYtWy4bnLV06VJiGEYaM76D4HmeoqKiqFevXiQIAu3bt48AkF6vJx8fH2rdujVNnTr1H3tsvv/+ewoMDCStVktTp06lzZs3E8/zrtzjarWann76acrPzyciopKSEpo3b54rPqL+NWDAAFqwYAGNGDGCNBoNvfTSS1RdXX2TrobErYpkxhKXpLS0lGbNmkUqlYq6d+9O/v7+JJPJ6PHHH6esrKwrLueHH34gALR9+/YbplUURXrvvfdIpVJRu3btpLG7O4ydO3cSAHryySepvLycFi1aRAsXLqR33nmHnnrqKVIqlfTQQw/940NadXU1vfnmm65FRwICAlzBgY8++ij5+PiQWq2m1157zdUVbbVa6ZtvviEvL68Luq/nzZtHrVu3Jr1eT++88w6ZzeabcTkkbkEkM5a4gNraWnrttddIp9NR9+7dKSIighiGocmTJ1NGRsZVlWWz2ahDhw7UqlWrG2qQp0+fdkVmr1279obVI9F0WbJkCWk0GvL29qZVq1Y1+OzLL78kAHTy5MkrKksURTpy5Ag999xzdP/999Prr79Odrudamtr6cUXX3Slbv3vf//r+l4XFRW5ti9cuJAGDx7cwJxVKhX5+/vTp59+Kk29k7gAyYwlXFitVlq8eDH5+vpSp06dXMvn9enTh44dO3bV5dXW1tKIESNIoVBQcnJy4wv+G5s2baIePXoQAHrnnXfo4MGDlJOTc9nuSYnbi6KiIpo0aZLr4fH9998ng8FAGRkZBICmTJlCX3/9NZWVlV1zHXv27Glgsm3atHHlFf/jjz9c8+BPnDhBZWVlVFNTQ48++mgDU46IiKBVq1ZJPTgSLiQzliCe5+mrr76i0NBQat++Pa1du9Z143juueeuafx1x44dFBcXR56enrRp06YboPri/HUaVP1LLpfTs88+K7VGbmMEQaD58+fT8OHDacKECa6ALAAUFxdHdrudxo4dS+Hh4cQwDHl5edHy5cvJ6XRedV1Tp069aMKae+65hzIzMyklJYUSEhJIoVDQBx98QIIgUHJy8gX7h4aGUrt27Wjjxo1SjIOEZMZ3MqIo0o8//kixsbEUHR1Nq1evpkOHDrnGy5544omrfnI/c+YMjRkzhgBQt27dKDU19QapvzxlZWV0/Phx+uOPP1xJG86dO+cWLRI3FpvNRg899BAxDEPDhw+nnj17EgDSarWuvydPnkyrVq2i9PR0Ki0tpWnTprmm4yUlJV1VfYWFhRQREUF+fn707LPPkoeHRwOTfeGFF6ikpMT1UDho0CAqKysjnufp448/pmbNmrlayPUBYL169ZJW7brDkcz4DqQ+Y1anTp0oODiYPv/8c7Lb7a4MVwBo1qxZV1XmoUOHaNy4ccQwDIWFhdHq1aubzNP+Rx99RADokUcekbIl3WbU1tZSz549SaFQ0Hfffefanp6eTs888wzpdDpq2bIltWjRokEq1eXLl9Pu3bupXbt2xDAMPfbYY7R79+4r7j0pLy+nwYMHE8Mw9NRTT7lmCwAghUJBHh4e9N5779HmzZsJAAUFBVFmZiYR1T08/NW858+f74rRGDlyJJ04ceKGXCuJpo1kxncYqampNGDAAPL29qZ3333XFd1Zf9MAQM2bNycA/zhH0mw205o1a6hPnz6uNIFffPHFZbMZuYPk5GQaM2YMhYSEUOvWrd0tR6IRSU5OJpZlqXPnzlRRUXHB5++++y4BoIqKCqqoqKDNmzfTlClTiGEYiomJoS1bttCHH35I/v7+ru/+lUb9O51Oeu2114hhGIqIiHDlr/6r0f513W0ArrnK8+bNu6Db+ty5c/TMM8+QSqWiKVOmuPaVuDOQzPgOwWKx0CuvvEJqtZpmz559wbxHm81GBw8eJKfTSTNmzCAANH78eFq0aBE9/vjj1LlzZ9ec4i1bttCDDz5IWq2WAFCPHj3o559/vqbxt5uFIAjUoUMH6tmzp7ulSDQyW7duJV9fX4qIiLgg0LCyspL8/f2pTZs2VFRUROXl5TRq1Cjq2LGjywRzc3NJEAQ6fPgw9evXjwDQnDlzrvih8siRI65EIwCIZdmLjikDaPC7W7duXYPP6lvEOTk5NH78ePLy8qIvvvhCCvK6Q5DM+A5gy5YtFBUVRYmJiXT06NF/3L+iooLGjx9/wY1k165drhZ0q1ataMGCBVc91cldfP311wSA9u7d624pEjeA7OxsSkhIoNjY2As+S0tLIy8vL3r++eepurqavLy8iGEYYhiGANAHH3zg2lcQBHr//fdJoVBQfHz8Fc8iEATB1Qqvf9W3tgFQ+/bt6ZtvvrnguKKiIhoxYgQBoAcffJAqKytdn61fv57CwsKoZ8+eV5RcR+LWRjLj25iSkhK6//77ycPDg5YtW3ZVLVdBEOjTTz8ltVpNrVu3ppSUFLJardS7d28KDw9vMuPBl8NsNtOKFStcraAJEya4W5LEDWTWrFkXHYaora2l5s2b09y5c4mI6NNPP3Vlg9u1a9dFW54nT56ktm3bEsdxNHv2bNq5cydZLJaL1ltQUEDvvvsuTZo0qYEZjx07ljw8PFzLidZHXO/YscP1+0lJSaFnn32WBg8e7Jqj/Mcff7jKNplM9Pzzz5NaraYXX3xRShpyGyOZ8W2IIAj02WefkZeXF02YMOGCXLtXwjfffEMMw9ADDzxAZrOZeJ6nMWPGkFqtbtJRn5WVlfT777/TtGnTSK1WN7g5vvrqq+6WJ3EDue+++0itVtPgwYPpmWeeoffff59Gjx7tGsf9z3/+49p3ypQpBIA4jrtkNjm73U7z588nvV7vmiI3YcIEstvtrn327NlDHMdd8F2rHx82GAz0wAMPUHx8PEVHR1NcXBwBdbnZe/fuTRzHXZBOE7jwtnz8+HHq2rUrRUZG3tSpghI3D8mMbzNOnjxJ3bt3p/DwcPr999+vqYyvvvqKAND06dNJEAQSRZEeeughkslktGHDhkZWfH3Y7XZatWoVPfroo64b3aXG7a7loUTi1uH48eP04osv0pgxYyg2Npbkcjl169aN3n//fcrNzW2w79ChQwkARURE0OrVqyktLY14nr9ouU6nk06cOEFLliwhmUxG06dPd32Wk5NDCoWC5s2bR6Iokt1uJ6fTeclpdKIo0s6dO2ngwIEE1KXvtNvtlJ2dTQ8//LDru1pbW3tRHcuXLye9Xk/33nsvFRUVXcfVkmhqSGZ8m2AymWju3LmkUqlo7ty517yE28GDB0kmk9GMGTNIFEUym830yCOPEAD6/vvvG1n1tWO1Wmn58uUUFhZGQF0e4MmTJ7sMOTExkYKCgojjOJo/f/4lb7QSty+XG0qx2+30yiuvuJb/rH8tWLDgsmXWdzf/NRDr+eefJ61WSyUlJVel7+zZsxd0kZtMpn+MwygqKqKJEyeSXq+nTz75pEkHTkpcOZIZ3wZs2LCBIiIiqFu3btc1R7GqqorCw8Opa9eu5HA46OjRoxQbG0tqtZpWrFjReIKvEZ7nKT09nT744AMKDg4mhmFo0qRJlJKSQklJSRQSEkLNmjWjyZMnu26uixYtcrdsiSbOkCFDXN+XHTt2EBFd0uB++uknkslkFBoa6koWUlBQQADomWeeuVmSiagu/WtkZCR16dLlmtLVSjQtGCIiSNySFBUV4dlnn8WWLVuwcOFCPP7442BZ9prLW7JkCV5++WWcPHkSv/76K+bNm4f4+HisXLkScXFxjabb4XAgIyMD586dQ3Z2NsrLy1FZWYnKykrwPA+FQgGlUgmlUgm5XI7i4mKcPXsWmZmZ4HkeHMdh8uTJePHFFxEbG4v//Oc/mD59Ojp06ICIiAisWbOmQX2HDx9GQUEBfH190a1bN8jl8kY7F4lbm3Xr1uHuu+/Gxx9/DIfDgaCgIMhkMkyePBl9+vRBfHw8SkpKUFJSApvNhmbNmsFms2HDhg147LHHkJycjJMnT4LneXz88ceYOXPmTdVvsVjw1ltv4YMPPsDMmTPxxhtvQKfT3VQNEo2Eu58GJK6NX375hby9vWnixImNtoD5hx9+SBzHUWBgIDEMQ3Pnzm0QrHK9CIJA3377bYOuQbVaTb6+vsSyLPn4+FBYWBjFxMRQt27dqGvXrtS+fXsaMmQIzZo1iz7++GPaunWrqzuQ53l69tlnXdm1bDYbrVy5knr27ElvvfWWqw4/Pz/X3zqdTmotS7h46KGHCAB5enq6opmBusUf7rrrLmrZsiX17t2bJk6cSFOmTKGBAwdSXFwcTZo0iRYvXuxqEbt76lFKSgr17NmToqOj6ciRI27VInFtSGZ8i2GxWGjGjBmk1+tpzZo1jVr21q1bSa/X04wZMygtLa1Ryz5w4AB17tyZANCkSZNo165dVFRURKIouoJZ/v56++23L1nekSNHqFevXsRxHC1btuyC8UFRFOno0aO0cOFCmjt3Lp0+fdqVo7pLly5SIgUJIqpLdvPzzz/Ts88+S2lpaVRRUUE7duxoMP4riiLNnz+f3nnnnQbpMo8dO0YKhYJGjRrlDukX4HQ66d///jep1WpavHix9B2/xZDM+Bbi5MmT1KZNG+revfslp2M0JQoKCmjx4sXUvn17l8H279+f7rvvPkpMTKRBgwZRfn4+mc1mevbZZxskSQBA/fr1u6DM9PR0uvfee12JR3bt2nVFWk6cONGg7Fvh+kk0DURRbPDdeeGFF+iuu+5y9bosXbrU3RIbcODAAYqIiKDBgwc3Wq+ZxI1HGjO+BSAiLF++HHPnzsWcOXPw+uuvQyaTuVvWJUlLS8Nzzz2HTZs2XfBZUFAQWrZsicjISPzwww/w9vZGeno6dDodiAj5+fk4fvw4lEolevToAQ8PjwbHMwwDAPj6668xZcqUK74OJpMJX331FTIyMrB8+XI4HI4mfQ0l3IfT6cQ333yDM2fOoKCgAAAQFRWFhQsXuvbp168fpk+fjrvvvhtKpdJdUi9JbW0tZsyYgR07duDbb7/FsGHD3C1J4p9w77OAxD9RUVFBo0ePppCQENq5c6e75VwWs9lML7/88gXdzS1btqR3333X1S39448/upZpnDp16hVNzSgrK6ORI0e6WiP12ZDsdjvl5OTQ/v37acOGDZSTk+Pqsi4oKKCHHnqIWrVq5UoDunr16gumpkhI/JWSkhKSyWTEcRwNGDCAevfuTRqNxvV99vLyopycHHfL/EdEUaQVK1aQTqejOXPmkM1mc7ckicsgmXETZufOnRQSEkJjxoy56Io0TYkNGza4cv3ifNKNKVOm0J49exqM59YvzD506NCrmo7x4YcfusoODAwkHx+fC1bIqX9ptVrq0qVLg6xIa9eupdraWurUqRMFBARcMrWhhAQR0eeff04A6Pnnn6fU1FRyOBx05MgRWrZsGT3xxBO3VPfv2bNnqWPHjtShQwc6e/asu+VIXALJjJsgDoeDXn75ZdJoNLR8+fImnQe6oKDAlei+/rV8+XKqqam5YN+cnBxiGIaWLFly1fWcPXuWnnjiCZo9ezbNmzePFi5cSMuWLaNvv/2WNm/eTFu2bLnAlCdOnEgAaPDgwZSbm0v9+vUjT09PSk5OboxTl7jNee2110ilUhEAioyMpKeeeoo2b958SwZG2Ww2eu6550in09E333zTpO8pdyqSGTcxsrKyqFu3btSmTRu3T5e4HHa7nRYtWtTA/F588UUyGo2XPOaVV14hDw8POn78+GXLPnv2LAGgf/3rX1esZ/v27S4dkyZNouzsbNq+fXuD6SoqlYp27959xWVKSFgsFtqwYQM9+eSTrmxvnTp1om3btrlb2jWxadMmCggIoEmTJl30gVnCfUhm3IRYvXo16fV6euKJJ5p0N+rmzZsbdEl37979H7u/RFGk4OBgCgkJIQA0Y8YMMplMVFJSQocOHaLi4mISRdGVFxtXkJrwSjCZTLR161bauHEj5efnX3d5EncuoijSrl27qFu3bq6hllth7PjvlJSU0JAhQygiIoIOHDjgbjkS55HMuAlgs9lo2rRp5OPjQ2vXrnW3nEtSXl5+QVfwunXrrqjL69y5cxcd361/9e3blyZMmNBgW31qQgmJpoQoivTzzz9TaGgoeXh40JdffnnLdfvWr9usVqvp3XffveX0345IZuxmysrKqGfPnpSYmNjkW24///yzyyi/+OKLq2q9b968mQCQh4fHBUas0+nIz8+PvLy86Msvv6SnnnqKAFBcXNwNPBsJieujpqbGtYjKkCFDmvzv92IcPnyYQkNDacqUKVK0tZuR5hm7kVOnTmHUqFHo0qULVqxYAY1G425JNwwiwqZNm/DRRx9hy5Ytru0BAQFo27YtlEolVCoV/vjjDzidTkydOhUvvPACoqOj3ahaQuKf2bhxIx577DGYzWb8+uuv6Nu3r7slXRXFxcUYM2YMFAoFfvnlFwQEBLhb0h2JZMZuYuPGjbjvvvswe/ZsvP76665kFrc6BoMBp0+fRkFBAYqLi7Fv3z7s2LEDf/zxBxITEwEAGRkZMBgMKC8vx86dO/H777/j9OnT8Pb2xsyZM/HUU08hMDDQzWciIXHlVFdXY/To0SguLsapU6egUqncLemqsFqtePjhh3Ho0CGsX78e8fHx7pZ05+HWdvkdiCiKtGTJEtJqtbR69Wp3y2kUrFYrPfDAA9SiRYtLjgnv2LGDqquradWqVXT//feTt7c3ASB/f3966KGH6KeffrrmNZglJJoCqampJJPJ6M0333S3lGtCFEV64403yNPTk37//Xd3y7njkMz4JmK32+mxxx6joKAgOnTokLvlNApVVVX0r3/9y7Vy0rBhw0ihULhyR3/++ee0ZcsWmjx5smvOZocOHejVV1+lQ4cO3ZJzNiUkLsXcuXNJpVJRdna2u6VcM2vWrCGtVktLliyRArtuIlI39U2isrISEyZMQE1NDX777Tc0b97c3ZKui7Nnz2Lp0qX49ttv4XQ68eijj+LIkSNISkrCwIEDMXv2bFgsFsyfPx+nTp1CVFQUHnvsMTzwwAMIDQ11t3wJiRuCyWRCq1at0LlzZ6xdu/am1VufR7tv376NknM9KSkJY8aMwahRo/Dxxx9DoVA0gkqJy+Lup4E7gbS0NIqOjqaxY8fe0l2xNTU19MUXX1CPHj1cXcyvv/46lZSU0GeffUYAaNu2bbRnzx7XXMwhQ4bQtm3bpBawxC1BdXU1PfvsszRhwgRauHAhbd++/arzmK9Zs4YA0MaNG2+MyL9RUlLSYM3uDRs2NEq5+fn51KFDB+rbt2+TT8d7OyCZ8Q1my5Yt5OXlRS+99NItaUgmk4n+97//0bhx40ilUhHLsjRkyBBavXo1Wa1WIiIyGo3k5+dHQUFBNHz4cFeWou3bt7tZvYTElSGKIq1Zs4YCAwPJw8ODevXqRTqdzmVwGo2GQkJCKD4+ngYOHEivvPIKbdiwgUpKSshoNLp+C/VldenShYYPH35TtOfk5JCHhwf5+vq69A4cOJC2b99+3d3MJpOJxo0bR1FRUY2+xrlEQyQzvoF88sknpNFo6L///a+7pVw1oijS+++/71qtJjExkd577z0qKCi4YN+qqirq06cPxcXFUadOnWj16tW35IOHxJ1LfWrXQYMGub7jTqeTUlNTaeXKlfTBBx/Qa6+9Rk8//TSNGTOGAgICLjpfPjY2lvr160f+/v40ZcqURtdps9noX//6F7344otUWFjo2r5r1y5SKpU0cODABpomT558Xb/FLVu20DPPPEPPP/88eXl50ZYtWxrjNCQugmTGNwCe52nmzJnk7+9P+/btc7ecq6ayspJGjx5NAGjWrFmUkZHhbkkSEjeUI0eOUHBwMPn7+19RikhRFCkzM5N+/vlnWrNmDf33v/+lxYsX0+zZs2nixInUp08fWrdu3TXruVSL9s0333TlWVcoFPTYY49RUlISiaJI7777rmuBlDZt2tCUKVOIYRgaPXo0lZeXX5OOmTNnEgCSy+W0ePFiksvltGzZsms+L4lLI5lxI+NwOOiee+6h1q1b35IRlSkpKRQZGUne3t7022+/uVuOhMRNo6ysjDp27Ejdu3d3S/1JSUk0c+ZMSkxMJLlcTrGxsTRjxgz64YcfqKysjNavX08AKCYmhmpra2nhwoUUHBxMAOjJJ58kURRp2bJlxLIs9enTh06cOEG//fabq5V85syZq9ZkMpmIZdkGrW2FQkGvv/66FGndyEhm3IhYrVYaNWoUtW/f/pqfRN2J0WikiIgISkhIuCUfJCQkrpe1a9cSADpy5MhNr/uBBx4gAPTAAw/QkiVLaPr06RQTE9Ng1bEuXbo0WG3J6XTSxx9/7OrFEkWRtm/fTrGxscSyLM2YMYN+/fVXAkB6vf6aupkLCwsbrA0OgJRKJc2dO1cy5EZEMuNGwmw20+DBg6lr165UVVXlbjnXxAsvvEAA6LvvvnO3FAkJt8DzPEVFRdHAgQNvetzDkSNHCAB99tlnDbYXFBTQ999/TzNnzqTU1NQLjtuzZw/dc889BIDmzJlDoiiS3W6nJUuWkF6vp7CwMNq6datrPPm555676lXhNmzYcMEYuVKppKeeekoy5EZCMuNGwGAwUN++falXr15UW1vrbjnXTMeOHV0/tPT0dHfLkZBwCxs3biSGYeiJJ5646Ubz8MMPk1ar/cclSf9KaGgoAXDFeUyYMME1FSk/P58SEhJIr9fTjh07XOO+gYGB9N577112/fG/U39vqDf+ekOeNm2aFLDZCEhmfJ3U1NRQ9+7daeDAgbfkHGJRFCk1NZV27NjR4Km3pKTE3dIkJNxG/braP/30002t12g0Unh4OA0aNOiK9hdFkcLCwly/21mzZpG3tzcFBwe7uqRrampowIABpFAo6KuvvqKMjAx69NFHSSaTUfPmzWnTpk1XVFf9Mqjt2rWjb775pkH3+YMPPkg8z1/zeUtIZnxdVFRUUKdOnWj48OEN5hk2ZURRpLy8PFq7di3NmTOHIiMjGzzlDhw4kE6ePOlumRISbmfQoEHUuXPnm1afKIp06tQpUqlU9PLLL1/xcfXTsuqDqw4cOODqkp4+fTrV1ta6UvECoFGjRlFxcTFlZma69ps4cSJlZmb+Y10pKSmk1+upf//+dOjQoQaGPH78eHI4HNdzCe5oJDO+RkpLSykhIYHGjRtHdrvd3XL+kezsbBo6dGiD1m9wcDDNmDGDNm3aRGfPnr0lzkNC4mZRP8/+RndVHzlyhIKCglw53UNCQq6q+1gURZo1a5brdz1z5kwSBIGWL19OWq2WwsLCXK3kX3/9lQICAsjX15d++OEHEkWRvv32WwoODia5XE5z5sxpECB2MXbv3k1KpZJeeOEFOnbsWANDHjFihLQu8jUimfE1UFBQQK1ataL77ruvyXfNmEwmWrJkyUVXUroVI74lJG4W69atIwCUk5NzQ+vZt28fAaDx48fT2rVrr2mISBAEeuqpp1y/7fox46ysLOrfvz8BoClTplBpaSmVlZXR+PHjCQBFRUXRgw8+SDk5ObRgwQLSarUUFBREu3btumx9r7/+OimVSlcvmiiK9NJLL5FKpaIBAwZcdYCYhGTGV01OTg5FRUXRww8/TE6n091yLstfu5HqX927d6clS5ZQVlaWu+VJSDRpcnNzCQCtXLnyhtZTP3/42LFj11XOp59+6vqd+/v707lz54iozii//PJL8vHxIW9vb1q8eDGdOXOG1q1bR3PmzCEPDw9q0aIFORwOys/Pp379+pFMJqO33377kvc4i8VCCQkJFBsb26AVv2LFClKr1dSzZ8+rat1LSGZ8VZw7d47CwsLoiSeeuCWiB+t/mEOHDqUffvhBSvYuIXEVvPbaa6TRaG74g+szzzxD4eHh113Ot99+6/rNh4aGkre3N23bts31eXl5OT3yyCPEcZxr7Liqqop+/PFHAkCxsbG0du1astvt9PzzzxPLsvToo49esr4zZ86QTqejIUOGNGgJr1u3jtRqNSUmJv5jl7fE/yOZ8RWSmppKzZo1c83ja+rUZ9556qmn3C1FQuKWZMGCBeTh4XHDx0CXLFlCarW6UXraPvjgAwJAb7/9Ng0ePJg4jqOdO3c22MdgMNCqVavI29ubIiMjadWqVXT48GEaNGgQAaA+ffrQ0aNHXSuxXS7aetu2baTRaKhv374NWsLbt28njUZDCQkJVFlZed3ndScgmfEVkJWVRUFBQfTyyy/fEka8bt060mq1dPfdd98SLXgJiaZISkoKAaDvv//+htazZcsWAnBFObGvhCeeeILUajWlpqZSz549KTY29qIPFNnZ2TR48GACQK1ataLs7GzatGkTtW7dmhiGoVmzZlHfvn3J39+/waIUf2fv3r3k4eFBffr0IbPZ7Np+8OBB0mq1FB8fL3VZXwGSGf8DZWVl1LJlS1equabK+PHj6ZlnnqE33niDANDdd999S857lpBoKoiiSOPHjyeFQkFLlixxjcE2Nmazmdq1a0c+Pj508ODB6y7PZDJRy5YtqWvXrnTs2DGSyWT01ltvXXL/5ORkioqKombNmtHWrVupurr6gliTnj17Xnb65r59+0ij0VDHjh3p9OnTRFT3kDF9+nTSarXUp08fabbGPyCZ8WUwGo3UuXNnuvfee5tkC3P9+vW0ZMkSys/Pb/DDeeutt5qkXgmJWw273U4PPvggyWQy4jiO/vzzzxtST3V1NfXs2ZO0Wm2j5IX/888/iWVZWrBgAU2fPp0AXHYecUlJCfXo0YMA0L333kt6vf4CQ7733nsbtLCNRiMtWLCAANDgwYNp3rx5rulZjzzyCEVHRxMAkslkFBwcTA888IB0X7oMkhlfAofDQUOGDKH+/fs3yXlzR48edf1I/ve//7n+/uGHH9wtTULitsNoNFK7du2oe/fuN6yHbOrUqeTr60vV1dWNUt68efOIYRjXvWHEiBGX3V8URfruu+9IJpO5jomIiGhgyG3btnW1fCdNmnTRKZN/f913332uCO/nnnuuUc7tdkQy44sgiiJNnjyZ2rVr1yRzTYui6Pqi//rrrzRt2jTS6XRUVlbmbmkSErct9WO7O3bsuCHlt2nThh5++OFGK8/pdNLixYsJAHXt2pW2b99+RcfVz6/+60uj0dDWrVspLi6OAgIC6Pjx47Rq1aoG+3h5eV1wXEJCApnNZtfwmU6no8WLFzfaOd5OSGZ8EebOnUsRERFUVFTkbikXsH79err77rtdX/Zp06YRAFq+fLm7pUlI3NYIgkDe3t40f/78BtsbIwrabDbTiBEjKC4u7rrLuljZV9ua37JlC2k0Gtd9Zt68eURUl3kwPj6evL29KS0tjZYtW9YgL/bDDz/cwIz/mjzku+++I47jSKlU3vCguFsRyYz/xgcffEB+fn5XtWrKzWTy5MkNvuwsy9J//vMfd8uSkLgjGD58OAUHB1PHjh3p0UcfdS24EB8fT4899hitWbPmqo0vLy+PfHx8CAAlJibeIOVXz7Zt2xrca+ojpaurq6lNmzbk5+dHSUlJ9NFHHxFQtw6zzWajrVu3EoCL3pd2795NOp2O5HL5Na2tfDsjmfFfWL16Nel0Ojp06JC7pVySv+aC/ac5gBISEo3Ljz/+SL1796apU6dSy5YtieM4mjt3Lj3++OMUHx9PAOjNN9+86LEWi+WiRr148WJSKpWUkpLithkbBoOBJk6cSC+//DJt2rSJzp07RydOnKBWrVq57jV/Db6qqKig7t27k1arpT/++MMVtzJ79mwiIurXrx9FR0dfNGFK/epPGo2Gjhw5ctPOsakjmfF56ievN2VzE0WxwSpLVzoGJCEhcWP4e3Dn/PnzCQB99913rm0mk4keeOAB12IK4eHhlJiYSAMGDKBx48ZRWFgYjRo1qtG1XU33tNFovGgE9V9ff0/XaTabaeTIkSSXy2nNmjU0ZcoU4jiO1qxZQ+np6RQVFUUBAQGXbNy89957FBAQQBkZGdd7qrcFMkjg2LFjGDduHD799FMMHTrU3XIuybZt25CdnQ0A2LlzJ/r27eteQRISdzhKpbLB+1dffRXZ2dmYPHkyTp06hXnz5mH8+PHYt28f3nvvPcjlcpSUlKCyshK1tbWora1FaGgonn766cvWU15ejtWrV+PMmTMwGo0wmUwwmUxwOp1QqVSuV0hICMaNG4fly5dj5cqVUCgUCAoKwvDhw/Hvf/8bKpUKCxYswMcff4yOHTvioYcewsMPPwydTodnn30Wb731Fvr27YuHH34Y0dHRqKiowMiRIwEAqampaN++vUuTRqPBL7/8gkceeQT33XcfVqxYAUEQMGnSJLz22mvYv38/xowZg3HjxiE9PR0ajabBOT333HMoKirCkCFDsH//fgQGBjbOf8qtirufBtxNZmYmBQYG0rvvvutuKf/I6tWrb0pGIAkJiWtHEARatGgRcRxHLMte12/W6XTS9OnTSSaTkVwup/bt21OvXr1o2LBhdO+999L9999P48aNo+HDh1P//v0pMDDQFdm8ZMkSWrZsGT3//PPk6elJLMsSy7KkVCrpmWeecWXfmj9/Po0fP55yc3Np4cKF5O3tTSqViubMmUNlZWXUq1cvat269SWTfgiCQA8++CAplUr6888/6a233iKGYWjkyJF05swZksvll0w6IggC3XfffdSxY0cyGAzXdI1uF+5oMy4tLaXo6Gh65plnmnR2rXreeecdUigU0oIPEhK3AImJia4uXp1OR5988skVJb0wmUy0d+9e+u677+j+++8nlmVp0aJFV7TkqcPhoK1bt14wE6S4uJg+/fRT+vTTT13dwqIoUp8+fVwan3jiCSIiqqmpoddff508PDxIpVJRTEyMawnGS2G1Wql79+4UFBREOTk5rjIfeOABmj17Nmk0mktOCbPb7TRw4EAaNGjQHZ2l6441Y7vdTj169KCJEyfeEllhbDYbNWvW7LKrqEhISDQdWrVqRVOnTqWDBw/S448/TgCoW7duNHPmTJo+fTrNmjWLfv755wa5DFJTUxvEhfj7+9MXX3xxwzRmZmbSwoULKT4+nh5//PEGn1VUVNDbb79NISEhLj2pqamXLKukpIQiIiIoLi6OoqKiXMccOXKEBg0aRHK5nFatWnXRYw0GA3Xo0OGOvr/dsWb89NNPU/v27W+ZRbC/+eYbAkBpaWnuliIhIfEPiKJIvr6+DSKrd+/eTb169aJ27dpRp06dXIYlk8moT58+9OSTT5KXlxe1adOGDh8+fFNzy0+cOJFCQ0MvWqfBYHCl1Fy4cOFlyzlz5gz5+vpSly5dXGZstVrJbrfTlClTCACtWLHiosfm5uaSn58fffXVV41xSrccd6QZf//99+Tt7X3ZXK1NiezsbAoPD6eRI0e6W4qEhMQVkJeX58qQdzmysrJo+fLlNGbMGIqPj6fx48e7ZQ3grKwsUiqVNHDgQCopKbnoPhkZGVe0+tKff/5JarXaZcarV68moroHlMcff5w4jqP169df9Nj6WS134pSnO86MT5w4QVqtljZu3OhuKVfEiRMnqFmzZhQVFdUoCeQlJCRuPGvXriUAlJ+f724pV8zWrVspMDCQEhMTrzuGZteuXRQUFOQy5D/++IOI6gLSxo4dS2q1mvbv33/RY9955x0KDw+/42Jj7igzrq6upujoaHrjjTfcLeUfEUWRtmzZQnq9njp06HDJp1UJCYmmBc/zdP/991NAQMAtERj6V+qzbm3YsOG6yyotLaX+/fsTAGrfvr1ru9Vqpd69e5O3tze99957lJOT0+A4URTp7rvvpiFDhjRKqtFbhTvGjAVBoFGjRtHw4cObdMCWyWSiL7/8kjp27EgAqH///k1ysQoJCYkLOX36NHXr1o04jqNPPvnE3XKuGlEUqXv37tStW7dGeZAQRZEyMzOpsLCwwfbq6moaOXIkaTQa8vHxoQcffJB69erlShBSU1NDLVu2pFdfffW6Ndwq3DFm/O9//5siIyOpsrLS3VIuyYEDBygoKIgYhqERI0bQ77//fkc9GUpI3Krk5ubSww8/TCzLUlRU1A1b9/hm8PnnnxOAK5pKdTWIokhvvfUWHT582LWtqqqK+vbt2yDT1/vvv08cx9G7775LOp3ukuPLtxt3hBlv3ryZtFotJScnu1vKJfn6669JoVDQXXfdddF8rhISEk2T9PR00mq1FBAQQMuWLbvl58pOmTKFWrVq1ejl/nXp1y+++IKSk5NJFEWy2Wx0zz33EIAG48wAaNy4ceTl5XVHpMy87c04JyeHfH196dtvv3W3lAsQBIG++OILGjRoEAGgxx9//Jb/IUtI3GmMHj2awsPDb5vhpNdee41kMtkNad2/+eabDcy2WbNmVF1dTUR190Oe5xusTCeTyej++++ndu3auVaNul25rc3YarVSYmIizZgxw91SLqCkpIQGDx5MDMPQoEGD6D//+c8tF+whIXGns2fPHgJAa9ascbeURsPhcFD37t0pICCApk+f3qgR4aIo0rp16yguLq6BKf99TLmiooLKy8upU6dOFBISQl26dKHJkyff1vdItlETXTcxZs2aBZZl8eGHH7pbSgOqqqrQo0cPHD9+HJs3b8aWLVswZcoUMAzjbmkSEhJXQWZmJgBgzJgxblbSeMjlcvz4448YNmwY1q5dixEjRsBoNDZK2QzDYPTo0UhNTcWCBQsQExODFi1awGazNdjP19cXfn5++O233yCKIrRaLbZu3YrPPvusUXQ0Sdz9NHCj+Oqrr8jPz4/y8vLcLaUBOTk51KNHD/Lx8ZHGhiUkbnE2btx4y80nvhpOnTpFnp6e1L17d7fF3Pz6668EgObNm0cajeaWDo67HLdlyzg5ORmzZs3CmjVr0Lx5c3fLAQAQEb766iskJCQgPz8f69evR2RkpLtlSUhIXAf1LTqVSuVmJTeGNm3aYOPGjaiurkbHjh0xYsQI7NmzB0R00zSMGTMG999/P5YuXYrZs2djwoQJKCsru2n13yxuOzO2Wq24//778dJLL2HAgAHulgMAKC4uxogRI/DYY4/hnnvuQUpKCnr06OFuWRISEtdJcXEx5HI5fH193S3lhtGzZ0+cPHkS3333HfLy8tCnTx+0bt0aHTp0wDvvvIOioqIbrmH58uXw8fHB9u3b0bVrVzz++OM39YHgZnDbmfG8efPg5eWFF1980d1SAABHjx5FYmIijh07hvXr1+Prr7+GXq93tywJCYlGoKSkBH5+frd9vIdcLseDDz6IkydPYsOGDejSpQtiY2OxYMEChIeHY+bMmSgpKblh9ev1eqxcuRKHDh1C165d8eeff2LlypU3rD634OZu8kZl7969pNFo6MyZM+6WQkREv/zyC6nVaurSpQsVFxe7W46EhEQjs2bNGgLQIJHFnURNTQ0tXLiQvLy8SKPR0Msvv3xFC12kpqbS559/ftVj7Q899BD5+fnRypUrycvL64Io7FsZhuj2aOubzWa0b98eTzzxBObMmeNuOVi7di3uuecejBs3Dv/5z3+gVqvdLUlCQqKREQQBcXFxiI+Pxy+//OJuOW6juroa7733Hj788ENERUXhzz//hE6nu+i+paWliIiIgM1mA8dxGDt2LF566SV07NjxH+spLCxETEwMZs6cieLiYlRXV2P9+vW3R8+Eu58GGounn36a7rrrriaRPnLDhg0kl8vp3nvvJZ7n3S1HQkLiBlK/1nhKSoq7pbidU6dOkYeHB40bN+6Sc4I3bNhAAOjEiRP08ccfU0xMDOl0uiuO1n7zzTdJLpdTUlISNWvWjL755pvGPAW3cVuY8c6dO0mr1dK5c+fcLYVycnJIo9HQmDFjyOFwuFuOhITEDcbhcFBYWBjdd9997pbSJKifirRgwYKLfr5z504CQMePHyeiusVxEhMTydfXl5YvX/6PiT0sFgtFRETQiBEjaMOGDeTp6dnkprBeC7e8GRsMBoqIiKBly5a5WwqJokgjRoygkJCQ2yY1noSExD/z3HPPkUwmu60zRF0Nb7zxBgGgp556is6ePdvgM6vVSmq1mubMmePaVlJSQnfffTcBoL59+9JPP/102dX1fvjhBwJAO3bsoEceeYQGDx58y1/7W96MZ8yYQX379m0SyyL+8ssvBIDWrl3rbikSEhI3iZycHNLpdDRt2jR3S2kyCIJACxYsIH9/f9eCD6mpqa7P33nnHWIYhvbu3dvguN9++4169OhBAGj27NmXLF8UReratSu1a9eOKisrKTQ0lD7//PMbdj43g1vajLds2UIeHh5NJpPVgAEDqE+fPu6WISEhcZMQRZEGDBhAzZs3v6Io4jsNq9VKX3/9NYWHhxPLsvTII49QXl4eOZ1O6tGjB7Vo0YKMRuMFxy1dupQAUExMDE2aNInS0tIu2OfgwYMEgD777DPavHkzeXh4UHZ29k04qxvDLWvGNTU11Lx5c/rss89ueD1XEhRWUVFBHMfdcD0SEhJNg7y8PBo9ejQBoM2bN7tbTpPGZrPRRx99RP7+/qRSqejjjz+ms2fPEgBauXLlBfuLokg//vgjPfPMMxQVFUVKpZLee+89EgSBDAYDbdq0iUpKSmjq1Knk6+tLtbW1NH36dOrXr1+T6CW9Fm5ZM542bRoNGjSoUccJTpw4QW+//Tb961//ovnz51PPnj2JYRiKj4+n0tJSEkWR/ve//9HChQsviJL+73//SwCk+cQSEncAOTk5FBgYSM2aNaOff/7Z3XJuGQwGAz355JMEgIYMGUIA6Msvv7zsMWazmebMmUMMw1C/fv3owQcfJACk1+vp008/JYVCQW+++aYrfujjjz++SWfTuNySZtzYEXQmk4nGjx9PAEin01F4eDh5eXnRmDFjaNmyZaRWq+mZZ56hkSNHupb8WrFiRYMypk+fTq1bt24UPRISEk2XmpoaatOmDUVERFBJSYm75dyS/P7778RxHAG44ilNO3bsoJCQENc9eMSIEa6/1Wo1VVVV0Y4dO0in0zWJmTVXyy1nxlVVVRQcHExff/11o5X51VdfEcuy9P3335PNZrvg85iYGNdC2GvXrqXQ0FCaN29eg33atm1LjzzySKNpkpCQaBrYbDb6z3/+QwsWLKCnnnqKOnToQF5eXg0CkiSuntLSUtq6detVHVNRUUHjxo2jefPmUU1NTYM1ketb2E899RTdddddt1x39S1nxg899BD16tXrmrqn643WYDCQ3W4norqxiW7dulH37t0vedy6devolVdeoerqaiIiSkxMpEcffdT1udVqJZZlb/loPgkJiYaYzWZXd6q/vz/Fx8fTwIEDL4gClnAPJ06coMmTJ1NoaCitW7eOiOp6OqOiouiTTz5xs7qr45Yy46NHj5JMJqPvvvvuqo7bsmULde7cmRiGoQEDBpBCoaDZs2cTz/P0wQcfEADasGHDFZfXt29fuvfee13vS0pKCIDryyAhIXF7MG7cONJqtbR9+3Z3S5G4CjZs2EA+Pj5UWVnpbilXzC2zahMRYebMmYiKisKDDz54Rcc4HA5MnToVgwcPhkqlwqxZs2A0GhEdHY3ffvsN/fr1w+zZswEAd9111xVryczMRIsWLVzvzWYzAECr1V7FGUlISDRl8vLysHbtWnz00Ufo37+/u+VIXAXDhw9H165d8cYbb7hbyhVzy5jxjz/+iNzcXBw8ePCK9hcEAQ8++CDWrFmDb775Brt378aHH36IQ4cOYe7cuaiqqkJNTQ1mzpyJo0ePwtPT84rKTUpKQn5+Ptq3b+/atn//fgBAZGTkVZ+XhIRE0+S7776DRqPBxIkT3S1F4gp4+umnMXfuXNf7JUuW4Msvv0RqaqobVV05t8SqTRaLBXFxcViwYAGmTJnyj/sTER5//HGsWLECP//8M8aMGdMoOpxOJxITE8FxHA4dOgSZTAagrlWt1WqxefPmRqlHQkLCvRARYmJi0LNnT3z77bfuliNxBdSv3LRv3z707NkTADB79mycPn0amzdvbvIrO90SLePFixcjKCjoirqnRVHE7Nmz8dVXX+Gbb75pNCMGgM8++wwpKSn44osvXEYsCAKOHj2K4cOHN1o9EhIS7sNgMGDWrFnIyMjA1KlT3S1H4grJzs4GUNc46tGjB55++mm89tprSE5Oxu+//+5mdVeAW0esr4C8vDzSaDS0b9++f9zXaDTSmDFjiGGYGxJJN3jwYBoxYkSDbVlZWVIGHgmJ24QjR45Qs2bNSKPR0OLFi2/5xQfuNKZOndpgupPJZKLly5dTdHS0awZNU6XJt4yfe+45aLVadO/e/bL71dbWonfv3tixYwfWr1+PJ598stG1nDp1qsFYMQCkpaUBAFq1atVge35+PrZu3Qqe5xtdh4SExI3h3//+Nzw9PZGWlobnnnuuyXdtSjRkxYoVDd6PHj0ajz32GNRqNZYuXeomVVdGkzbjAwcOYO3atXj//ffBspeWyvM87r33XmRlZWHfvn0YMWLEDdFTW1sLX1/fBtvS0tKg0WgQGhqKAwcOoFu3bvD09ERYWBgGDx6Mhx9+GKIo3hA9EhISjUdVVRV+//13PPHEEwgLC3O3HIlrgGEYJCcnu97v2LEDVqsVH374IRYsWIDS0lI3qrs8TdaMRVHE9OnTERYW9o9jxS+++CJ27NiBX375BW3btr0hegRBgNlshl6vb7D9l19+Qffu3VFVVYWePXvi0KFDMBqNrs9XrlyJffv23RBNEhISjceBAwfA8zxGjRrlbikS10GHDh0wePBg1/uJEyeif//+GDBgAObNm+dGZZdH5m4Bl+K///0vMjIysGnTpst2Fe3fvx8ffPABFi1adEPnAlosFgAN5xIfOXLE1XqvD59Xq9Xo168fAgIC8O2330Iul6Nbt243TJfEzYPnedhsNjAMA5bl4HQKsFptYFgGLMPAZDI02J9hFWBZBjKZHCzLgOd5iCJBJmNBBDidAhQKOURRgFanhcPhAMsw4DgODrsDDMvB6eSh1aihUilBVDd3nmEYcFx9GU4IogAZJwMRQS6X19XNMJDL67YBDBgGsNrs4HkeDgcPmez/6xBFAUQEBgzAACzLov4Xx3EsCHUPo/Xlsgxz/hqwAAOIggiRCCCAQGAAnK8W3l5eUCoVN+u/6LoIDQ0FAJSVlTXIIyBx67FhwwbXb2HTpk1ISkrC4sWLER8fjyeffBIdOnRws8ILaZJTm4xGI4KDg+Hv74+srKxL7ieKIjp27AiVSoX9+/eD47gbpqmiogL+/v5Yu3Yt7r77bgDA5MmTsXfvXmRmZoKIcOrUKbRq1QoqlQparRYWiwWrV6/GpEmTbpiupk5jf7127TmIgoJi8E4nKsvLoVaroFIrYbc7YbfbERAYAAZAu7atsf/AYXh7e8HHR4+w5s1wMiUNefnF0Go1MJksUChkYFkWXRI7wGA0wG6zw2azIToqEgVFpbDZbOB5AQzDQqFUQKXgwDIEs8kMT70XcvLLcDolFUqNErnZZ/HDmv+eV8mAkykREN4ZLcLC0LF9NCwOAceOp8DqAAJ8lAgObo4/Dx1Bty6JqKmpRn5+Pny9PDFg0ACcOHoadtEBO+9EeDM/PHDvSBAIZzJycSYtHe0SWkOjlqOyugZarQeMJhOcvBMajQ4atQJOQUC7hNYICgqA3W6HwyGgqqoKhw4fRW5BEQw1VtTW1iLtbAa0Oi2qq6ohl8vBMAwYlqDVqKGQySFXsGgeFgyzyYKK8gqAARRKBTw9PaCQc/Dz8gBYoKKyFiazDTa7A6LohFajhclig+AU0bd3TwQFBsLh4M8/jDjBchwYhoEoihDFOpNnWRaoywhYdwUZFizHQalUuB4+WIaBKBCcAoF38iCRIFfI4OWpQ7NmAQhuFgiWZWGz2aD30sNDq4WXt/cVf7cqKioQEBCANWvW4N57773oPtIY8q1DcnIyOnXqBADw8PBASUkJFixYgP3792P37t1N7v+ySbaM33zzTZhMJnz11VeX3W/9+vU4ceIEdu/efUONGKhrkQCAQlH3lJ+Xl4c1a9bgvffec9X91+CuuXPn4sCBA5f8Ud8KVNcYUFVVAwKDsrJyKJUKmIwWKJWK8wboQKuYKJSVV6C0tAxEDARBAMuxUCqUqKk1IC+/ECwDnDyRCoKInNwyiMRj0MC+yM7MwL79xxAc2gw6nRKeHjrkFxSiZXQ0ko+dhEACQgKDYbVYYLFZEBUVDplMhupqM44cOQaWFTF8+CDk5RUhLfUcaky1GDVyKOQcgz27D+LE6TMoKihEcHAQ/Px9kZGRAaVKgfCwMBhqzcjKyUOLiHCsXbsJfv7e6N+nB7z0WmRl5sFsMUOhksNoNCItPQ9VVVUYO2IAolqEw2Qyo6S8EpVVlbA7eGi0HDZu+NXVegQYMDIW3t5e0HhqER0RgKTjWfD380N+SRkm3TsaZSXVyMvJxblzudB66jF61BAE+Onw6/pDKC7JR8vIEEQ3D0Dvnl3AsizOpGfhwJ9HoZTLEdo8CA67HWa7DenncmCzC4iLCYNAAkrKqqDRqaBSKcHzPBQKBaw2I8oqKqHRagGRhc1mPW+GhKrKalgsZmg0agAMwFBdq1fNQKFUQi6XQxCcEEQRoihCJpPDbDKD8VBDEJxw8gKcTgEsy0AQeZAowu6wQS6Xgeft+G39FtjtDpjNZpitFggCgWEIRPUtbRZ1o2Ui6u+NRHTegDlwHAeNRgOFQg4PrQZarRa1NQbwvBNWuw0OnodOp0XLqHD06dkN0dFhIAKYXEAuk0MUCTt37cTPv/yMugBbwNvbG6/OewVBQf7gOA5HjqfCbLbgfz/VTX/hq7KRceg3VFdVAASolQoIdhN4wYGwtgMhV6gBVgZBFM5rJ4iCALmsbptMoQTLsBAEAYLghIxj4bDbwbEs5Eo19P7BN+9HfAfTsWNHDBkyBJs3b4bRaMQbb7yBV199FTExMfjxxx+b3L25ybWMs7KyEBMTA6VSCZPJdMmnFyJC586dodPpsGvXrhuuq6amBgEBAZgzZw4WLlyIe++9F7t27UJWVhZ0Ot0Nr/96ISIYjUZ8/u1PqKqqBS8AdpsDWo0KfXp1RkLrSJhNRqRnFGDL9kNoFROOwsJy7Nx7CMQwKMwvgELBoUVEc3h66nD2bCGMNTXoeVcnHEw6Br2nDhFhIejUsTVyc/Pg5xeAw0eO4aEp42EwGqFUqJB6NgPHj52Dr68WQQF+OHM2EwajCVU1BhQXF0Eh55DYqSP0em+cSTuDisoygBio1GoIxECnU8HP1w+i4EReXgGsVhP0eg9oNDoUFZWBWBExLaIx/u6hiGkViYWLlqO4uAQeHh5o3ToGNbW1KCmtASDCx9sThcWlmHzfvdixcx8MxhpMe+RBnD6ThlOnMzFp/DAwEBASEoLUtHR06tgWfj7eUCoUOHTkJPILS8HJFdi+Yz94Wyl279xyvm+2DpU+CAMHj0Z1rR1+3h549MG78do7S2Ew2dGhQwLMtbXoEB8NpVYPh8giMtQP0dGh2LkrCQrYERgcCC8PHfIKCmAxWiFTqHA2MwtatQYsS1BrPRHg542CojJkZOWjZWQo4lq1AM/zaB4WivYJrcFxLKxWG/LzC1FSVo6MrBykns5EdbUBNpsZZRU1sNmsYFlCYGAgamtM4AUeKqUSKoUSKrUMQUG+YFkOWdk5YBkWer0eDEPw8NTCy0MNh8OKmlobCAwEEkGiCJlMBqcA1NSYYLPaYTFZYLVaYbba4HQ6QRBQb4wMw4IBB5Yj12/9rwGPcrkc3t7edQ+8ogClUg4fH18QEcxmM4xmM0wmEzw9PBAZFoJuXTtBFOqON5gsqKiqxp/7d+F0yrG//BoY9B84GNOfmAGzsRZqtRIpp07j22//i9qqCmz+fhFIdEJw2KFWa0BOJ0TBBIfDAUEg2Ow8VHo/8KIIjUaP2hoTbDYe3no1eLsVCo0HdBotWGJg460AAYaaGnj5+sFcUw3/kDCwIAhwQqZQQCZXwsk74bA5YDFbIDgFiCSCZVmExbZHZHznJteKu1WwWCxo3bo1cnNzwbIsDh8+jJMnT+L111/HmTNnoFar3S3RRZNrGT/zzDMQBAGvvfbaZb+Au3btwtGjR29a1isvLy+MGTMGe/bswfr16/Hjjz9i1apVLiM2mUzYs2cPHA6Hqxu7KVFdU4u5r72P+8cPg4dWgUVL/4OMc8VQqNVIOZ2JkUPvgpeORUizUFRVGfG/Xzajd8+OaBHuD/8AP3Cd2yAtvRCjh9+FwsIChAQ3w46dSUhLy4afrze6d2mL8PDmSEiIQ1SLSBjNJgwd3AvJx04gv6gKRcXFaBMbiaEDeyA0LAhbtu1GdbUZBILD7kBQUCDiYqNgtTqwb+8BEAQEBPijdes4qFRKFBUWQa3RQhQEOBx2+Pv5orQcsNpEBAV5QCQWFZVVKKsoR9LR0ziZeg4anRbRLaPg4aFEYIAvGAbo2b