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@justmytwospence
Last active August 29, 2015 13:55
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IPython is not just for Python! Master your interdisciplinary data-science-fu with IPython magic! View here: http://nbviewer.ipython.org/gist/justmytwospence/8750427
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{
"metadata": {
"name": "Rmagic"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": "#IPython aint just for Python\nOr, why you never really have to use matplotlib again."
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Load the R magic with `%load_ext rmagic`"
},
{
"cell_type": "code",
"collapsed": false,
"input": "%load_ext rmagic",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Turn a whole cell into R code with `%%R`. This magic can take several arguments (denoted with a dash like BASH arguments), here we use -w to the default width of the png output. Note that in this exaple nothing will be returned from R back to IPython unless you print the ggplot object. "
},
{
"cell_type": "code",
"collapsed": false,
"input": "%%R -w 1000\nlibrary(ggplot2)\np <- qplot(price, carat, data=diamonds, facets = . ~ color, main='Hey thur ggplot I missd uu')\nplot(p)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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sgr7qqqtW7nPw0ksvVTKRDOGZoh9t/OP5oi8Gz9OAK9NwwA8q7qIVF88jMCAt\nRYTwy/TwUjB5udqZD9l0Z+OR8rdow5/neGGLflzhwsuXjVM2ro0cpzQ04raaGz4A5G/ROJQdnSD9\npKFo+KSpLIMsl2w8aNyWYUP+Uv6LdvLBtt1saMDxkc5yyfJq5Lhs/vA8dWARBYr4UcZ4R4u85+Rf\nVohDikf6cHYCm6JljPTBtwgbuMB14YUXbmv5oAFX5jtL+aa9UOQ7m8pAKiPZ9xU/4dPO8oHyRd62\nMw6woR1V9DtJ/Mlf2BYR6lH+2s0gxT0bj1S3FW34U/7gU5QtZZ86PhunFM9Gf0lDmXYyHWxlv7Pk\nb6qXG413cpfqwHYySHHhNxsP6taydRtlpOj3gTZMPk7xQhP/ypYP6tF2v78pDUXLGHnAO4rOetdd\nd4VXX301dnw0UjeT9qLSp6u4/+IXvwhPPvlkjNvzzz8/n4l70Uj7nAQkIAEJSEACEpCABCQgAQlI\noD8IoKxjldAf0nN4ocUhvuc97wnXXXddHIWih26//fZrcQh6JwEJSEACEpCABCQgAQlIQAISGBwE\n+lRBX3bZZcOBBx4YzWfy8zQGBz5TIQEJSEACEpCABCQgAQlIQAISaA2BPjVxT1FUOU8k/JWABCQg\nAQlIQAISkIAEJCABCVQn0C8KevWgvSoBCUhAAhKQgAQkIAEJSEACEpBAIqCCnkj4KwEJSEACEpCA\nBCQgAQlIQAISaCMBFfQ2wjdoCUhAAhKQgAQkIAEJSEACEpBAIqCCnkj4KwEJSEACEpCABCQgAQlI\nQAISaCMBFfQ2wjdoCUhAAhKQgAQkIAEJSEACEpBAIqCCnkj4KwEJSEACEpCABCQgAQlIQAISaCMB\nFfQ2wjdoCUhAAhKQgAQkIAEJSEACEpBAIqCCnkj4KwEJSEACEpCABCQgAQlIQAISaCMBFfQ2wjdo\nCUhAAhKQgAQkIAEJSEACEpBAIqCCnkj4KwEJSEACEpCABCQgAQlIQAISaCMBFfQ2wjdoCUhAAhKQ\ngAQkIAEJSEACEpBAIqCCnkj4KwEJSEACEpCABCQgAQlIQAISaCMBFfQ2wjdoCUhAAhKQgAQkIAEJ\nSEACEpBAIqCCnkj4KwEJSEACEpCABCQgAQlIQAISaCMBFfQ2wjdoCUhAAhKQgAQkIAEJSEACEpBA\nIqCCnkj4KwEJSEACEpCABCQgAQlIQAISaCMBFfQ2wjdoCUhAAhKQgAQkIAEJSEACEpBAIqCCnkj4\nKwEJSEACEpCABCQgAQlIQAISaCMBFfQ2wjdoCUhAAhKQgAQkIAEJSEACEpBAIqCCnkj4KwEJSEAC\nEpCABCQgAQlIQAISaCMBFfQ2wjdoCUhAAhKQgAQkIAEJSEACEpBAIqCCnkj4KwEJSEACEpCABCQg\nAQlIQAISaCMBFfQ2wjdoCUhAAhKQgAQkIAEJSEACEpBAIqCCnkj4KwEJSEACEpCABCQgAQlIQAIS\naCMBFfQ2wjdoCUhAAhKQgAQkIAEJSEACEpBAIqCCnkj4KwEJSEACEpCABCQgAQlIQAISaCMBFfQ2\nwjdoCUhAAhKQgAQkIAEJSEACEpBAIqCCnkj4KwEJSEACEpCABCQgAQlIQAISaCMBFfQ2wjdoCUhA\nAhKQgAQkIAEJSEACEpBAIqCCnkj4KwEJSEACEpCABCQgAQlIQAISqEPg4osvDrvuums46qijwrRp\n0+q4LHZrRLHHfEoCEpCABCQgAQlIQAISkIAEJDB0CNxzzz3hmGOOiQm+7777wogRI8Lxxx/fUgAd\np6AvuOCCMYEjR44Mw4YNC+m8SKoBVub5BRZYIHR1dZX2g3SUEdJAPIoIaSgTPgzxowzHsvmQ0l0t\nL0aPHh3mzZuXnDT1S7pSHjf14H8cU0aHDx/eVjaEP2rUqMLlg7LBHxyKCM/xfLvKB2UiW76z8YAN\neZS91kwa8Rc/+CsiPNdONsSZd6/dcSB8ymjRMgZH8rloHZjNO+KQ4tEJdRtsqMPKlLEybDrlO1v2\nG5HqoWxeN3IM/7yk+qIT3p1OiAN8KKNF3z/ypmj5JmzKKH6kfOFas1K2fKXwYJCNR3p/8b+IwIVn\ni7KlXsWPbJyajUdZNoRf9jsLx1QvNxv/9O63iwHtz2z5zsaDuJVhAwv8yPrfDJ9Uv2Xj1MzzuC1b\nPni+3WU0vadFyxjxz39nn3rqqR4oH3/88VLvYQ/P/nNSrFap5lOLrs2YMSP6RKEHSDov4j2Fsszz\nY8eODXPmzCnlBx+2mTNnFol+5RnSULQCJ/xZs2YVfj59HMtwLJsPCQQvWT4esJ07d25y0tQvHzfy\nt4yCjx/5ODUTibJsiDv5WzQOqfKfPXt2M9GuuKV8tPM9TR+gFKEsB9iQruy15K6RXyplPi7wLSKw\nbScb4kz5qvbeNJOesmUUBjAsU8bIyyLvOeUzK/iR4sG72wlsqMOKljHKJ3yLsIELz7a7jC688MKl\nvrPkIXlZ5DubLx8wSfUFfrabzZgxY2LepjgRv2al7PtLeLAt+p2EI+8cLIsIZZy/djMg7vn6gjTB\nhnZEEaH88e4WZcs3ijZeO9m04jvLtzLVy81yTHVguxiQB1nJxiN9b7LXsm57O6a8UUaKfh9S3IqG\nT/zK1h+UT/K3nXFI72nRMkYe5Nsgm2++eRg/fnx45ZVXYjZOnjy5ahr5vhWVjlPQiybE5yQgAQlI\nQAISkIAEJCABCUhAAn1FYMkllww33nhjuOOOO8Iqq6wS1l577ZYHpYLecqR6KAEJSEACEpCABCQg\nAQlIQAKDkcCkSZPiInF9lbaethl9FYr+SkACEpCABCQgAQlIQAISkIAEJFCXgAp6XTzelIAEJCAB\nCUhAAhKQgAQkIAEJ9A8BFfT+4WwoEpCABCQgAQlIQAISkIAEJCCBugRU0Ovi8aYEJCABCUhAAhKQ\ngAQkIAEJSKB/CKig9w9nQ5GABCQgAQlIQAISkIAEJCABCdQloIJeF483JSABCUhAAhKQgAQkIAEJ\nSEAC/UNABb1/OBuKBCQgAQlIQAISkIAEJCABCUigLgEV9Lp4vCkBCUhAAhKQgAQkIAEJSEACEugf\nAiro/cPZUCQgAQlIQAISkIAEJCABCUhAAnUJqKDXxeNNCUhAAhKQgAQkIAEJSEACEpBA/xBQQe8f\nzoYiAQlIQAISkIAEJCABCUhAAhKoS0AFvS4eb0pAAhKQgAQkIAEJSEACEpCABPqHgAp6/3A2FAlI\nQAISkIAEJCABCUhAAhKQQF0CKuh18XhTAhKQgAQkIAEJSEACEpCABCTQPwRU0PuHs6FIQAISkIAE\nJCABCUhAAhKQgATqElBBr4vHmxKQgAQkIAEJSEACEpCABCQggf4hoILeP5wNRQISkIAEJCABCUhA\nAhKQgAQkUJeACnpdPN6UgAQkIAEJSEACEpCABCQgAQn0DwEV9P7hbCgSkIAEJCABCUhAAhKQgAQk\nIIG6BFTQ6+LxpgQkIAEJSEACEpCABCQgAQlIoH8IqKD3D2dDkYAEJCABCUhAAhKQgAQkIAEJ1CWg\ngl4XjzclIAEJSEACEpCABAYigTlz5gzEaBtnCUhgiBNQQR/iBcDkS0ACEpCABCQggcFE4LHHHgvb\nbLNNWG211cIXvvCFMG/evMGUPNMiAQkMcgIq6IM8g02eBCQgAQlIQAISGEoETjnllPDoo4+GuXPn\nhiuvvDLcfPPNQyn5plUCEhjgBFTQB3gGGn0JSEACEpCABCQggf9P4K233vr/J91HM2bM6HHuiQQk\nIIFOJqCC3sm5Y9wkIAEJSEACEpCABJoicPDBB4dFF100PvOe97wnfPCDH2zqeR1LQAISaCeBEe0M\n3LAlIAEJSEACEpCABCTQSgIbbLBBuPvuu8MLL7wQVllllTBz5sxWeq9fEpCABPqUgCPofYpXzyUg\nAQlIQAISkIAE+pvAQgstFJZffvkwbNiw/g7a8CQgAQmUIqCCXgqfD0tAAhKQgAQkIAEJSEACEpCA\nBFpDQAW9NRz1RQISkIAEJCABCUhAAhKQgAQkUIqACnopfD4sAQlIQAISkIAEJCABCbSLANvpKRKo\nR2DevHn1bnfcvX5R0P/5z3+GSy+9tOMSb4QkIAEJSEACEpCABCQggYFJ4MQTTwxrrLFGeO973xsX\nBiQVc+bMCffee2948sknB2aijHXLCPzmN78J66yzTlhzzTXDeeed1zJ/+9qjPlfQp0+fHq699tow\nbdq0vk6L/ktAAhKQgAQkIAEJSEACQ4DAY489Fo477rgwa9as8Pzzz4ejjz46Kud77LFH2G233cKW\nW24ZLrvssiFAwiTWIrD//vuHl156Kbz11lvhG9/4Riwntdx20vU+32btyiuvDNtuu22455575kv3\n5ZdfHl599dXK9fXXXz/2cHBh+PDhYYEFFghLLLFE5X6zB/hRxqRh1KhRYfTo0WHBBRdsNuiK+7Jx\nwKNJkyZV/Gv2oGz4I0aMiHnRznzIpjkbD1ZmXXzxxUNXV1fWScPHsOHZos9TPuGTjVPDgf/HYdn8\nGTlyZBg3blxYZJFFmg06uochf0XfE55t93uaTXg2L3h3idvYsWOzTho+bgUb/MjGqeHA/+OwFeUD\nrygnRaVsHMiDCRMmFH7Pyryns2fP7pHshRdeuMKiE+q2xKbM+0cCi9ZhsG13HcZ3lj9W3C4qRcso\no2xZybLohLqN95a8pS4rKkXZZMPjO1tUyobPO8JfO+vRbNqz8SBtEydOLPX+DfQ2CO/uYostFqhb\ni0jZ7+xzzz3XI1i200Np/9Of/hSvw/fHP/5x+OIXv9jDXfakbBnN+pUtH7ChThkzZkzWSVPHrYhb\nNk5NBd7tuGz4pL/d7SAGipNQHiirzTCBQdH3NN8GSfFo5LdPFfQ//vGPYemllw5LLbVU1bhgbkCP\nRpLx48eHN998M56Sqfyl8+SmmV8+bmXgUKiY15KNYzPh45Y05BsBzfjBi12GAeGTBgpXEaFzAo5l\n4lAmH/IVWzYeNOh48Yo2bsuySY2mbJyaZVyGDWGRhhkzZsTe42bDxj0VTyrnRZ6n4cRHqF0M6pUP\n4sbHuuj+t3DBj6LvL2x5f9rFhvyED+loZxxgQB1adI4geUD9VeQ95/3ICqMs/CHUH/jdTja8O7Ap\nU8ZISxE2PEf9A6N2MuA94TtNPVZEyr6n2TDhmFjApZ11G/GiIVm2DVL2G5O+s0XbEHAs2wZpZz7U\n+8ZQt5Vpg1D/UOaKsqUN0u76nfwt0wYh/tQBRb8P7HH/iU98IlxyySWxPjvqqKPm6yxgkCu919n3\nPR2XeUfqlQ/yt51tENjy/tZLe2JQ67cMG/yED/nbzjh861vfCgcddFAsY3vvvXdUzpuJT5k2CM8W\nlZ6tl6K+VHmOSutXv/pV2GqrrWJPFuYFzEVfddVVK65R0LOCm2QKT4XMx6kZiFm/OKbyLPrRT8/T\ncCgTByrQogoCcaBigWWZCpwGadHnebHKfgDK5EPeeiCbF/Rcw6ZoxU4Zo2FctHFL/pRt3JZhQ/iM\nnFPGi3YiUXmkBjL+NStU3osuumipd6QMg3rlg5Fz3r1smWkmfXAhf5NC18yzuIVtttOx2edxX4YN\nz5M/7Xx/iQMMKJ9FO0tJA+9okfc8b1lCXqZ4kD/4XbR8kLay+YP1C2yKljHKJ3V7ETbEn+8TDah2\nMqABSfqLxoHyTV1e5DtL/mclq6B3QhuE/CFvi7IhbWXLKKPnZZRQOPLOFW2DkL9lG/hlGNT7xmAZ\nVKaDjfJH/hZtg8C03XUY7XTePcpIESFvqYtTvdysH9SBF154YTjggANie4jRfOTYY48N5557blTG\nTjjhhLrvUF+VD+rWsnUb+Vv0+wBb2sntrD/IH/K3nXHYd999wyabbBL1SwaMm40LeVC0DcL7UVT6\nTEEnQ3baaacYL5QgzqmoFQlIQAISkIAEJCABCUhAAq0gsMwyy/TwhpFS/hQJQIDOtHyHfaeT6TMF\nnZ7fd7/73TH9L7zwQnj00UfDiiuu2Ok8jJ8EJCABCUhAAhKQgAQkIAEJSKAtBPp8FXdSxWR8VtFT\nJCABCUhAAhKQgAQkIAEJSEACEqhOoF8U9OpBe1UCEpCABCQgAQlIQAISkIAEJCCBREAFPZHwVwIS\nkIAEJCABCUhAAhKQgAQk0EYCKuhthG/QEpCABCQgAQlIQAISkIAEJCCBREAFPZHwVwISkIAEJCAB\nCUhAAhKQgAQk0EYCKuhthG/QEpCABCQgAQlIQAISkIAEJCCBREAFPZHwVwISkIAEJCABCUhAAhKQ\ngAQk0EYCKuhthG/QEpCABCQgAQlIQAISkIAEJCCBREAFPZHwVwISkIAEJCABCUhAAhKQgAQk0EYC\nKuhthG/QEpCABCQgAQlIQAISkIAEJCCBREAFPZHwVwISkIAEJCABCUhAAhKQgAQk0EYCKuhthG/Q\nEpCABCQgAQlIQAISkIAEJCCBREAFPZHwVwISkIAEJCABCUhAAhKQgAQk0EYCKuhthG/QEpCABCQg\nAQlIQAISkIAEJCCBREAFPZHwVwISkIAEJCABCUhAAhKQgAQk0EYCKuhthG/QEpCABCQgAQlIQAIS\nkIAEJCCBREAFPZHwVwISkIAEJCABCUhAAhKQgAQk0EYCKuhthG/QEpCABCQgAQlIQAISkIAEJCCB\nRGBEOvBXAhKQgAQkIAEJSEACEpDAQCcwd+7ccPXVV4epU6eGXXbZJSyxxBIDPUnGfwgRUEEfQplt\nUiUgAQlIQAISkEBfEOjq6grDhg3rC6/1UwJNEzj22GPDpZdeGp+76KKLws033xzGjh3btD8+IIF2\nENDEvR3UDVMCEpCABCQgAQkMAgIvvvhi2HXXXcOqq64aPve5z4WZM2cOglSZhIFO4Kabbqok4bnn\nngsPPfRQ5dwDCXQ6ARX0Ts8h4ycBCUhAAhKQgAQ6lMAZZ5wR7rvvvjB79uxwww03hKuuuqpDY2q0\nhhKBddddt5JcRs5XWmmlyrkHEuh0Apq4d3oOGT8JSEACEpCABCTQoQSmT5/eI2Zvvvlmj3NPJNAO\nAqecckqg8+ill14Kn/rUp8LEiRPbEQ3DlEAhAirohbD5kAQkIAEJSEACEpDAvvvuG26//faoCDFK\nudtuuwlFAm0nMG7cuHDMMce0PR5GQAJFCKigF6HmMxKQgAQkIAEJSEACYbXVVgu/+93vwpQpU8IK\nK6wQRo4cKRUJSEACEihBQAW9BDwflYAEJCABCUhAAkOdwEILLRTe+c53DnUMpl8CEpBASwi4SFxL\nMOqJBCQgAQlIQAISkIAEJCABCUigHAEV9HL8fFoCEpCABCQgAQlIQAISkIAEJNASAiroLcGoJxKQ\ngAQkIAEJSEACEpCABCQggXIEVNDL8fNpCUhAAhKQgAQkIAEJSEACEpBASwiooLcEo55IQAISkIAE\nJCABCUhAAhKQwFAg8Oyzz4Yf/ehH4Ze//GXo6upqaZJdxb2lOPVMAhKQgAQkIAEJSGDWrFnh1FNP\nDX/5y1/CtttuG/bcc0+hSEACEhgUBF599dWw0047hZdeeimm5+GHHw5HHHFEy9LmCHrLUOqRBCQg\nAQlIQAISkAAEzj777HD66afHPdKPOeaYcNtttwlGAhKQwKAgcN9991WUcxJ04403tjRdHTeCvuCC\nC8YEjhw5MgwbNiyk8yKpHjFiRKnnF1hggWiyUCYO+EE6ygjhFzWdKBs+DPGjDIOy+ZDYwSAfj9Gj\nR4d58+YlJ039ki7+irKljA4fPny+ODUTibJsCH/UqFGF00DZ5A8ORYTn2vmeknfZ9ytbPmBDHmWv\nNZNG/MUP/ooIz7WTDXGmfLU7DoRPGS1axuBIPhd9T7N5RxxSPDqhboMNdViZMlaGTad8Z8vWg6ke\nyuZ1I8fwz0uqLzrh3emEOMCHMlrk/XvkkUd64H300UfDDjvs0ONabyeUUfI35Utv7qvdL1u+kp8w\nyMYjvb/4X0R473m2CFvCo17Fj2ycmo1HWTaEX/Y7C8dULzcb//Tut4sB7c9s/Z2NB3ErwwYW+JH1\nvxk+qX7LxqmZ53FbtnzwfLvLaHpPi5Yx4l/tO7v22mvHdxBLIWS99dYr9S5GTzL/itUqGQ9afThj\nxozoJYUeIOm8SDgUyjLPjx07NsyZM6eUH3zYZs6cWST6lWdIQ9EKnPApPEWfTx/HMhzL5kMCwUuW\njwds586dm5w09cvHjfwto+DjRz5OzUSiLBviTv4WjUOq/GfPnt1MtCtuKR/tfE/TByhFKMsBNqQr\ney25a+SXSpmPS6p8G3km6wa27WRDXChf1d6bbDx7Oy5bRmEAwzJljLws8p5TPrOCHykevLudwIY6\nrGgZo3zCtwgbuPBsu8vowgsvXOo7Sx6Sl0W+s/nyAZNUX+Bnu9mMGTMm5m2KE/FrVsq+v4QH2yLf\nye233z7OzcQP2iJbbrllhS/XGhHKOH/tZkBc8/UF5QM2tCOKCOWPd7cIW8LjGwXXdrJpxXeWb2Wq\nl5vlmOrAdjEgD7KSjUf63mSvZd32dkx5o4wU/T6kuBUNn/iVrT8on+RvO+OQ3tOiZYw8qNYGmTRp\nUrjgggvCpZdeGpZaaqlw0EEHzZdOvm9FpeMU9KIJ8TkJSEACEpCABCQggc4ggIJ+3XXXxTnom222\nWVhxxRU7I2LGQgISkEALCGy88caBv74QFfS+oKqfEpCABCQgAQlIYIgT2GCDDQKmoIxiKRKQgAQk\n0BiBnrYZjT2jKwlIQAISkIAEJCABCUhAAhKQgARaTEAFvcVAh4p3bC/A1ill5pUMFVamUwISkIAE\nJCABCUhAAhKQQCMEVNAboaSbHgTuv//+sPnmm4dddtklbLPNNmHq1Kk97nsiAQlIQAISkIAEJCAB\nCUhAAs0TUEFvntmQf+L8888P06ZNixymTJkSrr766iHPRAASkIAEJCABCUhAAhKQgATKElBBL0tw\nCD4/YcKEHqkeP358j3NPJCABCUhAAhKQgAQkIAEJSKB5Aq7i3jyzIf/EF77whfD444+HBx54IGy3\n3XZh8uTJQ56JACQgAQlIQAISkIAEJCABCZQloIJeluAQfH7ixInhwgsvHIIpN8kSkIAEJCABCUhA\nAhKQgAT6joAm7n3HVp8lIAEJSEACEpCABCQgAQlIQAINE1BBbxiVDiUgAQlIQAISkIAEJCABCUhA\nAn1HQAW979jqswQkIAEJSEACEpCABCQgAQlIoGECKugNo9KhBCQgAQlIQAISkIAEJCABCUig7wio\noPcdW32WgAQkIAEJSEACEpCABCQgAQk0TEAFvWFUOpSABCQgAQlIQAISkIAEJCABCfQdARX0vmOr\nzxKQgAQkIAEJSGDIEZg+fXq4//77w7Rp04Zc2k2wBCQggbIEVNDLEvR5CUhAAhKQgAQkIIFIYMqU\nKeEDH/hAmDx5cnjf+94XHnnkEclIQAISkEATBFTQm4ClUwlIQAISkIAEJCCB2gQuv/zy8Pzzz0cH\nL7/8crjoootqO/bOkCUwc+bM8J3vfCfstdde4Wc/+9mQ5WDCJVCNwIhqF70mAQlIQAISkIAEJCCB\nZgmMHz++xyP58x43PRmyBH74wx+GM844I6b/tttuC0svvXTYdNNNhywPEy6BLAFH0LM0PJaABCQg\nAQlIQAISKExgzz33DDvuuGNYZJFFwrbbbhv222+/wn754OAl8PDDD/dIXP68x01PJDDECDiCPsQy\n3ORKQAISkIAEJCCBviIwevTocOaZZ0bvR40aFWbPnh26urr6Kjj9HaAE6MS5+eabY+wpM1tttdUA\nTYnRlkDrCaigt56pPkpAAhKQgAQkIAEJSEACNQjsvPPO0az9oYceCptttll4xzveUcOllyUw9Aio\noA+9PDfFEpCABCQgAQlIQAISaCuBDTfcMGy88cbRyqKtETFwCXQYAeegd1iGGB0JSEACEpCABCQg\nAQlIQAISGJoEVNCHZr6baglIQAISkIAEJCABCUhAAhLoMAIq6B2WIUZHAhKQgAQkIAEJSEACEpDA\nQCTw+uuvhwsuuCBcfvnlYc6cOQMxCW2Ps3PQ254FRkACEpCABCQgAQlIQAISkMDAJsCuDR/5yEfC\no48+GhNy++23h5NPPnlgJ6oNsXcEvQ3QDVICEpCABCQgAQlIQAISkMBgIoBinpRz0nXdddcNpuT1\nW1pU0PsNtQFJQAISkIAEJCABCUhAAhIYnASWXXbZsNhii1USt84661SOPWicgCbujbPSpQQkIAEJ\nSEACEpCABCQgAQlUIbDwwguHiy66KJxzzjlh4sSJ4Wtf+1oVV17qjYAj6L0R8r4EBgCBb3zjG2Gt\ntdYK//Vf/xUee+yxARBjoygBCUhAAhKQgATKE2Ahsr/97W/h5ZdfLu/Zf3yYOXNmePDBBwMLninN\nEVh77bXDmWeeGU477bTw9re/vbmHdR0JqKBbECQwwAn8z//8Tzj33HPDG2+8ER566KGAsq5IQAIS\nkIAEJCCBwU5g+vTpYfLkyeFDH/pQ2GSTTcKdd95ZOskvvfRS2HbbbcPOO+8cNttss/DXv/61tJ96\nIIFmCKigN0NLtxLoQAKvvfZaj1jlz3vc9EQCEpCABCQgAQm0mMBPf/rT8JnPfCacddZZYe7cuS32\nvbZ3LELG6DkyY8aM8MMf/rC24wbvXHXVVeGpp56KrhlBP++88xp8UmcSaA2BPlXQ33zzzXDJJZeE\nH/zgB+Gmm25qTYz1RQIS6EFg6623Duutt168Nnr06HDQQQf1uM/JP/7xj/Dss8/Od90Lg5MAjZTP\nfe5zYemllw677rqrJnqDM5s7MlX//ve/w9///vfQ1dXVI36nn356wOyRUSksfZTWEJg3b154+OGH\nwwsvvFDXw+TuxRdfrOuu3k2stPbdd9+wxhprhP322y/Qxhuogvky38p3vetdYa+99gqvvPLKQE1K\nS+J94403hve+971hww03DNdff33Tfv7mN78Jxx57bPjtb38bTjnllPCtb30rwLg/ZPz48T2CGTdu\nXI/z/AntoV/+8pdV9+emblpxxRXDSSed1OOx3vzs4diTjiHwzDPPVP3eTJ06Ney+++7x/f/iF78Y\n58mvueaa0RJjypQpDcefDinKyyqrrBJ+9rOfNfxcIw77VEHnRaUiP/DAA+OS+6k3qpGI6UYCEmiM\nAEr5FVdcET+qd911V9hyyy17PPj5z38+bL/99mHTTTcNF198cY97ngxOAnSM3nDDDQHTv1tuuSUu\n1jI4U2qqOonAz3/+82hiusMOO4TPfvazFSUdBfLUU08N06ZNC4888kg45phjOinaAzYujFJ+6lOf\nCjvuuGPkfu2111ZNC+4++clPRnfve9/7onJS1WEvFy+44IJw6623hrfeeivWK5wPVKExjSJKHfm7\n3/0u/OhHPxqoSSkdb+ZvH3bYYeH5558PdOAcfvjhTSvX+U43pt1ts802AUWor2W77bYLe++9d1hk\nkUXCuuuuG4488siaQZ544omxPXTwwQeH9ddfP+Z/1vFHP/rR7Gk85p2pNvAxn0MvdBSB888/P05P\noEzk8++MM84Id999d8x/LDAuu+yy2OF4//33N7xn+x133BE7pEg0e7//93//d0vT36eruLNgFULP\nJGa3Y8eO7RH5q6++Orz66quVa/Sur7baavF8+PDhYYEFFgiTJk2q3G/2AD94YYvKqFGjAn8oQEWF\nONBzXUYWX3zxwo+XDX/EiBFtz4ds4rPlYdiwYXGFyPxITdZ9veOybCif8MnGqV541e6VLaMjR46M\n21mwaubb3va2+YJg3hQ92wicGMX60pe+VHEHw3SvcrGJA54nDe1kkI1uNh68u8RtzJgxWSdNHZcp\nI7DhLxunpgLvdly0fPCxyMqsWbMKx6NoHFL4PM8IR9H3tEwZpeGZFb5BvDMI7y5xa0f+pDhRh8Cm\n6DeiDBviQPpb+Z2lfklpoWOITvl3v/vd8T1IaeaXkdfEne8rebLgggtmnTR1TDpSuM08mC8fWRat\nZtNMvJJb6jDeG36rCXNtWYMEIS2YFjPCnRXSce+99wY6bxHcYQLMyE+jwkrMSJF6pWjepLj1VRsk\nn/eM9qYymcKu9pt1Q9omTJhQqm4rWi8St1a1QUgHHRVJsMCiTdHIqDFlc9FFFw0f+9jHwtlnn91j\nVPrpp5+O7Y9DDz00eV31l3qsKAeeJf4oXPz1JnReJ6HD8PLLL48KfdIV8uUCv5uxAM6WD+o2yu9C\nCy2Ugmz6l/CL1G3ZgLJxyl5v5JjwE5tG3OfdULeTR+2IA9+jVK6uueaa2DG86qqrxijSJqollP9s\nfGt9Z+mozAplJ/sc9/J1ZtZ9b8d9qqATOHM3eCHI4PwHePnll++RGCqElGAKNS9+Ou8tIdXuUzDK\nwKHyo+e5nXGgQVk2fApNKqTVONW7Rp7xbNk4FM2HfKdONh4oXrxIRSsvyhjPFn2eypfKKxuneiyr\n3StbRnlHqGhqVTbEMfvxY2/KbHyJP/eLzhfjHaGMZP2sls5618owqFc+kr9Fzexgw1/+g10vLdl7\nPMuHuR1s9thjj2gtgXkXHwxGF4rGI3HMpq2ZYxiQB2XKGHVQkfeU8pkV8jLlJ+WWOqAoF/wty4Y4\nwCbFKRvXRo5JX1E2+E/6SUOrGNCgp8wlSXUDI1VbbLFFuP3222OYNNhTmMSB7wN1eRGh/kp+FHk+\n+0z2WwfbdrdBqEMo94lVNq4c5zsfUZTybsnfRtzl/U7n6TsLG0bhGXlmpHXJJZeMpuH58NJz6Ze8\n4d3n+SLCN6wv8oGR0gu6LQBQIlGy99lnn/nYEd963xjqtjJtkLLvL1woI73lQT3ulA/8OOSQQ6KV\nC26xuoN7I/7yPO2P1VdfPVpXHHHEEXFkMoXZWxuWsMu0QXg+1TMpzHq/pCtb1zAARvxTG/UrX/lK\nYJQ9CR1e9TjUKx+Uffwu2gaBC2Wk6PeB53l/68U/pbPWL/mb2NRy09v1VpTRInGgvZvWZCIO2XqE\nfMXKkEFidFHeZaY+kJ+MtmeZ1XpPd9lllzhqnqYXUadkn4ML4RaVYd2VZrFas8kQ+TDTa44pVi1h\n1UR6tBBA0rDMfuxrPVfrOi9t9kWs5a7WdXqNKRRltligMij6chKvFVZYITz55JOlPm5UEEWzmY4V\n0lDGTKlMPpD+rDzxxBOV0+WWWy6Wj6INf8oYFV+Rhj+R4EXmL72clYg1cVCGDcEwak4FlK8UslG4\n8MILw/e///04UnfyySfHEa10n4qHCqRI5YcfVN401JqZs5PCTr9lGNQrH0sssUSsc4rOk4RL+sCm\nuDbzC1vmgJeZ2lOGDXUfDemVV165cP6S3jJx4PllllkmxqNMGeMdLfKeU3+l0T/iwvckxQNlhvLL\nd6eolGVD+cCklDq6iFA+qduLsCE86nb4lFmfIssA80DMY2HK1LbsaC55+M9//jPQIM6OMnDONzJ9\n+5vlQCOUurzId5b8Jw+SdFobBMWRvE2NzBTP7C9bGf34xz+OWxl973vfi9MKs/dT/jCaxEJXSy21\nVMAdClUjQuMVJTZ9J/nWsJXnSiut1NDIIHnDO1e0DcLADY3nMnPnE4N8eikzTLngO0I41aTeN/04\ntJ4AAEAASURBVGbZZZcNzz33XGEFivJH/ia21cKvdw3lizqOer6oZNmktmY+zfX85vvPu5tG4HmH\nmNNLXcD6OMxHJ521hO8s38pUL9dyV+s6dSDbeFFGGxHm2hM/8p759nQ4ZRngB/UUbaYDDjggrptR\nz988q2wblXqO94W1G4oIdRvsin4fYEsZJV+LSp5Ns/6gJJO/Zba/KxoHTNi/+tWvxnYgUzg+/vGP\n94g+5RY273znO2M7mLqA+jFvOUIe1GqDcP3mm2+O3xHmsOeFeqWoFXSfjqAzL3ajjTYKKFIkolYF\nmE+Q5xKQQOsIMEeRP2VoEeCjts4668TRiaG+ANLQyvn2pZa5fpi2VxMai40qhdWe91p1Aoz25OdX\nVnPJnFv+ygrKcrWGaFl/2/E8HVSDJS2t4EdnTFmhw6+T17phvjojpfUEM2imiygDmwCLHt7ePThc\na5CAzq3s+8+aac0K3zXKVF9InyroG2+8cWDyPQ1FeoJYMU+RgAQkIAEJSEACEpCABCQgAQlIYH4C\nfaqg02vBXBbMMzBzUiQgAQlIQAISkIAEJCABCUhAAhKoTqD47PXq/lW9qnJeFYsXJSABCUhAAhKQ\ngAQkIAEJSEACFQL9oqBXQvNAAhKQgAQkIAEJSEACEpCABCQggaoEVNCrYvGiBCQgAQlIQAISkIAE\nJCABCUigfwmooPcvb0OTgAQkIAEJSEACEpCABCQgAQlUJaCCXhWLFyUgAQlIQAISkIAEJCABCUhA\nAv1LQAW9f3kbmgQkIAEJSEACEpCABCQgAQlIoCoBFfSqWLwoAQlIQAISkIAEJCABCUhAAhLoXwIq\n6P3L29AkIAEJSEACEugnAjNnzgwPPfRQeOONN/opRIORgAT6iwDv91/+8hff7/4Cbjj9RkAFvd9Q\nG5AEJCABCUhAAv1FYOrUqWHbbbcN//Vf/xU222yz8Pe//72/gjYcCUigjwm89NJLYeuttw7vec97\n4vv98MMP93GIei+B/iOggt5/rA1JAhKQgAQkIIF+InDFFVeEp556Kob26quvhvPOO6+fQjYYCUig\nrwlceeWV4YknnojB+H73NW39728CKuj9TdzwJCABCUhAAhLocwKLLrpojzAWW2yxHueeNEaATo7J\nkyeHtddeO5xwwgmNPaQrCfQxgfz7nT/v4+D1XgJ9SqCQgo5ZSV5eeOGFUO163p3n7SMwZ86ccM01\n14RLLrnE+TrtywZDloAEJCCBfiCw2267RfP2hRZaKLzvfe8Ln//85/sh1MEXxDe/+c1w//33h2nT\npoXzzz8/3Hnnnf2eSEZIL7roonD99deHrq6ufg/fADuPwK677hp23nnnMGbMmLDxxhuHAw88sPMi\naYwkUJDAiGaemzFjRnS+xRZbhD/96U+VR+fNmxcOPvjg8MEPfjB8+tOfrlz3oLMIHH744eHaa6+N\nkUJJv+6668KIEU0Vgc5KkLGRgAQkIAEJ1CAwatSocMYZZ9S46+VGCbzyyis9nKIs96e89dZb4cMf\n/nB48sknY7B77bVXOP7442tGYdasWeGHP/xhXBxwhx12CB//+MdruvXGwCUwcuTIcOaZZ4a3v/3t\n4emnnx64CRmgMWfhTepXphl87GMfCx/4wAcGaErmj/Ydd9wRLrvssrDsssuGww47LIwdO3Z+R318\npSntbMcddwy33XZbjBI90kmGDRsWll566fD1r389XfK3wwjQ4/zrX/+6EisWy3n88cfDO9/5zso1\nDyQgAQlIQAISkECWAJYHrJTNitnvete7wjbbbJO9HY//93//N4wePTq2Bee7WfICo/dJOccrRtHr\nKehnnXVW+P73vx9Dvfnmm8Nyyy0X1l9//ZKx8HEJDG4Cs2fPDo888khYZpllQiPTBU488cTws5/9\nLEK59dZbw4033hhWWmmlAQ+JDod99903YHWM0CH5ve99Lzz22GPRWoMOof6Q4c0EcssttwQycPfd\nd4+/HPNHIui9WmWVVZrxTrf9SIBOlNVXX70SInPxllpqqcq5BxLoTwJ33313NJWkIlQkIAEJSKBz\nCbz//e8Pv//976PV3dVXXx2yAzTE+qijjgpbbbVV2HTTTcPZZ5/d8oTQ6M+GucYaa9QN429/+1uP\n+w8++GCPc08kIIGeBJi+wm4XDMTyHv/5z3/u6aDKWfY9mzt3bhgsq+j/85//rCjnJPuvf/1rwAKZ\nHQM22WST2HatgqPll5pS0FHyMIm+9NJL4y/H/A0f/n/eJBP4lsdSD1tCgF7lj3zkI3EqwoUXXtgW\nk42WJERPBjQBVl6lk4/FhjA/xJJDkYAEJCCBziUwceLEsNZaawXMirPy7LPPxjZhunbqqacGGutF\n5N57743ziI899tgeaxotscQS4Sc/+Ukcuefb8d3vfreu90y3TMI0BzoPFAlIoDYBprz+61//ig5Q\n1n/0ox/VdvyfO9n3jEG/9773vb0+MxAcsG3fhAkTKlFl/ZKf//zn8RxrZEbT+2MdjKZM3FNsMWXA\nvIh5SUSSyvjll18OSQFM7vztLAJMQ/jOd77TWZEyNkOOAOaJSZhbiGXOJz/5yXTJXwlIoCQBzIEX\nWGCBaKpY0isfl0BdAizQxUBNMgddZJFFYtmr+1CVmywy/KlPfSpMnz493mXl+AsuuKDicqONNgr8\nNSIsHoYZ6kMPPRTnxTKVzwGkRsg15oY5/o8++micOrDkkks29pCuOppA3qQ9f14t8gcddFC0nOZd\nRVmfNGlSNWcD7hrK+S9/+cs4LZg56NQ7DGqy3hpCHceAdV9LUyPoKTKf+9znwrbbbht7U/fYY4/A\n+QorrBC34Uhu/JWABCRQjUDePJE5jYoEihCgYcDI2h/+8Icijw/KZ77xjW8EFnLdbLPNwmmnnTYo\n02iiOofAuHHjAmVu/Pjxcdpc0UEALKmSck7qsuazRVKLKepnP/vZsPLKKxd53GdqEGA+7vbbb9+U\nKXQNr7zcQQSwZqRji6kkrNdw6KGHNhQ7dEHmazNvfTAJU4BJ13bbbRc7HphvT13HQOcpp5zSL0lt\negSdEfPXXnstzjliywsqVVZw//e//x1uuOGGaLLaLzE3EAlIYEASoL5AmK/EnCfMhxzdGJBZ2dZI\nT5kyJX5v3nzzzRiPk046aciv1kzj+dxzz63kCysc04HO4l2KBPqKwEc/+tHAXxmho5ZGPu81kjWf\nreUvbvfff/9owfmZz3wm7LfffrWczned7w9mvFgA8E1yTZ75EFW98Itf/CKwICCCLsBifNQzysAm\ngMUVimd/KZ8Djdaee+4Zp2b2Z7ybVtAZ1me5eV7MddZZJ/z0pz+N8cUkgNEMRQISkEA9AigLX/7y\nl+s58Z4EeiXw29/+NiTlHMdMnRjq2ynxbjHnFhNUhNEQzI8Hqrz++uvhkEMOCcxNxiqAxqOdDQM1\nN+vHm7J6zTXXxK1gme/+oQ99qP4D3XfpFHjuueeiO/ZqZ+Rvgw026PEcq1K/7W1vi2ap6QYdwmzV\nhlk9grLOHFyldwJ502fmHisSkEDrCRQycT/ggAPC2muvHdZcc83wRPcqzOx/d/LJJ1fdeqP1UdZH\nCUhAAhIY6gTyUyXy50ORD0rOt7/97YCCw8JaLKbFyMhAFUY46Yhh0SLmBKYtfQZqeox3fQKUW0bC\nd95558riw/WeePHFF3vcZqX5JFh7YuKOCe56660XrrrqqnQrsLBdUs65iIKe5pdWHHlQlQD70ZM/\nCy64YNhwww3DkUceWdWdFyWQJUAdzoAu23HzS+drJwr1wK9+9atwySWXtD2OhbrWv/CFL0TzI3rm\nWTAO2F/60pcGxf53nVhgjJMEJCABCfQkwEgZq6ky8rXaaquFL37xiz0dDNEzGs/8DQZhIdqssBit\nIoFEALP4Bx54IJ6ym9Auu+ySbgX2TmcPdISFjFldnl1skOWXXz5uO/v3v/89nrOve9qNKF7wX00C\ntPuza1uwSBzKlyKBWgRYQBJrl3/84x8VJywA+etf/7rjLKK+9rWvVTqCiSOWefmdKyqJ6OODQiPo\nNIboPUOo6I4++uhBs7x+H/PWewlIQAISaBGByZMnx0XijjjiiMo3qUVe600HEGBVbxbmQViVO01h\nYM2bNA+2A6JpFNpEgPnQjLizP/G1117bY6GqvCl29hyrkssvvzwcd9xx0eKEedRK5xFglJWFurDY\nZWBw5syZ/R5JRlLZdosyxlQbpXkC7CueVc7xgfo7dZA172PfPcHoeRJ2KmAFd+qWvMyePTvG/403\n3sjfatl5IQWdhTzYuF2RgAQkIAEJSEACfUGAwYA77rgjXH311dFaj7nErNrPwpLsbf2Vr3ylL4LV\nzwFCgFHvY445Jvz4xz+OUy6z0V5ppZVi+Vh44YXDiiuuGFeaz95HYacDaLfddovrNmTvedwZBMhX\nrHQZoU9mx/0ZMzoCjz322DB16tTw2GOPuXZOQfhsVcbWZFlhcUYGeDtFbrrppmgNzpaMWWHhVTqH\nsoo4a7CxkwEr32+66aZ9pg8XUtAxaWE5fua4YWKU/m688cZsujweoASYu3X++efH1VHPO++8AZoK\noy0BCZQhwGgFJuT77LNP3KGjjF8+K4GiBFCk1l133bjgHd8myiS/yBVXXBHY810ZmgQYgWNqC/Og\nmVeeF3YwYDDprrvuivPQ8/c972wC+SkuKEv9KYzgZ9cmyMenP+MykMOiDmcf8c033zxuyY1SS0cr\nWzN2grCGGrtB0BlDpwy7C2WFMvD0009XLrGeBR02CMr6OeecU7nXyoNCc9Axaa/Wc73ccsu1Mm76\n1SYCLMRzwgknxNDpVZo0aVLYcsstS8WGPU1ZuZtFXVhkELMlZWgSePDBB2P9Qa/05z//+fg3NEl0\ndqpZYIwRDIS5Yph5YWqoSKBdBNhFhhHRNJrBCCojMcrQI0AH4ic/+cnKYm+0MVhIUBk8BLBw4NuD\nYszAIAtS96esssoqcZSUOCBpi9j+jMNgCYuFGlHS2yUvvPBC3I4Ry5q8ZOsNFHSsali/Ik2p4DvD\ngDQdgui52eky+IX5Pkp8q9exKDSCzsuCgs6ekyhae++9d1yU5g9/+EM+3Z4PQAL56Qt//vOfS6eC\nhRcoxKyc+o1vfKPS+1TaYz0YcAQY7WBOEmWBjiDnknZmFtKRkhUawIoE2k2ArdbYs5pGEisC04Gs\nDD4C7HHOIk3/8z//UzVx1VZiZzE4ZfAQwNyYKS6sNXDbbbfF9/6GG26IK2wzctkf8p3vfCcq5kyl\nYGs+ZeARoB5J6wgceOCB8yUguwMM25RS7rLbNWLOzgKTyaR91VVXjYp68oi56qkTJ11rxW+hEXTM\nhiiobE3BVmv0aLOQAgv2KAOfANuSXHrppTEhjFjsuOOOpROVNw3qb1Ol0gnQg5YRqFYWaHArnUXg\ngx/8YLjnnntipBilxDxNkUAZAoxisCAXc0rZAov2Q7OCeSTbaWGNdfrpp8f5gbRJVl999Wa90n2H\nEsB8lEYxCzEh5HN+X3RGssjztNAUCxczmEBDXOlcAow0MoXyT3/6U9hiiy2i4vODH/wg/Otf/4o6\nBO3PrDB3mdFXhEX90ijsueeeG37zm99E/YN7KElnnXVWXHGbOcOsldWsUJbOPvvsaJWDH6x5scce\ne8QdAfCLOP/whz9s1lvdt5nAf//3f8edHIgGivRDDz0Up2anaJ100kmxo/f555+P61LMmDEjTotJ\n92+55ZbKaDq6C+WX9VGeeuqp5CRaeVROWnTQ9Ag6c7/ouTrqqKPCdtttF2bNmhV7l1iwhZ4tZeAT\neP/73x/3DMVKgnUFaBCVFSq7ZP5BQz9VuGX99fmBRyBbFvhAM79U6TwCn/70p+OHiClNLNBTpMHT\nF6lCucMah61blHIE+J7T0d5f25cxekHnLyaFmCe/+eabhRPA3OOLL744+sWaOJgk0h5RBhYBlHDe\n52xZoPMmKeekhrYIqyn//Oc/rySOldiZx8ogAjJ9+vSw5557xmOUOBR12qjMD11//fXjwoI0zjFh\n3X333eN3hzmnaT2D+KD/+pwA7yxWlEyfxLKSzjU6YNAfmP5IfVRLsitsP/HEE1HRwi3fAvKexSQp\nI6zsnxfMlWl7rLPOOrFzkO8I61c899xz0SlKGXUSU7kuu+yyqKg98sgjFeUcR7SHrWPyZDv/fLHF\nFusRSTrzsMr4wAc+EDbccMNYFimTdPowWHTQQQfN5z57gU4jrMfHjh0bL7MI5U477ZR10pLjpkfQ\nqQyJFEo6BZ090JEJEyb06E1oSez0pG0E+KDxl195sWiE2AMRRZ+GIOYkSVkv6p/PDTwC9HBjrohC\nfuedd8YeRxaYtCx0bl6y9gQjWTReOkEYIaPjgMYVo2c0xrDgUpongDkwo0OYkGLWx8g2VhN9JTSQ\n2Zs6CSMRLLxTdCXf7FQslDOUuokTJ8bGFu0RpfMJ0I6kc4VvA41o2pNsp5ef9kT9w99Xv/rVsNZa\na1WsJTBzzyrYKE8oeIy0IqxzwuhYkkMOOSSOnKVySHjsCNCX5T6F7e//EchPncoq5OQlU6myJsdZ\nbsxDZ2ocgpKV6g6UbEY/k6BYU17SdtBcx8o3Kfh05qHQp7hgvs5gQfIb9/iBWTPlMpnTr7zyyq74\nD5wBJlg9sJ4B+UuH0OGHH97jW0RH0d133x0222yz2KbIlkkWsmPROOokLCje8Y53xPUQqKd+97vf\nxU4e2iKjR49uOZWmR9CJAb1cLBaEeRq9WCzcwCp422yzTcsjqIeDhwA9U5QZFbLBk6eNpoQKj/k7\nxx9/fDRjY8SEspBGPxr1R3dDhwANLBaqQ/FitAXhQ4tyjmCOmF3cJV4cgv/eeuutwLxsFlxkS6Ik\nKLAsakTjE3PwvLBmDMo5gmJz2mmn5Z209JwRhqzVA4v1VFuwp9FAGR3NCw2wK6+8Mn/Z8xwBrBho\nx7FLS3aV6pyzQqfMHT/iiCPCoYceGhXvvCcoSXTW017EtBnlHEEJYrS73kJgKHCf+MQnYsfON7/5\nzeiezqUkdMxky1i6nn4ZlU/KebqWlLZ07m/fEsi+t7QFs50jDP5tsskmVSNAB2JSnMjzM888Myy+\n+OLRLdZd2QVMsQLNKuc4ylsJJeWce9Sf+JFf/IvFKIkjHdXUX2nRVJ5ROpMA7z9lg/qFPLvuuuti\n2aD9ifUuljr5OoCU4I6FrFHCs4J7OvKYVrXzzjtHax/WJWD0/Utf+lLsGOoL5Zw4ND2CzkOYG/FS\njRgxIjYIiDwRLfOxxV9FAhIYnAQwDcuaLF5//fVxH+PBmVpT1QoC3/72t6MJK34x15CGdN6ihwYd\ncxeZK5hvXLUiDgPBD0zzLrroohhV3jPMeOndZ4SIbYIQRoMuv/zyeJz+5Vnmz5O7VvzScUA+ZQXz\n5JEjR2YvNXX8rW99K46knnjiiT2e68t09AhogJ7wLjFFEaG80LhMpuGtSBLmxZQ3hE6gtI4F5yhJ\ndBqlUe/sHE7u8w4//vjjHFaEEavsiDprmGCq/MADD0Q3tEMZ/WSkk0UDyX/WzMCqohHJbp/UiHvd\nlCOA4sROQffdd18csUSxRqFmXjAjkbW23sp2xtKhmMoQx4y6Y55M3Uedwsh3Xj7+8Y/H0dFqnZUo\n/NRP1RYZpLwRBh0Eg034bpxxxhnRAppB1sEw3ZBOFDr2kzAVinJBXYc0O0BI3idhLnoS2rN0cPOH\nco9lT6ulkILOR5+PPeapmJhQwTWb6FoJSb1evGSMrqXzWu7rXafiLvM8c5yoBMr6UXaUkPBTZVQv\nvdXukYYy4cMQP8owKJsPKV3V8oLGRdERANKV8jiF0cwvZZRy3042hM/HpWj5oGzwB4ciwnM83xuD\nbO824VCZpWfKlA/SnS3fyU/CgA15lL3G9UYFf/GDvyLCc42wqed3GTb4y/PtjgPhU0abLWPZVePJ\nZxr97ACA1Raj5yxeeUH36qx/+ctfYoOceae9rZdBHFI8YMNx0fKR+JZ5HjbUYWXKWJYTdSENTfxN\nyjnxZDQ9H0/m9GLyS4MG6yZGJPNueLY3aaSM5hUxwsFclHiSB434US0ezGlnxIQRMBrXG2+8cRxh\npbw1IoSfl8SgE96dvogDilBWOE9pzl7PHlNGG/nGYM2RlHOeZ743Cg6myQjlMOsPjd8Pf/jDsQOO\nbwQjWDSms4vIMtpPJ1RS0MizpJzjJ/lPp0DWgnPrrbeOjWbu4x6OKPCYvOcFpaS39KdniHvWLX7D\nBv+LCO89z2aZNOMP5Rw/snFq5nncEn6Z5wm/2e8sI5lp0VEYvve97w10tDEyiRXEFVdcMZ+ZOxZ3\nae9p4oz+wegmeU05Q7HHeqaWefy4ceNqoqGuZBHCWvUGo+21GFHnZuvvrDvqtmbZ5COJH1n/8/fr\nncMWycYpuUdvO+6442LZ473g2/rb3/423a78li0fPN+fZTRfv5GQ7Ig5+cW88z/+8Y+VNDZ6sMIK\nK1RdDI5difpiccpCtUqa60VCKTwM9WOWRI9Y2blfmDUi+E2llc4bBZh1R6Es8zyjM1T+Zfyg8k57\n6WXj1swx4RetwAmfj2DR56lcyOMyDMrmQ2JFZZOPB2yr9XqmZ+r9UhmTv5S1IgIX/MjHqRm/yrIh\n7uTvXXfdFUcbMflidKHR9zBV/tnR7WbiT/lo5D1lEUlW0uQDwNoGLMaSuJVhkD5AKc7JT85hQ7qy\n15K7Rn75qPBxyfagNvJccgPbRtgk99V+y7DBP56v9t5UC6vWtbJxgAEMmy1jNLiTuRl1MR9AttRi\ncReEBvtVV10Vjxkt+973vhfe/e53x/P0j/KZFeqKFA/e3U5gQx1WtIxRPln1OG2FyeghnGissnBN\nGo3ErLTae4A1HCMnzOVFqrnJ8qt23Ej5YG4fcaW+RVCs03eRNQSy31lGJFhbgFW6WayHvK8nmGoz\nKpv8471vNB358kE46VnKR7vfX0aCKbMpTvU41LqXzx/MdZkqkr571M29+Q/b5L5WOFznfULxYo0R\nBKWbbxLPw5JOIbim8o7ly6mnnhr/4gPd/5grTPnAvJj5olhmsjo3ChblGVPTrPCto8M3mwamUjEa\n/8wzz8QOG0Zo2TopK7wnPIf1Z/bZrJv8cb6+IE2kLZXrvPvezil/5G8jbKv5xTeKNl6j8a/mR758\nVHNT7xpxL/udJc+T8o2VBVMfsqOghH9ctzJJ/ZbyFCshFvtDOUfoCGKUu9ZIN5a++dHzbFnED8ol\nnZWpPuQaQv1Vi3Feec66S9+b7LX/87Gx/5Q3ykh6Xxp76v+7SnGrFj5z9im/SZgeVM1d2fJB+exP\nHYIOGyw0k8CPTkBW50/C95LO/LSFY74cJHf8YtVBByMdQiwMR92JRVgqr9TRdDBVY8fzZdbIKaSg\nY7KEyRGFB0E5Z24Iw/yf7l7AR5GABPqPAL2fKLzJpI+VSdkGotOEusH6odNypTPig/nZCSecEHva\naYjR6bvffvuFFbp7rJ/oHjFnShUNp6zkP3xD1bSZueco43yTmWeH0oPQeUFnBiOHNFDaKYyW02ii\nYUNDJ42e5eNEGmgEJYWHRjem7ErrCLC/7zXXXBMbp3RotWrkh7UhDjvssDhahWLO/E/ahqmdSApo\n7GMmymgpCjSKdF4YAc2P5NHhhPk6yjAj3qkxTKcPK3fnR0c5pz5JQhyyigbHrCZOw1xpP4F8XU7+\n5CWfp9xnLZusYMFRS/Jh4I7BAhYHywodNijodBwhvCO1lP7scwPtmHqYzjnqZN4PBnbaLXS+sWYK\n7zfrWDDnu1nhW0dHPqvxk+dMbaA9gRUEU24Qvi+kH6sJOgKZcpGfgoU73FC/0CnEAqS0MbjG4MAS\nSywR607WxOirHW4KKegkmpENzASS0OvNqu6KBCTQvwToyUvKOSFnVzfu35gYmgSaJ0Cjm0ZRalxh\ndk0PN41vRtHpAWeUhtGIrGzRPe+UjyNmjYyyscLzUJX83sFwQKnZZ599qiLBRBizP0ZTaXj0h6yy\nyiqBv6ww+kUnAlPlUBzp6E/KOe6yCzlln/O4HAFGjvlrpbDgHKtjI+QbjetqStGyyy7bYzSrmTgw\nGsfaFEmxp95gtJ4GMvVBLUnP0fmHMsKvynktWv1/nV1+WAj0tttui4FznDpoa8WGjluUpDQdgnxl\nvnEtIQw6grE2xC07WOy///7xjylTCJ0/fGu4jvKGosgI6mAUGDC9CZNwOj/6Sslshh3f/jQNBesu\nvk9F1pZhocH8YoN8I5OCTpyYMsHq7AgWG1mhU4Y6gu/V3nvvHa12qEOwNiNeyaKBTmf+sLCgvPLb\nSimkoNP7iRkBvU9UtrfffnssxPSYKhKQQP8SoKJZeumlYy8fIVdrrPdvjAxNAo0ToBGUlHOeokeb\nDyAKej2hgcG3iD+lcQKMYNKYQJh3zqhFWg25cV/Ku6Qhxog/o+TI0UcfHUdds9saZVd8Lh+iPvQl\ngewWVYSTXzW7VWGjOPHHqu9861544YXoNcr6LrvsEldwxuQay5LswsXpuVbFQ39aR4DOEhThpKBT\nN7CmCNPiqgmDEihXyZICxZr8Z3SzlqBgYTWRhDBYII0ywtx3LHXo7GFNE0ZfMbsf7MI3lPZjJwgd\ns9l1U2gDsMZAEQW9WnpQtPGfqdhMeaH8EAZ6a/oGpefoWESZ32uvvSr1GAMJTLVJynlyyy/brfHH\nN6xWp3jWfaPHhVY/omf03nvvjWa1mEcRMXq8emtQNRop3UlAAo0TYI4mZjjs5cg8XEwBFQkMFAIo\nZOxRmoQVeGlMKX1DILutFI0NGqPtEDoGsg0jzAYxTSR+mDfSGKo3ItaOOBtmbQI0ZrHaQMhHTEtb\nJXQkMao1efLkytxPFnlKyjnhUH5oHGOuilUGK9NnrTHycWE+MlYkKHvZubh5d563lgCs2VovjXwn\n3/NTlFCgUaSYK3zDDTckZ/EXS42knHNhhe6pULWmzfR4sPsEqx3KJvOGWcWccsPoelo3AfeMsjNH\nmzBYAAzlTOlbAuiPdKol2XXXXeNuJLyn2V0c0v1mf2kb0+nDVBxM3lm4lA5g8jf//lNvsDBlvpOR\n+m233XarGXRaE6emgyZv1B+iqONZNXO1Os69JQEJ9CEBGkRpVKwPg9FrCfQJAczJmCLF/DNM1jE5\nZKEwFmBRWkuAkaqsUt5qU+dGY0sbghGc1DhabbXV4qOYWrLwmzKwCLAIG9aUKF+rrrpqr4v7NZo6\nRrxQ0BFG6emAZos+5oWyCFZaYI11DrKKHIoYCnx+7Qr8YRcitppLz6LcsW4Li1kpfUcAxYfOWBRg\nOmExLU6r77OODp0uLNzFwB/TZlGmEEbHMXdOHbd5s/P8LjH1UoCZcnbrP9xitYWCmO3QYZE6lHYU\ndSwUWVmehemUviNAhyyWLnSIkMd0tvGeMr2Nke6iawEwiHz66afHiKN0sxYSazXVEspnXrC0YNFK\nnmM6FqP7WO+l7xfuaYe3Ugor6K2MhH5JQAISkMDQJsDIKR89hHlxnDOyobSWAFtSMaWAef6YCLOo\nTn7V4taGOL9vjDRgao81Ho1w9rruhEWK5o+pV5ohgDkqUx9bKYykZgUlnS2h6MBDsCCj8Y4ilRVM\nd2spVChfSTnnGRQxFgvLz1vN+udxeQIoSkn5QQlD4UoKOp2xrGOAUD9lzdXTNKikoDOyzggnc8pR\nzrG4yVpT1IspI6Z5oaMwq5xzn5H1NEpPZxAm74cffnj+Uc+bJMACkHTCs7ApuzUstNBCPXzgW4Dw\nfrLQY1p7hkXIUZBTR26Ph3o5yU+/qaecp7DzXlL2+EalTiOUc+qd1NnN/dSRmH+26HkhE/eigfmc\nBCQgAQlIoBqB/IJS+fNqz3iteQIsusdiPJh3tnK+XKMxYWSMhi6jnawmjrnhSSedFFfIbdQP3Q0+\nAky3QHnKrkdBKln8La00zygnjXSUpyR06jEHOc1fTtfxJ5nGsj1bdoutanVLVmFPfvhbngDsUydL\nnnv+PIWG0sZ2zkkYXc+v1E+5QMm/9NJL4/S+5LbeL+6zi1vjlvU3sqOgtZ6vFdda7r0+P4FHHnkk\n7tLx61//OlpPUO/Xkssuu6zSYZ/c9LblZnKX/2UXmGRlQR3CX7PCAqZJOedZOpmz08WwRMPSopXS\nfCxbGbp+SUACEpCABLoJoLTRmKORTs80H1Vl8BHIr8yOCbMytAmgwDG384nulblRmFC60r7ljEwx\n55iRN7YQ5O/MM8/sscVWfs9saDK3nEXGcE9jGnP4Qw89NC46xe4PjMBmBfNazJizC8tl73vcPAE6\nAhlhZOoAvNl2j6l47EnOVBamNNUSduVgHjIjqEyZ4BfFjo4XFvhiNf9kqs5IPKOkbPOXV+ST/889\n91wsY4yGs40bI+bsYMFK8KkDIbnllwUsGZXH7B7LCjoJlHIEsIzLdoTlvwVZ35kvnpWNN944Lkqe\nvVbtGEsa6gt2BkmrqpPflEPWnGDKC3lK2Uyj89X84Rom69mOvaw7dk7KPv+3v/0te7slxyroLcGo\nJxKQgAQkUIYAO4JgxqYMbgKMmDMfMJmUMudQGXgEmCKBAsyoEltWZUc8m00N5uoo5wjKEqbOrKqd\nhBEvRsmTMIqeXUCwlnkzShmLESIoBijyabQUE/hso5oFC5mHnlfcU5hD6Zd1BH70ox/FregwQy4y\nMsge5cn8F0WGldJR0FnMlr9GhHUFktC5kr4PmJvnV/dmhXasc7DMYRtoOltYPI6FxzCf5z7KOYLp\nOh1AjOimqRGMsKKwswMA85+Z9543v05x8bcYAZRsFgNMI9G1dhxCKSZvskI+suo+69Pwzdh+++2z\nt+MxnTQ77rhj7KzhAuUsrc2E5ViqQ+jgoYzn57RndxDh+X333Tecdtpp81n1cG+NNdaIgwkcI7Rf\nWi2auLeaqP5JQAISkEBDBGg08yFOH+yGHtJRxxJgZWbmuDMP+ctf/nJFCc9GmLmlNNy5T6OZUbK+\nElbqrTUC0ldhttNflI2nn366ZhRQcBgN3GqrrXrsCVzzgRo3aAjvvvvuUcFlPiemquwk0qigULPK\nOostoeTnTVfz53l/Gd3caKON8pcDjXBGzhCUehYkY35xkqScc87WXnDIimbMISqo5A1WB5gZo6Q0\nK3DOj0rnV2lvxk8UfPabTsLIK1ZWaU56uk7ZZ5SdqTu4ZxG6NC84n7f594TpEIyqsnglyj2dTij8\nqSMxheFvcQJLLrlknJ7CXuJ0AGVXbafzjJ0a+B5QP2TN0KkPWCOCldh/85vfxOfYDg+hYy+VNdY3\nyM43J+/p5KEeyL77PMf6NmlRN8Laf//9YycS9QLCXHgWJlxuueXiefYfdQq7VkyYMCFepgMIq55W\niyPorSaqfxKQgAQk0CsB5gOy3Q1mZ3yAzz333Lj1Ta8P6iDu1fvXv/41NiAYJeoUoUGMKTLCQkA0\nuBg1ywujD/z1pbD6L6bSNKZQArNb+fVluO3ym/eHBikNUdJ63HHH9YgKewAzjYQRQoQRaEw9iwjm\n4/n9gB944IG4DVryD/Pjf/3rX3GqCmbEWWE0NY1ssxYCjXJG19i+l86dbMM9+1w6pkHNKCp7FdOw\nxtwUYScIlEpGxlEGWCQOBevUU0+Nyly28Y65LXUQgvk7c5Pxa6gLylEaVYYFI+FwyivDtThRvih/\n5A35xB8j00lRrvVcveuYyKM4M3qKMNLJKCgj3VkLHN71vOkx5RJBoaJMsko8ZYNO4bQIHPdZyZ1F\nK5PwXWK1bxYlw8KjTAdD8tPfEDvQsIDJCvmSFFzeUUatKS/HH398dMYigCwqmhU6aZgqQccg5YNF\n29Zbb70eO4Pgns4dvgN0BjI9gqkVLDKIqTtroFD/8C2iwwehfBA+zzDCv/XWW8cOA8oLflG/Yr2B\nck8HDlPysMbIW3REz0r+cwS9JEAfl4AEJCCB5gmwAi+NIISFntIHunmfhtYTjGztsssuUemk8YCp\nXqdIVgEiTvl9ZFM8URYZdWVVXBpECIt8HXTQQXGUJNtwTs8088vIOQ0shAYVCmF+BKUZ/zrdbTIh\nTmlk/ibbjGWFBmZSzrn+2muv9ZhDmXXb2zHm4Wn0KLlNq3FzzjZmdL4de+yxsYGb3yUgXy7ozEGh\nY/SKhi7lozdhgSbymF0IGOnincBkFYUQU9a0gjsWHXQUYK2RlaSccw1LnnPOOWe+NGXdD5VjFJfs\nCuooM40q5zBiRXzyEqFzBGWad5t9x+sJI6FY1TD3PD+6zXOMuKJEUc4YgUVpY0pCVhglZ+2SrDLN\nu0H5oEOK65xTHhu12qKDIpnWZ8PyuHUE8vUB3xH2HKddwB/1SBrZJlTKI51+yWon1X+sVUA7olp5\nPfroowN/dLqcddZZUVmnPJ199tmxbKSpLdQ/aYcIwqJjgOkvlOVUv1J3Up9Q3lD8+0I5J2xH0KGg\nSEAC/UYAM1gqYEyIsuaH/RYBA+oIAnkz1rwJYkdEsgMjccopp1RixSgmCnunbP9D44cGDY1fFudi\nLiiKD2bHvPcoiDTAb7rppsoKuLhHgUY5T8LzjHoXFeaOZvfIxgRxMNc1pJU0JqWTESUWRsoK84hR\nYn/xi1/Ey4xS466IEBZzfZkTijLFNIKDDz44Ksss/JVVaFC2b7/99hg25vCUBcymMUfNr9hOY5wF\nnlgxGUWPdGWFRSRR+BhJxRw5CQpbdlQOZY/6hAXn2KqJxjSN+FpCgz6rANRyNxSu855ghUCnCUya\nnYKSr8cZjUdpYg55LaGDhEXYpkyZEp1g2ZFflR9TYzpg8G+L7hXcUyceo+FpxJ8ygeJG5w0m7nQU\npVF3ykTROgDFjnLN9BBGbZX5CZB3dI5R7zcrdKCkNSGYpnLAAQfMV//znaBOY+SaeoN3Pit8M6j/\nKH/V6rVsXUP9hLKd7VCmjsBagtFwwsGiop7QycPuEnzXUNApH3QWtlJ61n6t9Fm/JCABCeQIMH+I\nuYOM/NFI48OsDE0CLBbGPFYagZgqMiKi9E4g33DopIWMWGgJxYrGPQ17zN1pwGBminJGo4bOhGQ5\nQWppaGc7HbiW9krmuIjQEcA8ZdjQgGfF58EsKB4wpPHKKCFKabXVrJnnieJCYze7yFoRNoT19a9/\nPYaDuTijYIxo3nrrrfPtVcxoGI3w7bbbLs77RtliT2wWIKsmLOaVbTzTmKZDgTqDkVgWGcxKMmPm\nGuWLsHBH/IgTHVm1FHSUCspHtVG3bBhD6ZgytPfeewdWu2+WC9/3/PoA2fypxpGyk5Rz7tMRU8uK\ngrolKee4RSnDFJoyjbUE7z4LGOIfljRZSSOg2WuNHvMs1j6EP5CFzjKmh2Tfr7LpOfnkk+OK6UxT\nYZpTs4JCTMchf9QLmJYzap0X8p0OQeac57+DvOOUO6ZXpCkv2eeznTMo4vlRe/ym7mCaA9Y3tEvy\nHYQsBEcHwqabbho7EokHI+v4RYcB37pWiiPoraSpX3UJMGeEjyWmcYyW5E3k6j7szUFBgEU+0txF\nesjpKac3XBl6BPhgMs8M07Lsx3PokWg8xZhbZhsfNGwYtW630KjCLBDFC6ULs7/sKGo2frz/NHAY\n3UJQ9BiRzUrWxDZ7vZFjVu7GzDWZsDKygZnuYBcWPGtkTnkr5/4z0pqmKCS+NFZp6NK4xbT8Ix/5\nSGArPfIFQflmagMjVijd1Rr0NIKziiHP07mLoIDl05lWg2bBSSxKEBRywuhN6DRI8097c+v9xghQ\np9NBlr71KX9qPc0cdSyqsKBAaBtWMxumY4b1BLKCUoS1DZ03mC6zujcKfjWhfkLJYq2DZG1SzV29\na/npGvXcdto9LBCYX41g1cA0s2qcm4k3/Jl+kAT/GXzJvr/pXr1f3nnmkCdhNfZmO0MwPc/Liiuu\nGNcfYOoGHRPkP1MpsKjIT5FIz+ZXkGf9A+pXOjVR3AknG1eeo16i06Bax2jyt9lfR9CbJab7QgQo\n0Oxzyuq9P/nJT6IJSyGPhuBDjHpgSgO/fI/wQMORN3/Lnw+09Bjf8gSaUc4xpWUkdqgKCkd2FAjF\ns2wDqyxLVj9m5AqzUhrIjN4irARd7f1GYaMBT0MOqwmUe34ZyURoRDM/vagwQpSUc/xIWz0V9W8g\nPMfoOd8IViauNn+31WlAuWErNLYxSisoEwYrJtM5QocLZsEswMR3K18OGOEkj1nYqZrQ2GUlbhYZ\nnDx5ct2RKUyj11prrdhxlW+g409vgkUBf0rrCLCXPGsQ0EnDX3Z0vFooKL1JOec+nTzVFOh67zId\n/iwwWEs5x186h7DOSX5jCk0Zqybcyy4ahxs6EbAsGKiS7TRljQqmIBURVrlntJzOLaxnUK6T0Gmc\n6vJ0rdlf2rlMiaBeY1pONZN1/MxOk6sWJpY7xPWwww6L7ziWW0yHwC2Kdr5juFY86TA68sgjY6cD\n7RWUcOqdrGDezgJ0rRRH0FtJU79qEqBi+H/s3UurLVlWL/BU7gewJYKC5/Z8kGBXRTnejooPFISy\nQOFUI0UoRbJUkJLCI4qUSEGBKQVWISctLUpsCJaIPbOb2lNBEIREqI6f4u5fnPyfHGfkjFixXnuv\ntXYM2DtiRcyYETHnmOM9RsSaqlE+kTB7wXZiGgGflkjxLIIQgUZO57WCUDRWSMyBACbvaINtBNaM\nAOu3YjHSIgj9tx62PBoTVWMr5JNS9dh97xPQhPkFEs4ql0+lboqanHOecmGAqboc4VeesIrMFHVe\nVjShCnzp15agTwEXojgnWDtXQfrELQMewTACwiMUPjoXmAOGgHjEcx9pS3MFmhhwVEzmtQqIqKt5\noTmeLS8n4KGXdz4HcoL98dhF8SKAV5x0rbD3fGGg9wVneew2OM0IkPUYZwI8rCrkz3kX0QZe9IRd\nq08z8sBaywyCgOKvvxqqXKOLcu+67WkOfsMzNEmIPJyJUce5b3zjG5Ny5/kYRilhFNBrBbQx40fp\nrd+ZX/tOjOSUVeNDjvO1DMY2hlnrznZOoV5zD8Za0VjmV4oKBxUveNJaGOyEoDPGvXjx4lWX5o4h\nMKHvCkUqKOh6/CTGCfNMDlVcdRe+pHMGwA6ezaf4GH3k3R8T9dX7zu9NQc9IbNuzjkCtqulGSwz3\nrA9yZZ1X5uPRw8Cu7DVePa4cVUISZreP5/RVB9vORYyA/EDCOGs0S/KcsnTKh2VNT80CVnECH0/N\nYwFj3sMra+XshxgH3xzm1arKUQ1n5d0nWPX1rvo25V2ecIp9EXIo+zwn5lXRryqkUwyFr0YA80mt\nH/mRH5lC6nlDAkIPCWUUQkaCpeJUueaat1Xp9R7n5hGE4q6cu696EnW+HAtoT5CtAHetZ2lPu4Ai\nr0KzTxoBniqKQhRyx+q+3xUI6MLuRwo6PtS/h16v3fb3H4EawZKryTJzCrr1C6/QCvt9zaIfDLTo\nH68pvFH0UNgyJdHx0IXcb5/tD/3QD00F6BSBq7gd/JSKJSLgmoFCjR4K8TaGvMqHGHgpxvoKmFdR\nUf52AePHl7/85akIpBQIfxUYD1JB3djj+eqIoOeBnGc06VBxgBfe9SNgDK4OQ23IM4wC8uDRibyj\n8PZekC59Mni4J6eZWidSd08Z0bYp6BnpbXvwCAg5xfwICph0J646Fvb2pS99acpJY11LGOTBN30k\nF8qrkjOoqi0h41a+07op59eNwCpxJydU1WWe3RHDXPuWmL4q0D7Pg0mykguDth9gHa8hrJ5BOCOv\nBi/trQNPKaElQHDx7eaHAp6nWuSLkMuj0IUuz1fXO08Grwug4MMbERFo3FtvvfUqhF++pOt42uWd\nKj5WBTBeT3/yFAl+8ogVCKLYU+Qoi4oG1TDI6aY39q/nUfre8zmhh6sLKybA9sJg9RmEkMcz6bjQ\n03j58bV6LtcJKyX881iKuqJMmGu/FSAUdTH3iUGhq64nk8AhRiD4AEfiSfvEJz4xKfqUsp5Pmmd4\nTFtri8GVt7LS3UPGgDecMV6UBKAY8oovgciZGh2I1qHv5s/a799RN/dz8790n9E5Cpv+R4YFxgEe\nY8aAH/3RHx1dfhXHvvKVr0xGiDzsoZEASWPxFQdQeUD6ntuqN4GuAzTBelavJGDdmm9jDvB7+eIj\nYKBbgu7cqm2fPHkyfdu8tvmP//iP13LpGY8VSRRZw2hUeW/6+t///d/JQZGihYzIiWZKm2O2m4J+\nzOht104jIOw64Wg+u6IAUBccEQPhQhYByydrE5A3hCnwjMxZV6eGj/SfcfOtxz5utzocchOFIHlv\nhPExeUivaU4TxuyZebcUgzpGQWe8U/07oIAYBpkwaMc///nPT4ZAgiRhLzRHLqx8uFv3ghGMGDdj\n2We8I0hHmMnY3dc2wnfuR4iZCxN+7y4snZeLobZWcHctbzoFHY3r7+I3T7h8dh7UEfCgAbVN5JfG\nywovfb6Nl52ycItgLfSCRnL4zwnC1RmL3n///ek2aLbCbHMKOiWKd7TCqEJzPW8fPilCZ+4o5wRy\naVFA0Tj1FwjIvdo3hd+45Dgc4knzRxH3rGQNRgJKRjX6TZ0/wn9ykY0tBVVosHE/VIHL8Imskdoi\n9FiEFQ+4/nkYRdlIbZkD0RCcPedKhUQ3q8KlWFro6twz4XnXrKBXnu0d/SarHwKUUPSasY5BZxcw\n4qPLPefdM1QFXRQVYzteH6Ndnadd91l7niEA/Ui4v+v6/OO1jIBLQO6Jcq5dH+Ola9ec2xT0NaO0\ntVkcgVokRsO5EDsMl7U9IIeUYA5sMcu1RRvSx2PY9nHr78xLIEwQ01EVVwjTNQKGnnBXzy/kiHB+\nyqrD1zgu9/3MvOEs25Rg3siRoCY89d13350ezXdnCdEYMA8Ij6VQL8fXQqchrut0hDBBMSBwP2uV\nyylnhG9es1sF80EwIugK8RW19JAgTakKujW0vT6XYnDxmvCg9Cigf//3f5+a88Cj/6O8QGGnhCUV\n2Xle4ctIcCMwdeh41M9f82+KaIdD8kp7H0u/KViKQ0VB11bKiSJfckOt/WpsV2E7yrK2DHm7vF/a\nMby4rtMRButE6fG2dYhg34/7TeHj5RK2yliUsHtV5dPn6LpbP4bXxnvMgCY6ShTTsYAmWKvwpXor\n0QPRDOZY6PjTp09f3coxtO1cyrkbifJR1DLQDYM5XrcMotcMeHai3uSKq8lwKFh3o7zsUX/y0xNq\nXukCuXb0dQ0GQIUuu1GPHFKV4dG9vJd02l0GQI5BRijvgWcw/vLoV+/9HD+r95VmVemZMT4lbAr6\nKUfzkfaFKccrgvGtXfgJNTNsFiSCLNxsg/UjgLEo2JPq7oQmxOcagOBMqIMzoFdoJWhhKJuCvjyb\n8qUoLpiLImrHMAneOJ6UWJN5l1izgTWuajPmR6CVFyb6hSDHayUcLMoQ67pcrrVA4TbXUc7QlOo9\nr/14T59xoawnj0w+89tvv/3KaFDb38I+j1IqnvNUCrnsocb3+Z4+9yasOUqyZ+LxGkFd17zo/bvt\njCqUJjiEJ/CgmNuA45QpINSV1xQIWSa0VQ9oF7QJgbfMU3icVDnOWiPc7oMXocH7et17TRnzIV0B\nSHmTZwr+8z//84337qInKlAEqyBcz/V9tOfJkyevzWHFpz7f/frR77/5m7+ZhPgo59ro8zEr6D0N\npP8ejePaY4r8VeXcddawkGvAMUNmiWPhV37lV96I0W5qcOJ/aILoGkYD0XpwCE2qVeT7LfG9cxQB\n6/c55298WuqByKekTp7zfumbsT/gk2ycMLzT5JS5CEkRU3LNIw9o99///d/pZnYrWsO74SNLhjod\nKCwp4pfSz9gQXubZFDVU9LIDPkxXQS/hkWsYt0T0iAqWbndK+NZTdrb19fhGQM5orHLeXijayOM2\nGpkasgjZ14TKjPp5zMdYp6OcGwc5W9VbcaljQ0gi1LOgyi8EFR/y3KNjObdtXxZGkrdL2KTkUJyX\niiXtGjOKdZRzbWN4sy8XjMDNw8EgIKych52S4N5RzrUlYO0jPMs/pGQT2lT/pYgRJuZA2HIvLiXU\n9laB15wSQdBFb4X1PxSIsKDMRKDxHFV4QpMYE+R0EpjqGubhsO7VD+AtZ4gR+SCsVkqDkFhedpFW\nlDjeCe/tOlDxEZ5X5XxqUP4RtITP8777PN2pww/LrR5sFz4IH1aVWBipdbkWeJBCg+eKIM31RRCt\noam1XZ2jkbGYQBzaYM4ZZERjMMT0XHD8jCIVI6H79Cr99d5r9qVBMGQHp1xTcXRNH7fWxvyrkE4O\nk24yUk4OfecY4OeuRyMUhwQUHTxoDtbKlnPXO86oi78krB0dW1LOXXMLn/aUZ49Pi1i4T6dHvZc1\nx6AoymZpzVHI6RYixtDufepqMFZ25XxUvJJBkXOLY7DyMvIPutjB2FH+GRZspeFJ5VXLQug+miii\n7JRw2t5O+WRbX1cxAlUo98C8a0KuCWisjpB6BELc5CBR6DF6YYuKcGyw3wgQYKughGAcWkWS4KJQ\nl3CkXQxrv6f8eGvpDVEEWUp5binqahEgpoQ1gidFbIP5ESBoZBy1orTsCgOb7+2NSUmqHrjqja9r\nHUOz1uVwEe4ojDxdAfngFKx9QPib68x5vKwEeeHrcpt51CmqgU5b5JTeKtSx94799329t9DUZ3fR\nDgw1FZLWwCshT9Oa5kUVAkiYIRQ6LgUHfeHBUkNAmKmc4ACji1B2xhZzLyqjfiat4iMvRqV96SNb\nhcTgFO87xZUARSi/FRDeTpHCZ4WR14i0Ne9oHkI7hKhXI8uu6wnaPGPWf88l9j12QGit1ZdHfVLA\nVX+m1EuRYfQbAWMPnAH4hLk9BkRo1HS6Gnp7TL/Xei3aTWERGYM3n1LRoKCpzs4Yo1hc90SbBwoR\nmmFeY7wxlqlVlHE9hrcdKhe5N77T+U2e6Rq2anFQchXnZPDiyb4vUODTGmeMNc+Jett1f/NFHhQB\nRS5gcF0DFX/SHj6L5GCAqsAgJJqjKvAiukYRQi/u6miIAAMcIuhn3kUUY035qfc4Zn8LcT9m9K7k\nWoI0TwNl+NRg4RCgCGyUKqGnPrsUYgZpecY6sKD9y7/8y3SYx7cXlevtt9/zI4CxyQdGhFi/DwFe\neIJ3LI8MKPnONI8Yxijv9VRAoK9hbxQy4dK8QCzqgADPa1sru57q/rfST8+55s0+5hOGmChBn7Am\n5xmDDFiz+fqCdU+oY0SJ4CwChrJgbtd8ciX99i0Psbw19ESEBQU9IDwPrrDCd4X8lkOZKbjWubVo\nfoUAAmvGeumCbMbr1NuREmg+eJj8yeOrIESRsZYyx/Aj9zPeCnSfJ948h+54l/qZI/dTmT05qQSp\nCGr4jj4JWSOAvxTyKtTrj4B6CyDSBG8PMI7sE6ZNMarXH+KdZIQjzMLLQKoum/eRsKxIbMLL4a+Q\n1xd3wq++5vKO4UhoEY874ZiHLf3k3nNbBoXwFW3wuxppBj/1e4wSN3fvazq+r1F17bv5zrg/YJzj\nMfcbPbBOI284Bsy5KCrK5FJUGKUritLLK8f/yaa8sUmRGbcaHyVbHbI+xr3d/9H6pQdyl4KsagDc\nBzDgMfyg6/7oB+5fI1j6c0iD8VUPRlgyCY86mYRHXbHp8JB+3dxvMsoo3117xjmODlFI5tj3zUfQ\n0z6qUq99NfiNrj/k2OZBP2TUruga4R6U36dPn07hr4c8Om8GC+IozIdwJlxR3pCCXkITo5y7Fwt7\nio/Ue1dGTEioYdq13ba/ewQQjk996lOTIHsokWBgiZDsjglTJPSxevJq5tNIu59odwsKGGXS88qb\nFj3ByFCFqPocu3u8jRbWmLXWK2TPvR2vBMMKZkfwrYx47ppdxynaPp0SgTjt5beyFFvnvKO85lHO\nteENozj61FZnXulj15ZCJ5dcnhfaYSw6OEYp4xGl8Hl3IdJJlejtb+G3/EzhwpR0wo2wUYU1GUjg\ngFQDaSNV6TjHe9dwVUIrzxjesguEl0t7qIIVGkPB5pWvURtFHr2BAABAAElEQVS1L0ZBNREIUARL\nAh6vrz9CPa/IHFD6eprEUljlXD+Xerwq155x3zUnbJxhBw1G29GPQ4B3mxBNFqCUox+UZ/RgBD06\nq85hKvDnOgojAZpRJkYgURiMt/vgutB5RQjhrL8+dgwJXUHMM2zb045AT1FgQGPY7V5d8gglbUk5\n92S88rvA2mBEmovQ6NfDO/gMGABEqPRIkX7Npf6G29VI6Tnn6O053oGMUA0yaPjISIIuiOTBD+gR\njNLWLGcA47soW20qD9nnecM36jWclvgX2scRhJ/NRdPgQ56DvJEUO9fDrV/91V+dosVq36fY3zzo\npxjFC+4DE47iJZxQvuo+n5zhEeHBAKxLrFe1SqycUd8rBowBhCbCchQ8yh0LeyUQBMk803Th3b+u\nmOX4tr2fERAqyjOXnE6hpAg7T0UIonxOFZj3LSiUN2CESdV+QhYhzj0wQt7ZGuqaa2pIa47d6tbn\niIT3RiDBkNZYuQkPjBzn8n7U8X5SwtjznDnP4BKhJsdGWwY8lnB4hbHJaaZ4EsIp3bXfEV1gMBQK\nSaiTrwyH7uPdR+9yH8cYzxgtCDqMoUKIjVHNwVdoyR8hg6dhX2Vt7XvwQlCojDmvNo9jrUEy1w9P\nqVBzxsQoaFnb+hT+7rk71E/v9XN+M1zoewQEQfzr+fPnU247vtcryI+uu5Zjij4xyIU+o6n7QP0q\nwjHrh4FIelTWoTBQRro56IoYwZlcwgCocrLczoB1TuGvyjPZQaTY2meGcwzN1gRaKfJgBO4rFeJc\na2d0z1s6Jm1AXQPKDlwcKYHkQ+3wkQ/uUiEDcOdQqMrfXB/o5dy892sY9dANxqs811pc631dwm/P\nTgllXAfe6z4/F0cmkOaUehRSHBj0KuDz1nRPndKGob5upx/ln/VaZYZyanbXmJhbRj81TsgdSwAf\n6E8UdDQ3ofLv3RXADN1buv7Qc5uCfujIXcl1PSyj/971GqkOqx0lG4GtCjpvWoCFEqPGDCNwj0Ku\nLYgOPCQKRW3wMCPAOsz44o/QS1FExBDXREDk95onFCIv7CxeGURMaFMiJTBpDCOEchQ6yzo5F260\n5hmurY21VRmNMVmjoHtP43hK4J2S9y2ElOJtzap3EPCcvBEEMp5NxjtK9xqAWzEEMcpUJZyXtYY8\ni8xhGBp5y3ju/FHsKQRC1E49Dmve59xtFLLJ57RENvAeMqYZ8xzPMxBmFFlays1O26WtORGKii7z\nPjLUxdMVoVVeY6qrL/XlHOXHXPP4M+DyZCdCQ7pC95zu6s95c03pfnYXQaKqfehUvVZhJEV8RpEY\ntd017gv7ZKASPmqO5kI4d73brjVDqWUsfHKnVJnzVNvu/eoH3uwSdvt1fqumzVAnX1WaE5qCDhDY\nedVGwDgUOjI6n2MMWmjrrsgkho6kT+Tabbs8Avg4uos+84qGljOapf6AqCjGMlELDLLHAHmkRm2t\n6avykzXt1ffA28jKFEvG7x6Js6afS2rDMSKNw1yQyZfCy8/x3Hg4GjJnXOOsGSnna56lykxr2ldH\nlPa7FHTRejHsko8ZGEUKhg7uop9rnmmuzbfOndiO38YI8KBTkghziiztGxpWC/QYkR4iWMOVIKpw\nI5ZT1nCe91HItQXSofbTz22/72cEEByWb7liITqEZxZK+INRVSVt7qmEPouc4KFJznJPY2A9T8GN\n4E3vjzD/mASmGj5sLPpa6+Nzzt/ySHm6KWOEqxo+TiGQNoNJiY4RRUNQ6xWYR8/HCl2F6gh0tW2i\na9APIbM+hRJ8rO2yzwPHKEgIvzWgNFQl3Hyg4dYFr6I8/LpGrNVDI1zq2FGmRToxulKYGF8IKlHO\nteUJl+c9B3XOCPAEX0oY4TDKuXfryvmS8KjoXMCz8GYwLlajcc5nqwYK5Sw1T3L8mrcKugmzlNpA\naDyXcduYoeGUr+xn3NAF46oYHDDH5nXNN87TR91a94xC8MTcMvAuVfRGRyIk1376Pi8X+uX5ayRf\nb+ee5/y8V7/fLfw2rvgBXl5peSIobYUpK2aoAO2xsK9y7n7hJ/vcGy6gTYzk5JDf/M3ffC1Me5++\nLqEtvqDgpkiVuRDucz4nw4oidcLER3Ue8O/7gjiNcr8qZ3EaMThJj4pToH/9Q3qfCATRbOeGTUE/\n9wg/cP8UJQIKYZelCFJR1NcSOp9tUngGkWVJ75/fEBJm4VPG5G9UZJ979VpQRhsW91sp3DP3ztd4\nnNXV9yBZKAk2IezCguCRvEW5whUoS7xtGBwgQLOmK2Ymr6gCI06Yp3t1YV9Y0WMCIb/WmLVG8OY9\nPhR8rooCjZGYpzCbtf31HDEerQAmm/7gAgVrZHRL+7pNeHM9NrcPl4ActF4Mb3SNz7/dGnSlkvKK\n1gLKkFoFopYY0sw1Y8kaI9qucepV4tFs/VflWagkgU/4fQdeK+0Zcnpx0to3Y27eRx8UcKH7lO6q\n4DunbReWHCf4p6ZJv8b5v/u7v5sUP550ER+3AHhtFGFRE4wp54DOq/Pbuv+xH/uxaVxFeIiY46GT\npnMM9PD3XX11/rOr/a7zScHa1W47/zItcWm+hJQzuMQgy6AzAspjIKHD+X1fWzVw1CaYA5GkIr/g\n+bUBo6hCjAy61dh7Ce+BhuEhImgqjOh4Pb92fzSnjN4i78hZCgfG+WB8yKSUc0q66EVyLz5W8TKy\nLZqb8Pu1z7Nvu3mM3Lenrf3FjoBFUCsh816OBJ3RCyCekJWlXChhB4L5H/7hH04eLASMAA5pkxen\n/X/913+9IV9OrhrrU2fiXenv99h+n2cEEBq4QNmikHUFpzMjDNe8ClVHnIQtUQIDGDABjrU0wLsX\nBuz67DtPseM1hle8fohjhRDCeuzW942FtebTZXWs9nlvXgshWQxzPELCYPe19vKgVyZpXoUzywlO\n5EOeaWmeMD3CDwWSUE+p7Aqbfuq90m+t0KxGwS6Yq+a967pLPi/ioIIoBXm6xjHffZfPJ5xUkcWq\n7Nbr+j7vpE8bCiscGU1U4ZfaACjGDLy28tyFfTKqEqrcV2Xk6sV3DcMbwVAUhnkPEHRqfjLao4aJ\n9Q8HPJOICfjW8WpOuKzGpH6N+1av6ajORZ7tmra1sJrnPpRW7HpnSniiFhhdEurJMF9DS9GsfdPn\n3FuflwSjiL9Ler5TPwsDRzW+6t+8Ks6GP1eveL83ea9WT6fwSIsCZEDG5p4fXnHEesfnROjEq1n7\n6/c752+GhpEy1+9JFo7huJ+7xN94KL7NOcf4ZE7ODWREET4jvtLvTebDRzrd7r/7dWt+MyZXPSTX\n4Ek85aLCOC8ir9Z0Xm3xLU4TMq7UMjVXuqMg16bvU283Bf3UI3qB/SmSUwkfwhjmSqmiaAmbPBaE\nusnd4fFS3CWCEeWA0sCTynLVra6j3MFjn2W7fnkEMBnEkXVQHqdIC3OXvDFXj0KuWRer1wIhJmT/\n8R//8WSRZIThCRf6TKDH0Mw35YGRaJTLJTQZjorEEEofgKOYSnA1x29xS/mQa0lYOZY5jYxvCTlc\nM3YUK3Os+BcBivLF60lgk+sbxU1fFC5GhRFggOaPgZAnGC4Ibxvlqo/eGRN95513pq5F2IyU+Hpf\nyixv8i1BVxgYIQhdwkr3+aRWHRMGFkWDKPr5XF480GnHO05wYohjlElhUXnPUlgo2SJl5BWa3zmh\ntRtzCOLSoODjJz/5ySmqRu602hRwQI4kJf1cEJ50rv7vo1/0sCtV5rODeRExcMyaIID6VCrDBrqQ\nSLdqdHFf9AuuVk9Tf57+e21kTL/unL/XVAQ/5/3vs29h2/g/A4zoB8B5Qg6gaFPs0Igur2nHKYMf\nVIBn3RNaz4vASxSe4yKxRIpRoqoxtl7DmHsfRhx0Z8kYkWfSLlEkOXbJWwbYKj/tIwcc8l7oK7zh\ndCMLLhnN0fulFJal+1c5ca7d3HyiVeQsqTtqaojYYlAayReUeXqL2hh4ou23f/u3T7ROdEgvdjf3\nLIce34rEHTpyF3odAiIsGQMVeiZUsFfHtTAI1ZBTEa6Eq1KyXNNBOPwXv/jFCYl5VmoxGsSbEE1g\n4I2Nsk3g42l98803Z6vs5j6Yg08qbHB/I6Aoh9w8UAmZuRRyRJEiQDPcIGhCVXnsaoVd11LCGX/g\nXCCePZZH+VsIdmUSaVe3+nWvLkDzwFII5C/x3pzLU1Sf5b73jR8PcxQTa/MYS7fcVEJN0ge8z9oo\nFQp5ijJRpnhOq/JFOLFWFYfkcYAjXYl0P3Soh4tS0jHGKN3a7QIMkdCIho2U+H79NQlP/dn7b8KN\niKMA5SE44lgNFU+bNVuRLDXcFP03J9ZZBd4u674DD3etIN/PL/2m4FH4Horen1ugWnr3U53r+Zoi\nVFQ6r4Af+wRh1gOPd49Qqu2X9ind6Hi8UerapNhnriPg7pNjzIAruqdGP6Svh9xaB7xltw4MfPEY\n4v/4LKcKelM/QedTefgBmSBAtuu0IueW+DxZsSr7+QyftJw5IMcyElVeNtf2HMcpbYwKGRO1Hihq\n1wKKhXKKhFeslQPWvB++ITrPGhYhy5CrUnvmldxIBmTw8Vld4wbXpD1a+5xCh0KXEw/pp0ZTeY9R\nbnzt1+ffFB3Fv8giI4W+tj/F/lkVdMqaPFKLEhPJN2tP8eCPsQ9ClbCNpRxDls3k2fGAyQmfE2x5\nNKOcG09CN2UKc2e5DAJSFiJsK0ijMJFKkATubqGr80Lh8kd40NfccwiD0q/iZBucZgR4roTkUG4w\nXopXhbm50IZnDqGtbTBJqQodEOE5oVfYozD5Gr3Rr89vjL2Hw+Uc5kJRg6uslrcGQtGr4oVxmDdh\nhvKgCNdrwu8yLiIYrCf9GDMGNZ4Q9Fgag7UopJjgTdD2mxJOCIpyri9eDcpYBddQ8ALownt3hh5F\numz14Vltu1Al5G3fvHpKgfC8NcAYeUoBZM09z9mmKwqEVcYXQgLY97NaedY+L447Fm8GAYRABSfM\nNy8bZV1Y9ZO7St6jCI30na1QwO7lZVzjfajpVml/X9tTFNC7r2edu083kpojEQ2UZPhB+bJ2k/ur\nH5EQ1ja6wvskhYXRcwSEaLjGQKetqAlCt3WtUKioiWMBLYox/9i+Tnl9NVafst/76ovhi1xmvVK2\neTFH0ENzE3oema9eo94BGkyJ/77v+75X8mVtc8i+L0R0w9Kon7X1kkbXHnuMDER/QQM5m5LicWy/\n93U9WZ0DjDGGXDD3VRhjTGZkjMCn5+gkJx65grGYE0BUDahfc6rvRpEWCUevEHmHNgV6+laO38dW\nVGB1PJAzqvHIM3A+kW8DVYEfrZO0O+X2W+4Q8PAPEO54Eov6u77ru6ZPvqiGSJD3yYs5IIiHaGM6\nFNG50Je5PupxzOUYSwvLE8GlKrG1/zX7hJIlq+KuPghEmCWrNS8lxFDZeI5QMIKs/VwBoRrDDiBA\nFAVjhiCxdFmwcotGylmuO8XWfAuRr4tAv96/Ai99ABGBH3Wh5dyarXtiyPEMrLmmtsHU/B3jBTgW\nRxE9glhnYor7VQJIqSK8AceFt1GcCV0I0S4chyvCfY5ZT3XsDtknHPTCcUv4QRnAbNbkQo2ex9gw\niK0xMIyuxwQIud3bVNtaV4o21nHtOMFyO8dYa1+jfesXzVAoyyduQovQZV9o4NEOdIaU49eyxV96\nOC9PXU2rQC+ioKI1hIx4Fw55zz5X+/YBP4Qij3CMEFQVBviIVqFbFCUpIfATC19LA637eM7qs+pz\n9Ay1zan2u3B0qn7X9ENIpRgEzL85CFyaDMLQYW6rso031zSjPPvSFi3sfIoRtitI7iOKDl1i8GLc\nq56mpXvcwjl0MQawvM8Sj1FFnuOkrtNct2YL/8zvoTKI6CU0Thgu+ZACFaCcJZotx+qWcZXyrZ3U\nNoY5vGYO0CPRXfJ2HyuIIBV5WmEJP+gwZLOq6NVrd+3j3XDkENoMpxjE0Tt6CGO7nOoOvNmMdRRU\n98NPyBvBhfA4yrj5Dxyr26Sfh9guyTrkBe8uaojDk5PJPBq/NV+q6e/jXmjpIXBWD/rTu7woDwcg\nWbdQELYr4yEw5nMphBGMvApX+76g62MZ3Pda7SGg5/Z3KJxCGLFgEkJsHzHlHSVUdeCFjoIega63\n8Zswi+BWBZ3HI4qCcBUVghUjEtZzagWd4GHuI1giQGvmu+IDYoK5GJNDwPi49tDrCcdwoz7Tvs9x\nLI56Bgy6hxnXdeWZzGuekzc6BD9EvDOd/h5CmAiGikNlznqbc//2jnmHuXvV89YHHMFgDgHX+jtU\neMr19Zn6czCcZM3lXBTI/LZGl/pIu9E2Y4C5RDnXjrHFX4UuRKCdhxo3ar/3tU9QpoTUT0N2XPVO\n1hywdtfQnKXnP3b9ul6hzRGOoW2U90DaWLs8okKK96FhIlRGyrn+Qw9yr3NuzYm1cSjdPebZ4Ehd\nSx0/Kj5cigxinNB5oObHvsq5Qm+M/F1Bp1TWsdC/6LvweuHxPp/4mICBxroz93NQx0w7RtBDcXmf\n9Tt6niqDvPdhylracXbVZ83xbEWjffazn53oINmcwS9gfYrKEAUXYNzcJSek7a1uGatEI1Ye09+1\njjn+a47pEoeC60P79+mDQh1jJN5P6RylFkkxiG4WPOZQpWP8wA/8wMQj8c0up5Dh0dM1cOg7rOn7\nkDZLBjWOrDhE1MuR9mKdGZuMzz737Dxmn2vPqqDn0zu8sooTKPVfASJX4dl+hFOM0mDkd71u7b7r\nlyZiVz8Wl4XxkM+QZ4QgeRfjNPdciAfFW0gaS3C3Bqe/7//+7588aog6C5+QdjkiNWIBUYFcjAOs\n7VnE+mB4IbwfgrCuV7lXSJ5CQ0AYNqPBrrHu5/0+9BngmHE89HpMTB/9maYXWvnvWByFC+aoP4Pw\nVxZxgrc0ByHOadPD21hV5eB0L7xX4HlhRZQj7X157o7Jj145LMNmcpbyDsMGdwfr+eBvPTZ33ei4\n98VYDiWwrge5PwHZfvXY9bng1cUMK+NTsCd9jJ5z6Ri64Tm6AWfpmpzjYYFHUdzhOmNdD3H2vGhl\n8vRyvXsz6PDeHzqG6WvtltJdxypzkOs9R4Qd