IM 8.6.10 Practice: Using Data Displays to Find Associations

An ecologist is studying a forest with a mixture of tree types. Since the average tree height in the area is 40 feet, he measures the height of the tree against that. He also records the type of tree. The results are shown in the table and segmented bar graph. Is there evidence of an association between tree height and tree type? Explain your reasoning.[br][br][img]data:image/png;base64,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[/img][br][img]data:image/png;base64,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[/img]
Workers at an advertising agency are interested in people’s TV viewing habits. They take a survey of people in two cities to try to find patterns in the types of shows they watch. The results are recorded in a table and shown in a segmented bar graph. Is there evidence of different viewing habits? If so, explain.[br][br][img]data:image/png;base64,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[/img][br][img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAeYAAAEKCAYAAADHFfY2AAAgAElEQVR4AezdB5hdVbk//tu8ykV/CiqgCBZUVEQQVHoRECsiiqJixd5AUFQU4S9XrwW99o7lio2WkEAghZJCSGghhfReZya9Z5JMZv2fz9rnnTkzBMghlOSwzvPsnMw567x77Xftvb7r+7b1L6m8igaKBooGigaKBooGdhgN/MsO05PSkaKBooGigaKBooGigbRTAHNHR0caMWJE2nvvvdPJJ5+cWltb05YtW8rwFQ0UDRQNFA0UDTSdBgowN92QlgsqGigaKBooGtiZNVCAeWcevdL3ooGigaKBooGm00AB5qYb0nJBRQNFA0UDRQM7swYKMO/Mo1f6XjRQNFA0UDTQdBoowNx0Q1ouqGigaKBooGhgZ9ZAAeadefRK34sGigaKBooGmk4DBZibbkjLBRUNFA0UDRQN7MwaKMC8M49e6XvRQNFA0UDRQNNpoABz0w1puaCigaKBooGigZ1ZAwWYd+bRK30vGigaKBooGmg6DRRgbrohLRdUNFA0UDRQNLAza6AA8848eqXvRQNFA0UDRQNNp4ECzE03pOWCigaKBooGigZ2Zg0UYN6ZR6/0vWigaKBooGig6TRQgLnphrRcUNFA0UDRQNHAzqyBAsw78+iVvhcNFA0UDRQNNJ0GCjA33ZCWCyoaKBooGiga2Jk1UIB5Zx690veigaKBooGigabTQAHmphvSckFFA0UDRQNFAzuzBgow78yjV/peNFA0UDRQNNB0GijA3HRDWi6oaKBooGigaGBn1kAB5p159ErfiwaKBooGigaaTgMFmJtuSMsFFQ0UDRQNFA3szBoowLwzj17pe9FA0UDRQNFA02mgAHPTDWm5oKKBooGigaKBnVkD9wPmzZs3p1WrVqWWlpa0cuXK1NHRcb/r89nq1avTggUL0vTp09OMGTPSwoUL0/r16+/XnrwVK1akOXPm5LYzZ85MixcvTu3t7WnLli33k721D5xvxIgRae+9904nn3xyam1t3ebfbk1e+axooGigaKBooGhgR9VAD2AGlPPnz0+//vWv06mnnpouv/zytGbNmvv1HWj//ve/T29+85vTK17xinTAAQekU045JfXp0yeDeWdnZ/4NeYD7kksuSYcffnh6+ctfng4++OD0yU9+MgPtunXr7id7ax8UYN6aVspnRQNFA0UDRQPNqIEuYMZgJ0yYkC6++OJ01FFHpec973npf//3fzN7jgsHuGvXrk1//vOf05FHHpk++tGPpssuuywfH/jABzL4XnfddQlLBsrLli1LF1xwQXr1q1+dvvKVr6S//vWv6cc//nEG8fe85z3pnnvu2SbmW4A5RqC8Fw0UDRQNFA00uwYyMAPcWbNmpc985jPpbW97W/ra176WDjvssPTDH/4wM+BQAoCcNm1a+shHPpJOP/30NG7cuAysQNjnJ554YvrYxz6WAXnTpk3p1ltvTcccc0wG5eXLlyfn2bhxY7r22mszsP/0pz9NWHMw7DhP7/cCzL01Uv4uGigaKBooGmhWDXQB86JFizLzHTx4cBo6dGh6wxvecD9gBqo33XRT9vP+4Ac/yABMMcGkse3jjjsu3X333dkH/bOf/Syz70GDBmWfcrSdMmVKet/73pcXAnPnzn1I1lyAuVlvv3JdRQNFA0UDRQO9NdBlysZ6sdcNGzZkE/Mb3/jG+wEzMza/8/HHH5/+/ve/57Yh0O/+9re/ZXP2NddckwA98zWAnzhxYsKg48VH7bt3vetd6d57782m7/gOyOtL/eG3w4cPT8997nOzPL8Pc3l9u4di3nGO7XmP/lkslKMxHRirx2KMtmd8H+q3ZfwbG/P6Z6QZxv+h7o+H+n5HvX/K2DzUyD2233cBs9O6aQAe3+/WgFm09q9+9asMjjfccEM2S0d3+ahvvPHGdPTRR6c//OEP2TT+6U9/OvElM5OTGy++5+9973vZbH7bbbd1gbbzA2EBZ6K+nc8hOnzIkCHp2c9+dmbk5PnMd9ppb1FRf4441yP5rn+uk4n+l7/8ZWIRKMe26eDnP/95uvLKK/O4mQR2xpd+u3evvvrq5HrK2G/b2NOT5+X222/vspztjOP/SPTZPEUPv/3tb3eY+8e9bH7Vt5312XwkxmZHktEDmHXMCveBgFna049+9KPsS2aermfBzNwG94gjjshBY1OnTk0f/vCH0xlnnJFTpciNF38z//UJJ5yQTeMhx03BVP7KV74yvfjFL+46XvSiF6U999wz7brrrukZz3hGDkzbb7/9ur5/yUtekt7//ventra2OMWj8g6Y582bl6PRn/WsZ6XddtstPfOZz0z+X44H1sHuu++e9bTPPvukkSNH3i+l7lEZrEdBqIXf9ddfnw455JB8H7quMu4PPO504/mIQxaHZ/+J/BKLY15EMuK5eDzvIX0wjwn4NWfXz9NP5HF6vK+9YWD+yU9+kk466aQ0cODAHsCMSfJPA2ZBXdKkzjrrrAzMs2fP7sFmPZx81ILFbr755h5ygLMJsP4gm9/7Oc95Tj63nGkLgfo2bijA+Wi+yMfWX//61+cJ+cwzz0xf/OIX03nnnVeOB9DBueeem1hOpNSZAIy3cdsZXxaQffv2zSmC+++/f/rCF75Qxv0Bxj2eCc+HeBKLMnPD0qVLd8ahf8T6PGnSpBw4Sx/vfe970znnnPO43kMf+tCHEuJz6KGHZpfjo/VsmtfN0YWRb9ut1BAwMxn/6U9/yoAqZxlgxouPmanyta99bfrLX/6S86FNyqK8rRLrBxyz/frXv57e8pa3pNGjR/f4LuTVvxvQHaHAiJtKgRQ+9n333TeNGjUqp4+59nJsXQeKzihEI4rf6pxVpf5eqB/nHf3/gNl9Lx//ne98Zy6cU8Z96+MeehGXMmzYsDwvyPRYsmTJjj7Mj2r/xNu4d1hduMTMqaGrx+NdjA/LJWC+7777HpVn03MDA5ArdTIKK3/oW6whYHbjyFMW0KXAiJsqXiZgvgrAjE1jxd/97nfzoN955509WLEqYJ/61Kcym3ajPtRA7WjAjDG/4AUvyNHnQAaTLsfWdWAxo9IbdsCkubMDczBmCw0+uTLuWx/30ItJmU8VKBdgTpmVAubXvOY1SXwNy1/o6vF4V7vCfK4/jxYwiwX69re/nV2U//jHP3KFyMCN8r51DTQEzEBI7jK/MTYs1Qlo+tzkq8gIFmx1BMTlK8tjBuJWztp6UPkZmcPlS/vdQ5k3dkRgfuELX5iBWd/K64E1YLLBkgAzX1ozAbPFaHk9uAbMDSxLKv8VYO4JzOZB8+Hj+QLGjzYwC9T97//+7+wCkrljQVteD66BrQLzmDFj0pve9Kb7pUuZZAWAiagWLPCb3/wm8R/zuyrjKWjrW9/6Vld0H7PFBz/4wZz3LGJbChVglyrlIb3iiiu26cYswPzgg7gjf1uAeUcenUe/bwWYe+o4TNkYagHmnropf3VrYKvAzO/ANyzNQTpSvEyyQNIqS+CLYiKnnXZaPtxon//853Nkn3YOq0F+hXe84x3p2GOPTe9+97szo/Y7wV+CuLblVYB5W7S0Y7YpwLxjjstj1asCzD013czA7Fk33szzLKZikPzNrbk1xqw9a6n53bsDZvidd59r4xWyfRe++GhTr+F6mSFXH6I/fh9yo230Vxsyfe7o/fKZ39a3r5fXu/32/H0/YKYcihSwIYJQJ3q/fMZPLJ+Twh2CYqQSUUL9i7nPzfjHP/4xXXTRRRmQpUQxb7rIbXlptyMFf/ExF1P2toxc9UAVU/a26aoZW5kPiim7e2SbFZgDVKXaSqllFbV5kfRCAbMsqYImw5QN5MQoCYBTPIq5G37Yh4GLU3ySXQQDDLk8xS4hdGR/4xvfyG39JoCWlvWDBVeRKxiFWMoW0hf7NsinRywDhLWVU+6c8Omqq67Klt3e2KQfTPCqWv7ud7/L5//qV7+a935wzTBRm0fqdT9gJjyUHKuH3icLZQFdCnW40HoFxW/I8nDyMTODCwSwyvD5tl5IAebQ5s73bowLMO984/ZI9bgAc09NNiswwwCptK961atyhUZVGm2EpMaEIlOspf4fwGxO5+q074L9Fbg1VYJEePyOhTWIHpO/HHi1K6SZ2f6XfO9ileqDi91vQFmUuWDkz372s12/8xuHuKf+/ftnYBcdL5A3ZD7/+c/P6X2C4mCUl3dzGCB2DTJy9DGuUeqkwluPJDjfD5h73kY7xl8FmHeMcXg4vSjA/HC01jy/KcDccyybDZg934AL4AIoOdFACugKDpZeqxqkGgaArB6YMVpuTmAOiKWhqho5duzYXKoZ8SNbXBI36fe///1011135YBhnwFyAaWf+9znugrXAEflogG8uhd2NgTU3KYswF/+8pczCNuuGAh/4hOfSGKqsHOW3Le+9a25eJBdELHtuD6kEtuWTaTqpevT/0svvTT3QXyVPSACzHuOeuN/FWBuQGeUzixTTNnbrrQCzNuuq2ZsWYC556g2GzCbE9UpUHlxr732yjUswkzM4so6ys154IEH5u97A/Mpp5ySnvzkJ+fYI8zXb90zyFiAnHey4vC9doD24IMPzuWjgaJXADPQ1R9sWx/8xneqm7397W9Pu+yyS+4zt63P43um7Je97GXp4x//eL4u/fAyj/m/tvqhvXfgzSJg0dGvX7/8ef7Bdv5TgLkBBRZgbkBZtaYFmBvXWTP9wgRWfMzdI9pswGx8xf/I0mEinjFjRhegxlWrAildkvm3NzADSaD2i1/8Iuc3BxjHb70HawWEQNYRPmlMW0U5ActeAczM0xi4dn7vRbZa91iy0s42ZNK+/pyAnExBza4lgDl+HwCuD3zOKtkxcSsZje2T90i8CjA3oMUCzA0oq9a0AHPjOmumXxRg7jmazQbMgIh/GCPGMre2XwEzsdKs9j/oDcynnnpqroImsOuBXs7BLC7DR3VJAWL82YqWMJ9Lve0NzEzqfNcANF7mIgz5k5/8ZDZzDxgw4H5xUQK5Tj755ITJ11esDFDH6jFj1S2lCAtGs+GT2ueXXXZZAeb6VU4o/tF+L8DcuIYLMDeus2b6RQHmnqPZjMAs4+alL31p9t9urRY6lnrhhRdmEO0NzHzMmLYqaL1f5lvBwgAUy1UIRbAXPzBAV0FNIJbiNb2BWaDYl770pa0CMz8x//MDATOgrQdmTF0w2MUXX5zTiJUwFYyG7asAaFGyxx57FGC2AivA3Ps23jH/LsC8Y47LY9WrAsw9Nd2MwMwkLJjq7LPPztHLPa84ZXOvVCXstjcwMxkDOky09wvblbYrpocvWcoTMFXiVdqSQDAm9N7ArOwnds7EvDXG3CgwS9XCvkVkswoILpPipQ8C1dT04M8ujLkAc+97eIf9uwDzDjs0j0nHCjD3VHOzATM2KUpZgSkMVvSzZ77+JTjMDnMipRsBZmwZGGO/2KrKkcza4WtWdfJ1r3vdowrMzmejJcxcuenx48dnX7g+uLdFjjONF8Z88sk5tP1xYcydnWnm7Nnp+BNPSvu+aL80+p4xaf2mzal9S2c5HkAHGzq2pIWLl6R3v+/MtPsee6QhN9/yiEUu1j/8j8X/PYz1m1h4KMvrwTVQgLmnfpoNmAVHiY4GWhgxEPOc+DyOO+64I/ttt5Yu9WCMmT9YHrIoaYFVkT5FLiaMPcs/fjQZs/MMGjQop3vZR5tZ3j2tD97lWtu4qfiYH29gbluajrv8lrTL5Xelp199X3pWv6np2f2nleNBdLB738lp17+PSU/7375pyH3T0uZa4n7PKWvH/6sAc+NjVIC5p86aDZixY4CJ0fLbKiQiv1dVLwdWe/755+dcX5HLjTBmqUiCqwA6MzlZIqF9LhL8oIMOSk972tPuF/z1SJqyPfMCwjDmI488MqdfOb+CWaqGMXHrQ2HMjyswpzRzzcZ07C1z0pOunpz+9arJ6cnXTEm795uW9rpuej726D897dpnavr32vf/ctXk9G9XT05P6zs1+W7PWju/+c9rpmQZ2jie0qeStUf/St6e/aenp/btKYtcn1kMxDnJetI1U9K/1eTo11OumZKe2W9a1/nI3LUmK86nX0+/Vr+qdvpGlmsiQ7ssq09NVv/qGp3bNfp9tPP//5evsbtfz7i2ukbf6feufSanIS1r0uYtPU1dPaeuHfevAsyNj00B5p46azZgdnXAWUrUmWeemRksX6z0qPe9733Z1CydyaZIBxxwQI7gjiqR2CYg9x1/be8XM7JUO+lLQF2hEpsiCc5i3nYOOxoKHmNi9vKMihJX/lPAGRnx0k8sXEES6VQiwTHfetM7n7F9IpjlpUu5f5nUmav1wTVEJTNBX0z4SlIDbsVUnP+ReJV0qQa0CE9mrtmUjr11TgZCYHjkLXNSn4Wr8+dz1m5KE1e1p8+OaUnP6j+tC7ie1W9aOn9cW7p3xYY0a+2mNHvtptRv4ep06E2zMjgDQMB13NC56cr5q9OU1RsTWVNXb0xfHb84+T1w0w4ofnlcW7pz2YYsh6xrF65JBw2elQFVG/16w/B56bpFa7r6NW7FhvTFsW0ZhIGpAwh/e/LSNG5le5Y1Y83G1GfB6nSUhUcNnJ33uFvnphtb1ibfO59zf+qelrRbrV9kPbXvlHThhCVdsmau3ZT+OHtles1Ns/OCowLmKWlI69q0uZcPqoEheFybFmBuXP0FmHvqrBmB2RUCOL5k1blETjMv26xIYJQALvWqVd3CdIElV6Qyl2piq1ENBHu/ACZTsohtQVcAmFxmc+lSfq+0piAvLD36ITCLT1tQmvsvXuRh8dKczjrrrMyEe7tEsWB1vaVitbS05H66NouI73znO13XJkfa1scqkCluojKZymHaPhKvAswNaDED81rAPLdiqDX2evqoBWn0svVp7eYtGXQWrN+cvji2NYPof1w9JYPu/jfOTD+dtjwtXL85bdrSmTZ0dKab2tZlENylT8VQMeHTb1+QbltSydq4pTMt3diRvj5hcXre9dMzOD/p6inphTfMSD+Ztiy1bNictFnXsSX1W7gmHXHznAzOzvlffaakD925KC8GtHFYFAD151w3PWkDdF90w4x02ewVafnGjtxmzeZK1jG3zskMWxvs+523L0j3LN+Q1nd05v7ft6o9feaeloTVA13y9uo/Pf18+vLcr82dKa3ctCX9be6q9LqbZ+f+sBoUYG7ghmuCpgWYew5iALNazkAq2KMJ/fE4ME1AivnZ3KEeyHr2/KH/AnKAFMOUdyynmZkbEJNrYevQDki6Xn/7zYOd13dMx7JxlMJkSo7f+C7k62HI9VksAOp77nuf65ff+rv+pU9k65f/+z5k+pyPWR8sCoydduRF+95AXy+7kf8XYG5AW72BGTt1/L9rp6Z3j1qQRi1bnzapHduZUlt7Rzp/fFvas/+0zE6B14tvmJF+On15WtLekTo6Uwa4IW1r04nDKqDHPIHge0YtTKOXbcgBZdoB4IsnLknPva4CZ+0A6o+mLsuAqtQ6wMScMXgytAHO7x29MAFRcvRr+pqNGZz3vm56bgN49x0wPf121oq0YlNHbmOBgW1j8GFu9w6cXSPG29HZmRn9Z8a0ZOZNjmvcd8CM9L/TlqUlGytZFiCXz12ZDhg0M5vNCzA3cMM1QVOTX6n81T2QAczMoPytgFHw1ON1YJx8pxYK2wvMcZUBZvEen2/Pe8iK9+2R5bfkPJxXnD/eH46MbflNAeZt0VKtTQAz0y7fLOb6HzW26O/3jq6ACxgBL8z5wvsWZ4bKNAy4Xj5wZma7wFkbbHdg69psegakABWzBIJMxiK+Mew56zZlcH7BgBkVc75mSvL/S6cuTcs2VkCPoTJFY/TAGYvdtS+gr9iu82HOU9dszKZ1QK+NY78bLRqWZVnOB5yvXbg6HTt0TsLo9R2jf9ftC9LIpevzQgA4A/3PjWnNZu1/v3pKtiS89MaZedGwcMPmvCCgh3eMnJ8BvABzAzdcEzQtwNxzEAEwvyp/Jd+pIhWKbDxehxxiQVuAWd+MV3k9/hoowNzAGAQwHz90btr7+unpu5OXZobKvIw5A+d33j4/jVmxIYOu9vPWbeoCZ6AL4LBdzBn4aeMdOJ88fF6XbxcYnnIbWe1ZFlCdt74CZ4BKjmOf66en70xeks3GWPG6js7UZ8GadHjNrI3JkqVf99ZkWStOqzFnPmttHC+uA2dt9OvGljXpsJtn5wWI/gvwAs63LV2fWbN+8T1/dkxr+q9aQJhFyItvqMDZAqR1w+a8aBGMVoC5gRuuCZoWYO45iPJ8+TCl2Agk2hEOuzuprMVHzHxbXo+/BgowNzAGAcyvHzo3PX/A9DRsybo0oGVN8ncwZ2z37SPnZyaJeTrmrtuULpq4OO153bQExLV9/oDKFM2nGwx1YMvadNKwuRlIAaXI5xOHzk13L6+YMxAki1nbwgAwkwec/3vSkuyP1sdVmypT9Gtvmp19zpgsc/tpt89Pdy7fkFks5oyF8znvdm0V+c1cje3+eNqytHxTR+4XRn9T29p0yE2z8qLBOQOcb1+6PvvK9UtQ2Dn3tma/NAauXy+pMWcBcWeMXpCjxAswN3DDNUHTAsw9B5E/EgAyYdtucEc4lLOUiqRvD9fE2/Mqy1/bq4ECzA1osB6YmZHvWr4hAVaAyrcL2AJQAazIZKDrd9ju1yZU4AzcgPOz+03L/lgytMFQ+ZwFXoUsbPekYfMyOANA8vivBYRhoJWsCpy/Paliztoxp9/Qsja9YlA3oIYpeuzK9iwHw160YXM6b2xb9keT5cCcfzVjefZfa8N/LbjtwMGVrHpzu0WDPjknX/jna+BMD5izoLVLJi1Jb71tXjFlN3CvNUvTAszNMpLlOh5LDRRgbkDb9cCMMWOfQAkIDmpdm6OisUXgJhf4uKFzsj8XaDkWt3dkhir9KXy7/i+ICyhrQ97NbetyJDMZAE5+M3Bm1uZz1g9R1BdMWJzZawWoFQgyr/M5a4MVD128LrNzQK8dnzNTNHAGus6JYQNnwO18+rbPgOnpd7NWZBO5NmTduXx9evWQWXlRQRaZ7xy5IE1Y2Z6/1w7Qn31vZdbG1PNCpe+UtFu/qdl3XhhzAzdcEzQtwNwEg1gu4THXQAHmBlQewHz8rXPTM66dmv570tK0pL1KfwJckbIUwVLe3zxiXs7tBd78tgKizh3bmvOJK3CenPa9fnpXQJhzaCuVSg5wgDOz9ttvm5+jon0PwEVRf3V8WxdzxlDDRI5Va6NfgP7AQVWes3Pq15l3LExja0APUGPRgIVrgxXzhf9h9ooM9NpgzrcsXpd9zmRo4x3QCwKzaNBu5trK5xz519pVi4KSLtXA7dYUTQswN8Uwlot4jDVQgLkBhQcwi3oGmCpl/c/kpWnB+k0ZdAGmNCP5xGGKVm3r1JHzsykYaGGpbe0VOCtCArCYtV84YEb27Ua0NlAFzkfcMrtLFuYsWptvV5AXWSs2bUnfvG9xTssiC0MVLY6FMy3rM1mCy/icI5UKc37/HQu7AsLIEj2tEIo85wBTlgHgLOJbm4giZw2Ia/QOnBUqcS7XKS3r82NauxYNBZgbuNGaqGkB5iYazHIpj5kGCjA3oOp6YMZOMUsM9TuTl6b56zZldrphi3zi1V0+Z20iz7kC1ArgMOec51wLCANcL6ulUjEHAzeysF1R4PWpVHKmRUVHsQ9Af9F9i3MOMWDWN2xXEFdreyWLqRyjP6Y+larPlPTBGjgHu+YX/8r4tiTPWQCXfpHFrM18rl2WtWhN7peFh3NizqeNnJ9TvCxQ9D9SqSxg9ImpvJiyG7jhmqBpAeYmGMRyCY+5BgowN6Dy3sAsRQqzxFCBs9Qo5mrmYwFhmDM2rA1wfteoiu0CLe2Yj/mJ97quuwjJfrWqXip+OR9ZAsKqVKpKFtaLoSpCAigxWWD+rVq0NqB0TgFqP5iyNLNd54siJEpuBnMGqIB+/Mr2fD7tsN2vjGvLkd/kqMHN5/xLAWGbOnLfgbOI9PoiJKwIp42s8pz1SZ6ztCx5zkzkpfJXAzdbkzQtwNwkA1ku4zHVQAHmBtRdD8y7ZMZcAWAw1Myc19eYc0dlPpZKVaVIdTNnEc7BKuevr6p6MR+Tg6Eq36l6liAuIA4EmaLfOHxeF3PGPvmcBaBFEZLZ6zblCOgX3NBdhASjFxAG6IElk3TfhWty/ev6IiSAniznsxjI4Dy+LVcbw/odipBEv4I5M92LImdm1/cojjJiScXoyVPKkx52u7bkMTdwuzVF0wLMTTGM5SIeYw0UYG5A4QHMKn8pzAHMAFEw1GDOCmoAQeDLdJs3vagFVGHOfM78sUCLzMhz7unbrUzRazuqVCopVSK/Mefs260FXgFrKUtkOfiJ/79a+U5A6VCQRMpSt5+4Kt9ZX4SEqVx1riiOgjkza/M5Y7uukayX3Fj1y6JBG4sGjP61vYqQ8IWr+Q3AF9cKjAgGK6bsBm64JmhagLkJBrFcwmOugQLMDag8gJnPV33pfovWpAvvW5J3f2LyxXife30VEMYfCygzcLWu7VGEhF/2TSPm5V2kAJdjfq2qlyIkwVABKlN0FCEReDW4taqtzQQdvl39kVONOTMfBzgDemBKnnxigJ1N5CllmXaMOnRIFVyWi5DUAtUwZ9eKOUdAmAUIWRYFwZyjCMn6ji1p+JJ1OZUqWL/2fM786gvWbSqVvxq4z5qpaQHmZhrNci2PlQYKMDeg6QBmZlns+I5lGzLbBc7KcQIuYIlhMh+vq+UmA0xs98i6aG3AygQ8Y+3GDMxkCwj72oS2nEpVAerktPu1VZ5zFCHJKUtt67qCywKcT6hVCLMYAPQYrSIktmYMcFYtrL4ISfZft67L1b4qQK12pcJ2I8Ia8xcp/qVx3UVInFNA2K9mVj5niwGBaves2JBeVVeEZNc+U7J1AEu2A5dtJgtjbuCGa4KmBZibYBDLJTzmGijA3IDK64E5Kn8Bt9VDTpoAACAASURBVHnrNqevjV+cAVWgFCBkso5iH2HW5icWeIV1aiNY6oRhc9OEVd31sCOfeI/+3czZDlU/nLosm6IDeEVrq2Edec58vMzaNr5gQtdXec7fmLC4a9HgnMp3fm/y0lw9TBv9H7p4ffZrZxN5rQgJIA2ztnMqQhLlOwEzFh5FSMI6YAGCIetXMGf+dYz+kJtm534UYG7ghmuCpgWYm2AQyyU85hoowNyAygOYAQ0zcf9Fa3KkM3BTdxqr3Ku2YxMQlKcsIIzPWRuHlCXgjDFrw7f7ttsqPzE27ByY83nj2nJt7cqs3Z3n3OW/ruU52+sYKANLAWGn1qKiI5UKOIv8lrLkfABTQBigl+eMXevXkNZ12awN6J1T/xQhAc4AFzhrL5UqFg3BnC+bVRUhIYtZm8/5qFvndAWqOS/QL+lSDdxsTdK0AHOTDGS5jMdUAwWYG1B3AHPeVrFPxXZtgYih2t5z1tpqUwjgnNOMBF5l83F3KhWQG7Co2jcZmwxAFXiFbdrPGcNWuQvQx+5PwC0Kh/gumLNKXILLMtut7efMFN29NWMVic2/HD5nfSPr0roiJMCZz1lAWKRSWTTYz7liztKfqt2yVBtjFidHv/jbf18r36lNFCF5/bCqEEu041svjLmBG64JmhZgboJBLJfwmGugAHMDKq8HZkCoTOZbRsxLN7etzeAM3AKcscpgqNKX7P4k+lobQC7NKMzaGGoUIVE4BLABOLnJVZ5zd7EPRUikLGHVwBnQM2vbNKO+CImIcVHRwZwjz7k+lQo4Y84B9PzYGD2LQFcqVZ+oEFblTOu/bR6Z7gWURRESsuQ5821jzoLeWBSY6gEyXRRgbuBma5KmBZibZCDLZTymGijA3IC664GZSRgTZEYGzrcuXtfl2wXAAFU9bW0cgAs41xchsZ2iALD6IiS2ZgzmLB0JaCq5WZ9KJfAq8on1CTiTJdL7Sdd0FyF5x8iqCAkAD6AX/AVQMXX+cGZtZUWlUpEFyIHz0bUKYfrOrK1f9nMmJ4qQAGcVwrSJIiQ/mV7lX0cq1Q21IiT0VEzZDdxsTdK0AHOTDGS5jMdUAwWYG1B3PTBjzAG69icO5gzYsEqFQ75ZS6UCgoA8mLPa2lhlznNuq9KfuoqQ9J2a3nn7/HTHsvVdvl1bRspDlj5FDvb54popmg8Z8GKoUqlsmhHMGRD6O/Zzdk6+cOCsL8HoY2vGJXVFSLBd+drBnMmUfy0S3flcozxn4Bx+ddcglerSqVVBk2DO/RauTocMmZUXKsWU3cAN1wRNCzA3wSCWS3jMNdAQMNtEe8uWLamjoyN54LZ2+E6b2HDb/x+oXbR5qKsmc8SIEWnvvfdOJ598cmptbc3neKjfPdLf1wOzPF3m6sw8a1szAkGmaKlDwGvh+qpMJuYMBAH5vgNmpG/XdqXKaUZ5J6m1GQQD7MkG9BGtjaVi2hfX/MTOSR5AjS0j9Q04Y85dRUj065opOYdanrM+AcswawN6chz+T75NMZzPAoO5/XU3zcmR39rY+OLtI+fnSl5kOSeg53PerXaN2tnPGaOPsqLOJ8pbGllTAPMBB6TT3/3utHbd+qwDeijH1nWwafPmdPuoUemwww/Px5IlSx7px3Knkuc+8Xx5DnekQ5/0jaWrvB5/DTQEzO3t7WnSpEnpqquuSn/961+3elxzzTW5DTDetGlTGj16dPrHP/7Ro+3f//73NHDgwAyw26KCHQ2Y+WCB4k+nL89MMAAVq5RPHMU+PHhR7EPVK8DMnwzQRWuvqrFdPmV+avnRzNrakHXisLl5P2cBYWTxKwPP+iIkz+43LX1vytIMytph4XzOZDFBA3FmZAFr0S8PoQhrtbUjWts5BXRFERIPqH4NaVuXDho8qyvFy6IBOJMVE4yNMkRrP7VPtQDB6pnubaIhlcq53ju6OYC5z7XXppcf+Kp02hnvSyvWVj58i5hybF0HazZuTkNvH51ee+RR6bAjj0pLli7dlke+adu0buhIl05akU66eWE6esiCHeI4ZsiC9MV7lqTW9VXZ3qZV/k50YQ0B8+rVq9NvfvOb9KIXvSjtsccePY5nPetZ6elPf3r+7mc/+1kG5RUrVqRPfOIT6dnPfnY+4jd77bVXevOb35xGjRq1Tara0YAZ6Mljxo6Zj22nGEFQAO64W+ekSavbs7k3AFU+MVYJeIGlgiR8u1HVi2k4FyG5pWKo2khdEiBmIwjfb0kVoGKoVXCZ1KaqoIkgrlWbKz8xn/PQxevS4b3ynGPRECt1fmVFSILR6zvmzNSNOQfDFvnNdG4Bog3AF/k9dmV1jQCaSV35TgFx2ug//7UiJNNWb0zvaQbGvHlz6jN8VHrZ136UXvT9y9NZo+elT93Tko9P3tOSPn539/GJu1vSJ+5pST6vb+Mz30XbrbXxG593tbm7klMvi8zebXrL0ibLqjsfmdpFn7raPES/utrVySKn9zl79/2sOxemt98wLu31zV+nwz5/QVqyctU2PfPN2mjSqo3p9BGtadcrZ6X/umJmeuqVs9LTrpyVdr1yZvrPf85M//6PGenfaoe/u9pcVbXb5YqZ6T/+MaOrnfZPvmJmlvc0ba7qlqVdyHrSP2dkWc6ljfOS9aR/VvJefeO8NGnlxvzMN6vuH+3rqrcosxRvz6shYHayVatWpfnz56e5c+d2HXPmzElTpkxJX/3qV9ORRx6Zhg0bloG5ra0tnXnmmemjH/1omjx5cld7v21paUkbNmzYpr7viMBs/2SskflYgJOdpAAWVgzAjr5lTgYuDBZwza0VIRHEFUVIsE9m7bbavsnaKkIiIAwoMwt7f8PwubmqFkAFloqQxJaRQDAAVfnO2PhCu1tyhbC6IiTXTMk+51G1LSOZrgCq4DJmZudzSH9SHAXT1caiYPiS9bmql/4AXVW9mKf5r6NfZFk0YPGu0aKBZYF1QGCaKmQ7tSl7S2fqM39V2v+GaWmXqyem51w3LV8fS4OqZsadtcDh/yLtfUcHDtYJfv/6dqwZe/bvbiO9jiyfhyw6t3jyXchyH9XLIpOVRXpdtPFOlt/HOb1bFNb3q7cs5/2vPpWrJtp5d4+QVd8vsvw+zmlhZ3EW53tSbb/xJ105MR02cFpasmHTNj3zzdpo4sqN6Z0jWtLLrpubfjVtZRrWtj6NWLwh/Xn2qvTKgRb4U9O/Xjkl/duVU9Ixt8xLf5i5Kg1tW59GLt6QbmpZlz51V2t6Rt9p6d+vmpLbPb3vtHTuvW1p4KJ1uc1tizek381clQ4dLO2xJuuqKengQbPTX2evzucj64aF69Jn72lLe/abkf79n9PTQTfOSxNr9fubVfeP5nUBZRblhQsXZnxcv379dp2uIWB2Jh2IlQGgdjBbz549Ox1//PHp05/+dFq2bFn+bN68eenUU09NX/nKVxK2He1Dhvdtee1owBymbIwZKGG99mAGqCZH4GZiwqwjzxm48cdilSavClAn50lZtDZ/tDaO/nnf5O4iJNKMThk5P9mVinkZWPLbqsTVbdauymTyOTN5R5lMbPeIW2Z3mbVN5qK1Ae26jspEHuBs8tV3Ey+2K8/ZeVyjfmH0FiAREGYhoghJfXAZ072AMJM1KwIQx+6BGKDa6YF5weq0/8CZ6ZWDZqafTV+e96n+7cwV6Zx7W3OZUrqL7UD3HzgjuwZ+M3NFUoTlB1OWpTcNn5eBMQIH3Se23fzJtGU5F5ysL45tzX56srSjwwMGzUwX37ck+V7OuPYqvdGp77UThHjG6AXZxWL/bOc8b2xrspWo+00b43vgoFm5Ityva/36xfTl6S0j5mdAJUv/d+83NZ1++4IcK+B8Dnn17pF6Wa8cNCt9bcLiRJY2UubeMGxe3tzF+chyOO9hN8/J5V235Zlv1jYBzPv2m51+NGV5fr4syM0hfRasSYcMqQoG0Z1n9aN3LcpbsnKVsITZ9e0LY1qTaoDV4rdyG10+d2VelHtOWcKuXrA6HWF717r56IxRC9K4Fe3Z7eKclay29Kw+sxLGfF8B5od928E2BPVjH/tY+vCHP5zduQ9bWEqpYWDufTLgaqXwhz/8Ib3qVa9KV199dRcAz5gxI73xjW9Ml156aVq3bl3vn27z3zsaMItWxmD4aKUzAUoPTZ8Fq9PRt3YzZxOr/OJhi9flh8EyZPbaTekr4xdnQPbwmQixDVHX0qy0IevGlirPOZu+r6q2U1SEZMSSdRkonRNzxlDzQ1pju5g8sza/L3DGnJ2fvxoIOCfWwxQdWzOShWlbIJh4Y6Jnrv/+lKpyWVyjIiSsAR54sixEmKkVIWEZ0M4C5ILxi3P5T20cNsnY6fOYa2MMmOWTKxRTn3NuIWP3rdCfYDkgyxVhHEyGFmpSz7DKSi+T0ysHz0pXzF+VJ2c6NBZkSYsDguRhvqwk7p+wUEirM47YLVnaHnnLnJw/HjuJebeAMJbkAEnM/byxbXkTFf1y3LdqY5YV/XKvcIWY4FfXar4ry8oqo19AwTk9B6rUmeSBgr6pmX7a7Qu6LEgFmLunugDmp1wxI73w+pnp1zOXZ6uVcafnq+avzkV+PPf06/k6665FadLq6h4yVnRtIShuxZha9BiTP85e0eXOAuRXzl+VDq9VGSTrP6+untWxKyorl7lm1NIN2c996MD5BZi7h6nh/yGn06ZNS29/+9vTm970pjRmzJiGZdT/YLuBGWgyTQPg9773vZnKA2ufjxs3Lh199NHpvPPOS3369El9+/ZNgwcPzheA6mvT+2XlIWhs48aNXQeT96233pr4pk888cS0YMGCbAavb+M3fvtovoCOFKGo/KXudLUHc2Xy9WD1XViBc6xUgZFobb5oE7PJq4pkXpwfrGCo0pcAve+00TbnAN9aAapJFztiPgbOFSBUZTIvqkVrWwiQZz9n4IztepABvYAw5mQPuoeUGR1zBs7OZULF2vmX88QbKV4DZuTgMhtZkOUao3CIa9QvZm3gHGZt/VeEhP+ajrTRr2YB5pcOnJmtAa+7aXZejBkL10x/gAs4x1js1m9qOvve1jR1dQVc2lkoAS5jQC8WSrbN/Oe8Vdm37z5TelVkuyA6sujQook1AtBbdLV3dGYrimIywNkk7Z1F59qFa/JYGVfgjMm+5MaZWQ5ZzOIC9iJ+QTsbl3zgjkW5X9oA5+OGzsnXGOBsMcgq8+IbZ+Z+uZdYbc4b15qL67g+oGDRwBLA1K2NhVlhzCkFMP/nFTOyOdqYWDixWhkDsR3/nFex3QjedJ988M6FmTnTr+dw4qr2DM4sUzGHkMWiYmHnHjLugL6eOZP1/tEL833jfONXbEwn3bIwvaYA83ZBRwDzKaeckrHwnnvu2S552w3MOvT73/8+veAFL0j//Oc/M5gGMFs1AOb9998/v/M/H3bYYemMM85If/7zn9PixYt7dN7vmL9Fbf/lL3/pOrT9xje+kXbfffd04IEHpp///Of599Hm8ssvT4MGDdouVt6jIw/wRz0wVxPvlJz+9N+TlqbWGnOWKiXNyEYOJjeTkgdM+hOzMhAkx8YX8pwxjmAfJmHgLDVKGw+h32DozMJkAWfMedSyyoweAWF5D+a6MpmYswlUVDRZJkvgrB/6ThaT9Cm3decmm+yBi8UGFm+idwBXbNqkQRYTOHN7LFDiGsm6pxatbTUOnBVaCdN9swCzCdA1mxAF/l2zYHWuEe6a6c+iKBiqdmqmf+He1sxQwyJi/OgrrBjGAjj/fd6qLneFCVbkf0y+zidnHDhbwIVFhM4tjAC885EJnK9ftCazcGMGWJmambXJwWKBM/M0Fq4N1iagDzgzo5JFJuZsMeZ+1M6iwb0VetAOo7cAsRgkx/3mGoGz+9+zUIC5HpinV77knEI5PbsmACnvnufsyvmrs75iDrGg5jZS5McYBHOm891r7gxtWXMswiIQ1Di4Pw8VoFqLDwHO7xu9MD+r9y7fmN5wy6JHDJjN4Y5wW3r399ZevdvG3w/WNtp4j3PEZ34X/3+g7x9M9tbkPVj7OId3xHDq1KmpNzBHf7YmJz7bWpvtAmYXIojrbW97W2ayixYt6mKtTiZQ7Oabb079+vXL7zfddFP6v//7vwzMr3nNa3IKFeasrZd37Puyyy5Lv/71r7uOX/7yl+ncc89Nz3zmM9MrX/nK9L3vfS/5LNqIFL/uuuvS2rVr41oflXcPRDDmADcPQ1XVa2lOjTIpRT6xSdskCdw8DHyC9eU7TWKAOExSZMpzZtY2wVvRBqAyiQNn5yMrUpawYWlS9nP+9uSeRUiAM1N0jvyOvaHbuouQWBAwXZ44bF6yBzNZHngmdeAMXPJqvBatffHExSmKkDBrDli0tgLnGqNjugU2JmRyTOQm/VyEpP/07ANtBh8zQAJsAInVwCLsinmr8li55mC74Y9llsQqP48510y+dE3nAc70HLL+MW9V3s3LvSQX/PezVuaFkvtDO4umr45fnHVLz2QxT6prbvGjX5iziP4bWtamtR1b8r0E6PmdmeHdk+6lyqzdmu9dsiwcuSU+cmcFztpkRn9TNzi7L927GL2c9ZjwBYd9/O5FWRY9uHeZ7pnbMecCzN3A/OQaY673E7O2AGW683xhu/ZLp3/jbhEPUIFzPKssHszaT+9bZXyYb8QjAOdgzhZlA1rWpAPr0h53u3Zavl/+NGtVev3NC9OhA7fPx2zuZgEVS3T33XfnFFnEybwMsFg94UXM84BMPQr4gFghdVJrZfIge4EJ2msLW5iKfb9mzZp07733ZgKHxMnu8Tn5rKjaImqwRvquwGTu1t4WWudwLjh155135j5L7Q152tf3w/8dcGbChAnZbavvQ4YMyeecOHFixkLWYzogVzufO0/vF1nwTwpyb9P3dgEzJVx55ZVpv/32S7/73e+yUnqf3MXVD0iYpQWKSaXiMI/v/ZbM5cuXp6VLl3YdmPWAAQOyKdvvKFqhgmgj2MwN0VvxvfuyvX/XA7OHxeRmEgSYJmGRzEx9JlTMefiSdYm50+Smrd+IsGbmiwfLBHfJpKVdBTrIw2SAswcrJksR1lhQMCwTMFmTa74n51RtDNBjWNXEOznt1X9aNq8CZ/23aMDC/TauAVvDfm0Z6Xwm3rZ2/ere+IIpklwR3CaP6Bef82tu6p48gPPbbpvfZdZ2TpPHW0fMz6yqGYCZKds40bHDmABnMQYRnAdQmSgFUZlUtRcEh+HwEWK7JuBJq9qzFSPGFTi/esisLlnGFZMKcCbL/YSFs0aInA9ZwNnE/eRawA/AdP8Zb+cyZiwowDkCwvQfoGL0cb8Zf5M/k6dFYFzjywfNTANa1mZZxtUChHXAwlS/tGPRCXDWd/pgQTp4yOwCzKkbmPe5dnY6dPDsbJmgN/qjR5YIZm36BajK4758YOWCAOLA+f13LMyWDfo1VgIuPz+mNe1Sm5PcS5izoEPMWbu8wF+8Nr1ycCXL+SzKDxk8Oz2/3+x0yHYGfwEeYCkDB3mSUvvCF74wveQlL0lvectbElIWgAskr7/++lws6mUve1m2tmp/wAEH5N+PHz8+g3GAorkdWXv3u9+dwfDrX/96OuSQQ7rOwYr6pS99KS8ALAROO+209PKXvzzLhU1HHXVU+sUvfpFWrlzZBQFk68/MmTNzwFb0WT/8//Of/3xeCNQDKnxBRMVMsfyS7Rpdg/Tf3/72t9m/HMA8a9as7N59wxvekAlnPc7pCNkWI4pmvfOd7+zqm/88bGB2YTr5/ve/Px133HH5xNsCjH4n3eoLX/hCOv300/OKov53vncB9YcLGD58eHruc5+bXKTz+qy+jd85Hs2XhwVjZlreq//0PKGGmc6N7jORtyZlDwP2IXI7mLPJGQiK3r53xYY8wQX7YIo2QWpj4rWilUq1ZnMFzh4s9biBMwbmfGQJNuO/NOk6AOpFExdnECDHYTVt0QCUtTFJy3PmPwQEJgayMKwoQuJaXUdm9LUNOcgCzoqc+I62XSNZBwyalZlTfuD7Ts3gHEVITOCihV1fMwAzxsk0eNCQWV2LG4scn5lI6cS40vevZqxIz+pfgRvdYI4CwpiitTEWxg9zDkbsXUAYllPFElTgfNnsldktEAz1GddOy9YIYBvjOm5lZdaOgDCTtIl99LJui4iJn1kb2zX2xtVC77P3tOSo6QD6iavkny/M7Fsbsl5644xs1tZ3B1mYXlgH4ho/dveinB0QrBlbLoy5G5hffeP8dPX8NenMmpWD3izwpSoCZ4BKv+4lKZSyJIyBdtwMzNr3rarqCBh7z6NFH3DWRlvj+4fZK/LCzvOMDIhPwaiNJaCXdvWkK6ang7cDmM27GOcJJ5yQnvOc56T3ve992Rp67bXXph/+8Ifpf/7nfzIrNM9jv9jx8573vOziBLJYLeb5oQ99KO2zzz455Xb69OldQI4Nk8Ml+opXvCK7RYEjssZaeswxx+SqkCeddFI64ogj0nve857s6uzfv3/65je/mZ7//OfnwGTnCYyAHTKJ/NY5LSj0Sz9gms/ETMEabb0Qwe9///tZ3qGHHpottxYCXLnA2G8cgJaPGRv+3Oc+l+t9KMiFdMb5yRMQTTf6d/HFF/eArocFzIRTsmAuq5wf//jH2VQQF+AM2sRRf0af8SNbkVgB3XfffQ/JdJ1rRyrJCRw9QIKzzh3blplgTHDM0vyCJstYqQIjARgehngAbdXowfKweACtegVLyUONB9AkDpzJ0sYk7iEVFW1BQBZAALAhC1hiUaK1o4a1dtjapVOqDSbiIQWoongDnMmU6oLRO5dzYmuKo/AhxgNvEmbqFhCmjcOiAQC4Rv0nS6Aa/+f8dZuao/JXLSr7FYNmZj8/k++xtcUN3TgwZ/dFLIKwnp9nP/G0DLxM4FiPVDexBDGuAq9YGuqjojFUe1sDN/cSRvuLGVWENR07TNIX3re4thiszNp0LiAM2OqTCd9iQopcLBqiX5hzLAjIwpxZcfTLfaJfggQxZ1YT4/uqwbMyC2Yi12b5po688ItYAs+C++VzY1qydWDE0vXpdQWY8zQYwV+CrYYv3