0r0lIz0Kdfb5xOPQVfP0+ARFisDvz4y+8oKSlDYLNApJ3JAO9wwGwVIVeoYDFZUQEO1TW1KCotRfKxswiLCAOIR0FeVgMjBlj0v6s7mgd5oW1cM4SHeqK8sgwTxw/H/kPHkJ6eg769O4AXnNCSHbU1Bth85DibakDb1s2hkcuh8dShuKgcHMvBP9APZrMFCa3j4BQEnDp9FoUlJogii4LCMmTnFiM4KBB6Tx08tHoEBvqhtsaIgEBfEAGCU0BldS1qjSZwLIvQ5kFIaBODg4eOoLy8CrW1tfDU6lBdZQCJqDMcnodMBljMVth4Hiwng4zlIIoiFAoODANwCjkEuxU8L0CukEPOcOBFsa53BBwUchlMZgvAchBxvouXYQBiANR1SROdbxGLdePTqN8P5BoTr62thUajgYdWA53OAxzHwmgwoKa2BiIR/AP9YDIYkZ6dA5PdjKiISPj7+6GmtgYcS/DQaRr8FrRaHSJj4rB63VY4eDsC/Lzwv28+AwlOPP/4JKgUcthsPFRKGXi7ERB5CIIDTqcAhlFArvUELxJkMiXsNiu0OiX8/PxhNtmg9/aGQqOGw26Aw2YCiQSRkcPLJwBKlRY2uQ2FmWdBohUMI0Cl9YDAsoAgwOkQYKw2wmK1w2azgGOArLQTCIqIgcbD6+bcKG4zNBoNPvzwQ4wdO9YVFHzgwAF8/PHHWLp0Kf71r3+5W6KLJtUyPnPmDNq0aQOFQoHKykpoNJpL7jtu3DicO3cOJ0+evGlPjd27d0dhYSGMRiO6deuGjRs3uuqeNWsWli1bhoiICFcmmKbEqdMZ+Gblz3hgwgA47E58/78/0L59O2zZsQ/79h9Fvz5d8diUkQDkWPb5Tzideg5h4QEYOrArWoQHo6i4CrW1lRB4Aa1bRyPpcCoUSgWcAnD2TDpKy6pADAN/Py+IAgNPTxVkMgUiIiJQWlyIuNgomG0W/LF5J9q2bY/8/AKUFJfDxttRW1uBVi0jERfXBkmHj6AwvwxyOQejua41olaroPfyhE6rga+PDyJbhEMpk8EpAmnpGfDRe8Lf1w8sJ+LYsRRodR4gEtGxUwJOnjwNo9EEBgoEBwfAx8cTrVrFwMETrOYalJWVIb+wAukZ5/DkjGlITcvE4aMnYLdaoFTKEdgsEH6+vhg2pD/Wb9iKs+nZSEiIg9logV1w4NihXcjPOXPB2Pjs51+CVqNHQX4pAoKDkJ1XAg9PLXy89PDx9kRMTHN8//1vaNEiAs0CPNGhbTxy8wrRunUMKiuqcSr1DMLCQ1FZVY2I8BBUVFSDZUSYjCYYTDbsPZACb28fVFRWoaS4FJ3atcKE8YPh5+sLjVoFjuPgH+CLqqpqZJzLwtrft6Csogq+em+wHIv4NlHgZDKcSs1ESkoqIiLCcOL4aYiiCE7GQSaXQa9TQS5nIFMqYbXZwYGBn58fNFoltFoVBKcdVqsZVVUWgAE0KhXsDgccvAMMsbDYeFTVGuCw2WGxWGG38eB5J4jE861jwXW9WJatCxz7y2+ZiACGAYO6MWOlXA6lUomgoAB4euoABnXj2yoVHLwDNTW14FgZPHUeKC4ugkqtglalxMbff4HVanWVK5fL0XfgYJTbOFRUVcFQkgVLZRm+eP8ldGjdEuR0wGqugSBaYTGbwYEFSyLsggiFQguZWgtRpoFa5QGr1QxAAAcZWKYuyE+lVkC0W8BycnAiILIE3ilAodSgpqoGnFwBFnZYjTVgOTnkGjVsNitsFisqqqrgFARwogiGRKhUHEZPexU+wVJA2bVCRBg2bJir4bZ06VJERUXhoYceQnZ2dpNZ4KdJtYwXLFgAURQxc+bMyxqx1WrF5s2b8frrr9/U7puXXnoJH330EaKjo/HOO++46j516hSWL18OoG48qiny6+9bEdo8EGcz83H8RBY4DuiZGIX0c+nYzzLw9fWDxepEVk4eWkYFA2RDWnou9uw9DI7pArNFRHFxDY4dS8WxlFRMvX8CDhw+gdysfIy5exD++/1PMBptYFgB/j4+6NCuDWqrq/D9mh+hVCiQmZmBlNPZsNsdOHo0rS4AyM8HI0cNxM6d+1BUUgm5MhuBgQFw2J3w9fFBWvoZMCzg5e2Jbt26QBAEHD5yAqfPZCIiLBjdunSCh1aLM2fOAq0IcjkHq51HVu5p+Pt7Q861xcABvXE0+QQKCitQWlELhYrDmfR0ZOeUIzoqFDGtEhDZwgGOYWB32HAuIw1ajRzxcW1QYzCjsLgMtVXV+MVqg8lsQ2RYMGqrKxEWHoGko8kozM+5wIhlMjmiIpuhvEKEqNDA6hAQHxeG6BbhYFnCiZNnkHUO8PP3RYCfHzp0ikby4VPw9wuEodaGL7/9Hzp2aotTZzOxa08SHpk6AYX5pQgO9ITVagfvBLy99MjNyYHV5sTI4X0w6d4R4DgBAAOZTAFPnR5Wix1FhSXQarUIDgqEweSAxeaEp16JwqISEFjk5uTCbDIhPf0sWEaERqMDJwcEquvqVapUsNntUCuVYMDAYrHA7rCAd6igUSvAgoVGpYTDWVc3x3FgnCwYhoXdZgMDAsuwkHMyODkRgiBCFAkMMSAwIIh1rWUQ6kK46fw4MlD3T13rmQhw8DxYjoXFaoGnXgcfHy946rRQqVUQRRH+vt6orTGhuroW5eUVIIagUSrgcPwt8Q7DwGgT4HAIMBkqYCgtwtPT7kF8iDdEuw0kCnV67SLkLAcOAMPKIFOrQCQDKwIarRc0Xv5wlpeBYwHeYQOIhyhaYDNaoJBxABHsogiW4wAQTKZqKOUEiBaoNZ6QsRzMZhMsJjPKKypQa6gBiIVOKYeSIagZHgrGgdykX+Fz95wbeHe4vWEYBkuXLkV8fDx4nscrr7yCM2fOoHnz5vjiiy9cK/e5myZjxllZWfjf//4HAHj00Ucvu+/ixYvB8zzGjx9/M6S5GD16NEaPHn3B9k8++QReXl7o3bs3DAbDRY50PxaLHZ4eavj5BWD/4V/RrFkAtu1JxsbNewEw4Hk7Xp+/CBFRMTCbbIiJDkdxUTE6dGgLmUyB0pJsZOUUITOnAHJFOA4cPIyzmXnYs/comoc1x6D+vaDTqqFQypF5rgAlpRXw9fFEi/AQdO/aHiazBYUFpSiv5tG5czsYjSbYbQLOnslAYX4JBEGAr5cvEtrG4dCfR1FYWAgAaBUTg6DmAbDbbMjNyYeptha8gwfvsIPjGHAMQaFQI/1cNjiWhSAK0Op04DgFDEYjAoMCMXHCaKz63zrk5RdjYJ8RCI8Ix7r123H0SAp0agXCQ4LqAsqyMzBm6GDUmGpQa7TBw8sHLMtBrZAjNz8fDqcToW3ikFdYhPT0DFSWF4ERL8yw1q1zR4QGBaGwJBe8U4BKIUevu3qiqDAf2VlZMJvsyC9IR0iQHj7eKmzaeAAEwNPbFweTk3H32BHYtfcgbFYrWkc3h04lgyAI+HHdNpzLKIKfrz+mPjAEwUEe6NiuDYIDAyBnWGTnFNaZIcegVcu61qyXlydkMhn0np7gOKqblsTKYLWI8PLWoGXLSCgVKqjULAIC/HE46STsdh5KtRKiKMJsskAml8FqsUClUsPhcMDTSweO5QARYBkOSgWgVClhsdlgMlvq/n/4uulTnJOByDCQcSxkMhaCyAKCCAh1o8YiGNRNvWLw/8/VBIZlwTAEUaTzWwBiGDicdS1vi8UCh90Bk4cWMdFRYDhCdk4+SorLoNGqwckYGC02lJUUXZB0RxBEpGfnIqJlNGAzwCfAF/cN6wGOY8DwFjh4K2x2Mzgw4FiAZArI5SoQEUSSgWMV4Aiwm2qhVcnBgeCUacBxAAQTnA4HAAaEuvldgiiAkSugkKlQWVoMiHXBZxwng8ASjAYTLEYT5AIPBcNBCw4cmeDhoQYnV4DYJnObvmWJiYnB888/j3feeQdGoxGvvvoq5s2bh5kzZ+KJJ56ASqVyt8SmY8ZvvvkmRFFEbGwsYmNjL7lfTk4O3n77bcyePRtRUVE3UeGl6du3Lz777DP89ttvuO+++9wt5wLS0nNQbbagT8u2CPTRIchHj3PpefD39gbDcXDyDpw8cQoTJkzEmh83wGZ1QKNWQ6H0QMa5PCRVlKJHj85o0yYauTlFaN26JTp3bA87z2IPHcXvf2yDt94XzZv7YtzoIYhsEY6Fiz+Fr7ceAi+guLQKB5OOwebgoZBxIDBQKdWorCzDwYOH4evjAyKCxWLBnt3766JQRQG+vl4ICg5ERkY2unfuDA8PTxgMddPenE4HoqLC0SKqBTZu3IK0M+cg41jodDo0C/KB4GQh42Tw9wkEBxYzn3gUP/2yDqxcjf37DqJlVHO0iAxBWUUFdu1PQlzr1ujQqSM2btwMhmURHdkSAUGhqCwrR2JiW/j4+yIjMxfJKacxdGAfZGRkQ042OEWhwbVmGAaRLaMhV+kQGuwLh8ggMjwIPh5KyJsHQy1Xo2cPPyhkDOSsHJ9/vw75ebno16sbDAYr9v15DN5p2SgsKkJ4WAhaxcXAwQvYs+8YCgqKUWMwYvCgPkhJy8XAvl0R0iwASrkMldVVCAwKhMPhgI+3HnI5h4oKE1QqJRiGgcnshIyTg2UJBoMJHMOhqroStQYDDEYrQj2CwMmV8PDwgEYQ4HDy4FgAjAins+6Bw+l0QhAEqFRqKJUK8HY7iAgcB2h0GsgUHOwOO+w2+/nx4PMRxpwTnIwB5wRkMhYM6uYui/UdCucjuF39C4wI5nwLuW7KkwhCfQS2DLWGumhqFiz03l6wWG1QK+Xw1HuCYznU1tZCLpfDU8fAWFV2Qc9FXdyBFQWVxagtLcGAfp2hZAj1Sf4EwQkRLFhOBsHJw2bn4XA4wbEcOE4ORsbAYqgEwzjBMIBcJgOJInhRgMjzYEAQnHxdd7RMBofgBCOKdecpU0Cn9YfFVA3BbkOt0QSbxQoNJ0DBseAYERoVQaX1hkKuhCgCtVVlqCnJhleQtETr9fDKK69g5cqVyMvLw4oVK/DEE0/A19cX33zzzQ1Jn3y1NAkzzsvLw/fffw8iwrvvvnvZrufnnnsOPj4+TSqTSrt27QDUJUZoitl7TCYTDDVmGGrN8NKrwbAc5r34ODIzsvBDUSWUCiUSEzti1ep1UKrlsFrtOHL0BB6ZNgU52Rk4kZKBYyfOYtiIwTBZbMjLLcTKwgLkF1UBHIOCglKUl9fgdOoZdO7UEZVVVXjw/jFo2zoKHy79Dut+3wYfbw8MHtQHR46ewJGkExAEAWPGDIehphI+vj7IzMxHRmYmBIEQHt4cfr5eKCuvxNatu0EkICcjBzoPLTgZBy9vPQIDArB58w5079kV904cg/SzmQj094NOp8b2HbsQ2aIlBg/ogaTDKXj98+/RuWM87r9vJLx99SgpLEKAnx41JieCA1i0j08AywJeek/07NYZZzNz4XDaADLBR6+HUqWCaOUREuSLPj3b4VDSMXAgZGacueBaK5VKdOl2F0JCQuAbEIi+A7xRUVKIlJOpSEnNgk7Lwac0EG3bt8W6DVshl8swYlgvpJw6i//9vBVduybiyNHjGDGoN7p3bYfMzDys2r4RBrMZOp0GFTXVyDyXCa2HDgZjLew2M6JbREDv5QliWAQE+sNmsSA19Sw0GjW0Wg3sdgeOHD0OXnBCLpPBYrXAw8MDVrMJtbW1IHBITUlHaXE5aqqr0Cw4GLzZCE4GcCwHo9EIT08v8LwDoiigtrYGJKhd84I9tBrIOREe3p5gBAFWsx0EEYJTgJxjISoUdS1ljoXoFMCwLETIwAIQCKhrt/7VMOu6sBlRrDNIlgWdb906nSKIOJhEI1iWgY23oKycgY+PN2RyGeQKGXz9fKDVqaFUylFdXvy3sgFOpoDWzxe8zQwSRYwa0BUCUzdFixHrWuAKpQq8KIBnGAgiAQwHBiwYVoBTMINjBTgcNpBTgKCQQylXQBQFMCIPFgyIU8IhiBBEHqLTCbKawSlUkMsIVnMVCAzMVgdE3gmtQgalpzeU4KHkAJlcBt4pgIiFINhhrSyG1VgtmfF1otVq8dFHH2Hs2LEgIsyaNQsvvfQSXnrpJTz66KOuaavuokmY8dtvvw0iQmxs7EW7gevZu3cvfvnlF6xcuRIeHh43UeHlMZvNrr9vVF7sa4WIcDY9C3kFZcgrKoNOr4NKoUF0mB/0GgYBPp6orrXh51+2gWGcGNG1B6x2M7ZtP4ivvvoK/n6BkMll8PTQYXDf9ujbrS2UGga1VQYkJZ+GVqeE0+6EUyAoFAp88eV3qDWYERYSjJpqE9LOZqJ9u2iUVxjw628bodWooJArYOHtOJOWjsmT70FeXj7kChVKSkugUKkhiE7ExcXCaDqKZkGBMBprYDab4anXwWS0oKbGAI1Gi2MnzqCqyoh/zX0Sca1a4t3Fn0LOASqVGmfO5eHkidPgOBZj7h4M3m5FXkEpjp08A19vHwQEBOHU2cPo2ikWzUMjUFZaDg8PHTw8dIhuEQYvXx80Dw6FTqmAl68enpq22LwzGZxMjS6dE3Dwz/2wWi0XXG+5XI6BvXtAqVJDMJhRU1YIh80Kq5NBfnkNwjSh8JIrUVtrhr9/AIqLTsBL3wYnUs6iVWw0enaJR6+urWE02nDiVCZ27TqAapMRAf4+4DQcuAJCfl4REtq1hlqlglpV15r10nuC5TjYHTbk5BWAdxJsVdWQyWTIyslHVk4eHE47BF4AwwC+vj5QK5UoL6+CVquC3tMDDImw2Wyw22wwGozQe6jhhACZTAaHwwGZjIVMpgQYBiqVGhaLGTKOgyAIsDt5cAzgqZXB21OFSoMTJNa1pmUyBnI5hzrbJTjsTjAMB5EIJDrBEIFEQn12XuZ8Sxks43owZ1gWdd3ZbF13sSgCYOB0OgHUZc0ym0zw8vJCYGAgWBkLg8kAi9l4wf+RKAiwV1cgMCIcVUgDHE4IBLAMAycJEMFAFITzwWwKcCSCBLGut0BkABLAOyxQymVwOOyQy3UQiAfvcIB3OsDJNSAn4GQZMIwCSo6B1W4DHDYoWRYCS7BbTBDsZnACX/fgoBChUusgOJ2w220gQYCTt8PB20ACC2NFCYKi6abGyNyOjBkzBkOHDsUff/yBP//8E1OmTIFarcZ3332HadOmuVWb26Opi4uLER4eDp7n8eGHH+KZZ5656H5EhL59+8JgMODo0aOXXTjiZmO1WvH6669j5MiR6N27t7vlNIDnefQaMhWFRZXw8FCjbZs4REf4Y/yY/jiddhbbdx5GfrEBOTnF0HuqYLPb0ComDFlZ2Sgtr4bDxruiWqOjItA8JBAc68TYUQMBUmDvwUPofVcXbPpjO6JbxqKoqAxHjx5Hbl4xwIiwmKyIbNEcGVl5IFGEj94D3j7ekMtYmMw2hIQ2Q25uNiIjIpCVlQOr3Y7mIaFQKVUoKy1A+w4dUGuoRUlJBQYN7I3DScfg7eeP5BMnYLPa0bZ1K/Tv1xObtu5Edk4elAol/Hz0mHjPSPh46ZGRlY+UtExUlFdg+LBe6NKxHSqqalBYWIqamirExUXDYeURGxsNi80Cby89cvIKoFKoIApOqDVqyDgZwApIO1OI02lZyMxIxb69f8BoqPnb1WYRFtYSDz38OLp2jodSq4VcLoPZbENVtQm5+fnIyMhCy5iWOHHyLGQyIDu7CB6eenTu1Br9erWH0eTEseRj2LbjAM6cyUdIqB8EUYRCoUBcbEts2PQH5HIlgoObYdkHr0KjVCIkOAgcxyA3rwgmkwEppzPhH+gDnVqJopJyfL5iDYryikFE8NR7wGQ0wdPTCz4+3jCbzRBFAbzDDo1GA7PZAr2XJ3iHHUqlHB4ealitlroFUhjAbDZBrdFAdT4zFgDoPdRgIMBDowIHETUmGwpKqmG3O8HzPARRgJMXYLc7wPMO2HgegtMJEupSeRKJIOF8/kwADEvns4ExAFcXYc2d/0x0Jer8f2NyGRTDgpPJAEYAy7CwWcwoyD73l/7w+t04eIeHo0XLKBzZshUvz7gXdw/uDBKdsAsCbE4RTqd4Pt0nC2IY2CxWKDgOIICFiNpaE4w1tQgN8YOPjxcUKh2sNhtqDTVgOVldalGWhUyugsXihEwmA+s0gEQnHA4BDqsZDMNCDoJSJQcrZyGKTsApgLdb4HTYIfBOCFY7BF6ExssfI/71BVhZk2g/3dKkpaUhISEBgiAgKCgI8+fPx6JFi3DmzBnXOvXuwO3/s4sWLXL9mLp06XLJ/bZv3+6a49uUjBioy0e9aNEid8u4KEQ4n2xBgKHWhj+TjqG6OgJqrQ7JyccwZEAPtKw0ITs8GJ07xuH3TbsxYcwAHD56Cl99+wtCQkJQWVEGIqCopBRZ2bmIatEch5KPIzu7GJVVVrSKS0CPnr3wxx/bEBEWikEDuiM1LQuRLZojOzsfREBhQTEcTifatY+HVqNBVVUN1Gobjh5Ohq+fHwxmO1hOBh+9BtlZ2SDU3QwLCorR466uOJnyE75fvRYarQrRLaPh4+UFu9qGiuoK/Lx2PZqHRaJZs0BkZmShsLAI637dhMFD+qCquhzNQ5rBZjFDoVDj5Kk0xLSMRs8eXZGadg6//74dd/XogoysIuw9cBATxg6FjGEhCE5EtojCtt374bSZ0aVTAhI7tobRYEBRkRwm44UtLgaAVu8Lk7XOyBwOJ4pLa2A2m+DloYKhthqlJWWQK1Qwmi3QKOoMNL61CgcPHMSpkyfR6667sGX7fhQUVYNVyMBycnTqEIPiknIcPpIEUWCh9dJBp9PBarbAUFkJo9GEnXv2wylyCAkOQmBQIMIjgpCTmYfFS75EeWUFZCxXp5AISqUSCoUCNTU1UKlUqK2tgSiKsNkdkMlkqK0xwNNDDYvZAoVCjvDw5hCJYLVa6xKJWMxQKRVQKJWwmM0QiaBW1OXf5lg5NBqCt7cO5eVGCIJwfsxZrDNY1Ld261u/LEgEwIgNxnZd/nq+xVp/j2AZ5i/5tpkLDJkEJ0RRBA8nnDbH+fHphuP6LMfCPygQ1spSaDQq9L0rHk5RhIMXYeUFmOx2aOVKyOVKMJwMVocdMoUSAs/XzcPmeSjlCqh8vKHVKKGUy2C12yGTKaH3CoDTVgsZx4DnreBEB9Q6DUAibIIIUcaiqroaSpUa+oAImA1VUCl48E4ryCHA6XDU1SPwIKcdot1c1+UvaM4HhElcL3FxcZg5cyaWLl2KkpISVFdXQxRFrFmz5h8XJbqRuNWMy8vLsXz5cjgcDgQHB6Nr166X3HfhwoVITEy84d3AVqsVP/zwAw4ePIjCwkIoFAoYDAbo9Xq8+eabiIuLu6H1NzYrvv8NVVUWcBwLhbzuIaaouBSffLEGdocdIoD42FYQ7GZYLGakpKah5JNitImLQ2Kntjh+Mg1hIc2gVDCIi4vE3v3JqKkxY9fOFPTq0wWl5Sn44ce1cDgElBZXYtCAPujSpS3OnvsEnTu2g+gU8PuGbSDRCa1KgbQzZ2GzO2AymREWGgyFUg6OkyG2ZThSLFZ46j1hs9ng4G1gWRa5+fmo3WyEl5cH5DIOGq0Kp86kws9Xj04d+2Lj5q0wGkwI8DfAQ+cNfz9fhDQLhgjg2MksnDp1Gu3aJyA8MhwbNu2E2VyLt16bi9y8YuTnF2HUiAEIDw6F0WZB/97d4O2phWdIMKqNJlTXVKJ/r84wGY2wWG3IO3MWfft0xddfL3Wlc2wIYeiQ3hjYrxM8PdRglFr8tHYrQkL8wAaHwiGoENMqDvsOJEEQGYQ3DwTDAOHNm8FoqEFAYAg2bd6L7JxiWG1WqHUeiGvZHBPGDEV+USEWf5QJIsDucIDj5Eg5dRbDBvfHmXM5MBitdZnISmphtVrh5+uJ2lozag1GyDk5RFEEy9YtcKHRKGC1WiGXy1BVVeUKzJLJZAgJbgaTyVQXsMRxkMk42O121BgNCAoMhI+PN0pLSyGKIixmM1iWhUiAk0TwQl33s1zGwdtTB4PJBpEEOPi6COa6a8acD9ZiwbAMGPF8xg+GOR9//JcWMsOAqzfw84tY1Bs46Lw1MXAZfL2Z1y904WThGmv+KwLPw5Cfi9LCYkybOAKeKhV4wQmRZWCyWCEyDBiOAyeTgcDULcIBFjwRnFYbGDDw0CqhVTFQKGVwQg5OLgNvd8LJyKHVeEAOM0RODogCCBawrAJyjQIKtQYcJ4PVaoeMbNDJWdRaAa5u7hZ4hxUMeDAMQUaATKmE3WGH01SDjH3rENt3QqPfI+5E5s+fj9WrV6O8vBwfffQRXnnlFfz73//G/fff77bGnlvNeMmSJWBZFmq1Gvfdd98lL0JKSgq2b9+OVatW3bAxk5SUFMybNw9btmyBzWZDSEgIOnbsCNP5cajk5GS0bdsW8+fPx8svv3xDNNwIKioqoFTKIAoCQCL69++LY8eO1mUDJsKhw2fh4JUIa+aLopJq+Hh7wFOnh8NuR5+eXQFOgYl3D0ZBcTG6dIyD3kOL3MIaHDyUjDNn0jB0cDcYao04dy4f998zEkQ83v/gCxxJTkF0ZDBqDTXQatWwWk3oP6AP5AoFfvplAxiORXBIMygUMui03sjPK0RBQSHEwnzo9XqMvXs4bLwT27fvA4M6E+ZA8PH2BitXQaNk0SIiDG3iYnH08ClkZRUiNS0TrWJb4r5Jd8NsNuHo0VMIDPRHVlYOhg/tB6fDgeRjlXj9rSWw805Mue9u2HkeG7fvhUangpPnkHI6DR07tENxWTkOJ59GXExzxLQIRXlFDfwD/GE0GZCbm3fRa63WaME7ZTBYeJzLToOCk6NVqzCEBPkiKzsfmZnZKCwuQ1W1BQF+enTu1BHNggKwadsOOCxO3DMuEAVFubDzPBwCg5jgQNwzbjAY1obKmlrU1jqgVKohkyvhodWie9fOUKg5tGkdCd5uwUfLVkLkgM4d2qCirAwBgT6ICG+GwvxyKFR1QVQGgxEqlQo8z6O62gqZTOZa3YmIUFtTA6VShsDAIMhkcgiiEwnxbXEqLRWCIMIu1q/8VNeK1mjUddvtAuSsAgLLgGNZqFUKeHlqAFGA3S4DUD8FrD7vNAvBKbgMlOq89rwN/78hg6n7gM7PV66/RzAsC4GoQWuxwb2BAYzGWvw9eAuoa10XFxRh0phBePSBkYDdBIF3wOpkwICDVqWGp4cn7A4eMoUcLIlgwIBEBhqdqm7cV2TBKDiYHQ5o9XrI1d7gbXZEhoaDt5lhqcyGaCiCjCGIIBA5IGdZcAACA4NQUZQLBesEL+eQU1gDXx0LOVeXT5tlOBDDQ1QwEM4f47A7YDNVX+ttQOJveHl54Z133sGjjz6K4uJiVFVVwWQy4eeff8Y999zjFk1uM+Pq6mp8+OGHsNlsAIBhw4Zdct+lS5ciODgYEyY0/lMhz/N444038O6777oS/YeHhyMoKAgffvihayk1m82GF198EfPmzQPHcTh8+DBKSkrw888/IzAwsNF1NQYWqw1miwVDh/RA+rl8BPl7QcHaoPfQocZQDbBK2G02HD58FCdkMhCAtgktMfX+4Viz+hd4+bTD2OF98PuGTQgJDcXvG7bCbHUgMMAbLaObIzo6BoH+QWjXNg6hIcEoqyhB715dsHb9DoQ2D4ZWq0WnkFAEBgXg8JHT0Hv5oWO7GPx58DCsFjvyc/LxzDNPYPeeAyivKIdSrYDd4QDP8zianILWrVtBJpOhoqICcrkMrVvForqyFmZ7Obp16YCcvHwENwvCaXUaZJwCvJNHRk4+flu/CSOH90d0y+aIb9saGzdtx9Fjp+Dv44nEDm2Rm18EpUDIKShCyh8ZqKkyws/fA2ajFR46DbJz8uHp6QG1XAaFjIVO51l38wVh8eL3Xd/Zv6NSaZBfWI0duw8jMbEDAny8kLx1N8orTLAaK+sijrUyDBs0HAE+OuQXF4NjGIhWFl56L6xdtwO1tUaIIMhZQoC/P4qKSuHt7Y0vvv4ZISFBqKquQv9+PfHsk1PQLMgbcg44dPQMft+yC336dYRKqYCPtzfy8vOQmVUGQ60VdocFYM/PeRWcsNlsEATBtQwiw9RNCbNareCdPPz8POtWQ9J7wWp11AUpcXVR1YEBgZDL6hYK4XneNT9YFOsWRRBZQMbVjfB6e6jhdDhgsjgAWF0ZQxnUNW5FVgQjiuf9ti6Cun4n1xKN5//+e5d03Thy3e6Ev1kuwwAiwW62nq/t72PGdeknxw7tA41CAZuTA8uykCtkYFgFPHQ6yGQK8DyBY2SQwwk5x0Mvk0Fw2mEXWRidLEQnC7UMsJur4KnRIbJFFHheALFyyH1bghSeMBSlQC1nINd6QbSaYKotAYwcFAo1GKcVDKNGz+49UZyXBqelAqxCA3KKEBgHBKpbJpNh66ZdmaqKwdsskKsunRBJ4sp5+OGH8fnnn+Pw4cNYuHAhnn/+ebz11luYMGGCWwLl3GbGS5cudf0tl8vRvXv3i+5XUVGB77//Hq+++qprfcrGQhAEDB06FLt378awYcOwa9cuKJVK5ObmIjc3t0EKPZVKhbfeegvfffcdXnvtNXTp0gXp6el46KGHGqTFbEpYrDaUVFRAq1RCp9FApQROp56BzlMP0SnCZrWBiCDwApx2B4hlcCQpBVXllaiurcbxU1+iWaAPjBYHMrIK0CIqAtnZBQA50Dw0BAcOHEZhfhESO7ZC84hwlJVVoaqqGiQymP30NBz88wgCgvxRUV4Gq8WE1avXgjAS4+4eiT17DuJcxjks+fBT3HVXN4BhkBAfB4bhkJ2dB7vNCZ3OAz6+vuBkdZmfVAolPJqHoKC4BOt+2wgQ0LJlC4wdOwzp6ZlQqTyRfOwEDh89ifLKKrRv2wYJ8f7o2LEtNm3eAYOxBhPGDEeb+FiUVhiQm5ONUcMGwmEzQ+/jiaLCEshkCnROTIBCIUdpWRWC/L2xZesOtIqJhafeAzxfN/55MXiRgwgnIkL8kHz0KAwWMzw8A7F+4274+nrBarUhuJkPUs/l4c/KKmg1MjCMAnYnD1tVLRy8Hd7eejAsC19fH7CMgDMZ+dB5msCwDELDm+H+iUPRsVMbqFVAXl4BBJHww88bERAQiPjYWJSWlyAj4xxsNgcMJh4yuRy+/r6orqoFUGdk9Q8T9aYmCE4wjKIu6x3Hwmazg6prYLVaoVSqIOM4+Pl6w+nkYTKYoFJp4HBYwfM8WI6DKAhQyFhX7mlRJDCMCLmcg4enGtUGGxxKFRwOE4Tz0dMcALAMwKJuOhGoLroaDc33Yr8r12cAwLIQ6fyx9UYOACScN/YLW8Z0/qHbajODOBYypRJkM4BhAJ2nB+ScDGBl4OQKyDmuLiUoGIhOFiJxUChV8PfwqpszzxugUrLgzSWozDHD6pSBJw7eAc2g0PnC0z8SrGCGjQdERgme1YEVrFAq6uZvWyw2CAYd9J6+qLXXgGVYQCWH8/xYu9NmBwtAoVKiNOMILLXl0KvCr+OuIFEPy7L46KOP0KNHD1gsFmzduhWlpaVYv379ZWf13CjcYsZGoxFLliyBzWZzrUd8qfSXX375JQDg8ccfb3Qd7733Hnbs2IGxY8diy5YtaN++PT777DMkJCQAAF544QWEhYVh7NixGDJkCHQ6HdLT06HRaKBWq7Fx40aMGDECK1aswCOPPNLo+q4XQ60RNZW18IuOgEpRDqtRQLt27REY4ImaagPyCkths1oRERWGqooqsCwLq82CzJwi8ELd9AqjyQKZXA6CgNJDhyE4GXAckBDfGslHjiE40B/lVUbUGDPAMXXTYkJDAsCxwH2TRsJhc0ItV+LE8UyIThFHD5+ETAYYzTYENQtCTk4h1m/YDLlcBo1KBQ8PDZRKOUpLS/Hjjz+jX99+aNV6EP67cjXyCvIxYdwYZGZnguVkgCCiuLgY3/7nB1jMVmi0WmjUKvj4+KKwqBw263EcOHgE/oEBYMiODm07IDcvD2FhoSguLELXzh0QHByIbdt3Y0hMX5jNNqRnZIMOE1rFtoQIAUs/W4nMnDzsPXQCzXw12L592yWuNgNPryCUVJpQVGFBUZkBKSmnERsVivi4GBSVFqNtQmvwDhsqK8rRsW0UzmbkwCEI8A/yRVVlDZRKHTRaJQRBhFarwZABPfHbxt0wGtMwesRQtG8XhciwZvDy9oQgMKioNGD9pu1IOnwSvXslYtWPGyCXMzAYa2E0mdGnV18cTT6OyqqKuq5PIsjldXMp67ulLRYLlEolACAwMBAiifDz1iE4OAg5uXlgIKKgsBCBgf6w5xegQ7uOSD93DlqdCpWVleB5HjY7A6VcBTCATCYDd761DRC0KgX0nipYLKbzQ731C0T8v6nSX1rD9e//3gr+e87qeuOvH1fG+elO9eVXVVaCdzou/j8lkwFOJ1JzitChdfT5tZMVkLMysIwIhuVAJEAjEyATbRBlSshkqrr9bGbYRAY2Sw10nlpApgbv5JFfVITKirNQyOQQ5XoUZR1DVEQoVAoGDBxQyz3AegRCSTwcFbkQeCsYRgm9RgWTpRQQOcg4BUSBh0wmg0KpBDmUcJiMYGQKyOQy/B97/x0u113d++Ovz2e36TNnTi+SjqolS65yxRV3iikhCYSQgCGB5AI3Fy7huUluKIEL+XGTG0iAYCB0wy92bGzABhsXuVsukqxejqTTe5m++/58/9hzjuXgImLZN8n1euxHzzNn9p5dZvb6rLXeBf8Zt6tX48TEeeedx9q1a5mbm+PRRx/ld3/3d/nsZz/Ltdde+4oXWP9XkvE//uM/NisMOHz48PNqg3qex5e//GV+93d/l7a2thP2+UopPvOZz/DJT34SgB//+Me89a1v5Qc/+AGpVIqHHnqIf/7nf2Z4eJh7772X73znO3zpS1/i937v98jlckvyeq9//et597vfzUc/+lGuuuoq+vr6TtgxnogwTcmpm1ZxZHCKRs1med8ytj+9A00zGBufQpMaqWSS+bl5HMfB9zxWrV6B49pMTkzhRioGthChVISUGr09bYxPTPDII4/juQEPP/Q4R4dHaG0p8uY3XUUmm6O1rcD45AI/+/l95DMF5udLzC9U0XXB/MIccwsLdLR3cPEF52JqBtNz89TrdWy7TmdnOy0tRarVCo2Gz2NPPM7Tu3fTqNkUcznm52epVKp0dXWRTlpUalUmpqYRuiT0fbR0iqmpSYIgVlnyfJejg4NcfcWlrFzRR8NxqNsOvh9w110PkMnlSabSjIyMUyrbgMIwJfdteRDdiNh85qmcunEds9OT3Hfvz58HuBUnjdWrV9La3s787DTJhOSqKy9j1fIuNm5cT8pQNGyPial5WvMJtj6xjaGRqRiBrCTtLa0sW97N6aedxK6de2lvK2CYJoPDk1xzxfmcu3kDK1f0AgEJ0+LRR7dx8613sf/gAHNzC/z8F2UCP2DdutUsW76c+7c8yPYdTxNFEYV8fD0Xk9XiM0ZKSRhGscpUo0GtUqa/fxm6DCgWsuzYvkBHextWwiKfydDb08vMzBSO62ChI6XEDwOIYh9kKUTMzZUaiYSF44T4IZiGjmma6LqLkDGHF5qT4aY5RBg9Q1oSUi5VyFJIND32C1fHVL/HJmxooqyFaLatFVqzUn8u5mYUhiSSCb7yT//Cyr4+Lji5D1PXcHwfw0qD8tFVgB46IDWkYZHK5nEbdfSkhfAE2bSkVpsCzSQwCizUJvGDiFw6Qbq1wKqNlzN3dB/K87BUhJA2QSOMOfKaj0DgBgGGqOO5PgR1VBCCiAg9BynASmUQQhAFPmGokLqJU54l39n/0h8OrwYQf8c+/OEP85GPfITTTjuNJ554grm5Oe666y6uvvrqV/ZYXmmecRiG9Pf3Mzo6uvRjeeSRR56zTf2d73yH6667jr17955QFPOxxtLpdJqnnnrqeSU4G40G73nPe7j55ptJpVK4rsuGDRt4+umngXj2fcopp7B+/Xp+/vOfn/BW+kuJv//at6iUbUolmyNHDnHRhedzx12PUiqXGBocIYzAMnVQIWEQkUwkWLtuJadsWsvCfJl7738Mz3MJwwDbcTh53Vre9Tuv59vfv4UwDCiXariOR1dnK0EEjlPjjFNPZv1Jq2lvb+enP78fy4i47NLzGTg8zNjENJZlsn3nHnw3oK+3k9WrV/PEk9vxPI+3/cabeHrHHjRdY8+ePbiuRxCpJrBHkcvmCJXCcV36+5exZtVKhkdGmJicoL29nanJWU5ev5p0Jkmx2MXjj29lYWGBMAxJp5OcedpZ7D54ENPQKeYzHDkyQk9vNyv6+6jVGqTTKS679BzWrVnF3gNHcb0GnuvTXkhz/8OP84PvfZNa7VcpTRBXhJ/81OfJF7IUCkWMRIapqQled/lFBGHI8GhsV9nWUuDgwaP87y99g40bTyGdSZNJaiStJMNDQ2zatIn+lV3cc99WfnL7w/T0FPjk//gjOtrzOLaP77tousYv736cm275OfMLs2iahpSC9rZWstk0nueya9fepWOTUqI1+bpxWzpGTi8KZkgh6OvtxTQNOjqKnH/O6UxOTjA9WyEKQ9auX0V3exuVWoODA0cwDY25+Vlq9TpCE+RSWXI5k3w2EVd1hoGu6TGn2POo1huMTywwv1ChWqniBzF3PVTx7z8IvNjnuJlgY4CXhqnrsdb2v5oXH5uI/3WCVihCBaWpCRbmp5/zXkkkLatX4ZXmqS+U+OAf/Ca/+/rzYwqWkmiaImkkAIHUDOwgIJHIkS60o7wqfqSxUPMYPnqATCbJqnWnMzM1QdIIMLwymVweMr0k0mmEH1KZHSPyGxDW0JSB7fsYRgqndJTA9TBbesGuUZ0bRjSlP9E1pJ4kiiKiwEM3LISmkenq54w3/fswNvjPEtVqlWXLlrF69Wq2bdvGb/7mb9JoNLj99ttf0eN4xSvjn//858zPzwPw7ne/m1tvvZWzzz77Od/7T//0T1xzzTUvKRHX63Xq9TodHR1Lr73uda/jE5/4BLqu8973vpfe3t7n3T6VSnHjjTcyODjIDTfcwD333MPAwMDS31taWvjOd77DlVdeiWmaXHLJJXz+859/3hn4Kxnbnj7EzMwck5NTpEyDp3ftIZEwMBsamXSGKAppNBokkwmE8Nhw8hrOOPUkHLfBI489hes6SCGQQmBqOhOTk/zkZ1u4/NILiCIwTQvPdTFNwf0PPU4qmWLv/iEe2foU7/itN3DuORu4f8tjPPHkTgaHxjg8OERXRxu6btDR2sH8/DyTk1vxfY81a1azf/9+5hfmWJiPE2gynca2HRIJi9B36exuY2Z2jnQmjxAwPDxGEAT85tt+A99zGBkZIwgUiWSWffv3MzIyTiqV4MwzT0FFIXsP7CWIAiwzyckb1/Lay84nkcxyeHCYQwNHWLu6h9GxUfbsG2Dn03tpKRZYmK+wYkUvt91+N7Va/Xmv9WsvvZS3vfVqQKPRcGjvbAW1nn0HjnLXfVu58+6H2bDxJF535QU0SgucdeZGnt59hMsuOY/ujgwqkhjWOrbv2kV7Zwu1hsPGTas4bdNaZufm0aWkvaONMDQJw1goI5tLMb8Q82Z9z2VycpKpqfjhEkUKXdd+pZIMgqBZEcfVqRACTdfI5bOUSwv4fmzEABGu62HbNfbu24dUJ2G7HrbjgIpnmoZhxIC7wEMpo7k/kE2VLD8IiCKFpglSqQS1ho1hGoSLnsfNVjaahooiwmNoSMdyixdDiJiyJKRo+iAvKnKFzTk1sRSlCImH0s8d0tBoKRbIrl3F0J69fOWfbmb96uWcvrYXEQaowCM0cuhWEs3QSIex6YVdniOQBg27wuzsHNlMBq8+T2V0N8u7+0i0dFKZGYGwAbVRSrMuSV3i1qqYmSxEGZzQRTeSRFoCM1EkUCVCZ57ArjM116C/txjTwYgwTBMhdaIwQDNM0ARG8lXw1omObDbLpz/9aT7ykY+Qz+fZvXs3hw8fZmhoiBUrXrn5/CuejK+//vollOT+/fu54oornlP1ZGFhgUceeYR//Md//LX2XyqV+OpXv8ojjzxCo9Hgvvvuo62tjYmJiaXPyWQyfPrTn/619tvf389f/MVfUKlUOHz48LNW51dccQV33nknBw4c4K/+6q+47rrruPPOO1m+fPn/NWDX3VseY/feI0zPzAMhvd0djE0uMDw0TCKRxPc9CoU8bW2tTE5O0drawrLl3Tz4yJMQQUtLHte1yWay1Co1lIoIAsUTO3ZRLOa55oqLMHQNP/A4OHCEUrnE8MhEc/ab4hd3PsDy5X0MDAwSoZPK5BFCY3R0mmQyzeTYJAJBOp2m0JKhXq+zrG8ZppGgWGwBFC2trRw6cBBNt+hfuYzS3DxTwQxKh4HDg+hS0tle5OCBQ8zNTVNoybN7z0EqlRpCCKxkCt3Q6OpoZ/2G9UxOzpAvFPjl3XfS2d7O0aFxpmd20tnVxaWXvoZM2mJ8bBzNTLNQKTM2MUOjUefpXTuZmzjC8wG3AJYtW8HcQp1CJo2p6wyNjHBkcI5v3/BjjhyZIFABWx/fRUdbKxvXLaNUqtHT1c7RwWEmJ018PyCby3Lm6ZtIJTRO2bCCt//mNRw5MojneYSRT6NRJ5NNokeSQiFNsZjjyJEQ4StqtSqCZ6pFIeLveTqdZnr6mQpR055p+S797oSgWq/ELlsrl0MUsX79BirVp2nvaMWyNPYfPER7Ryfl0gJeMolpmriui1IiVvDyAzw/QNc0fD92LYqr2BAVKkxdI5/J4LkhKhJL2yoRAZKo+Uw4FsD17FgEbQkUYbPVHgO04gWAICIikgICRaNWe957FYYhtmOTEtC7/iTq8/P8ry99nxv/4eOkdFBaFi+MSFkG0nfiuXCkCIROpATJRJJ00mR2YphCQsfAwa3N4Nfn0XQT3/fwGxUM3SREYlqSyK2TShXRzG6k71MuVzHSnaSSLYR2HSFynHrBWTiujRGVqVcmkEJDNxJoWhI0SRgFhE6d8uQh8l1rj/9h8Gq8aHzwgx/ku9/9Ltu3b6dcLnPeeefxzW9+k8985jOv2DG8osl4ZGSEO++8k3vuuYfu7m7WrVv3vMCshx9+mCiKuPLKK49r347j8LnPfY4vfelLuK7L5ZdfTnt7O/39/QwODlKtVk+I1/BFF13EF77wBd761reyadMm/uIv/oJkMslVV13FVVddxSc/+UkOHDhAf38/1157LT/60Y/+r5hXz80vUK/b2I0GCnA8sCxFKpGjUimTz+easzVoaytSKi9QKdfp7moll8uzZ+9+WopF5mYWyGQy5FsKrFi2nJ17d/HY1u1EIeimjmlIWotFVvX3s7BQIZtJkkhYjI9N0de7DN0wOHzkKKZpYhgmEsH6k1axb99BwjCku7uDIPTYuHE9hw4dYWBgEIirriuvupwzTt9ELp9n794B9h88TNDkyiopWNbXx6pVK3jNBeczOjLGHbffie+HJFMWhmHQ0dbJyOgYv7z/Udww9sUdGh3DbvhsfXwbF1z0Gk475WTuf+AhWrJJjh6eYNWa1fz8rgcotLRhN8Y579yzuPuXP8f37Be83jv2HOQv//qbLO/qou7Y2HYNpEa1bvP6a87DEBp33f8kP/7JPRzasJqOYiuV8hRoCRzbpbUlxW//xlUEQYjtOGxYvwpNhJy0djXdnW0U8mkW5ktUqzVsx+XpnYfZt+8wruviOM0Z7LGIYiGo1as07CqRChEqTsKmGVfWUkpM04wTfRAipU5HZzt9y3oZGRpmdm6eTNZibqFCMtlGa2srlXIFXddJp+NFjud5sWQlxFKXnkE9CjENgzCIwUau7xMEIamkiVICx/NjSUkZo7YjpdA0iVI6KgiIlGrSrf41YKs5724W06I5H16af2sCIVW8XAoiPOdXdcOP3V/gx7rTvvLoXLWK4V27SeigIihX6uQKRSKnhuc7uF6FUM+Qy+fx/ADXiwj8kHy+BeUusFBewPM9crk2LCkI/YCG42KYOslMBkOTBL5NozKFmQ4Q6KQTFsn2bmTgMD1yGJnMgQpJpbIIlcFzPWQULyqVVCAjfD9ECzw8+/k7NK/Gvy10XedrX/sa5513HkoparUa//RP/8QnPvGJV2z0+Iom429+85tcc801XHTRRfzDP/wDmqY9L4R8z549ZLNZ+vv7X3S/Bw8e5Ld/+7fZt28f//W//lc++tGP0t3dDcAll1zC6tWrT0gihtgI4i//8i955JFH+Nu//VtGRkb47ne/u/T3J598ktHRUY4ePcqHPvQhLrnkErZs2UImkzkhn3+8oUKfaqUCCvLZLDNTMyzMzbG8r4uWYo6xsXE6O9rQNEk6meDcs0/j6OEB9h44gq6bTRWGuNVYq9V4y5uuxkxYXHThKUxNzXL3PQ+zZv0aPDtg+Ok9EIUkEhalcgVnwkYIRUuxwKpVq3hq+45YzUkzUFFEqVLGMA2Chs/M7BRSN3n4kSdYmJ8HIhKJNIpYKez1V7+Ww4cPIyT4gduUThRIATMz03R1d7B3736OHB6k4di0thbo6+0lnU2zZ+8BbMfBD3zGxyYYGR6nUqtjuw6HB8fYve8A+VyGufkST27bGbdV73mYhm2TT8ei/QcGDuI5tReUIpSawUwpohzO4joO3R15ens7OTI4iE5EqVRlaGiCZMLkovNOpaWQY+vj26hWq6RTBUIR0d6xjNt/8UvMZCuHDx/hzW+4mM6OFjadvBoRhTSqZQLf5b4HtjIyNsvuPXuZm59DqXjuu6hGBU3ubRShEDHwpymcATEoMp4hxy1sAfT29GDqOl1dXWzbvpNarcaqlf10drTSaPiMjU+RySRJpbP4gcL3Q4SQRCEEro+vSQwTXD/EDyI87xkU89Ln6TqGIcjnLKSEclkRqZAwkISRT7NgX5pjP4Oi5lmt9jAEKbXme+KTlnKRl6yBJlhYeGFxDN0wKWQKeLNVtEKKbNKI5T2lwFcJTFlDRh6Nqk+lUSPSDGbn5ujqaiOfyyACD6c+TzqRYq4eInEwLItKvYKhciQSWdJmmkyujSjyCdwGMpKEwsWrTiM1E6TB/MgCQkgSCYlhJjCtFCoKYm/rjpU0yjPY9QUkISpQSKmIfC9eMbwaJzzOOeccPvCBD/C1r32N3bt309vby89+9jPe+ta3viKf/4ol4yAI+OY3v8nXv/51AG677TauvPLKWID+OeLxxx/ntNNOe9E2r+d5vOUtbyEIgqVtFuN73/seDzzwADfddNMJOw8hBH/1V3/F448/zlVXXcXw8LPVmFatWsXKlSspFApcfvnl3HHHHZRKJUzTZM+ePSSTSXp7e8lms4yPj3PzzTcv0Uve8Y530NXV9ZKP0XFdDh+dYPMZpzA6NkqpVOWM0zeybdtOFuYXMBMWuVyWlpY8rcUi5co8Q4NDVBsercU26vUaqVSShYV5oijEMFMMj40zPT3N6668mPu2bGVschYrYbF8eQfr169mdqbM1PQc1XIVhERokp/e/oumhKFE13WSyQSNRoNKpUJXVzuDw6OUqzZKPVPFaJpGNp8jCkN2Pb2Teq1KEATMzc7FOsMShFIQRdRqNgcODbBz935qtTqapth48mrsRonpmXGKhTwJMxbBOHpkEFCsX9tPa2sB0zLYtWs/41NzMZ/T9+nvX0EQ+OSyKTafcToHDx6k7jSo1Uu8EKVE002UniFhxr62Qmm8ZvMGLj1/I3fc9RQzCyXaO9ro7mxDihDPt7n40gu56abbSKY18tks8wslWlsLDA9NcOFrzuWUjRtoLWZJJXUGh2a49ae/pFKL/Z49VzE7N7OE7F6qiI8tFeM/LH5pnwV4siwTTdNIJpI06nV6+7qx7SoHDx5BSg2BxtNP7+H00zfhOLEsqYo0KpUKqVSK+fkZarVqczYdofsaUiYIggDTiJHQuq7F1Z2UGE1qnBARpqmRTJk4jgfE5hH4zwZpRccgq49Ntseea5x8F1W6QEjQdQNN12hUa0un/lyhwgi7VieV1ZEVG6fh4vk+c7WATDqFlcljhyEKk0gkKJVrqMBDBh64VWqVCpauIQiRGqStDJpmMjkzR3+fhQh0fN9Bal2EUiN0bFw/RGg5fG8eza8hNItkug2lNCK/htuooHyHMIpiz2QtRk8ns+2EkYdSLqgQAZRGdlNcvglN/79r+fefMT75yU/yta99DYDly5dz/fXX/+dLxj/72c/QdZ1rrrkGx3F45JFHnrcf7/s+d999Nx/72MdedL/f+973OHDgANu2bXtWIt61axd/9Ed/xLvf/W7e9ra3nbDzgNjK8Q1veAP1ep3W1lYuuOAChBD09PQwOzvL3r17mZqaIpvN8rd/+7d0dHRw5ZVX8sADDwDxg2XdunUcOHAAgGKxSL1e55Of/CTvfOc7Oeecc7juuuv+zcenIkW9VqW9o8DY+ATZbI4d23di6hLDNLCsJLMzU5RKZS6+6DX09HYyPj7J8Og4a1avZvDoIIEfoZTANAykhHrdIfA