7+N8bZ92a7fHrt9cPxofUVM+A6MNC35V1s2n54af\nIO+09Nzd0GzO7lMxr8/GEF/TOuq5c+4rfFnn29hW8Dvn4Uf9Xdut3Xd9+Pbaa2o7c1Z5fdZzf+5c\n0/HEcdF2FHSRdwH9Er7zrjne6RGPkdDX3G/Uf669ha33txZH6zHvV8cs87tm/eX6uoVjrs341nNr\n9tEvOOGZGGLw/ABazVlDrkKj5yA0Ej2IEZdcIbWhAo8iY3Gn87XNmn33O/R91/R/7jadx/T7Vfw4\nVgbRNxxZwsd+//zuRgG4XZ8t7fqaz3H4oH1wXP0Q9JMBzzmOQnrBUg2B9IWXKTB7yHukj1Nt4Z/0\nsRRE9vlf+ql1SA8iC4/GyTgcss6zvg55/rMq6B5IHqWQWtUaOyL0/BjWy4TaQgBCSH4f8nKITLf6\n7NNPFuIxz2CRhOjtc++0ZaUywZQkSi1ibLvk2Uoeps/hELBZ3S0uBhP5KELD5aBZbKxslHnh7RRm\nnzPCkFlThRQbP/Mm/1C4DIs6JBb+Tji0WFlhCY+ejaJNoJf/7tlVSmSF4o0PqN7qGbWnHFIMVQke\njbM+KtQ2LNfudeiih2OEp0MWnWfC9IxBfab6rGv2j8VRa0RBrq5cW1vmlrfF2CIuec7nz59PxjIe\nEmHPjDUs5XDFMXgimoIAx6MCh5N6IhTKp5zkIVK8PD8lzHe3hdkBY7I0pqzPqQROaITLvlFsLswp\ng5C+WavNERxERD/1qU+9eoeM7RJ+eDbjsrRW0s9o6z3g6KFKDMZqLI37n//5n09pKubBmEdYVnxH\nnQbrwzsaV2uKd1QUhPXIwJK5Gz3n0jHvgH5gju4br7m0FfPrucyVNubWGKvEa40K35R3yNNiDIQ2\nmidfZTA/cA+js+aNkzWf9/JM5tNx9ETFXv0y7FE6FRlC7ykAnoVhUCE47dEtaQEMAXDPO8DxOYAj\n2hgz3q86VqJLKsClynzR+Nq+tl2zf+z69Xzwc4RjxoGBlbHGGmbMFHFh7eTb9sYLTq2hgQziDLjC\nWuGlWhPyVClvT+5SiaIwMxLNjUlVKDxH/TSjtWu9eSe4Q+hJe9uMu3o0vBLmN0IbWkrBSFoORRAt\nchxuGh88i9JhrRAMpUSZd/1qYxwqGJuqHDOM4Uf13cx/BWshtO4SZBDzb37QXLTO+rEeeTKtP7Rb\nwU+h2fBfxBsezZBq3TGsinwig8AjvBjOEk5HdFGKnHWcr0mYD44VbaUnWq8KP/UK3ubB+Pc5qGO7\n7z65Q5ErOEaG2dW3MFI4EzB/o3WV83ULf6wJikTFD22WeIxryCAVz2q/u/bhn7W7xC+X+oAD1pZn\nVpQXvkjzIdvpl1Hbelb3AX8ZAXwwTupOPL+TDYDiwYz6ZAh9kgUVhlSnAj7EWUPOcI28d7SpRmRO\nHZV/cMS1ovHgrP7Mbdap9wgdQ5vgHDwkl94nwAX8D89Ch0STkkmM8YjHLOEH/oXnxMi973t4Fjiy\nFo9r/xx1jHMvXryYHC3oRsdt7ckY5pUxx5qxzvB1DjvtK4/jWUd/6RDOwy8GGzno2uHTrodraK1C\np7zRUmnoIJ7FdeaZo2efdVPxo75n9tE8PMh7eg60Ep2jLyXN0Fh6LnIMWmle8Fa0En30RQNj3cfb\nddZo8DP3XLP1HIfCWXPQFQTwCSVCKEKyCy4t/4tAg/mPkHrXu+T8sQr6kw9z0CG9Pwt2HwiByHWQ\nDKFcgtqGsKWPML56rvYRYTzHarss3Bzbdf/0Yev9K3yw5aDX4ZiEdYpcV9BfazTzw3wgPOYjwnPm\nKNuZS6fD2sANBJfih3jBM/3Zdz6/7YcR21YIA5jDoaVnWcKPS8lBJ7RQLDLG3h3jqox99I6OoZsY\n/KGAYZmDeD30CbIGc99sR/cxP/ArNESbUXuCjKrvFRjiCPyMN5SE3HfUR+8zv+Eo3AhO1T4oL4wM\njjEw1egE90C/asjhNeWg13HMfsYkv60lfGEfwaH2Yf0yahCUHQfGMmtRvwQ3aTHuJewxnjXtXJP1\nm9+2IPfJVp/O5fzU6O4fHHWfKMZpn23tK9fUY97fM7gejmZM3CfvUfuqfcCtijOXJIPw5CSkmFHD\nOqJs1Xfv+/Xd8s6Zn6W29TrrFL0ydgHGlNw7/eScdhHszUXG3VwQqp1jNFBY1jMF3EPKRYTfnJOK\nIQ+ekKwv6RyEe3PjXnDFHNvPfOtT27yzrZBexqgKlHhKBp6lPdrq+fTjbwRPFmSQS8pBz7N7dwqT\nehOBp0+fzhZnrPhh/kAdi4yp4+aCs8bXHThxjKGxtPYoRdrqw7zbB/oyV+a5gzbmUhvzqp3fHRwH\n7qe2Vf3EJAUoCrD3ZPz1DPoUpp+oAkaGFBwNjdCntsbA8+sfZDv9+PBfHYd6fAk/KPh4Z56vXrdm\n3zsYt64wrrlWG++Bvq1Ji8n7ZZt7VPzIsb7NNbagjh8jFnzoRUONuz9zaw1m7r0rXHDfnEd7rNX0\nL3SfQQjuMZpYh8YqkL7yG/0kgzhe2+X8rm1olOfaF+DnReag89YakBBJVhVWuQ0OG4FDEMudLBaI\nnv1pZ+FfXVy92dy5TlR7O7/7sd739vt+R2A0HzmW7dIT1TbwCxNAiBAkBNlfIG07nuS8bT+Xa7Kt\nba9p3zhQhKKge88urIzecXTs2PfufeZ3tnP9d9ozas+bIhJH0RngHeunnfo1+/zWlpWf916qAIaO\nWRJ+4s3JZ9zm3uEWjvcxO+Sdeh/5na0+sxbhLkVq7rNKrsmf62of2c82fWpXwfEq+KR9ttrW/Vyb\nY9nCiUDwNfdMm5y/hq0olQAPD/xOdFx9n7qf9raj46Nj9Rr7oVdkN2AdL9GrjLsx7+M+dXD3jyec\n56oWGCN0p1/PlWcTjRWFhEBuHHi7ACXKeufBq/xlOnn3Tx9wlcwZg0/OeTYeNSHfAUrArYEx6A6x\n/nvunTN/9XzmxZdB0F8gskKEg+ipCmnrWN3PPNe2tY22aID1KurWfRhkGF1TDDPXit4MeC9eftFZ\nDEsMO/W+2jIqwCPnQg9cn3e1dU09l/7rtvZbj1/6/trnTrts93mvXJPtmmuNu7/Qj4x/fuujnvc7\n/Yu8HRW80wakr5e/Xl7nWv1dE3zcVHXCpxdqsME2AtsI3PYIEOR4ToXCYZjCKFX/3eDlCBAkVdcl\nnBorW57dWwOMlUeMIsFjz8vCg3AMENRTuZ9HMQUwR32KVOCpOCakbNTvtR9jGPqnf/qnyUhL0ZkT\nlg99T0oTpUgYoZDqQyrd8pryzPlm7v+9C4fc4I0pTFloN0BDErkwGhuRJD7XKERT2PsxQLgV6k1+\no9iInpBqEO/VoX3zZgqNlzYlJL8q67VP4dkVpPgAijtvGUWMcC7sOAJ72utfOuAIhOgL938MwBFm\nLYoWUO9B5Mux4PvnFaSwdAU95xlOpSzhc+ZqpBhZ8yIzFOXydQVgboVlJxULDjrPIAPQsnwO0m+0\nx71EC4y8xOQRaVsbXPYIWLeiCoXML9G5y36L0z/dWRX00z/u1uM2AtsIXNoIEJwo5wDD/OIXv7gp\n6G2S5Hb6E2kwElZa84v6SSgiDFOOFaxbioIi3MspPxXIVw9uVcv6qH/MfVPOPz4y6r+kmq+6Du++\n++7HGx14hMEJTqTy91/91V9N69+nAwOEcOGIomt4xIQ8VpBPLi+VAmiOeUyFoz524HE2Zgwfn/zk\nJ2cNF8ZeniflBm1RtOn/3dUvWAJ0Wr0LfcvH7PWAfvqnf3qaV308efJkqPws9e8cWqe2iRoblCyf\nqPr93//9Kfe0K9a1L+8iH/S9uwK2lGopkoD32zsCuckMgf25k4o3NWr/5Jo+FjC+xkvdiqWx3mc8\n5GXLZQ/4PQKecDiVSCr7DD4VvvrVr051EhwTXUaZZ5hTByXKedpTvv/2b/92+sm4yPjPaw4Yb4Q3\nb3A5IyBdipOGcZ2xRa2bDow9eIU0RIZ8axzemF+fNRtd0/t4DL83Bf1CZ1lesRAtzPFSgCCl4AJQ\nkGHzkl7KzDzsc/CuVOjFIOu5x75/bcq5+RIumlxYHhle8kO8pPvOPWE7yrlrE/Za+1FZmIcGYycI\nbvD6CKifEuXcGXUC5AKqf0CBUqhHuCqvJWF+34gHymGU89yZgh0F3b0UFUsOpoKkagZUIHzHO5uI\niU1Bf2OqnaCYHsG1fzazjp/oiCiu5lSe7S4FnfL/9a9/fepGhIoQ4Xgp0/extEpo8ec+97mpO8/E\neCaXfJfC6L4KWvoDifjoYdojPkPYl0rZv//tngqTiUh4TB66XWM9DfDKfz/8wz88KU8iNRhGunEk\n3RjjKOeOoQdVQefxjhzpPNxVX0GxWUaXDoqSVcM2YzHcch2af8p37Pfefr8+Agx7UszQirlxV1xP\nmgLAbxhoazoKvo4n6AugP2gc4Azwuyro2ikuqPihYpmKGTLqPAZ4WRHhMbzpFb2jAh8sx6zOKnNe\nAhCchJepqOnv13/9118tqkt4vu0ZHm4EGGpYvglSDEo1tUU42te+9rWDPDAP90bbnesIdGG3hzrW\ntqfcV7ysKowKvVA2eYEZC9U4oWT4uoQwxi7An/JZrrUvIaY155bHIh5sBVxVceet5JFSVXlfUICo\n5/EmJFlfSTtIvyPc6cp4D3HOtdt2PAJ9vPrv0VV1HgjFwo33BcqU9Vc//5c+GFz+9E//ND+nbb3n\nayfKD95TIfCE+g6MSULjRVnwzAnn74AHUd48l5SY1D/yPN7RdaPq9b2f7fd4BMillKU55dxV6E2N\nZEJz4FjAHMeglGNwVrQImt+B7Cl/PNegN1Lq0P3Qsn7N9vv0IyAE3bz72oaCj5mPeifHopw7jrco\n1ihyhhGGIs6gG+Vcm9SQsQ86/VJHgIEPnWHs4Xl/LLB50C9wpn3aKAQNMv7iL/7i0Xllx74mq2dl\nbLz7qip27+mx99muv84RGIUuCn3nBWH95u1QZOYxeS+ucyY//tQ81BRiQDi+rzxOVnchlVImWOvf\nfvvtV7mKnmXLVTYKy8AbKT9cHrF1aAyNK8WZcl5BDifjmnbW7ZrQUQKyMGaf11N3gOf2N37jN6a1\nLgxZPrRKu/kE4ygs1r14VXjmnj59OoVr1+fa9pdH4Cd+4iemfG5ecJEtCQlfuso85FNpjDgiUfYB\nckm845QxHjUyi6KQ5BXKu8J2FQj2SyCPXhpQhHef4KOEBXjVRNRQtue8d9pKs5Hu4rOBIgUq8O7K\nmybw70qZqddt++tHAD6hOdY1mkAhZxhJcTdGfLRbNA1g0DPv8EcbRhVOINfFsypNgjzxMz/zM+sf\nZGt50hGohRcZ7RP1UG/Cs83LrZ4IwGtqtAQ6Qb9hTM86lyKFR/jSQ1Jhap89baX/rm1vbX9T0C9w\nRnvo1iV4hghiirzwhoJnz55tyvkF4s5DPlIXmghBhH3AwIPByofd4LpGwFoXEi0HnbKu6NB9AQXv\nxd23UwnlEdbu6963cp/v/d7vfS2snJcDLa+eT4IVoZiSDGz/+Z//eVW9BDUHKOMBYY2irQCjHIWd\nZ5OHTB5yB+c++9nPfqzqdm/32H9LV/Ade55oCrZvVadasVoN/pZAaCqDjagURcN4quSgy/mukSpL\nfeQcT1ZA+kK8ZpRq89z7801mSvMIvBfck3MeoV07aTUqeFdvrOOdzzjWgfMAjo+EeZ//9feYctL7\n+Jz7N9zKpz3dCy0xz6ncL/pJrrG5ralJjDBR5BlnKl2Bu3AcfaH4idqDbxvczwh0PSS/8RPGOMq3\neZHCJIpF9KRotwroDXnC+gTaM94w2syBdSyqWJoPOaTiy9w1t3J8U9AvcCZZnIQRCf1Q6VSFyyg6\nD/m4nkuxGgyyhyU+5HNt9z5sBOT0sIJSglR85VHASHlihA86FgHwkDsQyir03/Xctv/wI4DJEn6+\n53u+57UcME+mMNxScbiHf/rbfAJrlCfJ57UIJ6cA/VXlHD2Xh874EuDNlD9evyGfc7u2PZSZ17KH\nO+/q49jzlAPv5F3lJfPsE/CvGRRekpYAhIFTZoT+VpjDF1EoQk0B5fzTn/70qzoB9frRPk8nZcrn\n9vwBClhPfcm15v+3f/u3J+8345oQZ/UNRmCOyDoj4xuPKjwU2QGH5JbXdI1Rfzn2zW9+c6icOy9E\nWqj8BsePAMMpQzxawWiU3GCKuHlnFALf8R3fMSnj2jPUU9CkJWk/Z3ARlUPJU3TMZ/pERKSeBtyg\nCMqL31Vv4fi3vN4ejJN0D5+sE2lzjDxnTTOkWYvqBeBJonDkkzOEiYRAJ8w9JVyUlno1XXeJcm5U\nrXvGMmvcPONB3/Zt3/bagKM16kdIe6F36P+xwKagX+BMy/MQ7gF5hQRjUpcCYdCX8jzbcxw2Aio5\nP3/+/NXFmCwPR4Q4kRKKD8Wa/arhHju85TznCCvlLt/w3aOLrek9jQBFRphhvh1MoE+hr30fgRDF\nc4phj7x6ckGFrlM4VfXuDHnf+91qe8WQfJ4PUEysx1MIJ9/93d898RWCFjDvoiKEOQslBZS/kXJO\n8eW5pYRpLySe8F1BmLpwSMI4WFr3hDKCOGXvzTffnL5/TLA/BuCwKuQJsSbIExjlMF8zVKOK97CG\nRNsl7PdLX/rSFD7qXMUX45FcbOfUGhCK3iP1nOsAR3jYebYZOFR+J0TzXPJ+Ea4VBKsFHBPKrg2P\nv/tQFLqg7l7we6ScOycfmfJOMQNCp60BtSh2ARzn2KBQAGk5ogA5PXjsTmXs2vUct36esSfRFAwo\nlEEyg2grHnByLJBaQxG35Q0F0iRSnX060P7xssthBuiSz7p16Guin3/svxVsS8V7dLinNe0zPtYT\nA6H1au0DtDVRKpR18+meAE9hmBUJw3MefjCd/PAf2oCX6AcwnFnjPXUWLViqe/Bhdze32RT0e5hS\nCA1BMZZYGNfcNotgTdtRG/fEqLdcq9HoPO5jmF8FjPSDDz6ohyZvOus0wfaQiv1wfSkETcibv/sM\nmX7tBbcfr0aAUh3l3EH4IexMuOo+dQMI63JgI4xTknz2KWC+hazZAsI35UEBGrSKECDkeYOX1Y8z\nDgRVa/QUUQy8KAQpYYgU/l/7tV+bPGC8nY4RpBJGKKLGd6UpZ0LVfb0jRX0YjnnIeE0qiL4R2ihk\nWU70Eu3gRaPkAR4Xf74UcAz867/+6yvlPP3w5Fy7gq5gLAE5tWCMm1QCwqu8zyhK3rnii/m2pqJE\nkwfmZAtzH7kB/SYsJ+zcmmbIpaDDm3xvnDGOoYYSzjNf89nn7pN56UaCpDugB7zrNUwafVILg8du\nDrRnFCZrwXG4Sdi/lGK7c899acfNNa8mI11XlvKs5Nq6VhnZVNjOp9jgSv3ih08y1vbmGK7JR6fc\nUexyTwbiHh7t+gpCqtFDcw73rj1Cpr7bKfZFNUQ515/ISHxXOgpaiB78zu/8zvRlhX3uZ7wZ3vTT\njet9PePpVa4k66HxAdF6iQpyjKOAMWaJZ+Tax7DdqrifeZYh80/+5E9OYTisuBU5z3VrhJPgA8kJ\nS4SsDbYRqCPAu1mBkCdXtYPwRkIgnDolCK3PlwpY2qPQnfIeW1/rR0AYWQXKoDA2gr/84LXAy1Hn\nkpdEeGKUOh65KOf6VEwKjUKvhOChWbyqu4BARjHwSZYuuO269lrO1znhfdrHUNLfkZAkLJpnC1jv\nijgZ91RhJ4jzrIp64K0kwOXLHebN94gzj+l/5NVyjgee97MKWoRFhp/Mv9zFKOfpT0jrPvMJTxkV\nhHAGCPw9bLaOZdpd29aYGsPuSUpKQX3Hii+EZulp5tSfT16NjPYUYN54HnChwwTwnpbUfxtDhdjM\nKcWYYkXJWguU/FTi9kw86qId5jzcQl3ngPcWT/HsDAb6gOOU8+D43LXb8Y9GwPozZtauqLrUpfio\nxcs99KEbU6VYVAhuOsZQVAtPUqjxCrnF6BAaRc5g9KOsj3AtfcMV9J9yx3PPsLvkDMh1j2lrXdVo\nJMqynH9fYFJJ3Xgzusbgt3ZsFBylUyj8ybAiWgW9QTcY5FJQVn89DabTdumV4Qfa62cr/mokXsKm\noGckzrQlFCVEC+FJKMcht5O7IQT5M5/5zCzR1C+C+t6d9wJgmkLaKFoEbZazNQLwdPH27+pG4P33\n358EaUQ0no/RS6jAK7SVoI5I/uVf/uUkHMkji8CU6xDQmjeU48dshT3Fo4PRVkZ+TL/btYeNwA/+\n4A9OHjECmTCzykh5RBJqWHunXLGkE7JZ6wHhuAv/QtrjZWUxryGqGHJV6N0HLs4BjzzcZeykPPL+\nCpO/RfBlBDnG5kaUwaEKOiFJeCP6L/RbnYE1YM3n++XaM4p0QC/WgPVO8ZLHKHUCX+KhVWCugnld\nmycpXFNNFCHyvLr5VjgBr4bVK2aUVIF6r2vc59H0iaOA9RMjiNSD4IvQ0oovKpdLNfI3l7rCA59i\nbwweQuZ5KMkP6AJDKiG8rnkKWUJcPRO6oRBgFbodJ/vAZx67pFY4rj4AIw8ZCT35+Z//eYdn84r/\n8R//cZpbineqgE8X3P1jeIgh2ZcFKCAb7D8CZMco5ZQ3ssQIRDh0uaDKlpR3VbkrmO8Aus+AK4WC\nJ70C+uDetX09T3aAa+Y8vIqBpuJWbf8Y9ynLeDeajx6qrG+sOA0DjKSVxuf40ranFaC9DHtoi/XN\nuGKtg8rb/a7pumgXw0p9HjRLZMQGL0dgC3E/Myb0kI/+e+n2CA6FntX7j/7ojyYhN8JrrIcQvEMn\nmqzHPn2CSQJhaxQ5YAElrIgHxQIi8CCYrKiY8QaXNQIEIqGI1TrqCYUHqWwaxReznBNMKeG+E4uI\nI5QRvhOOrDhhKvb75uhcmJv78nqxgCPc8vtU3q1hktp06B6N/ru3337vNwJwQRhqD0Fb6sW88Wok\ndDVtHetKN6YuVD3MlWeWUIweCW1EQ/7t3/4tXbzKd0X/KALCTxmHCGjx6qbxEo2Eiz0KSaVfz9Or\nPae/a93yAM6t333eyVqO4oJuULwItgTgCFS9P55yBj5zHDogXD2GNMI3w4iQ5jVQw68pTvqhnFOy\n4YLP8oi0oMTvAoq4+a59onWURZFBnju59PryG80c8cpd97rE84p3wg2KLYU51ch34cuuEOBUZc47\nW4dkCQI+xdmYM6Bkzbu/lJYuhOMDPN2eTRuefXwhuMP7FiMRxRwvqp5V92d0kF5VvXF5LkqYP337\n7Fq8uJ43Rhpt90knTN/b9o1XtDpjMaLH5MRuINFeSpTPaDH0MO5ULziluwM5NnJpP0fhQ7sYGKOE\np40UHPje5YZtzjNCL7dqRkkrqIqxCCm1JABa4hNnS4AGiJ5Co/Hs2pevNTAChL+kH+lSDDiRRXO8\n0gq8CP+v8J3f+Z3156Pf3xT0M6MAC7/8TlZJjHStQEPARpwgMeB5qPlcCBbFqAsdCn8pAAYoXrxh\nrM0p3OA4gijMhTcLoxRmSgGzaFnZorwjtCxvPDiAECTEDsMlrG1w/yPAYEO4RujgEs9UAFOsBLGG\nFyGqhCbhxELZMT+KESFqVNE2FfsJdTzsSwC/CEtAjir8I0Dx9jAojSr+s7DygPLUEN5GbZbuuZ17\nOQKEXuFqT58+nRht8EIKAWGFwSVFpPqYWfeUJYIwwYqhLt/BTls0B03pBcPgUwR1bSN820dX4CmP\nGxolxad6/RiWQgeFJxISIrzJXxVaD4d4y3lg4CgQgtuVc8d55JcMSNo8Zqjh38aB4STRNUIcjXcF\nYejCRfEYhl1CNH4kZD0At0QvrPV2E9TNJ6BQPbmrbwAohYQ/fdUaCM55RgWlzDnFkBLHoBDluxtk\nGLE9ZwfGJWGYtwTWu785YGBh+MDr0XzKtegWY2hehQajFT/+4z/+SsG1hsgMZA7zi8e7RnSMAn4i\nV+qah0cx7NbnwDModdZ2wmerccAz4QuiQjwXIGd4FgqAa+CI6IyRgp57CbH1F/4l/1nRMteLMhTS\nu8HuERDhpG4DgxnvpTlnmBP1ZGxrihOckQZDnu0AZ/B/OELGwAcC+ANZmMc2AEfmlPO0sabdswIc\npnjiQc6bc7SDPBFcqO23/ddHAA0VRUNWRBt2AWVbLQHQ58ucd+U8/dXImhzr2xRxdBwvkMYjbL6n\nYPbrHsvvTUE/80yz8FF6IXFVsHfdliIc5VxbVmkeLgIvwEx7+A8FLcq5Nq7H5GJhdizAuuUvgKnJ\nH4ugnOMYIBB6Kkc0oWsUQ6FsiDjPBeLeP/mSPrbtaUYAQTXuYVg84LykFDReDgKR35mjhJ8KHSSE\nY44EMIqTCtFAdIbPnvRKzM6trdhfPaWuS5gZxYAixqPquSpQxOCNdQGXe9RHbfsY9s0NZdrYmSsK\nyS6gSDHcAV4okTEUFMo50Kf80JGCTkBO0SzKOYEdQw1uuZ51XI4vxtnnR7EXglLyTYNrrgPoHsMe\nxUwUjt8jYZ4QF8MS+oj+8LwkpJ6iTwAjfMFVOaaESYCusf4zJlUFYDq5/Xs1AkJI8SBAWa0ClTmh\ngFUDRw8bZcAx/nX+KFZwoivJr27adkQC+MNPCPg1zaE1nX5SIvGX5Kin8FRtG+Uux0bKORxmaN7l\nJUofl7DllcbHPTtDCbzfB4wLXh3enWutL8fNd3K5jQsjDCOpUObIHGgHB0HogWdivDPfGXdzBG+i\nhBOqeTXlyFPmc9z900+ehWJVQQErfxV+6qd+aqr67VkZ6gjutcgY2lLxiMGC8WZfWave87HtkzOt\nR/NONpAKYd7RVCkTolQo3dY+pQ69Hinnxg3OuI48AhhbOKVEXyj45nyFLmvWc9nveOM4ngO/KIcM\neBwRZAmRPnjos7sonLWGw9znsW1H9YbmxqAr5bXd0rnaDm6RI0I76rnsM8jSQaTnfPWrX33lGMz5\nx7jdFPR7mvUo5yx9wrCWLH0f3Hm1eK0q+GSVMGIec6FFFLKuVAn17ECwESq/Blg0hbWzPmNyPKfx\nXrFkR/HTF8KNCAplBZQwBHMuv21qtP0bjgDFm3cpln/zSxBi6axGDzhEwI6gTCnhNQAsnAwuBBhz\nAb/iGaOwhTlixPnMievgIwVdaPwaEA1CuPIsFDy5iUuMFi4zJMlTIvhXRcD9si5G94aDmDEhrIdY\nj9pf8zHfCY4SZX6Ei1NwRa2YM4JvB8WxAmiKuUmud46PwhOdi0XcPsVcqCiawtBG2AFCmDHWDuiM\nuYwFnkKdCB3CP/wkzEfgpvwTsrsyRzhkQAAELmGtwuiinOe+hDsKIkDP1PXwTWieGkoZQTL3yjXb\n9qMR4AEjWKMxEZbzOUV1KKyt0BxKYTfompPQnPTKQIPeBwjS5gKe9jWuDUVQLnMH8wZX4A2axavK\nMEjRinLer9nnN9rkfTzbEs/dp89ztoXTvJcRZNE/wmoFtJzibp2iEXhAQn2lDDC+Gs8O6KmiihUo\n8XABnem0oitHUbxyvfOMNNY+b7UoKs8U5T/tDt161i984QuTBxcdUvWbxw8+kk3cd0SflnjKoc9y\na9dRsqUymf8YZWzxD7wEDqG1FO6AqLtdhtCKI3AZjfdXDSnp79itdaAmgTWer06QffClW61LcuiY\nxfiOvi8BvKB7WEPoMvmfY5DBMFFX9XpjvQbgVmjarvbolHlM5O6u9rd8flPQ73F2KUIETYRF2CcP\n6IjgsVazTgcUTmDlBLwhI4D8COgIlhQo7S1G3jBMnyAm5FBIoLCzMP6aS+QaYe41hNoxCgPP6JZH\nYjTWgRAfniICEoE3ijTmZj5U0Q5zM0+EMYQTERMqnDwwwhIBiXAXZSZP0Iu++e1+gVT/ZYTxR8CG\nc7wtPN/aItyspaybwU1MkLWdcNaVqvRt650YD/RZw2Rrm75PwGSc4FFmiGIdv+XqnnUtmUvzSBi1\npgmhFNhnLT+3e8gU9qnRDK6by2G2niu9EHIMv3jWhSNStHr6jDkSbiwqIgqbZ9APZUpILKEPMw7d\ncA3aBG/gc8D10mwS1syDxyjRFQjtPatoAd58CibDUxUc4YgwPPjajZa53y1sCVnyd9HmHj219H7w\ngGcsYA1SzBkEzXfWv/P2QxvgA2U5BptcbwsP0HufvEIP1AZg5OElYUzGA8yHaAf9MeZSlIUxx9iG\nLsCBRGegZaIlRI8c873e+pxwL5/l0i88GfHces1D7lNwqiArDaUDYTn594x5PNfSjIQqd890v3bu\nN+X3kHHBh6z/GBfn+j/kOHxBM/BCMpGILPgJ7/aprXHIvW/5mtDeimf1ffEidEbkSYdutOnnrfPI\nB/Vc0lvqsX32OX7gABpRnwFvqLxTn/33Pve5xbaM6UlTQPulNQXwagZ3tFgEJqOXY0DaEeMK2asq\n5+hEnYP0dcrtViju5WhuCvpKrEIYCA2UKAJIL9C1phsELwoYrybhRXgnxYoyzIMFCF81lIwy34Fi\nJ5yHkIXgEo7mCG69luAd6zpi6pmEwNonHFuUwP1ZJxVx4d0jZHlG1lXhMbzsmDoBL8ByTgDTDyGS\ndQ3j9qzeLdVm037bvjFZqiMQBzcyLgglocRcKOxEQJevy1pMaKFoRzCCl7yfmCMBLrm/vJtR4tOv\nUMGA8ElCOE/FO++8k8PTlpdS/+5ZoyfSyLFEUDDwUNY8R5SutMu2V/+kdPGGCF9kpACOMVxpmxBJ\n4wPXq1KWPq9xaz2gJTxWaAmrthDxmsftvaJAwwOKtugWSpOc4OQF1/fvIb4UIXmo/uSQm3cGH/cN\nDcj1+raeCcX1O8Y5b4sWoBVRzus5z4NehLlH6UobyjdciceL0bDiCdyvSmSus2U0YtwEPDy8sd6t\nWu/VNBCiK8z/FnNPrXdKddaQsFNjCUfgjnDgfcB4W+/GtkL1gEX5ynm451gg4Y1oE/4DCHJoCcAj\nOuBt6JQiknCl4wkcq/SpX3/Mb/VWRI6E1hzT17mu5RkmW2RsGTk65FyOi5riaU+xuBy3JUybt6o0\nwRuGV+sv8+n8B3fRTodAagIccu3SNehMDBFpBz/RAGlaAI9QO4cCKMdZocENXh8BfAX9RTcZctQn\n6LIinAjtRlfjEHq9p92/Kp7tbr2+BY+qCBzrQZQNJZx3Fz9CM6phQErOBi9HAJ9l3A+IljG3SZt5\n++23X6WNcAQFB7RHy8nzXVY4l3JODgp/Y4R7dueQYPB9zLAp6CtmH6Pg0YoihTggGPtCDyET3hdP\ngf5YhQnQCKnfhF7CsqIdFRBQYSd5nnputB+LF2THrAOIKWEAcQOVGSLgwpxSwdd5ghPvGS8HoHAL\nN+VFpXQADJMw/dZbb00Cc3KdE4K9T+7L1OGV/aO08i4JAe1516NX6ThR28AFAhvvYkJ4zVGEKgo6\n/CGw8Jwitops8BIB3hXK2dI9CGmEa+06KMIivHKknPe2cNE6qUpTbYMhwNkAI07yp+E6o8I3v/nN\njzGDtKf43wIYH7Qk3m+0xDyJRsA8R8qv9/b+hChKRo+QcJ5izcNQgRIbA06Oz9EteMBYZy13iPBu\nzroRqbYNXtZj2fcslAgebu9ibcAHguMu6EJfxq5fB0+F+cdj2s9f82+GrAgv3sO6T9QKmmB9ralb\n4FoCFxzsQrpzS2B+I8ibQwYDRiEG3LXAIzzyCuf6KiDm2Cm3okwuWUFnjEUPGCrVhkD7O1BEnWcs\nNx+KffqrvDrXEKb7+jHGlDRrkrCOV8XQmusueVv5GUNV0nXQJwanWzTQHTofeIq83gA5LYbvHLOt\n6w5eXSKQUURQdVwlU4rywUvIS9LpNng5AuhDBboAWQGQRegYgR7lUJ15aXOuLcNa5esMuBwG/TN9\n57r/pfb7+uxd6lM+8HMRhKoyPFe9dNdjPn/+fGIeFgjGGwEr19XQHOGlQlEIsRZVhf489Vzfdy1P\nCeYtXAUBC1DMU92WoNUF7O5dcV19Rr8VhOlW/oTD17YYQDyCrrtFQOyE+RIAKcpzylB9dxEL2pon\nAjYvJE8gCyKlFYGt41jnCCMlmFPeETeRGPJ1K7iWt2Ep/5KAljmr18KPtR6JOcWSQYiH7b27EPla\nqT2FvnI/ymW31OacZ+NpvgWwdisjQksI0OafQaYCfCCMMsQIU9Om4kJt241BQsTWGFZqHzU8PsfR\nPc/FW9E/iZI2u7aezTs8ffp08p6m0KVweH+nBLh8iyA9pEI1tDo+hxf1muz3MOoc37WNcq4dQ410\nKzgxt/Z39fcQ5/s4PsQz7LonBVPoP0U8xvN6jXdAT1/cGWKrYlXbrNknoItmGHne11z/EG3QoVqX\npeK9aIz+ycaHeMZLuSdHQVXOPRcDVR2zS3nWNc9Rw6x7e+HZwrc35fz1kSHDV5kRvUhtDwa6Jx9+\nTcNVeHRkEGkzaMN9AcNkTbVC9245pXHtuG4K+oqRkk9XkYfgHCvUistfNaHssPQJa1cArIbiEH7W\nhoCrjjkCC47gVq1mwkSEPyq4wCIvVJYV0m8hzBQ3VlWh0O/dMX1AoObdpBB0qM+cc4QJlnjhiyza\nBHGAmQZ4XO5zwee+97lN/q178lykANbSMwjr4QEjNFPIWYPl2BrLzGMdx5rbCy9ZOWvIUWViiBxc\nNe+MAB0ofyzsQpsQapEb8s/hl/xnoeZCyLyX384j4vUZRH2Y/7m6A3LHGHA8Z4UwgnpstC/Cw/js\nKm4yuvYSj1lvNbfbmGbOhPCpqKxSuWr98EH4nhDFGMHQiLouCevWeM