library(ggplot2)
library(ggthemes)
d <- read.csv(header=TRUE, "~/sort-perf")
d2 <- d[d$test == "set-model", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Set Model")+xlab("Model size")+ylab("Time")
![](data:image/png;base64,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)
d2 <- d[d$test == "append-half", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append half")+xlab("Model size")+ylab("Time")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append half")+xlab("Model size")+ylab("Comparisons")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAArwAAAGwCAIAAADE8iHyAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOzdeUATZ9oA8HdmQrgCCfd9KAhyiSLghSgK0lY80HVXtx71arVqW49itZ616rZqtWtttdva2vqpLa1QUaniASKK9UApRzlDQBHCkYRwhFzz/TFtlkUkAZKJhOf3VzLzzrzPJIE8mffCSJJEAAAAAADq4PoOAAAAAAD9AyQNAAAAANAIJA0AAAAA0AgkDQAAAADQCCQNAAAAANAIJA0AAAAA0AgkDWj16tVRUVH79u3TdyDP9eDBg6ioqOLi4md33b17NyoqqqysrBenzcrKioqKqqiooJ6WlJQsXrx46tSpMpmsL9ECAAAwVAx9B6BntbW1R48eVSgUf/zxx/r163H8RcyiBAJBenq6WCx+dldjY2N6enpzc3MvTltfX5+ent7S0kI9nTdvXnV19ezZszEM61O4AAAADNSL+B1Jpx9++EGhUMyePbumpiY9PV3f4ehTUVHRsmXLDh8+zGAM9FQSAABAlwZ60nDq1ClPT89Dhw5hGHb69OmOu44cObJixQoulztr1qyJEyeuWrXq6tWrGu6lpKenv/POO1OnTl29enVOTo5qO9WmUFNTk5CQMG7cuBkzZuzfv18ikagKyGSyzz77bO7cuUuXLv3555/VXgVJkj/++OOyZctmzJjx8ccft7W1qXYpFIr//Oc/S5cufeWVV5YtW3b58uVnDy8rK4uKimpra/v++++joqKgeQIAAECXBnTSUF5efufOnfnz57u6uo4bN+7nn3/u+H1ZWlp64cKF8ePH371718rK6ty5czExMZ9++qkmexFCH3744aRJkzIyMiwsLC5cuBAWFvb9999Tu6g2hblz554+fdrPz6+pqendd99dunQptbe9vX3y5Mlr1qypqKiorq5esGDBnj17ur+QTZs2bdiwQalU8ni8jRs3Ll++nNquUCgmTJiwcuXKx48fm5qaXrx4MTY29ttvv+10uKWlZVxcHEEQPj4+cXFxL2YbDQAAAP0jB7APP/wQIVRYWEiS5L///W+EUEpKimrvO++8gxCKjIxsaWkhSbK1tTU6OtrU1LSmpkbt3kePHuE4vnXrVupUEolk6tSpLBartraWJMlff/0VIeTj49PY2EgVmDVrFpPJlMlkJEkeOnQIIXT06FFq1507d0xNTRFC9+7de/YSqFP5+vp2PJWJiYlcLidJMiMjAyH0wQcfULvkcnlwcHBMTAz1NDk5GSGUl5dHPWWxWDt27NDSSwsAAMAADejflKdOnQoNDR06dChCaPbs2TiOd2qhQAjt3bvXzMwMIWRqavrJJ5+0tbV1LPO8vcePH7e0tNy+fTtVzNjYeMeOHc3NzVeuXFEdu27dOisrK+pxVFSUVCql+iR+++23w4cPf+ONN6hd4eHh8+bN6/5C1q5dqzrV+PHjJRIJ1djh4+Pz66+/rl27ltpFEISNjY1AIOjxKwUAAAAM5NETjx49KigoeP/99588eUJtGTFixC+//NLa2krlAQghHMfDwsJUhwQFBVlYWKjGN3azt7i4WKFQREdHq/ZKpVKE0OPHj1Vb/P39VY+NjIxUj0tLS1977bWOoUZERBw/frybawkICOjyVI6Ojo6Ojrm5uffv3y8rK3vw4MG1a9dCQ0O7ORUAAADwPAM3aTh16hRCaPfu3bt37+64/fz583//+9+pxyYmJh2/gxFCVlZWDQ0NavdKJBJ7e/u4uLiOe2fNmjVmzBjVU1Vq0pFCoWhra7O0tOy40c7OrvtrsbCw6HK7SCSaN29eamqql5dXcHBweHh4S0tLa2tr92cDAAAAujRAkwaSJM+cORMUFHT48GHVxubm5unTp585c0aVNLS2ttbX19va2lJPpVJpdXW1p6en2r2DBg2qrq5ev3696uQymYzP59vY2HQfGEEQrq6u5eXlHTd2vD/RI4cOHbp+/Xp6evqECROoLX/88UfvZoICAAAABmifhps3b1ZWVs6fP39CB1OnTh03btzFixdFIpGq5MmTJ1WPv/vuO7lcHh4ernZvREREUVHRrVu3VHu3bdvm6upaU1OjNrbRo0enpKTU19ertvzf//1f7y7zt99+8/DwUGUMCoWioKCgd6cCAAAABmjSQHVXVN1RUJkzZ057e3tSUhL1FMOwzZs3Hz16ND8//9ixY2+//fawYcNmzJihdu+CBQu8vLymT59+6tSp0tLSb7/99sCBAzNnzlTdpejG5s2b29rapkyZcuXKlZycnMWLF+fn5/fuMn19fYuKio4dO1ZTU3Pv3r3p06fn5+fX1tZCCwUAAIBeGIhJg1wuT0xMHDVq1LNf4dQkymfOnKGe2tjYHD16dP369YGBgStWrAgJCUlNTVXNstzNXgaDcf369aFDh7766qtDhgxZvHjxjBkznp0goUvDhg1LSUmpqqqKiYkJCQm5ffv2+fPne3elW7ZsGTNmzIoVK5ycnMaNGzdy5Mjjx49XVVV5e3v37oQAAAAGMowkSX3HQLfW1ta7d++6uLh0+d2ZnZ0tl8sjIiLWrl178uTJuro6mUxWUFDg6Ojo4OCgKtb9XpX6+noulzto0CBV1weEkEAgyM3NHTlyJIvForY8ffq0uLg4IiKCIAhqC0mSRUVFJiYmnp6eMpns1q1bHct3OlVoaKi5uTm1pbq6uqSkZPz48dQcTSRJlpeXi8ViPz8/Y2NjhBCXy5XJZD4+Pg0NDXl5eWFhYVSXzJs3b7q5uXl4ePT2dQUAAGDgBmLSoCFVWtCLvQAAAIDhGYjNEwAAAADoBUganisoKOjll1/u3V4AAADA8EDzBAAAAAA0AncaAAAAAKARSBoAAAAAoBFIGgAAAACgEUgaAAAAAKARSBoAAAAAoBFIGgAAAACgEUgaAAAAAKARhr4D0I+OC0/rBYPBYDKZhrHaJIvFYjAYQqFQ34FoAZPJxHFcIpHoOxAtsLCwwHG84zrv/Re1bEp7e7u+A9ECNptNkmRTU5O+A+m9jivpgIEG7jQAAAAAQCOQNAAAAABAI5A0AAAAAEAjkDQAAAAAQCOQNAAAAABAI5A0AAAAAEAjkDQAAAAAQCOQNAAAAABAI5A0AAAAAEAjkDQAAAAAQCOQNAAAAABAI5A0AAAAAEAjkDQAAAAAQCOQNAAAAABAI5A0AADAQEKSBLcMk8v0HQfolyBpAACAAYSoqzX76f+Ix5X6DgT0S5A0AADAAEJUlCOCULi46zsQ0C