1fvj/v4Pl/W1Mz8ziB/DoY3sRMqIln6WrsxO70aBmN+LqqImK1XWdZcuWEYYhURiycsUKDhw6FLc5j+GRJhIJwjCkXC4TRRGhH7L/4GH0ptawpuloIp43LgJ85mfn0XWDdDJGnlYqLuees5lbb7sdKats2LCe0kKFIAxYuaKXnu4Oli3vQUpJLl/gtp/+kjCIkEIDFZFOJlje18vo6DhzC2XmZ8ZxnedvCwop0fUErYUCCVOy+fRTOOO0tbQUElQaLmEQ8NrzzyLXkuPp3Qc4ODDEm173Wqr1gJNWrSGSGqtWdHN4YIC5co0/+L03o2s6Bw8NsnxZO71dHfz8rof5xrduwvddUPFc1nFcBLFgjud5zdZvXDFGTXoPqCUU9WJIKUhnUvT09DQdperMLyxQq9Zx7ElMw6CrsxXPDxgamSSfTRAFEQiFpmnMzs7GdKgwaJpABFihiWUk0KXCSui4nkPdtjE1Pb5PxIkzEBFKgWWZpFIWipAgConXVrE+dYSCqAnUEov/H5Oam9Xy0vlocctbSomuy/hzouemny1to+skEwkE4HshiXQeIQR33LuV33nL1UgrhVdzCKhiu2V05dHVVUCqOk49IKFrWAKkaaBUHktEaGhYmqBhN6iUS7TkW5kfH8ELfELNIPA8sqkMiWyRyvw0euiiy2mEMNGEwsy0olI9aPYMwikTehGRiq+NLiEKBegGSins6vyr1fHLFF1dXbznPe/hO9/5Djt27CAIAo4ePcrKlStf9s9+xZLx9ddfzx/8wR+gaRo33ngjtm1z7bXXPud7t27dSqVSOS6e17e+9S2uvvrqZyXiIAj4nd/5HdasWcNXv/rVEw6i+uM//mOq1SqZTIahoSHWr1+PEIKxsTFaW1t5//vfz4UXXsgll1yCZVlcf/31PPDAAyxfvpyPfexjZLNZnnrqKa677jre9ra3sWbNGubn5/nEJz7BV77yFW644QZ6enro7e1l06ZNv/bxhWHI7EKV1f19HDkyjKVb5NJJTt6wmlrDZXxsnHXr1nHowAAHB44wPzODlTApFgtUqiUSyQSZTIYzzzyZfXv2o2kGhC6N2gLXvuEKQt9nYmQmttlL6FiGie047N63F9u2MS2LRMLCtT10KdGkxNAla1avptbTQblcp95wMAwDq2k839beTrFYZGJiguqiI5IUxC62cQRBsMRLXXxNolFsKdLe3k6pVGJ0dJzDRwZxXBcpYO/e/SRTCTLZNLMLJeq2w4GBI0ghmuhrYotE4s782WefTTJhcejoCLVG45jZ46/KKgIoFXHS+jV88s/eiwo82tpasSzJ5OQ8O3bsJ5vLMjU/x/jMBK3FLOvXXsJF553BwNFhctkLOXhwEKUC6nbAm950EUcOHSadzTI6Ok4h/xoW5g5yxy/uxvV8VBigiGKOfvNQPM97NrWnCcwKggBNk0vzLtHkAKczKVKpVDN56XR2dlAu15gYn4qvpyaZmluI57y1Oi2FLLquyGazDA0NMTM9j9Qk2Uwqln5UiiCIUfmphInrRARRGCdqBaZuoGsahmVg21XCEJA02+QC0EBETU6xQJNaPB9uoqOPTca/SmmKSW9SakuALt+1Cf3gRX4hTfETKdAEmIkcZ519NnuOTCKERuD5pHMp/IpDuq0d32tQry2QTpgxcj3wSWbzNBou6VSSRDIHhPSlEth2nVwuTa06hzRS5Isd2KGg0NmBXa1jWRYJvYfS3HSM0HZsJBGy7GGGPpqQzQWJi6ZpeK6NZhhIBChJoFTT2/nVeLniv/23/8Z3vvMdbNvmrLPO4hvf+Aaf+9znXvbPfUV4xoODg6xbt47BwUG6urrYvHkzLS0t3Hvvvc/5/q985St85CMfaVq2PT9HYf/+/WzYsIF//ud/XuINQ1wtv/vd7+bJJ59k8+bNJ/x8xsbGUErR29t7XIl+fn6ef/iHf+Czn/0sH/7wh/k//+f/PO97f/KTn/DmN78ZgFNPPZUdO3b82ouJgwND/Oifb+PA4QEqZYfQ9ylVG1TKZVat7uP8887lwQe3sWPnbi44/2x812ZsdJw1a1dTKlUYG5/g5I3rKc/PoKKQZcuW49ouBwYGmJ6eIZFI0r+ih3y+hb37D1Iul6lUynieh6GbZLNpAt+jpVBkcmoaw7KIVEAqlef33vlWfvnL+zh89Ci6rpPLZEil0yAElUoF0ax84Zl2paD5IF78LjRnnc2BIh2dnQigXC7jLCYnFVNqerq7ME0D1/OZnJ7FNOPEWylV0KRENwxMK4FpGqxa2cMZZ5zKxOQ827btIp3U2ProL/E993mudJyg/+7vv8y1115DeX4BU0/i+R7jUzPMz5VRUqLrJvV6jWJLC1Hg0tXZSibbwoGDh0gmEszOzpBI5hkeGcV2HNaftIaEJbj/oSd5+OFtHBkcIoqAMEIREqmwyQjSloQ8pJRLdB9dxgkjlUohdUmxpYXQj+lQ7R1tTX/hiFQqhQKGh4fjdrFYpBRJdEOjtdhCZ2cbQkAyYTE+PkHgxxVyGPl4nouUklTKIptJkU5amKZE6oooCpCAJiSpVAozYVCr2VTqHq7n4noh9VoDxwsIgwCUijsnUZyIlYqr8bgVLZ614HjGglGi6QJd15rVscJx6hzccxDHfm79cADTslh32tkIKUglLJYtW8bE8CBPPPoQ9//Ll0nqJigfvCpRWENFfuwSFUU4nk+oFJlMAaUklplF6EmkIWgsTBP6LmHQQNdNzGQrgRKk8h20tXdQLc9ydOgwna1tOHadtCFiww0RxZqgceO7eX4hCkkQRUjiv0ldAyS6ZtK16bUU+0973nN8NV5aXH755dx777309/dj2zYjIyMvO5DrFamMv/GNb/CGN7yBnp4eHnzwQXbs2PG8iRhiG8NUKvWCiRjg29/+NoVC4VkgsCAI+Ku/+ive8pa3vCyJGHhBXvJzRbFY5I/+6I/41Kc+xRlnnPGC733jG9/Izp07ecc73sHOnTtZvXr10pfieMP3arzp2kuZnD2DH97wz+TzXeTzrXT3tPHQg48zOjjMqZv6MU1Ip1LsOXKIQksLlmWxbu1a2tsL1GoVygtl2toLFPJprM4ifcvaePyJ3aw7aR2GDjue3kWj3mDZsj5mZy3m5ubJpDOcecYmwshhYaGO74e0thZIpiz2HTjID274Ibbjo1R8rxbRvVYiQTqdpl6v09LSguu6MZ82iujpjm39DMMgkUgwODSEbH43giBgZnYWy7LiCiIIlqpAqWn4IVTmy1QqVXzfp1FfbN8K0rkMpm6gIkUyoVOp1LjrzgfwfJ/u3nYWpkfwveeWVIyjmSDCkD17BxkfG8H3FTOzFXKFAp3tRR57bBsTk+Nc9trz0XXIFVpJZ7L4QZ2OjhasRBo/glwuw/DoCDPT8Wx87dqVbNmyldGxSQr5PAvzC0TEySkK4s+Nojh5pVIpVFMO0rIsXLuBrkm6ujpZtWYVAwMDhH5AImEhBbGtomHh2A5TMzNxIm6ejpCSdDpNKpUgUiG6YbKwsMDMbKwNUGzNU6vVIJTH/D4FrufH7krCIG2Y+EFAiEIzJaZlxIpSloHlh9Qb4ZJjk1ARKElESETcnYi77RJU1OyEyKVFx7FxrHymIiJEYddsXOf5Fk9LW6JJ0AxJoZBDlwLdtPA8nwee3MM1F52FDBzARoaxnWEkNEJpkEomUMonch0MM4lQAZHvEHgu5YXZWBMbD1M38D0HaZiUnWlCu51Mtkg6mQQVkEpZhIGDwo8R4EoidBPDtIhtMzQQoIUBrlNuUsQA4t9EbXb01WT8MsZv//Zvc++99zI4OEhPTw+33Xbby2JUdGy87MnY932+9a1v8e1vfxuAT33qUyxfvpxLLrnkebexbZtkMvmC+52fn+drX/saf/iHf0gikVh6fWpqisOHD/OJT3zixJzACYpisciaNWv4/ve/z7ve9a7nrXallJxyyincfPPNbNu2jU984hNcffXVPPHEE+RyOQCeeOIJBgcHcRwH0zTp6enh9NNPJ5vNApCwkszXyvxiy5P096/jHW+9giCKuOuXD3HVZeehSYtEKk06neWX9zyGEBoDR8eYnpnD90Pe8uY3MDo6zuzCETK5LAcOHqZcadDX18lZmzcRhfDAI08wNzfP+eeew+jYCJVqBcuy8AKfkeERHLdOo+ERhYK5+Vmi2YgwiAgNiabpWFaCXC5HOp2KzeB9H9/3MQyDZDJJa2trjIptPoCXL1++lHgM02RkdBTXdZcexmEYLrkRLVZYuq4zPj5+zINcoemCVCqNlJK2tjY818V3XQzdYnJ8hjBS5Fpy2PUKRw4P8GJawKlUiunpaYpdfZy0bg0jI5O0FFtIp7NYSZNLLjmTQwcLnHfOmRi6huOGDI+NkcvmmJypMzk9wuqVnbTkUvzu29/I9qcP8v/7m3/k9ju3MDO7gGFKSuV5gjCIJR9VhJDH2BCGikgFuK6HikCTkkwmSy6foqOzlcOHD5NKpah6zyhcWZbF3FwJqWm/4kAVRRGu65JMJQiDgLm5ORqNBpqmUSgUQAja2tqYnJw8Rmc6NmoIoyi+l16AlBqarjBNA8MwECIiigQJM16A+b7TPIemvSeSKHaMWPodhDzj3iSbQh9RxNK9lFIck5BpLvB+NWn/6xBNdHc6lcLSDarlMoYWV9f3Pbady89eh2rMoym/qR0ikQK0RclNYRIZoCKfwCmjhE4QBUih8LwAUKgoRAgFoaRhezTceTwvxDKSiCjCc6tEYYDtKDLZNJHUEEJHs9JoaKhIgRSIMMAgIPDsGBwoBEooEK9qVL+c8Za3vIUPfehDBEFAKpXi+uuv/4+fjH/yk5+QSCS46qqrmJqa4t577+Xb3/72Cxo4Dw8Pvyiq+Itf/CK+7/Onf/qnz3p9y5YtAM+aIb/Sce+99/KpT32KtWvXsmHDBlauXEl3dzebNm3i1ltvZWhoaKnS9TyPu+++myuvvJJHHnmEHTt2oJRibGyM3//93+eMM87gtttuY2pqilwux49+9CPe+c53/spndnV1sXv3brLZLPOlEo88up0t9z7Im6+5nKmZEp2dBX7jrZdzdHAEw8xxz70Psv/QYVLJBFFok0jocUI1EhweOMLRoSE6ulvIZPM89OCjhJFCN0yymSRnnH4K5VqNxx55ki1b7kdInUQiiYpCgkCRSuVIpjIEwSzFYoHp6Wls26XQ0hIrM/k+GzZsQKkI27YJgoBqtbokN9poNDBNE9M0UVHEWWedxcGDB7Esi+HhYcrl8rOSbjy3DJoG9nFC0DSNXC6H4zhLbe/YKjBJf/8KUukUa1etYMfTu5icsJmbXyCXy2OZOitWddOSS7HlnheXw1vRv5pVazewacNqnnrqaeZmKmzefBqpZIJUxmLD2j5O23gSmiaplKtMTk7jB3DLrXdx+WsvxdIjTtmwChVGjI1M8Y9f/yEjY9NASBQFsTVhECCEWmpHG5rWBNZpOJ5L4Md2iJqhkc1lWbt6FbNzU8xMz6CUZHZmLp4jux6HBo4iNS2uHo8BzwFL/N5FEF0ul8FxXDzPp7OjQCGXxbFtKpVy8zrHACPf9xFSoesC0FEqJGlZpLMJhBLNlrFCExqaUCQtg9CLkcEN2yEMYwCdpkkC3ycu0VUMqmvOKaQSRFFsUqKUbFbQ4hnBD6VQEURqabDx/DdNRRimhZWwmjNbgWbo5AoFhkYm8Ow6uoAwEggVIYRaEhyJlEJpAicIEKEPQYSmSaShE0hJqVJDk/H8O4hCsnlJJlfATKYREgxdEQQ+YQRS6iTTAj9wsZIZVOjh1V2kkAg0hG4i9SS6VUTqLgSNeG0qBW5tAbdewkoXjvOp9Gr8OtHZ2cmb3vQmbrnlFgYGBhgeHmZgYIA1a9a8bJ/5sifj66+/nve///3xqvO++wC45pprXnCbbdu2vWA79/bbb+fzn/88H/vYx57lJayU4q//+q953eted8KT8eDgID/4wQ8YHh5m3bp1bNiwgauvvvo51cP+8i//krGxMWzb5jvf+c6SsQTAn/3Zny0l4kOHDnHNNddw5MgRrrjiiqXrYxgG2WyWv/mbv0EIwT//8z+zdm2suHPTTTdxwQUXcNNNN+E4Do7jcP311/OlL32J++67jyuuuJKf3/0Qu3cfZuPafvKFDMWWFAvzC7S0tDA/XyaVVTQch6nJeRCSKArwHYeuznZymQK7du9B0yNyuT42bVpNuVpmbnaBXbt2sHz5MsbGx4hCD8dtkE5nENIgkdJJpBK0FlvZv38vTs0BoahVq2SzWZYvLzIzPYvnh6xZswpT10mmE0QqoJjMY+o6uUKOcqVKpVzi0kvOZveug+zff5Sho0N4rsvq1cs47bRN3H//Q7ieS6NhMzM720zKzwhe6LpOoVAglUpRr8dIaCEEpmmQSqUpFltIWAYnrVnN0MgEYajo6Wyn2NYSu+Mowc9+cvMz1KDnCSkl7W1trO7vZ+eu/axctZbV/T6WZdDZWUCXoIIAKSAKI6SUpJMWjbkS609azdhoLIepwgAldG6+7SccOHSUMAiQMq72UQrTMJcqUE3TMHSdZb19HD5yBN+PK14EWAmTlkKWM888jcOHD6PpBg8/spUwDPH9WEDC8zxM00IsgZ6e0Xte3P8i/9hxXMKwQTadRgpFvV5jZnoORfCstnEQBOiGQNdkfByWSTqVIvS8psCIRhiGuF5tiQNt6IJIxQCzIHjm/kmpNWff0dJsWNLU1pYRKopitLhSCESMoEZAGEIUMTU+yot1M6TUSZgmgR9Xs2bSRCnQdB3X8xEiJPQDRBgBEVIoIKbrKZqWowqE0FGaAhERRbEmtpKShJnAtAwy6STphIFu6kQiJEQj8O3YFENosU2jFOh6rAtQq1eAAEuLz0lpFlJPY1hJNGGh9AyKiCgKcBpVAqf+ajJ+GeN973sft9xyCwDt7e18/etf5wtf+MLL9nkvazIeGBjg/vvv53vf+x4Qt1dXrlz5olXv4cOHefvb3/4rryuluPnmm3nXu97Ftdde+yvUqDvvvJPdu3fz5S9/+cSdBFCr1bjwwgupVCqsXLmSH/7wh9Trdc4//3xuuummZ82QlVIMDQ2RTqfZvHkz27dvf9a+Pv/5z3PPPffw+c9/nk984hMIIVi5ciWHDh3iIx/5CJ/73OfQNA3f9/nKV75CT08Pv/Vbv7W0/czMDI888gg9PT3P2u91113Hb/zGbzA+MUml1mD9SWvZ8uBW6o0n8L0ylYrHhedtpuEE3HTbLbzm7M20XpPnl/c8Sn/XKhJmmvb2dhqNOt1d7RSLBWbnStxyyx3096/AkIorL7uCWq3MhRddxe5d+2kptMTzQ0zMhM599zzA9PgU+XyGlcv6GRkZQSmF5/vMTM9imAadnZ1xcooCygvzrFm5jLGxaRqNOq2tRQq5FKeevI6ZmRky2RTrT1rJ2edu5NDACLpmosuI5cu6GBmdoFqtNdHYQZOfGVdXhUKBRqNBrVZDahJTxq3SYmsLqVQ80vAaHg8+/AQL5QqdHS2cdtpJpNNZHn9qN6Mjw0xPTr7o90IgsawEPV2d5HJp0kkLBJQqFaq1GipU7Nm3n5Wr1pE0dSqVKuVSlYmJOfpX97Ksu5Vaw2H33lFmFyqMTZZjw4f2IuOT4ygVUsgXqNdrTXS0RiqVwnFsRsfHsN24xazrOoZp0NvdySUXnc9jjz1GpVKl0FJAkwoVQmtrK41Go9mRij2MF3Hqi6hlRCyskkqm6OrsIAyDmEYmQdMkjUYjFoLx/LgalBqLkpSGoS+5JmWzmeZCRhKqAM/18Jo+0Iv2iUsIarnYbg+WFgFCSISMq95Yizqu2CWSSAbIaFF9S6ELidRiXnMQQBC8MK0JQOoatmtjWjrZVDKmQwURURgRhQGB56ARxWIpalFsxEeFUayLDYQRhCp2qHLdEF1XaEJHIPHCABEIwsBHCJ3AdQlwwTCJz1CipEAQEEXPzL2TVoK641CpNdA1kJqHEi6Gq2OZaXQzhZRas4Mhn80pfzVOeFx99dX09fVh2zZjY2N861vf4jOf+cyS5eiJjpc1GX/zm9/kTW9601Ly3bZtG2eeeeaLbmfb9q+0sfft28dHP/pRfvGLX/C2t72NG2644VlV6Uc+8hG++MUvctZZZ3HxxRef0PN46qmnGBsb44tf/CJ/8id/QhiG3HTTTbzvfe/jc5/7HF/5yleW3iuE4L777uPKK6/kxhtv5NOf/jSFQoFSqcSZZ57J3NwcH/7wh7niiitQSnH//fc/5/FalsVHP/rRX3n9f/7P/8n27dtZtmwZLS0tJBLx7PXMM89ESsn3bvop9zy8ldddeh4f/MO38e3v386hwTmKhTyT09M8/Mg2tjzwOOVynWR3J1e/4UKmx2ZZvqIVTUj2HRhkdGCSufl5qpUGUoMdO55mWe9yfN/hiqteQ63SYHxsnEgJJibHufCi8+ns6CKVMKlWS0yMTzA+Pks2m2bN2pV0d/VQrZRY3t9LudQgUoAK2LB+DXPzJXr7+njyiZ0IEXHG6aeRMi3ufuAR0uk05527mdNO30D/ihXkc2mW9XQxNnUKP/rRj8mk05TKJebnyhTb8riuj+sFBEFAMpUkl8tg27GMZTabxa5V2XDSKtLpLBPjk5gJydvefDUp08ILXOZmF+hoa2VuZpJarfyi3wspdX73nW8nnTEIQo2tT+4kncnS0VpAFxENz6PeCHhy2y5QzXa6p9i2bQftHW24rSH3P7SVTCbPgYMHeWzrNlKpNKl0inQ6hURgNznbvu8vtfETiSS23TgGRa3o7OxgWd8yhgaHkZogk8nR3taObdcZH5smnU5TLpcxTRMpJUGgLbXvlRJNWcu4otR0jdn5eQhD8vkspmUAArvhUK/XMAyJEPFvT9cNhADfD9D1gFxbK5aZYL60gKHFWs6O5+M6fpOrDKauo2REpMXals/iEcv4Nf0YC8RFzrTUJHLRAULFCSnmGceJs7pQRkUvzr9NplLouiCfScWAuCiWx1RR3HKuOT4Zs0mhimKBmSAMUCKKZ9wIwmYl7PsBrhsQAaEPQhqEUUDdcdA0SSKpI4QkCALsagUzmcIwE4hIEIq4C7CIglcqIqGb6GlJvWajqQglXKLIIfQdkspF102UkEhpUJ8dJl3seeGTfTX+zaFpGtdddx1/+7d/S3t7O1EU8eMf/5h3vOMdL8vnvWzJWCnFj370I7761a8uvVatVpfarS8UZ599Nn/+539OT08P/f39fPGLX+SWW25hxYoV3HrrrbzpTW961g+4VCrxxS9+EYiT8onmFV988cW8733v40//9E85fPgwW7ZsYdeuXQDMzs7+yvvXrl3L7t27AZ5TBvNrX/saDz/8MH/8x3/8ay8crr766uflXyul2LV9gNdf+lpuvPFWbks+yOWvPQ9Pz7NuXS/FljRHh0dpKeQJ/JDQdtm8aSP+GhffE9z3wGPs33cUu2ETeD6e5xFFPoWWAsXWFoZHxnh6xwEK+Rytrb3MlxbI5oocPDhM0srR3dXCeWedjBCSBx/eyqrVa3jiyR0UCjnO3nwyxdY8IEmn0gyNjPLwo0/wW7/5JrZseZjzzzuDvr5ODCtJaz5DRIiVsGhva+XIwCCO73Df/UMcOHiYbDrD9MwUmzefjpWwOOmkdQgJBw8NkG8pMj42juPYtLUVcRyHIAhi9SgrgWGYDBw8wGWvvYRqrcLk5AwzsxVOPXklK1etZmLrNqanRlBNOskLtTyFCEmnc0xPlRkdm6JQaKWzo43JyTGGh6t0L+ulo6MVQsXWbbtYf9J6hkdm+M3feDObNvZRt+v8/Bf34DgSKQJWrFhJtVphemoKx3HQpcS27SXgmu97sfCJJgmCsNkJiEVVqpUqO57ejes6JC2LlpYW2jtayWazhOEE1WqFZCK2OKxUqzEf2YgVwxCxytViV77RaKBrOtl0hq7uTtraioyOjtOwG0uyk1LGFfmi0EgiYZDJpCmXq9i2HUs6ZixK5Vqs06xLZBNBj1Mlnctgez6ICKnFlfcz11WyaHYhpUQRLVXnzXcghYbUZLOdHR/D7Nzcs0ZCzxf1apVcLoeUMWAtCCI8LxYx6Shk0YiIglj0RqkQFcVOV0EUEiqJFyn8MMS2HZoTAnTDRNMEPpAwTaRUWEkLN1RAgIhiXfAo8HGFIBISvXnRwygEAbpuEoYBQRggNEmt1sAyDEIdQg1w6qQSGkiAgIXx/bSvPfeEP+9ejWfive99L5/97GdZt24dO3fu5Ic//OF/vGT81FNPUSqVuOKKK5Ze6+joeJaDzPPFPffcwxVXXMEHP/hByuUyGzZs4O/+7u94//vf/5wtgkWRiJUrVz6Lb3yiQgjBV7/6VTo7O/n6179Od3c3t956K8uXL2f9+vXPuc0LaVH/y7/8C9dff/1zVr4vNU47dRX3PfAoDd9noTrDrl0HqHsBsyOdFAspVq/sJ2GZlBsuy3oL7N53kAvOOp0f3PAzdu09RF9vF57byvTMNMuW9aEIqVQqTE5MMDkxg64nGZsco15zaWnJ8ba3XMnA4SFsu0YqrXP46Bia1OlfuZJHHn6Cg0dG0M0Ue/Yd4NxzzubMs05mvlzj0ce3s+/gYebnSpyycR3FYgHb9vnJz+7ilI0b2H/wMFGkmJ0tcXRwCD/0ETLmvrqui2laOJ7P6aefwujIGKOT05RKVbq6k7S0ZomiLOl0klKpglAS0zBo7Shw9OgQnR2tKBWxfMUKDg+OcPToIG963Wt5+PFtWKbOju1PNnPwC88e84Uidz/4GOWfPsTatatZtqxARMTOnbu56MLzAcHq/mU8vWMHZ52+lr2HRmlpbaVQTDI9s8C9W55ERSaWqTE0NMkZZ/RSr9dpNGzy+RwzMzNIKSkWi9h2AzBYuXIlrutSKpUplUpkMhnCMKRerzeR6CnK5QrZfAuPP7GdtatXIgSYuqSvZwWDg0MxMhlIJi1c1yUKFUSLTeuYbqRJ0DRBo24zFc1SqdYQSiyhm0GQTCXRpMRxHQqFPLlclpnpGRplBysRV9P1ho3jumjpBIahIaVJJpFEiIhUQuL5PqGM/arjg1AIqYESGLpASkUQNdvUssk7XkRYi6YOJkCk4jnrccgmJFJJklZMUQKIQp/ywgLVSpnTT74I3wmIZIDQdGKakURGgiiMCAKXUBNITccwdQLfRwqJpgmELvF8HTNhkUzFlD3fi1BhgFNvYGhgmCZ4PrqZINAki9rbQkpCP57Fe2FApEIiJZpoeYWmBEKGCBoIoSM0DaU/P5f61Tgx0d/fzxVXXMHY2BiapnHnnXdSq9VeFq+Bly0Z33zzzbzxjW98VvIMguBFKUsQt2jPOussHn30UT73uc/x8Y9//AXR11/84hcpFAo8/fTTzwmoOhFhmib/63/9Lz7zmc+84LEcT3R1dfHJT37yBB3Zs+Nnd27h6PAYtXoNESkODhwi9EOOHDhAGAYU8gVy6QQbN63hwZ9sYU+hldAFJQT1WgPL1Fm1ag3Ts3NYiTTz81NYlkVrSxHbsanXS2SSFu3FFjasXwVC8OY3X0M6aWCaBocHhhkeHUUzTLpX9LP30BEmp6YgijhwYB933HkXpq7R091NFMBjj23jsteeTyqV5t7772Xv3kPs2zdArdqIAWq+h6ZptBRa6erqoK2tiGHqmJrizW+6hnK1zq5de8hlsnR0dKEU1Gs2tVoNx3ZIJAxO2bSOS84/B00qsvksE1OzBFHA1id2s//QEVoKaR557GGy2SzmsSXii0Q238kdW54m9CVP7j5MT1ceDY1LLjyTh57YQ3dHkT2VfWRzBRLJDNWaQzYXcOvP7uHQwDCDg1Pk8gnaW/NMTlq0trUwMHCIYrGNlmKOmekZhBQUi0Xm54l5wlKSTCZxm7rPjuMsKXLlczlK5TJKKaamppACxsfHaW9vp1arsn//PiwrSW9fT5NK5jWVsmLuqmzOcKWUpFMpgihgbmGBdqODIIziShSaVCWJZZpouiSVTiKlRhSB2+RlCyFj3+ImxSeKYrS7rut4KkZW266DFJKkESEihesLFCaaFiOjPd+P58Ga2VwpqGYiFuj6Igo8VmMLwgDHfWFnrcXYuPEkpAxQEQQK/EAxPTGGYRqcffpq/DDCDxRe5BFFoBtxha4DCIVpWhiaQSgk3qIEaaSIvJCEaVCp1VAijabF3s5eEOJHCs8LMQPQTY0wAtMyAUXUdKGSCMIwIghDanZI4IVoWb25JpT4gSKMXITwiELwolfcAff/yfiDP/gD3v72t7Np0yZGRka44447Xpai72W5m4tAq7/+679+1uvj4+Ocf/75x7WPT3ziE3z4wx9m1apVL/re733ve7z3ve9d4tm+nPFSE/HLGT//5f2EQUB1oYJSioRlkjAtlKaYnp0B4lZeKt3Hlocep1JySJoWQ0eHsZI6PT3tTE3PMTo+gmXpbN/2FFKLZ/iogLb2DpKJJGOjw2i6QaQihsam2LP3EBdfeA7r1vSTzabpbMuz+exz+Pb3bqJWq3HkyBEy2SS7du9j3YY1XHnFJWiaYNnyfh5+5GHy+Qxzc2X27tvP8PAYra0tsbqSptHV2kU+n6e7s51KucSy3g4uvvBscrk0c/MlLB3e+IbLmJ0tcfDgUQaHR2grFiGCTCrHxo0red3Vr0VEsY2d5/sUWjsYGBihXGvwW2+5gjAIGRocpH95K7fce2+MYn7REJRtgSREKh9fRmzYcD5btz7Ft2+4kyAK6G5P09/bRk9vJ9PTJdauX8t3v3cj5XIdLwjo6uykvaOFqfFpOjra2bN7H7Vajba2VkaGx2K0sZTMzy+QSCSwGw1c16WlpQXf97EsC9u20XWNSAoqtSq6rhOGEaBIZ7JYps7y5b1MTc1imnWKxVbKtRKNRh27YaOa1eSS5rOIZ2VhGBIJkCqiWquRSiapuO4SlalQKABxmzeTyWBZJmEQoOsGqulvnE6nsCyDKPRJJS0MXSAkCKnhuAFhKIgUuL4iUBq6JggXK2QAIZdm4nFCh0W97XjREL9Nqfg7Ojc3f1y/k0MHB2jv7SX0IzwvxPNDkAIVKcq1OsrU8QKXpGmSy8RzekREICEIQzKaiSRo8qRjsKXrxiOEqCkFWqvVSCatJaqYbpm4ysFXisiPYlMIFaFrkjCKOxNEikBFBErDCxV+ECIcF0uLCxkrERtDxHNuQa2ywNiBJ+lbf/bxPSBejX9TvPnNb6azs5PJyUnK5TI33XTTf5xkvHv3bsbGxn6FwnTVVVfxd3/3d1x99dUvSqBuaWk5LtvDffv2MTs7y3nnnfeSjvk/Q+zbd4ADBw7GP/AwwnHi2a9lmUgh4kol9DlyZBAhBNlimr41rRw6cojOjjaOHh1kbr5ErVanvb2tKTWo47oOnhcxOztLab6MaSVIpFKUqw2S6QyHjxzl7M2nUKuWSSV1Ort6+Oa3fsgDDz2GEJJkMsHYWIUwjDg8MMRPGr+kva1Ab18fvh9y7/1bscwE07Pz5HIZenu6icKI1vYWhAannbIRQ9ea6GkLgcBzPYJIkU5nWL5iOZqmsW5tP7JpaFCuNVizZg2OU8MyDY4eHmVFfx+6nuDxp3ag6zqnnbyKMApJJJOsXbsWIUL2H9h7XK1OKXX8UGJGAeeffxal0iwPP/wIfhAQhHbM/dWKDE/MMj49j+8qtu08iKYbNGwX09QxpGLkyAjVeoP+/n4mJ+exrASzswtYpoZpmHR0tFKr1aiUKrQWWygUCnHXQwjq9Rq5XBbP86jVYwelZCp2qgoCH9dxedPrLwcUE1NzBFHE2MQ4tVptiYutabGvsdQW7QsVRiJBEEUkdANLNzGlRhRGsRJWGOs+u65DEMTzanLx98TQJaap47ohggjf81CRIptJk8+m0TSF7XhNkF1EqFTs1askmhQIEcat5kjDDyOkCFjZlWGu3KDhx8Au2dS11jQNKZsD2yiujlV4fB0NhUKFCj+I8MMQzwtJZvMEwSDzsxV616+g7EryyQQ6oCeMWPFNKbwgwvY8wlBi6DE1CViihfm+h67rzbZ6vGCNRLx4MFNJVBDG+ttS4gchnu/F6HQh0DUNV8VGFpFQKE3DdQOkYaCpGEBnWnGlHDO5JLXKC9tFvhovPSzL4pOf/CT/5b/8FyCm1h6PMNWvGy9LMr755pt53eteRyqVetbrn/70p/m7v/s7tmzZcsLUTG644YZfkcT8fzWCMCRa5EZqglQqi+d4TTpJjNqMuRoRSoSkc4KBw3spZvqYmq5w5OgQuh6r/0xPz9LT3c3k1ESTLrLojQsREdVqhSAMqZbLFHIZntq+M24t2w3mFyo8+thT1OuxyUKj0UDX4wdoGPgMDQ8zMTHO4OAImm6wdt06du/ejRCS7u5O3vPu36azswWpCfbtG2DFihVoGjz+1E4ee2Ibju9x6ikngdDwg4idO/dQq9Y455wzKbbkKJXKLF/RQ8P2UIEikU6ybs0qbC8W31+3uh/f9+ju7CBUAWGgGBsdZ/uO7QwNDR7XtZaaTiqdwUpoDA8dbho4eFRrToya9gPGRyfo6iwwM72A58UVk5ACw5D4rsvY2CSu66JpgqGhIUqlEul0TDELg4AzTj+Fg4cGaG0tMjszj6ZrmJbF2MGDpLMZMpkM9Xo9Fk7xA4QAx7Hp6+1B0yRDwyPc8Yu76evrpVqtLUmKLgp9LIKdDMNAk5JEJo2UGp7nER4jplKr1ZZQ6WKpMaSW3JKUUkRhiOvahGGMmkbIJi1KkkgY6LrEkIJQV5hmglrDxg/jVqyUgqiJNhdCIKRC0xVRpDE60yBEohSYhrYkfhKvl7TFzjWObfOiYh/NWHfSWjQR85R9P4h9spsnFvoBuoSMHouqKJr0puacWhc6Eonn2tTtKoZuUEhnUCpGRmta7LAURjRFURQSDRUSz7x1SRQpaILAYs1pA9UEbkWRQhNgqQhd06g3XHzXplhswXV9oiYQzPO8eEETvJgpxqtxIuJ973sfX/jCFxgcHERKyV133bXkIXCi4mVLxn/2Z3/2K69ns1kuvvji4wJxHW/cc889XHDBBS8b9+s/SoRhSBgoTNOMPWiR1Os1NGk0PWVNErqB3ajFD4lIUJoJQEVMDe9DKC1GcgZgmhaapjE1PQmIJSEIEARBQKQCgiCMW6JByPT0HA3X5bHHtxNjX1VcFaFALSJWFWEQ4ns+iFggIvbHTTf9cn36+nqRQnDn3Q+QzabpW9ZJo+bxwx/9hHPP30y1UiGfz9JSzDA7u0A6mUVmItauWUVCl+iGyeRMhdmpGfpX9KILDc/1OXRoENO0SGcSKBVzUl1HMDE9j+f5JK0EwyPj/OAH32+2eF8sBGhJdN2gt6uNWt2h4bjU6zau56EJST6bIJ/Ps3xFD9VyjWQ2Tak8jxQSKXVCEVBvNEgkrGYnI0RILZ4HOzYzs3Okswkc16VarVKrV/ADl9n5eYIoXErClmUu2SguCmaMjU8QBEGcrG2Hnbv3o2nas5LwYvUfRRFhGJK0dArZLEop5lwPwzQJVUTaslhYWFhCN2syBh0FYYCQkEwlMAydUrmC48QJWzbnuJommmYfEX4QoIREb8pOChU1lcViTjEBzUViFMt8ND0Ug0ChRNREe8eJWjXtAxdnxioKGTh0mONJxIi4qxEpieu7setVBNX5GXRDZ9PaHiRgSR0/DNGkRJM6CkUQQYQEIbGsJEJIfN+n0rDJpFIEvhfziglp6rU0RU7iBUsYc/oQIp6Hx92JRcUwA11E6CLmZIdRDBKTmka9XqdW1zGMWJzEcZxYsETTiUI/lsn8dzw++88QpmnykY98hD/5kz+h0Whw0003nfBkfMLv4MGDBzl48CBvfOMbn/PvZ555Jo899thxzuVeOPbv389jjz3Gu9/97pe8r//oMT4xzbe+eyPFtjakpi9JRfq+SyqdwnU9atVas3Ju0kc8i7SVJQokKIEmBIau4fsuYRgQhcQPokjESV1IND1ugS8+2F3Pww9DSqUSjh3PZE3DxDStpgPQojaBaLoCgSaajkxCgIqYnpokYSWwTIt1606iXKszPDJOJplizepV+GHEoYFBBo8OsWJ5PyMjU2zbtoepmVmGhqd4etd+qjWXbXsPsf/gflLpNLNzC4xNTHL3Aw9TqteIRITtVnnowUcQCFIpCyEUhwaGuOMX95HOZSiVX5xbHF87jdb2bk4/ZQ0rVyyjta2VMIzwXJ9oyVVIa86ix3GDEKlraJqB47jUag2iSGEYBqZpks/nCcNwiQMsNUkyaXHwwGHSqTS1Wo2enp6l+WMqlcK2bTzPo1qNDTAWk2yj0VhCenqeu5R4F40kHMf5FfqPEKK5uNIoFrOsWN5JOmGiiVjoY3F70ZzhSqkhm5WkbTcYHR1lcnIy9liWsWe2aRqxWpgRK33FClWxvWKtUUdFCl1bbE8/o0GtA0IJ0Ew0Q0NoAoia5/FMEl6czSoVIZQ4zkVUvG+lxJJohmieR3lmhk3rV5JKp1BRGAuYBJLQjQhCCAJJFGqEXojyI8IAUBq6ZuJ5IVXbwVMQKoGKBKGKyXEKSRCGMTDLD4iCgND3ECiEBIXA9/0YOY3ED2OqlpCCIPBRKAwrhe2DH4kYSY3ANBNo0mT/41toVEvHde6vxkuLd77znRhG7Cl96623xj7iJzBOeGV8yy23cOWVVy6ZGvzreMc73sEXv/hFbr755pc0BHddlz/5kz+hp6fneX2R/1+KWGAghaZL1qzqZ2xinEqlihCSqWYnQvCMwLwAdC3CSsStZykUxWIrrutRqVXjCrjZZltsi0kpm8pN8QMxn88jZdyGzuViKo7v+0sSlLHFX8gzSk/PUGMWH52LylKVcpVSaT9Hjw7R2pZn3ZrVNBouj229B1TI3r37OWXjBvYe2B8bDiQSHBkc4qQNJ/HDG26graXIsuXL2HTqRr71vX/B1BUXXHAWKnAx9JCHH36SqelpdE1iJS1W9i9n1+79HBg4wvxCmZ/dflNsTPEi1ZUAkDrdPSvoX9HDgQODTfBSGHOAhcI0DISU2I6LU/YQUjJfnsfUdKQmsSyLMPSfpQkdS3c2KJUWyOUyS9etXC6TTmeoVOJ7kk6ncRyHdDpNFIXNdmWwBLrSdb3JD4+5yeXmAuNfux4tframSYqtBSRQqdSwLElbWyu+F7Dg+Xiev7TdYkKP1bIEDdtfouYYhrEEqjJ1rem4BaZpIESI5/mEUfzdkUIjUvF5ayJClxqeiHm9CU0HoXA8j9ZsmtlKA7u5+IsihUa8ulOKpePymrKbxxNSj/2CE4k0dTtE10Pmpo4SBB6/9+ZLiDQNESlECIEfonwPCxm3qTWJUuIZ+dUoxnLrmoHdcEmkEuhGCscpk0xZ8SImigFvTUYWXhARRgFKxSpmQrMgEigRxq5TXohlLV5j0DUDJXSk0DF0E9/x406VbB6TbryqxPUKRVtbG2984xv58Y9/TBiG3Hfffc+r+fBviROejG+++ealQfdzxbnnnsvVV1/Nu971LlKp1LMqaKVUU2Eo8bzbL8b/+B//g7vuuotbb7116f1hGPKRj3yE+fl5DMNg//79fPzjH+ctb3nLf3pifBRFeL5D5EScvH4tDbuB3XDQNB3fD5GaIPB9rET8kEApIhVRr3tICalkis1nncbjj2/HMA00aRCGAl3TyWRSVKvxb77Q0sZCqdz0nA2xrCRhGJvLZ3NZVBhiWRbFYgulSpmFhYUl83eJIGHFn+8FAYpYOCKZTNJaLFBobaWvp4uRkTGmpubZuWs/U5MTrOhfTmdHK+PjE3iej2lY2HaVrq5Otj+1HctMECrFypUrOHjwKFNT00xOTjI9N093RyuJ5Bg33/pzhFCYls5Dj23lpJPWkcvnGRqcpFJeYGTwEIH/YtZ7capOJTNomsH0TImpmdnYYMIyCcOI0A8RKMLAx/Fjq0jTNOhoK2JIjZEJj0TKJPQk1WoNXU+ysLAQJ1Pfi31tVUQ6lcB1bILAwzASlEtlzj5nM1u3biWdTjcXRrEbWNi85oZhsLCwQKNRJwwDpqenlxZAxyZi2Ww1Syloa29hzZrlTE1M49gO6XQGIoUuVdNRq77khBSpEKkESmn4flztLVbyi4sBQ9OaLea44ozCkKi59AqimDMrRTzMCEKFihQJDYQu8ENBwpJYMgQMynWXsFnFalr8P0oiiAFSQsXfqfGxceq1xnH9TlpainR1dBBGYSzk4blMDB/lnDNPJpexKFcaiCDAkhpEcTcj8AOUFMiomYyDeLYLzU6SF2JoJq7nYVgpEqk0URCgQpboY0pEKCFxvADbqZPQFXpzLq3L5qK1qc0dBLGKnBBgSANNKVKWhu8HlEqleDtdJ5VNYemvtqdfyXjPe97Dj3/8Y3zf58YbbzyhyVio44GOHmcMDQ2xZs0aJicnaW1tfd732bbN1Vdfje/7PProo0Dccn7nO9/Jzp07+fu///sXTOjlcnmJWtHT08P4+DhveMMbOHr0KHv37qW1tRWlFNlslqGhIb72ta/xgQ984ESd5r/L+PFtv+D9f/LnuI7XFD+IK4WEZS1ZC0ohSFgJVqxYgW7AoYNH6OzqoN5o4NouyWSSRCLB9PQ0PT3LaG0tsnFdP2tPWsfjTzzFyv4VBEHA/oMHiZRg377YScl1XQxdQ+pNeorvoxsWmVyWsdExAj8EEdGSz8XtXD+gYTsYhkEukySdTvM7v/M2Vq5cyXe/ewPzc1U6OjrYvmMb1177egYHB9mxYyeO42A1VbQMQ2ft2rU89thjeJ5PPp+hs6uT+bl5FkplglDFqFZNi31xlSAIfVLpJLVaHU1qaLqG7wX4Xp3y3NHjvtbLVqxn3aazaDg+QuoIBTNz8wihYddtNE3Q2d6KbdvYjQa9fd3YDZd6rUG5XmXD+nWUF0qMj0+QTCYJAj+2KZQCyzKw7QZRCLZjk8mkaWkpUqvVaWsrMr+wgOPYGLqObTtIKchmsxQKBWzbYWJiotm2fsaFCXhWQpZSkkgmSKcTdHa0k8mkmZmepb2jFUPTcWwb13OYmyvhON5S4SVkTCsyjCb1SUWxe5Qm0XUN0zRoKeRIJgyiIG6JG6YOxBW7H8auXkJKNE3FghhRhBYFoEl8FWGYOiqCWr2GFAZhFBEEfpNjHS8sLFNvtsvjccvg4SG2P7XjuFDwuqFz7ZvfjJHO8vRT2zlycB8Jy+L7X/8iLcUinl1ldPAgkV0lnYzBWvghYZPXrML4mFFxpR63mBUqikgmdbSkDmE8MjA0Sej7lMsLmIaO1JPMV0ooAorpDItOUCDwfZcoCmKUtR/GWABday66QoSSOF68gPbD2IbSsixM0+L8N76bFetfXGb41Xjp4fs+vb29zMzMkM/nmZubO8bX+6XFCa2Mb7nlFi699NIXTMQAyWSSj33sY7z5zW/mz/7sz3jve9/LZZddRktLC7/3e7/HBz/4QTZv3sy55577nNsfWzmPj49z9dVXY9s2p512Gt/85jc5//zzl5CZ1113HX/+53/OlVdeeVyc5f+occtPfoEmNCzDjEUgoEn/kGQyGcpNMQjf91lYWCCXT5PNZrnyqks5MjzA9if2L+mvtrS0YBqSC15zGq+/6hISSYsrLjuPAwcOEUWK7s5WDh05yp69ewkCLa6KM2nOOPkkcoU8u3fvRwiD2dk5Vq1cSbUyx3nnbWZ0NJZ5nJ8vkXYSnHLKKTy6dStC19l74DCz8xWODo9SmpvD9eqceuoGurvbuf/BB1koV4iiED+IsO05IhVxdGgQgQQklZrNwsFD8aID2VQvitB1jY72VqTUsEydRDqJCkOmpmap1WpoOlRLx8dPhfjhv3x5L3193ezddwhNi1WmpIxQIViGRhRF1OpVHMdj/UnrSCZ1xsdmKJerbNh4EkNHj6DrOps2nczCwgKe56FpktLCPPV6telgJJAilsP0/SmkJpmaiWUZDdOI3YasuGpLJBLMzc0xNze/1LKGOFks2v/Fxx6PCEzTQtc1bNtl4PAQmiZIp1K4nodlGpimTjabQdNqSBlimBpB4DevgDomqYNh6ktUHqXAXVoI0Jz5xniEMIrpOG4TwGeaOkiB1AyIJFLTiFwX2wmIwvj8lYiR/0LEaGtNxtWx1CRa0+MY4m7a8dYU6VSa1mILkzMLHNizEykEf/6JP2PZiuWU5hfQjATJbIFsWwv1ygKEPo26Q0JPI3SNwK028Q4Sz4sVs4IwJIwCIhHi1G0SqQyGFHi+i/IDkDq25yMjgeM6JCyJH7ixRSSgVLyP+BwFoYD5SgXZFFaxPY+kZaEChSZ1dMPASiTQhMB1bAZ3P/ZqMn6FwjAMfuM3foPrr78ex3F48MEHufTSS0/Ivk9oMl50VDqeuPbaa/nCF77Axz/+cb785S/T19fHvffeS3t7O/fffz9f//rXnzcZW5bF7Ows09PTdHR0PGfyX3wAff7zn+fBBx/kiiuuYGBg4N+1aMdLifa2Iu2tBSIFc7OzSGmRTKbwfZ9iSwue69LR0QFNMM701Aydnd0MD4+wZtVyZiZKDB0dIQwCWgoFLrxgM7/7229CagLX97AsnXPOOh3XD5lfeICVK5ezamU/jYZLuVzmzDM2ctnFZzM2Po29qo/Nmzezc9cuspk8LcUWBgcHec35Z3Dm5tN59JHt7N69j4WFeVrb2piZneWxrVvJpHOU5kvU6w1MM8HefQeZmVtgYnIqnjcqcLzYh1cK7RhkcMypFk0OqhACGQFNGky90SCVScXdFE2nVimjNRNJSAjq+OkhUjMJRJI9+44yN19DqXpzJijobC+iaZLW1lZWrOhj587dzMxMUyhkCUOP/lV9HDl8OK50hGD//v1Ls9xkMrF0PoumAZGCwItiipCmQSPWho7CkCgM0XWDKAqpVqtNF6NnOK8QPzggnvMu8opjsJaP5zvkclkK+QypVAJJjBh1PYdEwkKgxf8uqk1G4RKAKoqipiylJIoiEolEMykF+EEQG0E0W65RJJotXfD9JjipiYKOjwekHhtO2G6MbI4BXbJ5vTXCKGq2cGOHJyWJ3ZOUwvVsDu4/cNz3r7O7h1Wr1+KpI7zr997DHbf/hM9+/n+jIo/1q7rJtxTp7lvJyMGnSGUyqEhhoqPrBkEUEogY1W3bDgiB11ykhEGA09T5Dqs10pkc9XqFhKaTtJI4nsB241m+7ykqfh1D19BETNcCRYDEd7343spYF8D1XFwvXmDFDlWSQEXUXIeMYWLoBtEJ622+GscTv/mbv8n111+/ZBh0opLxCWtTT0xMsGzZMkZHR1/UIvHY+NSnPsXExASf+cxn4mQBfOhDH+Luu+9m//79J+LQ+P73v8/v//7vs3PnTk455ZQTss9/b/GXn/7fhJjcec8WRBgyMjRE2OwO6Fos2rCocbyodzw6OkqkIjIZizCUhEFIT3c3vT09Td3tfjacvJp9ew+yvK+DdWtXk0wmOHJ0iB/c8GMe3fo0qUwKVMRF55/BG665nKNHRxgcmaB/5XIOHznMsuUr+dntv2D/vkN0drbT1tbK2PgUc/OzCCXQZEwP8TwHgda0QhRITYvpMM1KTNd0XNcD1Wy3LootRFFTRlo1HXzkknaylBKBJJ1O0resi5Z8hvGJGer1KnbDJQjDmC40cRTfOz6dX6mlWLvpAiJp0tfXhWlqHBkYwXMDEgmB49jk8y0oFS8e1qxZw+zMFLbdIGElmvNXlpy85ubmMAwdXdOYnZ3BdT0ymTSVSqUJSlLPPGyb7WK1hMOLH+KLP+HFBKZJgWEYpNLpJaOJRbWoRevDVDpBNpMkl0nR2tbC7HyJesMh8AJUGLeLU6kU8/NzTcpbPGPV9dg2MZ4VKyzLIpVKYRgG1WoV3ZAkLQshYopcvCCIgXq+H+MEFoFeUhNIAaYh0TSdhu01gV4hYeizCPqO+buCRFKPE3hzzioEhIHPT26+47gMIgD6V67myte/gY5ikUD5lKs1fvIvN5FKJPju179IZWEGIXWk7zC9MIsuQkwCSgtVEuk0KI9K1cYwLFy7jq9CfN/B8100TYcQrISFH0R4Xp0o9EnoZpykw5Ao8JYwBQqwrASyCYJzPT/+7qqIlKkhiAVZ3CDCcT00zUTTdaxkgprt0JZKYJpJetaeymW/9cfHdf6vxksP3/fp7u5mbm6Otra2WHr2BBR5J6wy/vGPf8z555//ayViiJPxv46zzz6br3zlK1QqledFZf868cgjj9DX13dcjlH/ESMIQip1h5/efjuGrsXAFqkRBC5BEKKUjiZ0TMukp7eHkeFhKpUKtmNjWQaBr1hYmCebzS4lsyee2sa+/fu4/8ECs7NzXHTh+ezcfYCNG06ip7uN7q5OTNMkk87gOC6/vPthyuUaG09ez57d+9i1ax8bNp7EwMBRZmZmcRybyalJRkZHEDS5qkGIt/QQjekqoikYoVSIUOGSTrQKY93fxXZoqKJFw78mdSZqzhDjqktKHV3XaG8vxu16IfB9ReDFrW4v8JFS4Dv1407EAMW2dtraW2g4LkJEhG6ElCFSC8nm2qhU68zOlTDNOAnt2r2flStWEIayWUHHHrb1eh3TNElYFqapk0qlKVerICS1emNpzIKIBSIEWszgXqQpKXVMQm56ADfBWrqm6OnupFqLF15xBRrT0jKZJHbDJpk0SKUt2jqKMeCu0MLC3FHa29uwLJPhoVHqtUYT+RuyKJe5aNu4KLARhuESmjkIfKJIxtWkEZ+TYRhL4h+aJpu843CJryxFzK8UKp6xRpoEFSJ0QRA8Q1mKRWviubVALQGwfl2GZDab4spLL0SqiHxrgYmpaU7feBJ/9P7/wpe/8W0uPu8MWgs5Ulaant41lBbGCRsLmMkkhmFhNwI0IQl9D9dz8NXiPRE4jh8D99wGaAa242JoAtetI5vnQBRgNDsHvlL4tkvgx45RKoxn2pqmCMOAtGXF10uFGIaJplkEUYjre/F3Q0r8KGK+WiYIfHTd+PUuxqvxbwrDMJaq40qlwtatW49b5vmF4oQl49tvv523vOUtJ2RfZ511FhD7H5+IFsCOHTu4/PLLjwul/R8xHtm6jQMHj7B+bT/Dw2N4nodumjiet/SQ9kOPkdExjg4NEwUBCctE13Q6OnPMzVaQUiObzTIzu8D4+DSrVq9kZHSMoeER0uk0v7jzPlYs60FFgrVrlpNKpzjppHWUK1V8zyOby3H3PQ+xd98AGzdtoFBs4/EntqEbJv0rV5NIpJienMDU44ezrutoiQSu6+I4Tpxkm7QrFcUetkJILMuMdbYTFkpFdHZ1USlXcP2QSrW6lMAtS29Sb+KnsxARUmpUKhV0TWdmagYVRU15wqYCslIEwYsjqI8NzbCw3YBKrUwiZZGxkvGMVgTMzMxhmhaKCM/zcF2XbCbN3v37CfyQdMpC0xSpVIbBoQOsWrUawzRwPRdN12lpyeG6HjPT00vJOGyKrcT/PQPCWuQGHEsXS6XSrFixDIFHo77oVRzLNGpSI5tJ093TTsI0MIxYR1kTGiISzM/N0dnZjqZr1Op1IuIuQ/gCPdBFha5jnZxUBGEAShdLnMxnmAzxDFtqAk1fdGISSwAYTRekDAvHUQShxDS1prVhAESgJCitCQCL8RBDR4aafsfHFy2FPH3dbRTyebwwpKO9DV1qXHnFZdz2kzu55sqrSCRNpG6g6TpRBI5K4gVVqpXpmLalotgpTsTfoSiMCIO4ewMCx64TqIjJ6Vm6O4oIFRIFQVPcRuG43hJQS4iAwFscAUgsIchYVtNYI5b7jJkSCmHEPspJ00KgiDSTmutRPnqAwQM7WbNx86/xTX41Xkr84R/+Iddffz1KKX7605+ekGR8QgaoQRDw4IMPcvnll5+I3bF+/XrS6TSPP/74S96X67oMDQ29KKjsP3JUqzX27NnP1ieeZGZumlJ5gUa9gSYNMpksUsQPFRUG6E1QjO/7hGFApWKjlGy2MHXaWtuoN6ocPnIQz3dpbS0yNDTE0cEjLF/ey8qVvSRTSaTUOXLkKOPj48zPz+N5dfKFFOV6ld37DrBv/0GmZ+c5cvQw2556ivGxUXw/Jsl3dnVSbC0SBAGu68QPUxHrDi89nEW8Al2zdg35fIHNZ23m4ksujk3aXRfbcZaqLcsy0XUt3lbX0HTZlN+M7f2qtSp+4BEqjwgXpQKkVCQTxq+l7SuEhiZT1BsOUWgwN1fiyPA4SCPWY44U+UyKwI9Rw7qU6JogiEJ0UxBGPkJotLUWueCCcwl8FxXFEpnlSpl6vU4mnaGjvZNNJ29k5fIV6FJvGhZFSzaBUgjEElJaLIlxJJNJhBBkMhl8P6Beq6NEhG4Izj3nDM468xTOOfs0li3voWE3qNRqhJHCMA16eztxXJeRsSmqdRuhaXFLPXoG+CWPAU0tCnGEYYjrNpWsmua+YRQsHVMM/AqRUmEYGqZpxoIgQmLpJobUlhKroWuYukbCNDANE6Wi5j3W0TSjubCU6JqOqRukkynmZudRv8bQtJAvoGkmnudj6AaGpuO5Lh/4wB/QaDR47PGt+BFk8i1NxS2TIFTUHI+ZUomFeoVKvYEfhri+jxf4eH7s/V1vNPD9gDDSSWaKFFtacexY112hEUQCP5LNfyGMFL4fLUmB+r6H47j4no9pmUhdx3ZD3ABCBMlUjtZiJ7qWIJ3M4PsRhUyWbDrTHB+8Gq9UbN68mTPPPBPf9/nlL395QvZ5Qirj7du3o2naCZvHaprGxRdfzE9/+lM+/vGPv6R9felLX2J6epr3vve9J+TY/j1GEHjYThUhBLbTQIUCiCUwU6k0qUSKMAop5LIMDg1i6DpBGKJp0KjHdmyWZeF5LlPTEwih8Bwbu+YgkBiGgV232XLfg+zft4fVK/vp7Oygu7sDFMzOznDttZdz9Ogw1ZrLnn0H2bdnDx3treTSCRYWFkgmUzTsBpZlMjs7HYOpRISmSwgjBBIrYQEKLwxYsWIlM1OT9PR10dVdZN261UxMzFCtN7CdZ9Czsa6xwpAahhnP2MxkAs/zCYIAz1eoplmvkLFAQ7ydpF6rEQY+x6tpbJgW6WxLfE2T0VIrffnyZUAfQ8MjVCsNhArZcNIajhw5Qq1uk8+mMAydTCZNW7GVMAgZOHSUlpY8Ddsmny5gN+oxkErqCKVoKRQQQG9PL/VGnWq1ShjGCTBSUXNwLJYqYxBUq5VYcS1p4TQc2tuL5AsZOrva2bhpLbNz87hOiG275PM5dF0nYZl0tbcyNV/GtofjexGB21i0I2yKwhyjQx1LU6qlinQRePbM3+PFkOfFM2BNo7lY0gmCkCiKwWeGoaHrJp6/aLsYf56mSfQoRGkSw4zVvlSkCMIA00zQ37eMeq3Gyv5VPHL/Y8f9O9E0jc6eHnbs2kV7a5HVq1fH6HMBE5OTAPT09NK7fCXpZIZqpYI9OkK5WiORzJFIuwRBgyj0QUqE0nAaJTw3RG9W977v4/kh7sI8mmGghEKFftzhUMQ4DsB3XIRSaJqOYelIAa4b39agqcLlhSG6ZmAmk0ROgBtKwgASeqJJH9TjhoEX8CqK65WPD3zgA3zgAx9g+/bt1Ot10un0S9rfCamMt2zZwsUXX3zC+FYQS4899NBDfOMb32Dbtm3/pn1EUcSXv/xlrrvuOjZu3HjCju3fW2TSGc4/9wxOO3UDHW0d6LpGIpFA0+IHNChy2SwdnZ2sWrWaRDKJlJKOziLr1q2i2BrPVSuVMomkxRmbN3LhRWeRSJqYpokQgr6+LkZGRxmfmuGRR7dx771bWLGij71794IQ3LflUQ4ODHF0cITp8Ulcx6FUKmGaJsVikWQqxYYNG5ZkHyuVyhK4SJMSXdebrU6JlHHVaZgGTr3GunXrqJQrVCtVXMdBECFFc/aoxa5Qy5f3sWHDBrq6O4nCiK7OTpryxksc2MU5bpwQFLVqpZnUj+9BVigUWLV6BcV8AkMX9Ha2c+5Zp5NLWwReg0q1jucFXHX5xSxf1oVA0dvTRcIyqVcbdHd20t7RhkJx5hmn09HeSVuxjamJScrlCgcHDrNv/0GGR0Y5NDCAYZq0t7djGMaSEEQsAflMEoT4/JSK5RaDICSZSrF23SpOOWUDJ61dxakbT6Yln+XUjetpLWZZvry3Oe9PcfJJazEtk92791Gt1HBtm9L8PFEYIES0RI2KQVfPzI2fS1IT4lb6Ipgl8Pxm1RpX72EY4gc+QmpYCZPWthayuTSmZSFkTOUyDAPLMkkmTExDQxeCXCZLe3s7a1atYVX/Ogwrg2mmmJubb6qmHV+EYcjTO55GCsmKFSuYm5tjfn6ejo4OGo0YN3DG6WdSyBcZHR1iz95d2LbD+k1nsnbjaeRauwlFgroXoidzhJpJqGexMh1oiSKRnkUYGVav20Sh2EIYScJokVa2BEsniCTjM5XY9UmLUelCaEtCKUIa2I6HH0Q4rk9EAi3Zycp1Z9G7fDWRikhnc9Q9jwXbZt628U6AvPCr8evF7/zO7wAxC2FRL+OlxAmpjO+//34uu+yyE7GrpXj729/ODTfcwPvf/34A/uZv/ob//t//+6+1j0cffZSRkZH/1NrVvh9w822/QEid7q4WUlaKkZFRbMdnvlSK9aQ1jZnpabLZzFLy8QOfSqWB500R+BEgKBSKRKFieGiczo5OCoUWSuUyrutgmK20tLVQrda57Sd3UqvXaTi7EVJnbm6BcqlKpVbFbjTI53MooTATSSYmJ0gmLGzHZnZ2ZkkbWTYTMDzjER2EfgzuihRh4KIZBgcPDTA1PUe5VKNarRCpYBFIHbdqpUQKgW27hEGApglOP/VU9u/fR+C5sXWdaaJUrNXd091DqVTG81yCXwO4BTHy1TQkoedSKOTo7ChgJZIMjYySTuU589SNtLa1cujQAGNjE7S1tpBKGDRUQHtHK8NDI8zOzFCqlJidnW6CciStbW3UG3V006BaqRLpkkQqyfjkBK1tBVpbW5menuEZL1/Z9M6NliRLdU0jYVlkMhl03WD1mlW0t7Zi6jHC27UtLMOiXCqjmwarV63A1HX8IGDL/VsZH5tANO+FrmtIDRZR07puELslxWrLcSJWS1XwsW1s0dw+ikIadgz8itCJlA8oWlqyoEDXZbPNHVf6QpMIJUhYSTRd4Hke+XwB2/ZYtXoDjUaDpGkRoLBtm0QiwfDwIDMzM8d9/6SUrFixHNMyODRwBM/3aW1to1ZvcMEFr0HTNJ54ahu9fb3UanVM0yKZL9K3YjX1WrlJdeqkMlRioTKHrlsEIQjTwDQMcsk0QgiqDYcQiS4giGKZT6SIZTZV7AyllERqIh6n6DoN2yWKIJlI4Ps+KhTxXJ8QuzRLOhNyeN+TZNJJAj9iIfBJJFuIIo/AVzz58D2sXn86mv6yeP+8Gs8R2WyWd73rXdx4441s2bKFK6644iXt7yVXxmEYnlDi82IYhsEdd9zB5OQkH/rQh/if//N/8oEPfICFhQVs2+Yf//EfX/SHePfdd1MoFHjNa15zQo/t31NIKehsb+OpbXvY+sQ2yvUqtuvjuDbZbHZJjF83dAYGBhgcGsQPfbL5LKaZRClFsbWFZMqiVFqgVFpgbrbE2Ngk4ZJxfIKx8QlqtTq1ao1avY5CUatXiFREuVRmZmYGu16Phf8lzWoupL29lZZiS9M5yniWOEMqlaK7u5t0Or2kbbxoMqDCiLa2Vup1j5HhMeYXZpfQ0ouJXDcMpAapdJJ8PjZHMIwEu3btplSqoBnGMXPL+PNWLO/j2jdcDaFHo1477usshODsc8/HDwWjEzPMz87SqLs8tX0HoyOjVCoLCEKOHj3C9Mw8um5iGiaVShnHacQtfRH7dKdTKWzHw3E8ZmcXCMOAQiHfNJC3sEyLcrm8ZFJvWjrLlvUsdQ8W/9c0jUwm0/w/TW9vF2vXruTszaeyvK+TyLfJ5dNs3LSezs5OEokEmUyaIPCYny9xZGiU2376Sw4NHCE6prJ6BoEtllrPUfQMX/nYa7L471JXrOnu5Ac+fhQSqKgJlIu1uwvZLLqM595RFOF6Hp4Xkkik4+9isZXVq9azYf2prD/pVE7ZdCaZZIrVK1eTzucI/YC+ru6lLsmv91uR9HT3MDY+zcDREcYm59j65A62PPQwVsJi48YN3H3PvZiWxfkXXMhpZ5xJ7/LlTE1PMTM3T7lWZWjsMNX6ApVGlYVqGd/3aNTLhKFHqTzHzMwEYRTguV6MB0CgkPh+ECt1KdA0RV9XHhAEfkCjZsdKcL5PrW5TrTUoV20athvLafoeUehg6IJKuUwoLKx0C8l0Szz31jUqC3PHLXzyapy4+NCHPoTnedxxxx0veV8veRm1Y8cOhBCcdtppL/lg/nUIIejs7OSzn/0sURTxwx/+kKeeeorVq1dz4403cuedd3Lrrbc+7/aPPvooF1xwwX9aoY/FeOubr+LMMzfy2Nan+NkdvyRfKLCyuIqZmVkGB4/ieC5hEBIGAYlkAtdz0A0dz3MpFPLHzOoEtVoD0zSXbPPy+TypVIpKJUDXLDrbOqnXawgJYehRrfkQxYhSzZBkM2lUFNFo1DGNBJOTU81KKWqKU6ilZBqGIQsLC036lSKZTJLL5mnvaCeVimkdkxOzWFaCpGbFs9IgPlYpBApIp1NkM2l0XaNarTI7O0ciEXNfPd9FanHlbJg6He3tZDMZoiBkdnoyTgjH/fwSzMzX6e5r58zCemzX5cDhQVzfwXNcytUapXLs++vYNqiIwLcxDIMVy1YwOz1DR0cR09LJZlMUW/Kk0mnSqRTFQg7HcSi2pKhUaySsJI26TRQpkmmLlpYChUIe1wuYmJiAKEBGHm0tLaxbuwrLMsnlcvR0drJsWSerVq3E8xwmJqawHZeRkVHWrVmLkIL5cgrXddi9dyej45PUqrXY7lCC1Gjyec1nGUvE//5rHq8AJWLdceRSktZNnSBoAq/0KOYChwohI6SI3aGEiPnlpmGSTGTo6crS2dnJoUP7aGlpZW62RC6fo1Kep621nXwujx8E8T3NOFiWSTab5cCB43PZWjpiKejoaMUwBJ7r0d6SZx6ParXCoYEBzj/vPL73/RuYmprk0KGDeJ5PpVImm80yNzdLtdagq3slmm7hBzau45OwYmGQYlsXK5atZufTD1CpzGJZOcIgJPIDolAAOqEWEaoAFcWMAVfFhhCCWLdbIVDNMYQmYq69mTRw7ABFhOs5GFYK12vgBQ5eQyMKPCIFuue/2Om/Gi9DnHPOOQDs3LmTRqNBKpX6N+/rJSfjLVu2cNFFF53QefG/jnw+z1e+8hXe85738MEPfpAbb7wRgNtuu+0FtxsbG+OSSy552Y7reGJ6eprbb7+dzZs3c+qpp57w/SsFlq5zzukbWLOih57OFr57w0/Yf2AA27bJ5wsU8jlmpqaxo4h8LsuKlRvYvftgE/Xr4zgNarUaUuoxoIoI3dDxfZ9GvYbr2mTSGRKmzgUXvYZdu3ZRLpdwPBvHcQl8PxYkMLRnW/RpemydR9RES8slk4LFBB0EAQKdVDpJR0cbbW2tpNIJqpUaR48Ok82laG2NW7W79uxCNs3eiRTJhEVnZxunbToV2/EIg5AjR46giFG72WwL9Xoj5m4akrZiC4cOH6ZermLXa0s0qOONZMJiWWcbuVya4bFxgiCWd6zXHGr1Gk6jzpq1azhy+DCmadLR0YndaDA+Pk4mk6G7q4ejR48ShiGFznb27d9HR3sbruty8oZ1dHW1Nc0jjNgUYKEESLLZHO1FgQoVTqOGFJIgDNBNCzORaUoparS2FSi2FDk0cIShoaEYCyAl7e3tJBKxRvnM1BwPPvIkYxOT2I4TV7LNVrOmxdcNYobEsbPhZzjcz8Si3rVSEWEYO0AtqosByEgQQdzibipuBUGEaSaBeJv+/n5QAl3X6ezsplKpEoY+9XqFfC7HqpUrqFSqJJIWI6Oj1KoV6vUyiIht27c3Z9jHd/80TXDm5jNob21l//796IaBH4RohoYKQy677FKu//o3+ft/+ArXXvs6fD9WzJqda7DQnKPP1OaYX5hv4hF0Qktn/YYNCCRP73qCar2BoVug67R1dTM6eCimFjYXwwBSxZrUwf/H3n9HS3KXd/74q3JV53Bv981xkjQaaTQSCAWCQBLJgDDYyMDCsgIveAnmeNdg/PPXNg5rWDCwB1hgZSxjYPGSjE2QTJCQhLI00sxo8szNsXOqHH5/VM8FFi/WDAJhr97n6BxN3w7V1d31fD7P8w5+PI93z7DvZRlBCNHkCFWV+wvegETCwHFdHM9DcrsIgkQUCfiK3Nfsh0SOcFYSr6fwxEAQBK6++mruuece7r333p9pXPszF+Pvf//7v7CC97SnPY3777+f73znO1x77bU/lSEdRRFzc3NP6ry41WpxzTXXcPDgQQRB4Lbbbts6V/Pz82xubm6trM4VrufRMXs0mm3GxwZ41SuvR5JUvvv9u7jnnkdwHId6rR5n4No2rmexublB4AUEgU+lUkVR4oVUGHr4vk0kKQiiQNLQ8VyXVDLJhRdeQD6f5447vo8ky7SaDYS+rldSFRRZw/FsFOGH+tI4hjFEljV0I7ZMTCYTBEHcsoxCsB0HXdeYmBhjcLDIvn37mJgc464772V+fpHt22cwzR7z83MxyScSY89eTWVibITBgSKiorK2uMzaxgYIAmEQYlsOxWIRWYlbu5ValdWNCq1Wm3athuud3U5CkhVKQyMUB4e598H7yWbTzMyM41guy6urGIZIZcOlWtnEcWwsG9rtXnyxdVx6Zg8/CPA9n+HhIZLJBLqmISkylVqDI8fmWFtZQRBivXe5VCCRSFMcKLK+tobtWOzcMc3u83fiuTamafPg/kfZ2NzA830mxscoDw3TMy0kRWN2+y5c10JVZOr1JpVai4OHjnLosaNsbFRjMlYkEAmxhlmSpb59ZTyThR8W27izFF/q4xzjH9punsk3jqJgy/s8lslJ/WIT4Lo+hqHh+z6yrKFpGrlsjkIhj+eGtFotwsjHcay+blxAF+NxxcBAgTCKyOVzVKobeL4NhCwtLsbSrbOoP5qmk8/lcF2XWq2G5XiMjY7geS6RAHbo88JfeQF///dfp9Pt8uyrn0GrVUUV4nPiej6qqmyRDn3fxXd7nDpxLHYaEwTSmWEShk4ylWB9fRHDSODiIEQ+kR8r1IIwQO4vSsMg1slLUkyQU2UZUYwIBYkgEolcsK0ukiwjCKCoIlEUM9Md2yIIAgzDQENk8dQRZnc98R3Kp/DT8Ud/9Edce+213H777U9eMQ6CgDvuuIP/7//7/36WpzlrPPvZz6ZcLv/UlsB3v/tder0e55133i/wyH4I13V55StfydLSEvv37+cVr3gFH/7wh3n2s5/N0aNHefazn00Yhj+zldqxE3N86zu3MT0xRqvVIJ1JcvFF56OrKvV6l9W1TRq1OrIU63CjSKLbtnBcEyNh4HseUT9Vx7bNvsl/bORvGCqjI0N0OhYrK6v4QUAhn6PT6dBqNehfnVFVCV1XESL/R+LfImRFJp1Mxm3uThtd1zHNHolEgmwmhe+H7Ny1jUajSbFYZHV1naXlb2AkDZYXl8jncqyvryFJEqZp9f2TNTK5LLOzUwwW8qyvV/n2t7+LoqqMjo3SbjUZKQ3TbLX6+mOZTrdLPp/Hti26vS6rK4tbPsuPF2OTMxw5foJOx8ayLCYnJzn02BEs06LRqJE0DDRdx/N80pkMjuugKCqe65PNZWm32rFFpZFgfX0dx4ntE2vVFkEQUt1s4LoWqVSGVquFIsf5ws6hw4iiSLvdpFAskDCSrG9skjA0XnDdcwkin8OPHeHQoYPce8+9hGEU76QHiyAERBHMzy1hOy6tfiayCIS+hyT3DTRkOU4VEmVcx4t3waJwRj21VZShfwNncph/ZFbcZ1n/UGoVx2OG/dSlMFTIZHOIgkQ6lYmJTp0OIJDJpGm1YrKhIAnk83l83yNC4Ojx48iyQrPVwrLNrTztQiGPJJ5dN+4V11+Pa9soqsrk5CQra6s0GnUkWaHZ7SDJCq9+7WvodXv84K572LtvDxOTO8D3aLea9CyLerNGGMkkNB3H7uK7DtnyJI1mnUy2wM5du1EVlUY93kFbnRahLBC5Z6TiIaosbW3nFTlmyktKPE4R+x0KWTOIQnAtE1EW+7GNAbKkgSjhOE5fkBfFEY+hybFDDz1VjJ8EXHHFFVtz4/e+973n/Dw/UzF+9NFHiaKIvXv3/ixPc9ZQFIU3v/nNvO997+P3fu/3GBkZ+Yn7fOADH2Dv3r1ce+21v9BjAzh16hQ33HADBw4c4NZbb8VxHE6fPs173vMeIGaKh2FItVrlwIEDP9P5+7svfpWDh45w/wMP89Jrn8v0thnGx8rsPn8Hey7YweZmBVmWsWybbC6D5/l0bQtVVfA8u79bUfDcEEmSUVUFRVFJJtMIUZz/OjpqEIYhjWZMnqtVa1sXalGQYlch08L3vS12razEQQOe79HtdeMMY9fFMHSGhsqMjIzSbLdptlq0223q9di8wfbiyD5ZFFlfXyORMIilMQKjo2NIksRgMUc+k6FWazIzO4ueTDM/N8+26RlOnT7JRm0TVVOp1RtcesklGIbBXXffTafTQTcMbNv6F8/r/4lsKkPSSHL46ElAoF5vo2ka3Z7J6PgEQhjRqNdJpVIkkwnMnkmzXadYzNDrmuTzOXrdHrZtx8Q6WWFgYIBqpYYoCJimjSwr6LpCKpXDcVyMhIEaaXieh24YFAsDeL7LzOw03U6Tzc010n27WFGSqNSa/UzjJtVqBVGSqdbqBEHswhWGcSETRAFVjTXdsixvkbXOtFHPIC6q0Rb7/Ud3xWf+dsbhK+wX6zOa59g1Le6GZDJpNE3FcRzy6SSm1YEoLjoXXXQRvV6PQiFPMpmgVB7ENE1WVlaoVCrU6w2iKOzbatpofYvI1ZU4oepsMDU5RaFQoFKt4jgOhqGiaQY906babNCxTGrNJs++7rkcePQgn/j4p5mcmuA5z34mT3/6xRw/cRRBkoj8ENNy0GQNUdYoD4+SHxyiNFhCUzXWVpdptyqYnTpWr4sfekS+H+ult9bdcd5YfG5lFElEFkKCKFY2uHYPRJ1IEJAUnSBwCPxYty0S+1hrfSe1KPL7Uqin5sZPBs6oQh555BEsy8IwjHN7np/lIL7//e9z1VVXbR3MLxLvfOc7ed/73scXv/hF3vGOd/zY37rdLrfddhvvf//7t2Zgvyjccsst3HDDDQwMDPCDH/yAdDrN7/7u7zIxMcG///f/fuv4XvOa1/CpT32KD33oQ1x99dWMjIxw3XXXndNrPnLoCGMTY2y2O2TaXfSmQSGT5NW//hLqtSonTi3SaDZ/JOkowHGCfptRIJNN0euaJJNZoihAllWSySSz09M06k1On5rHdX16Zi+OMfRcQOznFAiEQewyJUpyX48atzXPELNkWWJ0dBTf91FUCdOyeODBB3A8n2QySULTGRwcpFatEva1w44TpzD5gYesqMiqQrPVZKBYxEimOTW3zMrqGocOH8Xrx88VBvN0zB6O61BvNiGMuOfeeymXSkxPTSGfaa/zeJXFZyAyv1IlbccmGXv27GFzZQlVlTASg2TTGTY3NpAkUGQBq9fi4osuwLZtZme38dhjh6nXW5iWH2dL+x4JXSGVSmFoMrZtky/O4rgum5ubceeh0UJRVSRFppDLMDpUYnR4gJ3bd0DkggBr6xs0mm00VSeTCnjmVXtJGPF88eGHDrG2ukEkRHEHKQpxPI+BgQFyuSzVaiXO4j0zt+8zp2M/7L7HtRzHI56xGf1hKlTsE630RwBBEMSxhpJMQEQQhkRBRKfTQZIkDEOPjVkUBdtx8LpxV6CQj/XtQ0ND9Ho96vUGtXqNzc1NoijE81wURaHX65BKpWOWtueRSiZZWFjGdd3H/wmKIidPneSee+4GUSSZSAIyrWaXjUqFTq+HT0TaSDI1Os4f/P67+N7td3Ls2DE+/rFPceDAM7jqqkuQRBnT7yErMrKSZGBgCFlRSaUT6IbG/ffdRbO+Tq/TiFvTboQsQEjf2lQAWVTwPA/Li+VeAuBLEUldJux7s4uiRKXRQJMFRFkijHx0QyUK4zSneA7txSEaihI7lD0xthFP4Rzwrne9i4985CPcd99956ws+pmq6O233/6ES5oeL7LZLLt27eLBBx/8ib8tL8c/1IsvvvjnfhwnTpzAdV3Gx8f5xCc+wbvf/W5e9KIX8bnPfY73ve99/Nf/+l/RNI0///M/x/M8/uZv/oZGo0Gn0+GlL30pn/nMZ/jMZz4DwCc/+cktXfXjRRgGmL0ea+ur/M/Pfp6x4TK+55NMGtz4G6/h5S99ASdOL/CVr32dsdERVDXBg/sPkkrH7eMgcrFMF92IMIwEmirT6XSweha1WoUgANvxMC2LOATdB6LYJ1iIC7Ekx8EUovDDwHdJilBVlR07tiNJItlsjna7TbVZo+dYsdGHAIHngKai6zEBTHQFLMvcuviH2Miaiut4TE9OkEqlCAJoNVt4jkPHtTESOhBx6OABXMclDGK2tSAJ2I7D8vIyS0tL8U7Ncc66RS3LGrlCHlFRSCQSnD59mlw6SbVWRTcStJr1uCAJISNjI5w4fpxao4Mkidz/4H4kSSaRTNPubqJpKoWhUhwo0Ce7TU1N0Wy1MAyD0dFRTp08haLERh6e75HLZcmkEyQSOrISMTo0ShgGbNs2xcLiAo3GEI7rE4RQrzd54Lvfp15vE4QBuqHjui6KLDMwMEA+nyPe0bLFmP6ht/QZ6dgP//2jrGr4YTzjGS7XmZ3x+OQ4xfwA+w88+kMCV1/Ohiii6Ql8L6Ttm0CALMcLk2azycUXX8x3vvOduDsSRbiuh64rWL4HhP3iHyCLEgndwPcCNjcev744fh8RluNipBLYlo1l2TTbLWRFIZXQ0RUJ24sXmrIic/75u5jZNsvC6hL33nUPX/y7r7Iwv8hLrn8RsqajqRKZTA4jkWBzc5VkKsnJk1WWl+bwnC5iFCKJErIkEPkRXgSyJGGoElEQL4IFUSQIAzRZJooCvOhMqpaI63pkUgaCIBKGfpxOJgn9CMUIUY4Ltm3ZKFHs9R09zuSqp/DE493vfjcf+tCHuO22237xxTgMQ+68805+//d//1yf4mfGK1/5Sv70T/+Uv/zLv2RwcHDr9s9+9rNomsbs7OzP5XWjKOKxxx5jcXGRV7ziFdg/ond8z3vew3vf+96tFT/Eeudbb72V8fFxqtUqL37xi3nHO97Bnj17+OxnPwvAO97xDt761rdy/vnnc9VVVz3uY4kdmTwyaQVBDOl2GqwuV3EDj4SWYGZqlMHBMtc899nsu+gCFhfX2TYzzv6HH6LT7TI2sYvDj51gpDRIGPh0TYuhchnHDtA0A7NnxmlBQojnekRRgChFRKEDyEiS3I/DA1kWgJBUWt9igUZRxMzMNu688w5ardaWccQZ9q6h62zbPkO326XbbeM68W5hq9sSCXSbPQRR5MTxUxjJBI4dz23DKAAxwnHi8xAEQRxGD4iSTCKZxPU8vL5zleM4LM2dPms9pq5p7Nq5i5bp0mm30XSN00vLFHJpZEVks9rANE0C16VSa5DLZWl3u5g9k1K5zNzpefL5PKOjwwD0ul2a9Qajo6M0m00MwyACfMehVqsxODjAzu3bqNZqbFQrhKHP+Pg47XaL5aVVNjcbaIZGq9VlcXGNhx7aj+u6SKpEs9HCdxxcNz6PjuOQSqXIpNOoikS1WsWybIKg33oW+T8Ksbj1+cQ+1HGMoyj++KUiikL27t1Lo9Gg1+sxPDKMEP4wOeoMuSubzVIoFFBlhVQiQbvbwg9cJCn20G612hw5cgTXddE0jWarhqIoSLKELMvx+5KkeNatSAwODrK+vs6pU6fO6jMUhDjCMArj1nq706Reb/SJUSLpdJodOyeQJREvCGKGs+ezbWKG6RsmmZya4lP/4yY++fG/5jde/UoKpQmi0KfdrrBR3cR2bQhDAs+LF5GR0A/cioiEkFCI06aIor53d3yuwygijEIUSUaRJYJAJBLiboUkSRCBFwVoWyTL+LPxg4AoioMj5Ag813mqTf0kItcnBn7rW9/ij//4j8/pOc45z/iRRx7hmc98Jo1G40lpUwPUajXGx8f5vd/7Pf7gD/5g6/aZmRle+MIX8rGPfewJf80oinj729/ORz/6UQCGhob4m7/5G6rVKiMjIz+2Kmo2m+TzeQBSqRRveMMbeNvb3vbPRjl6nsd1113HsWPHWF5e/glS1xmm6o+23Q8fOc4LXvoqGq0mqhaSSquYlouuJHF6XbrdDlEYkDCSmN0WtmUxPDLK2uoKihK3yt5w45u56OKnkVBFDh46wje/fRv5bIFKpRZHvRFguw6O68aRfVGsGY3CAEGQUWQFSZQRRIFisUChmCOVSjI/vwxRhJHQmZycYGVlJdYuh0G/RRwhyTKGoSOK8e6q19fWhqGPqmqE/ZZc4AdIioKqyJiWhet7BL6PLApMTU0iiSKnTp3ayu2FvnGFGF9oESJs1yGbSrA0f5padfNxf96CILBjxy5+5fpfY3Glwup6FdOy6fZ6uH2Hr1imEyKL0lZgQzab2co8jYIIz3UZHipx4vhxwjBi70UXgSBw4vQ8hqbT6bTJZrMxk1jXyOczJBJJVpaXcRybZz7rmdx5x10MDgxy5PgJyuUyvu9z+NBjpFIpCoUiG5sVwiik2+kQhXHMoGEYDA0NYZkmnutiWV2CIPaGliRxq0twpiWt6zq+727NhEXpxwusrChEBBTyef79619LpVLnzh/cxRWXPY1tMzPc8k/f5uChI+ipJLKiMDxYJJNOYtk2Wj8JKZbOiRiqTiqVQdM02u0WQehi27HOPZVKYpq9OIAiDMlmc5g9m3y+wNraGh/60IfOalGVyaR57et+g5GREXKZDFEYsVbZRBREioUC9XqTcmmQHTNTJNMZbNel2+kAYNk2LdukVqnypS98iePHTvC7/+Vt2FaXbreGaVsEUUDoB4iALEoEEYSeiyrEAS1uGKL287uDwEeWZEzXBQRUSUQgAAKEd6pzpgABAABJREFUSEWSIzzP70cihni+iyrLGLravw4ESIq6JT87kxmdzmT5rd/7AEMjE4/7vDyFJw5vectbuOmmm2JuyjkkBJ5zFX0y58VnUCwWee5zn8sXv/jFHyvGvu9vfUGfSERRxO/8zu/w0Y9+lI985CO89KUvZWho6P964n/09jvuuOOnts0VReE1r3kNb3rTm/ijP/ojwjDEtm3m5uY4efIkJ0+eRBAEvvrVr26R0lzPpdVuEwY29eV16meeS1XJ5XLoskij3sTudrZeZ211hete+AIu2HcBf/lnH8C0XTzfQU6mmDu9RK9r4XlVBDHCj2JpEkKEIIQEYbBF9lFkDUGIdy+ZdApBhFw+ze7d53P8+Ek8z0GS4rCAjY0NXNfhDBtXILbhjaJgi0wlyzKpVArfj9uXkiTheS6ZXI5utxu7E7n2lj+zIAioqoKh66ytrf3YzHMrVlASSCTiXbofhZi9bswCPyuIpApDPPzYHJMTE8wkMhw7cRJMi4ShM1gsYFo2ggCtZgfX82m3u1QqVZaWVigUCkiCiOs6NFstfD8gmUxyan6R9Y11HNcjYSTotNssrqygG3q8a0UinU7SazWRJJFUKkunZ+J4a4gCHDtyhKmpCSYnRygWCiRSaSRFYm1tDU2PZ/7JRBJJkul2u3Fog+PEshxJRJIEgsD/oZuZLG8t9BRNjR3R+rvjWI8txLs1WSIMRUDivvv2U6/V2LVjmssvexrdbo/pqUnCSKRjWWxWKrQ7HWRJQNU0wjBCFkGSFLLZLFG/mLhuTPwrDw2zvLy09d0/s/j0PY90MkM6lSORSPD973//LD9DyOfyXLJ3b59QlqXT6ZBOpWLLUFXFcVw0VWF4eJQoijhxan9f9ysxNjZOstchoSZ42a9ezx/+/h9y+OhxRkdz2J6DKEAkxDtaRZKRBAEhCHFF8MKwH+Ig4IUhQRCnV/Vcl67nIYQR+YRBhIAYxWOgIIBQACEMEQUQIrEfJOGBEGd1n9HIy0qcUx67mTmEwdmR2p7CE4drrrmGm2++mfvuu++c5L7nXEkffPBBnvGMZ5zrw58QmKbJN7/5zZ9oR1911VU89NBDT/jrffnLX+ZDH/oQH/3oR/lP/+k//Yv3P378+Nb//3OM7/8TO3bsYHx8nL/+67/eMmCYmpriyiuv5PWvfz3/9E//xMte9jK++c1vbu3AIzw8K05sevZzL0PNZikNDXPjq9/A17/+NT74F3/J0MgIszvOY3N9gxNHD3H5FZfx4KOPANBodjk9t0wtZbBZbzI9O0Uum6HdabOyskq324qdr/ih7aEkgK7pRJGApCrkBgpMT06yMD/PPffci23HWbrx7MulVqvGBVxRtkg3Z3KWC/l8HB4gCLTbcXBDFEI6lSGZTFJvtreKuiAI5LJZHLNDOp2m3ely9OjRfoGJta1CHClEJpMmkdCJoths3w0C5uZP4p+lvjiKQqq1Ji1LoVmtEQDZfIFUKmB8dBBDU9jcrDM1PcGxo8colUsszK/S6nb6EqIA13OwLAtRFMnlcrFXeKVKwkiSTILnuhQLeVqtNtlECsu2MS2LXidEkCQkWaHd6VEaKFEoFDh+7DDbZ6c57/ydNFtNOp0OghBRLOawzC6ZiTGiKKLXs3AdbytbOQzi9y71PamF/mz4zKzxDBHrh3phETHot3jDAEVRUDUNURKZ3TaL63okUymyuUFuvfVWBgZLOK7H8OgIlUOHCAI/jhbsmYhSHH3oew6ioBH6QUw2cxzAx/VcqtUaQRCPMeLbwbZsdm7bwe7z9nDi1CkmpydZWFg461FDp9dlcXUl7vZEMedkemoax7bo9HqMjYwwMjQUjzhkiVQqTRRGCIKE7wdsbm5ycm4OGYHB0iB3330/L//V64j6Cz8lEgjF2BVOEEVUKc49tjybKBLwPA8hDEiqCj3bwxchREIWBUzPQwUUMVYhWK4PktA3SFFxfZdIjBdooiQjCwKSJKBIIkKfOCdKIEjKVtjEU/jFY3p6GkEQeOihh36xxfjgwYO8/OUvP9eHPyFIJBKUy2V27NjxY7dPTEw8ISka/ye+9rWvcfHFFz+uQhxFEe9+97u3/n2mXf3T8KxnPYvFxcX/69/f8pa38Cu/8itcffXVlEolpmdm6NVWUVWVZ7/oORhphTe+/i3kcgV63R77Lr6UHTt30Ol0GChm+MHt3wXg5r+6mZWVVURRZHpykvHREe699z70hMHC4gLddjdurxKgKHIsIYkgkTIoFOIw9pnpKUqlMo1GnY3NCpVKNW6R9tpbpCDXDbfSapJJA02XaTbji3wYxOIOz4/Q9CSmaVIqleKdrx8gELd2PcfBi0ASRLLZDJlsijWrR7vbjWf1fdavkUySMAxanc5WJu6u7bMousGjhw5j2Rb+WbBvz0BWdLREhsnpcVQhBFFkfW2Vyy7Zh207ZLIZWp0elmWSTqXY3NjEsU2GSwV03aBRa6AmdMbHR3FdB9M06fW6DA+XWVxcRBBEkokEsiyjKRKSKEAUoipKn5gW4ro+J44fJ5NO0qjnmZyYRJIF1tbXAAFJlImCiEa1ge+GtNsdBAF8P6TdbuM4Dr7voSkyEOH6Xl/qFP5YyIMsy8iSFOvOJZmIaOt+qVQKwzDiDkYmQ63WQFVk8rkMDzz0MFc8bR/1Rpvjp07T7nSwbRtBEHAchyj08QOPcqlEr90lVU7SatbRtaHYAc4x+8crIMsaCcOgZ3ZJJHR0TWNoZBQ/jEAUOXL8ON2eyeONvfwhInpmj2QiSc8yMQwdSRTQdZ2ZmRnMfhZxtVFnYGCA6alpKpUqnueRz2YRxSkWF5dxHIdrr7uGL/7dl/jM33yZp1+xj8nxIkIgkVQU/ACIwpjMKClEOARRiChLCJGAIInIxIQtVYxnwD3HBVlBiGJbUiOdxvE9bMdBiAQCUaJrWSiahkpAGEGi3/kLwgDLcdBUfSse9Ck8OThjCb1///5zevw5FWPP8zhy5MgTll98rlhfX2d9fZ1Xv/rVP3b7jh07WFxcZH19fYtE9bMiDENuvfVWbrzxxsd1/09/+tN861vf4j3veQ9//ud/zle+8hVuuOGGn+kYDMPgG9/4Bt/85jc5cOAADzz4APv2XcD2C2bo9tpcfflz0WUNwpDNWoW1jXWe96Jr+MSH/wdf+/JXgXiX43keT3vG05HUJA8/coB77n+QnmnGeaueT+DH883l5aWYhJPOEBHheA7JZJJiboCjR07i2D6ZbApVUWk2WluSlygKkWWFMBS2TA0cxyYIRRIJoz+v7mtehZCBfI6R3eejaArHjh3DtCwcx6HT6UGf9Qtx2396aorVldWY0CNJW7u1ZDLZN9KQyGazjAyVKA+PcuCxIziOjWeZ+P7ZF2NF14lEgWq9Sq/TZfvsDLIssrS6xqlTpxkql8ll08ydXqLdjnfx5XKR0eER1tbW2Lv3Ik6fPo0si0SRTDabIdbu+kxPT9JsNDESBoosk04aTE9Pk8vlqNdrJFMJIgI21iq4rk8ul4vdqkSwLYfl5VV8N2Zlp1IpEokU2Uye1Y1VgiAeAcRxkSGyFC+KZFkGEeT+xVwU4lQrTVG3OguRION6HrIsIcgSYiiQy+VIJuNUouLgAMlUkk4njgEcHx3D8yMOHDpMJIjouh6/h0YTIQqQxYjBwRKKolAeKuM6Lul0ik6nQxj6BEH8nyzHTm75fIF0Ks3Fey+Kk61kmQMHDtBoNfrGHzE57WyQzWQZKg/FvAViws3g4CBhGGL0I0VbrRbJVAq7385vtVrous7G5gbdXg9VU9moVimWBnnzm3+TL375K9z69e9x9bVXsGfnNlRZwrTsvhJARNPitLIogsAPQZBA1khl0nS7LfywRxgFyIqMD4jISHKCSFJQBAXLCRAVjcB3ERWDUJIRNQ0x8Pp55DKiKOH3ndQEUeaMDvwp/OIhSRIXX3zxOUf+nhOB6/Dhw1x66aVbOsInC9/73vd43vOex2c/+1luueUWbrrpppiR2WwyOjrKu9/97h+bJf8seOihh7j00ku5/fbbH1cLYnh4mKuvvprPf/7zW1nPt9122xNyLGfw/bu+xxe+eDP5VBbPD5mYnKFcHqLT7eKGAZEYBz8cP3oM2+rhmBbLCyvce/f9DI+VGJ4ap9kM8e2on4ObRFcVDENnY32dUrlEs9mgNFiKW8hihK4n8T0fSYxDAmzbIQrB93wEMQThjL2fhCQpDA/FO8JCMY/jOrRbLaIwpDhYpJDLcdWVV6DrOs1mm/2PPookSRw7fpxKrRon3gQxgSsMQ3RdR9dVWq0OYRS3VI2EQbFYRBJkgsBnZGwY34vNRZYXlzFtm8D36dRrHDz46Fmc3XjnNbNrD+Wx7bS6JlbPjMljfXP/OL0XZDHCC2K3K1mWCPwATdFQFYVnXPYMjh47iuf5iAhYlsXg4CCqplKtVUkkYqmNruvMTE9jW3ac++vYGIZOu92KtdjJJMdOnEAUBVKpLNlsjtWVVYgiVlZXyWazff137GwVF2N7i5Slqkp8bKHfN19JoCgKAhD4PpqmkkwkiIgIxBBJUhgqlXBdByOhc8m+S2g0GiwuLjI1MU4YeoiSSLvZ3bLDdN14prlZrWAYBtVaHVkSKWZTaIZCIZfHcx1UNZZtKbKBJEm0Om2MhI4sySiCxCWXXsq22Vk2NjfZ2IgLYbPZxjQ7HDl6kL//yj9gmuZZ/VYu2nshL3zxdUiigKEbTIyNMzE+weDAQExaCwJ63V6/7RsT8Xr93fIjjz7K6voalXoD1w9is5dmBz/0eej+Bzh1/AQveOFz2LVjCi+Ivd4TqkEQBjiOjeO4OK6LKMoM5EtomoGiSJw+HY9YcpkckigiSSqFQhFBknF8l0a1giLLOI5Fr9NE0TWSqRRet4PSN0KRFAmQkFUZUVX41Vf9R55x1RMbZ/sUHj/e85738IEPfADLss66Np7TzvjgwYPs3r37SS3E8MM57Gtf+1oAnvnMZ/Kbv/mb5HI5Xv/61/ORj3yE3/7t3yadTv+zj19ZWaFarbJt2zaSyeRPfa0777wTXde5/PLLH/exnQmFP3LkCG94wxvO4p09Phw69DATQ+MktASRJKNrMt1uk1arh5rQGRsZo1apMz07gapqLC0sM719hvP37ORvP/0FrK7F2K4Zmk5EGAnYjk2n08J1HBLJBCERRiJBt93BMAzavQ7tVgdF1gikmEXsBQGhH8YtuEhAECSkfqiALMm4rg2RSLXaQJBEkolUf9fR5umXXoptmrTbbeYWlpmamuL48eMYuk5C07ckLY7j4Hkenu/ith0EUUSXJVRNJ5lIEXg+iqZQGBxARMCxXaIQcrksYlug2+mytLx0lmc3QhAVVD2D7XikkwkyqTimcW1tlXQ6TRiGuK6HEEXoRPhBiGWZ/R2mgJEwmF9YoNfrEQQxcUrVVSrVKvlcjkwyTaVaZXBggGazydraGpVKBddxKObznD7doFQqsb4+h2XbZLI5uj2LymZjyznrjFZ5fX2dRCKxJeGBeIyjaVq/1Rz0pS8RiUT8XQ8CH02WSaSSpNIpEgkd27EZHCySzeap1RsIxHP648ePU61WUVWV+bkFdF1lYLBIp9Ol2zXxPJt8Po/jOH2JUjNeMImxNlZTVURJRNFUzF4XRRERkHCcgEwmTew65aAaMq1mi3arHSdUERFFPul0CsvuUq/WzroQA+zZsxtJlBgs5jH0RH/EkCWdTsfkNs8jAjzHpVqrMjQ0RLVa5cTJk6zXajRbbSzLQ1U0okDE9QNEES55+qUQhXzn23f1s6czaHoKRdEQHBvkWCIlKiJhECLKsUFHtboeM8t9kYHiEL4fkkynkWQBQ0tQrdaYGJ+i0azh+Q6SHDuQJRMGQQSKpBIiIiKDJGOkM1iOxQ9+cNtTxfhJxEte8hLe//73c+rUqZ8Yn/5LOOdi/GS3qAF27drFn/3Zn21pnR944AHe9KY3IQgCv/d7v8fNN9/MzTffzNve9rafeOyBAwe44oor6PV6APzn//yfueGGG7jkkkt+4r633HILn/70p9m+ffvjdvR61rOexd///d/z3e9+l2q1+jO3qP85RH6IpqpxMlIQUBociS0Hc4O0zR5rS6uIgkCzXieXKzJcKtPsNBiZmuC6l1zLN77yTXbrEm4WHAsUUcVzXCRJwXMDfC/Ec31sxyIwO4iRRBSJuK6PosTFIPKDfoKNGMt8hKjPzI0vOp1ODz+MUGWFTDrFeeedR6VWQRBD7rvvfgaLgzQ6LQRJ4qGHHsR1XSzL2iLopNNpDMOg2W4jShIQoSoyu2amKZWHWFxcJERmdW2JMAppNptoWmzpmUknmJiY4PjxE7SaZxe3F59gEdN0UZMhqYTByuo6k+MTdDSNVEKjstEml8+SLyQwFBVV1+n1utRq8cIjlUqR0FXy+XGiIKKQz5HJZPvkPAXbjs0nBgcHOXjwED3ToljMIQoC46PjHD16lGQySa1WQ9cNVlZWGRwcJIoibNuOdaphSD6fp9frkUwm++5V0ZbhxplM5HhxEZt1hGHU10U6BJFPLj9IOp3qx1hqXHThBXTaJr7n0+m0qVarZDJZMpkMsiyzvLCEKAq02x2iSMCxPbq9TmzbqesIkkg6labVaaDpKomEvvW7EQUBwzAIw9gTXVElotBncmKaHdt2cPTYUU7NnWZ+cR5RjGJNuW0CsQvV8RMnzum30u20eeaVzyCpxQuqUqlEOp2i3enEi5mVZQRBjAPB+kYnZq+HJEpYPQtJUgj8HnbgEEU2mqpRKGZotZr8yst/hc/c9Blu+dYd3PAb17Nzx/l4jsPK8mkc30ZWFVRPpOfaWI6FrOhEUcTgwAiJRIql+Tny+SKua9NsVtBUnVy2iNlxWF1cwEgYiCKEvoAgSmiGhu94OI5LSk/37W4dQuI0r6fw5OHSSy8lm81y8ODBX1wxfrKjCc/g7W9/O//wD/+AYRjcdNNNJBIJPvKRjzA+Ps5//I//kfe+973ceOONW6ESQRDwuc99jne/+91s27aN3/iN3+ATn/gEn//85/ngBz/Ihz/8Yd7+9rdvPf8//MM/cP311/P0pz+dv/iLv3jcx/WsZz2LD3/4w7zpTW9i+/btPxc3MNf1sW2HQrZItlDANNt4XoBru2QzaXzbplLdYGp8gjCAIAhZrzq4vk+pVAKgkFDQ80nWWg69Wo9kNknkC7iuzWalEpNRpNiSTxTlvnFCiO9BFICqxEk/oijE9ojSD92ZRDEknUowMjrKpfsuYGRkhG/d8j2Gh0Y4fuIEKytrrK6u4XruD+P6xFi77Dg2gijiel68oykU6NkOiqogCeAFAZValZ3nn8/84jKFgRKeY5FM6oyND9Npu0hSzBxeXpznJ/N4fxriFvXE1ASl8gA7d8yQSydIGyo922L3hbtIJg3Gx2JCkIDARRfuxrK6/Sg8Bdf1WF5eIpvLYppWzJjO57aK6draOseOHqdYGKCycYQd23YyNzdPp9vF9zyWl5cZGCjGxKfyAJ7vMzRUjH2tpVi6tra2TrvdjnerC4tsbm72E7GkuE1tWTFTul+cJVFCkUVGhgbZvn0bsixiWSaJRBJZVgj8+Lhuv+1eDCOBZfWwbJtuu4soxISuRr1BNp3qE9FMVFUhnTFwfRlJFvBDD0VWkYTYWpIIwkgkCEIEIcTxYoc0WZDJ54oMDAxy8cV7OXbsOHML89TqFTrdBhAiihKSJNOxLAzNQJE1ej3rR4IrHt9nKYkRl+7bx8z4DEtLS+RyOfKFPL7v0+0TAVPpeKHRM00kRaXdbpPJZplbXCKXz7O0vEwQhNhe3JkZzOcpD5RIGwatbpPnv/j5fPHzX+Teex4ily1AFBL2zT0iQSBCJJ8fiKMkZQlJUUkmM1hWD83Q0HSdysYSltnBdW2SiRRmz2RiZIjN6hqWZYOkU6vVkcQIRYojFk3bQhF9dCOJoiXR9XPP030KPzsUReH5z38+Bw8e5BWveMVZPfaci/Fb3/rWc3noE45UKsW9994LwMc+9jHe+ta38iu/8itce+21vP71r+fDH/4wr3jFK/jkJz9JIpHgZS97GXfffTe/+qu/yvXXX8/hw4f54he/yN69e3n729/O7/7u7/KiF72Ibdu2cfDgQV7zmtdw/fXX86Uvfems0pWe97zn8fznP5/R0VHe8pa3/EQW7BOBYnGQwMuSTCRQNY2FpUUGBksEfkjoubRbTSanpqg3GphmD18UGR4Zo9Vs0hTinWKv45HPJNDKCaq6SqPRxekKyIKK6Ad4bmwfGfohgSwQBHGIgyJJMeFGkfouSQKKGu+WHcdCVfU41q88SDqdYWlxnfmFTRqtDifmTiOKIomkThhGmJYZy6ZkhWKhgKoqrKysIErSlkHIyMgwpxcWEKA/Q00gShKPPfYYESIjQyVC36VQHEDVFY4dPU2n08ZxbJrNxllLYUDg8ssuZXrH+SRTWdrNBsPDA5iOz+LyCr2Oxtj4OEuLSwwWB9isVllZWaXT6TE9PcOpUycJgoD5xaW+vlahWq3TbPfYvm074xMzHD12mlarzfr6OqZpMTo6iiDE3QDLspAVmXq9yujYCLIks7K8Qr1WJ5vJc+TIMbrdLlEY0e118TyfTCaztVuOogjLNPtZ0yKyHHtEB0HIeeftYGhoiHvvvY+pqWl6PZNer4Zju3S7XQRBxrbdfnKSjyDEBjupVCqOEnRsJFEkmUzSarWw7B6KIve/k0W63R6e56H1SWK5bBZJgiDw8F2fMAhJZ7LMzm7rk9UazM/P0+11gDhj2/NdREnBdTs4nht3XxBIp9JsrG+c1SeZLxQ4/7zzqFar/Wxn/Sfa+plMBseJJWiKqmOaFrVGg0azR6PVwnVio5TAskAQYivPRgNFkRARmRgfZ/ee8zl5co4gdAj9kCgERQQbGJ2YopAf5MSJo/ihR3FgFCHy6faaNMwmriTQ6jXJJnKks3n8MJYyWaaFImpIoo/l2iBEGKqK47vIkhj7zIcugqygGRlC7+wyup/CE4+LL754qyadDc66GHe7Xebm5n4p2tT/J37rt36LD37wg3z961/n2muv3ZoD33LLLVx22WWxUb1tc8cdd1Cr1Xj5y19OOp3mv//3/87Xv/51/tt/+2/ceuutvOxlL+O9730v//k//2dmZ2f5zGc+c9Yxh5lMhltuueXn8Ta3UCwWaDbqqJqGoqkUCgU6nRaWadJsSlQaVVar68iKjCIpJFM5ahub0G+TqqrK9+58GHiYZCrBhZdfSLZoYCoRbi/CbPUQogiECKkvm5BEEU3VuPa65xIFEQ8+tB9VVSgPlSiVBjh58hSCEJHP5rj+pS9hYnIEz3U4eOgkt991L9VGE1VTKRZyrK+uxAb3/XACURTZd/FF2E4c6t6zLFKpFMVcltnZadYrm0QRiJKA57hcdPHF3H3f/aiSxHB5kBPHjyPJKm7VZ9vsNKfnTtPpdPC9s23dxdKsIJKwLQ9BsunZPpqRQpRcLtt3MWubayQMFUkSqdbrLK6s0O50qNWbHD56ijCMSWdmz0JVFMbGRpmbX8LxIro9h17PZKNSI5NJMTo+zuL8AoOlEguLi6TTWVZXVul2u2QyOQ4dPI4oyRhGgl6vRypZR9Pj9KK45VxAVhRq9Vo8x3ZsXM8l8Dw8z2VkZJjLLns6qqZy6NBRHjlwmNTpRZrNDj3zWOwxHgZ4to0oCSSTCbpmN7YTdeLovkgQME0zbjEHsVlHz+z1CWAhxYEsnufRarVBEMhlkmQzaSRRRFVVLNNEURTCEIbLw1y892JOzZ3mxImTBEE8CpFlCcu2Y+KT6+KHLpIo98lUPWRRYmnp7Gf/l112WexC1jPjWbssk0gk8P14ARMEAcvLy/0M9HmS6SyqqnFqbomV1U26ptXPHQ5QJXErbnSt4pNOJdm9czvJZJIHSg9y4JGDtDpdZEkgmUrQbVsookgQRZyaP4EXhbR7PVpBB1WRaHcb+L5HpbEBEeTKZYq5AieOHkWTJPL5LKlsAWt1iY5dQ5VlHNfBD0JkWSKT0FFlEafbZd0y0RM/nfvyFH7+2LNnDzfddNNZP+6si/Fjjz3GwMAA5XL5rF/s5416vc7q6ioTE7Ed3Pbt26nVanzlK1/hgx/8IJdffjm///u/T6lU4sorr+Tqq6/eKtzvete7uP/++/n7v/97/uRP/oRXvvKVlMtlbr/9dlJ94s4vGwqFApIUS0narTaSKJJIaFhWi0ptjbWNFRYqFXKZQTLJFFNjGolUkvmlBbLpLK9747/D7PXo9nrcc+c93PPte9l+/jR7nr6X9UbAkheBZ4MoEOEDMulkissuuZg33fhqdEXhG98a5/CRU2RyadwwIJ1Nk04kmZkaQZYlqrUq2XSa5dU1Wo0GI+UBKpUN1tfWsUybIDRRFAlZ1gC497770TUjdt0KQkR6PH3fXqqVKpbtMFQeZGBggKnRERYWF3FcB0nV8AOfEJGTp+YwDANdUxkYHMA0e2e9kIpJS3kmpyYYGh0inU6zuATdbvxcPcuk2eygqUksx6Pb7TI4OEg6k0aRVTrtHgiQzibJZeKdXyx1UVleWqReq7G6uk4mk8bzXVZXVgiDkIOPxdnFG5sVeraNphsYhoamif1sYIFcNgWihK7r9Hq9ftZxO/Yr9n163S75fJoLZ8+LHclEgY31Crbjsf/AITrtDrISO4I5jovTL4ICIAoRsqjGc92Egef7qJqOaXVxXAdVVUkkEnR7HTRVI/B9FCmeTYdRRCKZxPM8fM8nk04zPDKC7/usrq6RSWfQNY3JiUlOnTzBfQ8+QK1W3yJ2ybKAZdtEiNiOT7ttks6k8L0AWZGQZYH9D+/vM8bPDoau4fnxTl9RFIhClpYWWFhcwnZdNjeqRGHE0HCZheVlutZpPC+ga3m4no8fBCSSBookosqxUU21ViMERFHB9yPml5ZJpePrRGWjxjMufzqnTh/GchwkMXblEhHxXB8z6EEYkoh0uo6P5dgEYUQqkWVlbZPKZpUoiNn3tudjey5EEbIoIIsqIQFiJCBJsd1rEAYEgY9phX2nu6fwZGLPnj2cPHnyrOMUz7oYnyFv/Tzark8EoijixIkTHDx4ENu22bdvH2984xt54xvfCMA999zDK17xChYWFvjrv/5rEokEN954IzfeeCMf/ehHeetb38rf/u3f8sEPfpB8Pv9LW4ijKCL04/CDMAywrA616ipLq3PUmlXWK5vYYUTPdhAjhdDz6ea7JIx4RxCFEdlclmwuix8EFEoDLJ9e4o7vfZ+VhQ2uuO5qEgWdKFEism1CxyYSBC7aez6v+o2XcMst3+LyZ1xGKq2z54Jd3PfAfjxColBgaHiQa5/3bAqFIpKicvLUaWzbodVskEioWKaFrMQuR67rEoQeiUQCx3XpdntYZsyejgSBKPBZXFil0W4R+SF7du9i/yOHIAyo1OJAekmWWFrZoNM1yWQyRFFEs9UkEqDTaNLttM/u3BLhh7C60WBxvYFpuiDKTI6NsLq6hud7VGtVjh07TSqdxHVdjh87jmXZhKGALCmomkK9VodQQJFVLLOHaXUJA4FOxyKKBFqtDqqq4LseAhF+0MGyLBKJBKXSAMmEwezMJM1mh1azi2n2aDQaOJ6/ZWHpui6eF7tsnQke8D147LETeL5PJpfDti2WVu8hkdBiwpTvEhEiEUIYEPkBqqaRSMbmI77n44UBiVQKx3LQdR1JlPo731Ycben7BL6HSGxj2mq2QABNVTEMA0VWaTba2I5FMmmwc8eOeFefSeNFIWubm0iiSNcySaZSuI5Pr2eSy6Ypl4cRBIlsLkmj0UJVFHRNo91sE4ZnN26IrVFFZElidtssnuezsbnO4ePHWFpapWuZSIJMuVyOZUa5PI3OKj3TwXZ96I83Qt8jmcowNTFGLpfD8z2WV9fo9Xo0WzUsz0HSVBLJBIcOHmH7tlkCZHwRBEng9MIJZEnFDyK6vTa6kWC9WsF2PVwvZHxsCs/zUSWZVn0TXVUZLU9gW12arQaB5yLJKiHE7mlCBKEY+1TLAlbgIQgKYegRBkGf7PgUngyMjIyQzWY5fPjwP0sI/r/hnIvxLyOKxSIf+MAHePvb384nP/lJAC6//HLe/OY387rXvQ7XdXnpS1+Krut8//vfZ+/evQBbJyyWUoCmaYyPjz8p7+HxYu70CSqVDXqWjSxJWKZJvV4loSVwjDyFnEKt02J2fBYjkSaIIgaKRXw/YHJiguHyCIsLi3ieSzKVJJPPkc/lmJiZ4jvfuJU7v/kdrnzhdThygm6ri2S5ZDNJZFHgyOETjI2OI4gSYRBw4NFHWF5ewQk8DE1lcKCI5Tjcec+9lMqj3Hvv/Tz44INouky9USOZNLjmedcwNzcHiKyurtAxewiSRCKdInQDUqkUgiwjECHKEAZxq9SxAyzLo1pvMVAsomkSIhH1ept0Jk2n10UWJJLJFNlsmu9+65tb1opnA1mRCQLoOQ7Tk0P4rs/ayhKiJKInEgwIg6TTaTrtHpIuY5sOEiLZTApJknE9l2yhyM5dO3n4oYcwDA3XSdPr9oiiCN+zGRgYQEDEjExEAYhCyoODOLZDUjeo15v9HXQWUZRxHBs//OFM+czMMwzDWJvsxR7Pph1HUEYRbG5uoOsaogCB6xEKsSTN90MQiDOY1TjoIwiiOEe6b/Ho2TaGpqLrGmEUoWk6ruPgODaubZFIJnBdm1a7QRAEFAoFEolEPMc2uyie2m+lh/i+S6vZYGNjDVGM+QbxfFogX1Bw7IB0KoWu6UhChCJHdLptsuk0qWQiDiYRz34DIAoCYRCQSqYIw4iVtTXmFxc4NbdAz3Jw3YAo9CgMwNpmhUK+iKY3qTXNWIokgK7J+IGHKAp0eibLq+tUazVEQaJQyCMKIUKvg+s57L30Yu65425q1RahEuIGAZqeADmiY7YQUNA0BbPXod2zCIKIdDKH48et+UgJUI0k5fIILgE9M+5caZpKMp0jjEK8jh/nGMsSARFhGBPEIjHi9Pxpbr/tn3juNS8863P1FJ4YCILABRdcwMGDB8+qGJ+1kekvczEGeNvb3sYf/uEfAvCZz3wGz/O48cYbOXHiBJubmzSbTd7+9rdvFWJgyzrzPe95z5NxyOcEQYB6vYbnxjuKxaVlmq1WbH9o+Rw5fApDSDJenmC0PEJSS7EwN0cYxRek5bVVjHSKSq3O5maFKIAd23axY9t23vzWt5BOpzj+4MPs3TZJcXiQ3PAIkqySKeSQFJVmu8M3vvEdMukcQSQQhj6GqpBMpqhUmzxy4Bhzc0vc/YN7+3PB2MjecRw2KxUeeOhBjh4/zqnTp2m1O3Q6HTzPZXhoiCiKyGQyGEYCiHBsBwEBUZJYWJrHdV1MyyLwHPZesJuh8gjDQyX2XbQbRRAZLhW4dN9FbG5s0mycbTAEgICm6uzcNsVzrriUxbkN8pkMu3bMMjFa4sJdM2yfmUQWQFNlRoaHGBsdZnZ2Os5llmIPb9O0ePCB/bhuyOLiCqqqkMmmGB4ps3v3LnbsmGHHzm0MDBbZtn2WXC5Dt9NGURRSqRTJRJJCYQDfDwgCD0kWSaYM8vkcxWKRZDK5Ze7h+3Goh+d5/R06+H7MfHcdN7YW9Tw8z+vH8ImIgoQsq8iyiiCIsSacCFEERZGR+8SvZDLJULmMqsgIQt/DWhRx+vKqKIq2EqcEIZ6V2rZDvV7Hth08L+D03DyVep25+YWYBOa6+H6sH240awgipNNJ4olChKYZiAhEoYdtdalWK6yvr5/1J6nICuefv4tEMkmrFcu0KpUqgiARBBFBCEEIC0vLWK6HqmpEYcw+1xMJCoUCYRgTzoIQllc2WN+o4TjhVndDUxPMTs0wWhriafsuYXh4mM997gu0G22GiiNEvkivZ8WafEKCMMI0489IlRVKxUFymSyyFNvmPu+5L6BQHGBxdYlKq4bpOqjJFI7n0e12IIzwwxCHEC8KMR0HL4pzTIMwIAyfkjc92dizZw8HDx48q8ec1c44iqJf+mIM8Id/+If8zu/8Dul0mu3bt3P55ZezY8cOXvva13LDDTfwsY99jHe+851biVNngibW19d/bhnITzSq9Qa1Vovy4DCNbhsjmabdbSLgMJwtkZurcP7ui0hnDTrdLrIoktANao0GRiKBadrs2nEeEhLNepWR8hBPf9rTWTw9z+LiIm97x9v4r3/2F/zg2//E0MUXUSiW6W5UsByLA4ePIssq48NDLKyssFGpEEUhuqFj2SY/uOc+BCEincpgWRaOHbOlPT/eocqKwtziAqIooShxDnEYBIQuNGt1PM+j1+shaXHM4/r6JoViEa/uYhgKuVyGRrvN8bkFkCTS6SzNzRpEAkOjI7TqDR54cD+HDh0iOKfAdYHiYBlZkRkfG2HXeRUUTaGyWWd9o8Lc/BqOF883QcLrFxXbsuKQeM9nqDxMq90mCHxSyWRcpMWYCW4kUywuLdBstXAdj1JpkG63TTqbIYhCduw4j067Q6/Xo9XuMDU1haLINJtNkukkqVSaMGyzsLCA67rYtv3jbPEoio0mRBGpn2QlyyKSIhEGIYIU62llSUKW4t+AKApIkorabzOfiVAURCGO4oxCemYP27KRFSl2RyMCIQ4E0fqWpL1el1QqCQi0Wi1c1yWbzdNotvG9uOUdBAGqqqLKMrIoIMoqmqogyyKBH1Cv1xAEGVVWEAgREGm3O6yfJYsaQNM1ZmamqdfraIqOruuYlkmva8ZyvygiBALPQ1Z1TCc+n4Ef63itbgdVlbZsNBOqga5rRFHE8PAwrVYTQRKZHBvnSLtNz3N58fUv5X//ry/w9a99h+te/BySqdjpLIriAAxJkIi/lhGarjE4OMgjjz6KllQoDZbo9Lo8+PCD2I6F5ztEhCysrqBIArp6xn861nersoymGqh6MjbFsR2Cs2zlP4UnHnv27OErX/nKWT3mrIrxxsYG1WqV3bt3n9WL/KIhCMKW69all17Kb/3Wb/Hxj398K/94YWGBgwcPbml/z7yfb37zm/+sQcgvI4xEglQ2T6vTJgAGyiVMq0NgdygMlhgYyCMIcTvS8zzygwN4lk8imcb3fHbMbmPbtm1cesFeHn5kP61uh26rzdjIKBddsIeDBw9w5TOvZP9DD/Psl7+Mlu2RH8yyvrzC+Tt2ERDR7LW574GHySdTKGq8KvdcF8+yYgeqko5lW8iygufZ6LoWG3g024iRROD7qLJM6HtxHrCkEAQhI8PDOKHPyHCJ5YUVer0eBSEiDCMa9S47ZmfpdLs8dvgIS8srIKwgRRLDYwPIYsRmrUZv0WR1af7cIuUE2HvhHqanxjl85DiJZJKlpVXKg0M4QcwOrm6u0Wq3MHsWnU6bhKGSzWRJpVIoikKn22SoPMjE5Dibm5vIkkQqEUuBfN8jlUxgWT4g0G63ME0rXpyoBidPncJ1XWRVYWJiglarRblcxjRjn+PNjQqtVisOyvjRw+7vTKX+nFSSxH6sZAiE+EGcTxyJApLYJ22JsVlLImGQSCTIZDIoioJpmoRRgCDEv3vHtftyNGMrvSsMw1h+FoYIohgbz5TKtNvtWNqkaQwNlRFFBc+P7TMThh7v3AOfbCodz8wDHyEKEImwXJep6W00mnU8u0cUhQiizOrS2jn9TsIoQkCgUqkQhRFHjx+nZzvYvk8UxudKEgRcP8Dq2egljSA8Y2ITIggyrh87vLmuTySK7Ng+y/T4KI1mHWmkSK1Rww8CBEVnfWEFz/O4aN+l3H/3D/jHr/wTO8/fztT2EkIYG5e4nguSiBwKOJbNY0cOEoQuVtdlcXGBSFxEVCCwvH6qFghif3QQBEiyTNJIMFQaJug7hyVTGRaXlhFFGUl68mJtn0KMPXv28Md//Mdn9Ziz+tQOHTrEzMzMLy2p6Z+DLMt87GMfY3Fxkdtuu41er8df/MVf/FibemRkhDe96U184Qtf4FWvetWWIcYvM0RBJJ8vsLq2zvrGJpZtkU7nyY6Msbi0wUCxzNjYGKurixSKA1i2iyCKZDJZLt27D11VkWWZY0eOUq1W0RIGAmAkdCzHZnp2hkw6jeM4qGaPbUMjrEVVmskkTbOHH4aYpkkqm+A5z30u3/3u96jXmjiuhSCJqIqMaZooikx5sMDG5hqTk1M861nP4h//8RtUK7UtA5Gwb1RxJo94YnKCU4uLVDYr8YzMC5BlCVXVqGzWKZdK5HM5EoZBu9slJEQVVRqNBkPlAeZVjXqtTqvVPKdzq+s6PRu+9o276HTalEpFPM+jk7QpDeYgClCEQZKGSjEf4noW3V6PwcEBer0e1UqNVDpDvpBjbm6Bzc0KCSNBu91FFEOefuml5NJpHrj/USzHxUgYbNu2g+PHjhNFIflCjkqlQr1e24pAXFlZodvtYlkWpmkSRRHpdBrTNLfsL+HMQjSFJEskjARGQieZ1Dl56hSiFJOtbNdBEiXE/gYqmUyi6xqyLON53tbz+75HNpfZsv48k/CkaRqWZZFJp5mdnUVRFA4eOkQUhnQ68Y5+YGCAKIL19Q0kScRIGuRzWRRRZHx0FkEQMHs9ZCUmhkFAt9uJA0CIkIWIQBQ509h47LHHzu13Igpomkq93iAIQzaqdTqWhe9HCIgkEon4veGjqwqFXDp2C+sbi0RRRCqdxrZMDFXjaRftYXZ2iumJCVzP45577qXV83j0O7dj2/GCyvN8RFHmkqdfwemTxzh84AiLc8vM7JhiYDRHMpnA7FkIYWxJatsWghCbxdi2Tdvs4tpOfAxhGHc3gDASkEQFXTOYnprl4gv3ks1kaXXadLtd6o0OCU0l+ZS86UnHBRdcwPr6OtVqlYGBgcf1mLMqxvPz88zMzJzTwT3ZeN3rXkcul+Paa6/lda973U/8/b3vfS/T09PcdNNN/ypmx/lcDse2qbYq+ILH8VPH2DE5RiJlYKQTTOWytDodbD8CZGy3w9pGhUQiTeB6uFFE1+xx36FH6LU7iLJENp1BTxi0W23W19ZIZ9L0eib/7c8/wL5L93Hty69HUFVqzRaRKNJqN7lo107c0KPZ7RASghihJWLijmX3sEyLwVKey6+8HFEQ2dzcIApjWVaj0cDqR+2lMil810fRNCIB2q0WCV1lZLhM6IVb0YS+H1siXrLvYgRRxLY9wtDH9E0OHjrO+kaNwPeQogDXOXsZDMDM7C70VBrT8igPDTJYzLK8vEav3WGsXMD3PEaHh2m1GiwtrZLJlhkaKnPnXfeyUamiKAbrm/VYFx3E7d5ezyadSDE2PoLnupRKA+iajuvHAQX333d/X0fcZXUtjrdUFRXbsvB9P26dBkGfxRzvqK1+IT5TJM84b5WHy5RKA1QqFVqNNs1GA10z8HwP2zRJpJIMFIv0Oh3CKCSXy+L53larW5JFPNdDN3QajcbW86dSqX4ylkw2k0OVZTzbYXNjE8+LtcepVIooCvE8l0QiTkOybRNVEhCiAMMwGCoPcvToMSIikpJOEDj0LBPbstFUlfW1lb4JWtTf3UucS+f1jFNXp9uKIx91HUkSGRkeYXVlE9O0MC0HiBgqDXLxhbsZKZdIJQ3qjVYcrqEopBJJcqkUuWyOgYEiI+UyG5sV1jc2Wd2osVlr02p3IQqRpKAvpYsjFLft3M1geZhTx49y4KGDJI8necZzLkXun2NRFAhCP07LigLanTambROFUd/ZLiaUIkAQhkiKQiqRRpJVolCk0+4xNzcXJ5pNTqCpBqL4VJTik41sNkuxWGRhYeHnU4xXVlYYHR09p4N7svFrv/Zr/Nqv/dr/9e9DQ0O8+tWv5hOf+ATvete7nvQQjH8JrudRrdVpNpts1DaobKwRWHUWlxaZmb0ATTOwHYvJielYcztUQtUT7Ni5g4gII5EktCz2XbSPpKGzXtnEdz2SuoGhaFSqm+y5eA9/vvvPefjBB/ny//4qlmNxzUtfQqveZbFRIZlJsVJvcGJ9jVCXEDUZyVUIBQj6CUKSLDC/tsJAeZDAd7jjrjvRtTRDQ0Oohs7i4iKiJGE5NkIo0Gq3OXDwEN1Oh5GhGV75ipfzla/8A8srawwUB9isVWm2OtRqdfK5HOuVKpIoIWsyfhRh+zbTs+OcPnFkK3rx8UNAEEXCSESIPGYnBykWM4wPDbBtqsTyagU/9JA1GUUVSWdSyLpGs9Hm5Ik5TNfljW94LZsrKzhByEOPHGJ5eY1crhDrP0WRZquLbdo0W11UTSVot9F1nUQiwebmJmEYIomxbKlcHkIWRVZWVnBdlzCKPchlSYx3k4LM4OAgoihSrVYRBAFVk6lsVkkYBs1Gg3ari6IoyIqEpkps3zYdR/khkDC0rWIrCPSnwHHBl2SRMzGFshzboJqm2SdeeYyNjZFJp1mrrCMIUCoVcRwPy4p145quIMsyiiQwmC/hOg5JTWegUIhnz45JKpnE9xwsK/aHVzUljt9UNFKpFGafbS3Lyg89Vs8CURRRLg/iOA6CFOuxS8Ui1Wrjhy5ljhMb24QBSV2lXq+jyjFxzXEscoUM4yPD/ZhJhXQige97NFtNHjtylPVqnUatsUWyi3XTEpqmYtsWnheSTGW4YO8lWGaXo48d5L7bH+aK515CKINIhCDFJLIoEJB0lcCyiMIIQzco5rMk9Xghlc8XmBwdY6w0jNV3C6s16qxtrJFIJinmB3BsG0X55b52/b+C0dFRVlZWHjej+v+ZYvx48PKXv5xPf/rTrK2tMTY29mQfzk9FNptjcGCA5c1lTMvCjUI2Wm2STkggHSepJSkNlrl42yWsr68TuB4rq8sEvs/LX/hSDh0+TDKVYse27WxsrNGo1zlx8iTpVIrR4WEKuRwnTp0knysyPTPNK191PV/6u7+nPDDI6//Djfzdrd9CUGW8KMJIJbFCD9d1SGR09ISGJkYYskzPcQhcn1Obi7Rqm7iBiWd6qC2FwAehz+iVRJHtO6bomSamHeuMTctmZX2D9Y1NbNtk567thEJEZWOd48ePUSqXSaUMZFkhnUqzsrpGvd5EiiLW1s9txihLMrt27qCYTzM9NUY2lWTfhbsRpID/+VefI5VMQSSwsV5lY6PKoWOnmJ0Y5tJ9F3PHD+7Gc222z4xRGhohCDwEBIJAwPN8uqZJt2eiSzoRHpqmk8lkSKVS1Go10ul0XAgliXq9TrPRIPiR1KpkKoXneRQLWUZHhnngwYdpNpuEYYCiaEiSSHmoSFLX0VSRbbNT9HoOlUolJsB5DgMDA5hWPP+1LKsf+NBGkmMXLsERUFUN1wvx+tplz4vzcwXiaFBZEalUNqlUN9ENjeFSGUM3ODW3GGcei/HuUBQgldRIJxPkR8fYvXs3nW6XA4cOIkkRptVCiCSSiRSu65ApZBgcHKTZbMauXb1YBtZo1PF975w+z1f+2ivR9SQrq5uEokgio2L7wRYjPKFKJDSFZEJjaXmTSPAZGytTbbYRASGARq3Brl3bsboWp04tcPCx4xgpHU3RWFtbx3c8/MDD8z2y+Vw8OvC8fmqb058/Q6k8RCaT4f677+Lhuw/xzKufhihDrdFEVhRGx0YQRAnfD9BVjYFiEV3VcB2X4fIIu7bvIGkYLK+sgChimj1M20aQZRAlvCAAUcD1zu1cPYUnFmeK8ePFWRfjH521/ltDJpMBOKeItl8kgiCg02qye/duljdWaHRaaLpGfW2NdtilNXeC3bsuwI9CHnjwAYbLQyiqQjqdwbRMqrUaIyPDTExM0jNNDh89TL3ZIJFKcPcD91EaLCGLItVqnfn5RTKZNOdfeCHP75rc8vVb8X2f3fsupGKbvPCZz8EPAu57+F5OHJ6j2+qwacYEndHxEUYmh1EG0uw/epwwCpA0BUVU6Nk9BFEhnUszkM0zNDLEC6+5mm/90/fodi0SSgI/8vnWLd+m0eoQhT6NRo2EphIGIe2OSWlIIJtJUqu3Y/9lRSDwQqq1Vn8OebaI0HWdwfIQhXyWfC7F6soa37mtwr59FzE8NITt2DSabSzHp1Kp0evZnF5Yw3EDwkjktjvu55KLzufwiQVKxSLv+K1/z/LKOkePn8Y0nb7mNiSR1Mlm04R+xKOPHqZRbyDJ8Y4mDCNSqTTNVpvA9/v7UxGrZxJFIZ1uj8XlxbiVLUtMTEySy2U5evQ4a8tr5HIZztu1i2MnjtGzHNq9LkYydiU7cXKu7wdd77e4oTxUQlVl1tbW8H0P0/ZIJgyiIMDzAtLZDEoUYegqlmUS9DxkVUaRZUqDg7TbbarVGrlsCl1TSCQSpFIJjKSB1eux+7zzaTTqbNQ24vcUufieBxHoRszCHhsdo1QqkctlefTRR6hXK0TE5hXz8wuxzeZZQlUVhktlBgcHmFtcotXuUqmdxPdj6dLEaJlSMROz8xsNKtUNduzYhqqp3PfQIVRFQggiTsyt4kcyruOwvLKKJCt4vtNPlHLi0UEQEEUh66sViPz+Rl5ANwwc10ZVJHRDI5VK8Lznv4Dv3PItvnvLXVz7gucwO70dSZYIvRBJkDhvdge6odNqxd9jwzBIpTPMLy0hSxKmbcVhE4KIoqpIsoIgSgTEhLVbv/0tLrxo31Y4zhMJ27b55je/yV133cWBAwc4fPhwTDbsm9CcwW/8xm/w/ve//5fWHOoXgZ97Mf63vDM+42V9JlbxlxVnEo6K6SzPf/Y1zIxP8fDBh7lzeQU5CGk06xw7foT1tU1c1+PKy65EFhTGSqOkUnFsXK1ao1ar4UcBgijiBT5+GOIHAbV6DUPTmZiYoFqt0u12qVarPOd5VzM0WOIzf/M57rrzbgRB4J5//DZTU5Ps3/8Iju1gGDqFYoEIuP3bd/U1mikKg3nK48MkB/L4UcTY0BR2z8XsmOw6bxvbt83S6bQBgcD3uO75z+HhRw6ytLJCMqnTabc5efL01vjA933mTs8xNjZCOmHgOBZJQ0PLZlAlmUNnaYF5BoqiYTs+jg933Hk/s5OjOJHEZ/7uG4SeS6k0SBiJVCsNLMshaRgMlwdoNFpEQBQFpA0DQ9No9bosLCwxVB7EHi/hBxGKojA8VKbd7bG0tsnxIyfo9bokEgkGBgdoNBpb7WBBiNvmZ4wrYpKViKoKzEyNsvu8nWxs1Gi26uiGTC6fRteG2KhUuOf+h2k2G+hGTNSLozUzJBMJdEPHdW1SqRSSJFGrb/blUfF3K18ooCoyFz/9UoqDgxw5dpTFpSUEIZ7hKiikUkmiCHrdNhBHLxIFlAZi4qAky/TMHlEQcPDgATzfRRCk/vy7RxAGiIK4NQePoxo3+7vJmF2fyWQJ/JBqtX4OIweYGJ9gfHSUjUqVnm1j2R6eF6LrOrt2bueSC88jlUiQMBJ0e11qjSbDw8MoisT0xDiT4xMsraxy9NQid9610v/tQRgG/TzpWGMdEREEsU84QoAogabpCIKA67oossxwuUQqlYojLQWBS59xOYcefZSvfukbXP28q3nRi5+PLArUG3Us28ILA1RdQ5Ykep0uptWj2WzSbndAlBgbHiGSIoIo6EvdQmKNuEg6lTyXrv5Pxf79+/nIRz7CV77yFTqdDrOzs1x44YXceOONJM/YoPqxcqFSqfCBD3yAiYmJfzXqlJ8HRkdHWVhYeNz3f6oY/wjOeBj/su+Mz6w2ZVlCFARSiQTnz+7ivgfuI1vMUe+22NjcwDUdZrbtwHEsLty3B9cyWd/cpKfrLC4uICJw4uRJjESSwuAAZqeOKsuMj47hOA5BEPTlLmmSqQT5XJ7d23fxql+/gfsevJ/HHjtKo15nfX2dcqnM3/3vv2NxZQVdVbnnoQd48MGHuOLSp/Hd732Xxw4dYuHU/ciKzMyOGQaNHNt37caxPbZv3wa+SySJGAmNqak9NBptWs02URSQSOk4loXn+XEgu+sgSiJBGJs6XHDxbjY210EAWRJpNRrndPEGmJmdZWJsiO3bJ9nfqeJ4HidOnCBEodPtICsagR/SarcYLA2SSDhMTgwBQ4gi6JpKbiAJyMgtjWqzx/5DR+N8Z1FidW2VZ115GcXiIAun5iGSSSRSCIKIooKiijhNFwTQDZVez4yLXLnI9u3bIYLhoQwjo0M8sv8g6YyOouQZGi6h6jorS+tYjklAgB96eF5EMZfhwgvPo1QaxHPj6ElVU+JzRoTv9+f7kkwYhmSTKcbHxgABURKwLIupqQlSyQSKEmt/Nzc2iABN1SiXygwNDaHIEroexw+6jouIAGFANptGEhUkSabb69Jqgh/59Ho9bNuiFgSMDJVpt1uoqkoqlWJsfJxet0PH6fHQQw+d02d58tQpvnfb7STSSUzL6cdbyuiGSjGfY3JsAl3XtgpnanMjzugOfHZs38by8jr33vcI6WSGVquH78edhHjBEKFpGrIsxU5iSERhBLJIKpVgaKhEo9Gg2WyyfWYbL3rBddiOw9Ejh2OTlFSaYnmAAw/v57vf/i7Hjh7jt9/5n3Bdl3w+T6PVxLIstEQCIQLTsshkM6i6jqrG9qR+4CFpCoHnIQpi//oVLwyeKNx///38yZ/8CV//+teZmZnhd37nd7jhhhvYuXPnT32cYRi8853v5LzzzuOaa655wo7nXxNGR0e5++67H/f9H3cxdhyHarXKyMjIOR3YvwZ8+MMfZmBggAsuuODJPpSfiiiKCHwXL4ioN5ocPnGChx59kOHREXqOhe/56KKIntDxPJ/hoVFcx8QLXBYWThIsLRNFIcdOn+TqK57J9m076HW7KDt20e10sF2HlVqVCAExjIgE0BWN1cUVtl01zUZlk5lt25A1A9/38TyPZzzt6SRSaX5w//00azU0TSOTSlEeGeHyq67igosuolKt0qhVOXLwMb7y2f+NYRi8+vWvY+CZBXLpNIQR9zxykIcPHKLbatFsNpmemcQyLfLTOYLAIZ0v8NjhI3iuQzqVwXVcgjBAkhRUTcZzLE6dOnnOC6ry8BC6oXB6bp4IjdX1Ktt37qBeb5DNp0mnsywuLGE7FpZlMjQ4iGU5IASMjg6zsVFhamKMbs9mdXUNw9DJ5wvMzy9h2w7tdofP/d3XyGWzlAdK5AtpUimNdrfLtc97Nook8Lef/zKdbgdV0+h0VF70/Gvo9brMzS+ysryKY4/S7TpkMjk0x2Jqcpzy0DB33PEDwtBDVw0gJGnoTE2Nc9GeC8jnc6wuLyNJAqurq9i2E3dYoliGc8b1rFAo4HketVaTjWqFTq8Ts6IB27JoN5touka5PITneezbu4/R0VHCIKBeqzK/uIDt2IwOj9Co1xkuD9Hr9SiXhnEcF8/1OG/3HubmTtJtdxAkCUGIqNUrJFNpfNfH0I3Y87ndotPp4bjnNgMdKOaZnplieGSYBx4+gKHHsrUwDCgVc/38bYlWt0O71aLT6eL7PpqmsbS8xuEjp5HUeCwSJ04JTE2WsU2HVrtNIZel2WjEiU79hfzE1BTTEyOUhwoszS1zcn4R1w/58lf/genZWcZGx3js8GHWKhUkWeClL7+epflFvvkP/8hf/PkH+XevuYFebw09mUCWVXQ9SSKZptls4gURruuRTmdiCZgko0oqTiQwUhoik05zau4UobBlqX3OuPvuu3nve9/Lrbfeyq5du/jsZz/Lq171qh9rRf80vO997+PQoUP8+q//OqdOnSKfz/9sB/SvECMjI6yurj7u+z/uYry2toYkSb+UaU1PFB5++GFe8YpXkM1mn+xD+akQhJh9WWvU8YOA4sAAAwODKIrMgwceQhJlxiYmiLwAu2fy8MP3MTExhWt2aGyu0HV8BobGuebZz+H82e1MTEzguC4DxQFOnT7N9++6k4WFBUrlMsPlITRF4eI9FxGGIe2uSRQJpJMZzF6cS7xv3z5M0+TQ4cfYrFUpFYrIosyJ46c4euwk+VwORdbRk2muve6FbD5nnVI+wxe/+EX+6hOfZG19lV+5/npq1QZz6+v0Gk2eceGF2GaXF734+Xznu3eSTCTYu/d8HnjoANWBKqoqMVwqUy6XqLVatM0uGSmFosjn5NQEkMsXUBWdEyfnyeYyNNtdHDfEcpdRFBHH9QlCEVGS2TY7habrREHcHhwoFmnUOyiyEdtO+h6lUgnftQiDEN9zWVvbjAMwRIHFpXUqmw22z05Rq9WwHYdvfvO7POOyixkbH+HkyTnq1QblwSLDQwUUZZAdO2a588676XQsWq02+UKW7du347ouiwuL7D7/PGamJzh5YhHPd5maHGPnzu18+7Y7iMKAsdERLNPCtOIFWz6fJ51Oohs6w0NDnOgnzcSSKhvL7DEyNMiOHbsJg4B8f9ZcrzVot9tccMFuqtUq+XyeVrMVa4sXlijkC0RRRCKRpGc5BJFAo9Oi1zNRdI21tTgeUlEUMpkMnu/h+y5mr0fCSJHN5qk3G5RKQ8hS45wLy8zMLBdddCFhGJFOp5BlhbHREVzHJZtJAxG2Y2OaJpquA7C+UWN5Y42Dh0/QbHYp5DM0Gk10TSbwQybHRzF0g6WVNYrFIotiFPuQ5wuYpsmFu3dj97rc+4OHeeWvvhBVFbjown18+3vfQyLk2PGThJGAbXukUgbdtokXhPyXd7+Lv77pJv7qr/+Wd7/nd5EVgfnFRSqVCuXBQRK6QTKVYsVeicmA3R4XnLebIAiwbJttM9tYWllAUSQ6nS6333471Wp1i6h29dVXb6XZ/TRYlsVv/uZv8tnPfpYLLriAL3zhC7zyla88a3WJLMvcfPPNjI+P87/+1//it37rt87lI/xXjZ/bzHhlZYWhoaFfesnPz4KhoSFqtdqTfRj/IsIoolpv0Gy1WatsUKvUSKlJmt1mvMNJ50joKRpWjVRa5cixwxRyaVzHodFsEYUuGWOayZHReO46Oha36ZJJbNuO27GyhG2aW9mvrusiSRLdVpuVjXW0RJJyuczm5ia1ap3hoRK24zA7McXzn3cNd919N5dcuo/t23b2k34ErtixnVqrydBQidmpaf7oT/6M4ZGP89m//VvqmxWu/dWXMb19kvHcxezbtQvLNjl+/DTVWhvH8fjUX30ORZHZvWsnkxMjbJue5IGHDvLo/oOEkY/Z7VEopFlfOzcmdbE4yMj4JPVWm0IhRzaVZLPaRhQhl8+ysLCEFUFpsIChiYyPjiLJCt1ej8cOHyadjrWFS0srNNsmtWaPRFKlmCsiSyKjYyP4fsDx08cRBYmRsRLpdIap6VHq9RYnjp/me7fdhWYoDAwU0TWdCy84H1VN4AcOc3MLbGzUqFQaQEQqlWD//keZmZnBtmymJidwHL+fTxwyPDrC+uYmhBGiIPWJVhVK5UE0TWNzcxNJFpiemUZVFAaKRQLfZ9d5O0gaCXZs24YbeNx2++1MTU2RyeapN1ps1mvYls3+Rx9lZHiIIIjwg5Bjx44TBAGb1Ub8fREFer0usiKiaiqrq+tIUhTLrBQVVVVwbIeQ2OlKUhQkRWZheRlREBDFOFLzXEYOoihwxZVXsLq+ycnTC6RSaYYGi0yMjZHNZNA0jXq9TjIdO45ls1k83+XkwgJf+foteG5IJq1hOiYhAoqmIrk+d9+3H11PoikSxeIAe/dexKFDh0EQGRoaQtMlDD1N4/4mtXodSdKQVYm3vOk/8MiBR9n/yCF6pkm7b9QRRrC5WaXR6vDa/3Aj/+O/f4Q/+eM/5W3v+C0SiZi4RRiSSqVYW9/A93xKg2VmZzIU80V2bN9OpVLlc5/9HPfedy9rq2s0m03gfT9xTq666iquueYaBEFg3759vPCFL/yx6/mBAwd44xvfyKFDh7j55pv5d//u3511/OiPYnh4mBe/+MV8+tOf/n+2GDebTUzTfFxkurMqxv+W58UQf3lOnz79ZB/GvwhREJmZmaZSrdDqttmxYwfWyCgb1Q3m15dI6UkKmTzLK0usra0ihXDs+FESaoLZ2W0QuhgSHDn4EKPjMxw/cYIrrrgC23aoNussry6zfcd2FFlhbHgESZY4dvwYo6OjTExPsri2yr333ce+vRcjiSK25bC0uIwoS2zfto2NzU0MI25hC0JsRZjJxrKdweIAD+/fj+/52JbDdS94Mflcjo9//OOsrq7ylv/y21wwM8vc/BypVJae6SKIEiurFTpdi4nJMURZxvMjTpya5/CxY+hGAvCxLIvbvvcg7jm2NcMwwNAlZvIjuI5NOpFkuBTP4QzDQBwbo9XqkM8ZiJJAo9VlcXmFVrtNKpFkc7OCaVpMTo4woCWRFQ3HtajWaxSKBRzLRhAkFPk8HNskpeu0Wg0GB/MEfhibUJgml1y6F01Tuefee7n/4YdY7puArK2s4TgeihJnWNtOLE1aWVml0+kwv7hIGEUoosLY+CiVSo1EIsGll+6lWBzgtttuZ/uObVQqFdrtNrIsk89mCFwbL/S55JKLUBUVTdFodzvc8p3vIEsyE+OTzM8tcuzYSVwvTl8q5PNcdeWVpNMp7rzzToK+i5plWYiyhJFIIEsKbhCyuLqMQIiuq2iKTkJLEPoB6WQW1/fwfJ9kIsn09DSKqnDy5Ekc20HTVE6cOHGOvxKB888/n7W1daJIYKhUZmZynOGh8paJiaqqBFFMenJdF8sySRoqo0ODeK7Prp3beOTQYcKgg21FpFMpOp0ulm3jenDk2FF+/RUvZ3p6mq9//RuYlsnBA0cYGxsikUhjuzA2Ns7IUAlVV1hcWmGgWKRWr+I48ftzHZdt27axvrbGBQMX8B//01v50hf+Fx/8bx/maZc9nV/91ZciKhJjYxOkUhnGhkc4efoUhw8/xq4du/jS//4SX/3qV0kkElx11VW86IUvZmCgxItf/AK2b9++ZW36ta99jc9//vN8/OMfJ4oiKpUK4+PjvPGNb2RiYoJPfepT3HPPPUxNTXHXXXexb9++czzvP443vOENvPzlL+eRRx75N63E+ecwMDCAqqqsrKzEfI9/AU8V4x/B0NDQWQ3cnyyEYYhr2ayvrFIeGKTeaaGpKoPFAXRFx+pZqKUyiizFrEpFwgemtm8npWrUN5colcpMT80wNDbO975/F9J9MgODA/Qsi/xAsS/1qCKIMp7nkk4kefiRR+g6Nl3LBFFgc3OD6clJRoaHWZhfIpvKUW83OHL0KPlcjkwmw5EjR9izZw8n5k6ytLrCjpntRKLE/gOHKOTzBIS8+GUvZcd5O/nd3/kvfOajn+D3f//3EGSRsbEhJFVhdLzMX/3NlxgeLrF39y72nL8TyzJxHIfpySnm5u8gijwgotVscsas4myRySTZNj1Go92lVm8jKwLFQgHXDVBUndPzGziOy4gkU603eXj/QyAEJPvBG7lMCtOymFtaJmUYzExOcOr0Eo8dOoLnexSLeTTNoFTMMjt9PplUloNHjrOwsIQky3Q6XaIoorrZwnZMCoUioqxw4tQ8Vs/C0DREUaRQzCOKAql0gk6nQyKRoNlq4/bn95oUy2E0TSWTSeI4Hnfe+QN834vziv1+iIQkksukkUQhJtEJEqdOz7NZrSJLEjNT01iWRafTw/U8KvUqnuuhKDJBGMYRkELs7d5qtdF1jfn5eSRFYbMSL8giBPREElEI0eR+EZRVduzaxvjYOF3L5PCRI2iqTrvdZXllmWwuw+T4BNValfo5dqqiKKLValMul8naHp7j0Gg0mZqc2AqraLfjhCzH9VhaWsJxHBRR5ppnXk6j2SAII/bs2k7X7LG6UiEKAzqdLhuVJtNTk8iKzNzcHBEinu8xd2oOXTVYXVvF8Vzue/ARsukk997/AJIAqZRBsZjHOeSRycTM9qGBMoqskCykuOfuBwh8j8npnUSRyP333sfhQ49xww2/zkhplEsuvpR2o0Vls8a3b/0uH/3wx8hkMrzzne/kzW9+M5qmUalUWVpaZefOnbGtJ3Hk5mtf+1pe+9rXbp2fhx56iE9+8pO8//3vp9frce211/LlL3+Zl7zkJSjKE+fg9eIXv5ht27bxjne8g9tuu+2f3Wl/73vf4+1vfzvXXnstH/rQh56w136yIQgCIyMjT3wxXl1d/TdN3gJoNBro/dnRLzNEUUSIIlqdNk7gc+jwIWRJ4oqnX8mznnYlR08f5/TiIrOzOzCMJRYWFzCSaRqdLg/PP8LYYInxyV0kMgmqtTbTU5OomsQjjx1ivbJJIplE01SiSKDb6VCpVjCSydh32HVJJdKMlYZxAh/H92m02mTyWeYXFxgeHuKiPRdy6vQpDh8+TK3aIJfL4fRsJFHh8LFjCEHI+NgYqWQSWZbZ2KyRyw/w+jf8Bz7x8Y+xsrLCzOw2wjBguFTAMAzecuNrqFcrBEHEwECB1TWPxfllTNdldtsszWYDq9fB7HTP6ZzGGaR7cZwQVY7zf0VRJhJUTp4+hiwrZDIqliVw4OBjdDomO7ZNAAGSqlDIFzh5/BRmz6bZ7jJQzHHw4DFOnV5ElqStEIaBYp6Z8TF27JqkVmmy98LzME2Tzc06+eyzyeUzNBtNPD/F/fc/GscuJpKErk8Q+ASBgCiIXHXFMxgczHPvfY+wuLSEoSexmo04hUkQOPzYYQR28oxnXMzC/BLlUoFaLaRcKqIpEoqqMDkxwUV79hBFIb7n4wYB9z1wP7V6A1VR6Qz2KJfLzM3NYdk2ey+8CNd1mV9coN1u89Wv/T3PvPIK2p02lXqNeqNOtVplamoKBKjWNsnl8gyXykiiSCGfo9ftkjQMFC3JkWOnUWSJpJ7GtC1SKZ2h0jA7tm9jeHiYb33rW1Sr51aMBUGgNFhEFkXsXosLn/Y0BgYGkGWZdrvN2voGIXE3TNM0Mpl4Nty2HCBkamqShcVVHMcjk8mRzxcZzKcRIoFGs4NmaBw6fJxMNsPwyCA7ds7w1zf/Hclkgnarg+NarK+sIo0Nsba6QavV4dnPuYLZbbMsL61w8OhRwgBEsU691USRJZ555ZU8sv8RZreN8pfv/wvqjSp/8zc3c9NNn+brX/8Gw8MjWGa8eJmZmeFP//RPueGGG9A0nbBvn1koFDGMJKL408eJl1xyCZ/61Kf4wAc+QKfT+blttBRF4VOf+hTPfe5zuemmm/jN3/xNoiji4x//OEeOHOH48eN8+9vfBqBWq/G+971vaxHxbwGjo6OPm8R1VjvjX/boxJ8FURTx7W9/m+uvv/7JPpTHBUGSmJqe5rFjR5ienqZSqWBaJmub6+hJA1XXOTF3ilp1HVkSOHjsILIkk1JVLt19PguL80xMjJPO5Gm3e6TTIrIgEHguK8vLiJJIJpmJL2qlMs12KybwlQaZnpimNFjmu3d+H9OyGCgU0TQNL/B57PBhdm7fQTKZRNM0dF3HcRyGhoa2diJn2qTJZJJut8sVV1yOLIk8+znP4eZP/xXvetf/j3K5xMf+x8dIpTLoWoJyqUTgWAiixOraBrYXsrq6xtVXXoYsq1imxX3338u3v/WP53xOJybG8TyXeqNJPp9HkkVWV1bRFAVBgEwuS6+3gWEkKRSKpFIper0ejVaLleUVDM1AVhQiCSRJxbUtcrk8nU6HcnmAdNog8B1Oz59maXWRodIoQejjug6u57Lngl0kkyqaqvLogcfI5/OEoY+qKqRSCTzfI/BjvXEul8G0eszPL1Aqleh051CUmBUtIhARUihkURQZ04wlRJlMmmKxSOB6jIyM4HkuR48ejx28VIUwAkmUMHQd3/djo46NDVzXJZlMEAQBx44dA1Egk80xPT1LJpvj8LGTLK+s4DgO3W6Pzc1NPN9GEgVUSWawUESWZQaLAxypHcYoFNjc2KTb7TFULnH++efjBX6fqRsh9G0/48CKc/ssZVmmVBrE9wJKA0WmpqZQVRXTikM9JFkik0pjGEa8I1YU/CCg1+uRy6Zptzv4ns/a6gadnkMmk2bXC57D7vN30ml3WVlbxXFsiGQyyRSe7/OaV72EzfV1Ts2vkEqpnLfrPBr1+LuRTCZ58KFHWV5ao1waYKg8FO+419cI/ABREti/fz/pVJIrLr+M4eEyu87bzpVXXsFvv+Nt/M+b/grLtLAsi/f+yZ9w3XXXAfF1yzRNLMv+YZ500njcZhuZTGbL7Ojnhauvvpobb7yR3/7t3+bmm28mDEPuu+8+ZmdnSafTfPWrX0XTNK6//nr+4A/+gPe97yfn3f9acWZn/HhwVsX4BS94wTkf1C87Njc3WVhYYHJy8sk+lH8RURRy7NRxbNfFNC0G///s/Xm0pedd34l+3vnd83z2PvM5