+9JrCM5tyY1OvrGCXsrR7z\nDCIpgHQLRQHhJgOj76nuAnglNeGDD8NnGWHgVYBA5VmPBTipWByD4S0C4xbDnfGHI9VghU6E5s69\nO+OhCBsRMQmjnms7Oo6WVB6oDcVcSgGaEFjLw9L+lFs8ZklAx9fkWN4CoLvGukfX7fNuMZwpBtYN\nPrv6QcPm6Miua/c97z7obS2F9gAAQABJREFUGx4jVcc8BypvNCaP8fOvImHwDpGNVfmuETcZL/x0\nJMPlfLZ4wYgf5PxDbCvffIj7X+M9ezqMd6jHRLgqIAov0Eb8gcyBrldD2LnfXQqs+krRTcgIS06l\ncz/PpfT/fy7lQS75OTAvHk3h3ARBAtIxEKs4ZMRUeD4JWJSgXSDPO59Hqm0JcIRfQhRLorBlTE0o\nY7WgWYi9mq4qy7WQHM8bZV04u4JkwHPK8xwVqTMmNc8lzyXfySIjnBOcbr3wQxUcjEFVZDMmc9vg\nhPMEcSGMlC8GD54URNQcUd6FOctHF/5DWaLsCoEFda7NletADQucDtz9ExLI4+jrAEKDAaZs7glv\nAVEccJ4hhzLgnOeTMiGcWBSGHGah9vFimHP5SwljT1/Z5ru3cA8wDAi9s9YYKYwHI5Lq8qOq0Onn\n2rber44tD7WijEKWrbFU5c97aV8FYQKoaBgMlIAeAVVaiTB5868fXmr75kfxqOS3MywyHDnPKFTD\njc1Zh443jAdC7IXDEZjhoZBcwEDIK2fufPfc2lcvwf0rVOOm6I61kTVqJVgTvLfuw3BgjcnBVqSs\nG4HqPS9tn1FN1NKcsbU/L2Gbt1qUAwOvNScyRdoRHJjzghon85OwUPuMP64X5ux8wFqDJzVVgvJN\ncGOAFamDt1SwNvFFa99842kUvhoZ4R2Fw/d0BviC3jD8LAEjD5qQzwfOtTWmUjV81s87eDc80HqA\nxwTOfWjy3H0u6bjPEKrPQdAODzcnaoIYV2sDvTGvvMs1rYFhlaEtihx6Lpqn4kR/V2tXZBhaUw3D\nvd0xv92DcTFRVu6TCEZ8x1wyxgEpOWQf6VFqpaxdT8c836VdK9LSGgR4ugJv8F56JGNc6C+6bO0b\nL39kROMlQo2hWFgx/k1GRLelrggrrykSnEx4krEmezDSJr3x2HEhWzA44XfwFE1jWEwdHnLKBvuN\nAAeLnH18GpDBGbmse7wEnYhHnV5AB+HUAeRLRh84swvIkXgwPIQPeDE6kvvmen2mXolj5pg8gU6B\nrptMBx/xv01BXzn5mHz1Wqy8bGczwlWE7LnGBFiLCHJjqiOBhtAGMDILMIiOmFalbXQPAlAHDJ1R\ngmKtQBHBuCqRvf3cb5YxQlEvBjTX/pqPi07AsHhECTtzFbSX3lGEBYIKKEHVI8QIgqBSzCjMwtcQ\nRsIxhSjfH0//GG4AEWTcoRRghCI4EkJE4Q8QcCnNPN9y+wh1vHbunRB093SOcB1li4ebQWcfIFRS\nFOGV9cVbSwnbt+DVPve8hLYRmPIscq0ChFFVVRlcKMMEoQraYq6MaNa8qBSGIREwUlgoreZBeCNg\nLSesBXg9zX2AMBRBu6Y5WK8UKspWBdEMCkO6P0FOgSoGBnhFiYIvhIB8ecC1FCNGhRhjvBt6hqZ0\n5dyaISyic3CxQgxFrqGYEiTqu9W2l7xPcKEMv//++5P3WajyXLRD3oOwHDwxh8YJjTE/jDYjGo8e\nMNBWj4n+zF1VwnMP4Y9/8Rd/MY095cgcMgIQ8tUPiBKQ9tb/8+fPJzpCSZBygy5Q6kUy6IMRR6QW\nnIArdU6Nw4iXCXckoNuip5TQkfHIc6AdUSD0p9K/53bPxwBwAG1nQIngS04wdgH8l6KlXQVGmijn\njieSp7ap9MFxuMdg09Pz6jX77McAmTl0LSMPfJuDalR0/Vxxybnrb+04nA+g22gruog3M8iht3g3\nuYFsCDhP3nzzzWkeKXHduYBe9/XuOjQIn3Af+ITv76Ogd3zSZ4BcYt1W3BX1Q0YQcp1nT/ttu3sE\nKMqKBKtFw4CHntf1EsNXehKBEQUdve4pEmnXt9YrfkDuQIfJjHEa1bZkR7ijsKQ2CjxWh0Vtu+3f\n8bdtEB52BHgNESXCtVBkAkkN/0UoCabAAhgV+Ohv0AWyfr7/ViWeslarfTMaIKaEaMS7W8J6H9vv\nNyaPL+WLh68zvLXjszR3PqFD0DJPKdaFILJcduXc/WooG+8WAY6AhRESbADB17EKvLOMM1EIaqV+\n7dyTIO6+u4DQ5xNbvPJyKzH1qoxQyCkXnjUGBQyfgnar8PQuWoYSHoj12G/RMfnusa12Mdg4b5+C\nBShAlF5jx9ghtx3zrUV+0Av3G+GHPijnFDxGOjhC2WZUoxCO8jl5qgJwVeQE771rAeGZBxPdcF8e\nLwKX3wEGP4ICgydlPDn52tinuPLUCnOLUci17sd7Fy8uARR9nKs6n/td2tZ4eUdgrhhT+xrrz5wx\nqsetLRXTjfEICD9L9KRfQ/DGC0LrFfqknIu0IMQTvCqgQXDUPBC84A1DTQD/4CX3qSyemaqcp81o\nGy+vbRcQ8SnzzftP4CSAEiQr7PPO9bpr3KecmX8GENEocxECaHAFypn1SUlPCks9n/0Y7/Lbdk45\nr8aS2n5uX3t8BF4w9DDW8KDyiuNzc99TF42xwUcjYM3GIMUjXiMxjbF57mBdSW8D6CzPO2OPucBL\nzMscCIE2X4fACJ/SDyMN3lYVdMrbradG5v3PsTXeeCT5Cz2NjDW6F3rNiIMeMIritdVwNromx/AC\nRWbDIxjyRyBVT1SofuHmBssjsI3Q8vic9SxhlyekVlJkdaIgEXhA/fQV4ilfM3lGwtkJTyAhwoQl\nCj4mZtH4/qFw4g6KiRH2eS7liCLQQuVYtoQWnzOcCAMQrskb7P0JF7cEhyrnPFiU4jlBhyKbcKQ6\nXiNvGGJLeBcuD08ovISfyvz0URWg9Cn0KUJ6jvXtnCDY2yHGKVzn2QmUjFE1p5xSVxmH9resoBOW\nMUBKmhCvGplDMK2ANigkyOpsLLPe04YCZI2HhljHPNYMLIA3isEDfcAUY9jJ9bYUOZ7YCPFLwlm9\nzj5hDa4w8phH+AZY1AkFgerlcUzxGs8azy8agO4k8ofnBw0MfgprFU1Qq8zHmyf02dqJkSD3vNRt\nTxtYs5Z4SPEG71lh6dp+Tkgqo85ISHaO57uue0YDxQlHnlXPQBiDdwwO0iaqcu68+ySSY0SjtNkX\n8CXRPUIv0ZOk8NR+jNVjAIK0SIwYWBkmampBxkBEjXVaQSFTa4+BbElBr9fs2l8rzKcf7f/hH/5h\n8vbCMQY6kRiUMl56z0ZJICfgF0K3RQpxYlSwJuCe9ofy3trfte2ToZ7cGVhF3K0N8680npGeUo+X\nGMPqqLnPsWAErJFX93nvW70X412+urTrHUVJxnBXDfG7rnOebBm9ZK49/BL9J6prLvVx7trHenxT\n0M8885ggLxcmirlAUsCTGKG6PoL2QjgJp4SjbkW2CPRBUMWchbkSugkqctlZxBHpeFwI9xQBfzwO\nlHVMT245xkYx4pGSX3gfSpF3w1AAIsASK6zyloB3x3hSGPYpWkVhqZWyWTPN91rPUx1DwjFc8ser\nL6SN15znMmHzwscoQh0I6Qw9Efz6eSFQFD/gPvCJoMUTyzBULaOdaMNBgjWBS/+q1lMaePWjfNRQ\n637vW/hNiDQfFFrzYc4pySzdFPEK5kwu/9x8sFob04B9c462sJhTeI3vHBDIzEWfp7n2/bh5w5wp\nawTptRAvadqjQ1WJhwvVGOG9hDqibxV4XNwfCO1FSyr+1baXsi/igYLEy4DOM7DsArRAmGeNahA+\nXg0W6cOapMxQeHjA8Qi5owwgcK6DcNgXd2H2PcoiynVv33/jP+anruHe5lS/GakYDvJsNYxShBkF\ndVfK2Kme5aH7sR4qjR6tYcbWqozlmfFdEVnxeOX4fW/NWfLJyQPkldQaEJHhj1GZUasaMvOceKN0\nLzguAlFEx8hok/a3uMUjpLitBRFMDLYVGEv8PZRyLgS7RvzVZ9v2Dx+BREGmB1GMImDw6p5GIpqL\n3rCvcq5vXweoIJIDnlVAa/yJ9pC+N4rsqO23/Tfe+NZtEM47AoqpEMYpv7HsU6RHyrkn4fWQm2Gh\nENpHAMkJIrxeGLRcIZ52wpi80HidXEvgZ7US/sY6TUgjEEYZ0oZgJvREf4S7c0IPP+y/z3nv++ib\nwiCHmoVQcTee0jUgj7y3xUTXhJGv6V8biptoCUBJHinn08m7f7xplEJ/ojZEZSCoCobAMd5WSpbi\nU8KqCfjwi3BMoYT3PLddWK4heLwkjENyneEjxdV9hWVXwTvPdEtbQmjekZCpACMjRwUKjzkDVRCv\nbQhUaZPjIhAob8Lll5Rz6QVf//rXp8sO9Ty5LkJ+Z/h5nrXbapzw7h3QCvg2l4soheO94rXv11/K\nb9Et1pE8ekpWr44+95xd4BEBpdhTB/NubVHC3ItnRGRUQlp7e3mIjIPwIUWkepul3xQEipG1jl6Y\nO9tDYde1Uc57/4xRoyKmvd2t/Cbk1oioSmsJ2wzhvehkffes23rsvvZ5yeEu/K+AL4n8WguMD5Rz\nwLDM4HnLgL5JQyIbzvGE/v6M4J/5zGemGi/wgtHDOF8KSFvhvNrg9CPQjR7ou2gazoBOZxmBRTCc\nIqK186r+Zrcm9/f3O9XvzYN+qpEc9EPgrIo4KxPFe04YppxjOHKC6nWDrifizPLMmx5GS+DjPbLw\nKvGunqnkr/Y+Xas/16r8fC7g5UoxKYJcD1c7133vq19jLdQsQFliHFkCinKqLKcdHMFICdmnhIS9\nYtRLUENdKeLeQ0Ghp3dKekJeKYfCWyskzJX3k/U2njxpDQxHlAAeN977FDXK9Y77EzXC00eJvVVv\nekLQ8+4jhlWNaGk32nZvNCMbOlI90KPrRNowDvDC1kKBo7ajYww1oHrwR+3QFMZDhskl4PFl2GIw\nJMD3cF2GIkYr70aYGEHwe3Tu0o6t8fSjJcaCIoaOxNvIiFtzTb0bHMIPGPsCFKCuBOVc3eZZePbr\n9bXN3D4DEaW5Ks5rcbf3yaMaftbP7fqdd9jV7prOM+Kp6WCNKe6Y6CfvYP2JXpKDT6gmjDO2iIig\nkEkjuVQgh1Cso1zX50QbKaFroK/3/ntNH9fSRiQcJ0+cKOg+49sSkC3wWiBiRx9VPlm69pznGPXw\nH8q5GksMiRucfgQYPkTw0ic4WfANugFajd9Kb+FNFxHJGQSnpL2eG66xuOu5x2TU/6agj0blRMcw\nixpKwnvoT1ipcC1KS4itWwoRlp8br1YegyLLOk6h6cJL/a0C+C5hOX3ObSlVuxT0D+5ylngrLGZC\nIo9xcuZrvwQ3od6IL4VTERgh9hiFKvGnstbVez70vm91mq8IqHVceBgpn5iTeSdQGYMehkSZYeHm\nhe6EjLKj7+41XfPerhUiTAgXDlmfs17v+Wr/FD3GJs8U5Vx7c+j9atht7YfCwCBFuYh3FQ7ztPfU\njXqdffenpN+qgp7xyHubmxEwaHQFy3oK3VBAh+Gje0R2eZIoulH2Rvddc8z8yqEfGRdyvZxhURsM\nNSl2mXPwXMSE9Bt0UjExYdyEduk7FbxzclwpI0Kdheg65pw/ufe1wGa9/hL3eTIYuMxxz700v9Kg\nRFWgnbzlxlJ6CTqazx3lvRgzhInOrem0syWAScMJCB+W/4mu84SPwuDTtm47najnDt1fm87DaNGN\nzYT9WwI4YM6zvuADXqGYVwC/kVZk7hl5rQcpH2vnMP1c0paMtBYoFj4RSs4Q2m6MbhUYOEP3vWOX\nG/p74/Hd0DHHq/u15/yN5jPESk1AQ9CsDc43Aox6idJC4+WA10KP5LuknXqKXd7vQ560yiyud89U\niz+kv8dyzaagn3mmfTqKgMpqxZKZHHSFG5yrCg8PySjPikKGCVF07EdQ7Y9OyN+loPMy1Ov7wukh\nMf0eFrg2YRQEb+HO8mgVuMqnlFjuKHXJJ0s/hCjhlPvkZufaa9gaf2MaQOyMifdW3KiG8VK+jV8P\nUyW4R0HmEaEE8VZTXoR/r2WydW4TaVE93nBpJNDn3nkHBaQYmxhjVE1OCgWBiJLleStO5TrCI8WL\n8FSheufr8b5P6BQ+Pxdx0ttf029ryPoHBFJC9ou7NIEKmCqF5cmTJ5PylHPWHuGMt5EyO0qDGH2+\nKtfbrvkaRG0/tx86MDoPt+C8HPdqSExb3hxAQRWhEdooLLc/v/sIfaXIwkFpFDwwaCJDFoVtzsiR\n+13SljGVEcJag9+iAiodEJKelAdRJYwpaCqvhz90VYV/tIGwZa0Aa3oXVOVcW+uYgi6Kas316b/S\nuRw715YRAf0xXmgCY4zxSxQOQ16KBKJF1hI6yXi8i6ed65mP7Vd6SpRzfeEd6AEFHQ1l4McXhD3X\neev5oMc+x31eT2GrysKue6MZUsPIV9e0/ne91+i89MTwceeX8Fo6C/yoeOEa44SGPqQXXfSeGkjW\nrohKhgRfMsEDNzhuBIyteSd3Pnv2bJpn9IEMgV5++ctffk05P+5u669mQE69FDrINRnS17/l6Vtu\nCvoJx1R4r/zIWqWX4MDbozhDGAili5JD8KpAca0KXD1nv4ey1vOEpe5RqOftE5irImWh8KYQfglp\nFrSFjOlrS4gXEgMUjqBI8O53oZzQhODWIkNzn1nQN4Kcwk5T5xfyL159EQ6HglCiquDyFPvjte5z\nCw/kqfdvQXdlBtEllFF49wk/NU9R0nufeb/OwHM8WwJuBCZKQH0HIZSjMErKkmgQioBQZKH6wjEJ\nmwQw9Q4oYNZANRgRQCieeVa4QokT2nxrIDSRQkZQosSaJ4I1Y0dgLkSdYYchyNyxhlcjX669r+1S\ndW7Ph/YxRlba0J9NhIDcOB4VisdcdAVPOwETwMXsM1KMvtnb7/MQv+G5uWVUgNciStQHEHoaOoEP\noP2MWWg8XhHlPM8MTwhYxhGtzrqbo7O5bs0W3TsEKi855Pp9roHv0ocYCmPclYdr3tEkY4O2AEWI\n8jUBhg9jVD/tuM99z9XWPOPXPXLC/awbxhcF0yqgFzzqkRv2+f507edS9xmCCfKHRE1FtrrUd9v3\nufBuMhecppSTK/F/uOwrP4z1ePMItOmfJ0w7Rrgqn+b4Q2w5LuLQsU7R9CWjw0M847XdU3SiKFyA\np1SdAQ19CGeHeihoGRwmz/Ho42EV0ELPd4zsXfu7lf1NQT9gJnk3KGIYJsVL6JHCa4RrAgQmw7Mh\nl4ogRkij3ApBk+upaMcI5r5nO2rbj3WluZ/3uytjBKx4M72Dxd2FfZ5fwiXFCaPAJEbQvTKjNo4R\nVu8jx2Xu/nPHWfRSvVIkg3DbfcD489p0ZTt99JDmHN+Vl6tdPoOzj3Ke/tfgRdqOthQwihM82FUX\nIdcjtmESjtXid5SSfM5LtIicOmMm+oKA5nzCM+EbYcK64DWk9F8SCCNnlBNWuQ9jEY5uXIWnW3+M\nNBQ3VYgJ7Dyi1klfr3l3hh34al329Zo2l7JVRXoNsOz7mwNjE1qlTZRz++gxDzzhbp/wWNeeAyiM\nBE9rgLBsLn2rWD6xtaEGh98VeEZ935sSnxSUet46jrf4Ib1f9ZkeYt/Yoh/GSogk+mF80Yoorj30\n17gl5/ISaAjcwGs9r+dRQPbpXW0Pc0xewHtipKxjPMrXruevfV+EyCHK+bW/d39+eMHgFD7ovJoC\n8ITM6S/A6A1nGMAZofAO6TBLQBG6BKAsZs16Hut2U9CPmxnOr0BVzh3Di3bVHsq1p9zGCCnqzV8H\nvBvNw9OlwdGfNng5At9yxxTOW7Z7j5GmyCYHDcMVGhmlaY9uXjWlLFeP36sTdzsUJooDy6sq5yMB\nm8UH0vAw+HwPLyZCKPcxIMw0z5xjj20rRJWislZJ5yFiBeZp3QVP7jz6FYTYB+Siwo94onJ87RaO\nMVLwwijAE+DVjSeTMkXxJvirxi9/CvD+xqNMwVKFO1W500/fUnKFHiGSF7Ts+mPe22/jTCirBisC\nKw8jWvCJT3xiCu1NSL1PivXPySzhh7UqCuTQcG5RJJ5xJCxXJYqCoEYEy7Bn9hvwfqSausgT9Ew0\ngWgT869/UBXxUc751OiR/1Pt3zplyJgDgoDQ70pX0Gd0PIBeRLlPWDxcOxQqj2GM8AkwCmENTR71\nTZg274RUuIOWHPMco3vc8jEGcHUU0NS33npr8ihG2Eev0WNgDfrLGpY+weAYwP+t0cC5ZBDGGgZW\neEHR7oY1qRp4yzHyTt7hWrfWNxkiqRu//Mu/PNFIY8NQq0jpoVDX6b59LPEYUS+U4kOjSeAf+aXy\nAIX/0LsKeEoiQ/AzeJp7Zov+XYvxztrtfJnBjTwgKiw8tI7B3D4eTaacc4LMXVePnws/8HwGka4s\n13sv7RsHOBL6tdSWnsJZkEK9S23v85yIP8amOTmdsbXyPimRHDIVjpkf/Uh/IjuE99e+1+ybA2t0\n7h2W+kC/OBgOgUfpQTfIiEAQWehcVRLqQFLwtY3AhbBUeOzKubHoRazq+Iz2MTThvN2LNGp7H8cI\n8RUIdIC3i/IdwwNl3afowKc//elX323GUKNETidn/gnZ3uCjESBY9HWHybCoYkwE2jqujncF/aPe\n7nevRj5QthPuD3fqM764UxZiEebFk1ca40wVyvL0+66lXHfrW1EUanksffWBcCo8fmSlP/f48O7j\nE13onLtv8EcKEaGU8WmD9SOQyAzzbe3VL5U8u0vVYnAXpaI2SuXRaEhV0Nff8fCWwjqFpmfdj3oi\nwB8qxI/6u7Zj0pjwg9TgEfLst/DYxwaUkRGQOUY8I22vRTn3vCM6Kbo0XxPpBUXzjtt2PAKi6vCf\n7pDkBFjCmXFvpz3q2dSJSeRk773j+0OE4fdnupTfF6egZ7JYLAjp+X3IgLGsja5HyKKc61cxGUhc\nq6M6TtjWNsq5YyPC4vgG60fAvArzHM3NUi8EnH6NxXwoATK//hSb4sESHoSg8XC6D7yIcu65nM/9\naygR61+vjLz0Htu5+REwH8mRgyMV5N1l/HMcTsCnQD1vLtGReizt1mz1qw9/HRh1RuFiFC+eH+A6\nxcAqxNtRj2V/5FXIuce+NY9SIMzJnKLjnNy2pfnOmjee+IPfS+13jXt4DOPbIbyBZ2EuLWbXvR/j\ned6IrsgSAP35QkVAdW+V7vvXDIRQ1/mutCPX5ry5dT6/c36frT4YCuZwdp++brEt4yU675vuPMQV\nGGuNvbV/qnVa+z9kv8sg8IMMYp4PATzCtRU/FGwU3VllDJ7YKocecq9ruQY93McwAzdOsU4PXefk\nzyoj1H482zEyiDnTR+1/NI+M/105167i1ei6+zqGz9VxqfdV40jKD0Oqrw7ULx+lnTUyd33aLG2z\nTo3lIWD8jeV9j+dhVOWQN1x5TZAM0huM/F55+WvNTOjoeuHKmEKqYfNimIDelsAshEkYXbyfqk5S\n5Fn6ai6PvCBIkMrErz3IGX6EqO8TcoFQjEI8PPfTuxy49+6qPZ4aASlbxka1b4IVwwhL35O70PU+\n3ruGyXP2a4Q17jMG9R4JcYdrPCvCDmOkcR/PWMPGjFHur/iZUDwg1F7el/AiIeyKfnkuedUB4Yuu\nTRhmjl/idm7dLD0rwVmItzynY6BWun/zzTendBJ9EqwR74x/7gEnKtTz5hW+12O17a59NME6G4WX\niaTgievn0IfcDzMQJcL4EyBoiczoeGBNPLvz/PGmbvDxEfAtaEYRn2nMuuutFKKhpGX8nUfzKqAV\noYHW/4im1Pa79rNWGI+E0idUjwdXuobPCUmHiKHP/Z7c0ZXwE/ON/8CVQ+nYrme8tvPmxRdP8I7n\nz5+/enzKtnE1npVPEeiEqdd5d5GwQnQj6UpCLaUy1XYdP1yX857jFDIIw5K+Oq1wrw7kDfhBtlBb\n4RYAHUWLOzCgxFMK99XkqG2FPJsLNNhf5qX3s+Z31umatkttOr2AH2j5kuF1qT/45937+Cjyhp+G\nT/hqgaKIoV1LfV7iOeNW12x9Ruu8ytKVh9Z2c/uRhR8KP+Bshfoc4Tf1WG27a9+4wZFdtIOMTcaM\n0wCtEzquqGj0nF33OvV5/DrRS3B5bgwUjBZZaKzm1vmx6zfr9ND1Yw6sUc+4L5CND4WLU9APfZF9\nroP0X/va16acRghBOJ4DEyPUVg4p5U1byAJ8sop13CciUiVWrhlkszhUYWb1lDul4irlTWEnCInY\nhmDJn4HMFtjzO4EEEgnn/ODDfGtEmpWWcOKcPDWCqG+RszorOuPZCAHuh2D449VljXUt5ue+DAv6\nFpKJMBIIfu/3fm/yPFEcjEuYgvdkzHCMAIlJIAD6+J//+Z9pDOTU+hyU92MFV+iDoAqZCaW8SvJC\nGTs+//nPT7lC04UX+C/KeR7N+FDczb9x8P4B4TrCbhkcCNk+AVQLo2mnkJfvCjvHKw8fVGc2JuYE\nXvCwGmeKqXl1vyUiAF/hJIFUqkC8dvKt4aFx9+k2xND7UBhGRAnRsA5CQD0vYRb+wRVEHY7yYsAV\nz6Q/Rhb7cNezwEPWbh4rOEfo8l6KCcIb7TGPMGDh33BIaDv8dD3vFwYkzFE0QwUpBv4uDShfcN07\nfnC3Tq1ttIBgBdcJGcC4KH4mNxnTpLAx5gi9DRg3IbvGihJifVpv5pPBz33mGFf6MP/uCyfQkpqv\n+eRO4JfbHk+e9Z05hUt1Xj2LtnJ8zeVXvvKVqU99y9n2nvbRMRWB0QzPCh+qkAq/0DP9u878uqfr\nQ5usL+2ilKji77nlEnp3Y2tf0UbFg+Cd8bFGRDbBoxd3KQQA7jzkN5C9o2JNaAI6Dc/NGfCJTEVw\nGADRWmMn39b7MzqhJXXNO+5ax9BU9MOatk7gHSOPPo1laPV0ow//WdfWH7xMv3L6tLUO0RvH3aNG\nktU+zFFVGvSpvS8wwCN9B7Q1/+Fn9Xj6cE/7cASupjAa/DKHuRbuikLRJ8BbpEOp3J5P8xhjPM/8\nwx08GQ5W/HOtPhRqNdboLTrSabx254ZU35YKBb/xe8+O3sNr7/73f//3E83gSQI/+7M/+9pjWScM\nDnXcX2tw98M7ovUZ836+/jZewY16/NB9+GHu3Ntzekf3MDeMlOidNYvfkBUI7L/0S7/02u0YZM0t\n3Ibz2jxWgNfoCT7JAEWOIyM8v+PP+ARaYD0zVpFN4HitX+CTZZxQPrfW18VoTK0Vzog5epBr4NiI\n5jhvjaNdcEF/cBz9Z1RVvwftUXvIcbxfuyd3vIlcxWtu3snNT+8cIRvsNwJ4MnmNPGksGSXJgGgr\nHQHtMd4MyeQ7ed5ki31ogLkcyZKe1Nxbr3i+e4sixKs4qeR/P7tzPlRZs7+dZwu/7Oce8+9HWyRu\nzaSnSBwh9FAYETRMVmGgAOSkvFkslH5EjoAaAqaKNybOa+d7uAFE8M/+7M8moSnH+tb9CccRgPp5\nxBJhpPDlk2q1DaarD8L1vuCzSDXfz2dB3nnnnb26QcArGLvAqYrErRFocs9sMUlCVDxhiB4hxJwB\nRhpGDPOIGc0BwoaQ8paYZwRW/l2A0UWfvgAgj7EDpc8cRgHu5/Pb81QDAyXBb9/MDMCvXcxRoQ1F\nsBB6AhWiTSHZxdhzj9E2YzA6t+vYEn6cs0hcfS5MizIbBkRZo1RbN9ZVjFm5Rt7syCiIkaVSd9pm\nbNQ/6DUbCGY8ywQzuGFO4TKhP5X/9eM76QS7Oejr1D2r1T3PMHf9ruPnLNDCQ0DpIdiNGDz6dV9F\n4naNw+g8/CB8UzgrWPNoNiWHAt/nXts/+IM/mIqX1uvsB4/gZGo4GBuGRkITIVkRKoI2gxjcqhXC\nKU6MqokG0CdcYxCgfMGx9OscgEPw31y4L7qwFtA7BkzPqAAro+8+YKzQyTnFYakvz2kOAt4561if\njCFV8Um7tdtD146q3TUaySeT0PC6jvE/ihp5gQKkor1nlu9p/kbAOOiZfP7QtXOg8B7DK9qOlsnz\nZ+CAWyNgyLUW8Q84UsEzoZFzMkhtO9pnnPCOcOtQOHQe3G+Jx1CkGUXXKMGjZ4d/5L41MojIIUZI\n8oI1Yi4pZmicyBC/A2iK34olvrhT0tYAY6H38UUi8oT5Mt+U/zrv8OEXfuEXXnXJcCAkvxc+fNVg\nxw45Fp2bU/52XD7RjcdcJI7BlAKMJjMG1s8vkjPIpVUeyHjCj3yOMseWtuQ99wq8++6705c08ntu\nS2k3v51nzLUfHT9m/eoP/m5F4kYjux372AhAlrqQeNsgsHCvfFqDZdS3gStYEBUQdfkbvBqHACUT\noY9yhciraH8q6BWX++9T3ech+iE8RTl3f4q1QkW8gCr+E57BqLL0dKL8q4YXSl0F3lfKP+GYUCUv\njddZwRie6bWgLYU1eWwMRLxYmL3CZBQAwtUS8IBoF4MVAt893kvX3+o5wkyEeu9ofBzrc5n3hyMM\nbRSmWhSOAGpNE1gChDfrHmOkhKMPGB2hkYcknwPkVSaUU/A7MxYqypNC0WAw69+Vr3jsvocoOnne\nXdv69QxKBZw8BhjsvDcFkyECHb02YLisCrr5j8Bu/tGSqqCLTGJYg2eEYwYg0QwRkK1tub1VIKJA\n8OoT1kUyZY4px/hOVdBrdEfGEv0BI0MtLzdcR8cYCynzDHhrQYQEowB+VHF/7fW32O5zn/vcpHjg\nzT65hX5TdCl0UWTge77/HsMwRXlOOafIrY0yYWSknDPmUPgpa6LBGAoocRVEF4YOUc7dvyvptf22\nf9gIkPXwayAS79mdUpZILbybIS9GEBEnf/InfzLRCN50Xk15yjk/egIRmeiBlM6kasI/8gzZI9Dl\nOHLBBg83AuY9tL4q556oz1V9SvRjHwWd/MBgSVmGe+SKDc47Ai9j8M57j0fTuzASgjCLkWqkCBvr\nKmSO95MQxXKtnbA2CE84IWRFOTdgwpsIUhV4grrwPacE1Ovm9nk9opxrI7zsFAo6YZDllmee9Zvg\nRXBm4b8VGI17jhnHAOZFeV8yogjDDBCcKeCEdswXowWE2FR+xjwpYkLqedDnwPxSBDF1whYhjqBH\nUGeYER4vFIlwJQTb8ycncNSnsKgo587rm9Dwcz/3c9N3Wh+rcE2YpfgSVAGrNWF4CYy7P+tN1Azg\ntTKGjD+YLkYo3LzWMlDLgfLmuNDfADrj9xe+8IUcmrYUJeHRUbrQKHONvsAh/fCmet4YGUR9AMIc\nply9J9OJA/9RNo1NaA78JPAD9NC6IRzKPxbiugufKCOp6s5AAc8pE9cGjLHmFP4w3AprTc66dwld\nyXsxrOWTjniNFBt0huJkfP3xlHcw/ua992cM//qv/7o3X/Wb0qhP/C4pPpQ6aVBofwcGQt5Q+IYX\n/u7v/u7koZWnTQmwlh4bEK4ZxxlJ0GXRUowcKvuLijFvDB9CndEG46sYIh7Roc9tPZ/1XY+N9hkB\nRDOgA4yGUepcz5CUNeec+1l7AQac9+5q2VQPa85t2+NGoM9t/Z1wYrTePuNv+Iq1xmiXWgxLT0FG\nizEu7ep9HGMMSG0Hch16tMHDjUCfn0Q7oc3WYZwy/QnxDpEW3/jGN/qp6TdazBiY6MwYAZwkn6AF\nIp76J9GGnW0HDxqBTUE/aNg+fhFm9Vu/9VuvQp0IvUFsigxFizWL1yjeC73wsFLeeJKqkCzsrods\nEmAIQoRxyhYrdQ15+/hTLR9BxCucaqFh2FEI9M/LSug+laBfn/mh9imlrM2UDIAQxjPJu1lDhEfh\nb4wxQtYIWjUEV1/CLOUqB1zfKz0TljBcXtQREKoUzYrHK5ZVOChUUp6zfhmI4C7gteGtpySNoONH\n+pZmQbF4zN5031f2DXSQehS8xeYY3vMyjoAnVMig3FjGE0KV8NZAxSPH4tkQWcHoUoGx5oM7j3IF\nOc/V+yHdpaadUMDjvUWHzKFcMjSKhR1+S9EguDEOEPTirav3WbMP96Kca08hoVRTtOXuA+cZDuA1\nhXVJYatVjl17zUW1eMLNP2Mt5dwYW8PwghBkjKxhwnE15FLcYsAxvhRjudqMoiOwhtEqQrX74EfV\nGDC6Zu4YARCuwtk69gR8NRXQkgqUcXUFXMewxyhNuQfWCkFRTnq8gvXaW97nuUzhQ3mkFKy5TwVa\ng/7mYB+P2FwfhHLe10Rx1HapsEymETFBRunGoM4n6vXb/v4jwHCZr4OYX4oSpw9HDycPgzuQWuIP\nMPIEyAqdVuZc3aI3XTlnJO28C02yVvEtvE2djLXGn3q/bf80I4AGkxPwB5FW+IWIOzxDpCWdwZZ+\nUkFkRZcv6nnyBL2FQb8DnoEPoelxTPQ22+/jR2BT0I8fw6kHSlVVxKoSrgErFqbXj/N8EEp4nHnT\nEtauP0ILZS/Aq8QbS8gmwLF0HwpCa2Nh1Qeim7DsQ/vMdT23zXPeknLuPQmZmJR3o+DWucCwapih\ndjwjAcoVIhpgjeZVikEnHsycJwQRuikuAYo1gX4OKD5RoHsbzxavSJRzbRyDp3MKuiKDDELeB35W\nZZBy8NghirlxYDxRo8A88DIQZkeKh3UsfxoIZTe+a6GPOau2OhIxGvGeU7p5W4U37gLeF30ASnv6\nwYwpEYARokf2TCdW/JMnyCAl5xkwSqJ3cmk7EBwonvJghXOK3qAIyIONgQA+Whuhu5TXawApBSr7\no7mZb2NCkIq3w1qUCyqqQg6ofYDu8KjOgailqizXdmiw8dQHIx1FjJc7hsXads0+z39woacWMOh4\ntxiDrAfKOcC/0L9eBMxxESCjdbLmea61TV/H/XfeyzqkwItioqDhG1Ib0A0Kkvm0Tk4BVTmnpFl7\nBHprjFyCngFrzzOgC3LQGX+6wn6K53msfSgaSAkPiMokC4i4QBuA1IMXL15MdBFt8Nu6xqOBPPVq\nGJ0OrvwHDxTmVOy0Aq9tN8DV89v+/Y0Aec26Rz/RdkZ8OMOBlHXMiZI6NaKlzOmu1AR1sfwtQZf1\nl9pu5/YfgU1B33/MXruCwk0RYmWUk8GDAfI5IIKW4gosURbPCHK8ekmFH/NwU/Y6pH0/LmQQ814K\ne841PSyG8CykloB4bF4owQ2TwCAIoTxxtwrmoirn3rN7xAkxDDC8JJS4KCgZE8IrgZ3VU3hShNqc\nt+VpFZVAsOatlns4CiHNNUvEN8p52mZLEFO9O8BgQCiEGwFz6Y8SIESbAsqTK6Jgg49GQOi2sQGE\nJqGpVfHARBXG4gHFOOWlH2uJfu+996YwY8o1YV2oM2WW4U3aBBxMnvJHT/rRHgZvTkX/RAn+6OzL\nPUyfcrUr/LxfB5cYdNQtEKLLSIXWwHv0EU4nyiPXWlvCpnl5AU8S3E0aBmVftA5DI69izdNOH5e2\nRdcVZ4zxjKGU0M3wYK1VUHiJpzlClnPmaBfAqRGIlqjzGroVPB1dM3cMjaupOd1ogC9KnUGzGKA7\nz8J/4Kd1EcOke3W+NHf/WzqOnpIbzK2Iuhq6Dt8pxHhzTW2wxtEYkRfd6H/qseGNtQaDh8Gb3Mec\nxVCTY9v2NCMg3aUCbyYFPZEnzsEdRfxEcTH+ZZ6cQ1trnRPHgEgI+NYLmL48+/r/x7gmXx+B6/jF\nSCdyCi8ZRTRwBIhIq2mK+7wZ3kEfwbfxchAj0fRj+3fyEdgU9COGVNhRcnbk0LFiCu2T20F4JHAK\nR6L0EFCEmsrfqrkcvOLyi4HQsIS6+a3iOa8DYZaXgyInz5TCJ5SpWqp5TjBwwg4GzxNWhTH9VWB9\nF/bCIi+EVUidBYxoE5yEQB8KPDUYBoODcZAbeYgQeOj9H/I6CgUGKS+U4kCRMRYBQjKLdgfVuBk1\n5kLWGTrgyf9v7zzALSmqPN6IsiKSs0MY8hCHjARlSJIZksgCfuQgLAqLwJKHKEEGkDAEiQuDDJkl\njSwwhEFmlyAZySAD7CKwZETg7f01nut5NdW5+3bfe8/5vve6b3fFf1VX1Ql1SvqKG9/9jZBFaxf1\nexh7ykVfoS8Jw065YXgws6Ue7OeFoaMuSFw1U0ZfIQxaE977JgSdZ7/du2aeYhqKZhjmHDyFIdUm\n6Ek48a26jJzEgWlige9Ommg3YQrZzwrzLUfzSTy50g9wdIiAiD7C/nR3cYe0XvcDiRt3ZUxDAyOM\nBOOT7i/kwViBBp8xj3FuzTXXDE03OSJGE4IhYdB5ztiqhUo6bNPuEZqxhUCYc8oH3ozBbpvCkOlw\nWeuCwNjVftC+aOnpB7Qh4zLjipt3mrxEO5cUlr7OXMJ8xDYn2petXPRRvgWELrxjrESwjMlkvxEM\nF8I1xlIEuCJ4ZbHNd8M6A4spvbAGf74D+abiMIPBShPOlwbMOAy6CH3IlzUIgjwENFh+aWswXxr2\nLD8Crndy8Eawy/wu2kvmBNpA5hOdm/a6rZ+nsagiPH2RbVJGzUaA7Yl6W2lUafUYEhXG95w5m7GZ\n/ojwn3mYPuiuc3xx7Vl+BIxBz4AdCwqYKBY4MNpMXLJnh/0YSLWRaLP4RirOBAsjzAKExRAMNft2\ntBaEOGhJkEyxZximCYmoeFaGmWffERJstKZaOsqgjLQMwqGMaCKQrBMWoUEcsScFEyoYOTT8Ui6E\nAmJCFxc/7h2SOq0xjAvbre+QbmNaxGKYxRL78sTTPoIXmFifuamPQWLhAzNCXxGzRSZe2j1uH24U\ndiyC0SpqqwzKySJYnHCh9cLkVaw+SEsmfbZjiLaVxTOMhJi0cS/eXtmWgUBKM1xRZYp6Tnr0uaGt\n7RyUpxck9mxpQPOFeTntQL3AkfYUgUgUHvo5C2QmRCGEaizo0YpjiUEfoa1pA/ai8S37iP3eCPEw\nQWUM0+OILzxjl+uQknCMVVmJxYNmEBifGA/BB6I+1IEtAfwxDonGFaskvgmhEV1ixi7l1VcEra75\nMn1B9t/rsEUFmjDnCGX4tuWbJn36QFaCmU/qL6TJeM88qNua51JnPIgjIGDMpB9Td9qdYweZU914\nxO0XYuHL9wYuzPlsTYEZE8egbEVyv20Yeh+5gtkiuDL20JcYn1mTIJQVgQ7CYu4ZW9huQnmNykUA\njTk443eIPqK3ziGYZPyHgWbdWSbRh1A+4QvH7Xdl5mNpFUeAdUUa5rxITgiM6X8QaxIs/oyqR8C/\nmqs+367LAckTmiWRQDFwukwJi0rMVGFuhGCQMP+FMReSxScLFTn2BM0lGu9Ro0aFWnStKYVhwRTQ\nXSRhsop2FoZOBAWSR1omR8zVpEwS3/0tz7ky4aPdQVsXp6XXcXrpnoUl7cbeWCEWMuKsiWe0e1bG\nGszpU/QzWQTBhGECm5WY0GEGKSdlw6oBjQcTOsT+YgQKMGIMvjAEvIOBg9z+I/0BKT3CH2EaWUwi\nkMpLLErZvyjCIRbz9OtuJYQaYMiiFo02AjomT7BnK0AW5hwMBGfBA20k5upoUdhGk4YYG+hT7nil\n41JWVyvq7iuGURNLAB036p66oh1Gi+oSXtvRxNH3sNjRJH2NZwi5EAYxzqFdFP8MMHUIKRgTMaVG\n4950csfoouWlfVzTcp0mZrCM0UUJjBkP4hg98kHACAMuHubJlz4jJ5jwm/mGuUy+A/okPi3QqMel\nT9xeJsZ5hLwyx2NVAtOrCWunNJQ2XJq0CIMTMp+wDoGTtCOWYXmEd2nL0K/hEFrDgEHusVa0M+Me\nwl803czlZRHtipCZ9S7CM6PmIoCSz0euoM4XJs0zBG/aai1NHAtTDgLfKCeZ3k8Fs0thzqmtu9hF\nO4mZuHbkJajAxMhEJs+4aqad36JtZRGKRBTmlwUx5s8+KSYLGph8NFEMziyiWLSxIEKDm4U4N5f9\nzyygMIOFCfARJlNoUtF6MXEnaXqwOoA5gWHsFWIPrWbOqReaKm3uw8JU9xefWbvGA0YOawa0IsKc\n8x5GJM4DK+0BvqIlA28mVtoICwkWTWhMKbMw5/RFrDXQfMgeNBZbmBizIIBgANG2058wZ4RRgtjC\noZlG9sQXIdIT5px05BsokmadcRGw0QYwTuzVggnlG2G8cM0K0Xy4znfSlJ3FMu0nFg4SBy0bgj76\nBMw2jC1jDH3THa8kDlfGGSxwECSwXYG+i4YbYQAaTiGYh7T75MmP8ZD+p8cI0qafY01EHbBEwsw6\njrAEYgwU5pxyoGkEZ4STpNN05g48RBsaV9cs7+KYc9JB+PGK49U/S/o6bBK+mEDCJLj+T2DYXd8A\nepwkD+bOfiaEuXLUnsaBsaMJFOVgTK9pun3cbgLOSWVwnWkyfyOk5BuX+T8pjbTvGVuwZmIrpTio\nTBvXwnUGAdZhWHG6gnTJvaigjnEbi1AsHPV2WknfrtUjYBr0lBizl5o9Fyy6fYSGioGSow1cwjTE\np2lG+onzLyH2oSENxZESZo8sbvHEzIIWJgyCUWdi9C3OMHlika01UJJ20pWysJjnoxatuhuHvaQw\nIAgcIMLDqIrW1Q2vTXpZ6BPWnWTcOJ36TT0vafkMYJKDoXWl03Hl8E2GDGJoktFKs9UABkm0IaSl\nmVA3bRgMGGPana0O9BcRaMDcsHhDq4zmWpOLL3uE0CbKwglTerztai+wxKcs0ob8Jg8EMuIhGAEP\nAzLxqBNYwcjTdpQPiapsp+DYLZewrsDBFWHoz9QtikgP4YWY/Y/oYhNm6ujTNOm6M44whsCkIBSR\ndtZh0tzDMGEFIfhjecCEKlpavrc4plznQX9hqwLmk/QB+oeMIYxPeh8jTDumzIxLmugrWHowPpEW\nQkOEmpqwIECAGTW+6LBx9/RXLcRCOEn/ca0+4tLo9Dusa5L6BmVCgIHDPFeYk6e8WkCYJ36WODCZ\nWJWxfUET4wdCH+0nAF8pCJfQEuMZnPdJAgCdZrfcMyfceOON4biJuXBU/2Tcd4VtddSRcZijW91+\nigAFYRiEMI3fzAUIdGWM6fZxuw68s+bJt4S1kesXJGs6WcNzigTrA8Z1o+YgwDqtKiEe1p+s9eF5\nxMKyOTXvn5IYgx7R1jAZMJ5o+NA8ckwBpnl4VmcC0140SQLGjMWVZsokadf8kkU0jBSmn5tuumnI\nIMH8ogHDlBPNNAtemdC16TTM0k6tI1ZgLiHCsLgRzbksrMOXEf9gtsgfyTh75Vk8QAgRohbP7C3U\nZveSdFx+aPCEWWQiFwaTPLXZo6TVySv7WlkYQTgqQnjgHlvG4AdDQh2QIsueehh6NI5aM0gboBGV\nfbX0BU2Cg37GPabFmJDJGZVoQJGKoznXHlzpA4KfpEFYSRd8kXbKbwlD+8DM0C/FVI2+gnRc+jD1\nIU+x/sBkCvN4tmqIYIG9qwiQhgwZEsajf+IwTM7+lvy4MpGL1l/iRfUTNG7Uk/qxCHDPUkcQBROL\n0CJKUqzz7tQ9TCECEYRUa6+9drj/m29T9uH6yoGjJ/HgrwUkvrBpnuFwSxh0LGmEOSeuLJzTpEMY\nyg729DvGFMYG2gyho0t8K5pBZ6GOEFGIccJ1VMc7nkeNLxI3zRUmAZM7hJEQAizp22nidzIMjBf9\nRDv/jMuf75RFOP5FaJNuIeYH/lyiPjCpmkGn/bp5G4tbR99vtgJheSRtyLwu8ziCS5yuibVB1Njo\nS7fKZwi5RFAq+bA4RzvOXMk4zLcmQnbqyBzCnBAlpJd07JqMAJZunGpBv+D7R1AHsbZAqMtpCIzx\n9BeZl5NTzR4C6ynaWvouKfANG4OeHcuqYuBwtCrmnDIj3EXgznF+RvUhYAx6BPYcG8LiG4JxZsHJ\noMmxFTLRulF9zDlh0C4IwVSxsJaFLwthtIiakFbD1HNeIdpHtG0MmBAaKsxCWaBSLhxQIUSAuWFg\nTUN4jeY8dQjGjLOTSSeOBAsdBkc2aECiSCYYeS+SeYQZ5OkyxBKuE1dtmg1TC0OpywNjiBmteK/l\nHgxgMGC06AMwp1rzIcw55acvaE0zk50W4KCFOOCAA0IG3fWSivaM/DSDzqSMRgZnfkIuviyURNNB\nGBhaFsacAEAd8cqOQIDFltSLcDAPuu+i/UcwoYkJgT7I4oyyi0DBtQxhYBfmnPjEIS79OIoEC/c9\nlgo4QeRbQRiAeTUS3SYQmmWEFBALK5hFMBZHer4yusITX5gsz2DyaTcW/0U8fkueMPWMbzDoWvgk\n7+WKwyiYDLbhYBEg1j3ynitO6xjDcCpFP2ULDWmiYWXvvAgfdZws94xbYhac9xzvLPnlDYuVhAjC\n0qZB3cruK2nzriKca9JeRR5NS5M5WTM4MLkseBnHZHuKnLYijHrT6sD8wTzAPIbQSM8RlJXvGseU\nRsURwNpITvNgnYQwk2PTYMoRnIvFmuTEvFvVGIEygvKMHj1asgt9qbR/2E3tCLCOY47V67iyC8W8\nbgx62ahmS88YdAcvpJVIMbVna4LwIcA0Qb794OGLiH9MbOutt164d1eYVB2U/ceaYeQdTA3ettFK\noK1FOIAUFZNhGDFIHDaxHzwLiVddicNvzaDjrZXFBJoOmEgcAJHHr3/96/YkzSKS47jiSJsyUm/N\nRFAXzRDHpVPFO0zy0BZCML+uV0rRckjeMC8w4wyKEPt/YH7ZA8veS35r03f6iGbQJR2ZWAkLQ++T\nStPXML1n3zdCGBgxmF6YVTSV+AhA6w/zy75cGGrfHnfMnDE7lYncPbJKykSfR1Mie8t9DsNYZCO9\nZxFBmbD8wPkhJvQs5NjiAfOOwydNlAsHdXkIKxGYc4g+yW/2IjeBdFtTHsEYwVeUSZju/2XUAcEG\n/VgEQ8L00p55iXrEMeekS39kjOTPt0hAEIVmn/GSssj4AdMCIZBE2OJamYQvM/zDaVzTyR1r05RX\n+lKasHWGwRxa+rQWPrplop/2G9HHZayXujNn4udFhLoIq5j7GdeaRswBtq+8c63CekgTvmg4hSGK\n3L4VFS7rc9YyCJlRviA4gklDuI7FpVFzEGCuZ/5FcFaVNQVrXtJmPWNUDwLGoCvc0SRyrESSVEpL\nxonuOy+YRSkDHVpPmLgogoGB4UIzCiOuHbLgVAgmmf0gaA4xq4WRh9lngE4iFscwbyykNMHkw+iw\nEMRUlYEYpgvNMHFgBGVhifYf81k0azCFYARjygCeRDCo7GPhA4dRRBpHnjDmLkOclFbZ75FQwzjC\nCLN3FwaUPd0IIRj80HKgIRftINo6NNs438O0j3fC0MK40t6a6COuGbPWQKBpdrXUEp9yRGndKA/W\nEvRTIb1QlmdcaUufrwIdRu5pe/oigiH2hCK1l75IW2GSilm8MG/ghkm9MKpokzF1FiZR0kWLKgIt\n0kM6j7AG4Y7PDFricXVNP93fOmyn7/lefScrUA4wKmMBxcKItkYLLUS6CNMw+aefaKK9O02+sRKr\nGhG+0R/41oQ5p3yMYa+0BC+uBUiny96J/Bgn6Cfy3cTlSf9mTGk6gy59G+YcwS3+KhAUsnUK6zCY\nCz3uMA/0GyFEZ45lTtftqX0ngInviL0mYIVywKhzCCDQYW2hrS3jctdribhwad8hOGIdpI91Zasl\nf0bNQIDxFkEOQj2urDn5Yy4ti7SglS2VTVpzlVXHbkqn7xn0Ca19tTCgOAnjSCp3kSuLkbhGdZ0h\nERZGB4Y2idCgwhzBBKFxYq+7MEbEFUZPmD1MnmCQ0WDGEQ6kYICQgsEksR+ORSLmpewXwywUZg/p\nPaZ2EIw5zLsw5zwjHVlUsBBzvTniFI8BAk0eg3wUIQ1GI4zWl6vLyEXFq/I5GmD2XzPZgZNufyYq\nfA8gVEATjeaY7Ql6ANNlo72zkl646biiYdHP5B6GWPbeyjPRYslvubpmcfLcvcKYY3opViM4haHf\nC9Fv6BMukyHMOeE4ZoffMPF4jGfvOYIfvdCDyZd97liE4J077rQBcYKC9QDeZOv2W0A9aRvGC8z/\nZJHkjhFYFPBNa3yIm5UYi1ggaQadPoOToE47CspSdlkwUFb3OELSQWDXlK0KWeqVNSzzAv493O8m\nKp2qNCFR+eV9rsctFooI3agj3zbHCwrxXbAdS1tnybt+uDKHYEnCmChtK0JwhO2Mab59+3Viw7yM\nZr8ftyXUiTuMEP6NONUD4XenCSUD6wh8pCBcKmrd1Ony93p+KHNY+0OsLxCAln20HmnLmob2R7Bu\nVC8Cfc2gwwyjMYXY7+0jvRjxveeZy9RHhfM9ZzHLIhaGJo4x03HRyCcx6DAQMJ0QC3xZ5G/oSPgA\nAEAASURBVIt5KRotPG1rgjFDagbDpp3F8NwnSWUvKg6QIDw04wU6jklHY9Y0rRkLS3AAU7cdEUzg\ni4AJSzRCMoBp3Dp9r/d4Z80bzSb1RMiD9QT1o63FJ4Gkp/s9kzb777Hk0J6h0fAKM8aCDmkukwd9\nAYJBRcDBwoMBH+GMJi0I0s/lnr6EUITyNkGgQzlwpOZaxICV1n7QV4oy52AAXjgzbBLBXLOY5LsR\npsMtHwJBCBNZHMppon+cdtpp4eJCP+/We5hS/FFgxo3zS3GCx1iOADDtmN6t9deWULLVQurCd4F1\nWD8T4wKmqFgWYHklpsw4lkwrQO0kflhj4V8DKz0sqYw6hwDjql53Sc44wBRHr/KsiisWWfyhsKG/\nGjUDAeZaxhAhWYsi5KuKWOcisGmqf4yq6t20dL/RtAJ1sjwwmHUTns7Zt5tlIccEygTPQjjKYV1U\nepiXwuDh2MpHmCMyOWsSz9M8Y9GFthTNPoyXEMyWaGBh4th/jkdr9t01gamVcrpXHLSdeuqpUzAS\nOlwZzJZOr6x7MSNOmx79BRNaTFAxu8X8UsjdtoF0VoiFJKaYbOXQhEab89LB8Iwzzgj7Bv1DW47A\n2LPNg/TRJopkHuGAOEPE3D0O4zqYc+pMn2aLCGVjCwjHjbnMOXiAq9RL41PGvS+/MtJNm4a2pCAO\niwW+b4Q1PsIiBY0hwkHXPA5LFIQ4OE6rQ0vkK2/eZ/RzmHOsjhiD0XAg7GWsRPPA9qaoMThvnk2M\nx1wghB8KTQgrEMj0O7ENAIshxhAhHDuKDxR51oQr7cn4jWUfSgOjahBAsI0lI85y2f4H6XWW5Mr3\nw1jayTUUFhQ+QYGUya6dRYC1hTsPV10CLGyzri+rLlM/pt/XDDpmvXVQ0Y8NCRpOs9jzxz43bVZI\nfWCGeB9FaMOjFsiYveMYTjRBpIF1AYty/tDcs+DAPM/NV7TjSF/RnGGqj7M5mMGmkuucz1dOkVj6\n3tX5LKoNo8qEFYXejhE36fuks66WHSsMGBT2y8OYwaiy8JB+QDno65w4MKK1BYKtDZiHIxw64ogj\nQqafPsxCEC/fTSG2vVBWTPCxNEBLyD3fgf4uEFhgXYIVAls9epFgRH3kbqsAAyyBWNytv/76AQ7c\nEC6wB5sFBttFWPShZUVAKKcA+NJu+jPGQbRMWBvpsQETRPZx4qfDtze/6fXKUz7tSIztTwjsEMxg\naYFwtg7hWp56VBnnpJNOCvfo6zyKrgF0WlXds0UOPyNG5SPAlj+E1whEmAth1Bk7XCfCjC/i66b8\nUkSn2EThUXRpe/sN46nPmXDZtWZMQiCEvyWxeiw7D0svGwJ9y6Cj3dCLq2ywFQsdtejNmypmwJqo\nW5IEFE2Yj9AGoeXSCwhMe9mjxDvObodYpGoTPTT6OJKDXG2oa9ocBmrIP5jKLAQueM40+pr5Bgtx\nbMM+/PPOOy80j8PXAcf+SV9nIcJWAoRiCHjEp4Lg6PYZeV7HFcsCn/YTQQT7bdkmwmJqzJgxoXNH\nfRxNHeWtO0/aGcEdbS/tjfAHnwOYTHLvmmg2eUxIwhMP9Po4QwkfJ/CSML1wFaeP1MUdP/FhwhyB\ntQnCmX4nxkQs3jStvvrqXWFZwLeM5r8OBlHj1Wv3jBPamoL6ydaHptS1m8fnpmBYZjk68Q0yruPb\nBksws3wqs/Xyp9W3DDpO0zC97QViL7AmzE/zLo7Y94vGC3NkIbSjeJN2TVblPVd95BEmy6I5YU8b\n+3abSmh8OG9Ua33jygo2HEHTZGKgRYOVlrQwJiqOtKe8h0HFFFKYc3lOH2E/OmbMaBg16f6D8yTB\nnMlgp5120kFrvddacrcgOJNEusyRdQiyOFPeFZC5cXr1N/0GaxzwYGuMZtykzgj2hNCiC+E8rFsp\nrn90a53iyu3Wd+TIkaG1BCd0oB12iX7g6wtuuF7/zRYZnxKALRC+503Eg7ZnzjMqD4Gm48m4zvxu\n1AwE2IqLM2dNWPTF+XvSYdPeMydnWTemTdfC5UegL0demIcijrbyw/11TBgVYYqYANHIpRm0JY7O\nH22kywBjnizmz+z7dIl08Bg/fvz40GyXRTb544zkmGOOCYMffPDBAUdn8Sd79Qmn9yZLeTAHxkGS\nEIPHhJaZMIMK5sswMk0lmEP2ToJjGmJhhRlvWUT7w+ShlUMj6x6JRz5p+gbh2DeEA65bb73V6zla\n2ouwQpxjjbCKBbW8d49FQkBDGRH8UF6OeMOqwqXFF188+NnPftZ+jPm7OJHCkzNejYXoR2yDYP/d\n/fffH5rIy7u6r5gc4m0ZPAQT2gC/CiJUQAMyYsSIEO8ma07T9p04zKMEUmjYsKpBEINFBIIuEcIg\n0HHN8tCyM5bQPxl/upUYL9CCQiK4wrwbz/TgTT3LXjzVgRV9H98StKsmjv9kzGDMl/rr9/1+z3dB\n/+YoRgSR4jRTcGEcFEsTeVbXlTGNo1wZ/zlalC07fLd8xziLxbeCadPKbR22dWly51uYJN+6Tccp\n+x6/IcztfM9sV/KtQ8rO09JLRoC1PGtx7SNo2LBhoQIEPxZFvk3Gd7551p74wWK7rFGzEOg7L+5M\njKecckqprcCeS5hbOnqaiRfvxzgRuvjii8MFHUwf5r/sz2SglDMxXSbIlzaMpbtIQrOJiSGEgxG0\n2yyqNMFIMQHjfZiysF9QCw4Ii8k6E4UwKUwcMOzsF8aEfu+99w73Trn5ExfvjyxYmfAxm8EEnrNy\n+Y3WFUd0rjM64tVFSIzFWYuUgXr7MMcbbxmECTDaFNluwGCMUzKX2NMKA4QzO/a2kr/bN3DogZk4\n5tYwyjBVOi38ArCHXIQtkgfpUW8WaFJXTLx120j7YrbOREE/IQ4TBMQkQZ/TVhQ8p3+RH2WVNHgu\nxMIER4L0K8FA3tV5ReDE8UeYlVFX6sw3yr0QwifXa7W8a9L1F7/4RdhWui9kKR9ab3wGIPihr9Cv\nOK1BE34NOPqPvDgDnbakbWFWEeogCMSqAsFOpxeeupxl3VMvGHQEjzCqjKHSv+nreL/WlgNl5dvJ\ndBj7+N4R4GHGjkm/eBLGySR9gsUd3wF+JxBKwJAafX00KUIoiHmSU0Bg0vHZAemtYeGDDv5zT2hB\nsES5EDLCoEG0I35o6OdFGIAOVqursnLN2Zn/dJ/AgWqcD6EyK0ve//qv/xoeyYtps7V5megWT8vd\nGkaKQ1sWszjtxe9NEUsc1ntYv/GtGzUTgb5j0GkGJp0y93SwAM1KaPBZyOFYiQ9NzraG0UFCBkPr\nLoR9ecC44XCEBTgLJoQFaD00+eqKFBdGjkU3R6UxScOkciyWMOQ6DblnD7Es1ORZ1BUHM6KRR3iB\npk2YYDRvPMM5ShOIRQl7aHH0NN9884Vn96I58mFXRnkR6IAHe/lZxKFxY6ErTLLOAyELWwxwrIXn\nVx+JxQTvfIwj0lGYJZhPnNO4+WgJLYM2HqpxFAMjMqplygoDwuTN4gJGiz1qmLrOM888oaM4FqFR\nJMxL1PumPqfcIriQhSr9l+/L3UPfxDqg7edkhTzMOWMAXvrpA1hQ8BsBDP1oRMtyAEGbFvqJ8AKc\nYAKEdmptXWAbCea+VX1LklenrggoZby+8cYbQyshNE6Mv+y/bpI/hbyYMD4gGOQP3wvCvEl6/EYY\nKPurcS7KfLXIIotIkL69ulihocYip27C4SVb3/geaV/mf4TzfLMyvkkZ3TrIc7sWR4BxFCe7zMMQ\nFgus+1544YVwjmXcZR1WBdHOmqlDWcQ6jLnO3ZJWRf6WZjYEWF/pI1yJffvtt2dLJCa0fecx4DTg\nVd8x6Cw0GfxgOuoktEx47ER6BUMoxMSJtoI/tBcshnG0pCWs1IFwTK4wUuKwCMYJ5gqpmyZx7CbP\niItpGxpZFphiso0Wn0kcJhwGGg16kUFbe/glb9czKO+bwqBTPgQm/OGhGiuGKom2RdsobcckzQTt\nI85ThoY6vgZ8YaOe4fSMP5gHV7vuxqGv0Y8gJu+FF144wPkTzPkGG2zQdkBI/6X/0IZ47MdrN4IC\nzNp78fxMjsHhSLluoSKWHowR9APpn9SZBSVOAdGeYrpLn8BShy0t+J3oF8K6QogFLuMnW0B8jgUl\nXDdfaXf2JzJ+Y/2EkI95QfspYdGPwMYY9CBkvvgesB6CMUcwiqCjbkJAxvfLeI2GFuEwbdakObhu\njDqRP0JfBJyMI8yTfDNsF+FEGdaFWNLBMJdtVYZFo6u9x3KCeYJ5jXEc5ZBRsxDAapU1FQ4nyyKU\nLVizNen0nLLq1kvp9B2DDvNatol70Q4RpXFBuw0DhCmlMOh8WDDW7OFFm6VNKVkkpXV8h5kijB97\ngzXB8KMJErr77rvDyUR+Z7niUEtM/RAqwPzKMV/8TrvvO0ueZYTthHbUNWFDe8/CN45eaWnYyyC2\nGrCHGgYbxhomQwjLjbnnnjvQwhXx6Io5q3s6gLzD1wDm+kz4DPzsL9eCJ0m/m69ogfuFaDvfd0B7\n8x0jNGThELV9oZdxYqGrj5hE+9WrzDkaNwTBCPXQpOv2xvRdtIBYULDAN/oaAbaMoamGKZbTTerG\nBmEb6wisndgHLwLh/fffP7Tkq7t8/ZQ/mkus07iybsPUnLUpFpVVkXs0ppsP85sx6C4q9f/GCq5M\n5pwaYZHJvnNt7VZ/Ta0ELgLfcB/04m8kxaJVprO7TEbddRYGSTtg02XSHycMEForzijVzLkOn+Ue\nKa2YpyLtd82j0Q5J+XzpsmDHJAuNmpg7SjjM6XB8hsMcNLKYaCOpReAAE4jGtWnEIlQ7Outk+TRT\nnCVf1zwxLi7aHDSfOP/hTHLMlzXRnmh/pC/CbLOFAoECi3NNmOXT7myRwCKDvglhki+CGR2+m++p\nOxMa2o9+IBZq7ClHkOYS7SzbXLp1+4Jbpyy/OQNdEybMvUScg4tFAEycbLmS+un2RpDLvlW+/euv\nvz5c9Ek4uwahFpSx2fcN1YEPYxcCfrbUCXNOOZibGd/6SQBZB/6+PBGQ48cCwThzcpUk87Pkob9l\nfNiYDwlBplnXKszQWc/V6Si7WQg3tzQ9v9q86KKLwoGPwQkGEa1uUwnTJiZQdyB1yxulcXfDyW8+\ncLTuDMITJ04cZKaLSTv7atFs4zAGhhpnYkIw7cLAyzN9xURmQstjO8SRO5iG41iKPe2YzmESjaYe\nyf0999wTLuxF4IB3SsIgzWsCgSt9RO/RakK5ksqQtrzbb799yGxzRZqOcyv2IWqCuYY5w3KCrRFL\nLbVUaN4q+41pW4Rd7G/G1BmBF07lXBJv5+7zbv2Nk71+Ok4NDfkWW2wReti/7rrrAsZRLRBkX1y/\nErhgPYDJN2PXmWeeGQopi2wpaAqWWNdgYQZTieO3OCIMzHzTnDzGlbnT7xBiylGe2s9Hp8vBGoC2\nYnyfd955wz3nMm9gHcE8jMUeVhH4YekXQWSn20HyY25lzYVgizm008Q6jS0YWNGxFmBfvGbYO10e\nyy8aASxNOUGJbadlEmOBUbMR6GkNOlJhjowQhhcmlQVV0sKjSJPBYLNgyUtS1qj4SOQPPfTQqNfe\n55jZ4TF+aGsPM3sHwYR9xWhTkaSDExMzvzGxwtEcGlT2oqNB0cTeVPZPwVyziEfjqgnGjvh4BsUT\nOKb0EIuUnVoOo5AYa9LCAP28jnvMvmXRUkf+ZeZJ27lEW2IdIKZumOnibVtreHBCR7uySKdtkbQK\nc056MOcsKOT4PBG2SF70IbZeYAbdS0S/7jei7TmBgTZmvzFjJ9pinANiHdOPRN/HJFhMuxnPcLjJ\n98B2JMb/biWELjBnejzo1ro0qdx8O+5RdZ0uH2sA/IkgMIcRQ6iEozL8oMCMw5xDCNHldI5Ol7Ff\n8sOhIpZrjCMcMdppQuGCYoZtOZyuwdrPmPNOt0L6/BiPGT9QHpU5vzBnGTUbgZ7WoNOZYWiZnCD5\nfcIJJ4TmHZMnTy69dWCwy3Tu4WonYIx5BiOlmWcYI0z5owizNiS2aEfx1g6TT1kxl2fBLUfAwLCx\nfw6NN2boeBvXhLZ91KhR4SNM4zBzxHEQaaE1RSIrTC4TAHuR0dJGSf9g/jgvuxOECTl1w2QfHIWJ\nxPswx0jBuDIYIoToZkLL7W5VoD4IYlyGGmZc6stRQCzaMLmDaF99dnn4sPVPzN/5jbCL/fOky8SP\nppmj07qZcKSDEz++BaEiQjdJo5uuLNr5JmTspOwI93BkhNBt0qRJfedcirESIaN8L2DCWMeYiLMn\ntGFJAlbiNJGYG9k2ZVQcASyx2PaDRQXMD5YWCLuaQJzowNYm5lzWAZDrCLYKk9om1L0pZdAWZ3WM\nF6x/2KLEOI7ixqi5CMBLYPkiAuEyS8p8ZtRsBHqaQWeigSE78sgjw4XUEUccETpFgPnMaiZeVzPq\nBTJlwIwcAYNLccw5YWE2YLghvIfqiQFTF36zSEPzzUITghHjXvYmsUfNdbAHxkjiYMxxEoQGRhNa\nexYEHEPkatsJBxNIe3B0VZmaG7YLoPWE6RTnRZzbjpYcYl88QgnC7bfffrH77MMIXfRP/C0kFRm8\ntSMw2teV6CPEGjFiRHsbA/vTMdsUwmEWOCKIwSoj7rg1idPUK98AAgk8LrP3/oILLmgLG1xBVVPr\nULRcLNqxvjjnnHOmSOqKK65oC9+wxEDgxZjRL0R9NXMu9ZbjyOR3t10Z39HQMFYbFUeAvcSihS7L\nsWfxUv0jBde6ilNtECYgZEVYz3hvVA0CRx999KA5t5pc0qWKsNWomQiwBYLtqMw5RZlz1jI+c3as\nJ4yajUBPM+hAj6aZPdAsrGAmkR6yIBEtb7Ob52sNjS5jlnJTTz5OzNdgSNEKQjxHQyZ74tiDxkIb\nbbYw54SDeUXaC1OGxh0NM1pYTWhLWdjJ4g5P3pjNM7iwxxnGDQYdIh8sGmgD0pb8cb6F1raso82Q\nOtLmYl6PaRDHBOnzoNHugwvMLOXpR2IhRpuKJBVvw2xLQCMuhAYICS540XY+Uzj6FeG6nTBfluOQ\nmNCwDuH4G5wgNuEc407gu9lmm4XaYB+Drsce9qPznfWag7Q4jPFmrsfNuLDd9A7TfL5vo3IQaKIv\nAuZpxjTmReZ/TfimQTDL99xvlkIah6rvWY9c0joJpS5CeI51mCh9muyPqS6MmpAva3AUZWURCjCX\nOEHgmGOOcR/