pDdRh+4Y2EeR/qlO8GXxhnYAl1jpgIfFwr9W7wbj4/ctagHOHseMWfzBjnGlay/zl2Zn+OYj6Q9ql1Plnzpf5PHfMPDM2Wbz5lsMVbBuQAGMwVCQBg79m4OR6Yw1Ne+9rVp3333TYAbOEU7AOz3wP1Tn/pUNlnDFBbUH/zgB5mYwZtbbrml63fMyszWWO5TnvKUbIWVDeS8+hCgrriVOCXn02eWW2m8u+22Wz6ndtEPxFHKk98A6+j/yJEjE0AG/hYFTOrxG5gGyJ/61Kd2AbO+A26smruXZbceI+niXe96V8ZQxLP+9bCAmXAn+exnP5sOP/zwbEP3mQuOl//rOMVFZ3xGWRTLJG0wt6Xu9Y4GzFH5y4YOmI/oVqbFAFTg/L9TKx9PMGepNRhpREV7aIAiP6MHT7vYlcoE58EyqXrIwudsEowVNGAHytoAQf5rG1+YUDEeJnX9As7aYNkAlc85Iqw99AD1qJos58ScmZ1tGRlmWeCMJVfVxiqTJV+4ymV84frlvMOWrM8+MTKsxl2rXFhA9a5mqPy1pTP1XbA6vWLQrAx8wG3syg25NnkESwFBFhLXXLHdzgyoypOaJE2q9Py0vlO6wDnYLgtDlf5UTdDuJ+AsdS6YMxD8yfTl2RRtYjW2zs3nvGh9FYVPnnsBOMckTdbBg2fl7IBwaxhXiwYTPjkOgIrRz1y7MY8rWVKpgLNFgzbuO+6LynRfWWroglXGvauNaxSR/rl7W9Lf5q7K1oTCmLsZM2BWDMTzLOVSvrICPPRmrMR38BMHOFsoX79obXr1kG7XmOdLKlU9c+bOMn67X9tdMMjGMn+ZuzKbxj2rFnqC+V538+y0yzVTtwuYzc1M2Njqq1/96i4LqLm+92HuF8gLwAEfkAzc0JYs/tZjjz02m4fHjh2bPwtgBuYsrbJy4neAkWsTwGGrf/vb3zLG+N7he5lATNSf+cxnMut1HqAIu5i8/d+iQR/8xvfSfwU0f/zjH8/9hGXctXvuuWf62te+1iUnfuNaMHK/wZ4xZrIUHGFa1ze+aLK9/E6mkgUFS0HvQOiHBcwuFri+/vWvTxdccEEP230Asw5QCFMDk4J0J7/hXP/gBz+YB5KfwWDp5IO9yNqRGDNgfv6A6RlUPTCijzEgwGfV68FS/SpSloCuyVARkuOGVvsmm7xMrPYrxlw9oGRloB/XHclMFvNxRGtrg2Xz2wFnIKiNydnuT4JtAlAxn69NaOsyaztn7EqFoZt0yXJ+zM+DbmIgy0Tsc7KALpOlPgBkciwsmNeYMSNQjayqctnczML1y6JBuhgzL6bYDKZsjBnoYcXGjYVBARh6c80OFpLIc6a/8McyL2amUgvmkU9sD+8YV6ZG4ExXxkJb55OGJyDIxCoDgLmTH9H3zmdS53OetbY7lUqFN/3k9zVm7pXIc84BgTWLiEWDfkXfBYSJ1hYbYEzdJ6K19SuuEThzowBnMQcWgyw77geg4v7QfwtW8QzumwLM3cD8igHzUt/5a/M95P7w3H/6npauBT7dvfTGmelXM5Z3WaaMmQhrcQOeK4s8RWXqwZmsCAgzb8SzCpwVIfEcm48spOSoH3Xz3PRfV8542KZsWMByevDBB+d5HdHa2sscD7yQMeWbgZzf1r+0wb6BoUBfezIAzADml770pdmk7e94wQZmb+ZzIIc917+Ao2AuAKz4h2qUzguPmJAPOuig3P8bbrgh3Xjjjfnw/29/+9v5ewsObJoZm1mcCZ7p2nnrcQuO3XXXXUlQcwCz730O5F3zl7/85a7FCKC/8MILM5ALkmP2rn89LGAm1MrHhaL3Tt77RaEulL1fmhQ/NJbMps+ez4zB5LEtrx0NmJmy97puWr6xTagmJdHHuRJX/27GgGEyRStcb0LV1gTLx8x87MEysb5hM0VvngAAIABJREFU2NwcoGMla4niIVWgw++1cewzoEqlch5tyGKSYtaOYgTMW8BZ0JkH1Dmx42/cV23N6GH3oJo4FbAAFh5SE6/cWqxbf5zPxAucw/xJltU7lix9iiztgHMEvemXiVwkcKRSRXEJck3qzQDMTPauDzuhF7qmc+BsDOiFni1GLKBiXC2ULNYEj4X+ntp3So6qNZmSRX+AvmLOlSyAyZ8tWjsWXUAQOGPhviePG4SVZM7aKpXKfalaHJdC3G8A85hb52bGZHI2ZgAfAAg+in6Z1C0a+L/1y32iyMUZoyqza9wjFiDAIvpFpmsE9NoYfzL1sQBzNzDvdvXM9J7bF+UgSbqlY0GBnx3Tkp/70JvMCsyZXrXJgDp/dV5gxXNvQf3hOyvmHM8zsoA55/K4tefe+P52Vq0ISaqY81/mrEovu35uOuRhRmUzGf/pT3/KDBfwALCtvYAUQDX32zsB+MGI+pc2TMzIntTYn/70pz2AWZAXoge841UPzEAWGax/AWYBVvXArM9M1GKWnEdhLL+tP/iysWzpT/zMIr1ZiAWzXXHFFfWnyP93LaKv+dkDmH3h/Bi5vjOBiyy3MGAZwKSxdpYB7epfDwuYXZhViug5SuotNDrEjK3ICHu8ixHBTXGi1cjY2u/qOxf/39GAWfAXs16V/lRV9TIJmsTCfBzso0p/Wprzlj1YVr0ma2wD+JnAAZbiH9imSRzoMmvz7TKLx6pXERImZeCsDbYG6GxOAfic0wrapA4oTJZAV0CYPGTR3iZm8qzGmbX5o7VxXtG7b71tXt7e0aSqX4KSFCEBGAAI0wbOfJMmXPJc43cmVwFhZAlccY0nDZvX5b92Tj7PZgBmTFVw3jlj2/IiarNo944tadgShUMqcI4xY9ZWgclYGLMA5/oiJILi+GNF2GvjCOZsDMjCduU5/3WuIiTVQo8JNKp6GQfjL5XKPWjjEPekIiRM5PKJ6d+YCQxzD/ftVYTkdzNXZBbufGQB52DO+mT8+ZyBgAWINu479zJwziy8dr8pGeoe069YnBVg7gbmp1w5Iz31mmnp3aMWdtXB94xZ/AjisiinX2PhWZOaZtyNAwvFFTVwxpyNqfEQRV+fSiXi/9yxrV3uLGNhURgmclAwbsXGdEJOl3p4lb+QMiRNZLKU1gcDZkQMG8YepdBujTFjjny/AFMkdT1jBpyis0Vpxws28CljzNsKzPoMj2wjDBgFfLHk9j6ANwaOiLIEiIt6MGAGthh2PTBbbLgm5m++ZosYDJxs/mqLma1ZGR4WMIdSHqv3HQ2YsSU3uZUqM609kAGSA6Cqh13v29vn+ortYs5WtFKpBras7ZFK5QEDzvKcgaR2QPCSiVKpKt8TsMR2RXDLWwb0HlQmZ+Z1/k1tPKQAFVsK5gwQVPVibtfGAx+maL5GsoCHtKy39ip8ob5zpFK5RrKCOZNjYiD3opxK1R30psBFMGftmgWY+WRdM3PzZ8e0ZuZsvII55yAuIFiLsOePlZNKvxgq/TEfCyAkx3hgu58b05rB2ViYpAHq20Vr18YV6yWLz5Ys7ZZjuzNXpL1rZkuuFHEFmTnXFSERrS2VKgL93L/Gxhgxyes/5vzH2Ssz2zVeABU4Y17ua22MP7P2h2rgrO/hcxaRHvebBZ9rBM6uEcgUYO4G5v+8oiowYpH0thHz84LHAo+OgbOFmnuCfunPgoslAigbd+/ZrH3znK77wyLOGAtK1MZYySKR5xyuEeNuYSm2wAJ6wsrtKzACXPlKmbJFM2OXW3sFQAnAElSlDsXWgBl4f+QjH8ngzUT+aACz8zJlA0ruWOfUvwd6IZDYfpiyLQ5gUv2LTH5laVT1wKyNa7j99tuzqZ3FgE/e4gMw0x0Tf+9XAebeGnmQv93s9QVGPDAehjcPn5cBrQLUzhxty98XrMKkBATlKwNbD5+JFSsSxWtiC1kKiQjIwoZNciY45vDYscmDBQSBs++0Wd+xJf/m5OHz8kPqfLlfI+Z1rca1C7YrQIccky+zNFN0sB39UiHMgiN8zt6ZPwW7AQwPPFl+57rIcU6AcOGExdl8TlfMbhFFTgZ9NANjBsyxuDF5fuaeqhyla6Y/gVcWWRZbdAMMMWclN90jxoKLQfQ+lwiTpIMspkyWFwsuh9xk4IyZZlm1wKv6IiQCwv40u2cREoBqgcgtYrzIGr9yQ06zsUDSf/0Dlje2rs3V3LQT+U1WfRESfmIsLqwr7s2xK9pzwJL7zNjrn327o0KYa+QqwZyZtd3jBZjvD8yee+Bs8aukrTHwjIVZmzWFfh0W5Z45oGw8PV99F6zJAWFxfyAEUhMjHZM8MQwWV/ZLd59pK6hQ5LfI8JO2o/IXgAI0SiVjrKyoPtsa0AEvAVKirrk4AWK91dT/WViZfJmeFecgK3zMjxRjBpQR/MVnzAetb1vrMziIRQVA1vcI/qrvO1ZsIVEf/BVQ4hqwZKAMuGUxSfvF8u26qD+9XwWYe2vkQf6uB2Y3t8nNwaztwWI+9sB4GJa2S1lanAHSw4f1AK7vTV6WJ2Xg7AGU5wycPXgmXnKZpk3uvjfBYVjKftrPWRvy9uhfFSFZuak7pSLynMmoHviqNKOHnBz9t/NUFCEhy4Pq4f9erUJYgAsWbpEQiwbvosqBM1kOPmcR46paVbJq4FxjzjHJKEJi0jZpNAMwY4Ex9satMkV3V8+iGxOjgDpjQTcWQsBZjAHwNv5Mk/KcFSExDmSSJWXJApD+3E/Gj4sh7jljoYqTYMKQxerxhxo4x1gICFN1jSsjm7Vr4BzMOfol0ldEfdy7+tW7CAnG9Zl7WrqKkOgbszZZFlzuN/0Dwlg4We4l55bbbwFXgLkbmHe9akaOiGbhMA7AmWuMTuNZ5bJSrCWC97QDzhVzrtwZFtRiOiwW3YusNJ4z40KWcSLPIikXIamZvmOszrm3LR0xeMHDrvwFtLgz7YcgYllwFxDiqmQyjgP4ACi+WiDOv6syFzOxNtorGnX++edn8PviF7/YldHzSAMzQHW+iy66KD3jGc/IaU6Aur7P/u+69M81+g3WK7jLwkH8VH3fpVixGDz96U+/H2P2e8DPlcsU7vr5sOViO4fve78KMPfWyIP8HcDMP+fmx3A8LHmCu3pKBmflKDEKD8SKjR05NzmYs8mLz1jgFWYS4MyHK9LShGty9tCInh2/sruAALaCJWPO2pjIyQXYq+rAGaDqn4WAfpEF+Cetrh5S/QKoKnjZlapaEFT7/cpN9qBr47DQiEA1fdc/wWbBnOnDJA7oAUrowgJEX7FCbUwKajlr0wzAjE1KKwq26Lr9jVUy+bpmkyFAteVmTh+rgbOqXuqMB3N2r9gykU+RjskSEBbmY3IcWLQyrGHpMG5Yj7SscH0wRStCwqKiHXnuEQvEuEfIiiIkwZy1NbGPWtadukdWFCGJccX8RQ5XQF9dI7+4lLgqlaraq1kRkjBrW1xWecyl8pepJfKYX3XDvPSlsYtz8F48q8D5zSPmpzEr2vPcYKzEEXz4TkVequfZuDNr8zlbjGljEXRT27okUKx6ngF9VVu7PpVKe/dVyDKu0qV22Y6obNcEWDBlFb5EUwvy/e53v5t+8pOfpHPOOScDFiADTgD6tttuSyKspU0pMqV4yCWXXJIDp5i5FeiQFxzM+9EAZkDLt6uWRgSAMS//7Gc/y0U/ZA4BT/FR2rpGCw77NGDFqn4pHuJvJm6+atfEpN/blE1HZPCFq0Im11m7gQMH9rAY1ENPAeZ6bTzE/wOYRWV7OJS8kwPsRgeWJmCbRPDtBjjLLeXvw3BNlB4c4PzjaVWOYpi1qzSjKlrbA2OyBIr8RWR5+EQBCwgDfPEAWiAARpNlPKQYKnCOBxCgSsuyHR9Z1meAnrldQBhZgJ75U0AYWa7VpAroBfeEb5JMK/v6Xak88IA+FiomGvoREIbt08F7m6jyl6jsU26bl820At8q/U3J4GxLz0h/Mh4mxpOGG4vK2mFsLZRigwlt6E8QF5+zcXcvGVeBV0zRMa7uBRuYZIZaW8ABZ/dO+Iktun4+Y3nX7k/6ZgFhrI15MGdmUwFhwcacV/U2hSywcOdkKo08Zws8fdcvjN4CJFgxZibgUOAhBqitBYgdrpjZRZljy4UxdwPzoTfOT7e0rk9/mbOyK+2N7twnUtyMTyy4PEPAme6Np3lEQJixAdwW0Z5rWRr2x44FvvtEERILfM+ydu4BPmeLZHL+NQqMbEflL9Mm1qtY1Cc/+ckMaKp0ASomaTnGwBgoAzhsVGoRU66CIdo5mKoFWDHvAvF4RUlOEdK2Fa73yQI8+ysIPLPloiyh+pfzMY8rmanKmOA0nzn0B0tX1IS/VwCbfui71KtTTz01/9Y5vCwUtP/Vr36VM43iGgG4jZmAOBZ+1lln5ajr+n74v3Prg6Im/OhY+gO9CjA/kGa28nkAc1VgZHrOGR66pEozCuACSgp0yCE1cZkIVXjCWoBzmK6AMxNf1Nb24Jis5SZ7OCtWXDFnuckeUuc3IaoQhhV5sBweMgw1dqUiy0N6/K3dpmiAyu/JdG7StSDAaOU5A3qTroPP+XuTK3AO5gyco6CJ81mACHAatnh9BgT9Ai4iv4E7OdoBLQFnzLrNUpKzvsCIlKXf5dKW1TaQxsy48u0yRdOxDUYsiN5y27wMqAKqTK7M2sY7Jl+bg/DHxn7O9Ic5S1mq9xMrSJMZas18TBYGz6wtMtw5BYQpQoIFA0mysGP9UoXNuLovuUtYMkz4cb8dMmR2rocNlC3gjCtfJPN9jKv7zeQeKV7kKd8JnDFn5wMO4VcXHFkqf1UTSjDmKDDCQnX1/NVdJW2Zoi2kjLEyqtUcwiXQkT55d0u+v4yVsWDWNjaeY2MAnGVDsL6Zh4yDOALFS4Cz514784T7yr26vZW/YpoEdAAMQAPKYcOG5Q0qpAJhmr7Txss7kJMaZYMLG1kAbr/zWX1b7f0NnBXhqC9YFbIALFYtR9nve7/0CTuOfsT30WeLAL+94447chEQfZE5FH2pb+83zkce37S+i8bmYyaH3xwAO2fvVwCzBQBwZwp/oFcB5gfSzFY+7wnMM3KBEQ+WiUewVGYyNeDyNxA08XoYmDUxZ8AHnE2oHgzBHBEQRhYTIOAPhmWCO3HY3K7SjB5UEzXfYZRAJAtQS6XynTbAWYEL7J4MbTzwkecck7gVdOQ5h0lNERLMed76ahInSz4znzOAj8mDaZVfG1vz0AMqQBybGmBhWOD549vS64fNzdHlO7spO4DZxOm6uSuYojEVOqZD42ohxkdo7N0DFleRSqWdw3aKxjsYqrFgohQ1G4AKNJnI3T8xroIGnZ/f1wStrdra0rIAqftUERJWmZDlfIK43INkZeZc288Zc3bvkmWBKZagdypVMOfou8WcyX3K6u4iJCZ/ec5kaadf8pyNvyIphTF3M2a1sjHm1Zu2JHEimPNBg2fXFu72OK/8xKOWbsjuJfcat8Gn7m6psjRq0doWX6wtgNt2rEvbO3K++2uGVDvbAXHjIcXN+GhD1oSV7TmjYM9+06vKX9vJmGO6DLADvHH4bGuvaAvotO0NyPW/0TaO+s/j//Gd96294vutfecz3+uDvjgerC+929e33dp5QjaLgm2QmerVFneeB3oVYH4gzWzl83pgVvnrjuXr8wQnKloOMDA2sXkYTNBMvtKPTM4mQqBpYtyzZta2ovV/pmiTMvkmXz5IZuwwSZngFCGxADDJu/XmrtucLrxvSdcK2jkx1Ivuq/KctSHLb8iK4CIPqUIYcm6BqXbMnxg3thurccE6wLm1ZtZ2DX7DVK8/2nkXMQy0gbf+swAIJItUIAwRwwIKzt0swHzayPlpXa3oAz87twYTN0Cim6q0ZVtedDGE0TVAtTCih8jtZfIF9jGukUpVX4REe4E7QDDGlbuEydNCyfksgg4eMivXRQb0zhnMORZK7jfuBoVwLBrck1tsQFBjzvX3rih8puhgzt5jP2dyIpVKnmwUITH++miDBYtA/XLfiTx3DQWYu4F5n2vnpPPGLEmXzViV/jxrdfrt9FXp3SMXpV2unpb+5Yqp+dj16unp1BGL0i+nrUz/N2t1+tPM1eniCcvS/jfMTv9+ZdXm366cmva9bmb+/E+zVud2v5i2Mst6Rp/pXbKecvW0dMbti9Lvauf748zV6aLxy9KBN85J//HPGemgRwiYtzJtPuE/AtyCvGxXrDSnqG4WAID9QK8CzA+kma18HsDMf4utMANbqZp0TYY2HGAuZjbEPsIfW21EUJUtxFawXWZtkzgAB4KAEdg6B+YsqAdzAX4mQhMdoFc32SQOdPmcsWQMzflMzmQBZ9WftJEzjdXanIIs5zRJ8lUK7iIL6FoYyE2OwCHyMGeMns85mB9ZcqRt72ji1S8BK6wDwJku9As4i9DVd4fzaruzA7MSlEzHrg3btSgDcG0bNmdwtsGDa3UAZ4A6q5YDzEoBnIM5x5jJTY6qXsYsmLNzGFPtLGw+M6Yl57hq4+C7DXDWBrAyH0fpxVgoyXNmqSFLv4wxcO4qQlKLIo/9nI0Xiw1wdr1A2bgKCLNbkQWI85GFOQPnYPTa8TmfdVdLvs9Yh2L8CzCnNHX1pvT+21vTM66elZ7bd3Z6yXVz0/7Xz00vvW5uen6/OempV81M9mp27HLlzNxuv/5zchvt9us/Nz37mln5O22ecsXM9F9Xzsyy9q/JIhPw/79esna7elZ6cf/u8734urlpjz6z8+9fN2h+mraKJWUrE1/5qGENAF2ma2VFf/3rX6ezzz47+9MVIBHdDawf7FWA+cG00+u7AGaFGYDcPgOmp29PXpJZovsZOAM7ZlvfAy4mKYCKuQI3Bz8fUyeAjEnLxBnM2cMBUP1GoXngrZ2JV64yFg5QtTOJfyenUnUXIcGcAfaC9RUrMolju0zi0S/nxvDvXN5dhEQqlchsE7e+m3wFcWHOJmfX7xqBMx8zWblf2dxuE40qlco1Yn5AvTLdV7IsWJoBmKOiFX8s3y79AmemfGZtbBdo0Z+UJZHM82r564CLWVv6E/CjP+MLnKNCmHtJJLs8Z2OhjfGIPGcmTWNhIcR/H1tGcjG4Rw6pFSEJd4W818tmVXnO+gQsLQwjz1nfN2/pzOZNbJeM6JfF4fUt8pwr/zVT+Z/nrMy+cLL0S3Q/c7uiN1lWrQjJR+qKkNBHAeaUVmzckq5buDZ9c/yydN6YpTvEcf69S9Pls1fnvrmvymv7NQB4ld8Uqa4mt2h1wWkqidUHrz3QmQowP5BmtvJ5b2DGQIDztyZV5ShNugIwmBlFMgMuk1eAczegVqxIhDUWadJyRIUwAAl0gS9ZfJFh1iaLD1pta+dyTpM4thupVCZ6TAY4R7Q2ZmfRANiZF50PMPAbR+4kWRlQpyzNZm1y9J+Jm+8YkxfMpF8CwgB79jnXgkwOv3lO176/JmiyBJLREVnNwpgjj9n4Hjxkds0UXS1cpMGFyTfGlUXjU/e05Ght62T6E2FtLIAgHXtXWxtz9r2xAPTKJ0a0u3HjFsCcBV4Fc1Z6kYk87jf3ChP5FfNX5QWVewnbVRfZQst9C3iBs8jvCAgj776V7ck2hJFKlYF+yOy8K5V+WXS5RuCMOZPjOi1AFEfhytDGooFPEzgbd30rwFxV9lq3udIhXe0Ih+Axfmf3ScHlrUz8D+MjjFn0uSIpAsREoUsB6x1Q9kCiCzA/kGa28nlvYMYWTEwmO6ZbkbUAyaQkTebQm6o9T7UTHWkitp2iCdDkJbc0KoTFBGcS//6UZdnvq0QfWVW6ScWcTeJATpS0lArfV+As8Koq36kNeUypTOQeupgsI8/Z5K2NiVeAjomeHNcI6MPnTBZAkAoD/IM5WxRImbJICFnej6iBM1kO/ley5Oli6c3CmPlYjatrBs7M2jGuFkHqTlscBTgrq6rkpkA/Y+GYuKo9p9sFoGp7aI2FVwy1My+GRH5XRUgqKww3ipQlaVnkOK9tGlkx9Ee/yJRKpRIXQA1wjgph1bhWbg3WG3EGIUtgUH0REv2y1SV3RVyj+4BZu34TDQD8ibsXdRUhcc4Jq9rTe0YtzPdPAeatTCrlo6bWAICuDw7b1ostwLytmhK2X1eSE6CZ/EyCgAurVJHHCjhAyaQk8ComXoCqQhigBWxA3ISIOZu4TYDAEjhLpfKdyQ34AlRFRwB8TLxH3Dw7mzJ9b1LFtIEgQNDG5AsMmchVInM+JnKBagGo2ugf2cyi+k6Wc8tNdl36pR22BvzlpmrjwMKPG1r1S98BAx98pHjpP5M6n7aFQlMA88AqPSr8pxioDSYE7bEquE+A8x9mdYMz/bl+aUYAlV7o2i5AsRUo/ZGF7QL6WFABVn5iC0BtyIoiJIK44n4D9FKWpLNpY9yw2gF1RUiYogG9VBvjTh5AFTkd4MysXaW4VYDqXtKvF98wM0kPFNmr/1h43viibj9n96cKYZVZu7p3uWRYAwowNzDZlKZPaA0UYG5g+AOYAQ8GaBLkXwO4Ji+RyAr38/uaLAEmUzTfrslPmyhCIs8ZOAM3kxjWAgRjQgXOtvUD9CZB/kKBX9KfmI+1M1mqxBXVxrCZKEKSg7hqgCrlhllboQ9tHIqQAGemcbIsNBTC0F9sjUnLdUTOtEneAiSsA8zU+uUamdUxeJOyiZ6JnJnbYoIsDLyZCowI/uJfpj/j6prpj/uCzxmbNK7BnPezy1JdQNj54xenGbXgPPcJV4Jod7JiEaQICbZLljbM2tJiMNRYEBrXc8e2pdm1FDnjyorivvSdfmkLnAUTkmXMWHakP9WnUjm3e5BZO6w+NtGQ/kRW3G+C25SAzG6NuiIk9bKYtaOsKB24P7k5CjA3MNmUpk9oDRRgbmD4A5hNyC8YMD0X/xcBLRI6GKpKWnJR+W1MgpXJtzuVymRpkgZcmLPJ1EQo6V+0NrYbTAxDZT4W+R0gqChFBc6RjlIBAhDErPRREZJvTKh2khIQ5Jz8lDlae121nzNAHdxagXMwpwDUSKUiyyQOnKMetglaQJfALsBdz5xVFwtTqnemVexchDhgttjY2Rlz5DGfNnJBundle7WdoiCuWuEQgYEBzvQHmNSdBlyxgDOufLtdzLmztpPUyPnZ5MtMDqAFhIUpmiyLNAFhZBlTB+Z8ztiqtrZ7xP1kJzCFQ2LRQJbf2OEKCydLQBhZ/OUx/qwrUW3MPSmVShGSM0YvzBXC3OP1/bI7kQUc5mw/Z7KiX+43AWFcOqwnBZgbmGhK0ye8BgowN3ALmNBUdALMckNFIctNVvFKnVoMFnBhzj+YujSDM7aDNTLnicTlqzV5Yc58zgGoAC5SqQSBmQAdmLl62KJ6nR9TMVnrQzBnTFUQV+/9nAFqVYSkmlCxXebpKBkJnDFnm2YAUuczOQsk0q8ICAHAGHf9fs5SeYCzBYW+k8XnXKWLVRYEwACcRRuT2Qym7ABmaUoACdu1Dy6/b7aI9Km2UwTOxopuBEv9duaKVJ9KBZxzPnFNfxZVfLjvqpXJjPGX/iRlyVgAXWNh4Ye1A1T3G0Zrm0A5xNo4xDIA5/oiJM7/93k993MOoCcr7jf9kpucmXNHlecMnI2n87nfRGtfvWB13jrQPR7gHJspkGWRiTn/ac7KHCleGHMDk01p+oTWQAHmBoa/Hpj56O5eUW3ThqEGOJucHczS2C7G6XeYkzQjpRmZPbXBoOQXB4s0EZIVec4A3ERIFrbLfEyWiRdzDv81WYAVOGPBJnlMhlmbz5n/OvollerCGjhrQxYQBvTB6IAzQPW5SVc7/kepYTl9p+a/tgCJPGf90pbPWQETE71zeue/VvkJgMS1NqD2Haap6wtgVnnLgov+bE5vf2JuAdcMlABXv1oqFd2oEMYfK4jK99ox+QoIM06hP+Acec7aGH87c2G77iFjAZyV3LRZhHtEO7rNec6ruouQKByin4BUG2OhCMn/zVmZ+577VSu56X52LvIsBlX1mrW2Amf35T3Lu/dzJsu9wo0SFcLUSmAqF1wWZUUxf8yZD919U4B5h7mVS0d2cA0UYG5ggExkGDNTssnLpGRidmCOwJlZ26QV/lhMMwLCACbTLlYZbNc75gxQTfQmQRMitsv0axInLwqHAG79wKAULgF6QNmEitEA5/oiJAvX1/Zzru2EhdXvUwPn+vKdAFVgWjCnYLsKYug35gcQ5DRj3mEdYDmQ+xz1el0DQFeuM4qQaAscyNzZgTkKjCi+YaEErLkr+GOBM4ZqLFhEmKIxZ4BqXKWuCbyyZWN1j1RpRlKporY2/XFxBDgDS2MieOqvc1d1LQYiz5nPOcZCEZJP3tOSJq3qZs4BzhEQZlGoX8BZxHz4nH8/a2VXERKuFEDKf60ISVhERGtHKpVr5Ppw//UuQkK2hZi+O5zTPVqAuYHJpjR9QmugAHMDwx/ALPhLnieWaRINVikVxv7EEcRl8sqFQyZV4Oz3JmnBMCKZTah8k5jWyZhz29osy0QoUEsqVZgPAbTJEgMGkOFzBpzynLOsWlQ0cLYAAKgVIHTkfaB3v7aqEIbxkPXNGgvXpjJFV3swAwJtnPsNw+fmgCL5y/ov8vu7NXB2fSbesA4w3eoXcOGnjvSdaNcsBUb4a8N8HMF5wHlszaztOl2zMTloyKwMXBZv9KwuMubM5Auc6Y+J/xN3t6S5tVQquubbFRBm4RaygPM/563KizJj4dzynJW8JMeYYagKmihCEj5n2QGKkBjXKEKCOf+tJks7pmi5yVEQxv0G6Jm1LQbdk+5zPuMP3rkog23uV61wyIBchCSuUc70yuxzDuuA/hVgbmCyKU2f0BoowNzA8AcwC/DBAEyaAp74Vk1uJi6ma+lJQNCkFIBaX4QECCowcfgtVaF5kxZGyazN3B2AuqR9czZhA0hyMBk+40smVoFXzgkQ7DhUX4SELGZuZlHf61frBjVFJLM9AAAgAElEQVSsl3UVISEPI2cijzQZ53UtGDzGrw1Zxw6dk3NuyTFBq5/NhA2QA1zIumRiVYREG+fNLHzEvCzDNTYLMAtycj3iBbDdsIgAX0U13j2q8scCLmDIt1vVw7bDjh2bOtIfZq/MKUt07OBztnsQ/78iJNLaAKqIfvea83kHqMDZWBkPgMp/DZC1cexWM2tHmUz9kuesvrf+aGPRgLnz/0e0tmAurDwsIvqvX8zaForGlSxpWcGcLQb068BBs/KewO5t7bBx4MwXTo5rLMDcwGRTmj6hNVCAuYHhrwfmeoZ6ck4z6t6iTa4oZstXa0IyMWGozMAm8Zjgpq7ZmEtumthMcMyNwFkUa0xwqzdVUdEYWkxwGFbkOUcREr+R16xfJl7Ays9pAWAyNYmL7hZIZrKNfpGrr86jjbZM0baM1B/n1D95uliY7+mBLL8DzmQ5p+tl1o4djlyDxUHkOfu+GUzZ2C7/KfZJf58f05JTwoKhGldbfwbbBYavzkVIVneNa3tHtSmETUzoz8EMrra2QL9YBJFlz29jQMeOKAXKneFeYqFgIgfO5LiX7LMs8Ko+zxlQ23QkYhz0C/u/vqXa4SqY8x9nr8wbolT30ZS8oJJKJYgt7t0oQmLhFu0sWOLe1X8WlKiCpv8FmBuYbErTJ7QGCjA3MPy9gdkE6DA5SX/CNgGXyQsLwZzlOQM3kxcQu3Tqssw4TVwOhRwizUgbDJSvN9gu8+fidjtJdfucycNQVQiLtCwgeHPbusyUAYJ+AWlM2n7AGCxZzO0A1UIBsDgnwOQLr0zklVlb+VBsLXyTJnEsXG1t10hWFCERrR3grCyo8p3hc6YLslRBAzzNAMwAiH6BM/1ZKH1xbFUrOsZfhDTzMT+s8TIWgCmnUtW2ZtzQUQVLCcgz7tqRdc7YtpznnK0wtWh9LgUWhxjXAOeI/Pb+qxkr0gtuqALC9CtSqbBw95q+AdTTR1W7Umlj3LBa+/gCeOe0sLJb1n61nGn9YrWRSsW3bUwdFn0qhFmc6BdZL75xZhrSVkX0e17I+tn0ZTmLoQBzA5NNafqE1kAB5gaGP4CZj5kZU+ANJmBCwkJUtwLOKiOZuACXgDB+OxOvyUsks8IhQNBkCTCxjDfW9nPWBhgCep/7nix+Pj5nZsaYUAOcw+eMQSkkAeijcAhAEKDD58v8aXIWBXzhhO5+BbgAf0Fs2jikUgHnkGUBksuKLq2KkDC5OrffAfoA532vryLSFU7Rd5O51B1MvRmAGcsU/MetQL+AS2qQTSGw0gBB4PyOkQu6U+RqRUgESzFB042YA6wSOLpH6BA48+3Wm6KBoIC6sMIYM0VIIi3LOd1v1b7JtapeNUYvnxhzjnEVEGYP5ghUs+hyfrL0Cziz7Px8xvL0ioFVWVn9As76FdHaFoOC3uxKRZY+0UdlHagKmmjjPgbKBZgbmGxK0ye0BgowNzD8AcyisqsqX8tzhDbAAqjesSQ5pCZK7YESBil6WRuTOIapfKeJ1CQY/ljBUmRgsiZpu1Lx05pQMVTgLFob8zYJBsP6Vs3n7HzaSqWSm4ytOae22K5cauAs5cYWk/zLADX6ted102upVFXKjUnVb8jKjE6gWm1XKsFlzuWcruOiiVVxFH1yPuDMrC0qnA6aqfKXlCeBWZdOWZqDuFyzgynZftsirI0/4GX+l+cM1LrHotpOEculPwsq5TvrU6ksYkRFZ5+z+IVaQJhobWbqYOvBnI0rWVwMKoSpk61Pzok5S8tSD939ZtzEJZwxumcREuAcAWFkKUJCloVILECw46pfVSpV7OeMOVs0OJ975XU3z0l9Fq7J5u9S+auBSaY0LRpIKRVgbuA2MFlFgRGVv0YsXZ8Gta7N/kSAilV4x2zCrG2CxkLVmK5PbbHjkjznCBxiRgSCgN3Ea1LFnDHWClCrlBssCjjXFyHB1piiI5XKhD8AOA/rLkLCvE2Wz4M5z6uBcwC9/mP3ancLFjKBA2cs12/DOmACdo031xUhkQoUW0aaxIGz/Zxd95jlGzJD29kZ8+YtW1L/hSvTkYPHp7NGTkiLV7em306eng4ZcFd67jWj83HogLvSDydMTW2rW9OW9iVp44bFaeziBemjI8enF/a9Iz3nmlH5/fSh49LwhfNSR/uS3G7p6tb0+ykz0pED785tntdndDrgujvTd8dPTcvXtKXO9iVp/frFaeSieekDI8an5/etzrdPn9HprTffm26ZPzdtbl+cOtoXp5ZVLelnE6elQ2+4K+19zei0d5/Raf9+d6SLx0xOi1a2dPWLrDNHjMv90f99+45Ob7xpTLpx7py0Yf3i1LlxSb7GX07qvkayDr7+rvT98VPTgpUtKW2srvHu1vnpg7eNT/pN1ouuvSO9a+i4NHje3DSqZX56081j04m3TEnLN25q4IkrTYsGnpgaKMDcwLj3BOYZ2YxXAeq6zG7Dt8uszSeoHjbWVDHUCpxVCMOIAa8yl9KrgDPZZDE5Y2MRoAMMpT9ZAAB5zBnQM2vXR+Iyq15YV4QEoA5sWZuZMqDEZEJWVAhzTj5nAWGiyPVLOz5P4BxsDUBbaABnbEgb4KyfNjXIzLlWhKR3KhWgF9XrGhTU2JlN2R2dW9KU1imp74jvpuHDv5Q2TfxGWjX+62nI0HPTPwadnf428Oz8PvDWc9PScV9PnZMuzMfG+76Rpt75lXTNkHNym78NOjv9c/A5acLor6TNE6s2WyZdmFaMuyANG35e+ntNlvfrbzk3LR/39eR78pxzwujz01WDz8nttPnnoHPS3befnzbVZGnXdu8FaXBdv5zzupu/mD8PWfp13+jzu/s18Ox05eBz0p0jv5zW3/eNfD5tV467IA269dyufv1j0Dlp0K3npZZ7L+i6xo6JF6ZJd5yfrhh8dle/yLp31Plp0ZgL0o23fjldfvvv0rqN6xp44krTooEnpgYKMDcw7gHMTNl8vaOXVbsxYagCrxQOqWfOGCugBc7ACwhikMy8AC6KkCiTGcwZm2W+ZsYmC/Pk4z1p2LwMzlWATmXW5tsFdpiuo6rqhTlXlaRsfCHCOlKpLAaYVPWrvggJP/F3Jy/LQK8NIGfiBs5YeDBnJnq+bz5J5wuzdgSquU5FNwS41afcWEDwhwPznRmYOzs70sYlw1P7He9NG4cdnTqGH5M6hh+dNg49MrUPPTJtuPXI1D7s2LRxxImp47aTUufIk1Lnba9PW0YcmzYPOyq323DrEWnDsGNS+/Dj0+YRJ6Yt2t12Ytoy4vi0ZfhRaVOWc0TaMPSoLGvTiBOyrC01WZ3Dj8my2odqc2TaMPTo1D789WlTl6wTUueI43Pfqn5VsjYMOy5trMlyvnzO4fp1ZNWvLllVv7r6P+K43C+yqvM99DW2u8aufun/CWnj8OPS6ns+nTo2rWrgiWvGppbpNj7eklJnxw5yiBap9asZVb4TXlMB5gYGLYA5B3/V6hPzrwbwykEG2gGoWO/xQ+fk4Bds160PBPmcBQ8BXQcQEykdzBk42yWIXzj79mpFSLBORUgApXNGtDawJQdYhlk7AsIwZ/7EI27pLkICWPVTfyO4zLmlYAk8IgsrJgv4t9UicckSyCOlC/vWxqKBrLErN2Q/KB8mcLY/tesC9NqRubPnMafOzSktuTV13nl66hz7qZSm/yh1DjsydQ59XeocdljqHHFs6pz2PymtvCelNZNTWj0ppaXDU+fdH6jaRLu73ptS6/XV99qtGpfSrF9Wv9fGMfyYlKaSNTalNVOqtouHpM4xH0udQw9LnUNfmzqHHZ4673hHSktuqtqQtXJM6pz50wy8uU0+55EpTbkkpVUTarImptQ2qCardj6yRr01pdbrumWtGp86p/8wdd52Qq3/h+V+dU76RurU59yvySktHpw67z6z6k8+n369K6VFfVJaPTFfa+dd702dYz6S0qYVDTxxTdi0c3PqbG9JnasnZh3SY/cxPnXSeY+j/nv/7/19/F3fLj7r/V7fppes9fNTvr/zLNWEet/JLqkAcwMDFsAcBUaA2LljW3PADdAFXKOWKfbRnXcKpOXxMgUDLUE8UkhEa4vsrgdUZm1AD8SBr0IOIm/DZwsMmZOxYIDKrL1qU5VPDJwBM3lA/5JJS1Nre/euVIBennMAqndMWmCOfjsncJaCheECU/IE+6gQpiiGxYDzqnYGnDF+58uybqnynMnRTqEVZm3gHv1qHmB+V+q8/U2ZDWcQBZJAefKFKa2bkdKWTSltac/+18QEPeyIGngfnjpHv70Cv461VbuO9SktG5k6R59aB96HpzT5mymtm5vSlo2VrA0tKU37XuocXlsIAMDRp2RQTB3rqnZkLh2aOu94Z7VQyAB/VEr3nZ9Se1tN1sb/n733jq7qOt7+//iu37vW+0uc5JueOL33xEkcmgmuuPdC3Hu34xp3Q+K4xBUn7r0XcKfZxoXeQfQiQCCEJIRAEkioS3fe9Zk9c8+RgjFXRjKIfdc6vvK9++6zzz6H/eyZeeYZkbpVIvm32EYAgO+h1r2sfVuE8WSaRJprAnjPGJAaV2/JzPurSH1Jalwlklnyd8lM6Jtc4+QDRUpfC3211ofNwqxTIzCz1tStlsySm8ybsqdkJnLslTr2DhshNkNtPk+321Kbj2v3EeecfbaOTa34HNbE2LRzZiACcw7zmgZmB0tA8Op5a7PpT4ASViV6xAAWoASJCze3pz8B0IAzQJwW+8B9jAgJ1i79AM6Lqhu0zi8AD1jSF6AI0GNZ045avbidkVB0oGfTAMgCtoiQOPObusmMy9uRSkXKi4Mz5wbUXfgCixdwdoUw3zTAyg7M79AXfbKJwHLmXDjHIIThCcByxkpn87Aju7KzFvO0ow2sdg/W6/g9AmBhHQJquCmxDFfcLxm+A/jUIj1EZPVzIs0bgusQ0K1ZJBnAz8F7/B4i8y4R2bggWDC4O5urRQofDYu4W6STDxApflmkeWNwh9LXxjmSyTvDzod120cycy8S2bQs6atxvUjhY6EvxqSgvJ/I6ucD2HI++qqcJjL77MQjQF9YvIA6ngPaNZZLBkt/8v4JKE/cW2TVUyLNm+wa60XWfSDRYraFprZAMguusnnl+cHb0jN4OPCs5J2u86xeFjZ/3B82frrJ2kM3dplZp4V2vOO9GW+bojZ9HW99nR48NlMOTD2zeGTo63DJTB9g5z5RZFNBuK85rImxaefMQATmHOa1PTADlAAXrGaY0hSFUKu4Fa1jLNTCrKYwwApZipgzIEg7YtO4td3lC1jSFyUj0+CMtUueM65xjQGbCAk62W45k5JErDoNqIC+VrhKWc4wvHE9Y70yfjYYACpENYCecbkICcxvzse4AFXc2uQm04ZrQDhkv3GJ6x7wpZIQMWc2FbTDA+B5zrDNuw8ws1juHsAPa6NyqsULAeUNIqueDAuegzLgteIBkaZKiy82B1CefVYCyrjF55wnUjU9WMkAPKBcPCRYUbpI/0kyWKSFjygwhlglfS0VmXNB0hcL7+yz1FpVCx4XJRuC4heDta+LeA/JTNxXZOXD4TycTwF+vsj8y5O+2DTknSFSndossPFY/bxkphxk4BGsbtzoam1rDLVZXfFY2epRiK5sEQXmv6WAuYfej7CZqQ5eFO555VQNlyho+3M29/zkfuKRaSjTe8c9zAL8lIMls/Kh8JzhucEDsmGmPguhL0CZDdsFIlUzNOTC35lZp0RgzgELOrtpBOYcZjgNzAAblqQDJdbuwAXlsjIl0IFVC2kLtrZaziZC4mIfWLtYtKQZUXZP48mpes6AMxYq4AsIUzIScHPLGYJYuvoTIhJYzpDA0NXmnA7O5BMDlC5CQryaawB0AVRK+IW0rGCpI0KCC9tVqWiHi5sNSFqsAoY34Mw10obcabwDuNs5V5izRv1sR2dl/5fFDGDNPElk3YciLfXBQgSwSl4J1kjWIt1XMstuF6lfbVZkk0hNvmQWXJlY1CyWs04NrmkWXaxS3MmlbwYg1b56SmbSfiLL7jK3o1muWDoLrw6LvW4EegtWFfFwdXMDkri5y4YFi4u+AOZJ/UWW3SlSX2qbiqZgXS++MXFz4zqfdbJIxUTbLLSEjUfpG5KZfmwCCBDKuMamitCXegPyJbPI+lJwjzHmLDAzr9wrQhvqYagJ9xwgrZwmmXmXJOEBLOI5gPKcxKtBaIPN39TDgsXN/LJJYpPVtF4En5WC8iz15miogftOX3MvFKmYHDYBm5bp/0dgzgEIuqBpBOYcJtmBGR1pKvqcPqNUgQtwBiyxfAHGorpQmhHgHWdFIbCYEYXA6j14YnBFA5S4fCFLAc5IIKatcNzaWJyc113R5A+7WxtmNwCL5QqAeyoVYyB9CqBkbNRjbl/PeeSaGo1Xe4oXII6bm7QsLGdi5uQ544qmL8bF4d6Bgpqk7q/Kd45dpTFn2gD4sLcBeixrSGrdQWCkDTCzqE47UqRsZAAsZoyFcM2I4B5koXT3I/HiusJgKfO8bVquZCzY08HS6aEgp4QwAJQXceO17yiJSttgNeEmXvKPAJ6cD8CtKxJZPChYQWoF99Lzy5rhYTy0A+ghjgGkbnUTE8//p0jtSnNNt4o0WByb7+iLY+YJImWjArCn+4LMpX0xrj01ziz1RWHjwVNdt0oy+bcaccyIatFiTixmNmKAMiEELGTmjHh81QzJzL808VYA4PMvFdk4L/HINK4LoDzlkHAPuA+TD5RM4WNJmISQStV0A3i7nwAzAI+ljDXN/dw4L1jT0WIO/+62k/92CJibmpqktrZWj02bNgkH/19XVyd8l361trbqZ+Xl5bJ48WIpLCzUtnyeodTOVrxaWlpkwoQJsuuuu0r//v2lrKxM+H1Xv7LAbMpfWIv3LK1QOUO1nC3NCKuS8ogAMylLpFIhHAKgAoDu1saiBlA5yE3G7Qw4e/waKxxgJFZLG+Qbie26NCPnJOZMrBdA9VSq5TWN6j5mo8D5OADX6+evU4ue68CNzvhJnWI8bu3y/8NSIiRYzmh+O4uczQC5yeRRcx5c1oAvDG/kOj2ujusbJTPAuXBTU/cCZuJ6SnB6PXHbAqjrPgwxXreGxvUWWXClSPViW1Sbg6ULm3tSf7N0jA1dPMTixc0BSInLQphiAWfhBSwXXBVYzlijLKr1xWrxKmuaNiy8045S17e6zGmDJb9+nLGmbbMAkC68RqR6vsXEm9XKyiy/29jcxD17BWZ18VBzv5Pa0xSIasRBORfnxAJbdJ265dUNTuy5oSwwwyftl4A3bSMwJ8A85RCRwicCQRDvCJsnQNnd/myK9J5faZYy3IXmQOIrfEIyU48wUMZSPlgyRc8k96m1LoDy/MskM6Gf3aveIvANqmYGqxtghold8J8A6nh+PkGMmbXc13PeWZ9Ztzm2Zq1u/xvvK73G89nmPqeNf/dx37fvr/04P+r36d91xd85A3Nzc7OMHj1azjnnHDnxxBOzx0knnSQXXHCBjBs3Ljt5XGRlZaU8/fTTcvzxx8sBBxwgRx55pNxyyy2Sn5+vN21rLnJ7A2bqMCMUQhoS7mZkC1H1cgsVJjKawli7WMWU8NM85/G4tfNVyCOkUoV4LAAeLNQAzri1AV0OREgGLSxXcAZQAeeJ62vVIqUPLFRVCBtLbnIiQkIsWAlhlv7k4OybBsYFoAKce3haljGsAWfESQB6zqnpT4tDKhVj4pwOzri1aQNAE6cGnP+PiZAAzvz/a8XVcnQ30MrOWsxYnixyWRKXWSdzzg2uabVce4qQUqWg3ByAFGb0ykfCQuoW6cQ9RXxR5SkAdLF05pyfMLABSfraODuxbpsqE+KVgjJW0/5hsc/GsVuCW1RJXG7Bw6y+yGKVDWFczdUal8xM2iexlKccGvpizIwLwK2eb+Qy78vIZaSHOemNDQrXCHHJr1FBvGcEZhY7jzEDhMwbAAngQtwj1sumjnnjHTZ91n1thELc1wAx95x2pLgVPRtAWe9TU2DBK8D3C23G9QqgjNWt52sNzHqIe94XnpEOAjPgtnHjRl3rwQfW6zVr1sj06dNl0qRJUlBQoEbb5gAajOBzDLtly5Zpe35XUVGh/fA9BwYfWMLnnCP94vcYhxhsNTU1/7URoD2/46AfPye/WbhwoYwfP14mT54sK1as0HH6OdPn6Oq/cwJmBswE3nvvvfK73/1OAONLL71Uj8suu0xuvPFGvRl+YVjQ6bYPPPCA3HDDDfLnP/9ZQXzp0qVbdb3bIzADnrCZASSIV4Az5QABZ0AQhjQVh7B2PbZL3JXKUW45A6zUOuZzwBmrGBDEck5buyr2kRIhwa09uaJO1cXow61dUqmCqleQ7yyua1KpToQ93HJ2dzsiJIyLghukP8HOxtoFeHFFQ+ICnHFrMy5i4QiHYDnThv5wa2M5r64N2tAAPX0dPKHIBFRCzWpKRv78nQKNyXcL8tf04ySz8OpgjbLQVS+SDNZJmoGdd7rIhtm2EBKXhSz1gqY4ZRnYE/qJrHjQLB3ixSzQ80TmXxEsHRZeQHnGAFvEDUibNqiFlMQXsaj3FCm4L1hUSrxiXAuCK1NZu1i3xItPbRsvbqmVTNHTRuLCCiaO3V8tXiUXMSZAeVO+EtOyFjztIJdVTAouc41j14qshlx2YOiH8RN7BiRgAEeLOQFmXMeALuEP3Mmw6Xl+mDNSz/C06PPjfINNgU0/2ch2PBeAMq5wmPbcI30W5+mmMRtTBpTn4Qqfa/FprO6ykDevrG/4Bj1CyKIDwMxaDyjfeuutcsopp0heXp7cdtttsueee8rvf/97xYmePXvK+eefL3PmzMkCoy/89fX1MnXqVMUD2oEr/I7fP/jgg9o3wFpcXCzXXnutHHPMMbJgwYIs+ALKAPZ9990nf/rTn/Tca9euzX7P+AB8DMMrr7xSioqKFLzfeOMNNRL/+Mc/6jk5L7+n3dtvv60452P8NN5zBma/CYcddphMnDgxuxNhcjZs2CANDSweorud2bNny1577SWnnnqqrFq1SqqrqwWX9lNPPaWTwHtjY2PWwv6oCdjegBlWM+UcKZUHMANcFIbHrQ1ZCtACLElZumR2mVrODrzj19UJedAOqA7OzmTGQa+EMKubTD8ciVs7KXwxd0ODAirkLcCSeDFubaxgxsU5SaUivgw40w9jA1xxkZfVh1QqABXmN+DsbnTeEThBhYyNAH1RyhFwTouQQAjDMl/fEFz3Ds5pERLynbtVutQMB+ba4E5eeG1ClgKwph8jUgm5hkUVEg7x4rdDfrGCbUhlkmV3JIsqAEi8V+PFqRSrqUcExjeWNH0Rh1zzpsa3A8BbX0v+bixtXM6tAQAWXZcCeHKoD9fUJQUDrCvc3JDLsm7RAPDkJWuuslvK9cWSgaWd3XgQxz5O85yz7mvGt2ZYAspYdB7H5tpnnRyBmQXOLWYIdVjMCMLMOiVsmpgzQheaLgeQ2vPTXCtS+Lix/C2EkHVfG9FLn5/lIV7sAE8oBaJXFpRtg7jyQSURJh6NTwbMrP3nnnuufP/735d99tlHfvSjH8npp5+uYH3dddfJHnvsIV/84hflzDPPlNWrV2ctYQAXUN5vv/30t4DuzTffLFdccYX28d3vflfuvvtuxQ2s3csvv1y+9a1vyauvvprFDfpYtGiRHHzwwfI///M/svfeewu4w+eAMu8A7fe+9z258MILZd26dfLWW28JgPzDH/5QP7vjjjvUqDz88MOlb9++8vLLLwsbhk/zlTMwcxMGDRqk1jIxY3Ys6YPJ4AVAP/bYY8IuaNiwYVlXBiA7b948OeKIIwQrG5cHv9/Sa3sDZgfWX7+7QgBagAt3LiXzAGdA1AEVELt8Tpm6vJkZAHN6Rb386f0knxhwBuyJOQOAHMSAESH5fBZQE21tAJLNAAcVg/p8WKjAxzmJAQPO48pDmUcIYbCjiRPD6AaYAXHY2uQrU40Iy5lx4QEAnHGN464GTP/0/kqZZiIkjItNw7+WVOjGhDac01OpXITEwRk3NuPhfLTDEu8WFjPAjJuxvkxk6W1JHBjQRYlr7TvGhrac4KqpJvqBdUKK1R6C8IjUlVjsGeJVmQDUCmYK3j1DHLv8vWAJKcuWnOAxkplxvMUXzQqef7nFKgFlLKI1kkGMBGB0N/ekfUXWvJVY8FhXSgizHOosKPxVpMFY2gAzfS35h1rk2b4QNil9I2GiAyDEsacdmVjKnBuvwqalll9N7m1kZWeBecbxId1s5gmpXPE9AmM6S/SCmY+l/GiI5eu97BU2P6ueTHLYHZQBeFLuNHTg7mu3lC0ffuVD9lwYM5+2eFJmdiyPmfUeTCC0+dnPflZ+9rOfybRp03S9BwM4AErW+5///Ofyzjvv6Ges6bieAVsAEm8qRh/t8bRiFWPFcowZM0bBHAv629/+toZCaQtuAKAjR46UP/zhD3ru3/72tzJ06NAsjwkP77///W/lJw0ePFit5b/97W/ygx/8QIYPH67tfJycF/c2//9xmLQlvNoW3+UEzAyWycR9ffLJJ8v8+fPVSsYS5mKYbAfmqqoqdVvvu+++MnfuXHVh+IBLSkq0jwEDBugN4Hf+4vccnMsPdj3EAb75zW8q+Qsw5zf+Pe9+Xu+nM94BX6pLAcxYlAAYoEhheHf5Vje3qkhI2hWNdX3NPHKAm7OWLC5f6tMCyoAl7+Q5A/S4lwFLREjQ1ub3DnD0i9wl5DKAGUCdt6Eh1GC23GTGBShi7TKuAKgh/Yn4NyDJOdk0oJGNQhgiJLSFxEUM3QlhtAOsAWc2IJwTdzugvqvVI6Y/QB/LGbc+Y+Igrq5pWa+HDQEA3i2AWWPMFwZJTsg1uALVtXiISPFLyYKJFUlcVhdMJ0vtoa5qlevUeB9WTEVwU8LS1kW1R3BTal+k0WApN4hUThdBktNlQD2NRhnf5nLWOPbDiUVEf6RF4fLEbepWN3myHnt2UA9rpQkAACAASURBVMY1DZDiFmWxb1wnmRX3tSWq4f4EFPACqPs0iJFkZp0eFnjmAotNLbX5wcJXV20QztjpJTndYiaer+S4XmHzpGlM5+smJnghWoM3BaKXtuP5wX19iGQKHw3PDBsnnouahWYpWwoWmyLmn+dFn7Gm0BeWsj5j/rweJIJXhc1BB8lfrLsA89lnny2f+9znZODAgVkjzNdgvudzABgvKWBJrBdrGbf10UcfrbFePuMAS8AUDMCvf/3r6p5mvX///ffV03rcccdJaWmpYgB9Y2XvvvvucvHFF+s7VjqeWX6zfv16NSI5D5sCYtBY5Fj3L730koBTnBMM2Z5eOQMzPnp2R7CjiSvgBrj//vtl1KhRsnz5cnUxcIFMHK4D3AME/wFXf+FOuOmmm9T9QNCdifEXrm3cFkyoH0wyu6JvfOMb6hrHUqcP/5727KDSAO/9bcv39sDsViXWLqxoQFkt5+ZWuSe/QglSgBYWI6xo4rFUbAJ0AUvIY+huA4JUduKdNCPAEauTdljhxJy/a1Wp6I/YbnuFMPoiDUv7MssZcCZ+HfoKgIpbm9+nLWeqS7nlTNvRVuYRIOUaabv7+yuzVjjXiAjJTQttXHaNgDPXiNAKbegLFjnjQFO7+wDz0UEuEbcj1i0H8T4WzIZyI0sh+rHYwM+sEwXSc0WqpgWyFFYwucrEnll8FeAR6uivQN1GjASda2K1AK1a1BDCzjM3JQQiAL4yWGFZxSjESPYXQXACywtQBnA3zA5x35TLU61ZZWmzScaFsk6E2PPUQ5NrJF684v6w8dD0noYQH513sYGyxcTzzhSpnJIAPOeLkpxhKXJgdpIX95LnSDcyc2zOUFVbZzFlU//ivuO+RlgG0qHeS4hes4woaOx97Qv2NSlRFv4gT1212EnPM9IYXg/Sqyqn6Lk7msfswAwmfOUrX1E3sbuRfe3FqoVrhIsbqxerlM9eeOEF+c53vqNG3rvvvitTpkzRA0wgCweS8Oc//3kFXH5DrPjYY49VNzSxbHCDLJ+DDjpIDjnkELWAIRdjDEIu5nvIXYA2OASnCQB+8cUX1RLfbbfdFLtmzJgh6bi0j/vTfM8JmLkJXMDtt9+uF8/FMlGwrXElnHbaaWrZcmOIKRNnwCpm8tLAzC7nzjvvVHDHTeHATP8w4x599FF56KGHsgduDlweX/rSl+RXv/qV/Otf/1LXh7d5+OGH5c0339Qb3pmTmQZmJ0oBXDCtiamOXBPAGavS3dpOCMPixcWNChbg7FYl7usDJ6zWPgBALGfSoQBnt3axQm9bnNRzBuip54wWNd9xPtpiIfNbFz7BcmZc7tZmMwCLmjFAXuN8HLi1cXWTt8xmANc31acAVMCUzYCKkIwp1M9hazN+PADUgXYREvr62vBl6h0osHrOtBtRWiO7vbei+5C/VJLTlL+wNlWo464gIALwAZIUlJiPgIhZMbxDCFMxEqxNA2WEOpTQY4CL1ObyexLdYvpzAREHUhZf+lo/3qxg3JSIkbyRimNjKe8rGfrCTa7WrQmbqIBIX3Nz9wqEsPUTjFltcciSV4PcI1Ya4KECIsTE1wVwV6LRItGCFtl8bIhqf2knuMJmAdJbJH/p2uTA7F4PiF7oj6fjwACppkQdltwjzVN+3CxlEw9J5ykD3OqpuMg4Cei1kxJVHKRhJ+1v3hgA/hBlzqt++qalgSzWwTzmNDATE/7ggw/UQOJzf2EBQ85KAzNWM67l//3f/5Uf//jHSggGUP0gVg2gAtyXXHKJembdC0t7QB3XM57UX/ziFxoWJX591VVXyU9/+lPNHOIckLxof/XVV6t1zJgw6AizwpNiTP369VNiGRiC4dl+Y+HX0ZXvOQEzA8MqZfAzZ86UJUuWqJVMTIGJ/+Uvf6luA1zVgDHA/Je//EX/TluzADOWNpPPjUwDM7977rnnNMWKNCuOJ598UnBPcBMBZmIGfObfP/PMM2qxs6vqzJcDM1buF97Ml9+OXiH/32shfQjgBQTTaUaA8/3LKjU3GTBFYOSblgOMxcmjC6giQgI4Y+26CAkSnIA2QEk7lLsA5x+ZCAkbAkRObl68TgtGMDZczSiBHd5OhASLHiuYc9GOVCrkO9MiJICzplLVhZKRFNsg/QqmN+PifFwjIiSj1tToRoC5BpyxuHGR04aDfnHdLzMREgRGBkwt1g1At3Blp4EZZrWKfiwPjx6AqySugWGhdOt2+rGheAXkLXdBlo2wuKxZMQCcin4gRmIkLgREKBKhoGyaycQDKTgBGGtfjYmAiFpEQYyEYgk6Fn2CeEBKtH8VBCHWzaZi+oAQE8clSjsnqlEtijYWE8/k3xyIbmqptYjUFkpGC2F4Sg59HR3ESLJ91akAi+pk62YixpizMWaAmc3agitC1S+/343lAZSxjt26RdFL1cEomcmCQHoe6mAmdarPWE+T2SR1zdLzyFNGrx1Q93upKXWPB/Y+TywbhbkXdViS04EZ8hcgByG4fWhxc8DMWo2B99WvflUBEjzAqm5/gCtY01jYeFOHDBmisWTAGi8p7YlrgwFgDO8AM32DMwAy48JK5vf+AnMIseLtJbuI+De/I/4MmSxtSPpvuvI9Z2BmcEw8A2ciOLhIdiHsVqCcjx07Vtl3F110kboQcHGnLxQ39D/+8Q+1tLmRaWCmPyaQm+kHOyMsa+INgDk7I26Uf097+ujsOIEDM0BHrPehgio5enKxWpUAEu5aF/vAggUIcRHft6xS04UAZ8ANVzKFL7B2sWKxUFU4ZCKWcyJCEuLEiQgJIEh8OS1CQl9YwIkISUbd1y5CgrWLdU/cGKB1EZIVmxqVrY0V75Yzf+OK9txkxkWZSa6JPuiLa6Svt0oA52A5s2lAuQyGNm24RubnagPn0rpuqPxlLkgVEKnJN4IWgfpVgcTl4hpYMig8lSDUQclDUwhTAZGTLV4Mg7mfiX5QCMNSpxDqWHp7cJs78Ydyiir6UZVYwV5aknPRjhjjoutDqUh1ZwY3d1ZAhHaMH/Z4yathXGpRN2oqVRA2IZ/WqmapgEh+YlFj0S2/p23xClyjlHkkjxnwBuAhhM0+07wG6G1HYM4CM5WjNCXKZTYh7QHKj5mcq8eBKXzyfOoeoQ42PaiDKbmPe95bwxwhvYpqZC4ecl9wf/tzgZwr/ADAH3Bnk4i6HOl/nzDGnCsws6Y/8cQTahGDG3CXWNPbH6zxrO1sAMAGeE19+vRRCxtcIT7tTGywadasWRruxJtLyJO0qx49eigI83t/0R+YxDjo55VXXlFNDkAeFzrh00/z1SFg3tyAuUAsWNwPsN0AX4L3uCY8f81/R07aX//6VznqqKN0wtKg7W3S70zo9qT8pQIjo5ZrtSgqRh03pViJYAAvLt++Y0JpRoAZ4IVFDTgDqAAX7UhZIs/ZRUg8Hkues4qQGKAi/qEKYSZCgqWN5awxZ+sLa9XBmc0DgEk5RzSrcY17/JpxY+36uABU9LDRsGZcALTHwl1bm3HhCofkBuGNsSdAX2NAL5p6dVd+hVrFtGGjAtADzqRidTuLmcWO4hVaUcqsW/JJVzyY0rYGJPcyLWSqQBHjRfRjioqPBCuYuCzFK84PSlwAKeCtAiL3B+IVIMpBHBvLCXeyWk7Ei0m3OTWJPbs7U0U/APjgMic23CaOjfscYZNG07ZmM0Dec5uiGj0lozmwDh70tTGAhyqXmaWP+301Ihe28WDRZ1xzzkssfTYMEZiTdKkZx5mWeX24R03M6+OWbubiIQ7KFUGyk3lVIZILU+x98pQvDla3Er0QDyGmfH/ITee5Ye4n7RMqm+n9trS7ysnJPfqErOxcgRljCjIXbmjIXJ7hA2Bu7gAP+Bx3NrnGpD9hBf/mN79RLhM8I17gDkJXv/71r5VohiuccCupvPze+3Gr3s+F2xvLHI0NcAmr+dN85QzMfnHtB41rAncEFjPWLReKW6F3795KCGAnxIvfky516KGH6oQC0h9n6W6vwEx6ERYolaSOmVIsn3nDlLheXyK7vbdSGdYNWVZ0i7q1f5QSIQEQL8orkzITIYGNPTGlrQ1QAqyAMzFnQB5QJWUJcAZE3dp1Fznf0QZABRBxRbNZAHhxSWPtBxESyGVBHIXyk2kREvrFre0xZ6z/WVX1Cs4eW8eyB6xxkbt3gE3GPUsr24iQYEWfPXONWtlfeHNp92Flk8dbsygQbCBCqYDIc6miAoGdLCsfFGm0ilIsnDCUVYwkFePNqkBB1mlRqxPms5J93NqZuI8IlZs8xgvgVi804o/nPWOVnh6A313mWK6rnk6YvSzUgCokLo89s+DXrvyvHNggIOL52IyrXqT4hQQ8GBv63RROUCvM2Ny1y4NFp+53QMbc5hGYE2DWPGYEaBoCMQ+1NI0Du6V8sM51tigI94iNk2929Llw8RDY7zw7ZnXrJswkX+1+E+fXqme04ZzKyj8rScPqoPIX6zku41yBmTWdkCjZPcSmiTfjdQWwMdSwkrGWwRHHDvCD7xAw+fKXv6wADbuaeDO/48VvYH7DACeMSv407fkdYwVrYHzDznZrnO/AL8KqADPAv7XiV3rSTvhPTsDMhTFR7Fq4KD+YOHY85CyTJA7YMrHEoGHMITACaYx2xAUAbPLNIG3xGf1u6bW9ATPg9p2Ry5RVnQZB9LDVQsWd+9oS+aXlOdOGA9b24KUVWVUvwJJY9V9nl0lFIylLwcImlQrQg7xFG8AQsY+sCElGVNAEtja/B5yxUnFrQ8YCnIlNA85LqhvlTx+sVHDGcqZPinBQeAJiFuesbmpRwZG0CAmpVCpCoqlUIf1ptoEz1xYs7MVa2tLrTHONgLNbzgiLYDkzfoCc/rtFjFmVv64KQKVuW4ulaqWfRK5S8m8VwRLS+CFx2QLNX26TqzzlIANSY9ACpEriOjJhaQNwiwe2LfNYV9S2OhUkLYpqkPesrnDLoS59vS3A4zLPv0mkcW3SjtgzhROIeaqF1VNzpaX8/UAuwzpn4S8fLZnJqQWfvpbe1jb2jEVGpSsFZbPWcLnGGHNY4pz85cBMiVDylJlL34QRU87KtBqTvq4weEaYR+7ReBcPcZlNcp6rA/saN7nfR7eUOY+CMnW755q0qjP8P7nAyHnnnacxWiQ42xta4ASx3J/85Ce65gOCrPmA6XvvvSewo7FsSbnCpfzhhx+qyAdKksR/CXf6i775HjCHsY2HNi3vDFbg7kZAhLxq6itgKPqYwBvizyeccIKKl5BCheUOwRihEwD9nnvuyRLF/Lxd/Z4TMHPRTBLJ4lwYcWIuklgypCysY9wBTAIH4EwcAVIYAI3vHmk23A9nnHGGAvfHgTITsr0BM+QvQIY4MW5qBVTTnQa0PWUJS/X3761UEHTdaQCY8pC4nwFTAA5ARUyEmDOuaACO9KeeHyQiJPSJhjXpTw6oiJBobNdc0fSFtrb35RsCREj2GpfEiYkBY0ljhXvMeWNTi2A5QwJzoHcREvTAAXrOi4u835jChBD2Wkil4nM2AswFcXUselzZADMHfXabdClV/romxOi0SMR4lc3MCnCM7yNCRSmqNSkoNwclrWV3JhYK7kXYsWvftVxTgNSqQM1A9MMWTQAO1i75yfSFdV6/WiBjZXQBxsIK1YVQBNM+PI6tAiLHJX0BkBTCIA6ubnVyldeagIiLkQSAz5S+Fq6PdoAy8eIphybgQeoXsefaFXaNlndLRSnAgzFxsFlAhIU5ixZzYjHjJYFV72lMOl9WkGLVE0kuPJZyzaKgnMbmi3bM79yLUzraliqnfdl9BJjZ9BU9nYQruI+aV0/owzaQDuCfwGLGTUycmPWf1KP2azo4AFkXw+3ZZ5/VuC7rOu0IgQK0xIoR/QBI0atA4QvSFp8DtP7iN2T84HHFWiZ3OW3c8T0WMSBPf+AOnCQHZjYDbBLIa2YzwLk4EC5BzIQUYM+R9nN+Gu85AzPuB2TSmBjMfiTMIGTBfkPhhd2R3xifJJRYyC9Dmo227ITw4XPDtua1vQEzAiNYgV9+a6mym6kMBXDVt7SqaxedaQdnLGhizrC1IVMBboAzrmJAFDAFKEk5wgImtuuAOqWiXusk0xfARl+IkACo9IUrGuY3IAjZin6wivmbVCri0fTFOfOq6gWmNxsKgNJTqQB6wBlAZWNAnjO/DxZxECEB/AFnREhwtyMcEmowh1Qqztvrg5Uy0QRNOB/XgQjJd0Yk1bK6lfIXqlZYKFUzFXCyoh+AH2X6apYkZClIPeqqpKC9lUAkXlz8cpLuBMBXTLa8ZwM1QJn8VhUQMTcxhDCPF7uFRYwXC0sFRAB4+ppormm3sFjMLwjj8lgkGweqC6WJaghYsJgTS1ZLuV6FKiAH6WIOMHCNyEai5ewbD42v35/aePQKpDf6qpgQ85h9oXOLedpRkkETnZQ2c0trzji5xQjO+NwTU559jhHobO4poOLiIdxLNm08E23EQ6he9XgS+mDTR19aGQyA7xk0uRkHLvQOkr+4LFzBEKggXuER9fXfL5n1G7ADH3invb8ATP6f2DCpT/CU8KTinkaABNBP4wR9gzHgB98D0g666T7RzuB72gHG6TGxGcDDizTnI488ogepUljefEfbdHvvtyvfcwJmBsaAmQguloC7u6j5jKP9BXl7JpcYArsZbhSft2/7URe+PQKzu3NR5ULxihrMbjnjrsVyxmIGBHl3VrSLkKBhjasYaxnLmeP7owI4k86E5Ux/WM77jgvCIfQFSCNCAosbC5V29PUvy3OmDX2RSgU4B2s3xJxR7/JUKtoA9qR4AfSAKUAPoOIOx9r9H3ORu1s7bTkTW97P8pw5J30hQoJON+QzxsXGgFQqiGp8362AGUZt1SyRORckFilWCECqVYPMNQ3ApQVEAGYVI2EBrjRSj1cXushY2sh29gnkMoRF1FJOiX4Anlg6HIAqohMtKYUwBD00ju2uaWLPZyohKwAp1m2lSOGTlkNtGwFAQgVEIHEZUU1JXFQ9sgILXCOkt8ppCRMdUEaMhNi1j4uymAibAP7E1QGEaDEnFrO6pI3kxWZHxUO8njJzbxXLtOKUzb1bylq60eopU/oTdbaJeydzD0MeUPbKYGzUYHKnSYJsrnhW4QxQFa2Decy+Zvs6/1Fruq/3m/vev3MMYb33v/07P49jEJ9vDm+8Xfp7/k6//Dt+z7nany/d9tP6O2dgTg+UC2x/0env2/+dS9v0b7cXYKY4Y9mmGvnXpLfkylH/lstHDpYrRw6Wez68TxYvekpaip6XzOoXpL7wORmb95hcPepeuXzEYD1ueOdeeWvaI7JhxXPaprnoeakoeFbuG3O/9kO7q0YN1v8vWPKUtBa9oO0aVj0vk+c8Lte/Hfq6YuRgue7te+WdmY9KXWE4H32VLntGnpzwYOjLxnX3h/dJUf7T2hf91RU+J1PmPi6D3g1jZ/zXvh3G1bgq9MU1rFzytDw49n69Ntr8beRg+efof0vBkqd1TFzjppXPyfuzHg19cY0jB+v1Dp3ykNQWJte4eukz8tDYB+TKUffK+aOekLzyMmnFPbojvojRoVWNJCcWxtwLA4ACRiyaeWeIrB9rlmtzSB0qec0IYYCfyWNC4qpHJ9vSohB5WHhNAD93aQKkiH6wqALMxKoR/SCH2t2QgDICIk4Iw3pCbWzR9cF6YlwwvrWi1KTg5mbu2RAUDzUBERsXNZqX3Wnud3NfQy5jXBr/pF2voKlc/oH1RVxzg0jJEMvHNlcrRDX6AjRwn0ZgTp52t5j1HlqeOCIj+f+UDCIjhBlqC0PowPOUeSa4lxAOS14LgjO0IyNg+b1JFgBtuFeL/x42jeTT0678/eCJyXIIegS9dVL4qCFOShsx7w5Ul0ouLP61LWfgEwHzthzIlvraXoAZ91Jj3RqpzrvYFkf7h4UVxD+KNkf6O/+7fRv+379Lv7dvl/7O/27fZjvva1wPqRq3v9RUzDULcEt3fDv9zoFZwRFr1BjHvBOjS4t+4JouGxUqN7lQBOpZ+bcEEhgWKQdFIlSJ68/h+QG8KXCghTDqzKXZGKpTzfhL8ow58QoBEnUntySxZ6whfxa1L+LYLiACUW1UyF3lXLqY99U4s6bZqKXcKrJpWYg9M2Z9RnuE6lTl7ybFKxA4KRspmZlWVIN2xNcRXAEUcMcyZzCAcYVHi1lj8pmFVyVEO51/QgMXh00QlcoW/C3MF4Dt9xFw5rnjO9qwYWJjmPZS0AZ39uxzk74g4sFZcFCmP+47BUfoi/NOPjBsNCEnqndmO/33txMNKwJzTjc7I5n6Ymkl5uNWCw86rknYqcVDREpeCYUMlkKC4R+WASmuQIrdQ+zQNkNCGsv0Y+wfn8UeJ+8fmK7pvrS6D4stfdk/LAoOrHom6YsYJqX19B+ytYORuez2IG7B7phaufSlbi9rA7sT1+TqF0NftFv5sJFNWLgt1WXiXiLL7rK+XlH3rJYo1IXBx4V1dppo4fbsNT4R+hrfW1oBjKrpO+4//jQw+31lkaM0I0IduK1Z2JTB/H4oDsBzogtmv0CWIvbM91iuEK9Qz4LERT+0c6uI9CsnXlVMSvri/gLKVKdC9lPjxWgrr1eLN+Qq84xA4jpKMlSByo6rXglHwaWZEIkEMZJNyxMLHkt3+d1JihXjgqhGdSoVECF1qi5YW7io3c0NKOPipy/GBchjsVHpiuckAnNIUSv4d/BWwOLX4/BwrwDe6Ufb30cGoZE2bY4M32kbb3eE9UFfh4cD0M32RTva8J2f77DwGW20LSB9lUg9ZMUd1JuV0zq+/TeOwJzTPQrA3KYqDzrJKx4ILkAWKw5cd8RtfJfKIgkoU1SeRRJryskyWCQsfFhVgDIxPqT0cGGSOkPuohZRNxIPfambc2KQZOR8pKigGMTOV4G7hyC7qOPCZarj2hTIH/MuSogk43qKUAhhQ15YcHVc5SFeSMqGgwWgTIEGXKa0YVzEueZdmhI66Bmsxg0zw7gYP7mtRc+YKxeyyZ+tgEOiwJPT9H/ajf8LmBFu2C8QrzReTFpRUyBLaRUoT53yakvmLWDxa66WzPLBVmPXYrywaBEQUVA2stfG2cF64r7rve0dyGUbEf1I1XtG2EStW3N7ErNc/VyircyGAUauAqk/S71Np3mBgTKbhYpAVKMQhm/KKBkJUQ2ym28WiD0T/8yOizKDkMtQCDNhk2xf6DSjFR6Vv3RThgAIGzRc0dvLwQaKDSNejvj61GcgAnNOt8CBGZZkH10IFfwAWbeUapYEF5NaEZbaQOwRtSddSC3fkLqoDsoAIPHCFfdZfinVgqhOtCTJXQS8aQcoV0y2OCaWS61aqPp7vmfxJsanAhLsgBEUQEBieVhIs9ZNb1WfgqkZxkUhhI1q7QdhC489olyVSt/gHy+LyQIKNLiwBaB8Uvg8e4309bKBsluN3QiYuR/j+4oU3GfCDab+xaYM7WG8JXrPLC7rhDCeN0B51RMm1ME9CwCfKfiPxYuN/IM72SUtua9s9HiWuP9qdVuKFZufNs/SPpKBeOXPJc8mebBz7LnVcfUQmX2OVSEC4M0KLhkaNoj6LKG5vY9tyuwZ53miNOS8SxJL2ePYVKdSC56Nx4b/fpYiMJt734h1uoExnsGn/jeWcgTlnOCgExtHYM5pcg2YsYax/pbfbVaE/eMCSFWowWJDLFhI3SmD1dyXKijwmLkJDfyUxHN3sDA1TaJJZFO+gXKqOhHMSXIfdfGDXFSrMnvBFepAurdIwWBTdbJx1RcHhSisGwMLwYKHVZy2uhC2YCzeDlf4ykcSC47zblomQmwqBfB6jdULbFwG8Ahb4DoDUNTS60YWM65E3LYUnMBSxopkYUU9a+F1qQ0LKUOHKpEnWJGmngWJi7kB/LgfuPgXD7J8U+4ZQLpKMvMvT+aZtri5ERDhnulz0qDuZXUTe1+4xYljY5XRhnGRYgWRSJnA5uYm9rwOEhfPpedQv59S9QrjkmV3hL4UOFrCc7XohuQZ4bwzBmhKVCCqWeWj8ncTYRO3vCMw57TaxMY77wxEYM7p3jswnxcWXCxHFiwWShisWcACJIm3nhxKsOmi1hzciqqHS41VW5QBQhis5C6yQJImQb6husJdqMFitwrK5r4k3SVtKQF+k/uHkoHK+DVmLVYXlpK7HCf0De7ryqlJrFNLBr4a4oAK3MYeVqlFyvyZW7UGUL4qXJsBvMo2ujVIO6zuNW+GOr5cI+MCeIiLUolJaxHv4K5sWNlIX6p6llnKKHHl35ZiQ4f6uVL2dtiwAJLURF77bmDEMn/MDRuc+VcaS9sAXqtA3RTmzO/H1MNFSl5P7hnPHEpcbBJ8I8U8L7w2lfeMGEmJkrEUlLUv4tjHWry4NsSBCTsQxyYNK3vP9goiKWzE9P6HOLaKhaQBHgGRshFhk6hu7oaQt8wc+TX6xiwCc06rTWy8885ABOac7n0amA8LWskeU4YpCfj4YquaxeR6YpEEq4XKLsFSSlvKd9kCb5YGsTtNk8AVSo1VA2Xq+GpfTcHdSd4ocUQF+J7qflRylqaoUDnG0lTUUjKrG1AmDlgx0Vzhljqj7kukFrGorV4rcXOsLo8pEjvMbjwMbOecI1JJGg4pPbjoAWVqAh9hljnjOkAElSoIc+gqdwtgPk4yCIwQb9d7u0YyHuPV+wFZ6tBAAmxJuYmpApWHPrGLfljsWdmwhC9gVpdIZsV/2lZugjtQ9GxS5pFnDiBV7oF7VKjre4mVEDSARwubdJqsmxsL/vBAzuNeMXYAXlnTJ7YBeJl/RUpZitjzOlOpcoUwmL1HBBKg52O3NkhmwyzNidWNqW7K+gbCEmOIwJzTahMb77wzEIE5p3vfDpg3zgu6s4twXzqhBqLXecF9zcLHYgsJKluUwCwlWKq4nFXlB+sWQYEZurhmPE2CRZ4cVLWUjZjBYktRgrSbGJcz+ayAsro4AeU5NtjmbgAAIABJREFU5lZPQECoYAQoY5UDuFp44fmU+xIgPdDIbEhAWiwMkYsFVyRWN5uFufQ1KQA87FuIQaWvmWwj12hCGsRgNR/2OlU56hbAnJbkpArUqqeCUAdAxMFmhPJ6WbJUQ6i2RFzWPRe8cz9cQIS5JiZMX0q8Sz0nxIu99jLPFGpjGsd20Q8qXZ0VhE34npeWEHw8qTCk4+qvjHsFWX9OECOhMIKPCwue55c4Ns8u7Qi/EBOHze9WN9dImAOCl6ZYUelqjgipOjy3nA+vEX1xTdR3jsCc02oTG++8MxCBOad778B8bkiRAoiwIrOWct8ge6jkHLOmHJSnHmGLVbAiM1ikXpEHCwhQJqaIO1KtLhSWzjKRCawupPcA5af+W8xh+eDgsgTcsZTpCyB1iT5SohSUjTTGYsu5Vz9n1q1ZyqrW9KABPJsFAGVOW6IXmwb6YrPAuAECJfq8mIqbmhtXGeZFam2p6AXs3u5gMSswXxWAtOSVkIriYASbGRJfVicb0Y8lamGH54RcX0hckPjwNliMl01SMUIdlj5Hf5P2kQxiJE7ioq1ucvDOpCxX5R5MtL4ImSAg8lKwVNULYix9OBE6LuMeQFQjNMHzq4DbK4Rf1o2xDRegzLicxJeEX3QjSA61AjyVjxYKVnbYoKZIjxTCcNWpCMw5rTax8c47AxGYc7r3Dsy4ZfeSDIIPLLJqHSDHeFGKMW21a7E01OVsFhALN6UAAVm3NEiJIdGfxVaJMgbKFTC5zbrFleigzPk4SGPKsq8tpoylDChrDnXIeVb2rUsouqWsaUyH2yaAhRuiFxKKKUuZNCrY1zouIw2pHGMK4BWUXwjg5OPCmnJQ1vNVag4vusDdBpjnXx48BACpx1LZCC29XURFP8xb0lCqxK6sF4Q5gnuwdnSIyyqwNQix6Aw57Q7w2tetiReEeYRctuTvSR465yWWq2EOI4RhpZeNCHFsvx9KVLtZBUiyXhDc54v/nmwqOS9ubkRSCE3ouOoCuYxqWimLWgVESK9xi5q85cWDUvF1lKX+EvrC2q6Okpw5LTOx8U4/AxGYc3oEDJhVVB4XsYEt7j+N3QJYtWZFVgehDgdlFj4F5YctdgvgYmnMD+lVWKK04XBXolukSvQy97UvkICcAzxWq8aUzX3Nos6izIJMX0j9aRzY3KVFz6asbmrqkqds2roAgFrKsw2U90ysKeLmWLzpmLJa3UeGhZuxk9eLxUh8WjcVzSEeOvOEcJ7uYDEDoBCl8IL4/UDSkopS2eIVwXJVqUWtAmUbm+nHiJS+nkqxagoFJ5gft255nijzSFqShh1gQ69VmcsQLzZXsRKvhgdSGSDJ87J+rAm6pEIYEMJqAVJnfBcJbOugGmV8BzZTZfRVEzaMPMfrPlD3s24+2QTgeVnwt8DM176satbS260Yg/U19TATXKm255Iyg1ErO6elJjbeqWcgAnNOt9+B+exkQSaORj4oLGcFUou3op6llWNYrFLiIQ1GqGJhy+apeqzQxEOyrnDPU34miWHSF0DaBpTNXeopMbRR8RBimOQpW6qW5im/aBa8pU45KGu9VmNfe0zZXfQABpKTaYD3PFWUg/R8ll5DTNmtboAZMhCFHth4dBdWNopJXDPeDdsAaWlGzeP1ua6WTMG9ZkXaM6CVm56xuKylMlHSbwaSluZ5gatAmUf4Cwp+RgqEXMbzxPk49+T9g9Ic9wFQZq7xlsw+K7G6eQYghFVT6QpQNrIf9X81Lc5d0/sYUW2Tkf2sgIJmBqSeTUIrtSiEpbw45OOrGImNa8KeodQgz5Na3Y1BXxzvUnRl57TaxMY77wxEYM7p3rcDZo0VnqYxtLBYEW+tEVGGLkQZs4BZUBGP0JQos1qIO2Il0YcBqcYds0IkDsrPKhBrXyzKWfEQL3TfZOIRKI25leTiIRRRtxgm46LYAOpifj7UwbIkJVvcsfg0Vpgal5aEy08sYNyl9OXpNfRHXjfXqIQnrhEyUF4gFmEBMhfdTvnL4sUQ9KpmJBYpbG2U2LJkKTwJ/gwYkAKmFDRARhVQ9nsC+NGXb6bwXlCdymU7eQbwllAe0GPPzHV9UTu1ORMjoTSj90W6FnFsiId+Pu4JfWWJamGTJ+TjuwXPveMZQALULXjaMy59nkwkRQVX/m2VriyNbKN5hAitRGDOabWJjXfeGYjAnNO9T8WYARvEQ9S1a1YSC6VKY6bAj0UQ0g1kK48nIrPpik4skAAqGtNp8RCqCREHnoCOsrkIcRND9FICD0QvFL1WBPDzRVTd1+fb4m45z+gbQ1RLi4dgcTmr1i2umqUJ0QtrkGtkMVVL2QAeS0jFQw436w1XOKIm99nibmIVsH2x4BmXW3ndCphTrmnIUoAf9xfwo6LUlEPtvuHh2FsyS/4Z7httADcERFQ9K5WrPuMEExDBIjXX9Jphba1b5rq96AdhA0iI/gzwDpBS6aoVgh7hifqQ9zz5wMSixluClrpqJJu3hNgxRTW498p36B3ynnXDmNrkEcfGW5K+twibZD0vPJsFoUAHzzdjisCc02oTG++8MxCBOad778B8rlodQvk7tSCaQ56n61UrkJrMIqCcFg9R1+75YeHTdlg2pxsoG4EHopfXt6UNix9A6uxrXWgbNY+6TaoLwEesWxdRczfiviZPWUHZAF5TXR4OYwYAsLg8T9kXdyx5VQfDerNcXPoClBV0LM7pRC/SZhTgGy01KK00xXl7dS+Lmfsy5TCRNcPNk2Dgl63cxIYkyHZmFlwd9M+ZH4AZeUwtTGJcAPqafrQKs2g4hDYe46UQhT8DAKnGnnEnWyoboLr4H4krHOs7KyBCdSrjDKyfYDFxs255VlAbq12RWPoax77DQNkIhvQFIUy5E7jV6yWjpS8hhNHX7sFdv+g6kbri8AwwNgRXiD0Te1fwRk42amXntNzExjvtDERgzunWOzCb8lfNorAoszjCvqaCC4soC5ZayoNTKVEUfkjlKdOGRRTtY7e4sIBZHDWX1VSYaKegfLfVt7WUKLVITa+YcyooX5jkFrM4YsGTNqOuS0uJQiKS+HRaHUy1r2FyYyWFvjQlStN5PCUKUKa2sIuH9NIc2VAog7i5EdBwX8+/zFz0CKT0CS57rCuApbuQv9iQUNghC1i1oYauxngtfs+1E+NVQphtgJh3qgvpPbFQh8aen7XKTSb6UTFBgSwb6uD+IvpB/J/nBMDFUvY4tj93EMJWPx9SphTg64OACDFeNkeAJORAqkBtoKiGhR1UQOT+4DJXIEWM5IhwjV5UA68A7H6ETfT55VnpG/pKV7pqWKta3VmOhVrePSIw57TWxMY78wxEYM7p7qeB+bCQu6m5xZYS5SxtrRJFcYNKS4kyMo0rerkFgfsawQ9daDNJnjIATxsOdRPfG4CUhZbFEVBWTW6PKfcxRa9JYaFl0ebcuMJdrIKF2/OUAX9N1WoJecrkT/uijaWsVjeFEqwesFvdAIiOC/GQQ0JKlIqauBDJnCB8oUSmUJtXc7HLhod87+6SLkX6EAQt4qzcE8BNRT8uTKxN5hOPgwuI0I55R5IVjwNgxVx6vBjwy97fWYGpr/MYXObKrq/0kpnkF1eGKlAK8GwGjRCGjKo+d4yrJWwGVfTDQwp2fz2OzTlpz2ZQy4Hy3Nn9daa+XmNLUjUNUKYNG7k5F4RKY8wB7VpqTHDFKp0pKLNRia7snJaa2HinnoEIzDnd/hQwA0wVE8LiqEBq7lpieKoxDTmLeGt9WBwB0mxKlJeBBPzS4iFIdloKDgstil4Qqjz1iLaINagQiaUxuXgIloyzwgEAXOEqjWmWsrqvHzGA95SovED00nGZ21UVvdgsuMzmhiBEki264OIhD1h5Sot1My7KAGo80Sxl+lo/TvNnM6ijdSdgRpKTOWJTBbN6IUIdXlEKJa6zRbJ56C0m1IHoh6WW6aaL+4uACHrkWK4wq130w13AIV6cUZU1yy8mNALxSvsyZjXeCA91qPsa9be5dn9NjMTJihp75rkzGVX6mkpM3Cx49dCwGcQ1bWRFhE3UE2IxcfriGrm/7jVo3iQZwibeF9c4uX/YZLCpi67snFab2HjnnYEIzDndewdmYsz7ByvQWc66CBkoQ85Si7Q5pLDMvTAs2m49qEhHqogELmfV0U5byqREpQQ/sJQRItHFMUlhCfWUqRJlMWW1lFM5zwA87OtC5BMBALNuEQ+BfZ1OiVJGsAE81g+pOOQpu4ter3H/INlJPFEtKazFGYERnLW6+5hqGZWw6jXG3q2AWZW/0MquU/BSVTPNHd89gJtWbvrQtLSJy24SKRupVZiynhAYzEq8IgyAmxuW9koT/UBoxtKPiD07kPJMAYIUCdEiEYkVLEtuSsIT3GM4A4sHplzTPVQJTKtT0Ydat/Q1zPoyLgMAT9UsxqL3l3jxKsksujYlWtPLBERGhTnwjQB9eaiD8TMn+TdpfrSyzyMw62pDccXt8chpKYyNO3UGIjDnNL0GzCow0je1UIU4cAbwS0sewr72XFC3RhD8yOY8I0KBDjH6yBSksIUWyxKrGzc5FouC8jxTB/NCGea+1pijsa8B+DaKXsaYXvWUpda4pTw7AWWA292MWiXKLWVY4QiRuAVPX17nucw2As0hfonWstcfVquM+tMuttKqc6Kud37fHWLMADNCGw1rJEOBDghOzCNghIDImmGhoId6TKi2NCmAMnOjLuC+IotubEu8gqegZCnPVSaGf4jI2ncSTwiAiujHrFPCPdN711tEK0oVGcA3B0+GCojsm3AesIIREGGToONqDCxt0rXUy4HHZI9wXRDCPLyila5uSRXCMIWw0tdEyBwAYvDkMK4ZA5JnmA3fwmtCuAfeQd5p0WJmu07koDUj9S0Zqd1OjrqWjI6JscWKzDkBQqc1jsCc09Q6MKcFRtLiIS5nGYrJq5XAoqfWj+sjI7NpLGfyXZ19TXxardu0pWzuTYRIsLpZ2A1IVfsaEQpAm4VWxUNeCmIPAK32tbeS0jS3mjaAPHWTXZNbx4Wr9MSQo6rjShW5d0uZTQUWHopeyr4G4F08BFD2lB8sqeOt/rSl/DRXq2tfRSiw3LsDMGuM+RKRbJlH7h2bswNFVr+YgDLzXbM4FHDge53vniLzLxOpNuIg1i055gjSeGoc7QDSkqFt84sV4M4I8+33Dj4A1q26nK0K1MpHgkdH25ggTfEQA2XuHSSuGaHilz8rujk7w9TGzIJvqtL8+zZiJHAeyH1vqbGNQEvYnM06LTyfnJPnlPg6pEK8Crjno/KXrjRVTa3ywsoaOX1qufxlYpn8ZdKnfEwskxMmlck9S6qkqrFFNw45LYnbWeNMJiOtra3C+478isCc091rB8wstqQhESfEhZwFv4WaR5oIR5iiV1Y8xBZjQFkLCNiijaWs2tcen7Z819lsBBJlqERm00HZxEOyRCC3lKlwRHk/Yt2kVyEeYkQvA3itXpWWkcwSvbykJMzbPQMok6OrALA5UO4dXKUqaAFrOJCKMtkUMtKluks95mOCdemgBhhNonLTQ8nGRXOVCxPr1gBLXEBE0+wAyXqR4hfbWqS4k1c9EeLSGnoIKnHC5szPybMHo5+NloYx2JxVm4DIfmGjwDnpC++LxoENcIkXa455Sud9+nEGykbiat4gmfbkQcqG8qyzkWBcnBevkFa6SvU183iRDTPtuTNFsmgx60qzeGOjHDexTHYZukI+M7RAPjt0hf7N/38aB2P4/4cUyB/eWS2MrXkHB7TGxkapra2V5ubmHRqcIzB3CJjPCVYLQEi5xax4SL0SbiDFZK1I3IMsoJBkdAG16j/OgmWB5cBCKrjXXOGWErUpP4nd0garde6FIrBzlZwFwJOn/GpKPARy1kEmHkJMOaXoRUEKTYnCqulrpQLzzOpmXFWWEpUSD1Ht6/uD25K+sPKx3LyEoY6LlKgTk7KDgHfjesmw8cjWjLaUru5gMSPJiUtaOQNYpPtIZultSeiB66fgRDZtDIuautqnqMu3Ta7y2rf13uszgNeEzdmyO414BR8A13SxyMJrEksZDwUCIpAP9TngvhDHfjspB+reF/qCDOibRtzUxJ4Zj2/OZhwXct91sxAAPlNKXe0UUY14MXFsTZ1yT06+hPi6hVfYNJBitY5nnU0j2QEbwmaB2HOMMcvCDY1y1IQ18uXXVki/0cVyxNg1cuSneOz7fol87bWV8ru3i2TBhoYdGpgB41GjRsl1110n06ZNy4JzU1OTlJWVyerVqxW0sai391cE5pzuUIr8hUQiCkwuHgLoZpnJCTkrgDILqNdTJk/5SXM5u3jIAQGUyXH1mB0Veeacn4rZIR5yUVvxEBZJrK20eEgbULaFvXpxqp4ysURPmQHgLT4NwGs9ZfKnGRcpMwcFopeTxrgGBFKohOUuet61uIVLUuJOLQ+gDDsXq42DPsnF7W7AjMcD0Q8Aj3unQFokVGDSzY9eey8T/XgzzLeSpRpU5UvrarO50fzxPfV3QfQD6xbiVbGSsfSe+TxSualsZMpybQg51CpGYqlMuJyzAiLWF8/X0tv0PrhbPTPt6BDH5jlg/AD82tHB/e73jupixMTTAA8hjJh4ljwIuexIrWyVBWXc2GvfkcwMpGd5TqLAiAPzrm8UyimT1srVeevl2ryKT+04e0q5/OCtQtltBwdmXNf19fUyaNAg+epXvypPP/20YD3zOaB8zTXXyNFHHy3jx49XwM5p2f8UGkdgzmnSU8AMaJGOwkKMm7BqWrAisylRFlNWS7kxWMue86zpJBYHntw/SXMB3AE/cmJVrtHSb3Ahzr24bUlJr6dMAQF1b0LKOSy4LbPiIQ2hGEI6zYWFFKu7jXjIhqB9nY0pG/FoBUIksIY9JQpQvtRi3ZYSpZWwqCvs9afXBReoplcZmY38WLSicYl3G2AO1btIXUs0pAHS1Xo/22yWKKe4+oXAcud5A7AqxptOtj0HuPkXXGXPFEDaHLwny+8JQOrW7bSjdDOWtVx5XiCXzTwpeF50AwTx6mrJZItqtARG/or7A0vbNwKAMrFnldHENW1EtbwzLXSCqle/QAjLVrpiXKWSoa9s8Qp79jSOTXU1Y48jkuI51JwzAnPWYv7WG4Vy6qS1CsjXz66QT+s4Z2r3AuYbb7xRvvSlL8lTTz0lDQ0NCswlJSVy7rnnyr777ivvvvtu1pJuaWmR5cuXy8iRI2Xjxo3bles7AnOHgBnlr8OMMEWe8nRjTPc19yaL0JmBfQ3YYolkQdlTonYP8T8vkaiWslmkafGQcb3MfT0lLNa0c0GIbElJCGgHBFB2tzquS02Jusysbiu4kJXstJxYLGWsboRI1EJy8RBA2VOiQl+ap8wmAGsaC2jOOSaQ4