dWqeqySVrMGWjI2NsbEhDoNtkpBOyNDtkKYvCelFgF43cSArIX0vphOWIekOBmMIBmyDZ8mWNZakUs3jmcc9z8M7v+/94z11gNx7g1xWd1luvlpaKi1tnXrq2Xu/v+f5/b7DWI6dnW1eePl5HN+hur3D2ePH+eb5JoIk4OIhCAGpqEoprrO5fJPJ4iSaGmF7e5PpqXkuXX6F5dUl3MDHMEJ2qWmatLwWhmliOWEY/OXLF5HFUFMZjUSJRCKsr6+zsH+BWr3Owd0vmKTInDlzhq3NHS5dukQiGefUyVOUK3VqtRqZTIZDB/ejaRq5TBpVVZicnOY3fvM3WFpa5F/+i4/xmc98ho/8+N9E13VarSqzs7NIksB2uYqmqBw5sB89EkWUJGRVoT8c/MVc328BmWwW2/VoNBrYjoMfCFQtj0wqzlgxQb8/wLTD6LvRyMSyHIZDg7HSOJ2eQTqVI5/Psba6jjEc0fIC4okIpaki7rqDHlHYNz9LOhnj8rVbNNsDNrYuosoaQeBx+vRR9u+fYXt7B4Iw6rA0Pkaz2SCfzzIzN4MgiKyvr7NvYZ7Pff6LmGaYsDQ2licWixCNRXFtG9uxURWRqalJKpUma2tbNFptYrEIL77wIgtzc6TTKWZmZqg3WrQ7HarVKlOTE0xOTFCr1+n3+8RiEWRZol6vU6/XWV1dDVOhkhls22MwGHH79hKWaaNIKmgCesTFsk0URaBUGGf//AKB5zE5NcXm1ganTp0ilUoiCCKxaAxx9+erqsbW9japeJR4LEG316fWaNzzd+Txxx/FsW183+fw4RNhO9qy6Ha7BAR7TO4gCOh0OtRqDQxjRCIeQ5QUTLOPJEuk0vHwoCDJWJaNqkgk41GEyXFkSWVpeZlqpcy+fbO85cxp/MCn3uxQGEvR7Q547rnzxONxBkOLwXBAtVHDckY0W01818MNfALPIwgELNNiYW6eTDLJ1cuXGBsvMTExwdzcHP/rr/xbJDHsirgBOK6Hv5uc5rrebgSn8OeK8HdWpvGv/MqvUCwWKZfL9Pt9fuqnfooPf/jDf+E1/+Af/AM++clP8q/+1b/6riEKfyuM6r+aGe9ibGyMH/qhH+Jnf/Zn+cEf/EHm5+fv95L+/8L3ff70K1/A9XwePPMgjuOQSMZp9VvEEgm+9x3fS7NZp5DL0+t3GYz6xLSw3alHdJKJOIu3rrC8uMixE6epVzfAtxkfL7JZrnJg4SATExP0+z1WV1fJptPE4kleevVFXMtBU25Qr7c4c+o0kihRDwQ6/QGpVIaRabG+uUUymaA/GHDt5jUmJifIpNIUS2PoEQ1jZFIqFjl0YD+lUhHbtvE8H9d2ePjcOd7+5Ft57bWLPP21r/OTf//vE4loHDl8gMFghKrLxONJmo0WmWQyvJn2wvSnwWi0l9TzreLQoUPEoqFkRZIUMrKGILih16/r0OsPQJTZ2a5hjgzwRQRBplxt4vkOszOztNpd/CDAGJpIgkTHtej0BqRScaYmi4yMEa1mh6XFDRLxKIos0m63iEQioc/1tVuUy2Usx6bV7rG5uRUmWxkjkqkUnW4YT2hbFr1uF8NwicV0qrUKoiQyOTlOKp7i2o2rHDqwn3g8zubmJrZrYdkmrutQLOQ4eeoU0WiUlZVVBoMBqqYjCCKddod0MkFEE1GVGXxgZX2TWCyKKIgEBEiSRCqVZNjvY1kGspRg/75Z6vU6nV4X8BkM+qiyRiGXJwh85mbn6PW7QEA6naLX64fuVJZFtdVkc3OTE8dO4jgOK6urKLJGaXKC4T1pxcOUrFOnT7F//wK6pu0VYt/3icdibG1tsVOuoKhhIEW702Vjc5ujRw6ysH+B1ZU1XMdDVgxOnz7JjRu3GCsUmJosMRyabG9vMzU1RalUIJ9Lk0qlsB0HWVUQAshnk/TaQ4YjgyefeJQHHjjFjdtLvPjSq6ysrFLeqe1K4kBXVOSIzOT0FN1Wi1QqwdT0JBFdo1QcR1M1BCmcSQ8NB1VREEQR13WxbRvTtHEcl2qtjut65PNZFPk7L7UplUrxsY997L/5mg996EP86q/+Kj/2Yz/Gxz/+cUql0v9Fq/s/D5OTk5w/f/51vfZ18daDIPiunxkLgrBnevCdnmdsWhYL8/s4eew4nV6X7UqZRqvJ1euXKVe2QBQ4dfwEsWgc07TQNI2oqqHJMq5joygKkahCJBISWer1MqORSYBCPJFh0B9gmRalsXFOnThDLlcgl8uRSiWxLBtZUYhEIgDsm59DUyRqlR0OLexHkRWa7Tbtbg/DtIntzoVVVWVra4vr128wMEOqv+d6ezaMju2RSMYQRRHXDfjwhz9MtVqltlND13REUUTXdCKqTjQSIZvN7rUWJUnCMk1eu/DKPd+ME4kEiqoQ0aPYlk1E18ilEmiqRDSqEY1GaDSaBAEkEymK4wUOHZlFU2VEUaLZaNNsdhgMDGJxnZmZCR5//C3MTk9QGhsjomisLq9Rb7YpjqV58IGT7F+YI5WOI8sSnU6PSq3NdrnB2voO/aFJo93G92A4MKjXGpimGd5Uaw1M0wbBw9sN6Dh+9BBvefAsqqYxOzfH/v0L+L7P5tYm7XZ715UpYHx8HNdzMS0Tz3PRdR3btun2+2xVKviCRCyR4vCxwwyGBuVyjUKhQIC3l3W8tb1BgEciEScS0VlZWWJmZoK3PHyafXPTpJJp0pkMiioxGI1wfBdZUThw4ACaphGJROj3+yGRynXJ53LEI6EL1la1ytXbN3n660/z+c9//p7ez2QyybGjRwFwHAfTNLFtm16vh+M4pFIpCmOFPevRRDxOLp+j3euyeOcOmqJQyGVIxKNk02nymTSHDuzDGI0wjBGmadJsNtA0lYmJCUajERFNQ5Vl7iwucfvOMstrG/zOp/+AK9fvhOxtfCQhQJYlggBUVSUSiaBq4YGgVqszOTWB43oMRyb79u0jnU6g6eF9yTQt+v0+hmni+z6iGFqJDofDXTmmQKvVot5s0Wh17tmB7n7iLW95C5/85Cf5xje+8V0jhXrDb8aO42AYxne1i8qNGzf45Cc/ya/+6q/ueVR/p+KZ556h1Wpi2i77FvYTJ2BrY4PJ4iTXbl6lXNvCs1wmp6YQBcIHkWMTVUQCAWzLRNd0HKdPq1NF06M4gsDZ0w/R64Ra5VqjQUSPYoxMBsMBiWScqBrlibe9nVKxxGRpHNOxGFom8WSKmelZZFmm3qiTSaURxJBJWMjmGB8f56mvP006kwNJIqlpmLaBrCg4todhDognk3iOiyrrgMDD5x4OE27Ov8gTTzzGyDCRFQVRkhE8H9d1GPT77F9YoDfoE49olL8Fgf2fQSAaiyIrUa7dWAqLRUynPwqzdd3BEFGU2douo8ejFKIR4lqSSmWH0Ugmk01g2w7dnoEfCNiuS2k8z7Gj+1nfrnDr9hKqojIzPcGTb3sEAXDcEd3OiEq5hiQqDId9DhwMc8Ir1dDQJJmMkErGGY1Mkul06DRmDSnkMzQCD8dxd+MMXQqFHN3egI2tHTqdFrqiMjs9ycWrV2m2Wpi2jSxLjJeKzM7MIIoes7OTNBo65XIZ27LRFI12r8N2pcL25hab22UMw2B8fAzXdUnEEsQiOrbnIysSuXyWre0t4tE49VaPZ194hWw2hWlaFMZymKbNVrlMLp3l2vWbyIrE5HgJEYloLI6uRRkORhzct49IJI7vB3jOOrbjYXk2geNimPdyMw7IpFKcPXWKVquNaVlEo3Gy2SyJVBrX80hFo6iRKKPdTornuYh4+KG1MiMj/GzuVGpUai16vR6u5/HE4w9TLBWYnJrAsqzdGbdPsVTA33XHmp6dod1uc/vOMvVmm4//b/8Hp08fxfF8TNOjWCxhGBbveMdbcRyPF144TzaT2c2yHvLy5mXGx4vEIzoTE+MIAkiyiqIoJBIJBEGg0+nQ7w9IplLIskwkEkGSVSzLCtnUG1vYtsUTb3v0Hvbv/uLHf/zH6ff7fPSjH2Vzc5Pp6en7vaRvC+l0mm63+7pe+7qKsWEYAHu3oe9GfOxjH2Nqaoqf/MmfvN9L+Usxsg0avRbJeAZZENA1nWw2iy/4yGtyqK3c/UsUBCQxNK63HA9dVWg2qgx6PSRBpF7ZwhZVPEWn1m7z5FufZNAbMTRGJFyHtY11LMvCsjY4ffosgSCyXa0wPzfH9Ow0jWaTfC6HAEiyxPT0NGIA+XwutDTsDyiXy2SzWba3tnj4wYfwfZdIJBIm2lhWGCOYTKLJMpZpousakiTx5BNP8PTTX+d//OmfCslAqoJhWIiiSCqVJhYLowcDAW7dvLn3Of1Woek60zNzeIHH1GSJUiG/+5D2WFrfRlUjOF5AQhQYDHpE5HB95Z0G+xamKBTS9AcjNja26Qk+zXqXp795nv0Lc0xNlHjk3FmiUY2xsXxo2lHr43geoiyzubVCtz0gnUpTr9dwHZd+r0ez2cayTfSIgqqL9PojXM+j1ekzHI6QJAlJktE1Hdt2d7/wPp1OhwfOnEHXdHKZPOPFEpZlkc1myGVSNOs1Dh3czze+/hyjocmp08cpFhS2yxWGwwG6onDi6CHy+Qy9/oBILM7LL79Ku9Nja6dCLBnj4MJ+Ws0uljlEVeDAwjQDw6TR6jAajjhUyBHTYzjOiEwmhe8JZDJpHMdGFgWymRTJRIx8PockiWxX61y+fAXTMsOCI/pcfu0ilmnd0/vpeh4ry8uIsszJU2GbOR6PE41GEUWRSCSKrkdIp9N7AQdTU1N7hxs9EpLZ6o0O29tlREmg1RYRZRlF1TANG03TUVU5DIcA7MANQyMCD01TOH3qGLIs8rk/+RICLr1ul3a7w1ihwL598xBALKrzznc8yYXXruD5Pjs7OwSiiCzJZDJ5Ot0+Fy68yqlTpygUQqMW07So19tsbG6hKDJzs7P4QRicks/nMe2QyzAYfmf76/+38OM//uP87M/+LJ/4xCf4F//iX9zv5XxbiEQir/u59LqKsWmaez/4uxHLy8t8+tOf5uMf//ibglZ/9fZlbq3d4tFTj7G9vckDpx6gmB/Dsi3ymTF6ow79QRg5FwRhS0uRZTzXRVF0RBEcfLb7fYYDg2I2hzDoUhmN2JydRdbiJLNpTMskl8tRLldIJFK4ro8kwvz0LJsbGwgC5PIFInoEIYBKtcLGxiYL83OIEhQKObRojJWVFbK5LIooMzsxhR04dDodXNdlYmIC1/NwHZeYpuPJYViB5/k88eT38DM/8z9Rq9Uplkp4no9lhQ9oy3YYjYzdNWa4ePHi3n/7VpFKpZAVhWQsyez0OFOlIoIoICCw/8A8iqKTTUboD0eIpRIbmzt0u11SyTzL6ztslRtsbe+ErONoAkUK6I0GnD17lPmZs5w+cYT1tRVarRbLK6u7beERV67eotPqous6dxYX6bTDE3Qmk8EwDAYDA9ly8FxAkLAdE9OwEfCRJInx8SK6rpJIxpmbnWGnvIMoCczOhqzwdqtDNp0hl81SLBawzAGOZdNo1Dl48CCWZbOxscEDD54llU4CIq7jkE7HSGfidLodjNEIQRAZG8uTSsbZ2imHzPJUjCCmkYgl8P2AaCTOsDciP5HhwL4FLMslkdSJx2N0uwPisXjIuDcdcpk0oiig6Toj06RSr7FTqzIaDul02pTG8ni2Q+B59/R+ioJAoVDAsMM5cSaTIRKJoCgKjuMgiiKWZWEYxt7tWFXVvdjNcrmCqkWQJIF0MrT0tL2AWqNNtzek3ejywIOnicc1FEXFNE0ExHD8EwkPXfiQjMU5sH+e1dUNbi0ts71TwfcDHMcJv6v5POVqHdMY4Tr2rj94gkw2RTabAiHFu971vYiihGmadDptPve5LxCJpTEsm3g8SiyeIJVKYZrm7vdcQZIkNE27p737TkAikeA973kPTz/99HdFMb5bP/8yvO6bsSiKb6gY/DsBnufx67/+6/zn//yfKRQK/O2//bfv95JeF0bmENMwubF0iycefYxADFBVDVmUiER0JD2LiEBn0MUVPSKKiqrKSKqOJ0oIsoQWTZCWk2jacHceq3H2gbcwNT6F7Qv0Bn3W1tYZL40zNxf6LUejUVRV5fnnn8cLAjZ3Khw9dIgTx46xvLLC+vY2W+Uyk9OTmJbDcGTSGw04ceoUr732GnMHZpFVhUI29NoVBZFer0ckopFOJsOHoSiiR6J02i3e8Y4nCYKAF154iR/7sQ/tSl1C9mun10OVlV2G5g53FpfucTcD9i0coVxtE4lZNJqXGR/LMjs7yaEDB8jENXzfZ3K8yNJqBcNy6PUNxifGUVQVF5t0MsFEKcOlS9dJJlREAfr9gGefOc/U5AQ3b9xiOBoQT6TRVBnHHtGoN5mfmySYHefWzRUGAwtFV5FliZE1RI9qjAwBIRBwLIeIriEJoEc1PNdGVWWOHztKp9NienqaleVFpiYneOfbn8T3PGLxGEePHqBUGiMIbBbmZ8Oowt6Q165ew7QdVlbWKBQKoQFFRGdqcpxev8+167f48lPPkk6mOHH0CJEzGqYZFq5ELM7howfZKW8TeAGF4hj7Dx6gPxyg6ndnwRFy2Siu5zIyHLq9PpIok89kGPhD+qMhnuviegGtbpdavYFje7i+Tywe5dSJEyzdvn1PfGABgUw2zbGTJwgCQtZ2LAGAJEnIu4e94XCIYRi0Wi1yuRzSrha80+mQSWcIAoGZiRIzExN8/flX6A/aXL12m7OnT3Ls+H6iUWU3D9pjNLIIvABFVtC1KI7jUinX2N7eZny8RCIZ59D+BayRRSKRoF6vY4xs6o0OjXqbdCaL59kcPnSY9c1Nur0h/cGQfDbP6so6mUySUqlIKpXk+77v3RimTa3ewLBtOr0ulmVRq9fJ5wosrq6yurqGqr25n9WmaX5XjEXf8JuxYRhEIq9fu/Zmwe/8zu/w0Y9+lCeeeIL/9J/+05vm5q/KGoooMxwOcB0fBAFFUXn4zEOMlYo88/wzDBWFwBBQRQ1JlBAVmWwmT2V7G600iaPGmC0WOXHwCPXqDqlUhmJpnGQ6Ryye5M7SIqWxcZqNNqIkEI/H9wg8DzzwAIIkUSwUyaZSDIdDZmZmGCuOk1tf48qly7z18cdwHAdVVJkoFrGPHWVqcgrHtmm322H8nBgG2h8+fBDXdQkCH9u+q6WNIAgRTp48yVNPPc1f/+s/jOOErcBUKoVhGCEj1zBYWlritddeu6e9FAURWdIQRQVdFclnUpQmxshmC2xslRE8g4MH9zM1NUGt2UZ3VQZDk+HQ4MEzp5AVGU2RKeST5LPhQ9x2fDY2Ntnc2GFja5uJ8SKiILGyusn+fTNsV1u0231mZ6eoN5qYpk2hmCUai1IuV4jFY4yPl8LgBD0SHpYiEVQtLCSWFbJpn33uRSRJZGQYHDp4gJPHjxKN6gyHI1ZWVohEY7x64SLpZJRmvY4gyWxubpBIZbl2/QapZJpiKU+n0yabmiUgoF5vsrKyRrvdZW5mhkIhTyIRzsVN06JWq5DPpUnEIiSTKaKxJJs7O/i+RzqVIpVMkojHyefztNptHMdlanyCSCSC7/vouka706PT6aKoGsNdhrlhOtiOy/zMFNNT09Tr9Xt6PwXgne94J0EQoO2mit113BJFca8YJxIJdF0PxyW7JDbTNEmlUiQSCXrdAdlslkw2gyhK/P5nv8LGVp1HHw49vCVZpd8b0jE7gI9l2RiGgaLKSJKEH3hksimu37jFCy+9QiSiE4sluHrtBqlMmnqzQ73ZJRaN0Ov1OHRghocffpilxWVmJktomoKsCBw/fgQIO1yqKrBv3xz9Xh98j6WVVfq2S91ukkknyGfTRCNH2Dc9zsLCwj3t33cK6vWwe/Nmx/9pxfi7DR//+Md5z3vewxe+8IX7vZRvCZZjUq7vICkKl25copAv4Hku0WiclbU1FFmm1W6DECBLIdvXcpyQVRsE9AcjRMvHNFwOHjjE/qPHEQIojpUoFsdZXllBUxUOHTrE+ZdfBgI2NjcpFYucOnGClbV1MuksiXgMXVNJxBOYpsl4cYwg8Mll0mSzWTrtDhdefZWFfbPMTk8xGhosLi4yPTtFvdEgGQuJNbIcyjUEwLEdTNcgn8/jui7f+73v4jd+4xNYloUggGEMsW2bZCKOY1loEZXPfe6zOI59j7spMDc/y8LBBY4cmGV6skCjGd6ONFlke6dCPJ6g1+mhiRKRmMaTbztHo94lGo/RbPdZXN9gYfYttFs9xsenuH79OsePHkAMREbmiG5vgKRoNNtNnNsmW5UaE6VxFF1nfX2HsWKafftn2KnUicVT5DIxPNdjft8+LNPhnd/zNu4s3ubKtZuhBMwLAAHfd8kX8pw8eZiDB/YxNVmk1eyQTCYwDQPfdXjkoRMIgkij3mFtcwMCCU2Cs6eOMTBMUokItWqVrY1tCmM5NDXUK0f1CP1uF0EQyGYzKLJCJBal1SqRz2UJ/FBCJgjg+wHDkUn0bmFzbFZWVzBNm2hEJxqNEtF0olEVSVTodAd849nnWJifZaJUopjLUa1UEQKHqfES3W6Hr3/96/f0bqazad7znveQiMUJBBFJkvA8bzcC0cfzQn2u4zhIkhSau+x6aguCgKZpWJYVBl3IKp1eFx8fSRRYWVnmc5/7EuoHf4D5ffO8eP5VRFUjFtVIJ2O4loWiJNA1jYius76+wfZOFc8DTY9QbdTJ5gssL69QKOQRBJGorvIjP/xDmMaA4WDAwv4FVlY2efCBs3t6c8/zcF0PP/BDUxdRIJmIc+rUCXq9Hi+ef5W5mQkWFuapVsuce/DMXqTjmxX1ep1HH33zEdD+a9w1lbnLgP9v4f/WxXh7e5v3ve9993sZ3zISepJ8ukA8lkSVNMrVMrIgct0cIKsKjusR0aIkkwkC32c0GoIb0DcsCKDZapFIZNl3aD8jY8ThI0dxLIux3BjVapVEIpR6dAdDsukU+/bt49ULF5idmUYkQAjA9zxq1QrZgwdwHBs9omI7Nrqm4vuhs1YymeDJJ99KOpUkn5Np1NuUYzECL4AgIJ/Po2satu3sjkAEZEnCsW0EQUDXdZ544gl+5Vf+Lf/xP/5H3ve+9xLRNWQpbB1HM0kikQiNRp17NTmQFImRYdKoNYmdOkoymWKsUMT3fVzXZVKU8H0vzI5VdCr1Bnoswuz0BPmxBJZtsbFT4dK1RaLRBIsr6zz5todJJqLk0mmisTiXrt7gxfOvkc9nkQWByfGx0DaxN2ByqsSTT7wFVdUYPvcq1qjK6VOHSSWyaLrEN77+HBcvX6bRDEMfZFlh0B/gug5jhRznHjpNIhplolhCQGBubpYLr77G/v37yGaSFLJp6u0uUzOTbJc3yGbHmBgfxzAtTNNia3MTAQlBkMNozGSCkyeOc/rMKfBcMuk0kiRhOzbDYZ/BYIAkSvhegB7RUVWFqYlxao0GjUYzDLmPROj1hvSHQ0Qxy2g4IqpF8D2fTrfDytom7f4IwzSwXZt4IsGhQweYnR5jZmqGW7du3bNE7bHHHuP4sWM4lguyiCAIu/K5YO92rCjKXyjOQRCg6zpBEDAcDqnU6ty6s8rWdgVNFen2hsRiUUxjxOrmDq9duUYineDAoX30ByOGgxH1eoMnHnuEWr1Bo9FAj0RYX9+m2x+xvLLJxsY2D7/lHK7n8q53vBVZEimNjxOJRGi1WoyPl1hd3eDFVy5QrzbZf2COkyeOEI3oqJpKrdbEdXyi0SixuE6hWGA0MpBEkbc9/giiBFevXiWRiLG5tUU0GiEW+843MPr/Bdu2WVtbe9Pf7uHPeFamaf6lyU2vuxi/GTybvxXcvn0b27bvmfRzP3Hs4HGMwYhcNo+mRVhdW6HVbdDq9dEUlVKxiGGazE5Mo6la+BASBDY3NzGcIfFECgkYy+bRFJULF15lamKKfCYfEl9ME8MwiOoaD5w5SalQJK5r1BoNVlZWqNSabG3tUBwrEIvGQfBJJOKYhovrukSiETzfD0/ngbBnUBAEPuOlEp7ncuLoMaLRKPV6fY84o6oqQ9PA9VxanTbFwhhvecsjvOc97+FjH/sYv/RLv8RP/MTf4p/+k5/ZM/cwDAPbvtdbMZw6doIP/tC7CDyPfC6NKqu4rockibvs2PAhfuX6TWrtPm7gc3hmikw2SbFYoJTLo0oS69s7pJNRTp86yeGDk+QyeUBge2cbVddZXl7j3e9+golSnm888wrzC/MsLt5hslTgHW9/jKWlVRLRKLmDBzh98iiqoqPpIeHozuIGsWiUVCpGJKJy7dodFheXsZ0Ex47sZ6I0zlihgKoreJ7NsRMHkSWF7c0tJFml2x3QbK5w7NhJup0eO9UWxnDIWD5DrpDH9z2yuRyaFqHZbJKIx9jY2qbX6wMCxbExdE2nXKmxubFDM9bl1u3bPPzww2iaRiYVZ3ZygrgeSgJF0SefzxAQ5gj3ej0SsTgIGldv3ua5V15mdX2Nx86dwA0Evvq1p8hk07zl3CnGxgr8ws//wj2/n3eJWqPRCF9kry0dBAG+7yPLMoqi7AVmeJ63dxMeDQdsbJV57eotOu0BuqpQLdfxERmODMq1BoIg8Pk/+SrnX36NqYkpzpw+xOTkBJapUa1W8QiIxGMkEgnOnTtLrV6nWmuEnIrNNd7//e/myOEDZNMZFFWl3W2xvLwGQcDG+jY3r9+mUMjyla88xfLyClNTkxw6coDRyGR7c5sHzpzFMEY4jku/b6BpoV7Zsg063Q7lWpXRaMSjj7zlnvfwfmNxcRHXdTl27Nj9Xsq3jbt10zCMN64Yf7fdjH/gB34A27Z56KGH7vdSvmVoisaRhYM0Oi1EAmLJOJ1+h2w6izkyqZSrTI2NIwgCsqqweHOJRCxGKp0mRZr5+Xmeff6bOJ6LIErcvrNEu9Vl39w+Bv0+lusR1SNkIxEkUSQZjdHr9xEVmVg8ysAwmZmZpdfvUWnUyedTKJqO5Rho0fCkf/eBGItF6A0GSIJEu91mMOjvei77uzFy2l6GtCiKJJNJRAT6/QHpdMiC/eQnf4eNrS1+6h/9D7z40nkEQUSWJVzXRZKke75FAczOzZBLpxAEgWajiWWGMiDLCueAIhLd/hDb9tjarLNTrTM7VSQZV4lHImjTE3i+y/Ej86xvVfniV77GTuUIhw7OMVka59KV61y9tYys6QiSBATEYqFZxmOPn+POrUV0RWRqosjJk0cwLYtjR44S0XVa7RYHFhYoFSfwfQfPDzAMm8tXFpFVjYP7Fyjk8+TyWWLxOLZt8dqFGziiRyqRYnF1g2q9iet6FEsTWKaDKMqIgsXU9BSxmE4smeLW7duYtoskCiST4V74gU88kcALAhADHMcCAhb276feaKHpMaJ6OO+cGBtDlhSi8RjD4RDPc4hGokyMT4RmFUYY0biz1eCpb7wQuoyZDpIoY5sG8USUbDqJLAi4ts3G5sY9v5+SJCJI4FgOnuvvaoHDoqzrOoqi7MnW7v5a8AOMwRBzNMKxTIaDPoN+D1uN0jct0tkMgTHCDwIsw2YQtYmODPYtzHNwYT+ZTIZGvUUimcZxTQr5HKqqkozFKRXHcF144aUY2UyK48cOMT05DoGI7/ukkwl0XaPTH3D81HHavS6V6g7tfp8Ll65w8fI12p0OqqJw48YdLl+9ge97VCoVEvEE5x56AC8I2Nje4ejhA/iWzcbWNvOVKseOHL7nfbyfuH79OsB3RTG+Wzdfz9z4dUubvpuKcRAEZLNZZmdn+aEf+qH7vZxvGe1eh0AUGZ+cwndcOoMep46epN1oYxoGiXSanco21foO7o5DtV6mXg+1xoVsjisXG5jWkMtXLnL4yDF6/QHNbovVf7/OR370QyTjSW7fucPk1DipRJJ2r4vjuji2SzaTpVgsokoy0xOT6IpOrzfEsSuhZMOykCSJ69ev74ZFKBQKBUTEXQKPju+HelhRFEkkEmQyGYJgNzN4N1s2Fo8B4a3U8zwSyQTTMzOUd3Z2ZzDhR3d7e5t+v39P+xiNRvhbP/E3EUVpl6Rk7xZ3GI0Mms3m7qwOpqanyY+NURrLk4zrpFJJZFlGlmVOHD/G1Wt3uHHnJXZ2qiTjcaYnitQqVba2azzz7CsossydxQ2uXb3D6vo2UzPTHD92hKim88xzr+B7AadPHiCZTFIqFRAEkXgiietDrDdkdW2Z8clJNC3C+6V30mm1ePjhh5iZnsBxHJrtNn/wB3/K0so62WyGUycP88DZ00SjUZrNLpZpUKlWyOVyrN5cp1arE4/HEWWNldVVonqE48eOMBiWcRyLiWJYSH3XRQggnUqiKBHWNjbxPJcHHzzD1vY2siKzsrrC2NhYyPA1DMbG8txZuk21ViMa1ylXmmSSCayRQTYd5/iRt3FrcZG1zW02dyqYhkFxrMDvfeZPyGWS3Llz557eT1EM29K+7+O4DoIg7XINwlnw3RvxXdzt2PR7fbqDfihdk2UO7d/Hpcu3WF5dByGg0+6STqeZGBtjZIz40I9+gNPHj5LPZdC0cCauKBKCIKJqMSRJYjAYQCCSTqV54MyJ0A7VNLl2/RZf//qz3FlcZrw0Tq3dZG1jC3yfw4cP4vn2nof23Y7Pq6++xr59c/T6fcrVKvF4HEGQaLZCQ5JrN28QTyT58le+SiwWY2xsjFardU97+J2Aa9euUSqVyOVy93sp3zbu5ma/HnnT/+1uxo7j8Hf/7t/l/Pnz/MZv/Mb9Xs49YWSMqFTLdPs9jh04zP7ZfbQ7XY4cPMJ2ZYdXrr7Kxs4yge+T1GPokkB/NAIBAs8nEAQURWZ+3yyOa4ME6USa/bMLPPfssxw9cYLlrXXWNtd41/e8Ay2i4/k+kijS7XYRRYHZmRkSiQTNVgff89jY2KJQCNN5stlsGLiwa6JgmiaSKJHP5xkOhwwGA3Rd33t43m0F+76PpmkMBgNczw3nxqqGLMsICKiKGobAmyYQzo1ffPFFNjc372kfJUlmamoKURTDnOBsliAIcBwX1/UolUoYpgWCiG3ZTEwUUBQNx3b2UowQBEzLoVKr4/kuP/C+d/PIA8cYGEO2dqqMDJt2Z8TkRJZnn/smvi9TqbV429sepdsZ8IUvf5PPfPZLnD5xnDtLZd71zoeZmCqws1NlZWmHO4srZLMJHjr3ABcvXyeVTHHk4D4mJh5BlmQEUcK2bZZXVrm1tM7IsHj00f3MzUySSsbRdJ3BwKBWrRCNRvA8n7WVCvP7Jpiemeb8+Usgirj2gMXFZaami2QzaRRJJlADJFEjHo2iKSpCQkMUhTCT1zRwPI9qo04yFiWeCNn24+PjvHbpMoKo0Or0GFpDytUqf/z5L+L7Ac+9dJ6/9v7vR5QEKo0mSytrfOTHfgRZEmlU6ty4ceOeD1eSJHHy5ElarRaj0YjJySkURd0ryHcJNCHxLByf1Go1bt66SbvTIx5PYFsWqqaSL6Sx3JDkJYsSnuci+AE/8tc/wMMPnwLfQ9NUPM/DcWwEMWDxziKTU1MoikS11mBlOZSOxaIxVFljs1Fmp1Jnc3Obje0aFy5dYzjs4QsiihRa1SIEexaemqZRKBQoVxsMRiPkXQ1xv98nkUggChFu3b6N73l02k3qzQ7dbi/0G5ffvEELd+7c+a6xXrZtG1VV37ib8XdLMb58+TJ/7+/9PS5evMinPvUpPvShD93vJd0ThsMRL199jYlCgW9eeB5VlDg0f4hcJs3tlVvs1DYxDIPA91EFBd/20LUI2Wye0vg4rucxHp2lXK0jCqEZiGvYvPWhRzm0bz+yrpJJJVlZXeNLTz3F3PQM+XyeK9eu8OBDD5LJ5SkVC2xubeH5AZFIlMlJjWQihmWG0Xmzs7MMBgPSyTi5TCY8GQYSsmwRBAGqqoZFVhAYDIfYlo2uRWi326iqSkJP4Lo2ohj6ht++eYM/+sPP8Ja3vAVd04lFIwyGA/r93j368Ar8xE/8LSKRyN5t6S7z1nUcbi+tcvLoYaamx1FlBdfxWV5f5+ULN/n+dz+BHwRcv3WHre06AgEb22X++vvfTSIW5atPP8fVa7c5duI4kZjOieP78F0BfI9qvYNtjvj93/sM165c4/qtO6SSCWRF5sLlS4yPh+3mffOzWLZJMp3k+PGDfPr3P8MrF65RLJb4yb/9o1i2iytCrbFDs9mkXm+RTuh8zxOP8PDDDxLRZaK6yle+9jQPP3yObDbJzdtLvHrhMgsH56jV6mx89VnyhSyZTJbtnR1qjRqSIpCIJ6k36jz4wBmGoyGu72PYNoqqMzZWYH1jk163x43rt2i2mxw/foR+f4SsKEQjOoVCnp2dBitrW2xsrBOPxxgMhgyHQyRJ4GvfeJbRaIgoScQScZ5+5pscPLDAWH6MtY17O1gB6LrCD7zvvaRSGQQhdCi7K12625q2d5OcXNdhNBqGnzFBp9qoUK12kWUJTVcRJJFiMc/QsGk2GuxfWKDTu82w30MRQNTCPONMNkciFqXRqvPU08/y1sffSqNZ5Xf/4E/otTvE41Fy+SyKInNn8Q7uLmGs3W7j2B5B4BOJxogm4oiShK7ruO5OeFBFQAwCBN+h22qHxVgUUVSV0S7LujvoYtuhkYlhmIx8F9uxMZ03J3kLwsjF3/u932N5eflNT+JqtVq4rvtXxfjPw7IsnnjiCSYnJ3nmmWd45JFH7veS7hm5TAZNVRmOhgydEZIX8OXNFUqZMbYrW/ieg4QAgohpmpTGJnjyre+g3+syHI3o1uvUmk0SyRS5TI5Br08+l8cPXRJotVrEolEOLOznwoULjOULxONxzp17mEazxczMFIZp4voenh/Q63TIZnOhjCoSYTgc7urSQ29WAFXVcB0fTdNJJpO78+QYjhMaWsRjUQxriOeFt+NEIoHvh7ricrnMT/7kTzIxMcGv/r/+38iKgh8EmKbDZ/7wj+95H2dmZshkMjiOs9feBOj3e+QLOdLpJL4f0Bta9HoDTNvH9ULHtolSkdtLZbq9Ae984iy5XJr1tXUQZT7/pedoNTqsrFU4efowhw4cYHlxnfm5OW4vfn3PPGdyYorFpWUkASZKJRRFZGOzyuzsAs1Oj5ExIqLLjAyD5eUtut0Bo+EyyUQCw7T5xCd+k/0H9iFLMu12hwceOMPFS5d56eULFIs5Tp88xqUrNzBMm1QqRblcZ/HOKmcfPE2r00FA5MiRQ/R6YWjD8uoKsqIyVugzPRVqg13PxfNCXW611mQ0Mmk2mmiaypNPvo2vfu1pVtc2mSqNYzkujuezU6mytLbOoB8GM7RabQDS6RSPP/4oV65cYWpqimqthmFa3Lq9SKvVRtf01+3j+19DFAUymSyFsQKaqu+xo13XRRTFME4xCPA8l263R63eYHlllVarxdZ2h5cvXkMMAgqFHIlUFCHwSaWSJJJxNtaGPPf8SyRiMTKZDItLa9y8dZsLFy/jBwrvfPujHDo0zzu/522Uq3W+/PQzGKaNHtExDINLl6/g+x6qptLtdkKf6XgCRdGoVMI2fU8ETVPDOElNQxQEcrk8nU4LSRQJAp8g8LAdB8e1sL2w6+S47u6tPxyvmKaNKCvYtnvP34v7jXg8DkChULjPK/n2MRwOdw9Kf1WM96AoCoPBgI9+9KNv6kIMcOr4SZ575QVc12S7ss1oNCCua4g4qGIAgYgTCCQSKSLROMeOncAYGnhOQLE0wURpkotXLpJKpchmcxzaf5h6rUYmm0FGxDUsStk87X6btz3+KJKkcmdxEUlWiOiR0OzA76ProR7VMs0w2g0RSRTJpHSqtSq90RCAfn/EeLGAaVnoqkYiHieZSKDqYUasLMs4joMsKTiejRd49HodErE4tmPz4Q//GEHg87u/+2nGSuOoqkoQeFi2TblcvsddDBgM+ti2SzQawbLM8OHmOCQTKQLZZGTbXL5wld/9va/QH5l84L1P8Pi5Y0xOltjYqGKYDm9/8mEK2QTXri3zyU9/hXg8RqFQRJE1dnZ2eOHZlzly+Aiu63L9xhqnTx4jEk0wHI744899gVQyydFjR7h2/Qaba6uUJibQdZ39+xcAgWI+zdpahaOHj7JvfpbpqUl++1N/xPbWFgcPHeaZb7zA3NwceiTCZz//RRaX15AEEVEQefqpZ5meKVIq5nn11dcIBJWRaXPx0jWGgz6KInHh1dc4d+5BDMNgfV2hXqtTy2VYWNiHbXvE42FMpW27rK9tUq3VECUJy3ZY39ygUBrDHpnImkpnMGJk1hgNhxw5dIip8QkyqSRf/urTrKyvUi53+NM//VOGIxPLtojHohD4zM7OkojH2NraYXnp3pzUfD/gf/p//DTRWAwh+LMYTUEI/cRbzSa9wQhVV+l3DZZX1ihXm4yPF6lfXUXXdWo7tbCYVQNOHDmKJIgcO3IozF9GoNftsrK2TrlSxrRc4qkMF1+7Si6fIcAjHo3w+T/9OjvVCs1ODzwXQQw1zaIgUqvVEATIZrO0mh0cx0GPaKRSyd3M7hb27munJkLTF8dxUKMRFEXePSyGGnPPdRBEEd/zCQhA8PE9H88PGA4M8L+z8oy/Fdy4cYOpqSmSyeT9Xsq3jcFggCAIf1WM/zxM00RRlNftE/qdjIniONPj0zQ7NZLxOK5rEQSwtrWBKis4loMsKETkKMcPn2SqMMna5iaZTJr1rXXwfDLpLKqsQQC2ZfHwQ+dCv+VYgkQyia5ryH2RyckJFtc28AKf0cAk8AKq1SqnTp+mWq0yli/guS6yLO89ACVJQlFUdC2MN3Qch0q1RjQWJaJHEHdvoaqiIQgio1FouCAIAr4XMmA1TUMQBP7RP/pHrKys8JWvfIUDBw4wGhl7hvzPP//8nizqXiDLMqPRANMY0R8MSKXCsHkEgWqljjE0sEwH1zVpd7tsV5qIskq73WV9cxtRFHnxxVfwXUKSTzKFqkWYnEwyMZ5lY30ZUYxwZ3mZjY0NIhGdQr5ALKJz68Y1DGPEj33oB9jcrrKxscmhQ/t525Nv47VXL/KlLz6FbbmksynisRi249BoNBkrjDEzM8nIsHjppZdZX9/AdgN63S6OYxOJRPAcG0kSkRWFubkFfF9kYnyCWCyB74WHmDBDWkCUFW7euh26gBXGUGWJYrFEs9liLJ8nKcV3Q+yHDEdD4vE4WkSnUm2xvrFKIZ8jN54ilUjQbnWQFZ2xwhjbOxWuX79BNpvBMEcMBgMcJ7zNZTJp0ulJyuXK3ohgaWmJqB5l0O/d03upqiqapoczX1X/c6lK7B7y4IWXL1FvdTFGI6IRnfHxcS5eucT65jaGYZNIJfjBD7ybQjaKIIgQhMEqjmkgSxLf8+Tb+Ngv/zsajS7pVAbXMxkMBpx/6RViUY1mrcJgNAodv/w2tmEAHooq47g2ghDOq+9yKWRFJpGII0kSnU5n7zsQfv4q6JE4ghASGu+ywe+akxAE4fdOCu1tbdvZlQ8GBMGbLz7xz+PGjRscOXLkfi/jDUG/339ji/F3A5v6c5/7HKZp8gM/8AP3eynfNizDZCyTJ6ponDvxEOVqGcsesrK2wtr6Ggg+uh7Bw2ervEUqkWB8vBS2IxWdI8cOM5YvsLm9TSBAsVjEcRx2yjsMkik2trc4e/wkHgErG2tEI1Eq1RrmyCCXzZPJZhgMBnQ6He4s3iEejSEIoWWmYRhsbm2FDELLwBgNqVTqaLrKsfwRotEoaxvrYeC7bSFLIqqm4vugqSrdwYBmo4GbTJLNZEin05imyXPPPcdgMCCTyTE1NYUgBHzxi1/Ede+tHZdJpzl06BDRmMqFV69iWx4HDs7j+y7G0GBxaYVkPMn8/DST4xlGlk+v3cU2bQJX5LUrt+n3hqyu7fDqxZucOrlAq15lu9rENByCwCUS1cikFerNMoYZBlsoisqxIwukEwlu3Vriy196mqWVTWZmJpmfn+WP/+hP2N7eQUBAj0TZrlRIp1Pkczksy8GyDdbXN1lfX8fxXERJ5NrNm0Q0BUVWCAQRfAdBUECA24srJBMhAcv1ajRa7TBCU9exbZMbN28TjUWwHQ/BF0jEo5w8eZRms0mjXmd5eZH5+XlkRaZULNJqd3Bsl8989gsMex2eeOtDnD15hGQiyZFDB3E9mxs3bhGJRMgVxjj/6qt0Ww0s0wAxnIk+/ug5InqMZ599AduzGQwGxGMRxnJ5/HsIhxAEgYMHD/LYY4+GsYmGSbvdZnx8nGg0imkYuJZDRFX5xjdexLJs4vEYBw7sY3u7SrlSR9MiPPjICb7/3W8ll05xZ3mFp55+lkr1MoIQsL21Tb3ZIpWIsblZpt8bEE+oOLbF1MHD3F5cxRqOGJijsHPUbSL6kMtlUFWFer2OLMuYpkmr1UZVNNLpFMXiGFtbW8iyTDQaxTDN0F87Gac/MIhGVAI/3JO7B09FUfD23MQ8VFHZ24e7JDXvHr8X3wl49dVX+fCHP3y/l/GGoNvt7vkh/GV4XcX4uwGf/OQneeSRR9i/f//9Xsq3jcFoyKljJ6g3G4xGI4pjJQzboD8YUGs0UHUX23JxCfA8n3qrxVhe4clH30qj2cQNfDrtNuXtbQzPpVKrcfLoEVRV5ctPfRXPdylXthERyOULzM7so9lsUygU2Nzc5OjhI1RrDZ765jc5fvQoZ0+dQNXCbFdZk8kXxzBGJt7I4LXXLnH8+HGymTS5fJ6dnR0WFxeJRCLsm5vHsW1EWebO0jKj4ZAAeODMSTzfxbQs/vnP/y8MRyN+9md/9i/sQSqV2jNzuBcs7NvH2TOnub28yqXbawiehO35lIpZbGtEPKZR7XZQNkXmF+ZY3W5x4dIlHjh7nKvXLrG8WuHO4irz++aZncphjmzy+XFarSGJeJJGo47nBviODb6HLIvEYyne++4nkHSFT336syQScVZWNtEUhYnSOM88e54gEIjG4ti2TbvTRpIkqkadZr2NrmuUK3UMw8D3/TCJy/MQJREUEdfx8X0PTVcIAhlw8RwLx5aIx+Ks3Fqm0+nwlkceZDDoU6vV8D0P3w3IpDLslCuMRj3S6TTjxQwEEndurZHJZEil0uiaxuz0FM12h1hEIREbQxA1Gs0ukigxXioxHNlUqz2+8KWv0mg2MKzR7uyfUEfsuty6dQdfEOkM+kyUijiOS3FsjNXlJVz3WzdwEQWQRAHf9Wk1WziOw+TkJLFYKDOyTJOrN66zvVNm/4FpqpU2ji+wvLpBvdqg3+th6h5aRKbRaHLrzhJ/9Nk/YWVlG88L4z4d2+Kll1/j6KEDqKqE5zmYlk0splOpbNNoNdFUFUWRd+eEAulUgkwmjWnY6FoU3w8Q8BgrjOP7PoYRFl5VVXFdF03TQpKbKNHrD5FEUGQZVY3iOE7oBCcKuK5DQEjwCgQR07RxHXdPRuO67pvWDnNnZ4etrS0efvjh+72UNwSdTud1v/Z1FWNd12m32/e6nvsOx3H42te+xi//8i/f76W8IYjHE1y7eZ2XXj1PLBYjl8mSS6VZ29pAiySQHAtN8xAFmWQ8ST6Tx3EdZmZn6BkD7ty+SS6Z4fChQ/SHQy5ceY1et8mRA0dRVJVmvYOkqMxMTCFJMoPhiNOnT5NKpnA8h6XVFcYL48xPz7K+sYEiy8xOT2OaJiPLpF5vcOjAIdbX18nsMqldz+XFF1/cM/bIZrNYloljO+CGiVChEYOE77vUal0ajSaSJPFP/8k/4ef/+T+n2+1SrVYpl8s0m01+93d/955kMAIQT8QYjQZ0mh3a7T61epsDB2YYGCbpZJpc1ubM6amwQDkuuXSCfbPTNFodTFOhUu0yNDy21reYnsyhqAkcx+HgoXkGox6nTh5BlhVMI4wFbLfayJLMpz79WVqdNpVKnVqtgSwrZDJp6vUGpmnheaGs6q7cKpTOOMiyhOPYe5aOQRCEzFzPQ0HBNMO2rCiKjJcKxHZDJwzDIhLRd2MCZeLxKI1Gg16vh+8HZLM5Op0OjeYalm1z6sQRPM8jl8sxHJo8+tg5Ekkdx3bQNI3RaARBwGOPPoppGozlUkR0HUVWEUWRcrmM7dgUigXa3RaiLXK3aXpXyuYKIrlUkg998AfxkPjDz36e9fVNttfXuRdbU98P0DSNfD6/lzAnSRLdbhff9ymOFXj7E49z/HgTx3FpNTt0Byb1WoNvPv8yd1Y3ScZipONRLrx6kU6vz+ZmhXQ6QbfXZmQM6A+GRHRtV3KkYJoG0ahOVNcxrd32ezpNu9PGcV2KhQKmMWJrawtJVIhEItTrDUAgGo1iWRadTpter4/nheMcy7J2g0ukcNzghuEVYTqUEAZQeAGqpmHaNp4XRmnefc3dkdCf11K/2XD+/HkAzp07d59X8sag3W7vZmj/5Z3l1/WufSvJE9+JWFxcxLZtzp49e7+X8oag1+uxtb1FKp0KW1auS6VeZ25iH71hj2arTiyRYjgYIYgihfwYsViMLz/1Ff7gc39IIpXikQce4cj+g7S6bXK5DNvlMul0mmNHj6EuqszNzjI5MUWzGbI5I5EI8XgM3/ep1etkY2nmpqbJFfIsr6ywsrJKLpuj2WmTTqawLIt4PL6XmBONRlEVhZ2dHSRJotfrkctkwxmYJCFJEtls6MdsmiNqtepuUtCQ8dIUhw4d5ujRYxw9ehTHcUKLyitX7s0gQoAf/MH30+11yGTSzE+PcfzQLMlohFIxj2kMmBwvhqlQjkW1XEGRAmxryNLKMqYRdicy2STvfvIc2UyMq9dWicayLC+vcHD/QS68ehlF1tE0ibHiGIEnYo4MKtUGtmPh+RaqGkUUhV22cdhiHAxHuI4XZgRHo3vzxLuOUXflV0EQEPg+AuwV6Lv/fPCBU6iKTKPewrFdRiMT27ZIpRMg+JiGTbcTFoGtzR00TSOXLxCPJzh44ADq7u/jODaKqqBqGo5t4vsOmqYiqxqyLKFIEseOHkRTNGRJDt2vRIHZ6QkOHZzn+s0Fnnn2RUbGiE6nzUMPPcjGxgazkxM89uhbiKgqjutTLI5jmSMajdo9fR8CQJbDz094eHEBH0kSaTbb1GoNNEVhZmISVVXpj/fp9PrYCzOsrW8QS+isre2ErnCOhyQKPPnYOWzLotXrsFOp4/o+nu0Qj8eRZIFIVEOWRR5/61u5cOESrVaLTqdDIpGgXK0y7PXJF/JsbW+BJHD8+HFefvkVDMNkbW1t14hEpdFsMDExTqFQoF6vY9v2bi5yBMsMdjPIVURBBAE8z8exHRzH2dPnB0Gwx9AXBCGMO32TjhU/+clPcuTIEaampu73Ut4Q3OUC/FUx3sVTTz0FwPHjx+/zSt4YRGNR5ufmCQhCEw5BoN5qIKoKgSnS7fVRNJlmpwGijCCKJOMJnn/peYbmCA+fVy6FsW7pZIpiroRn+eSyGcbGioiCQCwWQ5EE5mdncByXbDpJu9VEUVWeePStJGMxKpUKBQSa9QaiIHL08GEy6TS1Zp1aq8ag2+Pcgw+h62HI/OrqOslUipE54tKlyySiMdKZNN1uH0kSUTUFxzEZjUx63QaapjExPoMgSfRHBrVrN5gaH8dxHG7fucmXvvSle9tAQcL0JSrNHnduLzM9PU3guoyMIZYdY2K8iKJp9EcjZianWJhb4OqNRZaXl3nn29+O65l85IefRJZFtrdrtPoDvMDj/EsXGQ77GIZBJpNhbXWDbr/HrTtLCASoqrLr2iXhe/6unae/l6M7HI6QJZV8JoEsy3R6vT22ued5yLKyS0I09tzM7jqU+UGAREhKm5ya4NatOyABuHieQ6fTJr6briUrOoEg4uEjiDILCwtYtodtG/T7PVRVRpZVkqkUSyurDE2LQj5HQolh2g7r61scO7SfZDJOLKYzHBoIBNSbHRRNZ2A6XL5xh6XFRUpjBa5du06xOI4kiPztj/wIs7OzVKo1BFHmlYsXSKbTSNsiPvdOPHrnO98JhFGD7XadYX/E7TvLPP/yFSKxOKePLzBZzDEwXC5euoysxVhcXiURjzDsDeh0+rx64RrpdJwD++fR9CjZXBZFVxBFBVnRWF5c4vwrl0in03Q7Wxgji6997Sny+QJ+4O95XKuyhOv5dHs9JElCECRefPElHMfF9/09opZpWsiuyObmJqPRCHs3IMX1PAbdHoIYHjISiTitVgtJEne19+KebhohbEerqspwONz72W/G5/VwOOSP//iP+dVf/dX7vZQ3DO12e89d8C/Dd30xfvnll/mpn/opPvjBD35X2KtByG6fnpxGFAVG2RFLq0uhk5XnoUoCExMT9Pt90qlsOFfafXAfO3KUzfJ2GGmn6ywuLZGKJZiZnmb/voVdBnP44B8Oh7i2TUnVUVU1pOjvPlhGwwG5dDoM/xZEUqlU2CKVJQzLYntnm83yNuOFIhsbG0xMTjIY9BFFgXK1xtUb11BUhUa3jRaN0Ot2iMajJFNRBNFne3uHfr+Domp4noCu6Wh6lEa9iSxJyLLE9es37vkzGYvFuHz5CvP75jhx6iSBayJLColYgkQijiCJ1OpNEBV0TUeUBGzT4NGHHwh9i4cm6VQslF7ZW9y8tUyl2qTV7nDmzHE8z2F1NWy5KrKM67lkshm6nc7u7TZkN7ueuyff2N4qI0syp8+cRNc0qpUKtXoj1KQm4vR6fUzTxLZtUqnkLhs61K66TkjWkSQJWZbZ2anQaIZjpbvEINsOuwlAmHIlhFIdTVVZWl4GZPKFFEePHmZqajJk+8oyBxb2hS1zQcCxXQb9EZFIlG6njSjGURQFTfO5dXsRw7DQIjE2Niusrm2zubVDMh5F13ddvGQptBNNJAkCUFSNBx94gJ1KGaM/xXPcW/aWJEk8/ta30e8PaLWbVCoV+gODVy5e58adNWLJBLLkYRozLG2WKW9v43giq+ub5DMxHDOcx9bqNeqNOu1uH99xOfvgKdbWNggCkfJOBd/3sS0PUZSJxZL0+z263T6NRnvPwMa2LURRQJZlimNj9AcDkokM9Xodz/Not9t7bWTf9/F9n0KhRCKRwDAMBoMBge8TicdACHBdZ/fQJu5qpiVEUSDwwrmwLCt7XZOQUa7R7/fv0Qjn/qJWqxEEwXdFjvFdhOMg/6+KMYQ6L4Bf+qVfus8reeMgCALyLlEEUSCXH0OUFcbGxmg0m9QaNaqVGoEH0ajCtes3eP6VF5kaG+f7v+fdbJV32Cpv8fDZsxw7fATDDLNbR8YIw+wS39UBS4jcuHmdt3/PO6nV6rRaLQ7uP8DU1AT1WsgOXd/YYKI0Rj5fYHltjStXrvDIY+cQxABV0olEoty+c5vAc0gk4mxubaJqGqsb60wUS+B77JubZW52GtMyGQ5HqNJuHrOocHvxOulUnFq9QTyZodpsMhz0+fVf//V73j/fd/nd3/o/OP/cN/ngB3+QRx97lOL4JL3BgJ3tMplUjGqji6pG6Q+a1Jp9KuU6s7PTdIZ9Vje2mRjP0+l3QZAZtE3WltfpD/pcvXaTqckSo9GI2bkZtjY2SCYTnH7gAV555WUIPPbNznPq9DFePv8qzVYLUZSYGB9jfn421Dw7AZPTM2xt76AqMo5jEdE0gl1pzN22vySJ5PJZbNsOc6BHJoVCgUuXbuK6DhFdR5L+TBoTphZJZNNpavU6kgDFiTHqjRaKJLNvfp5MOoVjm8QLeTqdkDktiqGBzMgwIQBREMhms2TSKWRZ4fK127z4ykX2zU5Dv4dtj/A8G8t2qNRqPHDmGKdOnmSyVCIRT+PYNsXCGFvlbVJRif0Pn2F6LMUn/+O3ak8rAAEz+w/zqc98kfWNbb7yjecRBJV8IcudpRWyuSzTk+MMhgaf+8KztHodMsk4jusiBh6aqpLLFdCicVzPZXtri7GxHOdfucD2FyqMjY0xHA5ptdtosgKCR7m8g67rjJfG2X9gP7cW79Cs15BEEc8LyWqaFsF1YdAfIQoqsqwQjYbzekVRsCwTVVVQ1JBhPRqNwqxiQUAgNOsRJf6CGU3IFSCUXe3+6WVJRFHCx7iqqnuM6zdjMS4UCui6zsWLF3nXu951v5fzhqDX6+F53l8VY4B9+/YBsLKywoEDB+7zat4YdDodtne2kSQJSZbodLvEEwnM0YjTx05x7fpVaqUquWyaxbU1PMnlxs0bjGWyXLx5mY2NDQ7sO0Bv0Mf2XBBFmq0WruuEmnJNJ51IEYtGkWWJQa9PsVAgk0rhug6dTgfXdRkMBuRyOSr1Gjdu3WRkjIjFdDLJNOXtHe6s3eZrz3yFuZl5JEkkkY5TrZepVCrk8yUKuSSRmIztDGm1GoiiTCFfIJfP0+n1WF1Zw7Fdnn3hec6cfZCt2ztsbsWYmpzCv0ctpSiKfOAD7+fs2TO8+MKLfPzj/55/+2//V06cOsH73v8+9h8+yEuXq1y/sc5YvgCiz8WLN1BklZ1Knf3754hFZZ577iKt3oDt7TKb62VczyWRiNFuN/F2g+tLpQlOnz7Fzs427WaDD/3IB8nnk6yvrXP92nVu3lzm8JGDZDIpbNtkbW2dZrOJ44Vxf8ZohK+rzM/PMRwYrKyvoSgKuq4jSRLT01NMz0xx69YtRsPhLvnNodkcoGkqqibt6b/vtronJ0N9bzwepVA4SK1eZ6JYYKw4zvy+WQ4cXCAZj4T/j6Lg+cKujK0dasNVlUQiQSqVpFYPD2ii7/H4ww+xtbOJpulkUnHOPXiKsXyGS1evY9ke9Vqd6YkSs7PT2I5Hr9djvFgkHo+RTqf5rd/6z3s+5d8KBEEAX6RcrtHtj0il0ty6vUql1kTApVquossag16H7a0y0USSWr3FcGgiSyJr62U0rRlGcbo2EVVn8c6dPbvWWi2cY8djMSzDJJ1OMxqN8DyPWDyGHwQIgKqopFJJ2u1VVDUkszWbLSKR+K5JTUC329u7vXqeuxs4L+w5wGma9hckSQLCbtRjOB8WxZBbcVdrLAgCmq5hO87egctxwmzwvyzI/jsR8Xic97///XzqU5/6/1JPvFlRrVbDWNk3qhjfFZu/GTE1NYUsy6ysrNzvpbxhuMsUnZ0N/Wcj0RiiJBLTY8RiCXK5PFuVMrOTs8QjUZYWb1EsFsll89CV6bSvYRgG33zxebarFR59+DEM0ySfzVIqFdFUlVQ8Qa1apTRWpFKtM1EaR0iIDEdDms0m/f4wbJs6DoEiISgShXiOVCrB9Vu32djawvcdap0aBw8eCmVS2Ry93oiJiSl0OeDq9UsoiszExARdo4/niJzQdHa2qwxHQ7LpFA+ceoCr1y+TjOice/I0kWhi70F5LwiAeDzGE0++jXd97zv4Hz763/OpT3+KZ77xLP/q//mvOPfOxwliRWoVC+HaItFInEqtgWu7VCp1bBc2t7bRNQ3fl9E1BU0T0YUI0VgU17UZjUI3r698+asEokChUCCRSHB78Q8ZL47x/u9/O+1Sn5H9Cq+88gqqquN7Lo4T2lZq0XA0IAQwPj5GOp2i0WiTSqXodrsYhsGJEyfo9bqh3tgJuw65TGbXRcxFEECWJERRQlHCdKlkMsn8/DyWbRONhp7cIgLT05OksxkWF5e5du0mDz94hnhcx/N8Xnr5BVzXY3pqklIxRzQaRRQE1tbXGRk2hWwetSTjuC6mM6DXNXjuxfMoiszRY4c5euwAs5OTHD+6n3wmi6YpDAyDyclJFElC0RQ83+Ob3/zmPcnUFEVlemIG0zDZ2qmzsrTMcGAiKQqFXILyTp1r7RtoqkoymaDfH2H7Dpbt4Ek+ohSlVmswNTVOqxM6YI0VikQTHq7r0qjX8Xx/d1wQzvLvMrY932Nje4tBt08hn2dkjFBVddf72mU4NDENm1aryXA4JJFIEI1G9wqvIEAmk977d8MwwhlzIADg+T7qLjEv2LXyBJBkGWF3r+7+XiCQz+cxTRNn9zD4ZsRHPvIRPvCBD3Dt2rU3PccnCAKuX7+O67p7ucb/LXzX34xlWaZYLLK+vn6/l/KGod5osP/AQSaKRVzPptXqUK3XOX70GN947hvUmw3OPfQQxw4fIRLREWWJVDrN1tYWjUaNRCJKpRG6H+2Ut3nt8kVOHDlOIh4jEYsRi0aRZJncWIFyubbHUo2oColYjFanhazJ9DtDrt+8xkQ+RyQaRxczDIdDOu0WszOTqJrCdnkH17OJKirNWoUjB2Yplkp8/vN/ihZJo0Y0Ll2/zYnDp5mZmmO7XGNxeYlYPIYjOnQ6LR544CzFfB7bsRnUq8RjMVz7W9ejAkRjMU49cIpao45hjCjk8vzNv/k3+NEP/Sj/9Gf+Ga898xLH3v52jh07RGOnw8jx8CI6QWDQtl2+/PXz6KJMMhVhcmqGkydOE4+n+OZzLxM3HMaKBQLXo1yu4jg+fuBSrVWpV2skEwnsjMPXn3uF9bV1bMtGVWUCwceyLQgC0uksb3n0GPsXDvLqq1e4fv0mjUYTwzRRtTDBamJ8jGa9ytT0FL4QsG9hnnq1RiKWYHl5ZU/aoygqsiSjqREy2TQPP3wGcxTemjv9AXOlIm95+AE0TafT6VKt9fjff+vTnD5zjFjg4bgWb3/iMbZ3KkhigK6pDPqd8OfKMrbbw/I0PNOjVq3z9NMvc/32bWxzxMH9+5iZGGN6coxMIslDZ0+jKREURSOfyaBpKhFdJ/ACbiwuYxj34owXIEoiqd18bNM0sb0wxSqqaNi2T2msQK3eIggEBFHEcUyM0ZBUOh0WMd8hEdcYDHv4toPvw2DQByGM/PRdl8APsA2LaCpCNptBVhVc16Hf62F7Lm7gU63VmJiYoN3uIssy7U4f0wrHC2fOnOHCq5fC0UEksnsjFjFNA1mW6Xa7mJaFEICuarthENJep+Bu7Gh42Q3/zI4VcgZcP0CWw3lxt9slGo3Sbrf3+AFvNnzf930fmUyG3/3d3+VjH/vY/V7Ot4V6vU6j0QB4XTfj19XLiEQib1obyevXr7O9vc2DDz7Ir/3ar31XzI7z+TzdXblLJBIhkUjguC7lnTLD0QjDMUnGk0xPznBw/0GS8RTVSoWVlRUarSatbhs8cC0Xy3Yo5AvoeoTp6Wny+XzIpN61FxwMBtTrDWq1GtVqjbW1TRzLY3Nzi+effQZNcGi3y+xs3KFW2UIODIbtDZ5/5vO89OJTFLNpfGvAaNBkaW2R8xcu8L//1u+gRpLsXziGY4AkqLTbbaLRMGT+icce4YlHH2G8UCQZi7G2vsYzzz5Lo92i2Wnztae+RvMe81qTySTRaJRkKslgOGRjZ4vA90nFEvzP//M/YXpmmtXz55H8AQY2XbdPLKOSnRojWRwjWSwSyWaRImkuvHaZS9evUirlOXH8AAcPz3Ps2BHS+TRz++dQdAVN1xEFHwSP4SiUna2vb9Dt9fZayIIgMFYs8uSTTyDJ8OqFm/z+H3yeza0dIpHILtN6N3pS09DUMIlIUQSKhSyZVIJoJPTCvitxSafTiJJIOpMkm0sxPl5kOOxRLOYZLxYY9ntEdZkn3vowJ48d4oEzJ0imIgjI/P7v/TGWGzKtTdNmZ6tM4Av0+yNq1QaqqpJKJ9H1KP1+H1mWyeULCKKELAjMz83R6na5dWeVfqtPPBoj8MRdrbO6ewschbGEos9Xvvol6vV7kzVpmsaTb3+cTDbNnTt3cF0fz/fo9boMhkNyudzuzdHF81xESSCXz5BOJULdru/jeeAHPgcO7A+7Tr0ew929vmukEYloiBLU602GI4NyuYosh7dWQRTxfdjeLqMoakhOUxTS6TSnT5/m0C4hyXFc+v1+6FUtiuh6+P3yfZ9kMrnXWlYUmUgkHEVomrb3+vBnOLi70r5oLLZ3a75rBKPrOpqm3dNefidAVVV++Id/mN/6rd/6tqxuvxOwvb299+u/mhnDrntQiv/wH/4D58+fRxAE/vE//sdEo9H7vbR7xtzMLPg+2WwWx3EwzBaz07NkMknkOxK3F2/zjre+A9MwmZqYQpEUZien0dUIixsrRKJRnnjkbTSaTQzLIJ1OMz05yXBoEI/pBIhougYInDlzhs3NDVzX2YugW1pZod6scezIUaYmxnnp4gVSyRRDwyCeiJHKlJhCIB6VqDeaDIY2k9NHCLQEtVqTUmmazc0dBETm5+bYt2+WXq/P9s42uh6GQCyvLDMY9PF8GxDxXI9mp0MxP0a1Vt8LXv9W8YEfej/T01Mokkw6mcL1XUYjA9/1UDSdhx55iN//7d/nwMwEllhDrfZwBwMcV6AwNc/87GFuL+7gOXAwGUfXVNa323SHDnPz41y9s0a700fSNLTCOD7g1mv4Rh/btdjc3EBVNeKxxF5AhaqqHD58kI2tDXZ2KiCGusRMOkW/10eUJOQ/Z/SxsrJGOpXkyScfRlUkspkM0xNFnn/hAp1OH8/3iERj9PptRiMTSZLpdNoossfczDTtVpvAdXFsj5HhMDQsLl25RaczwA8EbtxcwrQcXM/HtkwgYH1tnWgshm1bWJaNZY5YW1un2+vTHuuzsrxOgM3DD53g7U88QbfbQ9E0JosFpibHiUSi9PsDDNPc8+uNJ+JIorJXmO8FAQHl7U0ee/Qc129c5/K1RTRVw7YcbMtmbX0dQQBND33pVTXU8NbqdTRVwwcs20bRo9TrdTKZFKPRYJf53EIALMemUMhz4MB+Xj7/Cno0SuAHlMZL7Lx2Bd/3mZyYIJ3NsrK0jGEYRKMxOr0eyyvLdLsdRCk063GcMIzEtl2isQiRSIRkMsmg30eVQ6Z9yIpXURR1dwas7vpOe4CPLOn4gYhh2ei6vne7tiwLy7Lu2SL2OwUf/ehH+cQnPsGnP/1p/sbf+Bv3ezn3jFdeeeUvdDf+MnzXF+OJiQk+85nP8H3f930AuK7LU0899ab2qLYsi0wms6tVNPd0bIIgsLm5yXhxgmq5xvGDR0in0/i+z87ODroeYXZqhtnJacYKJQ4sHCRXyLK8tIy0O4N1PB9ZDPfJdVxsx2F+fo5IRMcYmTSaLdLZDIIImq7hOT617oBqpcr8/gNMTU1Re+k5KpUWmVQUWdUQ9SS50hx0eqQSOXLpHBNj4zz7wrM0G3XOnD3DxuZ1xsbyLK8ss7W1Qa/XZaJU4qEzZ0ln8xiWhSQr+K7P0uK9JfsgCExMlKhWK+zsBlJEVB3bsbm9fIdjR4/TabSJx2Ncefllrly+Rr1S3SXPiNzwn+VqLkd2cprSviMcPHmWVCLKF5+7gJ1K0xVljGiceCpDz7IIAgHPE5AEFYZ13G6DhKxRHCsRiyeoVssoSiiJuXHzFoPBANMKtaamYdLptCEQwjjAXRKPZVlIgohtO1RrbbrdLnNzM7TbbUrjY7iuzXgpw5Ejh7l67SqiJBKN6iiKRDqdZXFpHVkW+b7vC3W551++gOO5fPVrX8cPwLZd8oVZyjtl1jfW2LdvniPHjnLt2g02yk26vR590+XSlcssL69hmiYzM9M06w3+2g++l9mpcWKxGPV6nYnxibAVHfi7+maVZrtD4HvoukZ/MKTT7vA7n/rUvb2du25uqiYR+A5j+TxBsEgsquM4HqqiUhofZ3VlFVGQSCbiVKvlcA8lCddz0TQdSVFwHZeR5yEJYtjSFkQ8L0BRVAx3yHA4otfvM78wz2g4ZDQcsXxnhXg0QSB4FPJ5PAEUNUyHG58Yp93tICsyhjFCUcQ9hzVFURClUC9+t/j6no+IgLjbHtc0HUkSSCaT4Vpdl2q1EkYl+v6eBEwURTRN2wuguJsV/mbOEjhx4gTve9/7+OVf/mU+8pGPvCnJaBDejMfGxuh0Oq/rz/AtFeO7LbU3G97xjnfwx3/8x/z2b/82n/70p5menr7fS/q24Puh9V2j0SAWi1EqlQCQZYF3vv2dlMtVxvJjEAQMh0O2trYYmgaZbIYjh46gqyrD0YhWo0E2lSSbStMf9DElmWE5NKcvlUqIokREj5BOpZBkiYiuk0klsb0wR9UwTBr1FplUmpmJKRLJJOVKmdOnzrC+vkpxco5ur8/E9Aw3by8CEnNTUyyuLOO6LucefIhcPosvwFgxR6W6zvr6HTrdLrFYlEwmjef5WI5DNpOhslOhurnDlStX7mnfZqZnwpkuAXpUDzNu8el0e4wsk1arxfLSCoPBkFdfeoVDRw/z3u9/F6cfOMPEZIHrF69y7cpNvvnCeZauXOL5z36aVKFAZGySw6fPUSxlyRUTIGusbW5h9HqIgYMVeEiJHG42Rq/cIJ5Mk8+nuXnzZihv2ZW6uG5IvAJCApYs43thAc7lcgwHuy1OScCyTZ555gVUVafV6aPIEqNhn0hEJ5WKY9sm09NTVCpV+r0+vu9Rb7RRFI1kOkW1WuHAgf0kYnEarRbHjx2mWCxy584Ss9MTtFpNTMPAtjxePH+BG7dus7ldo16vcfr0CVZWtxEEmV5vQOB6fPhHfohSqUAum8XZJay4u1m7rhuSjCzbYWdnh8mJcWQ5lOY1m00ajcY9MaklUWFifBrT8rh8/RaqIOAFHscOH+D8q+FnpNvtsLAwx/LSMr3eMMzQdi2yuRyDwQDX9ZAVBdd0MA0LWZKIxeL0+/3QblIM069My+Lq9ZtMT0/TGxqcPHGUw4f28cnf/kOSqRj9QZ+tchm8gMnJSZaXl/cewLbjICsKw8GAWCwazn8FQJL2xgoRXQ+7M6oSdkxME0WV6fV65PP5XScnEUlSAAFNEXF8D9/3qVbDA+NdQxFFUULZ45sY/+yf/TMef/xxPv/5z/OBD3zgfi/nntBsNkkmk1iW9bpe/7qLse+HuZyqqn5bC7xfeO9738uv/dqvce7cOU6fPn2/l/NtIRaN4bh/NkfSd+e7sixzcP4QE4WJsGAjYNsO83NzDAYD8oVC+DByHHq9PtFIFMfz0bQIS8sreK7P/v0L9AdDkoZBMV/ANN2Qmbl7O0QQkH1wggDb9ihXqgQepNNZbi+usLWxxpNvf4wgkGg2uyQzKZaX1+j3BkyOl9je2qBrWRSyKTKZNI12k5t3bqLIAtduXKXf7xGJxDh14gyO4/LMi8+TiEV49JG30un2iKgytnVvLeogCFjf3GB2bhYJEWNosdxeR5IkCsUCge/y0//jf48DzMzNYBgmpm3QGwxo9gccOHWcA8eP8p4Pvo+V5RVuXrvFrZu3WFu+xdevXfxLf/+x+QOUDp7E8lSefekFhACskY0juvh4IPh7ubW+L6JrOn7gYts2htGHwEMUAk6fPsb2do1Ot4emhMlY4ZxRxbYtlldttnZ2iEYiaLKCLEu4ts3a6hquD47jIYnsWQ4+ePYkTzz+CCtr64gClKsVTh47xMljx7ADgWefe4WXXn0Nz7URA5fZyWnq1To/8eMfpJDPMj4+TuD7mOaIVquF6XgMegOy2UL4eVEVBEmiNzQIAkglkgSBTyqfY9BpAcE9MaklWUHRopx/9RaiBOmkTuAK2K5HKZ/BGDnsm5tlp7pDaaJEu91jYrLEYDDA9lxiyQSe79FtdbFMB8/10OIa0WiUXq8fHiA8h0wmg6yoyAhEBYm6EbaDr127hes5qKpOIp7EtjbpD4Y8+MAZRsMBtXqD0WDA/MIC/X4fRVYZ9Htkc1kGgy5BEDplqaqKpuv4touuKDiuvetG55BIJIjFYgwGgz3/6UAQkBQZf2RgmtZubGKwR9xLp9MkEolveT+/k/DYY4/xxBNP8HM/93O8973vfVP6bddqtXAEset18ZfhdUubgL0PzpsRy8vLfPnLX+Y3f/M37/dSvm2EUWvGn9OPhjePIAhIJpMkkwna7Raj/oCFfftotEPJxvr6Otlc6Mrl+z6DYY/qSpVHzj2MqoZknXazjiiC49i0ux0kUcUwDXRdx7JthiOTjY1tDNNAlEREWSKfy9HpdhmfGOPll57hc59rkMnkSCZT3Fq8jR/4pBJJorEox48fp7xTZW5mgouXL2J5NtNT47x0/psMBh0OHTpCOp7jzImzlOs1+kODfbPT+L7PWCHHa6++Goap3wNqrTrPvvZNlnYmeOjkA7iOg4RALBKl02ozNpchloxj+wGO4+K6bihV2WXLuukMyXg8JF4RcO7Rh/ie732Ser1OrVan0+kiCSKZXI6RMcJyLWJ6NNyHm7d46otfp7m5SunACaaOnKW8ukhKEhB9j3a3j+v6OI6714EyTXOXYOTju1bIspVVZmdn2dmp7IUHqKr652aNMooko0gSkiggSQKyLCGKIn4Q+jbX67Uwz7c0zszsJJMTBQa9AaXiGIl4jHORMyzMTPHCS6/xjedf47WLF3nb4w9Rq5bZv3CIr3/9WaYmiiRiMU6fOhEmSO1mhSuKws5OhSEBqiIxHA1DPfzu3HtyfHy3aIRyK8M04R6Tt2amxzl4YIGNnR7ZXPjQSyZjVMpViqUSK8vrXLl8DVlTSCZTSJJEuVzFMEY4rsOZs2dCQ496a6/QGYZBuVxG0/Rdx6tdIw1RZHJynHe98wlM1+XLX3maaqUZMppdl3qjsceSLpWKLK+soPfDA3K/38eyrJAEKwCE31NVVRmO+qiqimVZKEIYFiEr0p6c1HVDl7ZmMwxNGY1G+AIktOSuyUf4GRV2E7EgZPG+2W/GAP/u3/07HnzwQX7913+dj370o/d7Od8ylpaWmJycpPU6yaav+2YMYTFOpVL3vrr7BM/z+Mmf/EnGx8f50R/90fu9nG8bsiLjjwIcz8OyHTRV29M+3jWFyGSy5NJZGs0Wtu+CKCCI4QNelmTisSh6aYyjRw4TUVQCwvi9XG6KcmWH5eVFJien6fcNghWX+fk5bNvm8rWbrKysMzk1iSSLpJIpEAQq1Qo3b1+nP+zx0LmHAIVMJoPluqxvrLAwP4cgyjTaLdZ3NugNO6i6TrvRYnV9mV6vQyqZ5R2PvR1Fi9IbmuSyefbNL5DPZrBMg30L8wwHff70c1+4p4KcyaeIpETK/TWurHqoQoxjcyeYn55BURTikRhaJEKlXkNVVSqVCvsW5lA1jY3NDaKRCLVKFcMy0TSNbCZLLlegWJxga2uLickp8pksgevg+B63VpYIApeJ0hR6XOPd7/k+Pvtf/oinv/YNWpuL5BbOIgYaRqOGY4emDgICougTEOA43q65g4QgiAiIeB7cuHGLk6eO88orVxF3yV5BEBZEebfoKZKMpiio2m6AAxAXNXRFx7AMRsMRzzzzPO//wPczPzdDJBIQicQRRR9VjRB4AZYj8PKrlzBGJt1mk8cfOUcmP8bS8hIf/ft/i4P75yAIW+qSGOq34/EEmUyGwPcZ9ge4u+YWqWSKfDaHKIrIshwWFd/jN3/jN/HvsRhn0xn+2g99P09/80U2NuoMBgbHDy+wsrpJd9BHUSRMK6DXNUjEU4xGQ5Td5CNFklldWqFQKACh4QRBwHDQ303NCjXaghCuTUBg0B+xvrnFxuY2pdI41XoLVVWJRqOUKxU0TUOUNL70xaeIJ2J7bWPHcRiNRnvpW4PBgGg0QiIZMrSN0QhZkhHE0MhDFMS9g5hlWSwtLWGYZqiNDtg1X9GIxeJEIlFGo9FeoEjgh/9dUZV72tPvJJw9e5a/83f+Dr/wC7/Ahz70oTednfHq6iqnT59+3fP711WM76aItNvtvfnkmwn/+l//a77xjW/w1FNPEYvF7vdyvm3oepRut4vnetiOgyIru8bxLpZlkstlGY0MJEEgEAUuXb6C4zocWtgP/q6dYiRKNBrF9TxuLi6ysb3NWHGMTCZLvlAEQaDfH1KpVbEsi8XVdY4ePMTNG7dxXI+nn34aRdPI53NUKzVMy8RyTN71ve9BkRRyhTG+/LWvUG/UOHTwIKIoU6lUqDcaxJJxtss7ZDNZWq021WqVWCLJVGECz4N8Ms1gtIOsyui6giQJ7F84SCKawLXv3eavUMoxXphip7mJ4/pEI2FqULPZ5syJU7iuS39kQCAgIjBeLOHZPlElQiqaBNtjanySQBbY3t7Gcd29W18ukyUejZGIJWl36+jRCFNTUzTrNVqtOuMTJTzb5a3veBvv+P538Kn//GmuXPgmiWwBT0whqQoEAalkOK/0vdCdaY+jIQQEQoAgCaxtbtNs9whcl0AICUK6riCISphtLAkgsRu8EGZa320FW7aNpsi4mkq5Uef27UUO7p9FkWUc22VomHR7A9rtHjdu3WTQ7WHbDobl0+8PeeTxw1y9dpNcMYsfhMlSshwWfF1TAQHHDWg2e1img4hEPJEgFouiKnJoagFIQpyRYVJr3WM0qyDgi3F+4z/+AZZlk8ykkUQR23VQdY1cKkk6HmcwMCiXawz7XQq5HLquMBiMsEwLy7apVCtEo9HdmE8PRJnA9wgEEdcPkEQB23bxPIOq7fKFLz/F2bMPsLy8im1YiILM6uo6lm2DIKCrGiMPRFnAJ/zbGA6IRRUScR1jZIfRoY5NpVwhmU4gCRKzs7P0Oh2EQCAIPCzL2jMCAfBcb5eR3sfzAhqNJhMTE3vyqDCARKbV7JBOp/j7f/e/u+fvyXcSPvaxj/Ff/st/4ed//uf59//+39/v5bxujEYjOp0OkUjkdV9gX1cxFoQwfGBnZ4cjR458W4v8vxpXrlzhF37hF/i5n/s53v72t9/v5bwhEASBqB6BIEx+uRtK3h90abdblMtbzMzO4ns+q+vLdHsddFnFNEyikVBOUW82CRoNPM+jOxhgu+Hp/dLlSwxHFhOTU4wMkytXb3D8xDEMx6bZ6SDLMuPj4xw4sJ9sNsv29janTpzkypUrxGJRZEEkGomgKDKqpnHm1ClUWcEYhRIqTdOQdT10jnIdGo1myDp2RSaKM5SKU1iuS63epNVuoOk60ZhOpVGmkMvxzWeeuaf5oiiKFKeL2COHUmoSRA/XN+kYHbSRwk55i1aviyRLiAK78hM71FwrCtNT0+xsbVGtllFjUZLJJPF4nGariSRKOJ5L3xpgVSz2z8zj+Darq4u4nsnINDmw7yC1cpn98/todNr82Ec+yFvf/hif/S9/wtb6ErGxgwhinN7QRFWUvbhEYC/N5y53I58v0G61UCV5N8Fn169cllEUObwhyzKapiFJIa/Assw9spDngSJrVCp1Pvnbf8CN67d597uepDA2xmAw4s6dJVqdPs8/f2HPW9e2Xa7dWGYw+iPOHDuELmtoWgTLdIhkdGQlzF/2fZ92q0elUiUa0SkWCsRj8bCbc9c1KvBxA587S0tUymXuekx/S++nIGG5ASPTDd3jihqqqtFpDxFElWw2y5Urt3Edj2QyRq/XJ5UOmc7T07MMhwN2diph8EU8zNI2TRvH8VCUXYaz7+K7HqXSGI5j02l3icaiu9aWXWRZoVQaDx+8vS6dbnfXRS1JNBan2xthmjYCLhOTJUCg1VwPvb4JO1yu6xKPRLFME1EIva0R/iz0Q1aUvc+7svu5cL2QuFWr1VAUZS/TOxoND9i+H6C9SceJ/zXGxsb4xV/8RX7mZ36Gn/7pn37TWBrf1RjftaB9PXjdU/HJycm/IGJ+s+BP/uRPiMVi/OIv/uL9XsobCs9zEAkNDobDIZZl0my1uHL5CiePHqPX6RFPJMhl8zi2SzYdSqGGoxFDY8QLL75IMpEgFU+AFlr9+UFANJHgwKEjuG7As1/4UyLRCJVqlVQywSsXL/DkW5+kWqlijEY0GzUW5mYAgcNHDqIICpKi4BPQaLeZmZ1he3MDSRSZnpxGVhQMw+CZ557FtizGCzmOHjpCpzOOqipYjsuN27fpDwYYlslYYRzHDZOKfC/gc5/7LDdv3rqn/UrnkvSsBsrQRncj9M0+gijQNwe0+3UG/SF6ROPQgUN4jodju2haGCYviAKqEj7gE4ko5VqN6dkZFpeXkAQZTdept6uIDYWDM/sxbZNGo0a/N0COyYgSrCzdZmgaRBNJrOGQdDKNqCj8w5/6O3zuj77A+edeJlnch5aeZSKToF7doVQaC5N8hiPyuTy1WhVJEmm3W+GNXJT2PIolObS9VGQFWVFQVQVJFCAIk6METccLfCzbDoPtu6E22BjZ1Gsten2DXD7DoUMLtHs9bty4Q7VawzRNUqkUrVaLRtNje2uDQ/tmKJcrJONxVEVHUVQEwcfzAyzLpl5t4NoeejqCHokgKzIIuyU3CDAtm5XVDT77uc+xvLLEt5zVJAgkUzm0iI6Pz3BosrKyhu/79DqhvnlNhH6vj+04lEo5SqUxXC8cL3S7HWzLDg8HgoQxsjAtE8dxQ5JiIBD4AZoq4XkClWoNTVOQZPB8j2qlyrEjh7l67fqeR3s0ouPYFrFYFMuyGPYHOJYZOmHJIjdur6DJCkIgoOsRwN2TMYUEO4dTJ09yZ/EO/f4AUZCwHQdBFNGU8D11vZAjIohhfKJlWXss6rvt/9AkxL1nXsV3Iv7hP/yH/Mt/+S/5xCc+wb/5N//mfi/ndeHSpUv8f9q777iqy///44+z4LBBhiAuHIiIW9wTd47MbYalmVrupmZ9rJzlrByZmrm3mbnR3HuiqDhwgAKy9zznvH9/oPzym5WMw/sA1/128/a5BZzresJHeZ3rel8Dch4ZiGL8zIULF/D19S2Wq/H+Xc7z35iYGMwtzUhPSyc+KREbBzuu3AqiakYVypVzzTkT18oKR0dH9Ho9sfFxhEWEEx4bRUxSAq7OLjg5OpKRkkZ1L0+CbwWTEJ9IZGQ0Wq0F9ja2mFuYY2ZuTkZSCgmxcVhaWOQuBjtz4TxWVlY8Dn8CipztVvb2DtjYWCNJEg8fPsTd3Z3rN25gb++Ag4MD9X188KxWHVdHZ05cPEdGpg5bK0usrKzx9KiKpY01V28GkZiUSGp6Knp9NnYODmTpMsnI5353e2dbrK3NSUmLIyVVgQEN7q4VsLNwwMrcGidnZ8q5uOHuXI7klGTiExPJysoiKTmJbL0u98J2hdoM1BqeRkWBLpvU7HSsbK148vQhyalJqKRstBoVKpWGCu6VUWuUXL5xnpiYJygNSswUYGFuQ0pKMmYW5tg7OvPF55M5f/YSs2bOpnpFZ94dMQKtuZYLZ87h4+PN7bsPuXQ5EHt7B5KTEzDXWmCh1WJrZU16RgaWlma4upXFwcGWlKRkNGoNGrUatUqVU4gVOUdBpiQlExUdz9OnsURFxZCWloVekohPSuDqtSDMzMx58CCUjMwsoqKiSU1LRKHIuShCqVKSlpqCmbkaBxcX1Obm6KVsbKwtyX52a5T0bEahrJsjZhoNVlaWqJRqDChJTU4jNiGZoydPE/LgPskpqVw8dxaDIR/HNkoS9g5lsLSwICszG8mQc7qVm5srkeGRpCUlEZ8Qj62lFeWcXdFoVHjWqEZ09FOSkpJzj87MztahUKufXbJhhl6fM5Xv5OiIwZCdU7iTU8hMyiJbp0OtVGKu1eJartyzu4OVJCQkEB8fj5OTEzbWtqhUOYvq9DoD3t7eXL9+HSUKJJ2ebEPOjVcZGRnY2FjlPIJQ6nOeKaem8vTpU7y8vDh//kLO6mgU8JfnzkqVBmtra1JSU3LOAdDpcp8tPz8pLCMjA4cydsV2b+7LaLVa3nnnHVatWsW0adNe6QANuV25coXy5cuTkJDwyqP5El+ML168yODBg+WOUejUmpyjFhUKePjoIfdC7hEVE0sNzxrY29lx5vw5nFwccbS3x93FjYSEBAySgaTUFG7dDqaWlzcx0dHY2dri5lKWoydPYGZhTsVKFdFnG9DpJCKjo7GzsaFy5UqkpiRTu06dnLuRn13U8DQmBktrK9Kzs3BzdUOlUuNgY4ejQxkkRc7+yii7SFJTUnBzc0ejMSMlJRn7Z1O89x49JCtbR3JiCnVq5RwKf+d+CM7OTiQlJBAV+5Sn0U8woKesS1nu3wzJ98/LwsocMzM1GqUZuqxs7OzLUqlcFawsrLG2tMXW2gY7a1vM1BrMzMxznsEbco46TEpKyj2u09HJEYVSSWJiIgaDnsxnl2VYWFgSHfuUmNgYomyfYqG1poyDEzpDJolpCegMWWTEZ2ClscXK1YYK5dxRaNTodXp02TqGvP0WFat4MGbUaL6c8iFd+72Lu6MzaRmZhNx/QEJCIiigrKtrzupeCSDnF78kgV6ve3a0oh6FwgyJ/38mQM51ehK6bD1qtRmZmTlnMJuZadCY53ytTq/Dp7oX9nZ2XAkMAoWBMmWcSFQmo9VqcXcvx82bQdSpU4eoqDjiYuMo42CPzqBChYS5RoPWUpu7slqn05GeqSM9LZVzl6/x8OEjLK1tuHjlSs7+4uhobgYF5euRAyiwtrFBpVKSmJCM1iLn0oWce2OtSIuPR28wPDum0kBYWOSzU78kUlJzvh8zjRkKpZKs9MzcxwFKZc7xk0lJibi4OJGUmIxSkXOMp0EvkZ6ZSVJKOrFxx3OmkFGiVuf8nOPi4tFqLcjOzgSFAXs7B6ytrXF3dyc6OhqDXo/62Z7lnG1gmdja2qLWgC47G41KTUREBOkZGbi6upKSlIRGrcKgVJGZkYlao8bSxoKwsMe5xff5YSBqdc7jCp1Oh52d3bMzAkpOMQYYMWIE8+fPZ/v27cXi9/m9e/fw9PTM2Vdf2CPjcuXKceLEiXyHk4udnV2JuiQCcqb6kpKS0Gq1lHNzRcJA8O3bxCXGE3gjEHdXNyy0WpwcHDFg4ODxIygVCnxq+JCWmUnb1u1IS03lxq0b3Lx9iy4dOtOlQ0diY2KwMrcgVZ+Ot7cXZWNc0FqaYWWpITlFwtraGntbe5ycyqAzZHPv/n3cXF1z9pKqcv4qPY2OJTkllXo+Xty8fQffeg1wcHAgNjYW17Iu3HsUxuPwSKytrUlITMDK0oIObdtQ3as6x06c5uqtYCwemOHgYE9WdhahkY8xM9dgprZAn8+ZN4UCNFplzt7MTIlqLo5kmVnz6HEork6uqCQVKklJWkY66jQNiUmJxMTF5p4drVQoqFy5EmFPQnkSHkZGpg4lejLTU7DUWpGcnEhaSjpVK3qSlZVNVMxTqlSyIyErkUvXzpKdkY6tmRO16lTCs0ZN4uNiycrKxsm+DJJBQXx8PH8eOYzGHN4c2osNa35n04p5uNVrg9qgIDM2AaVOh0GpJzk552dtrjXH2toKM7UWWysLdNl6spTZmKnVaC3MwWBAUigxPDtGMzUtnfjEnAsQyjg64FWzOgkJ8eiys4l4GkdqWhohDx5Qv34dPKpU5OjRE1hZWuPm5kLY4zBSU63RmmkJvBxEi2ZNCQ9/zPWgWzwOjwSUfDz+PVzLOhIfn8zjiGjOnr1ASmoGYRFPyMrKJjsrE29vL5LinuLi4kJEWDKZaYn5+v9To9GC0ozU1JwbipycncjOzszZ3qVRolAYUCkhPSOL1LRostKz0OviMdeaAUp02RIWWnOqVLYnNU3PgwehOfvyFRIN6/lw8+YtoqPiKF/BjaTkNNQac+Li4jCgxNHRAY1SQVJyEnqVAns7W1LSUinrUpakxER0Ol3OvcWxCcTEB2JlkbO9Sa9QoH52taHWwgK1WoVer8NCa0G2wZCzTVCpJD0tLXc7nYQKgyShVCrQ6fUkp+T8m0/PyECn1+Xea/28OBsMEgY9ZKRl5vNNjumqUaMG7dq1Y9myZcWmGPv6+nLw4EHKlSv3Sq8p8SPjIUOG8L///Y+EhATs7e3ljlNIcqbTDJKUcxiAQaJO7Xo0atgESdKhVqnJTM/EwsKSpORElN5qkuLjKV+hAunpGVhYWHDt+hXMVGq6+HVAo1QR+vgxmRmZuJYrhx5ISkjAy7MaT6OecvvuA2xtbFAA9vZ2lHFwwL2cGxZmWsqVK4ezkyNZWVk8Cn2ELiuL8m6ulLGzp2njxrmH7SckJGCmUaEx19LCtzEO9s/PZs4iNi4BrZk5HVq1pmkjX+7evYtSoQCVN5ZqLVWrVqFOLR92/fY7F06fy/NPy9xCi3eNWrhXKI9ByuBpzCOydemkZmbw+GkmOl0W9rZlkMhZ6JWVlYWNjU3O3s3MLAxqDZlpGbiVdcs5eSwjk+SkBDJSlGRmZ6FRKyhfrhJWlhYkJSWQqddhbmnBletXcHV0w97SGiszKxztnNGaaalQriKx8XGYqc25fTeYwBuXsLOzw93NHa8qHnTu0ZRjBy7y+EIA1mXLY25bFo25NUq9DhQSCjMNCo0Z5haWZGdl5uxFNoBBkp4d86jHwc6O9LR0snXZlC3rglKVjL19Bmq1OVqtluTkJMzM1CiVBqyszMlOSiUmJpaLF688uy+XZ3tmy6FSa8jKzEShACtrLU+fPuXK5atozM0xt7QkITaGtes307GjH7fvPeTylSCio6OfFQtzXMu6kpAYz81bN1FJOZclJCYlos/PFDWgVmtwcnRBqVajyzaQmpKKmbmS1NRU1Go15cuXJyMjg7TUDNLS0kBB7jNUtVpNmTJlsLC0xMWlDIlJyTg7+ZCekYm9nS16nY7q1auRlZmNvYMdZV1zRr7x8XEY9IZnR1fqqWxWiWx9zlR21coVUUDO0bRISAaJtPQ0JIUSlUL57DS1nCMvNRoNVlYWSEiYmWkwNzdDpQSe3b5kaWmBUqnMOUI0KxMUCiy12pz2JAmDlPPYAAU5J4Spco7DzMrKmZ3JyszG3t6+2F6h+G+GDBnC0KFDTf53uSRJ3Lt3j4EDB+ZpZKyQXvEt1KlTpxgwYACPHz8uUNCiFhERQYUKFVi0aBGjRo2SO47wDwwGA4mJiShUKjLSM5AMepRKJZFRUeh1OipXqsi5c+fzNcthbqGlXoPa6HQ6rKysiYyJIFv37EB9JWg1Frg4umGltcw949faxgalQpF72btSqXq2TzuTtPScAxXSUtNQapRotebosg1o1GqSkhMwKMDCzBIzM03OAjmFkrS0FJwcy5CdpSM7M4vMrCz0BgMpyUlkG7Jz9o1aWpKelkZmRjopKWls3LKNfXsPEBEejqOzC96166K1sMDKwgqt1oJa3j40aFAffXY2ak3OM2KVSolSpUCpUKBSKjHTmuPi4kJkZGTONhkJsrJ1ZGVmoVIr0WXrSElNB4USyaBHr88ZiWXrsjE8e4aacx2jGkky5BQsgyFngZNWS2JSMhqVCoVKSZky9tjZ2xNy7wGSlDM1bm6mydlDq1KSnp6GSqlCqVQQFxtLRnrqs6/LG41Gi4OjC2qNBoPegE6nx8LSHI1aQ0ZGJjq9Dp7tx5UkMOj1uQURhQJzMzM0Gg1p6Wmo1Wq6dvYrkcWrpLlw4QKNGzfm0qVLNGjQQO44/ygqKoqyZcuyatUqhg4dSmpq6itdTPTKxfjhw4dUq1Yt95D14qR79+5ER0dz7lzeR1WCICdJkjh9+jRr1qzh2rVruVcpJiYmEh8fz9y5c5k4cWKxPDNeEPIiNjYWJycntm7dSt++feWO84/OnTtH06ZN2bRpE6NGjSI+/tX20r/yNLWbmxt6vZ6nT5++8hy4qfD29uaXX36RO4Yg5JlCoaBFixa0aNHihY8bDAamTJnCRx99hK2tLcOHD5cpoSAUjTJlymBnZ8fdu3fljvKvIiIigJyb7151ihrglZfcmZub4+TkRHh4eN7TychgMLBlyxZ69+4tdxRBKDRKpZJZs2bRqVMntm7dKnccQTA6hUKBt7c3QUFBckf5V1FRUQCkpKTkaeCap/XvxXERl/7ZaTUHDx7k1q1bcscRhELVqVMnTpw4kXMJgSCUcKGhoSZ/RvXzxWUPHjwwzsgYimcx1mg0nDp1Cmtra1q0aMGlS5fkjiQIhaZDhw6kp6dz+vRpuaMIgtGVL1+e+/fvyx3jXz0/lCQsLEwU4/+rQoUKnDx5kurVq9OzZ8/cOX1BKO5q166Ni4sLAQEBckcRBKN7++232b9/P5GRkXJH+Uf3799Hq9USFxcnivHL2Nvbs3PnTgDeeOMNMa0nlAhKpZIOHTqIYiyUCgMHDgTgjz/+kDnJPwsMDMTHxydPe4yhFBVjyFkR/vvvvxMYGMjEiRPljiMIhaJjx45cvnyZmJgYuaMIglE5ODjg7Oxs0rOb169fp27dujx58sR4xbhy5comP1//Xxo1asQ333zDL7/8QlxcnNxxBKHAOnbsiCRJHDp0SO4ogmB0jo6OxMbGyh3jHz1fuBUbG0ulSpVe+XV5KsY+Pj7cv38/5zi2YmzIkCHo9Xo2b94sdxRBKDB3d3d8fHw4cOCA3FEEwejKlCljsgOp2NhY4uJyrjh1dXXFycnplV+bp2JctmxZnJycuHHjRp5DmpKyZcvSpUsXfv31V7mjCEKhaNKkCRcvXpQ7hiAYnYODwyufalXUgoNz7lvPysqidu3aeXptnoqxQqGgdu3aXL9+PU+dmKJRo0Zx/vx5tmzZIncUQSiwoKCgPP/jF4TiyN7e3mSL8fO7G54+fWrcYgyUmGLcrVs3+vbtywcffMDTp0/ljiMI+ZaSksLFixdp06aN3FEEwegcHBxISEiQO8ZLRUVFYW5uzu3bt0UxflUKhYIlS5ag0+mYN2+e3HEEId/OnDmDXq+ndevWckcRBKPLzs422XVLkZGRODs752umKt/FuCRcXu3s7Mzw4cNZvnw5qampcscRhHw5duwYzs7OeHl5yR1FEIzq8ePHrFq1ikGDBskd5aVCQ0NxdXUlMTERb2/vPL02z8W4Vq1axMTElJip3dGjR5OYmMj69evljiII+XL8+HFat24trlEUSrzFixej1Wr5/PPP5Y7yUo8ePcLa2ppq1aphYWGRp9fmuRhbW1vj4eFRIqaqATw8POjZsyc//PBDiRjtC6VLRkYG586dE1PUQqkQFBRE06ZNsbW1lTvKS4WGhqJQKPDx8cnza/NcjKHkPDd+bty4cdy4cYMjR47IHUUQ8uTs2bNkZWWJxVtCqeDi4mLSB35ERkaSlpaWr50N+S7Gpn6nZF60a9eOWrVq8cMPP8gdRRBeWXp6Oh999BFVq1bN1ztxQShu3NzcCA8PlzvGS2VkZJCVlUV0dHTRFuOSNDJWKBSMGzeOXbt28eDBA7njCMJ/kiSJDz74gJs3b7Jt2zZUKpXckQTB6Nzd3YmMjESv18sd5W/u37+PJEk8fvy4aIvxjRs3TPIHkl9vvfUW9vb2LF68WO4ogvCfli5dyq+//srPP/9MvXr15I4jCEWifPny6HQ6oqKi5I7yN9euXQNApVJRtWrVPL8+X8W4evXq6PX6Yn9pxF9ZWlry3nvvsWLFCpPdwyYIACtXrmTMmDGMHz8ef39/ueMIQpF5fvHC82MnTcnFixdxcXHB29s7XzNV+SrGGo2GmjVrlqipasjZ5pSWlsbSpUvljiIIL/XTTz8xfPhwRo0axfz58+WOIwhFysfHB3d399y76U3JxYsXcXR0zPextPkqxlDynhsDVKxYkaFDh/Ldd9+JQ0AEk/Pjjz/y/vvvM378eBYvXoxSme9/voJQLCmVSqpWrUp0dLTcUV5gMBi4dOkSZmZmRV+MGzVqxNmzZ/P7cpP1+eefk5CQwJIlS+SOIgi55s+fz7hx4/j4449ZsGCBOOBDKLWePHlC+fLl5Y7xgjt37pCSksKTJ09o2LBhvtrIdzFu06YNJ0+eRKfT5bcJk1SpUiWGDRsmRseCyZg9ezYfffQRkydP5rvvvhOFWCi1MjMzCQsLo2LFinJHecHz60uTk5Np0qRJvtrIdzGuU6cOGo2Gy5cv57cJkyVGx4KpmDZtGpMnT2bq1KnMmDFDFGKhVHt+yE2LFi3kjvKCS5cu4eTkRLNmzdBqtflqI9/FWKlU0qpVK44dO5bfJkyWGB0LpmDTpk3873//Y/r06Xz11VeiEAul3tGjR3FwcKBu3bpyR3nBhQsXsLW1LdBJeAVaAdK2bVuOHj1akCZMlhgdC3JKT0/n008/pVevXkyZMkXuOIIgO4PBwM6dO2ndurVJLV7MyMjg/PnzJCQk0LZt23y3U6DvqKQ+N4YXR8di37FQ1BYsWEBkZCTfffed3FEEwSSsWbOGq1ev8tFHH8kd5QUXL17MvWM5v8+LoYDFuG7duigUCq5evVqQZkzW559/TnJyMrNnz5Y7ilCKREZGMmvWLMaMGUP16tXljiMIsouJieGzzz5jwIABtGrVSu44Lzh58iTm5uY0bdo0z9cm/lWBirFKpaJ169Yldqq6UqVKfPrpp8yZM4e7d+/KHUcoJf73v/+h0Wj44osv5I4iCCZh9OjR6HQ6Fi5cKHeUvzl58iQuLi4FmqKGAhZjyJmqLomLuJ6bNGkSbm5ujBs3Ttx3LBjdiRMnWLlyJVOnTqVMmTJyxxEE2W3evJktW7awZMkSXF1d5Y7zAoPBwMmTJ0lNTS3wNaYKqYAV5tKlS/j5+REXF1dib475/fff6dWrF7/99hu9evWSO45QQt27d4+mTZtSu3ZtDh48iEajkTuSIMgqJSWFqlWr0rp1a7Zu3Sp3nL8JCgqidu3amJmZER8fj6WlZb7bKvDI+PmNMYGBgQVtymT17NmTrl27MmHCBNLS0uSOI5RAcXFxdOvWDUdHR7Zv3y4KsSAACxcuJCEhgXnz5skd5aVOnz6NQqHA19e3QIUYCqEYq1QqWrVqVWKfG0POfcc//PADERER4nB+odBlZWXRp08fYmNj2bNnj5ieFgRytgwtXLiQESNGmNyJW8+dOnUKFxcX2rVrV+C2CmWzVkl/bgxQrVo1PD09CQ0NlTuKUIJMmDABa2trTp8+zc6dO6lWrZrckQTBJGzdupXY2FjGjh0rd5SX0uv17N27l+zs7AI/L4ZCKsZt27bl+PHj6PX6wmjOZGVnZxMbGyt3DKGESExMZNmyZQwYMIDTp0/TsmVLuSMJgslYunQpHTp0wNPTU+4oL3XmzBliYmJITk6mWbNmBW6vUIpx/fr10ev1Je5Kxf/rs88+Y8eOHVy6dEnuKEIJsH37djIzM5k1a1a+b3oRhJIoMDCQM2fO8MEHH8gd5R/t3LkTGxsbGjdujJWVVYHbK5RirFaradWqFYcPHy6M5kyWv78/Xl5eYv+nUCjWrl1L+/btTe