b74Yh0BEGHYc6mD/jcKpqQuOHeRn7AjFHxIwZKRTmmrLXKknbXHUZO5E+TiXwwow0\nH80oTPDo0aNDM3gYLbTpMFs4jBGTK58zOMzzhGlxyw1jhqkc5vVoHmHkYbzRHnAlriYYZIQAxMM0\nmv2tQrRNWYTEUZhz0mTvHQIKFtiiIWZywiyVs+P7lThSj2+DRQNtDNPFt4qmFGYVp4H4E4D6gRFz\nTTsRXuC34uyzzy5120qT+xsTN23NYk62APG9HnLIIQGaNk0+bbJ+32v3iy22WCiwwSxUWyB1ez2Z\nK9D0ImTD2qzMsbjbsclafgS+MLp1E3O7CNNhzhnjk6xdjDmvttXKtBDMWlLallN2UJLgQ4htcNtt\nt13WZCx8hQiwToeZxqq0TBJFGGnSB9newOk7Rs1HoDyuyFNXJggcYnCcVqfORMaECEcnEEd68deP\nBEPOApr91RAm6C7BkMO8MmhDSNLRessZv7yH0Y4icSyD2ThbCTiaB3NxHYdFgSxmMXOX/ctsN4Bp\nxsQaxh5msCyiryGEEI0fwiHM97TAgHxvv/32tiliWXl3UzoM3Gw7ACtMqiD20+KnwGXGuqleecu6\nyCKLhPvoXYuKJiy489YpSzysYLC4gSa0TmZg7Ob7ZY8qGla214gnd4Rb/SC00fgxXvXa8YHUD2Ec\nxKkMCCE45cEoOwII8/DB0QQS5hxBPMqJJOa8CWXu5TJwBn2nfO34cMRRoSjIytTO+vKyZ9kRYMsY\n61GoKkEO6cIfGXOevX3qilEpg8554yuuuOKgPau6ojio0tpsFsiyP4oJhb+sez8x4TEKQil+0j57\nGBGYNMEYU2dhzsEQTYrLrMRhC8POvm/Sk73N7GllcY+wAKZcTIXxJise5LNI7qWslIMBB0mwq8kj\nDFJCzHQ5c12sCIRhJy7SSp/Qgnf9QmhZVl111VBIo+uMFkjjrN+593m/U50OAoKymD1dbjTiCIR8\nZvk6f7lncZ2lv0u8Xrgy7qJZ0fhxvjVE+8C4I9lHEMe4gOBTBHtJ9aePoIUXQV1SePc98fnG3e/c\nDef77eZJP6M+EALINHMMApptt902HNt8eXTzM9pdOzBDAKP7QJq6Ff1++T5Jw7VgSZO3hCG+Ht/l\nedLVjUM6Un/6hv4dlxbzSVOYc11OBLCXX355uDDXz7PeM8/mJXB0v8MsadEvGHOkXbLElbC0YxVz\nDHVjbEsam84///y2p3wpU6eulHGbbbaJxK8oNjLPZlnHuXUv0kdYB/LXxP4hcwzXKMKKUZhzwiT1\npah0kp5PN910oVVtUjj3fdH+IRjU2T7yneYdh4hf1hrExTfud6UMOg3CnzY31oXhg9bmFwzC7oTp\n/tbxfffsgWbvaFWd3JdnE5+xlxQTpgcffDDEGEZFa7Yp89prrx0gFBGM6YSaaDtMbjSWMHR4g8f8\n10e0KYIXzKSR3rOHFwd10s6Sl8RlcHefyTvf1Q3Lb10+iUP9+RPCmRllFy06Ekv2pffbPpzTTz89\nPA6K9kDjA6Ehxcs+ghQWYkzmLs6Co3sV7NOGd+Pzm8m1SHydpk6HsjEg62c6rNzDgHE0HFYn/UQw\nRkNbWnPamyN/IB9W0j54+L/hhhvaEPnCtl86N4TNOzmSlLSlk2ziT8quiXSk3JRH6qbD6HusvxAm\nirWQftfN91gVYSWDxdTGG28cIEyH0eD4PMEnbf2SMExKhzbR7ZIU3n1P/nnLQL6a3HK4v3VYfS+W\nJfpZU+5966qsZeNbcbHKkkaR+DAIadshqkx5+4cvPf19UC7qxl8c0QZ1EGs8tvFxrJouty5LUWwE\ng6j0dV6+e/KH8saXdWve+ORdFAPSENLlSIONlF/iV3XFSbIuW9p8imKTBoOkshQtA+nzjeapv5RN\n6iG/O3GtZ9T4e81cJxXsUZaFEFIXGDv5nRYMzvVkP+0rrT11aITwMI7kiAVI02iLLbYI90FTR+o+\nfvz4yCLCYKKVFkaXgAy+mCuxlxttOcwxkxmmTKussko46LDnGvMqFteisUaSDLNOGG3BAEPNXnKk\nvewrR/OM6Tl7LlnMU17Kwd5lGFzBFC01JuTsW2Whj2aN89QhmD4+jLxmwtpjOOnp/sCCEsc3aT86\nzLcRWCB4wJwfrJraN6hrFMk2AdqQ7wStL98KwhTqRD+QtiENwmPJABPKNgM89QrR/pi14jfg6aef\nDjgLGXw0zhLWd0XAAoZpw/vSoLxV9A/6LP1PY+HLf8yYMaGWyfeuV54xwTHBQHz/CKf4hsEeimu/\nIu1D2mjf6avinIhnWYg+lndyFZN9yY9vRMrBGEfacXVnURP3XtJt4pV2W3bZZcMxgrpyZjs+QPA7\nQp+HOecbYXsL33/Wb1/qXLR/0AaYZPs8DUsecVf6NuOgmHXHhXXfkbcm+pmUI+0aBAeqrDVcAnM9\nv7rvq/zNGM56gTbdqeWLp0gfRmhLPcAmD4Ej35yMP1nTkPmuSB2K9NG4NQhtTH/R6zJf/RhHOD0H\n30hVE3XFnB4FDSerQHHYFcGGtInPPMtfHoJBZd0i43LWNBB+0Efi6piUZhEM4voHfZ85x1WO6fIM\nbQnJcZBchVd91macvMSYD1+QB6Mi2Eg9ad88eUv8omVgHcB3mrePFVmDyPgldclyrZVBz1LQLGE5\nPoA/NANItmFeRo0aFVx66aVZkokMCwOK6T7eUNddd932vk2YZAZsGCaYRsy5GXwYuPhA6aSURd7x\nWxNMCh2BwR4zYz4umF7M5+igTHCkDcPBBCy05JJLyu0UV/Zjs1+UuGn2eXM+OPvIKQdlp2OjZdYa\nc5zOcLQW5aUOLPIYhKhbk4mBfI011mgXkfZKYt7agVPcwOgiaNFY0U7s5cWMlAXT/PPPH/YLfoMb\nOPMB00bgRxnBnfbijwGFNHlOWNpDcAZzTFQxY2SRSnuQJvcyENGXJHxcFTiOjr9+JN/xf2XjgMYy\ni3dnvncmVnHaRnvyrbFQ5p42pZ/JlhEmPwRWhGFRQB+g7eU3VxGCSB8pu469mF4n+obgxnevmSDa\nCasf5gusluK2LCE8xdkb3zCMKgsy38LAN04jmLV9idIK2a58Uz7mnFRwsIllUhnEN81xoQjAmdNp\nR75p5i/GAHzNICgQYi5imxfjRNHFraRp1/wIME/jGwlNtgiA8qf2dUysH1G8oCFnnUGfYAyRtVvR\n9C1+5xBgDBnV4lGw4mP8lrk6bwnwI4R/KYQHzAX9vp0zL451x+tJBh1QWcjCaCKVYlDUezyKgi7a\nbrTzMHwspGDMmRQhmGsYKhhsBAQw9LKQjsubiRRi4hVmiQ+MusCssegmL/6qpDTpMxHoPV1pmMAq\ny5wnbYQRZRLmsC7RD5BiiyRb3ssZlEmLJ9rCt9AmHcGcdmBylv7DOyZpfQ1/2D8vApj1jh07NrUl\nhjeRhIdJzDntJUIVkmKC5nhALGD0Ny9tThi9B1wL7HgnhPaLcYNxSPcPeW/XeARwrnTCCSeEgRiX\n01rrxKfqf6uZc0KwUJvQctYXRYwtCGGYI7CkmmeeeaKCtp/r/tN+aDe5EeDb8tHuu+8eLL/88oMY\n9KSx3peOPKOd8Q+DdSDWL/QV1ghYr0FYSOFzBSsJ+qlsLZP4dm0GAlhJcvQvFodFiG03tDdrTIT2\nKHHs2y6CaL1x+Wbx78IfVk9FGXTGCAT2Rt2NwOBNxxXVhSO16HSdJMyzOd+VgbBM5lzXgUkTz75I\ntjElwwsuHlPRVFNfTMiRcHK2tM95HabiDNj96phKY9nJe85lx+mTnM9eZd6uc51HH300PNaOvbya\nIctSBrYq0LeZlI2KIYDgC000wjzM/6EogUixnL52uqjTYFIWYvF+0UUXDRLkwaBhkmxUHwIwWnhu\nZ3sMznwY0yG2+tRNWDZhFQYTn4Y5r7u8vZg/wjPMlzUx5qMRYwuJPr2myKIbhpw1BEdlYb03YsSI\ncJ3BkaIQeaJFZzsaigM5HlOXy+7rRwBrFYTBIljJWyLWtFhOdtLCJ29ZLV56BBCwacVX+pj/CLlT\na0vLVltt9Y8Hdte1CPSkBh0GpizTsqSWFa/nLKY5Q1YITQvHj0Foz9j/i8kqZmcwZmi0rr/++vA9\niz1MYDF/RvK9+OKLh8/tX/kIYAraSabnlZYvBARUbAvAeZ52mIgnbMzfMWtiG8TOO+88aEHnqz1e\n8mEa6F9IzidNmjRou4Mvjj2LRoDzvWkDCHNyBGw4zauCEOhFEWaP9A+04jJuoB1hMW5ULwKMxziX\n5Lvje8ZSCuFY1Rp1X60pC5pzGDD2mXKPkKlKzb6vHPbsHwj86Ec/Csd1fMHAhLPdRL71KvccM2ec\nfPLJ7fELwSKMu1HzEGB9iAAWAT3+Hsr4XrGaQ5OeZJ3VPDSsRD4E8AGEfyAZO3xh4p6xDQa/A/14\nRG4cLt38ricZdDkDvEkNw/4jPj6fxBPJOH84MENbg0YkymS1SXXqtrLcdNNNHWXOwQfrCBZu/LnE\n1oVNNtmkPVljTQEDHrfF4JprrmmHh6m77rrrQpNHN237nYwAEyF4Ck2cODFkxGB4OkHuIo09Y0JI\nwDmRAt8ERTRvkp5d8yPw7LPPhgsfSUH7mJBnnbri8BNhL9pZo3oRwKICoTxtUhdpgW9dZbB8kxHA\n2gXNedmEXwq2VBp1PwKsT/My59SetSbzQtz6sftR6q8adMTEvdOQDm15RWwi+Zhzt5wwXSwIjcpH\nAMFH00gzafQPTJziyO3b7t72uLj2bjACaB9xoCKEmbm7D1jeVX11fVRwygBeto3qR0DMiOsvydcl\nwGrGqF4EEOKxGK6TOQcBNLNGzUegqm8WX0D4PzLqfgTK2KbkbqnsflT6uwY9yaBvvvnmwS9+8Ytw\nXzhmwJ0m99gFyR8TdiH2puFgTpx5yXPixnlll3B2zY4AR/A1jXT70yf0nkVfWfF5sP322wdLL710\n6ERMH5nmC2/P4hHguCmOe8SPxG9+85v4wBW9xaR+zz33bKeO6fRqq63W/m039SLAaR1NIvd40iaV\nrV/KgrYKZ7F1kHZMZybtdbRA9jz1NwtTXRbh/6DM9Moql6WTHYGimm98X2HmbtQ7CPSciTsaMPZw\nwqBvueWW4REUHFGDObHWVmZtQhh9JmXSR9OGEACvmTih4yrOpjhOA3N1zN9wOoUJs5xHyj5kHMmx\nB/2nP/1puN8UjekVV1wR7iNCO8q+QvO+mLV10oXnSLxTTz013GfM/l40lGyHqIIYLFlIYRGBjwEm\naDmvHmaQM1HZb4yJJA7f2E+4ww47TCGwccuGA5HjjjvOfWy/cyLAcSQ42kIT1cmjSPDiz9FWfPN4\nkYcppz+gkWNfIeUyagYCfKtVE+MR2g/x7oyglrNxmTv45jlCjaMtsawwoVzVrZEufdYB7AOGmLM5\n9oq5ny0QjOdlEfMIYwKOxRDoIth/4IEHwvECYa1R8xHQ1lCsIRHE5/FPgNUXcwb9DuYcb91G3YkA\n5uw4s8ayE18zebXfMOUI+Tluz6i3EOgpBh1mlwmLgQ9nOkxmLGqyEoOguxcER1Ku87bLL788dPrG\ngMsxNziBO/PMM0NPquSJIyGcvuG44d577w2ZcDSgmjBrKfu4L52+3Q9GAKENfzBCXMsijrxBCES/\noT133XXXVEmzyNtrr71ShbVA1SDA3nPMVRGmaMdfLIyL7EfHEgbHLzDeOABkfBDCyZc7oSL048+o\nOQiw7eTwww+vtEA493rkkUcShXMbb7xxpeWwxNMjgB8AYc6JhWM4vu/HHnss4IQOFt1pCME/aSG8\nP+ywwwLGIrYt4Y2dtQG+aFAskL4mHFoadQ8CF1xwwaDCZhHgIKBDSIgQz6h3EMCR9SWXXBJWCOej\nSQ5hOQEAx9JyBHPvIGE1iUKgpxh0BkGRSsKA5R3QXOYcR014WdeEFpwzC0Urj2YWDahoQCQsHjbx\n4i3lGjVqVMi0y3u7dh4BFlFIHIs630LLhTd+iIUWDt4wNytqqtR5RPo7x5NOOilkzkFBvmfuizDn\nxEcjjyUPVjFYUZAejgCXWWaZ8HhGwhg1GwGErAhghYoKbSQdff3oo4+CcePGhcJl/dzum4vAyy+/\nPEXhELphZZeFEAoeccQR4Vrl5ptvDseJoscsZcnfwnYGAZQ+mrI4moSZR3CLtR8CfaPeQMDlFZK2\n4yIs/uUvfxla4fYGAlaLJATK2wyTlFMH3qP90qQXVvp51nvOMWf/MppOBlbSxYxe5wdjxmQrpu/k\ngfMO15RJe2rOWg4Lnw0BzA01w0VsBrltttkm1HZnS+0foVmkY47EwlqIo/2wlMBcmb7SiTPWJW+7\nFkNAf8fFUhocm/5x+umnh32CN1jP4KmVLQoswtl6A/POwh5v/HK82uBU7FedCOBEcIUVVmgXIa/Q\nt51AxA0aU6PuQcA9yoj5Pytzrmv78ccfh9sYmDeYt4oKB3Xadl8/AihvihDri6Y5qyxSH4sbhBac\n4uAPwQtrgSSyPpCEUG+9HyzW6/K64WgJExA5dkKboOWtGnv/2DcOoQ1nMY/ZKiYpmJwwkcIEsueY\nfcbsB8Ekkv1iyy677BSMIPuHjKpFgMUOEyLnndMOl112WcCeX4jzjIsspEiDNpc+xm8hfb76vvvu\nG55RLgOwhLFr8xDge91ll12m+FbLKiljBcw6psyakIbLFpwDDjggfIVDMszezApDI1XPPfsDf/vb\n34ZjPuM644YWypVZqiTnkGXmZWkVRwAnjjDTRx99dChYK+PkFYT/WNxAiy22WHgslx23WrytmpAC\n1nVFCKUAAl2cw9qaogiSzYmLv6q77rorXKeyHQ4FTxKVpXRMysfeNwOBntKgwzT5GKciULt7vx59\n9NGQOSdNtLGcVYxWTBwJsYhjH/o666wT7j3F2RN704YPHx46jGNCN6oWgWuvvbZ93jlmROecc047\nQ59pYvtliTeYz5fdF0ssniWlEEBDWrUG0+dd1TVxo0gPPvhgcMstt6jS2W0dCLA9AeYcQgBbVKgX\nVwd8FNR1gkBcuexdPAIIfRH+sn2lbPrTn/7UVgyUnbal13kEfGN9llKgFGDtiHUevm6MegMBxn54\nBfxnpVmbwtQb9Q8CXc+gP/HEE8HWW28dDlxVnDX53HPPBbJ/CO35UkstNah3oOnCi7smCS/PKB+O\nY2Dcq5jMJR+7fo2Aa7Isx5BgbnzhhRdWBpPkQwZrr7124pFplRXEEs6MQFXe/CkIzp58DDqO43zk\n9l9fGHtWLQKdbIP77rtvCuuKamtnqZeBAMesIbgpar4cVRZ3HREVzp43HwGcBZdBkydPDh0Ol5GW\npdEcBOBjkoj15cknn5wUzN73EAJdz6BjSsy+DJzCHXXUUaU2DUenYJ4qTuNgsDF7FG/uyy+/fDg5\nc7455eADwtGDaclLbYbMiW211VbhUTRExLkfbYMp0RlnnDHI827mhBMi4PyLvcQcm+d6bU2Iaq87\niACSahjyt956q51rlVtP8L5Nfq5FBcfk4BjqV7/6VcBeZ4ijANGSGNWLAEIVzI210K2sEnG6iBBm\njXaspqDRHVe0mcwpeF3mD38SZR2LKMJ+tsxxFKtRbyDA/mJ8GZVBVc5VZZTP0siOQBoFAXPF7LPP\nnj1xi9G1CHT1HnT2Y2BmXhXhpVubuJMfjB6T589//vPwbFLJm2PWWHCz+Oqk9kXyt+s/EMDhBn4D\n2ItOW2C+DCNUNbGHkL5h1FwE8EGAB3+Ebjj84gx6TFWxlCmb0ICxKDvvvPPCpDke5dZbbw2PTpK8\n2HvG37bbbhv216qckEl+dk2PwH777RdawYh/gPQxo0M+9NBD4dYn2cvOXmNzDhiNVxPfYKkn8wmO\nYTkFAka9jH3oHBNLv7NxoIktn79MnPrD2jEPsYZZa621QueBzBOuFWeeNC1OcxA499xzA7bOJhHH\nOmOJy5/4VEqKY++7G4GuZtDRbrDYlr2CZTcFg6ocq4MmFvMitF3Q2LFjw6NxVlpppXa2dgRGG4pG\n3LDIQWhy2223daQ8USbLHcncMkmFwDXXXNO2iEGAg7UFZxDLgjtVIikD4eDpzjvvbIfmyC6cBZGn\nj2xR7kOlnmf33ntvqCUte78n1lXsN3cdBtZTS8s1DwJo0DUhuMfLdhk0cuRIY87LALLGNDgWDQeg\n99xzT7i1CUfD+MVxT5RJW0SsMs0iLy1a3REOAS3jCG175ZVXpi408ViriDPJ1BEtYFci0NUMOohj\nVlwVsaD+/e9/H/z5z38OVllllcDVpOAYTjPoVZXD0s2PQF6pdZYcWWyPGTOmbVafJa6F7SwCbEfR\nhIVMFcw5eXBckktmnugi0rzfWMLstNNOlRx1hSnjj370o9BhaPNqbiVKgwCnuWiivzz11FP6Ua77\nDTfc0LSjuZBrViQspkQpALNelLkeNWpUsypopSmEABadbJWFQcdi5rXXXsuUnq0hMsHV1YG7fg86\nXo+rIsxg+ZgwJ1lzzTWD8ePHt7NCs85RK0bNRIBFFNqqThxLgWScvGDSjZqNQFn7APPUEuGAPlM7\nTxoWp1oEYLYQurpa0jJzLUvbWmaZLK30CLgLagT5ZRDWNXhvN+puBNz+UbQ2rD2NegMBTvc54YQT\nQmsK1qZyhHOa2sFzwNBvttlmaYJbmB5AoOsZ9IkTJ1baDJiyjxgxImDhJos2HDXw3PYbVwp97sQx\nXf7JT34SnifNNoWq6dNPPw1NHPGwOW7cuKqzs/QLIFCnA7Zjjz22QMktaicQWHnllSvNBr8ELLKM\nuheBJ598spLCs3hnf6lRdyNQ9Eg1XXtO/5hpppn0I7vvYgRgsvnLQ/Af9IW88fPkaXHqRaDrGXSY\noypIfwTCmEs+eGP+/ve/Lz/t2jAE0J4jUKmDtJVFHflbntEIcCxSXQRjxl53o2Yj4I71ZZcWjYl5\n4i0b1c6mV4Y5e1SJhw4dGvXKnncJAmU4C5Sq4jDQqHcQ4FjmIscy2vjQO30hTU26nkFfZJFF0tQz\nc5jVV1+9HUcz6zw0zXkbmkbe4JyriuORfJXFC7OmTTfdVP+0+wYhMOuss9Ymfb799tsbhIQVJQqB\nKscNxgoT7EYh3z3PqxC0LbroosHPfvazAIdiRt2NQFkm6XPPPXewyy67dDcYVvopEOCIxhlmmGGK\n51EPmDM46QWHx1tuuWVUMHvegwh0vZO4559/vvRm4UiLww47LPwg0LrtuOOOwdVXXx1gusQRF1dd\ndVXpeVqC5SHwwAMPlLb3HM/af/3rX0PP3xyhx/F69913X4BG9PTTTw8Hzj322CN47LHHgm222SbY\nfPPNy6uIpVQ6AvSNtddeOyjb8ob+wBnGMHhLL710cMwxxwSYtGO2euCBB9qxKKW3ZDUJPvHEE+EY\nL5p0hLNynydH+sMCCywQcA5yEc1JnrwtTjUIjB49OvS0ftNNNxUaRxgzcDD661//OlhnnXWqKayl\n2nEEaE9O9MFze1ofOByltvjiiwdzzTVXuKZgax7jBRpXo95CgOOb8Vm0//77x1aMPsQagvPPP//8\n89iw9rI3Eeh6Bp1JLg9hOgSD5SPOpeVcczkbmQmZyZiFt0ss3mDYX3311YBjtuaYYw43iP3uIAIw\nXmUdu/ed73wnGNXyoHrIIYeENWDSvOOOO8Kzs3kgx2Idd9xxHayhZVUEARZAl156aTjp4QQyLzHJ\nHnrooQECQgQzvnNJyWfIkCGZvbTmLZPFK44A3zxO3Di+E/8mzC9F/FjAoOOvxOaF4m3TlBSY83EE\nllbIhyYUizyOeBTiTGNtpSfP7dr9CLBvHCtLlDppiH5AfzDqHwTilHww7iiCINd6t38QspqCQFeb\nuB9xxBGhVjtPU8Zp3p955png8ccfH5RslOMPNCMwcOeee2444b7++uuD4tmPziJw3XXXtQUrRXPm\niBS0n5qRs/Ytimr98XHmp9s0T4nee++9sG+cf/75oYVN2edl5ymTxSmOAN88AhdxPlqEOac09LOy\nvHwXr52lUAYCbFf5wx/+kDqpN998MxTk6QiTJ0/WP+2+xxDIcroQx/ga9Q8CWNXF9Y8zzzwztLzr\nH0SsplEIdC2Djtl5EanjrbfeGoVJeASCfrngggt6z7j+6KOPgkmTJrWDshhLKzVtR7KbUhGoYg/p\nbLPN1i4j5yMbdTcCTJBlEottOfe2zHQtrc4jsM8++wQPP/xwaRkPHz48WGKJJUpLzxKqH4E8zDVa\nd5mbvve97wV1HvdYP4K9XwIc1aYlLC+N+geB//7v/06srGnOEyHqiwDf7MZaHnTQQcG9995bqOhp\n9xUykWIKj+mjS5g4s+9Um7pV5bTOzdt++xGoAn8mUJx0YNa8zDLL+DO2p12DAEfwlX1U0j333BMe\n7dc1IFhBvQjcf//93ud5Hx511FEB+0uNuh8Bju/EQRzWM1mJ883ZHgXjtsoqqwTTTz991iQsfJcg\ncOedd2aaX7beeusuqZkVswwERFAXlRZ+Ke66665wrLFxIgql/njelRr0qrXU+izchx56KHj//fe9\nvQEp14UXXhgemwMDz8J/k0028Ya1h51B4KyzziotIwQwaMx33XXXAM+sxpyXBm1tCV100UVBmX1E\nKoJptFH3I/Dll1+WVgnmBNOelwZn7Qnh/CsPc07BcTRKf1h33XWNOa+9JastAH5r0hKC/ywevdOm\na+Gai0CScpFjnPHYvtlmmwW2rmhuO3aiZF3HoN9yyy2V44KTDyEm5Djz1VVXXTX4r//6r4CzUU88\n8USJZteaEChzgY2VBRow86RaU2OWnO3NN98cekUta08wXv0hNKTmobvkxqohOZyDprWsiisegj1O\nAhk/fryNHXFAddm7opYQSZqzLoPDihuBAJYWaemyyy5LG9TC9QgCjzzySKqavPzyy5l8XaRK1AJ1\nFQJdZeKOIya8q1dNrpnj/PPPX3WWln5JCOjtBkWTtHYvimCz4sf5nchTUo5c5OxitlUMHTo0TxIW\np0EIzDjjjIVLwzaYcePGBQsvvHDhtCyBZiFwwAEHBDfccEPA0atZCEs71i3myT8Lat0bFt9EaWim\nmWYK5pxzzil8HqWJa2G6EwGcjmKVm5bmnXfetEEtXA8i0FUM+rvvvtvR8wBnn332YM8997QzSruo\n45fhTRuzVBzDcUqAUe8gsNFGG8Vaw2StKX3NnD1lRa254bGcwloGc+S8hJUGTsCMeg8B/M38+Mc/\nDk9syVI79pOaAC8LYt0dNu3JD4w1zCFyXGt319pKnwaBDz/8MDEYghsYc476XHTRRRPDW4DeRaCr\nTNzRaLIXuFO0/fbbB5xJaNQ9CBTVoKPt4Ai+r776KsB7v1HvILD++uuXWpk99tij1PQssfoRKOqw\n6dFHH62/ElaCyhB44IEHMqedtOc0c4IWobEI3HTTTanLxlYrnIsa9Q8C3/72txMri6D42muvDYrO\nRYkZWYDGI9BVDPrnn39eSLuRpTWGDRsW/Mu//EuWKBa2ZgQwPSx6Tjl7UJGAs83hnHPOqblGln2Z\nCDDplUF4WR09enR4XvaLL74Y4BfjL3/5S/Dss88GmNFHOZUsI29Lo1oEfKd1ZMnRtsVkQav7wuZx\n6IVVBQJfo95HIKtCZ+655+59UKyGbQTGjBnTvo+6+d///d/gjTfeiHptz/sIga4ycUc6+eCDD1bW\nPOwnxXsikykT8ayzzhoya5VlaAmXhgBM9QYbbFBaeiT0wgsvlJqeJVYfAoccckjwu9/9rpQCsMeQ\nPaWPPfZYcPnll4d7CGHsxOPqXHPNFTLqbJMw6h4Ezj777OCCCy7IVWDM2pk78Etg1LsI5JkTOPcY\nge8Pf/jD3gXGahY6mMwqiEHAu9xyyxl6fYIAPiySCCHvkCFDkoLZ+z5AoKsYdM4jr4Lwrnr44YcH\nO+64Y2CeVqtAuPo0jzzyyFCLWWZOCGyMuh8BNFhlMecajeuvv77t4EeYc96/9dZbAWfhcuyiUXcg\nwD5hjtHKQ+xNnjhxYp6oFqfLEODbzkO2rsiDWnfFYXtcVrJ+kRWx7g7/5ptvxlaANSd8yDe/2VWs\nWWyd7GV+BBrXC2SPBkcYMeDJb6qY1LmzwsCxKT//+c+D3XbbLZhlllmmiM57TJ51GaYIlPCANPIM\n3DpZ8s97/E/R/BkoSKMIBqRRJL5g4WsLHK0gtU57dIWklXT9wQ9+EAwfPjw2GH2UCbZI3YpiQ/7s\nWcrbP+ib/NHGeUj6V10YUG/9felygA1tdMkll+SpWmIcnEhGOSXEszt9k7LpMiUm6gQo2j+IX3cZ\nyJ8+mreP0Y60c94+riGlDFIOsOGe9imy/YGjGPO2MdjQT6hjHiqKjW+ezVqOon2UNigjDbDMSr44\n0pZlfDuUB0uaddZZZ9A4lbacZZShKLaUlT6a9/ujffP2b/Kmj8p3yu88VAYG5AsG0j/4Ld8v6Wcl\njujdaqutCs3fjKtgq8uUtRxFsSF/2ihvGcCQP9o4DxGP+HnzJ88iGLD+1P1bl4OyaWzijgHedNNN\nAxRNLpGGTt99H/cbXCBdprjwvndFsCE94tfdR8GBMSxvH6P8Za1BfBhHPcs+qkSlVNLzzz77LEyJ\nTg8g8puHmH688sor4fsy/nFsimhJdT6SNt41v/jii0FlkHdpr3SKIl6ByYey5Z0cyZ+9+3njy+To\nwyctBgwOReJLPnxkbjpgy6A3YsSI4LnnnpOgua98wIsttli4/9zNy02UsEyQSeHcePp3UWz4Tmjf\nvGWQwT+t51lddu7pH+536oZJ+l0EA5mAJA+NA9hQr1133TV4+OGHJUjuK4K8BRZYIBg7dmw4Fh14\n4IEBe8qeeOKJ0Hkl+8YwgcW5C8Id+mad2FBRsPV9N1lAKNI+5AMG9NEifYy2jFvcRNWH/qmJNKQc\nfLuCDd658xzDx/iKpYTudzq/pHuwoZ+ATx5i8UMaebAhP+Lyl7f8pFG0f+DTocg8SxvSlnnmWbd/\nUB/BgjQ1NscccwyvMxPemPOUjYzYOkPbSpkyZ96KULR9yJPy8w3mIXDkmwPLPEQf569uDCi7jBdS\nD+oENvRf/tLQQgstFFx33XXhNkoW/kWwJT5jUJ3YyDybtwzUgXWIjMtpMNRhZAzMmz9pFflGKL8m\nXQ6Zb3gWZ32DA9vf/OY3U7Qj/Y0xKu/8IGXTZdJlTXNfBBvSp3/SvnWWQb7TvH2MNsi7BmF+y0uN\nY9CjKoKZ6isFmHPOm2QR9tprr4WL6O222y7AS7tRbyDAIiAPMbjjawCfA/SP3XffPU8yFqfBCGy4\n4YbB0KFDc40fxFt++eUDmHH2lkOMHUInnXSS3Nq1ixEY0RLwZSX2m1e17SprWSx89QggmEtLrDc2\n3njjYMkllww233zztNEsXBcjgJ+BOELYgpb04IMPDtcbcWHtXe8hcMIJJ0RWyo7ai4Smr190BYPO\n2YH77rtv7oZCAnTGGWcEq6yySu40LGJzEUBKedZZZ2UuIJ762UdM/zDqbQQ40iYrIdW+6KKLckuv\ns+Zn4etDIGlx7SsZnvvXXXfdYNlllw3+/d//PSgiKfelb8+agwDH52XRguP464gjjiikmWtO7a0k\naRA49NBDY4MddNBB4f7i2ED2smcRuP322yPr9oc//CHynb3oXwQG22Y0FIciZ0VyjMWTTz5pzHlD\n27aMYuXRYo0cOTJ05FX0WKUyym9pVIsAApxPP/00UyYrrbRScNppp2WKY4G7F4HDDjssU+ExHRST\nxT/+8Y/BVVddlSm+Be4eBK655ppgyy23TFVgLLLQmp966qmpwlug3kAA8904H0lY+JnFZm+0dZ5a\nYDURZ1692mqr5UnW4vQ4Al3BoBfRnu+www65HQP0eNv3TPUuyeEEjGOyjPoDgQkTJmSq6BZbbBGM\nGzcuMLOzTLB1bWD8E7D1KS3BgLlHOrJX0Kg3EbjiiitSV4ztMGzHM8Fvash6IiBOAOMojjmLi2fv\nuh8BLG+uvvrqyIqwBeb444+PfG8v+heBrmDQszTP9NNP3w4+88wzB3vttVf7t930JgKcS52FFl98\n8WC++ebLEsXCdjECnE+dhd59993cDpGy5GNhm4EAJ3mkJRzesNg65JBDggUXXDCMtuKKK9qRemkB\n7MJwWeYKzjxP6yysC6GwInsQwAEVDkLjiDCTJ0+OC2LvehQB5gzaP4o4G93nrDIqvD3vHwS6Yg96\nlub4+OOPgwsvvDDAUybeuIt4DsySr4WtB4G4gS+qRCbNjkKm957T1lk9oLKlhr8krUjvodWfNcri\nn2CFFVYIOPd8nnnmCbfIoB1hAWbUuwhEHaXoq/HKK68cehz3vbNnvYnAfffdl1gxtsQMGTIkMZwF\n6D0E0myvwwfKD3/4w96rvNWoEAI9p0HHFT7HIbHv1Kj3EXjxxRczV5IjH4wMgTgEzGQ5Dp3eepfF\nSSSO4TTNOOOM+qfd9yAC+LBJollmmSXYf//9g/PPPz8pqL3vMQTeeeedxBoxTuCfwKj/EHjwwQcT\nK23rjUSI+jJA4xl0NOJZCa1qGeceZ83XwncegbfffjtTpgyEF1xwQaY4Frh7EchiQSNH9W2yySYm\nze7eJs9c8ixzDB7bjfoLgTQadI5hZKsEx3Ua9RcCaTToxxxzTH+BYrVtI3Dbbbe17303HN+6xhpr\n+F7Zsz5HoPEM+g9+8INcTYRX3q233