jrR1ZLRtK+UpYw1n3+L5ryqWEp3AWav3kVMnbnmvkCMg3ilgGVkPlzThY8aKJvoR+VUK+7hxEDy2s8P90ufFwlAWgiJa78w3+rBODiU59R7zCkpFDLLKkqZ94VQBfe4KiVG0rxRMl5RSu8xz8tBgcTlZD59XuaasIlZ3dxrlMu8EAaWPn0VPRXc79nn5WCLiSOoY14DRHA09sw1kkYWlb9YatxijsCc08L7sY3dYt4cMNfV1cmkSZNk2LBhsmbNmiw5DOC+9dZbZZ999pGCggL9/GNP1EUNIjDnNNFuMRswU1KxEkv5r+3EQ843UDYRB1yAWclOs5A0JepBi0tikbp4CEIkLh5CPWUKUsxMcmK1r6fapjFBPKJCkOdPa18zE/Y1iyILNn2RxuTWbXOVpVcdZtaWi4cYKKsF35RKiYJ97eIhF4QYp6ffwOCF6JVO+wLsIbNRc5oYKdfcHYCZesxoSCPqwlxrLDUt+mEsbSfNadqbsaE3zlUJy0D6o12vEHtWD4Y9L1iwpKplRV2IY+9r4Q6TPwVIKfPoee16j03itWJ88OIAkrDiVz9vCnDmMoc9TtGRrLZ1kxK/gpfGwjA8L5QzXT/B0rWsqEbxy0leO88CGwclLPq4LCOBohouuAKAR4tZV5ruCMyAInFcgA4rlAMC1tq1a9WNjIvZX94WsCwvLxesWaxVdzvzvb/4O92+oqJC48Tr1q0Tfp8meNGO82wOmGm3adMm/Q3j5P95Ly4uViu6b9++smjRIm1DH4yFdw6upf2LcxGn9naba9P+N7n+fwTmnGYsBczkmKJyBNGLBUgXn15Wmzm1YGORKCibFckCClNWBT/KjZyFeAiLLG5iSiSGBVsLUmhlp/biIag0eUoUfT2e5CljRVXNMlB2Uo4xeGHKAspqdQPKLP6u7w3xqL+WrFT3NW0AZrwB5G0rKxyAN/EQlRL1+DQpUVaXV8ce+sq4N6BxXSAJdRtgJo/5CmM6m9sW2VGN8Zr7fvweIvm3WlyWWH+r1t/Wyk3wE9yKxPPiJC4F0hoTEKFIhFvBfUSW3GyFMEwghspNi643Vr8BPDnU5e/axssY3xQd0frRgDIsbUQ/blE1NrW4NY69KmycePb0Oe4RyHzkUMPA1mehMYik6GbBxkWIgmvUdC27RvgFiJF47Flj5/3Ccx1d2d3OYgakAD1iuv/85z8VbBcvXiyXX365HHTQQXL88cfLO++8o6ssYAZ4f/DBB3LBBRfIgQceKPvvv7+cdNJJ8uyzzyqQp4lZ/L1hwwYZMWKEXHHFFXLEEUcokPK7Cy+8UCZOnNgG0D8KmAH0hx9+WAYOHChz5szRTQOx5jPPPFO+8pWvyK677irHHHOMnHHGGTrul156Sf7xj38oiYz4NNeYfjEuQP2WW26Ra6+9Vq85/f22+DsCc06z6MB8TrBqsQg1t9iY1Soe4tKYyB1Wp4he5gJW1+YjtmCbeIimnKAOZopPlG7EHUkeKDFEt8hUPCQlnQjAFz1jTFlLidowR/NktS8DePKppZqcZ7PIcF9nhUgAeNKr9koRvSwHGZeri6nQF9ead2qwFImTGsBnVj5oZDaTh4StjpSoi600Vkhm4bXdx2J25S82ORzrx6sSls6jzTkArPFmLFs2S0q8otqSl/GkOtXBocwjc0k7+lr3fiBeMdeAJBshNgHErumHOa9bLRlyqInb6/lg9R8QhE3wYNAG9nz5e6GAiIYfrODEwqu0HGOWpQ2QLvl7IpLCswCzuuRVI5fZ+BEQcZa2Pgt7KADLpmWWbdAqGe7zkpuSzQLjpy9CGeR+R2DulsBcWVkpF198sfTq1Uuef/552WOPPeRHP/qRYImecMIJCsQO4A8++KD85je/ke9///tyyCGHyFFHHSW//e1v5ac//alcf/31akE7EGKRjh49Wnr06CE/+9nPZL/99lOgp3/AlN99+OGHatXym48CZkD09NNPlz59+sjbb78tWNx33XWX7LXXXvL5z39evva1r8mf//xn3UicfPLJMnToUDn77LN1jLC8sa59TMAF43rttdfkD3/4g5xyyilSXY1m/rZ9RWDOaT4NmDWv2CwjtTDMhYiilwIphLA6EWJxWhjAXJuaU/qgVZwi5YS0Guopn5tYwMSUcTlrfqrnKZOf+nIqJQqrG6GHpxIlJwhaiFa41a3jMvGQ2uU2rpQQiRLQbFwqHvKApURZfiopUTquVFoNua6an2r6yVnxEOpPGygrW/2uVFoNsqRztd50t4kxOzBjTZITPON48yjgsu0diHqbKM1o8wQnAAER0qrUUsYFvI9I6RuJm9hIf0KdbgVbs4KJ4yuZz/uqUK+GPlc+57jMqSgFGPtGgE0VVaAc4AFn0vZqCwKZj3hxU6VkqE4FwOvzYl4Tnist0AHGW866XqN5aZRfYM8o/XBO5mL54MR9zdiItZOPXTlZyJePwNz9YswAFsB8zjnnyLe+9S35yU9+olbwggULpKqqSkELIMPKBBR//etfy5/+9CeZOnWqfk+bGTNmyLHHHivf/va35eWXX1aApV9czkVFRfLKK6+oq5m2uL2xYrFUd9llF7VyneT1UcC8atUqBfQ//vGPMnz4cHVpY+UTd2bMvXv3lnnz5ul4ampq9PyPP/64AjNWNW7ztCW/fv16ueqqq+QHP/iBksw477Z+RWDOaUY3A8y4eBGN0IIFHm+sCpYy7jwWKBY98pQ1FofMplm3uCO1TKBbR5an7CIdWMoseFlQNiDF5Yz6krJprS8F5bR4iI0LgNf8VCx42NdDk9xi3IzELlc8IKLiIdYXrHBStViAacPiTq4rMXXtK5SUzKyiUtJBCZC0AWVj+aL6pJKde6gl1T1izLiyrwzFK3yT5pYrileQ7nSDZoBVMiSxbgFm5QQ8nng6AHDuH2QpDRmYpUwaGqVF1VIGSKsUgFEY0/vCOQFlhE30/nkce35g9aulzGbBtK31WfBN1cZA1KMv3whw/yiEASgrwHtFKVN341mgL/KxqU6l44KMiKzs00naHs+7ek1QiisPG7MoMKIrTXeLMTswY2F+9rOflX79+glACBh7vBlQA1DPP/98BcI33nhDXdoALwdtn3vuOQV1+oGgxW/pm3dv5/3RHpc0oIornFg259haYOb39MmG4Hvf+56OedmyZWoZ0w9Hfn6+Wui//OUvZe7cudreoWLmzJnSv39/9QgA6FjU2/rVIWD2CWNAXCTvXCift3+lJ9YnmHc+ZwK25kXbCRMmqPuCCWHHtLW/3Zr+t76NAzMCI71D3AxQzoqHNAU2LTFlzS128RDLU1bXrqVEuY62Cj30DDm+8y42QhGWjy3Euqij5GQuZ2LbsHwbUvFp8pQpSOExQlziChDElJ1QVClS8kqIKat1ZO5PUqIaUS3Dyodhbqlafj7AGRekWsq4uBEPIU8ZfW9yns2K4no1r7sqtMEtC2M4W1WrG+UxU0AC0Myyjg1IVUBkjM05ZKnaEJfNsuexlPcVQZQmawUHr4lQfcvnknf68tizbtCqQ8GJNmlo+6i+trLBdbNHpat8ySy+MQmL8Hy10qq9AAAgAElEQVTNGGBkRA+LVImUvBZizwq2AeBVQAS9dc7HxgKBG40XW3UqxoXXpPx9c18HMRIVuEm7uTX2fHMIZdBPlOTMLjHdGZhxC99///0Kuun12YGOdKWf//znmktMmhJMaD+GDBmiruE999xTU5gcT/gt+IK7GADGLb1ixQoZN26cWqxsBPiMdlsLzPQHpsyaNUutYs7ZnpUNee22226Tr3/963LHHXfoNYFv/JZULDwDuN6xntPXmr3Rn/CPDgEzE7By5UqdYFwDBPdnz56tQfU0OHPxXPC0adNkypQp2QM3xvz583UXtTXj3+6AeQ7AjKLXmZYP7OIha0K93cmeemSWMjKGLMRKoiG3mFSSC8JCDEgivKGgbClRCsrUU342sbSwvIlJAspYIbQBJCli4TKb9AWQIkRCugzg6It61lJ28ZBDrHqV9aVEr5kpecVUPWVNvcHSMvEQVMuy4iFG9CKmjEVOG1UHA5QvT7lSuxEwK5kqHcroETTCy0aE0ILeZ+LFHxiz2uacIh6oZ6mb28hSDaX6WXZT5eC31is3WZEIRD+0SIQRr9h8Ec+tSxevKNKKVVkyIs8DoAyJSy14I6qp6MdfEm8Onp1F17clqhFiITas7ncTiCEfG2ETNntcI94c+pp5YrC69fnrK5lFN1iBDguL4FYnzzrGmLttjBlX9je/+U11V7Nep3EAkIVstfvuu8uXv/xlOfTQQ5Vshfvaj7333luFQXbbbTe1UAFAAI948JgxY+Shhx5S9zVWN3FriGVsBDoLmB242UgQK3crns3BZZddJj/+8Y/lzTffVKBOX+vW4NnWtMkJmJkodggEvs877zw5/PDDNYCPFQtj7tFHH9WJZKAc+OthrsGi43sC/Rww4FBigaK+Na/tD5gp+7hfskgBalQHIl3ILRrcg7RxUNbUI8RDXIjEa+T2TUBZY4RUY7J6yuomNqt76qEBlFXww9zEuLw951ndmoiHXPTf4iHkKTubloV/yqEh51mtNhcPmRHSvvAEsAlQgCclalISB1WZTQNl+mEhxhrERd+I7CNkNrO6taQkZDbLYcVy6y5a2W0kOXsFxavil2xjwhyYEpcClnkUSIGj2tJGtK3NcsWDsvxuI0vZfYZZraIfeDHsPiMg4hWlmHPvS93c7sVYmxScoA33BzGSklcSvXSeL4hqGj4xTgDSrNSWhsTF/eOgolTBf4I7mmeBZwtQLqEQBgIiljq1flzoS0MebAr3UA+JCq7wvDP+ulUiy+4O8eYIzN0amIm5YsmCE2mwApgR9gB0cR3Dfr7ooovaHLC0AV3Y0IWFhQp4paWlctNNNykxC6v2xBNPVDY3jG/wB0Z1ZwEz48f9DmkMohk50FjRGJi4z9lcLFy4sM11bg2WbW2bnIAZgIQKf+mll8pZZ50lTzzxhKqmQC+HnfarX/1KYwW+Y2K3w2TCpmPHQ3sOXAFY2uxCtua1/QFzSmCERYo8VQVlFw/x4gHkKXONZvW4m9hdzi4ekrZIkfjEFa5uYlsUYdyqpbzO6jy3hNxmVeEykQoAFUUv8oQBR7VorJ4ycUQWawVSLOWHEwuehVhjyqREGdiy0Kqi18SUdVSd5Cl7X9SiXum52MbezebWelGDkHqjqUTdpbpUFpjNI0K8H9lSXgBSpaeY+Xwi+nGhZMhH53nh3kC8UiWuvZN4sYp+ULwCoQ4jVZGulneWWbdsctKiH1iu8BAQdnk8hE/03uyuGzHivmiW6/kASe6NE/rYMHGf8dQodyAlkuL56LShP/gRsP819mxubtVLvzh5ZlRw5QLry70r60VWPmqMfchnUZKzu7qyUdaCiU0K0+aAGaIVrG2Y0cRzAb3NHRhzADkWM1hBHBmjDnY07m+IZpCxli5dqlYrgN0Zrmz+KTMO4uHf+c53dBNB7Bzj83e/+53861//UiM1/KPf9v/NCZjZReDrh3GHi5odBDFmXNv46xkwN4gJ5+YwYVjI7HCYUNhzHB6XBnC35rXdAjNkmqylbLnFxOyyKVG4iVPiISpEkhIPISWK9CZ3OWeFSFI1kOmLhZ/v3IKCeAMo487EmnEgdVAGbBH8UBWulHgIC7+CcmkAEAWRKZYSlRYPOd8sZavdS1/kKU+BKGQiFVjKgDLqYJwPKxAhEVz0ntet4zpXZM3w4NbuLvWY1ZWNa76fiKaFcZ+NVIUXY95lyb3BUzCLFDMY+55DXmkFPjz1zdjQiH5kPSJWuam9Lvnss03YxRjYpEetfs4IfUYOZCMHoQ83uY+rdrl5RDxPvmfgIaQ9IljDEA2n2LicqJbdfHGNxLGXaApXyFVms0BWwunt4tiVWgIzpFjZuCIwd1uLeUvADBYAqgcffLD88Ic/VKwA9BzAwZX0wedgCjnQpFVhyPH/4ADfAdpYrtvCYsbK31yMGVzifBiPBxxwgPTs2VNd17jssdJJ4wLLOuuVEzB/1CCYVKjs5ILh/8dS5qIAby4K9wSA7hNL+1xe/G57In+1zjlPWqceJq2V06S18DFpnXKItIztEY6Je4XPGsqlNcOD1CStG+dJ67y/Ssv4PUKbcb2kde6F0rpxYfg+0yqtTVXSuuqZ0Ne4XqHdhL2kddVT4TvatLZIa1WetM67TFon7Jn0Nes0ad0wR1pb6qUVVZqmDdJa9Ky0Tj1CWsb21HatE/eV1hUPSWt9WWjDuCpnSOvsc6RlXB/rq4+05p0hrRWTpbW1UVo5Z3ONtK54UFomHWB99ZSWSf2lteB+aW2AhNccrrN6obTOPrvtNc4+W1rXj5fWuhJpXXS9tEIQy0pF5vIEbCdtAbl1YyQz/eiQFrUUARFY9mbdEjtW0Q8nS5ETfLjI+rFGCMParJdM6asm+oFFDcD3lUz+Pw2UzdrcVBByv12ogw0RxSsgXqVzlde8FeL9bNCwbokJI/qBC9mtbrStNeSREsKhbnb5aAtTMK4mExAxwRn6QqMdQp/nUGdaJNOwRjKLb0gV6LD4evkHSV+kCpaNTPKePZwRgXmnBGbWe9KTSDGCTEUYE+MNgGVt5wCoHaz5f4w+jDqscDyy/j3vYA19feYzn/lEruwlS5Zo+haxbzhPPp70hgHwfeSRR3SDAGOcVC82IaRxMc7Oen1iYGbSuRCYclzgJZdckt3dcOHsRv7zn/+o2Y+bggnnYv3it+bCmIDtBZgBmebZ50vDpIOlfsH1Uj9hf6kf21fqx/SW+gn9pb7gEWmoWysNzc3S0NIsDdVLpX72hVI/bq/QhrazL5SGDYukoblRGlpQw9ko9atelPrJh0n92D2kfmwfqR+/j9QXPicNjdXS0NIiDc1N0rBhodTPuzL0pe32kPoZp0jDRvpqCOdrrJH6VS9I/ZQjw7joa1w/aVj+oDTUV9q4WqShYobU551vffUJ551xsjRUzJSGpvowrsaNUr/iUamfdEgyLq532b/DNeq4mqVh42Kpn3WWnkfHzjXOPEMayidIQ1OdNNRXSMOCG6RpYn9prZohGXXnbs2d387aZIH52ODqVy+GASngtfTWtnnrpEWt+yCxlAGscio3nRBcwOrt6B0ERDTenxSvyCz5Z0qMBOLfIaoIpvnxzB9jQUAEeVDc2/QFwCMgUlcYLFuAGQa9srStIArtiD2vedMERMw1XTHRAN7c7xASIXG1ycfeKMK4XAiH86JcVjbc8ukN4MlbRlBEvSteXSwWseBp3hld2Vw3631eXp7iAeAMuEEKxohDlpPY9O23365EYscIWNFf+MIXFKBpC/GKFCdCqbCisZg76spmPHhxMRypRnX11VdrmhcZP0iFAtJgG9hD6hSiKMSaOS8iKWBYrgZmLqvZJwZmLhCfPzFk1FsghvEZF8RkotKCGwBmGwousOm4AcSqN+cKYEKwrtPxB3ZIkAe4obD3cIsg1eZtaM/N5Lyd+cpIRupr18rwKQ/J30feIzcOv1MGDr8jOT4YKgNnLZNB89bJoHkVMmhuuQwcO0wGjrg7aTPqARk4dYYMmlsW2tBu+gIZ+M4jMnDEXUm7D4bIoNmrZdC89aHd7GIZOO4dGTjy3qTNiMEycGqeDJq71vpaLwOnz5eB7z4pA7Nju1MGjn5WBuUVZfsaSF9j3pSBI+5J2jHGyROTsc+r1HEOfOfR1LjulIHvPScD81Zau0oZNKdUBo55QwaOHJyMa9R9MnDiGBk0J1zjwDklMujDV+XBd2+RyooFaol35n3qtL6zwHxcIHJpCILKTetVYlXlLp0sBfEP4pUTvXjHnY3oB65fLFJ4AbPPbCuPiXwpsWe8C7ShvwkovD0bcpWVr0Bf04Noh5+PsAHa1jVLspZyhhAE5DLSlwBk2k4+UEMcWRIXrmnixYimKMfAQiPz/hqU5zxvvWmj5uErwUv7skIYRc+FPGbGRdtNS409bgBPn/AlGEO0mLslMLM+o/wFeOFi/qh1mBDm9OnTFUxhZwOIqG758Y1vfENjuKzlWMbEouEnpduCAeQWv/DCC0rAglgMSYxzgifIghITJi+a8wGehFQhnIFFiJzQN5/zPaSu7373u/LFL35RxwELG/lOjEh/gS+Q1bDQ8QpPnjzZv+q0908EzFwcvn+0T7kp7GRgbfM5Bzsh6mOinnLDDTeo9ij0+F/84hd6c95//30FcNryYnKh1SOV1rt3byULQBgA2JkwEti5SbD7+IzvnFCAdio7nc58McyVNY2y1/tF8pkhS+WzQ5bK59LH0GXyuaHL5XOvFMjnXlkRDv5/aKodf2u7dJsC+yzdzvuyfuhT+1qWnFP7ov9UX97Ox5U9H+PyvlZYX4zFzunt2ox9S+Pyc37UuBh/aLPL0AL5zJBl8qVX8mVcWbW05BjK6Mx7mlPfDsyq/HVNsIRJEVv9YlJtCdBSXsATbclSaJ5TyhNwVMA1JS4XEMEKBkhJkdNSngApAjD7hIITLiDCGLRy04WBW+B9zTwpIV4BkrpZeEKrSGk/tAPsiWMjCOIA7/n0bBJoowB/Vqj7rZZ5IJdJ0dNtAR4BEeLYWo/cUvfIe9aNh7noAWU2C6TXwVCPwNztgJl/PwDi2LFjFSyJyfp63v7fFp8DihhVGHAUnICJjZcViUzSojC2aOdtV69eLU8++aTylGh37733Cp5YjEGw4q233lI3Oe3dGIQ0huHH//MCZN977z1VEIPx7RsHfoMhSPou4VYwBCsd8RI+9xcbBUhfKJORKoXl3tmvDgMzF8XkcEMA0uOOOy6bGM6g+Z4JYFdCOwCcdwTF2e1AFLvyyivbiIX4RBGPYDL94GYxseywcF2QQ81n/j3t6dtvRGdNWmtGpKCmSf78XrF8ZmiB7P72atn7/ZJ4fMwc9B1dLN94faXsMnSFvLemTpq7BTBfFdjTZcNSSmpB8SoIiKwx9axgRcrC6ywua2xo9Mu10pfJrgKWWdEPs5SxMpfdIRlY2oAkVnfN4lC8gjQntVxR9To+VIECtA3gpXhoUlSDdqRYEXuGPa7tmoNyGVW/snFsJFxPEtF4sRPVbFyabmdZAgD80ttFyKFWgOcal0lGRW4gEZrVDemNHGrCF1GSU5el7ubK9rWWtRcwc9Dzzzf3ThsA2jGBtRuc4LP07x1D6NcxhE0A5+I73v1vP096HLTh5efjO/72z/mOvzmv4xTv6T75Hsw67bTTNOsIIZTNeXr9/NvqvcPAzGQhIA6VHeFvpMm4oPYvLqz9QTyadCvAHIZ3+9+1b8/EsTvCx0/OtCd7t2/X/tzb+v8dmPu9Xyz/+8oKOWNyKHR+3ewKicdHz8GlM9bLr0YUyedf6SbATPx0/mUigLJWlHLRD6vcVEuMlzhwS2Ct59+cqLJhlc48IQAWLGjiwLjEEerQuKyLkeypxSWywjQQzFT04+YQe3ZClVaUGh3IW4AkKU1lo4KFCrFMreC+klk80NTGzLqtXSkZxgVg0wYw1djzsCRFjnFB4lJhE48909eNSUUpzrmpQGTxP1IADyFsQIg9UzAlKn9ll6LuCszZC8zhj1zW73TbHE6x1U031z+fgU0YnwiKoNuBUZjePGz1CXJs2CFgxrTHDQ2dHaYaWqIANReyNS/cE/jscWtvDpjb98HkbA/krzQwf/HVAMzX5VXI9bPjsaU5uKybADOktZZ146Rq6ilSMvl0KZlyppSMOUhKPuwvJWMOkZK866Vk7Vwpra2X0romKa2ukpIlj0nJuKOk5MP9Q7uJx0tJwRAp3bheSusaQ7uyPCmZcamUfHigtTtQSvJukJLyBVJaW2d9VUjJ0qelZPyxUvLhAdbXCVJS8IqU1mwIbThv2UwpmXmFlIw5OLShz1nXSOn6pcm4NpRJSf5TUjLxL8m4GCPjqqmyvuqkZM2MVF+Mf3/9/1K9xobQbmN5uMYJxyXjGn+MlCx7QUqrK8M5y+fL2ukXyKaZ50oLseqd+OXA/OXXVkq/94rliHFr5KhP8dj3/RL52usr5XdvF8mCDQ07rjdrGz1TYBgWMQAMUxt1ryOPPFLTvB577DH9bmtx7pMMKSdgZkAAMDFlBguzDpYcF8Iuwt0EtEsf/rm3Qb4T5RTUW0ja5vMtvSIw79jA312AmXS1xWvy5ar3XpUBbzwvx6WPt4bKgNGTZcCEIhkwsUwGTFwjA8YVyHHD3ki1e0EGjBguA8YsDt9ru1IZMHqqHPfmS0m7N1/UzwZMKLZ2paGvESOTNpx7xAgZMHaZDJhYGtrR/r3p7fp6KYxrYkkyrrH5MoC+3nwh6W/Y63oOHTfjmrA6jOutoUkbxvXuREnGtUYGjF0a+srOxQty3PA3ZcCY/GTsY/PlxJFvyQMTXpDaRsqF7ryvhRsb5egJazQU9oVXVsiXXl0pX/4UDzx//3dIgQIzm4YdNsy0jR4psAiyGCxtiGVUw4KURooXn3cFKHMpOQEzAIyyCyY9cWWY2ATsUXVxLWxAFxIWvnoo8JTsws0NNR1iGG0JspNaReI4sYOPu9gIzBGYt9G/u0/UTXNrRkas3iC/HlEg//elJfLZl5fILkP8WCq7DF0mEN2IpYf35bLLkKWyy5B8a8c77ZZbG2s3ZJm14Xs7cuorfc7N9EX/2XFxzi2Nq31fjN+vMX8z11hg15hqk73GAvnsUI7lSpTcd/QyqWigpvTO+6pobJXnV9bIhTPWyVnTyuXsT/nwMdy7ZINUNLYIXsGd+QUWEVOGmQ1OAchYzXh5Cal21SsnYIZwBRjDToMdjYoLbOn0QToTjDsC+08//bSypqG3//73v1c2NW1Jmxo8eLDGij8OlJmICMwRmLvqH8SWztPUmpHXV2+Sn45YJd9/q1DOmLJWzp5aHo8tzMFZU8rlsLGl6i7t8W6xrGv4bx7Klua8u33XkhGpaW7VeSirb5Ht4Vhb3yIbm1qFse3kuKyPG1YzWIeBiUGJkbk1OLUtn9WcgBk3NnRzrGQkyWBKE2tOH1jE5JUBpljY+OnJKYOGTvksQJvdB9/RZmteEZgjMG/Nc9LZbRJgLpKfDV8lV85aL9fkVcRjC3Nwdd56OXnSWtn1jUKJwByAD/DDMgUIt4eDsTCmCMrJCuJhV967GpQZRU7AzAAZKECJWb+5g+9o5xfD/wPo7Do4+A195PKKwByBOZfnpbPaOjD/bEQA5qtmrY/Ev48hPl6bVyGnTl4r34rA3FmPZey3G85ATsDs1+/A+1Hv3o73zbVJf781f0dgjsC8Nc9JZ7eJwJz7cxiBubOfyth/d5yBDgFzV09EBObcF8QtpS919XfdhZUdgTn35zACc1evlvF83WEGIjDncBdjHnPuCzObgAjMHZu3rt5Adcb5IjDnsMDEpnEGbAYiMOfwKERg7hjARGDu2Lx1BlB2dZ8RmHNYYGLTOAM2AxGYc3gUIjB3DGAiMHds3roaRDvjfBGYc1hgYtM4AzYDEZhzeBQiMHcMYCIwd2zeOgMou7rPCMw5LDCxaZwBm4EIzDk8ChGYOwYwEZg7Nm9dDaKdcb4IzDksMLFpnAGbgQjMOTwKEZg7BjARmDs2b50BlF3dZwTmHBaY2DTOgM1ABOYcHoUIzB0DmAjMHZu3rgbRzjhfBOYcFpjYNM6AzUAE5hwehQjMHQOYCMwdm7fOAMqu7jMCcw4LTGwaZ8BmIAJzDo9CBOaOAUwE5o7NW1eDaGecLwJzDgtMbBpnwGYgAnMOj0IE5o4BTATmjs1bZwBlV/cZgTmHBSY2jTNgMxCBOYdHIQJzxwAmAnPH5q2rQbQzzheBOYcFJjaNM2AzEIE5h0chAnPHACYCc8fmrTOAsqv7jMCcwwITm8YZsBmIwJzDoxCBuWMAE4G5Y/PW1SDaGeeLwJzDAhObxhmwGYjAnMOjEIG5YwATgblj89YZQNnVfUZgzmGBiU3jDNgMRGDO4VGIwNwxgInA3LF562oQ7YzzRWDOYYGJTeMM2AxEYM7hUYjA3DGAicDcsXnrDKDs6j4jMOewwMSmcQZsBiIw5/AoRGDuGMBEYO7YvHU1iHbG+SIw57DAxKZxBmwGIjDn8ChEYO4YwERg7ti8dQZQdnWfEZhzWGBi0zgDNgMRmHN4FCIwdwxgIjB3bN66GkQ743wRmHNYYGLTOAM2AxGYc3gUIjB3DGAiMHds3joDKLu6zwjMOSwwsWmcAZuBCMw5PAoRmDsGMBGYOzZvXQ2inXG+CMw5LDCxaZwBm4EIzDk8ChGYOwYwEZg7Nm+dAZRd3WcE5hwWmNg0zoDNQATmHB6FCMwdA5gIzB2bt64G0c44XwTmHBaY2DTOgM1ABOYcHoUIzB0DmAjMHZu3zgDKru4zAnMOC0xsGmfAZiACcw6PQgTmjgFMBOaOzVtXg2hnnC8Ccw4LTGwaZ8BmIAJzDo9CBOaOAUwE5o7NW2cAZVf3GYE5hwUmNo0zYDMQgTmHRyECc8cAJgJzx+atq0G0M84XgTmHBSY2jTNgMxCBOYdHIQJzxwAmAnPH5q0zgLKr+4zAnMMCE5vGGbAZiMCcw6MQgbljABOBuWPz1tUg2hnni8CcwwITm8YZsBnoMmDOZDKSPnK5Ay0tLTJhwgTZddddpX///lJWViatra25dLFN2kZg7hjARGDu2Lx1BlB2dZ8RmLfJ0hM72clmoEuAGUBuamqSxsZGfQdoc3lFYN6xF/YIzDv2/fskYB6BOZeVLraNMxBmoFOBGUCura2V5cuXy9NPPy2DBg2Se++9V6ZOnSpVVVXS3Ny8VfchAvOOvbBHYN6x718E5q1apmKjOAPbbAY6FZixkkeOHCl9+vSR3XbbTfbaay/p1auX9OzZU+666y51SW/NlURg3rEX9gjMO/b9i8C8NatUbBNnYNvNQKcBM2CKpXzMMcfIPvvsI++8846sX79eFixYIH/7299kzz33lGHDhqnVjGW9pVcE5h17YY/AvGPfvwjMW1qd4ndxBrb9DHQaMBNPHjp0qFrITzzxhNTV1Sn5C9IWrmxIXDfeeKNUVFTo51u6tAjMO/bCHoF5x75/EZi3tDrF7+IMbPsZ6DRg3rhxo9x8881qGU+bNk2JXz78wsJCOe+88+SUU06R/Px8AXi39GoPzGvWrNHfpFneXfF3S2urLN/YKP3eWy3/+0qBnDGpTK6dtU6uy1sfjy3MwaXTy+VXw1fJ54cWyHultdLU0tqGod8V925bnKOxpVVeK6qRnw4vlJ8NK5SrZsZ7/3HPPv8+Tp1UJt96fYX0eKdIyuubP/V7v6W1Jn4XZ2B7mIFOA+a1a9fKZZddJoceeqgsXbq0DdGrvLxcBg4cKIcffrhMnz69zXebmxQH5m9+85vSr18/mTdvnhQXF0tpaWmXHiUlpTJ1eZH0GpInn39sqhw/fJ5cPHqhXPLeonh8xBz8dfRCOeftBfLT52bKLo9OlSFzV0hRSUmX3rdt9ZwUFZfIEzOXyw+fnSE/emaGXPhuvPf/r737jLWq6PoA/sXnzaOoEeyKBRTUCyL23rErsYLYsCti19g7sWHsgjX23nvDiv0Ve431taBGEzWW6Ld585tkLpvDgXsu3uZl7WRzzt1n9szs/xrWf1aZ2S2Nff8/hj34blr42v9NK972Rnr//77pVNn/9ttvnbLUsp5ei2uBwPQQaDdi/vrrr9Pee++dhg0blr788supyPfnn39OY8eOze7sZ599Ni+hml4HXS/EvNBCC6WePXumpqamtMIKK6TBgwd36KnNZZdfIc219ID0nyWbUq9+A9IC/QemBZeJc0YYzNd/YJq9b1P6T5+m1HfAoDSoE2TXFmNFv/s0DcrP8t8+TWn+kH2LY9//j179Bqb/6dOUeizVlAYM6vj/t1XZjx8/PiFnHpQ4AoGuikC7ETN39ciRI9Pw4cOT71V3NWKWlS1Le8KECS0Ss7j0yy+/nHr37p169OiRZp999jgDgxgDMQZaPQbGjBmTfv311yDmrspI0a+MQLsR8+TJk9OoUaPqWsyys8WfN9tsszRx4sQWidns1ppnCWV//fVXTiSTTBZnYBBjIMZAa8YAPRLWcrBfV0eg3YhZtvVxxx2X3dUffvjhVOQr5mfJ1NChQ9OkSZOmcnN3dcCif4FAIBAIBAKBQHsi0G7EbBY7bty4tO6666Ynn3wy/f33383PIRN7xIgROQb9+eefT+Xmbi4UXwKBQCAQCAQCgVkQgXYjZi4jceEhQ4ak448/PsnS5oa2jOruu+/O65vPO++8SMSYBQddPHIgEAgEAoHA9BFoN2IWx5H9eMYZZ+TM6RNPPDHdfPPNea9sS6icL730UsR7pi+b+CUQCAQCgUBgFkSg3YgZlsjZUqkLLrggE7Fkry222CKNHj06Z2Mj7jgCgUAgEAgEAoFAYAoC7UrMmkHOlie888472UK2oYjlUzKsIztyiiDiWyAQCAQCgUAgAIF2J2aNWIcs5uxtU05rmoOUYwAGAoFAIBAIBALTItAhxDxts3ElEAgEAoFAIBAIBOohEMRcD5W4FmNKlmoAABGqSURBVAgEAoFAIBAIdBICQcz/AHju+OKmt077jz/+yMvBfPqb+97vDjH1L774Im+oYulYdYvSGXXB/ZaY2bAlQgAzQqrjfiMTsiDTRk7hG/d05fCNvhmvH330UR6jts2NIxAIBDoHgSDmf4A7ZUuBSWi766670uWXX54z0K+88sr8LuoXXnghv0lHOduQnnrqqWnFFVfMZf/888+GWlbO+6wvvPDC5MUg6oqj8xBAYNbjv/LKK+n+++9P99xzT4vnY4891uVlZ1xZJbH77runVVZZJXm5TByBQCDQOQgEMc8E7pQYS+mNN95IJ598ctpkk01S//790zLLLJOWX375tPTSS6c+ffrkd1EjVZbITz/9lMt6Q9Wdd96ZGiVmxL/RRhulNdZYIyvLIOaZEFgb3oKYrTLYb7/9srzJ2tm3b9+0+OKLpyWWWCItueSSaamllsrX/UZ2SLxRL0kbdrfhqvSNZ2a33XZLK620UnrmmWcavjcKBgKBQNsiEMQ8E3giWhaT90kvsMACmTi9lOOmm27Ku5rdcMMN6eyzz0577LFHuu222/4RMXOLX3LJJenMM8/MrvC2IOau7FKdCXF06C2wM6l6+OGH85azZOO0kc7aa6+dvJoUaZ9//vn5ut+uvfba9PHHHwcxd6ikorFA4N+LQBBzK2XHsvjmm2/S1ltvnZXwvvvum1599dXs0ubiZEmLL7M+Pvvss3ydMq9azHfccUf6/fffM2GX8mUZWW13irX9/fff56VmtaTq7xLv1G41tl0tW8ppp5Qrsc/aNsvf6q2W11d/O/XL77VtmDj4TRulfFtMJkqfusJn9RnJ3EnWxgKvCY/IL7/8kq+XMVEPKzhV5a/eKp7lWYvsyu9F3u511tZd7iuf7m+pLXXMyGJWh/aV81k9yvXyLD61V+9ZqvfF90AgEKiPQBBzfVzqXqVoKB1W0DzzzJM23njjbAkhqpaOQsyDBg3KVvQPP/yQdz/zXmrW9Y033pi8hQuhVRUfBSdW/dxzz+UEsKLsiqLUn/fffz/Hoc8666xsqd13333pq6++yspRv9SnXi8PYcGPHTs2nXvuuemWW27Jm73of6m3lFcvslH+nHPOyeett96aHnzwwXyyGN98882c8Fbu0VfPxW3rudynDS8qqX2ulvD6t/0u/n/ggQemAQMGJPh7iUu9A85wMh7Enu0Xzxty3XXXpffeey+TOXkVefg0ieNafvfdd/Pvxonyxs348eNzSKXgW+7Ttu+I1P1PPfVU3g6XTMiRbMm4lJ8RMeuP53nxxRfTE088kceW+5x+kz+hf5dddll+nevFF1+cwy6IXr1xBAKBQOsQCGJuBV4UEWvZtqKIGZlWlduMqirETHFze2+11Vapd+/eaZFFFsmW94ILLpgTw6666qpsbZW6uLJtZbr++utny7wouqLcjzjiiBzbXHjhhVM5xTqPOeaYxMqmOFlvhxxySI57a8+pPW7XwYMHZ2VbnVxQqNyvq622WlpsscWSuLh+q999Tm2o0wRAGyzDRx99NK288srN/VC/ewYOHJiuuOKKTOLKdsejEWI2foyXxx9/PE/qyL9gBCd5CmPGjMlyI1+Hez799NO0+uqrp3322SchPTJbdNFF873u9528ybmMj0KadtzbYYcd8lirtrXqqqs25zqQyfSI2W9I32RUHH3YsGE5oVH9ZH7vvffmXAp98AzaMD7E2ffff/88KeuO8o5nCgTaE4Eg5lagS0lxW1OgiMrSkqIIW6qmEDNCo7y8DhP5sTq9heu0005L/fr1y8TGOi4EJlN2rbXWygk5LBYKm1KUFHbYYYel+eabL9clvi0Zzb1I8Omnn24mQooVgcu4Ve71119Pzz//fDrooIOa+8LqKcqcVYRgN9xww0wifrNci6Wlj2KpyiCC4taeMGFCTnzyu+xzLyh57bXXMpEUsjaR0RftdLejEWKGFdw32GCDTJQnnHBC9oa89dZb2QJ2HaGZuP3444/N8jDOJJEhPFn93nMua5q8yXq55ZbL4wCps47ha1zap3677bbLE7GDDz44jw0rCHhMmpqaclJaeSVrPWJWj/q8fEYb+sfSLh4WY/GBBx7ICWNi7MYcq5+XxRgx8TCRaHTy2t3GRDxPIDCzCAQxtwI5ZOmVlaxIbmyEVQi0pWoKMSNl1g9lTGFRbhQdRewNXKwOylaCEcVYj5i1yaUsnrneeutli6rUpT4nRVsIUHmEqEwhUp+TJ09OW265Zba49Mc92uOGNoGw/ItiLn00GdBH5MtFrV6nZ1MP4kD83J6lH9qk/GX6OlszmWkJ0670eyPE/O233+bJlIndpZdemic7BSfW56RJk/LLXngoTHzIA74wk+XPKhWCkBVe7iNXbmRjwTInE8dCqOSoLa9dJdciexMqLnD3HH744dlCryXmMrG7/vrrs8dk0003zaEWdZRx5dPf1XGlX+TPkpahbvJYJn1dSV7Rl0CgKyMQxNwK6VCSXM1cwZK/uJlda+QoxMyKQG6UVTmKgrvmmmuy8hUH5E52vR4xU8ZHH310zghHnv5uqR9+pzQpUuURgbpHjhyZ5p577mzJ+R35WgLGcjMJKQTvfs+rPc8gnujw+8SJE3N5XgATjGpfPAMiYLHNP//82Uugne52NELMPCMw2nzzzfPEjCzKATPykM2NgK1b9zd8ETM3ciHe2vtMng444IA8YRw3blzG32Y2u+yyS5LTwIuiLjJ3Ko/MTeqESErGeDX5S5zc2nxWMlLmrZneONPHQtDKIGZjAvHvueeeeQJYHRPlmeMzEAgE6iMQxFwfl7pXKRcWBMUpzkzZNapwCjGzNpG7e2sPLkCWKlcmq6geMVOAyG/EiBG5H1zGhTxr66v+rT1uc0lbrF2TAFYbl+Occ86ZlTfCVE5CEmtHPylZ/fCc+sTlzq3KLe1gLVmrzdJHDv6uHu517eqrr87uVnHpKrFUy/6bv7dEzHCQFIdghRBYz7VjRxlkqIzQgxwBMimubOvluaer97kHnpLB5p133hxr9jfLGfGymMlMjNhkyuk7N7o191zUXOLaQcy77rprDtOY+AmhWIP9yCOP5HFQTz7u87Y4rnV9t1TQ5E3Mm3fIxI9nptrnevXEtUAgEJiCQBDzFCxa/Ea5UFJIi9KSCIYUGzkKMUuEQoysz9qjUWKm1IcOHZoV+Ntvvz1DpUdxyto+6aST8rprLnjWvvudXKQ9evRoJmbluZ7XWWedXE5fubmROjKn7CUAiSU6kC4i58ZmadcSszKIgmuTxTx8+PBZkpiNEzF63hYxYuOhHlkZX/IX9tprr7xbGHkgZhO6bbbZZhqSQ8zKCG307Nkzv+vcZErMX4KX9tZcc82cL0D2ThvWyB8gyx133DFne6sDMbOy5S2IQZMpKx3hsrKrh3ZNED2TZWImDZIUt91229xPljZPTBBzFbX4Hgg0hkAQc2M45VIUKZKSFcuyLdZqI1UUYp7Rzl+NEjMLRFIPd7O4ZD0Fr0+U53fffZeJVH9tfEGRih9yq0oE2n777bMC5e4sljeFy8IVC0cSQ4YMyYrX35SwBCbK34GIWWGsI1bW9IhZuxQ+RT0rWsxkhODkJxx55JF5WVk9uUmm4gLmfTDxK8TMS8FLwzKv3leI2drpXr165ZgudzILlrWLlG0bSmbc0bWn8YOQyd4nTwxCNXljVUs2kz9gIqZd7Tm5xMnUeEbC4tkPPfRQTmaT9GdCx/IPV3Yj2iHKBAJTIxDEPDUeM/yLQhIbLsqL5dNonLktiVnMlsJjgVoLi+j0rfag1ClLLk7K9ZNPPsmEqjwCVc/OO++c5pprrmwxF2LmskbMCPn0009PNkRBGHY740qtxhpLG9z7luWUpLXSl6LErblFzOqbFYkZHtYSm9TZ9tISKNiVA05w4ZIWwz/llFOaX1xSYsy8NLwf5FQOZIkkrWFn4crM9rtlUmLZLF7kayKl/uqpfac6CjFzZXNv33777dk6L6GL0aNHp/LyFeVNEEaNGpU9LkIZchOMC/X79Ky8MWExF0nFZyDQOAJBzI1jlckPobFAkB3LhouW0qPgKLfakxJztBUxF2UqDs1KPeqoo5ozp7VVTv3QV9m3YsjimhS468pQoB988EG2qoor228IwnXuautmEYG4s3vdU56zPJdPhC/jmruVZaVcwUF5a525OJG3NbyudbejpRiz50WwcLV8TNa1SUyRB0x4N3gdELNchiIv9yE5+CJM1+HuXljzoHBR+914JEPxaTLnVZErUG2r3FtkpLzvLObqXtmu2xyGe5vHRWIa0tVXfTIRYzFLJCt1+Y3b24tcwpXd3UZ5PE9HIRDE3EqkKTWKh7VA8SBnSVSUqusUICvad0rNTlgUXFsSs/q41LmWJV1JxNKeCYJT+9Yd+27TD8Qs+1aSjt9cl7VrAwgbpcwxxxxTWcziyTZAkUHMXelvhIuk1aEtpK8fTuRgHau6eBPUDQcnt7jYs35S5Kx0GHa3oxFihgeSlJAlFAHPIg/jg5cCuXIjs3hhC6tCzORogiNZq+BLzhKtYO83+QdFJrwlsrK9UIMFWztGELp+I9t6xExGZKs98WoTK/WYGHCz2+nMXvEsZnLVJ20oI5dittlmC4u5uw30eJ4OQSCIeSZgpsQQjgxjlgTlRBFRjF5c4eUWLEikjRgpVwqUW5C1ZBkScqw9uIwpUW7fkpVN0UnSsQtXiWlTvJSj8jJrKUxts54pS9YTVyirycSAS5ObUwb2oYcemsv4rhwLjkvc8hbWjmej3JEpK82zIVVtSCTyKTHM5ijc+sp7Pu1IWJIYJy6pH9qSZOQat7itJLWh/93tgBl3LyKUiEU+tQes4GRdMTmTnckRK9lESPwZTjLny/goxIywETp3trEg1i9WTYZkxGUtT8CEyeE+pH/RRRdl17S6TQa0ZW2xMcqtbgMQlrLyxhrXs/rFpB1kRWYseNa3eDI5ImETwmWXXTZn6du8Rt3Gk/8L2jJO9DOysjOU8U8g0DACQcwNQzWlIGVFkVFoYq8SdRCQRBtWLIWEDBGl/amV5w6m3EryVFGgU2pNOWGH27BkbbuPgkdw2mBhadfhN9YMZaxOFrH2ES6lyNLVP2SgD0ijlKFc1SlJh3VTzcxlucm+tnZVFrDJh+egdBGBmLSMXaRiaQzlry/aYTXZHEX7CMSpHiRvraz+KtsdD7ghQZMTEyjPWnt4dqd4rN20kBh5SdJCyJZIScor3gj3kzeLGSnLopcxz0JWnrxN2iT1WR5VO+nRFoLnNke45K8tcnE/2WqPxVzKilWbVMn2L4c+GL/W15sAclO7x2TTmJZAWOQtl8Faan3m+paxHxuMFCTjMxBoDIEg5sZwqluKwqKAkROXoJcMcPsiQsoXqRZlibgoXKd7CsFWK3adJeKTonS4Tz3F3Viu+833cg8XM2XKmqEIldeGMvqgXi5mLlIudtaRe5UrdVPirDVkYUMQZOo+18vJU4B8eQOOPfbYbAGWZ9CeurRvEsH9zcXvXs9R7Xu5p7t8ej7PPiP5lmct48ZEBk7kxjUMa7KqHsoWYkaA8DTeyLvI0t/VMVN7f5G/xD0hkCKX0l4ZJ56hjInafpTfyLJMHFzz3ZhQp9MExTWncVv61Z1lX8U7vgcCbYFAEHNboNhN6kAUlr0Ua5hirT1cE7vkrmZBI4o42g+BKjHzbMiMdi2OQCAQ6L4IBDF3X9m2+sm4K1nD4oY2JJFNXax1nywzFhe3umxcLk33xNF+CNQj5rA+2w/vqDkQ6AoIBDF3BSl0kT5wP9p0RCxTTNOaVolotnAUKxSTlGxkswvfa9fidpHH6FbdQMxCCiZLO+20U7aYg5i7lYjjYQKBaRAIYp4Gkln3AhIQQ/RaSC/asHWjnb+QtE0nLJ+SRWyXKTHREj+cdRFr/ydHwiZAZWMSMdwg5vbHPVoIBDoTgSDmzkS/i7aNcC3XstxKkpGkIZ+WvcjEleQUcc6OER4ShjfskbKEqyDmjsE+WgkEOguBIObOQj7aDQQCgUAgEAgE6iDw/1qtsUOu5CPYAAAAAElFTkSuQmCC[/img]
A scientist is interested in whether certain species of butterflies like certain types of local flowers. The scientist captures butterflies in two zones with different flower types and records the number caught. Do these data show an association between butterfly type and zone? Explain your 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[/img]
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Information: IM 8.6.10 Practice: Using Data Displays to Find Associations