46OEGQ2+bNm3FycqJHjx5yR3kpSZLYunUr5cuXL5QpaiikYgzQrVs3du7cWVjNmSS1Ws20adPYv38/27ZtkzuOUMzduXOnUKa3BKGk2bt3L507d0atVssd5aXOnz9PaGgoT548oXv37oXSZqEV4zfeeIMzZ84QGRlZWE2apN69e9O/f38GDRpkkvvehOLDzs6O5ORkuWMIgkk5e/YsgYGB9O/fX+4o/2jdunU4ODhgbW1doPOo/6rQirGbmxtNmzYt8aNjpVLJ+vXr6d+/PwMHDmT9+vVyRxKKKXt7exISEuSOIQgmZcGCBVSrVq3QRpyFLS0tjbVr1+Lh4UHv3r0L7QapQr2Hqk+fPmzfvr0wmzRJarWaNWvWMGTIEPz9/fn6668xGAxyxxKKGTs7OxITE+WOIQgm49GjR2zfvp0JEyaY1DWJf7Vx40YSExMJDQ2lT58+hdZuoX63vXv35ujRo6Vi+49Kpco9Q/jrr7/mtddeIyYmRu5YQjEiirEgvGjx4sXY2Njw9ttvyx3lpdLS0vjqq69o1aoVCoWiUG+QKtRiXKlSJerVq8euXbsKs1mTpVQqmTp1KgcOHODSpUvUr1+fs2fPyh1LKCbs7OzENLUgPGMwGNi4cSODBw/G2tpa7jgv9d133/H06VM8PDzo1atXod7HUOjzAKVlqvqvOnbsyJUrV6hQoQKtWrXihx9+EDc8Cf/J3t5ejIwF4Znz58/z+PFj+vXrJ3eUlwoJCWH27Nl89NFHHD58uFCnqMEIxbh3794EBASQlJRU2E2btPLly3Ps2DHGjh3L+PHjGTBgQKn7GQh5I0bGgvD/bdu2jbJly5rsSXQff/wxZcuWpVOnTqSkpBTKedR/VejF2NPTE09PT3bv3l3YTZs8jUbD/Pnz2bZtG/v378fHx4c9e/bIHUswUWZmZmRkZMgdQxBMwh9//FHoU7+FJTAwkJ07dzJt2jT27t1Lz549MTMzK9Q+jLJcrU+fPuzYscMYTRcLffr0ITAwkJo1a9K9e3cGDhzI06dP5Y4lmJh79+5RpUoVuWMIguwyMjK4e/cuvr6+ckd5qRkzZuDh4cGgQYPYsWNHoU9RgxGL8b59+0r13b8eHh7s37+fdevWcfjwYby8vFi5cqV4lizkunXrFjVr1pQ7hiDI7s6dO0iSZJL/Hm7dusW2bduYPHkyN27c4OnTp3Tq1KnQ+zFKMfbx8cHd3Z39+/cbo/liQ6FQMHjwYG7dukXPnj0ZPnw4fn5+3LlzR+5oggkQxVgQcly7dg0Ab29vmZP83cyZM3F3d2fIkCFs376dbt26YWFhUej9GKUYKxSKUrmq+p84OTmxevVqAgICCA0NpU6dOqxYsULuWIKMYmNjiY6OFsVYEMhZSe3p6Ym9vb3cUV5w4sQJ1q1bx5QpUzA3N2f79u1GmaIGUEhGmje9ePEi7du3JyoqCnNzc2N0USylpaUxfPhw9u7dS0REhFHeYQmm7+TJk7Rq1YrAwEDq1KkjdxxBkFWTJk3w9PRk7dq1ckfJJUkSLVq0IDs7m3PnznH79m3q169PTEyMUfZBG+28sYYNG2Jvb8+hQ4eM1UWxZGlpyddff01iYiJTp05Fp9PJHUmQwa1bt1AqlSZ7cbogFKVHjx5RqVIluWO8YP/+/Zw5c4bp06ejVCrZvn07nTt3NtqBJEYrxgqFgkGDBvHrr78aq4tiq3r16kyfPp158+bRvHlzgoOD5Y4kFLE7d+5QuXJltFqt3FEEQXYNGjTg4sWLcsfIpdPpmDJlCi1btqRTp04YDAZWr17NoEGDjNanUU/iHj58OLt27Srx1yrmx5QpUzh9+jRJSUnUr1+fhQsXipXWpUhISAjVqlWTO4YgmIRWrVpx+vRp9Hq93FGAnDOyAwMDmTt3LgqFgiNHjpCQkMAbb7xhtD6NWoyrVatGmzZtWLVqlTG7KbaaNGnClStXGDlyJBMnThRT+qXIvXv3qFq1qtwxBMEktGzZkuTkZK5fvy53FCRJYtGiRQwaNCj3ruJly5YxdOhQo65/MvodVSNHjuTnn38WVwz+AwsLi9z7Ozdu3Ch3HKEIrFmzhuvXr9OmTRu5owiCSfDy8gJyZozkduLECe7du8fw4cMBiIyM5Pfff2fEiBFG7dfoxbhnz55kZGRw8OBBY3dVbCkUCgYOHMiOHTvIzMyUO45gRA8fPmTkyJEMHTqU/v37yx1HEExCfHw8kLMNVG7r1q2jSpUquW+WV61aRevWrY3+WMnoxVij0TBs2DCWLVtm7K6KtYEDB5KYmCjetJRwly5dIiMjg2+//RaFQiF3HEEwCdHR0QA4OzvLnAQOHz5M9+7dUSgUGAwGli9fzsiRI43er9GLMcB7773Hnj17CA8PL4ruiqVatWpRq1YtNm/eLHcUwYiePHmCubm5SYwABMFUPL9KVO5DP0JDQ7l//z5t27YFICAggLS0NF5//XWj910kxbhy5cq0b9+elStXFkV3xdbAgQP5/fffSU9PlzuKYCTh4eGUK1dOjIoF4S+Sk5MBsLGxkTVHQEAACoWC1q1bAzkLt4YNG4ZGozF630VSjCFnIdfy5ctNZum6Kerfvz8pKSkEBATIHUUwkufFWBCE/y8lJQUAKysrWXNs376d1q1b4+joSHh4OLt37+a9994rkr6LrBh3794dvV5f6i+P+Deenp5Uq1ZN/IxKsCdPnuDu7i53DEEwKcnJyVhZWaFUFllJ+pu4uDj27duXe/b0L7/8gp+fHx4eHkXSf5F952q1muHDh4uFXP+hS5cu7Nu3TxwAUgIlJCQQFBRE+fLl5Y4iCCYlLS0NS0tLWTP4+/sDOVcA6/X6Ilu49VyRvg0ZPnw4+/fvJywsrCi7LVa6dOnCw4cPxTWLJYwkSQwdOpTMzExGjx4tdxxBMClmZmZkZWXJmuH27dsAlCtXjgMHDpCdnU337t2LrP8iLcYVKlSgc+fOYiHXv2jbti3m5uZiqrqEWbBgATt37mT16tVUqVJF7jiCYFIsLS1JS0uTrf87d+4QEhLCmjVrgJyFW++++26RLNx6rsgn6EeOHMmKFSvEbUX/wMrKitatW7Nv3z65owiF5PTp03z22Wd8/PHHRbJFQhCKG0tLS7Kzs2U79Gjp0qU4OTnRr18/Hj9+zL59+3JP4CoqRV6Mu3btilKpZPfu3UXddbHRpUsXjh49Kus7RaFwxMTEMGDAAJo0acLMmTPljiMIJqlGjRoABAUFFXnfCQkJ/PLLLwwfPhytVsuKFSvo2LFjkV/pWOTFWKVSMWbMGL777juxSOkftGvXjszMTK5evSp3FKEAJEnC39+fjIwMNm3aVKRTXoJQnFSuXBnIOS62qP34449kZWUxfvx4UlJSWLRoEePGjSvyHLKsI3///fcJDg7myJEjcnRv8mrWrIlSqeTGjRtyRxEK4MmTJ+zfv58FCxaIFdSC8C+eDzzq1atXpP1KksTGjRvp168frq6uLFu2jCpVqtCpU6cizQEyFWMbGxsmTJjAtGnT5Oje5Gm1WqpWrcrNmzfljiIUwPN3+fXr15c3iCCYuKNHj+Ls7Fzkixv379/PrVu38Pf3Jz09nTlz5vDFF1/IckKebDusx40bx+XLlzl58qRcEUyat7e3GBkXc48ePQIo8mdPglCcGAwGNm/eTO/evYu0CGZmZvLRRx/RsmVLOnTowMqVK3F1daVHjx5FluGvZCvG9vb2jBkzhunTp8sVwaTVqlVLFONi7tGjR5QpUwZra2u5owiCyTp9+jSPHj3izTffLNJ+P//8c+7du8fSpUvJysri22+/ZcqUKbKdGy/f2WPAhAkTOHnyJBcuXJAzhkmqVasW4eHhJCQkyB1FyKOsrCyWLFnCDz/8gLe3t9xxBMGkbdiwgQoVKtCyZcsi6/Pnn39m/vz5zJkzBx8fH9asWYONjU3uUZhykLUYOzs7M2rUKDE6folatWoBiOfGxcz27dvx8vJizJgxdOrUifXr18sdSRBMVnZ2Nlu2bGHQoEFFdi71vn37+OCDDxg9ejTjxo0jOzubWbNm8fnnn8t6NrasxRjgo48+IiAggMDAQLmjmJQaNWqIFdXFTEREBP3796dGjRpcu3aNNWvWULFiRbljCYLJOnXqFLGxsfTv379I+rty5Qr9+vXjtdde4/vvv0ehULBx40aUSiUDBw4skgz/RPZi7ObmxrvvvsuMGTPkjmJSxIrq4mfbtm2oVCo2bNiAj4+P3HEEweQFBATg7OxcJDsO4uPjef3116lZsyYbN25EpVKh1+uZMWMGkydPRq1WGz3Dv5G392c+/fRTqlevzq1bt6hZs6bccUxG7dq1uXbtmtwxhGdCQ0M5depU7p979+6hVCpRqVSoVCpSUlLo3LkzDg4OckcVhGLh0KFDtG/fvkimh99//32Sk5M5depU7r3JW7duJSMjI/fGJjmZRDGuUKECQ4YMYebMmaxdu1buOCajXr16LFy4EEmSZFvhV5rpdDrWrFnDwYMHOXXqFI8fPwagevXqtGjRgrfeegsAvV6f+6dv375yRhaEYiM+Pp6LFy8yYsQIo/d148YNNm/ezC+//EKFChWAnC1VM2bM4LPPPsPMzMzoGf6LSRRjgEmTJuHt7c3UqVOpVq2a3HFMQr169YiLi+Px48e5f4GEonH16lWGDx/O5cuXadq0KQMHDqRFixY0b94cFxcXueMJQrF35MgRDAYDHTt2NHpfK1aswMzMjMGDB+d+7Pfffyc2NpZhw4YZvf9XYTLFuEqVKgwYMIDZs2ezYsUKueOYhOdHw125ckUU4yLw9OlTjh07xsGDB/n111+pWbMmZ86coUmTJnJHE4QSJyAgAE9PT6MvcszIyGDLli288cYbuSNgSZKYPn06n3zyCVqt1qj9vyrZF3D91eTJk1m3bl3uyUWlXfny5XF0dBQXRhjR/fv3ef/996lZsyaurq4MGDCA48eP880333Dp0iVRiAXBSI4dO0a7du2M3s+SJUt4+vQp33zzTe7H9u3bR1hYGCNHjjR6/69KIZnY1UmDBg3C0tKSlStXyh3FJHTo0AFbW1t27Nghd5QSRZIkVq9ezdixY7Gzs6N79+60bduW1q1bU65cObnjCUKJFh8fT5kyZfj11195++23jdZPdHQ01atXZ9CgQSxduhTIeVbcuHFj+vXrx2effWa0vvNMMjEhISGShYWFdOnSJbmjmISPPvpIqly5stwxSpSYmBipT58+EiANHTpUSkxMlDuSIJQqe/fulQDp9u3bRu1n5MiRkr29vRQVFZX7sVWrVkkVK1aU0tLSjNp3XpnUNDXkPDseP34848ePF/cdk3Pjz8OHD8WxmIXkyJEj1KlThyNHjrB161Z++eUXbG1t5Y4lCKXK/v37KV++PNWrVzdaH9evX2f58uVMnToVZ2dnAJKTk5k8eTJz5szBwsLCaH3nh8kVY/j/B3hv3bpV7iiya9CgAQDnzp2TOUnxFxwcTI8ePXJPyBLbkASh6EmSxK5du+jZs6dRt2x++umnVK1alQ8++CD3YzNnzqR69er069fPaP3ml0kWYxsbG2bPns0nn3xCenq63HFk5eXlhZubG4cPH5Y7SrGWnp5O//79qVixIn/88Qfu7u5yRxKEUikoKIiHDx/Ss2dPo/Vx6NAh9u/fz+zZs3NXUIeEhPD999/nHoNpakyyGAP4+/tTtmxZ5s6dK3cUWSkUCjp06EBAQIDcUYq18ePHc+/ePbZs2ZJ7+o4gCEXv4MGDWFpa0rZtW6O0n5mZyYQJE2jevDlvvPFG7sc/+eQTBg8eXCRHb+aHyewz/r+USiXff/89HTt2ZOjQoZQvX17uSLLp2LEja9euJSoqShw4kQ+bN29m+fLlrFixQpwZLQgye37ssbm5uVHanz59Onfu3OHixYu5I+A///yTw4cPc+fOHaP0WRhMdmQM0KxZM15//XUmTZokdxRZtW/fHkBMVefTL7/8gp+fn8mctCMIpdmdO3fw9PQ0Stt79uxhxowZfPnll9SpUwfIOdZ2woQJfPnll5QtW9Yo/RYGky7GAN9++y07d+7kzJkzckeRTbly5ahVqxaHDh2SO0qxFB8fT5UqVUzyOZEglDYJCQmUKVOm0NsNCgpi0KBB9OzZkylTpuR+fPny5WRkZDBu3LhC77MwmXwxLl++PJ9++injx4/HYDDIHUc2HTt2JCAgQGz3yofExETs7OzkjiEIAuDi4kJUVFShthkbG0uPHj3w8PBg3bp1ubdAxcfH8+WXXzJv3jyTuAzi35h8MQb4+OOPefr0KevWrZM7imw6dOhAWFgYISEhckcpdhwdHbl+/brcMQRBAJydnQu1GBsMBt5++22Sk5P5448/sLa2zv3cN998Q8OGDenevXuh9WcsxaIYW1paMmfOHCZNmkRKSorccWTxfCuOOPwj70aPHs3BgwcJCgqSO4oglHphYWGFeuTswoUL2bNnD2vXrn3h0ong4GB++uknFixYUCweURWLYgzQr18/qlWrxqxZs+SOIovnU/RFcQl3SdO/f38sLS3Zu3ev3FEEoVTT6/VcvXo19zCjggoMDGTy5Ml89NFHdO3a9YXPffjhh7z33nt4e3sXSl/GVmx+sysUChYuXMiCBQt48OCB3HGK3PNirFKpZE5S/Gg0GgCjbaUQBOHV3L17l9TU1EIpxqmpqbz55pt4eXkxY8aMFz63d+9ezp07x1dffVXgfopKsSnGkHM05ODBgxk9enSpW8gkRsb5J0kSaWlpWFpayh1FEEq1y5cvAxT44A1Jknjvvfd49OgRGzdufOGNdmpqKuPGjWPatGlGWbVtLMXuN/t3331HYGAgq1atkjtKkbK3twfg9u3b8gYphjIyMgBEMRYEmV2+fJnKlSvj4OBQoHYWLVrExo0bWbly5d+moSdNmkS5cuUYNWpUgfooasWuGDs4OLBixQomTpxIaGio3HGKjKenJ23btmXOnDmlblagoO7duwdg0hv+BaE0uHDhAr6+vgVq48CBA0ycOJHx48czYMCAFz535MgRfv31V1atWlXsZhGLV9pnunbtSr9+/Rg+fHipKkyfffYZ58+f59ixY3JHKVY2bNiAra0trVq1kjuKIJRaer2ey5cv06hRo3y3cfXqVfr27UuXLl3+dm9BcnIyw4YNY/bs2VStWrWgcYtcsSzGAPPmzSM4OJiff/5Z7ihFpnPnztStW5dvv/1W7ijFgiRJzJo1i9mzZzNixAixgEsQZHT37l1SUlJo2LBhvl4fGhrKa6+9Ro0aNdi0aRNq9YtXK3zyySd4eHjw/vvvF0bcoicVYwEBAZKNjY10//59uaMUmfXr10uAdP36dbmjmDSDwSCNHDlSAqT//e9/ksFgkDuSIJRqW7ZskQApKioqz6+Nj4+XatWqJVWuXFmKiIj42+cPHDgg2djYSA8ePCiEpPIotiNjyDmVavDgwQwbNqzUHJXZt29flEplqT6r+1UcPXqUZcuWsXTpUr7++utiselfEEqy69ev4+rqirOzc55el5aWRo8ePQgPD2ffvn24urq+8PnExETeffdd5s6dS+XKlQsxcdEq1sUYclZXP3z4kCVLlsgdpUiYmZlRvnx5Hj58KHcUk/btt99St25dRo4cKXcUQSj1JEkiICCAevXq5el1WVlZ9O3blytXrrB37168vLz+9jUffvgh3t7evPfee4WUVh4me5/xq7KxsWHVqlV0796dLl26UK1aNbkjGV3lypVN+l5OuV29epUDBw6wfv16MSIWBBPwxx9/cPbsWfbv3//Kr8nIyGDgwIEcPnyYPXv20LRp0799zZ49e9i+fTvXr18v9v/WFZJUMpYjjxs3jsuXL3Ps2LESf0rVrFmzmDp1KsHBwVSpUkXuOCbnzTff5MyZM9y9e/dvizwEQSha6enpNGzYkHLlyhEQEPBKRTM5OZlevXpx+vRptm/fzmuvvfa3r4mPj6dWrVrMmDGDoUOHGiN6kSoxxTg1NZV69erx/vvv8+GHH8odx6hSU1OpXr06bdu2ZcOGDXLHMSkPHjygWrVqfP/994wZM0buOIJQqqWnp9O8eXNu377NqVOnXunkrcDAQPr3709kZCR//PEHrVu3funX+fv7Ex8fzx9//FHsR8VA8V5N/X+dOHFCsrS0lG7duiV3FKNbvny5BEgXLlyQO4pJGTNmjOTk5CSlpqbKHUUQSr3nK6jPnTv3n1+bnJwsTZs2TTI3N5fq1q0r3b59+x+/9rfffpPs7e2lJ0+eFGZcWZWoYixJkvThhx9KTZo0kbKzs+WOYlTZ2dlSzZo1pXbt2oltO8+cP39e0mq10tdffy13FEEQJEnq27ev1KBBg3/8/MOHD6WkpCRpzpw5kkKhkMzNzaXx48dL6enp//ia6OhoycXFRVq7dq0xIsumxBXjtLQ0qUaNGtK0adPkjmJ0u3btkgBp7969ckeR3bVr1yQHBwepWbNmUkpKitxxBKHUu3btmqRSqaSFCxe+8PGMjAxpxowZUsuWLSVAUigUEiAB0sGDB/+1TYPBIPXp00fq1atXiRuElJhnxn91+fJlWrVqxe+//06HDh3kjmM0kiTRokULbG1t87RKsaS5e/curVq1oly5cvz555+5l2oIgiAPSZJo06YNUVFRXLt2DTMzMyDnbOqhQ4dy+/ZtWrZsydtvv01ycjK+vr74+vr+5+LbBQsWMG/ePC5fvoyLi0tRfCtFR973AsazcuVKycnJSQoNDZU7ilHNnDlTsrGxkXQ6ndxRZLF//37J0dFRqlmzZr5O9hEEofDt3r1bAqQPP/xQkiRJunDhgtS3b19JqVRKDRo0kAIDA/Pc5rFjxyRLS0vpzJkzhR3XJBT7Qz/+ybBhw3jjjTfo27cvmZmZcscxmpYtW5KcnMy1a9fkjlLk5s+fT9euXfH19eXEiRN5PtlHEATj0Ol0QM6s1cyZM2ncuDGBgYEsXryYs2fPUqdOnTy1FxERwYABA5g7d+5L9xuXBCVymvq5jIwMWrVqRaNGjVi6dKnccYwiIyMDOzs75s6dy9ixY+WOU2Sys7NxcHBg8ODBLF26tNhdlyYIJVlKSgo2Nja5//3ll18yderUfJ0BkZ2dTbt27ahatSq//vprydjG9BIl+jeYVqtl27ZtbN26lV9//VXuOEah1Wrx9fXl5MmTckcpUhcvXiQ1NZV3331XFGJBMDHW1tasXr2aLl26sHv3br755pt8H8b0ySefkJKSwtKlS0tsIYYScBzmf6lUqRIbN27kjTfeoG7duq+06by4adGiRak7/OPIkSPY2NjQoEEDuaMIgvASQ4YMYciQIQVqY+PGjaxevZqLFy9iaWlZSMlMU6kYUnTs2JHPP/+cPn36EBcXJ3ecQufj48Pjx49JTk6WO0qRCA0N5aeffsLPz08cdykIJVRQUBAjRoxg3bp1VK1aVe44RlcqijHApEmTqF27Nm+99VaJu27x+U0mpn55xLZt2wqcMTIykg4dOqBSqVi0aFEhJRMEwZQkJibSu3dvJk6cSLdu3eSOUyRKTTFWKpWsXr2au3fvMm3aNLnjFKoaNWoAcPv2bZmT/Lt+/fpRo0aNAk2pT5gwgeTkZA4fPkz58uULMZ0gCKbAYDDw9ttvU6VKFaZOnSp3nCJTqub47O3t2bFjB82bN8fX1/elN4EUR7a2tri6upp8MW7bti1Hjx5l8ODB7Nu3j5o1a6JUKunatSt169b9z9eHhoaybds2vv/+e3FblSCUUN999x1Xr17l0qVLJf4Gvr8q0Vub/sn69esZO3YsFy9eLDG/1Nu2bYuLiwtbtmyRO8o/2rNnDwMGDCA1NRUAR0dHsrKySE5OpkOHDnz88cd06tSJpKQklEpl7tYIg8HAjh07+OKLL4iKiiI0NBRra2s5vxVBEIzg0KFDvP766xw/fpyGDRvKHadIlZpp6r8aPHgwb731Fn369CE9PV3uOIWifv36XLhwQe4Y/6pbt24EBwfTv39/AGrVqsXx48fZsGED8fHxdOnSBQcHB+zt7SlTpgzt2rVj2rRp+Pr60q9fPzw8PDhy5IgoxIJQAoWGhjJo0CB+/PHHUleIoZSOjAGysrJo164d5cuXZ+PGjcV+r+qOHTvo06cPYWFhxeJZakBAAGPGjCEkJITJkyfzzTffcPz4cY4ePUq1atVITExk3759/PnnnzRo0IAZM2b8472mgiAUb8nJybRp04aGDRuyfPlyuePIotQWY4Do6GiaN29Ot27dWLBgQbHeUB4VFUXZsmXZsGEDgwYNkjvOK8nMzGTSpEksXLiQiIgIXF1d//Y1kiQV6/9fBEH4d1lZWXTr1g2FQsHu3btzL5UobYr3cLCAnJ2dOXDgAJs2bWLOnDlyxykQFxcXatSowYkTJ+SO8srMzc0ZNmwYACEhIS/9GlGIBaHkMhgMvPPOO8THx7N9+/ZSW4ihlK2mfpkqVaqwb98+2rZti6ura4FPjJFLZGQkt2/fJisrS+4oeVK1alUsLS0ZN24cy5Yto1GjRnJHEgShCEiSxMcff8z58+c5derUC2dZl0alemT8XP369dmxYwfvv/8++/btkztOvly6dAmAmJgYmZPkjaWlJYcPH0av19O4cWOmTJkidyRBEIrAvHnzWL9+PQcOHKBs2bJyx5FdqX5m/H9t2rSJ9957j8OHD9O4cWO54+SJwWB44TJvc3NzuSPliU6nY9KkScyfP5+4uDjs7e3ljiQIgpGsXbuW0aNHc+TIkVK5cvplxMj4LwYOHMj06dPp1q2byR8t+X8plUp++ukn7t+/z+zZs+WOk2dqtRp/f38kSeLKlStyxxEEwUgOHDjAqFGj2L59uyjEfyGK8f8xfvx4hg0bRufOnYmIiJA7Tp7UqlWLTz75hJkzZxIUFCR3nDw7dOgQZmZm1K5dW+4ogiAYwYULF+jXrx/Lly+nY8eOcscxKWKa+iUkSeKdd94hMDCQY8eOYWdnJ3ekV5aenk6TJk1IS0vjwoULODg4yB3plUiShJeXFw0bNix110EKQmlw9+5dWrRowaRJk/jwww/ljmNyxMj4JRQKBStWrMDNzY3evXuTmZkpd6RXZmFhwc6dO4mLi2PQoEHo9Xq5I72SY8eOcefOHUaMGCF3FEEQCllkZCSdO3fm7bffFoX4H4iR8b9ISUnBz88PDw+PYndKV0BAAF26dGHKlCl88803csf5RzExMWzatIkff/wRgODgYLG3WBBKkKSkJNq2bYu3tzdr1qwpVr9Hi5Ioxv8hOjqaFi1a0LVrVxYuXFisCsWIESM4ceIEt27dKrI+dTodn376KZaWlnh6elKjRg3s7e1JTk4mKSkp93+TkpI4dOgQe/bsQZIkunXrxpdffikWdAhCCZKZmUm3bt1QqVT88ccfpfpQj/9S6g/9+C/PT+lq3rw51tbWTJ8+vdgU5MqVK7Njx44i7VOSJLZv305oaOi/fp1Go6FOnTrMnTuXQYMG4ezsXEQJBUEoCpmZmQwcOJCEhASOHj0qCvF/EMX4FTy/Lah9+/akp6czb968YlGQ69atS2xsLMePHy+ySxY0Gg1bt26lZcuWDB8+nOHDh5OcnIydnR02NjbY2tpia2tb7PZBC4Lw6tLT0+nduzcxMTEcPHhQ3LT2CsQ0dR6EhITg5+dHt27dWLRokck/+5AkiYYNG2JnZ8eRI0eKtO+JEyeybds2wsLCirRfQRDklZqaSs+ePcnIyGDv3r3FajeKnEy7mpiYqlWrcvz4cQ4ePMjw4cNNfqWyQqHgq6++4ujRo0VejFu0aMHjx4+L3V5tQRDyLykpic6dOyNJEgcOHBCFOA/EyDgfwsPDad++PfXr12f16tVoNBq5I/0jSZLw9fXFwsKC48ePF9n0ekREBB4eHrz11lssX768WEzrC4KQf3FxcXTp0gVHR0d27NiBhYWF3JGKFTEyzody5cpx7Ngxbty4wYABA0z6piSFQsE333zDyZMnOXToUKG3f/36dXx8fHjvvfe4cOECz9/bubm5MXfuXFauXMmWLVsKvV9BEExHdHQ0fn5+lCtXjp07d4pCnA9iZFwAcXFxdOrUibJly7J9+3a0Wq3ckV5KkiSaNWuGQqHg9OnThTpK7dmzJ3v27MHNzY0nT55Qt25dPD09iY6O5ubNm+h0Ovbv34+vr2+h9SkIgumIiIigQ4cO1K5dm7Vr15r0TKEpEyPjAihTpgyHDx8mPj6e7t27k5qaKnekl1IoFEybNo2zZ88yefJk2rZty+rVqwvlZLFx48ZhMBiYPHkye/bsoXr16sTFxeHq6srgwYO5ePGiKMSCUEKFhYXRpk0bGjVqxPr160UhLgAxMi4EKSkp9OjRA71ez+7du7G1tZU70t9IkkT79u1fWMhVsWJFLly4gIuLS4HaHjlyJBs2bOD69etUrly5gEkFQSgOHjx4gJ+fH507d2bJkiUmv7vE1IliXEjS0tJ44403SEhIYP/+/SZ5QcPZs2dp1qwZAATzSbwAABdkSURBVJaWlgC8//77zJ07t0DtJiUlUbt2bZKSkhgxYgQajYYdO3awdetWatWqVeDcgiCYljt37uDn50ffvn1ZsGCBWKBZCEQxLkSZmZn079+f0NBQDh48aJKnSr3++uvs2rULyDnMJDIykvv37+Pq6lqgdp88ecKCBQtYsWIFiYmJVKhQgfT0dA4fPkydOnUKI7ogCCYgKCiIDh06MHToUGbOnCkKcSER8wqFyNzcnG3btlG9enXatGnDw4cP5Y70Nz/88AO9e/fGwsICLy8vzMzM+O677wrcrru7O3PnzuXx48dMmTIFhUJBTExMkR/HKQiC8Zw+fZq2bdsyevRoUYgLmRgZG4FOp2PixIls3ryZ3377jRYtWsgd6W/Cw8OJjo7mt99+49tvv+X+/fu4ubkVuN2TJ0/SunVr+vTpw9ixY2nZsqV4liQIJcDatWsZNWoUc+bM4YMPPpA7TskjCUazePFiydLSUlq9erXcUf7miy++kADJ09NTAqTx48cXSrtNmzaVGjVqJOl0ukJpTxAEeen1emny5MmSvb29dPDgQbnjlFhiZGxkAQEB9O/fn1GjRjFjxgyTGSWGhYVRs2ZNsrOz0el0mJmZkZKSgkqlKlC7b7/9NkeOHOHevXvilhZBKOZSU1Px9/fn2rVr7N69Gy8vL7kjlVimURlKsI4dO3LmzBm2bdtGnz59SElJkTsSABUqVGDq1KnodDr++OMPdu/eXeBCDPDpp58SFhbGxo0bCyGlIAhyCQsLo2XLlsTHx3Pu3DlRiI1MjIyLSFxcHH379iU+Pp5du3ZRoUIFuSORnZ1NvXr1sLW15dSpU4U2au/evTvR0dGcO3euUNoTBKFonT9/ntdff50ePXqwaNEiMctVBMTIuIiUKVOGAwcO4OvrS+PGjTl//rzckdBoNCxdupSzZ8+ybt26ArUlSRITJ06kdu3aXLt2jcuXL5ORkVFISQVBKCqbN2/Gz8+Pzz77jGXLlolCXETUcgcoTTQaDcuWLcPb2xs/Pz9WrFjBwIEDZc3UunVrqlSpwvXr1wvUzvz581m4cCHvvPMOmZmZmJubi3/EglCMSJLE119/zYIFC9i8eTPdunWTO1KpIopxEVMoFEyYMAFPT08GDRrErVu3mDp1qqwLu1JTU4mIiCAmJgYnJ6d8tXHp0iW8vb1ZtWpVIacTBMHY0tPTeeeddzh//jynTp3Cx8dH7kiljpimlslrr73GqVOnWLNmDYMGDSItLU22LM2aNWP9+vW4uLjQvHlzZs6cmedLL3r37s3NmzdfOPtaEATTFxERQZs2bXjy5Annzp0ThVgmohjLyMfHh/PnzxMeHk6bNm0ICwuTJcdvv/1GeHg4y5cvx8rKiilTpnD8+PE8tdGtWzcaN26Mn58fgwcPlu17EQTh1T2/Va1mzZocPny4wJfGCPknirHMnJ2dOXToEPXq1aNevXrs3LlTlhxubm68++67vP7662g0mjyfGmZhYcHp06dZuXIlhw8fpkaNGnz++edcuXIFg8FgpNSCIOSHwWBg3rx5tG7dmvHjx/Prr79ibm4ud6xSTRRjE2Bubs7y5ctZsmQJ77zzDu+//z7p6emyZFGr1RgMBp48eZLn16pUKoYNG8bdu3eZMGEC33//PQ0aNKBs2bJMnz7dCGkFQciryMhIunbtyqJFi/jzzz/55JNPxBnTJkDsMzYxDx484M033yQ5OZlNmzYV+fObzMxMvLy8qFu3boFH6ZmZmZw9e5YVK1awceNGIiIiTPImK0EoLfbt28c777yDn58fP/30E3Z2dnJHEp4RI2MT4+HhwfHjx+nVqxdNmjRhyZIlFOX7JXNzc2bOnMnvv//OwoULC9xWmzZtmD9/PgBbt24thISCIORVZmYmH330Ef379+fbb79lw4YNohCbGLG1yQRpNBqmT59Ohw4deOuttzh48CArV67E0dGxSPofOHAgV69eZeLEiajVasaMGZPvtuLj4xk3bhx6vT7PK7QFQSi427dvM2jQIBQKBZcuXcLT01PuSMJLiJGxCWvbti2BgYEA1K1bl6NHjxZJvwqFgtmzZ/Phhx8yduxYfvrpp3y3tXTpUjZt2sT69ev5+OOPCzGlIAj/RpIkVq1aRaNGjfDz8+P06dOiEJswMTI2cY6Ojvz2228sXbqUbt26MXHiRKZOnYpGozFqvwqFgrlz56LT6Xj//fdRq9UMHz48z+00atQIyHkzIRaJCELRSExMZNSoUfz5559s3bqVLl26yB1J+A9iZFwMKBQKPvjgA86ePcvOnTtp3bo1Dx48KJJ+Fy5cyAcffMCIESP44osvyMrKylMbLVu2RKPRcODAASOlFAThr86cOUO9evWIj4/n2rVrohAXE6IYFyO1a9fmwoUL1K9fn/r167Np0yaj96lQKPjxxx/5+uuv+fbbb2ncuDHXrl17pddKksSgQYPIzs42mXucBaGk0uv1zJgxg/bt2zN27Fj27t1L2bJl5Y4lvCKxtamY2rlzJ8OGDaNTp04sWLAANzc3o/d59epVhgwZQlhYGMHBwf/5Dz0zMxOtVsukSZOYNWuW0fMJQmkVFBTEyJEjiY6OZuPGjTRs2FDuSEIeieFKMdWrVy9u3LiBJEnUrFmTpUuXGv2kq3r16vHnn3+iUqkYOHAgUVFR//r1ZmZmdO7cmQULFrB9+3ajZhOE0igtLY3Jkyfj6+tL8+bNuXLliijExZQoxsWYm5sbmzdvZuPGjXz33Xe0aNHilaeQ88vJyYmtW7dy48aN3INB/mlyRaFQ8Pvvv/PGG2/Qr18/Fi5cWKR7pgWhJNu3bx8+Pj4cOXKEs2fPMmfOHKysrOSOJeSXJJQIqamp0meffSZptVrpk08+kVJSUozaX3h4uDRgwADJxsZG8vLykn788UcpKSnppV+r1+ulTz/9VAIkPz8/6cqVKwXqOzY2Vpo4caL0zjvvSJs3b5aWLVsm+fr6SosWLZKSk5ML1LYgmLrw8HCpf//+kp2dnbRkyRJJp9PJHUkoBKIYlzDXrl2TmjdvLlWqVEn6448/jNqXwWCQjh49KvXq1UsCJIVCIfXv31969OjRC18XGRkp9e7dWwJy/wwePDhffd6/f18CJCsrK8nd3T23vQYNGkgqlUqysrKS1q9fXxjfniCYFJ1OJy1evFiys7OTBgwYIIWHh8sdSShEohiXQHq9Xlq2bJlkb28v9enTR3r8+LFR+7tx48YLhRaQmjdvLl26dEkyGAxS5cqVJbVaLQGSRqORAKlSpUrS1atX89zXw4cPJUBycnKSXF1dc/sbMWKEVKlSJQmQPv30UyN8l4IgnytXrkiNGzeWPDw8pH379skdRzAC8cy4BFIqlYwYMYLg4GC0Wi01a9bkxx9/RK/XG6U/b29vDAYD+/fvz/3Y6dOnadiwIe7u7oSHh6PT6VCr1QQFBXHo0CGsra1p2LAhX3zxBZmZma/cV6VKlTh//jz169enZcuW/Pbbb7Rp04YzZ87QrFkzpk+fzpQpU4zxbQpCkUtJSeHjjz+mefPmtG/fnqCgILFvuKSS+92AYHwHDx6UqlWrJjVq1Ei6dOmSUfsyGAzS1q1bJTMzs7+NlgHp22+/lSRJkjIzM6Wvv/5aUqvVko+Pj3Tq1CnJYDAYNZsgFCe7du2SKlasKLVo0UIKCgqSO45gZGJkXAp07Ngx9ySeli1bMnHiRBISEozSl0KhoG/fvqSmprJ582aaNWv2wuddXV2BnG1P//vf/7h48SJqtZoWLVpQv359fvzxR+Li4oySTRCKg0ePHtGnTx/efvttvvzyS44fP06tWrXkjiUYmTj0o5S5desWY8eO5dKlS0yaNImxY8diaWlp1D4vXbrEkiVL2LRpExkZGXTu3Jk333yT5s2b4+HhgcFg4MCBA6xcuZJdu3ahUqno2LEjLVq0oHnz5jRq1MjoGQVBblFRUcyYMYOff/6ZAQMG8N133+Hi4iJ3LKGIiGJcSh06dIhJkyYRHh7O1KlTGTZsmNEvn0hKSmLz5s2sWLGC8+fPA1C2bFn69evHW2+9RaNGjYiJickdPT+nUql48uSJONpPKJGSkpKYN28e8+fPp127dsyYMYPatWvLHUsoYqIYl2KSJLFjxw6mTJmCXq/nm2++YcCAAUVyjnR0dDTnz5/nyJEjbNiwgYiICKytrfH29s4t1H8VHBxMjRo1jJ5LEIpKRkYGixcvZtasWdSqVYtZs2bRvHlzuWMJMhHFWECn07FmzRqmTp2Ko6Mjs2bNokuXLkV25aFer+fUqVOcPXuWmzdvUrlyZUaPHs39+/eJjo5Go9HQqVMncQWjUCLodDpWr17NV199hZOTE7NmzaJz587i73cpJ4qxkCsjI4MlS5Ywc+ZMvL29mTVrFi1atJA7liCUCJIksX37dr744gv0ej3Tpk2jf//+4kYzARBnUwt/odVq+fDDD7l//z5+fn506dKFHj16GP28a0EoySRJIiAggMaNGzN+/Hg+/PBDbt68ycCBA0UhFnKJvwnC39ja2vLVV18REhJC1apVadKkCf7+/ty/f1/uaIJQrJw/f54OHTowYMAA+vXrx927dxkxYoTRF0sKxY8oxsI/cnFxYeHChQQHB6NWq6lVqxbvvvsuQUFBckcTBJMlSRJHjhyhR48e+Pn50bRpU+7fv8+nn34qtugJ/0gUY+E/VapUiVWrVnH58mWUSiW+vr507tyZ/fv3iysRBeGZrKws1qxZQ4MGDejbty+1a9fm3r17zJgxA3t7e7njCSZOLOAS8iwqKoqffvqJxYsX4+joyMSJE3nrrbewsLCQO5ogFLmYmBiWLVvG4sWLsbGxYeLEiQwZMkSMgoU8EcVYyLeMjAw2btzIggULiIiIYNSoUYwePfpvh3YIQkkUHBzMwoULWbNmDc2bN2fixIl07dpVLMoS8kX8rRHyTavVMnToUAIDA9m4cSOXL1+mcuXKvPPOOwQGBsodTxAKnSRJHDp0iNdee4169eqRmZnJmTNnOHToEN26dROFWMg38TdHKDCFQkGHDh3Ys2cPV69eRavV0qxZM9q3b8+ePXswGAxyRxSEAsnMzGTVqlXUrVuXQYMG0ahRIx4+fJj7MUEoKDFNLRjF8+doixYtws7OjvHjxzN48GBsbW3ljiYIrywyMpKff/6ZJUuWUKZMGbE+QjAaUYwFo8rMzGTz5s18//333Lp1i9dffx1/f386deqEWq2WO54g/E1qaiq//fYb69at4/Dhw/j5+TFx4kQ6deokpqEFoxHFWCgyQUFBrFu3jvXr15OVlcXAgQPx9/enYcOG4lxeQVZ6vZ4///yTtWvXsmPHDipXroy/vz9vvvkmFSpUkDueUAqIYiwUOb1ez7Fjx1i3bh3btm3D3d0df39/Bg8eTKVKleSOJ5QigYGBrF27lg0bNiBJEm+++Sb+/v7UrVtXvEEUipQoxoKs0tLS2LVrF2vXriUgIIBmzZrh7+9P3759i/SghOjoaO7cucO9e/f49ttvefjwIRUrVmTMmDGMGTOmyHIIxvf48WM2bNjAunXrCAkJoXfv3vj7+9O+fXtUKpXc8YRSShRjwWRERUWxadMm1q5dy/Xr1+nRowf+/v506dIFMzOzQu/vyJEjzJ8/nydPnnDlypWXfo2Pjw/Xr18v9L6FopWcnMz27dtZt24dx44dw8/PD39/f3r16oW1tbXc8QRBFGPBNAUHB7Nu3TrWrVtHSkoKvXr1omvXrnTo0AE7O7sCtx8fH0+ZMmX+9vHx48eTlZVFWFgY3bp1o2fPnpQrV67A/QlFLyIigv3797Nv3z52795NjRo18Pf3Z9CgQbi5uckdTxBeIIqxYNIMBgOnTp3i999/Z9++fdy5c4fmzZvTtWtXunbtSp06dfL1bG/AgAFs2bKFzZs306ZNG9zc3HLP2T59+jTNmjUr7G9FMBJJknj48CEnT57khx9+4OrVq3h5eXHr1i18fX3p2rUrvXv3xsfHR+6ogvCPxN4SwaQplUpatWpFq1atmDt3Lo8ePcod7cyYMQNbW1u6dOlCly5d6Nix4ys/Z05ISADg6tWrNGnShPLlyxMWFgaATqcz0ncjFIb4+HiOHTvGG2+8AYC9vT3p6ekYDAYsLCzo3bs3vXr1olOnTjg6OsqcVhBejRgZC8VWVlYWJ0+eZN++fezbt4/g4GCaNWuWO2quV6/eP46aIyMjmT17NqtWrSItLS23AL/22mv06tWL9u3b4+HhIVbUyig2NpaTJ08SEBDA4sWLgZwbxEJDQ5EkCUtLSzIyMqhfvz49e/bktddeo0GDBmIvsFAsiWIslBihoaG5o+ZDhw5hZmZGUlISOp2OL774ggkTJvxtpJSamsrcuXP56quv/taek5MTLVu2xM/Pj169eon9pkYUGxvLtWvXuHjxIhcuXODy5cuEhIS88DXm5uYoFAosLS157bXX6NatGx07dhSjX6FEEMVYKJGej5p3797Nrl27uH//Pubm5lhYWFCpUiVatmxJjx498PT0pFy5cuzdu5cZM2Zw8eJFAGxsbHBycsLa2prg4GCys7Np27YtAwcOpFu3bpQvX17m77B40el0PHr0iJCQEA4dOkS1atW4c+cOgYGBBAUFERkZCYCFhQUeHh5YW1uTlZXFgwcPSE9Pp2HDhnTp0kWMfoUSSxRjoVRISUnh8uXLnD9/nhMnTnD27FmioqKwtLQkOzsbnU5Ht27dcHZ25smTJ4SGhhIcHAxA7dq10Wg0qFQqLl++jF6vp27durz55pu88847uLi4yPzdyUev13Pz5k2uX79OTEwM7u7uBAcHs3v3bs6ePQuAl5cXISEhZGdnv/DaihUrUrFiRczNzUlPT+fRo0eEh4fj5eVF48aNc//UqVPHKFvbBMGUiGIslFpPnz7lwoULnDt3juPHj3P58mXS09PRarW5C4L+qkOHDmzevJmAgAB+++03du7cicFgoG3btvTp06dUjJjj4+O5ceMGly9f5vTp0wQEBBAXF/fC11hZWfHaa69x+vRpnjx5wtixY6levToajYaIiAhOnTpFREQEwcHBuLm5vVB4GzZsWChb1wShuBHFWBCekSSJkJAQzp8/z9mzZzl9+jTXr19HrVbj4uKCp6cnvr6+VKtWjWrVquHo6MihQ4fYvHkzp06dAkClUvH06dNi/xxTkiQOHjzI1atXuX79OiEhIdy7d4+YmBgg5/ltw4YNad++Pe3bt6d+/fqkpqZy69Yt0tLSePLkSe5r7t27x927dzEzM8PX1ze38Pr6+uLu7i7zdyoIpkEUY0H4F1lZWdy8eTO3qNy7dy+3yDx+/BhLS0sUCgUGg4H09HQAvv/+e3r16kX58uWLxbPNpKQkwsLCCAsL48GDB9y+fZvvv/8+9/PNmjXLfQPi4eGBg4MDBoOB0NDQF34uDx48QK/XU7lyZapWrZr7mmrVquHp6Un16tWLxc9DEOQgirEg5FN6ejr379/PLc537twhJCSEkJAQHj16hEajwcPDg6pVq+Ls7EyZMmVy/zg4OLzw32XKlMHW1rZAxUqn05GSkkJ0dDTR0dE8fPiQ6OhokpKSSExMJCkpibS0NJKSkoiLiyMqKorw8HBSU1Nz21Aqlbi4uGBvb09YWBi9e/cGcraCPf++VCoVVapUeaHYPi++lSpVQqPRFPhnKwiljSjGgmAEWVlZPHr0iHv37nH//n1iY2OJi4vL/RMfH//Cf+t0OpRKJfb29i8t2v+0gCk0NJQ///yTpKQk9Hr93z6vUqkwNzdHq9ViZmaWO4rX6XSkp6eTlpYG5Ew7Ozg44Ojo+NI3DM7OzrmF193dXVyoIAiFTBRjQZCZJEmkpKT8rUD/9b//70rkvNJqtf86MrewsCik70YQhPwQxVgQBEEQZCZWUwiCIAiCzEQxFgRBEASZiWIsCIIgCDITxVgQBEEQZCaKsSAIgiDITBRjQRAEQZCZKMaCIAiCIDNRjAVBEARBZv8PUw11SpnPn/cAAAAASUVORK5CYII=", "text/plain": [ "<Figure size 1000x600 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import datetime\n", "import io\n", "\n", "import cartopy.crs as ccrs\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import requests\n", "import xarray as xr\n", "from PIL import Image\n", "\n", "\n", "bbox = [-5.0, -65.0, 25.0, -5.0] # S, E, N, W\n", "resolution = 0.1 # in degree\n", "\n", "time = f\"2020-01-20T12:00:00Z\"\n", "layers = \"MODIS_Terra_CorrectedReflectance_TrueColor\"\n", "bbox_str = \",\".join([str(v) for v in bbox])\n", "img_format = \"png\"\n", "width, height = int((bbox[3] - bbox[1]) / resolution), int((bbox[2] - bbox[0]) / resolution)\n", "\n", "url = (\n", " f\"https://wvs.earthdata.nasa.gov/api/v1/snapshot?REQUEST=GetSnapshot&\"\n", " f\"TIME={time}&\"\n", " f\"BBOX={bbox_str}&\"\n", " f\"CRS=EPSG:4326&\"\n", " f\"LAYERS={layers}&\"\n", " f\"FORMAT=image/{img_format}&\"\n", " f\"WIDTH={width}&\"\n", " f\"HEIGHT={height}\"\n", ")\n", "r = requests.get(url)\n", "\n", "# Convert to Xarray DataArray\n", "img = Image.open(io.BytesIO(r.content))\n", "da = xr.DataArray(\n", " data=np.array(img)[np.newaxis, ...],\n", " dims=(\"time\", \"lats\", \"lons\", \"RGBA\"),\n", " coords={\n", " \"time\": [pd.Timestamp(time).to_datetime64().astype(\"datetime64[ns]\")],\n", " \"lons\": np.linspace(bbox[1], bbox[3], width),\n", " \"lats\": np.linspace(bbox[0], bbox[2], height)[::-1],\n", " },\n", " name=layers,\n", " attrs={\"extent\": [bbox[1], bbox[3], bbox[0], bbox[2]]},\n", ")\n", "\n", "# Plot using Cartopy\n", "fig, ax = plt.subplots(figsize=(10, 6), subplot_kw={\"projection\": ccrs.Geostationary(-35)})\n", "ax.set_global()\n", "ax.coastlines(color=\"black\")\n", "ax.imshow(\n", " da.isel(time=0), # `img` works as well\n", " extent=da.extent, \n", " transform=ccrs.PlateCarree(),\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 5 }