tr2kuZCr3si7bPPPqkLe+211wYvvfRSMO+886aOYwG7G4Es\n+4snTZoUMJly8sOZZ54ZpFmYdzc6VvosCLDl4d/+7d+f1NE2AAAiT0lEQVSyRLGwPYBAmi0yq666\nag/U1KqQB4E4B2Ck99RTTwUIfY36E4HLLrsssuJYc3LEmmnQIyHq6xeNt7l57733cjUQe08nTpwY\n4MV97NixudKwSM1HwDU5jSrxZpttFuBh16i/EPjP//zPVBXGRJVJku0x4sznoYcesuOzUqHXH4Fm\nm222AMejRoaAi0AWR3JuXPvd2whk2ULT20j0Z+3ittvy7umnnw6WWGKJ/gTHah2LQKMZ9BdeeCG2\n8GleckatkSFgpof92Qdw4pWG8Ny+3HLLDfK2imQ7jxPCNPlZmGYgkEV4y+kPRv2FQFqHoqYB669+\nkaW2OIgzMgSiEDCLzihk7HmjR44s+8ijPOkOHz7cWrlHEXj00UdT1wxrCiNDIA4BlxnHbNUW3nGI\ndf+7tMdwrrfeesGOO+7Y/RW2GmRCIM48NVNCFrgnEUCwa2QI5EEA8/Yjjjgi0EdD50nH4vQuAo3W\noGeBPUpTNmzYsCzJWNgeRWCBBRbo0ZpZtcpGAKct2223XbDLLruUnbSl16UImHfuLm24gsXmyFYj\nQyAKgSeeeCLqVfh8pplmin1vL3sbgU8++SSygmuttZatMSLRsRcg0GgGfZFFFkndSkijfHs9MFM1\n6k0EMElOSwcddFDaoBauzxEYOnRosO+++wZmmtjnHeHv1f/Vr35lQPQpAjj4SiLb+pCEUO++v/ji\ni2Mrd+edd8a+t5e9jUDc0Xonnnhib1fealcYgUabuKd16sURJ6eeemqw5JJLBpilaqccq622WmGQ\nLIFmIvDpp5+mKtghhxwSLLbYYqnCWqD+Q8D1wLziiiv2HwhW40gE1lxzzch39qK3EWBNkUS33npr\nUhB736MIjBgxIrZmOB816l8E5OhWFwEsK2addVb3sf02BAYh0GgN+uuvvz6osO4P9oeOGTMmWH/9\n9cNXI0eODK9IvTlSa6GFFgq22WYbN5r97hEE3njjjcSajB8/Plh00UUTw1mA/kRg2223DY/AwWM7\nDqFmnHHG4Cc/+Ul/gmG1ngIBhL0vv/xyePTeFC/tQc8jkHRKyBlnnNHzGFgFoxFgzcnJHz6aMGGC\n77E96zME2DL31ltvDar13XffPei3/TAEfAg0mkE/6qijfGVuP3vwwQeDOeaYo/1bbpB688fi6rPP\nPpPHdu0xBJJMkB977LHAvLf3WKOXXJ2VVlopWH311YM77rgjeOaZZwK05xynZWQIgADzB47kHn/8\ncQOkDxGIcgKGcuCll17qQ0SsyhqBqD6w7LLLBvPPP78Oavd9igB7za+88sp27VlvmG+CNhx2E4NA\no03c484wXmeddbzMeUxd7VWPITB69OjYGhlzHguPvWwh8OSTT4Y4sJjaYIMNjDm3XjEFAnGOfqYI\nbA96CoHvfve73vosvfTS3uf2sL8QiGLQDzvssP4CwmrrReCLL74Ifve733nf2UNDIAmBRjPoceZl\n5513XlLd7H2PI3DzzTdH1hCngUaGQBICHJ9lZAi4CGg/Jmg8jPoTgajTYS655JL+BMRqPQiBKCdg\naXwXDErIfvQkAjDo7vGtPmfWPVl5q1RhBBrNoM8555zeCmJeZgyYF5q+eoiPgSi68cYbo17Z8z5B\ngD3lcbTTTjuFTiXjwti7/kRg0qRJwd577x2ccsopwaWXXtqfIFitg+HDh3tRmHnmmb3P7WF/IbDF\nFltMcdrHuuuuG0w77bT9BYTV1osAgl53rMCptZEhkAaBRjPoruRJKqT3c8gzu/YfAlEeMocMGRL6\nIOg/RKzGGoFvfetb+mf7njPOOb82ycdFO4Ld9CwCDzzwwBR1Y+sM22NYSG299dZTvLcH/YPALbfc\nMgUDZkdn9U/7p6kpjmjxyI1PHLZeXnDBBWmiWZg+QeDqq68O8HXDcYwcy5f2dKo+gceqGYNAo53E\n4Whj8uTJg4qPR10jQwAElllmmYDJUZN5bddo2D2mhvosYybIpKNxDLX+QWCppZYKvbT3T42tplkQ\nwFLvxRdfzBLFwvYZAsOGDQs4BcTIEPAhgBXOuHHjfK/smSEQi0CjNehjx44dJL3eZ599YitjL/sL\ngRNPPHGKCtuRalNA0tcPjj322PDoNEDYaqutjDnv695glTcEDAFDwBAwBAwBQ6D5CDRag84+HqTX\nTz/9dLDAAgvYvp7m96eOl/C1114LcBbHsRWrrrpqx/O3DJuNwBprrBFqN/DEbV79m91WVjpDwBAw\nBAwBQ8AQMAQMgSBoNIMuDbTEEkvIrV0NgSkQ2HDDDad4Zg8MAUEAT7vGnAsadjUEDAFDwBAwBAwB\nQ8AQaDICjTZxbzJwVjZDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDoEwEjEEvE01LyxAwBAwBQ8AQMAQM\nAUPAEDAEDAFDwBDIiYAx6DmBs2iGgCFgCBgChoAhYAgYAoaAIWAIGAKGQJkIGINeJpqWliFgCBgC\nhoAhYAgYAoaAIWAIGAKGgCGQEwFj0HMCZ9EMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMgTIRMAa9TDQt\nLUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUMgJwLGoOcEzqIZAoaAIWAIGAKGgCFgCBgChoAhYAgYAmUi\nYAx6mWhaWoaAIWAIGAKGgCFgCBgChoAhYAgYAoZATgS+mTNeqmhffPFFcPXVVwf/8z//Eyy66KLB\nRhttlCqeBTIEDAFDwBAwBAwBQ8AQMAQMAUPAEDAE+g2BSjXod911VzDXXHMF++67b8ikP/vss/2G\nr9XXEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEEiFQKUa9BdffDHYbrvtgqmnnjpYbrnlgueeey4YNmxY\nu2ATJkwIPvzww/bvBRZYIJhnnnnC38T5xje+Ecw000zt91lvvvnNbwbf/va3s0Zrh59mmmkC0qAc\neYl6TDvttHmjh/FmnHHG3PHJ/6uvvgoGBgZypSEY1NkOuuC6HFNNNVUwwwwz5K5bUWy+9a1vBfzp\nMumyprkv2keJP9100wX/9E//lCa7KcJI36aP5CHi1/2d6nLrtqBtvvOd74RtpMOkvad/Ubcvv/wy\nbZRB4YjPny7ToAApfhTtHzL+1VkGMJx++unDcShFlacIQnwobx/VCTIW871AfDN1913BJm8fK4oN\nYyB/dfYP5hjqQTnykHyneeZZt09pLLivu3/QRykjdcxLRccQ8mUNkncNAY7UIW/8bliDuP0obVvR\nv8AlLzbMcbRvnd+vrEFopzwk82QRDOueZ3W9dVvQPpQNjPIQcekjeecH4kO6TFnLUXT8aNI8W6SP\ngVue+Hm/bfLL12uImYL+7//+L1wgE5SF8scffzwoFp0OM3ghKi8dyr1KmCxX0pB0ssSTsBJXrvI8\ny7VoGciraP5F0pC85Zql7hK2DAx0WnLPtc5ySd5y1eVKe18GNkXTKBJf6i7XtPXW4Yrkr9Ph3i1H\nkbQlrpumm2fUb4kn16hwcc+lDHFhkt4VTaNofMpXJA3iMslxzUq+yVGnU6RcResldSlSBuLmxUbK\nr69SpizXIuWXfIqmkTc+8VzSz/KmK2kWjU86RdMoGl/KIHXKeiX/MtKQdLLmL3kXia/z1OnIvVx1\nuDT3eeNJ2hJfrvI8y5W4ReOTX940JP8i8YvkL3Hz5k98TToduZerDpf2nrh540s8uabNU4crkj/p\nSN5y1WmnvS9aBilH3jIQL+8861uDpK13pQw6Eu2//vWvoQbr888/D7773e8OKtc666wz6Pc777wT\nvPfee+EzpHFIXuT3oIApf6A9+uyzz1KGnjIYkqu//e1vwQcffDDly5RPqAMY5CUk1wg68jYy+YN9\n3vhovupsB9d6QPcHyvb+++/nli7SxxAQ5ZGK0Z5o4vjTZcrazkX7KG3z0UcfBZ9++mnWrMPwoiWi\nn+chJMR853VhENc/KBtCQVcwmLaefP9Ij/l+8hDYMubVhQ1lRnLO5FJnGfhGGEOL9DG+0TxaBMYI\nTXwnUg6sb+gjdWKD4Bps8vYx+idjex5swIXxg3GwTgz4TpgjtTWdbrOke/o3dcgzz9L+M888czsL\ncJRykCbjc53YzDLLLGHbMs/lpaJzDN8Ja5C88yQ48s3lXYMwhjZ1jqFsfL9a0ZSlneh/9Lm82DJ+\nMMbV2UdpX+bYTz75JEvV22GZZxkDZFxuv0h5wxgIDnVhELcGoWzMOazR8hBjG30k7/wAtnX3D/Ch\nfetqH3Cvcw3i8r1Z+kF+2+0UuWCu/sorr4QhX3755WDIkCEpYlkQQ8AQMAQMAUPAEDAEDAFDwBAw\nBAwBQ6APEWhJNSujd999d+CCCy4YOOecc8JrS0qYOq9XX3114MQTT0wdvoqAV1111cCECROqSDpV\nmi3J6sABBxww0LICSBW+ikATJ04cuOKKK6pIunCahxxyyEBLsl84nbwJPPzwwwMXXnhh3uilxDvr\nrLMGnnzyyVLSypNI64SGgaOPPjpP1Mrj0DYPPfRQ5flEZdDSeg3QR+uk22+/feDGG2+sswgDo0aN\nGqCfNI0Y2xnj6yTmOOa6uuiFF14YOPXUU+vKPsz38ssvH2CeaRq9/vrrA8cff3ytxbrmmmsG7rzz\nzlrL8Mtf/nKgpSGtrQwPPvjgwGWXXVZb/nEZH3744QMty8+4IJW+++Mf/zhw/vnnV5pHUuJjxowZ\nePzxx5OCVfb+7bffHjjyyCMrS79IwhdffPHApEmTiiRRKG5Lcz9w0EEHFUqjaOQ77rhj4Lrrriua\nTKH4xx577MAbb7xRKI06Ildq4o7p2G677RaaZ2AGk4Uw+cljspYlj6SwmC3lNV1KSjvt+yZgkNe8\nJm0d84YDm9ZHkzd64XiYptWNDWZhec3jCgPQSqAJ32lUPWgb2qguom8W2WJTRrmbMobV2UejcKRv\n5DWrjEoz63PGsDqxIe8mjGF1fqdRbdYUbOpegzRhDKv7O43qI7YGCcIxtM7vl3m27nVyVP9owvqs\nCd9v3WNY3d9pVP9Iel6pibtknpU5l3h2NQQMAUPAEDAEDAFDwBAwBAwBQ8AQMAT6BYGOMOj9AqbV\n0xAwBAwBQ8AQMAQMAUPAEDAEDAFDwBDIi8DUrf2Bo/JGrjIeWvf55psvmHXWWavMJjZtTPRxdIeH\nyDoID47zzjtvMNdcc7WPKuh0OfBASBlcT5WdLocvP9pm7rnnzn1+ri/NLM/wDEkZipwxmSU/X9g5\n5pgj+N73vhd6Y/a9r/oZHkb5Tmebbbaqs8qcPmXCMSVejOsgPJfOP//8AW1UF9E3wcD1Zt7J8pA/\n3ykebZtEYML3i5fqughc+OM7qoP4Nvh+8RZeFzHH00fynGNeZZllDVLn2Ea7gA1zTV1E/2ANgkfo\nOog1CN9pE9cgMrYx1tdBrE1Zn9W9BgEHToSog2QNMvvss9eRfWyelIn1WV1jWxPWIMyvfL91rkFo\ngyauQWI7T+vlVGx8Twpk7w0BQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ6BaBOoRiVZbJ0vdEDAEDAFD\nwBAwBAwBQ8AQMAQMAUPAEOg6BIxB77omswIbAoaAIWAIGAKGgCFgCBgChoAhYAj0IgLN2hT4d4T/\n8pe/BDfccEPQOnszWHPNNYNll122dOxbZyQHrTO0w3SXWGKJYMMNNwx8+XI8wNVXXx20zvENFl10\n0WCjjTYK4zzzzDNB6xzd8Bi2H//4x+EerbSFfOKJJ4JXXnkl2HTTTcMoWfK9++67A+Kzr2PbbbcN\n99f64ieV5aabbgoWXHDBYKmllgqD+vDw1TEKD1+5ksqQ931UGfKm54v3+9//PsSZd2C9++67h23t\n6wu+uudpEylH61zVoHX+bbDnnnuGj6Lq68s3S5tJfr6r20d9eETVMW25fPmW9cxXhrLSJp0PP/ww\naJ0/205y/fXXD78lX75ltYlkRn8477zzgp133rntHyNtvlnaTPLzXd0+Sh1vvfXWdlCO12TfrO97\n8eERVa52giXf+MpQchZB2jE1qu6+Nk1bRnd899XXl2/UWOOLH1cWt49m+V6ylCuuDEXe+cpQJD1f\n3LRjalltosvgju+++kbl6+uXvvg6P9+920fTfi9ZyuXLt4xnUWUoI21Jg28u7ZhaVptI3u74HlVf\nX76+sSIqvuTnu7p9NO33Qlppy+XLt6xnvjKUlTbpZBlTy2oTKT/taWsQQaPCK3vQm0Znn332wGuv\nvTbw0UcfDZx44okDLUa91CK2zsQbOOWUUwZa57+Gf63OFqbvy3f8+PEDd9111wBhLrroooFWRx/4\n9NNPB0466aSwXH/+858HTjvttNTlaw0yA0cdddTAuHHj2nHS5vvSSy8N/Pa3vw3L0hIODLQmuMhy\ntxN3blpnIg5ceumlA4ceeujAo48+Gr714RFVRx8eUeVysi7tp68MpSX+94RGjx4d9j/6SOssy/Cp\nL9+ouvvaNE0Zn3rqqbBvHX/88e3gafPN0mbtxD03vj7qw8NXRx8eUeXyZF3KI18ZSklYJfL0008P\nXHvtte0xpHUO7IAv36i6+9pUJR952xIUhuPNgQceGPZPAmbJN22bRRag9cLXR2+88caBxx57rI0H\n8X11jMLDV664MhR5F1WGImm6cbOMqb66+9rUzcP32ze+R9XXl2+WNvPlzzNfH037vRA/bbkIWxX5\nylB2XmnH1DLaRJfdN7776uvLN6pf+uLrPPW9r49m+V6ylEvnW+a9rwxlpk9aacfUMtpEl903vvvq\n68s3aqzxxdd5uve+Ppr2e8lSLjffsn77ylBW2pJO2jG1rDaRfH3ju6++Ufn6xgpffMnPd/X10bTf\nS5Zy+fLu5LNGmrh/8MEHoWdKNDBoeV999dVSRRRvvPFG6FHw/vvvD1544YW2d1Jfvi+++GKw/PLL\nh57Cl1tuueC5554Ltel4zsSDJt4JWw0ealfTFJI6bbPNNoOCps2XsgwfPjwsy4orrhiWhYR88Qdl\noH5glUDc73//++2nPjywGPDV0YdHVLnaGZR84ytDmVl89dVXofXGk08+GTz88MMBvyFfvlF1z9Im\nuuythUqw11576Uep883SZoMycH64fTQKD18dfXhElcvJtrSfvjKUlvjfE3r99ddDr+RY0bz99tvh\nGOLLN6ruhHXHlTRlBHMsZ/BIKpQl37RtJmn7rr4+Ch6ffPJJcN9994XjIfF8dYzCw1cuX95lPIsq\nQxlpSxpZxlRf3X1tKmnHXX3je1R9o/J1+2VU/KhykK7bR9N+L6SZtlxR+Zfx3FeGMtKVNLKOqUXb\nRPLl6o7vPPPV1/f9RvVLX3zS9ZGvj2b5XrKUy5d/Gc98ZSgjXZ1G2jG1jDbR+frGd199fflGjRW+\n+DpP997to1m/F3edHFUuN9+yfvuwKSttSSftmBpV96xtIvnyrbvju6++Ufn6xgpffMnPd/X10bTf\nS5Zy+fLu5LPGMegs8vRxPDDBDOhlUkszHx4JwSL3oYceCm677bZwcenLFzN4OWZNyqKfUS6OUEhb\nxtVWW60tECBuVH11Hr58Jc+o+KTtI45twaRfkw8PnT9hJT/9PK5cOv2y731lKDMPTIc42oU/sDn3\n3HPD5H356meCUdY20WVHCMTkpEnnEYe5Dkd8KY9+LvF1+u6920d9eETVUefly1+Xy823rN++MpSV\ntqTTsqwIjz7k+I4rr7wyeP7558MtM+ALJdVdlzFNm0i+Cy+88BTbaXRacflihpo0xkl8yc939fVR\nOYKJ7SAti6KACVSXS+qon5E2+UWVy5d3Gc98ZUg7fqfNP+2YGlV3XcY0bSLl8o3vOi3CxWGuw8a1\nWRxevj6a9ntJM65IuaTOZV+jylBmPnnHVKm7bifKlaWPuON7VH11Hr58Jc+o+FF4+fpo2u+Ffpe2\nXFH5l/HcV4Yy0tVp5BlT87aJztc3vvvqq59JvvoZafqeS1/Sebr3bh/N+7348tflcvMt67fGQcpQ\nVtqSTtoxVZeFuFIe/TxNm0i+vvFdp+VLX/Ita77z9dE830tSuaTOdV0btwedsxTpeELcwyiVSey7\nlr3XnFN86qmnBuwh9eVLZ2OxyVmLUhbOjuWZUMsEegqmSt4lXaPq68uXDij5kifnCkbFT8pXv/fh\nsdBCC7XzIqzUMW25dPpl3/vKUGYenLe63377hUkuueSSwSOPPBK8//774cDm9oWq2kTXx1dfX75R\n/dIXX6efdO/Do2WmGPu9kKb00ahyJeWb973UV5chb1pR8TbeeOP2q5bJUyjogzl1v8+ouksZ9bjS\nTjDjjaRFtDjMZ5555tRtlrEIg6w+Wtt+Qv8NUi5dRx8eUeXKWoa04X1lcIViadOKCpd2TI2qu2BH\n+tKmUXklPffVNynfpDbLilfa7yVqPhM8dLmS6p33fVQZ8qbni5dnTNV197Vp1jaRckXV14e5b96J\nii/pp7mm/V6oY9pypck3bxhfGfKmFRVPW9LFjalVtYkul6++vnyj+qUvvk4/6T7P90KaMnZGlSsp\n37zvpb66DHnTioqXdkyNqruUUY8rUXklPZe0CBeHedK8o+Mn5em+T/u9+PCIKpebR6d/N06DPvXU\nUwfTTDNNqJFm4dvaiz6FxqgoSJgt33PPPWEymKfONddcodm4L19M2HHoBr388svBkCFDQvPSyZMn\nB5QP83auWjMVBk75L6q+vnzdZ2jvouKnzD4M5sMD6wJfHd0ygIf7jHJVSW5+lKFMQsp32WWXhUni\nDAPBDMIQX77us7LaRNfHzSMK8yxtptNPuvfhMdNMM3m/U7es4BFVrqR88773lSFvWlHxrrvuuvbW\nG0ymqKcv36i6u2GL9GE3rSjMWUinGeOIn4UwPxwzZkyb+Y/Cgzr68IgqV5YyZAnrK0Pe8Tsq37Rj\nalTdfW0alVfSc1990+Yb1WZZ8Ur7vUTNZy4eRb6XJLyiypAUL8v7ImNqWW0i5Y2qrw9z9xljRVR8\nST/NNe33Qr9zywAe7rOsY1iaMuowbn5l98csY6pblrLaJKm+vnx9Y01Um+n0k+6LfC/gEVWupHzz\nvvdhkzetqHhpx9SourtlLNKH3bSiME8772T9frN8Lz48osoVhX2nnk/VYi4HOpVZ2nwwF205iQj3\ndWOOvd5666WNmiocWq5LLrkkZKpZTP70pz8N91v78n3vvfeCljOoUCqEpGnXXXcNTVvZa8keZUxv\nRo4cGSy22GKp8ibQs88+G2qY8P4Opc2XpsIrMuYk7OPAyzdaO1/8MOGYf//xH/8R1hkP+VF4+Oro\nwyOqXDHZF3rlK8NUU01VKE03Mm1OPghw1lprrXDPvi/fqLrnaRMpQ8vhWNByQhi0HPmFj7Lkm7bN\nkvBy+6gPD18dGSh9fdRXLqlv2deoMpSZDxoNvBCz+MCaAC//SGbT1t3XpkltosuPGfkee+wRWu5E\n1deHeZY20/m5924fnTRpUuivAen5nHPOGe5Ri6pj2nK5eZb521eGMtPPMqaW1Sa6/Hp857mvvr58\ns7SZzs93r/tolu8lS7l8+ZbxzFeGMtLVaaQdU8tsE8nfHd999fXlW+Z8p/tolu8lS7mkvmVffWXI\nMn6nKU/aMbXMNpFyueO7r75R+frGGl/8JLzcPpr2e8kyH0p9y75GlaHMfLKMqWW1iS6/Ht+j6uvL\n1zfWRMXX+bn3bh9N+73Q79KWy82z078byaALCCz2YIqrIiYFJCcu+fJFi4r2SRPaVcx8+CuD0ubr\nKwv5++JnKZcPj6g6+srge5Yl/6xhq84PPGlbNASafPn6nhGnaJvkyTdLm+n0k+6j8PDV0YdHVLmS\n8s373leGvGlFxYM5hzHX5Ms3qu6+sDqtLPe+tKLyTdtmWfJnkiVdd0wtWq4sZcgSNgqbLGkkhc0y\nplbRJrp8UfVNm29UfJ1H0n3a74V00pYrKc8i731lKJKeG5f0fXOML98s35GbT9rfafP1lYU8fPHT\n5k24LN+Lrwy+Z1nyzxq26vyyjKlRZSnaJhoTXx6+Z1FjhS+sTj/pnro06XtJKm/R+ialz/u0Y2pV\nbaLL6KtvVL6+fumLr9NPus/yvWQpV1K+Vb1vNINeVaUtXUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUOg\naQiUo/ptWq2sPIaAIWAIGAKGgCFgCBgChoAhYAgYAoZAlyFgDHqXNZgV1xAwBAwBQ8AQyIMAzriy\n+EvJk4fFMQQMAUPAEDAEDIFiCJiJezH8LLYhYAgYAoaAIdAVCLDH75133gm9GndFga2QhoAhYAgY\nAoZAHyJgGvQ+bHSrsiFgCBgChkDvILDOOusEo0ePDuabb75ghRVWCG6//fawco899liw0047BRtt\ntFEwbNiwgN8777xzu+InnnhisNBCCwXDhw8PLrzwwvA53pmPO+648Ogqjt45/vjjw6NE25HsxhAw\nBAwBQ8AQMAQqReCblaZuiRsChoAhYAgYAoZApQi8+OKLwTXXXBMeH/PII48EO+ywQ3gM6Keffhpc\nfvnlweGHHx7svffeoQfkl19+OSzL2LFjw+NGr7zyyvC4zjXXXDOA0b/33nvDOByDhadbGPp11103\nWGWVVSqtgyVuCBgChoAhYAgYAl8jYBp06wmGgCFgCBgChkCXI7DnnnsG888/f7DFFlsE8847bzBh\nwoSwRhwDOGrUqGCTTTYZVMPrr78+2G677YKVV1451K7ffPPNwbTTThtceumlIVOOZp396rvssksA\ns25kCBgChoAhYAgYAp1BwDToncHZcjEEDAFDwBAwBCpDYLXVVmunvfzyywdo1YcOHRqaqrdfqJs/\n/elPwa677tp+stJKK4X3kydPDk455ZTg9NNPb78jPSNDwBAwBAwBQ8AQ6AwCxqB3BmfLxRAwBAwB\nQ8AQqAyB559/PlhkkUXC9J988slg7bXXDu+nnnpqb54zzzxzAJO+wQYbhO/vvvvuYLbZZgtg1H/4\nwx8Gu+++e/j8o48+Cr788ktvGvbQEDAEDAFDwBAwBMpHwEzcy8fUUjQEDAFDwBAwBDqKAHvJ//a3\nvwWPP/548MwzzwRrrLFGbP7sK7/hhhuCDz/8MGCv+m677RZMNdVUwciRI4OLL744eO+990LncOxn\nP+2002LTspeGgCFgCBgChoAhUB4CxqCXh6WlZAgYAoaAIWAI1ILAm2++GSywwALBeuutF5x77rnh\nfvS4guy///6hczjiLLXUUsE///M/h1c8vs8111yheTwaebTnBx98cFxS9s4QMAQMAUPAEDAESkTA\nzkEvEUxLyhAwBAwBQ8AQ6DQC7DXHkRvO4aaffvogyqzdV64PPvggwJHcNNNMM+j1xx9/HP6ebrrp\nBj23H4aAIWAIGAKGgCFQLQK2B71afC11Q8AQMAQMAUOgIwjMNNNMmfOZYYYZvHGMMffCYg8NAUPA\nEDAEDIHKETAT98ohtgwMAUPAEDAEDIHqEDj55JMjvbVXl6ulbAgYAoaAIWAIGAJVIGAm7lWgamka\nAoaAIWAIGAKGgCFgCBgChoAhYAgYAhkRMA16RsAsuCFgCBgChoAhYAgYAoaAIWAIGAKGgCFQBQLG\noFeBqqVpCBgChoAhYAgYAoaAIWAIGAKGgCFgCGREwBj0jIBZcEPAEDAEDAFDwBAwBAwBQ8AQMAQM\nAUOgCgSMQa8CVUvTEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEMiIgDHoGQGz4IaAIWAIGAKGgCFgCBgC\nhoAhYAgYAoZAFQgYg14FqpamIWAIGAKGgCFgCBgChoAhYAgYAoaAIZARgf8HED8HDEqYSlsAAAAA\nSUVORK5CYII=\n"
}
],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Push data to to R from Python with `%Rpush`. Use a single line of R with `%R`."
},
{
"cell_type": "code",
"collapsed": false,
"input": "x = range(0,99)\ny = randn(99)\n%Rpush x y\n%R -w 1000 library(ggplot2); p <- qplot(x,y); print(p);",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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E3BHIzs4WvT1K4MPk6quvlr/97W/uVE4tjsDBgwdlxYoVUrduXTnllFNQQQAB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\nvpAVK1YE55lAAAEEEEAAAQQQQKAoARL0olR4DgEEggJ67+o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Lyck53iK8hgACLgnk5ubK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\nkeLX328DsgAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Things get even more interesting when you factor in support for Pandas dataframes."
},
{
"cell_type": "code",
"collapsed": false,
"input": "import pandas as pd\nimport numpy as np\na = pd.Series(np.random.rand(1000), range(1000))\nb = pd.Series(np.random.rand(1000), range(1000))\ndf = pd.DataFrame({\"A\": a, \"B\": b})\n%Rpush df",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": "%%R -w 1000\nlibrary(ggplot2)\np <- ggplot(data = df) + geom_point(aes(x=A, y=B))\nprint(p)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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t5O7du2tQqJZB9NUFF1wQOUgYQr/66iudlsMzFwIq/kQEgWIR4DoSTpZi0ZP9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\nhjBHds95be5/FvomJHERXsVyJHHkdIwfP17lPpH7c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EdwHvkpY0S1FSagrVq1UkY+xn4Q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6gBfhggsusLtCJNeyZctKmtE+FSBACD0h9YThQnBUrhCu+vzzz5uHHnrI7LTTTmbgwIHlNpGa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\njuc1TNiuz9TejSrvCs8qwpjnz59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SF7rj2vcvu9/1WTsEUCwffPDBrAOGxWJLHj05d06S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\nYII=\n"
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Pretty amazing stuff. R and Python are truly on a collision course. Pandas stole the core idea of the data frame from R and improved upon it. The second iteration of plyr (dplyr) began to look suspiciously like Pandas. Python plotting packages are popping up that explicitly model the behavior of ggplot2. Meanwhile, the next iteration of ggplot2 (ggvis) is already slated to look a lot more like an interactive programming paradigm like D3. We really are on our way towards a scientific computing singularity, and tools like IPython are what will get us over that event horizon."
}
],
"metadata": {}
}
]
}
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