9B0gAAAAMIweMqnN1IIyN9BwL6JUgaAABgwFAoiCeVCo9B+o4D9FeQNAAAwEBBPKnCZDIZJA2gtyBpAACAgYLglZPGxkpHZ30HAvorSBoAAGCgMKrkKtw8EQ7/+UEvwUcHAAAGBKxdgtc8VXgM1ncgoB+DpAEAAAYEorICKZVy6NAA+gCSBgAAGBAYlRUky0JpY6vvQEA/xtB3APphbGys3wAIgiAIQu9haAVBEBiGGca1MBgMHMdJktR3IFpgSO+LkQFNKkB9wPTyvjB4XHKwt2F8JIC+DNCkAcMwvQdA0W8Y2mJI14JegI+HFsG1vJj0cC1NTVhDnSJioiG9jIB+AzRpkEgk+g2AwWAwmUy9h6EVDAYDwzDDuBYmk4njuGFci5GRkcFcC/XjuL29Xd+BaIGxsTFJkvS/L4ziQiOEJE6uZJ+rZrFYWgkJ9EfQpwEAAAyfUSVXaWtHWljoOxDQv0HSAAAAho+o5MrdYdwE6CtIGgAAwMDh9XxMLIYlJ0DfQdIAAAAGjsHjIhxXuHnoOxDQ70HSAAAABo7gcRWOzqSxib4DAf0eJA0AAGDQlEriMU/uCbNHAy2ApAEAAAwZUVONtbdDhwagFZA0AACAIWNUlJMMI6WTq74DAYYAkgYAADBkBK9c4eZBEoS+AwGGAJIGAAAwWJhMhj99Am0TQFsgaQAAAINFVPEwhUIBvSCBlkDSAAAABovglZOmpgpbe30HAgwEJA0AAGCwCB5X7jEYwcqWQEsgaQAAAMOEtbYQ9XyFB7RNAK2BpAEAAAwTg8dFJAm9IIEWQdIAAACGieBxlRxrJZuj70CA4YCkAQAADBPBK4dxE0C7IGkAAAADhAsb8SYRtE0A7YKkAQAADBBRUY4wTO7mqe9AgEGBpAEAAAwQweMq7B1JU1N9BwIMCiQNAABgcEiSUVUBHRqA1kHSAAAAdBA8PVees4JUymioi6h9irW1yd09aagLDCgMfQcAAAADQmN1sqSlHMONSJLUdV0Er5wkGEpXD11XBAYauNMAAAA6RyplTfUZHPsp9FTHqKxQurqRDPhZCLQMkgYAANA5ccMthayJ7RBDQ12YQo4/rpS7w2BLoH2QNAAAgM6J+GkMprU5J4SGuvDHVZhcDjM0AF2ApAEAAHROyE/j2MdgGEFDXYxKLmlionBwoqEuMNBA0gAAALolaS5tbymnp20CIURUlCvcByEc/r0D7YNPFQAA6JaIfxnDjSxsJ9JQFyaREPwaGGwJdASSBgAA0C1hbRrLahTDiE1DXUQlFymVMK0T0BFIGgAAQIcUcnGL4DcOXW0TjMoK0sJCaWVDT3VgoIGkAQAAdKip7ppSKWXTNUMDUVEu9/Cipy4wAEHSAAAAOiSqTTM28zRhedNQF9YkwgUNchhsCXQGkgYAANAVklQK+Vc5DrH0VMfgcRGGwQwNQHcgaQAAAF1pEd6XS+vZ9nQNtuRxFTZ2pDmLnurAAARJAwAA6IqoNo1gWLBsxtBRGUkyKrkwbgLoFCQNAACgK0L+ZUu7iTjOpKEuoqEOa2mGtgmgU5A0AACATkjbqtuaCjgO9I2bQDiucHGnpzowMGl54dQbN25cunSp45ZNmzaxWKxjx45VVlZSW0aPHj1t2jSEkFAo/OGHHwQCwcSJE0ePHk3t1cVGAACgn4h/GcMwS7tJ9FRH8LgKJxfS2Jie6sDApOWkwdfXl8X6sw9OTU3NhQsXTE1NEUJ37txZtmyZiYkJQsjOzo4qsHPnztDQ0PDw8MOHD1tYWAQEBOhoIwAA0E/ITzPnjDAytqejMqWSeFIpHQm/lIBuaTlpcHBwcHBwoB5/+OGHb775JkEQcrm8ra1t7NixHUsWFRW1t7e/+uqrCKE5c+ZcvHgxICBAFxu1e4EAAKAJpVIirs908n6bnuqI6sdYezv0ggS6puWkQeX+/ftMJpP6zubz+WZmZl9++SWfzw8KCpo2bRqO41VVVT4+PlRhHx+fX3/9FSGki40UpVLZ3NxMPTY2NsYwTEcXriHsL/oNQyuoqzCYa4H35QXUH6+lueGmUtHGcYztMmytXwujsoJkMpVOLv3rVQL9jq6ShtOnT69evZp6XFNT09bWNnTo0LFjx3777beNjY2LFy8WCoXm5uZUARaLJRQKEUK62Ejh8/lxcXHU40WLFq1Zs0ZHF94jVNuNYbCxMZy57lWfIgNgSO+LqumzX6gtuWFs6uQ2aAJCXXyLa/19kT2pRIOH2NjT0hQCBjCdJA2///47QRCenp7U05CQkFOnTlGP586de/jw4cWLFxsbG8vlcmqjTCZjMpkIIV1spFhaWm7evJl67OPjo7rroC84jjMYDKlUqt8wtMLY2JggiNbWVn0HogUMBgPDMJlMpu9AtMDExATDsLa2Nn0HogUMBgMhpPrr7hf4VResHF9qbm7ptN3U1JQkSYlEosW6MKmUUcVTTIptp+U/W//K3oB26SRpuHr1akhIiOppU1MTjuPU58zFxYX6L2Ztbf3w4UOqQENDg5WVlY42UszMzGbNmqV6Wl9fr4Pr7gHqn6B2/3HoC/VFaxjXwmQycRw3jGsxMjIymGsxNjZGCLW3t+s7EE21iQskLZUs20nPvv7GxsZaTxoYZcUMhaLd1V1By9sNScNApv15GpRKZXZ29siRI1Vbbty4sXPnTurx7du3/f39EULBwcHFxcVNTU0IoVu3boWHh+toIwAA0ExUexnDmZY24+mpjuBxSTNzhY0dPdWBgUz7dxrKy8sZDIaX13/XZo2Ojn7w4MHy5csdHR3r6+u3bNmCEGKxWHPnzt24caOLi4tQKFy0aJGONgIAAM0EtZctbcbjDJo6xzAquXLPwQi6QALdw0iS1O4ZhUJhY2Pj4MGdR/7w+fzW1lY3NzeCIFQbm5qahEKhm5tbxx6/utjYyYvQPMFkMg2jHwCLxWIwGB27nfZfhtQ8YWFhgeO4SCTSdyBa0L+aJ+TSxkdp/m4Bu+09lz67l81mkyRJ3RDVCqy1hfX5J5KXpskCh2vrnN2ztbWlpyLwAtL+nQYOh8PhcJ7dbt9Vt15LS0tLS0saNgIAAD1E/CskqaB19miSlLt50lMdGOBg7QkAANAmET/N1NKPaepGT3UMHldpZUOyu/ipBoDWQdIAAABaQyrlTXXXOfY03WZACMFy2IBOkDQAAIDWNAuy5TIR2z6GnurwxgasSSR396SnOgAgaQAAAK0R1qYxmFbmnJHqi2oDwStHOK6ADg2ALpA0AACA1oj4aWy7yRiuqxn6O2FUchUOTqQBTUgPXnCQNAAAgHa0t/IkzSW0tU0gpZKo5Ck8BtFUHQCQNAAAgLYIa3/FMMLSbiI91RG1TzFJm9wdkgZAH0gaAABAO0T8NJb1KAbTmp7qGDwuSTCULjSN7QQAQdIAAABaoZS3iBtu09c2gRDB4yrdPEhGz/pPKEllVvPvClKpo6iAYYOkAQAAtKCp/jqplNKWNGAKOf6kqheDLbNbCmaWbM5uyddBUMDwQdIAAABaIKi9zDR1N7Xwpac6vJKHKeS9mNYpWZBpz7AabR6gi6iAwYOkAQAA+ooklU38qxyHWNpqZFRWIFMzhb1jj45SkMoUYdYMqwgCg3/+oDfgcwMAAH3VKnooa+ezHejs0FAuc/Po6XLYmeJH9XJRvFWkjqICBg+SBgAA6CtRbRpOmFnajKWpvrZWgl/TixkakoWZLky7UHOa2lCA4YGkAQAA+krIv8y2i8JwY3qqM6qsQCTZ0w4NMlKeKrozgxOBoZ7dnwBABZIGAADoE1l7bavod3rbJrgkm6Pk9GxCiAzxw0Z500yr8TqKCgwEkDQAAECfCGsvI4TYdpNpq5Hglct70TYhyHRnOgw389ZFSGCAgKQBAAD6RMRPM+cEG5n0bCBDr2EiIS4UKDx61jYhJeWpojvxVpHQNgH6ApIGAADoPVIpbaq/QedEkAweF2FYT6d1utp0r0nRAm0ToI8gaQAAgN4TN9xUylvY9lNoq5HglSts7Ukz8x4dlSzI9DJ2CTSF1a1An0DSAAAAvSfkpxkZ25tzgmmqjyQZlRU9HTfRpmy/JPoNbjOAvoOkAQAAek9Yc5ltH4Po6ihA1PGx1paeztCQ1nSvRSmZyYnQUVT69corrzx48OB5e5VKZVRUVGFhIZ0hGTBIGgAAoJfamgqlbZU0TwSJCELh6t6jo5Iab/iYuA019dBRVPqVmZkpEAiet5ckyfT09KamJjpDMmCQNAAAQC8J+WkYzrS0nUBbjQSvXOHsShoxNT+kVSm5Jn4w24q+IIEB69lC7AAAAFRE/DRLm3EEg0VTfQoF8bhKNqpnk1Wniu60KiXTOON0FFTvREdH79q16/PPP29sbBw1atTmzZtTUlJ++OEHpVL59ttvjxs3DiFEkuTx48evXLmCYdikSZOWLl2KYRhCqL29/eDBg9nZ2YMGDVqzZk3H0545cyY1NVUoFEZGRq5evdrYmKY5OgcOuNMAAAC9IZcKWoT3aG2bqH6MyaTyHs7QkCzIDDIdPMTEVUdR9U5GRsbf/vY3X1/f8PDwjz/+eNSoUV988UVUVFRVVVVcXJxEIkEILV26NCEhwdfX18fHZ+PGjUuWLEEIkSQZExNz+PDhkJAQhUIRGRnZ3t5OnXPdunXr1q3z8vKKiIj4+uuvFyxYoFQq9XmRhgjuNAAAQG+I6q6SSjnbLpq2Ggkel2QyFQ5Omh8iVrReb3qQ4PRP3UXVa+vWrVu/fj1CqKSk5OrVq1lZWSYmJqNGjRoxYkRFRYVcLv/2229v3rw5duxYhFBMTMz48eM3bNhQWlqanZ1dUFDg7e2NEBo8ePDatWsRQqWlpZ9++mleXp6fnx9CaOnSpR4eHklJSTNnztTrVRoaSBoAAKA3RPw0UwtfY3P6Zj4wquQq3AchgtD8kAvC2+2kbLrVizhuIiQkhHowaNCgoKAgExMT6jFCSKFQ3Lt3z9nZmcoYEELjxo1zcnK6d+9eUVHRmDFjqIwBIbRgwQIqabh37x5BEG+99Zbq/CRJFhcX03lFAwEkDQAA0GMkqWiqS7d1o+8XPCaV4jXVsok9aw1JFmaGmPt4Mmma4rpHcPy/7ePEM5mQQCBgs9kdt3A4nMbGxqampo7bra2tGQwGQkipVLLZ7C1btnQ8xMPDMAeM6BH0aQAAgB5rFvwmlzbSOXs0UclFCoXcvQc3NoTy5szm3Jmcfjmn0+DBgysqKlpaWqinLS0tFRUVXl5egwcPzs3NVXVWKCkpkcvlCCFvb2+hUBgYGDhhwoQJEyaEh4enpqbKZDK9XYCBgqQBAAB6TFSbRhhZsqzCaKuR4HFJc5bSxlbzQ86LbsmU8jhOz0ZbvCBiYmLYbPaGDRtkMplMJlu/fj2Hw4mOjv7HP/5RW1u7bds2uVwuEolU7RFhYWGBgYFLly4Vi8UtLS0JCQnHjh1zcupB/w+gCUgaAACgx0T8y2z7aAw3oq1GRiVX4TkYYT2YejJZkBlmPtSNaa+7qHTHzMzsp59+unDhApvNZrPZqampiYmJZmZmLi4uJ0+e/Pe//21paWlnZxcQEBAQEIAQwjDs9OnTJSUl1tbWtra2P/30U2JiIotF12jYAQP6NAAAQM+0t1a1iYscvd+hrUasWYw31LeH9eCeQYO8Kav5912uy3QXVV9cvXo1OPjPBTuWLl3697//nXrMYrHS09Op7pBjx46tqKgoLi7GMGzIkCGqPhCzZ8+eNm1aQUGBm5ubjY3NvHnzqH6RQ4cOzcvLKy8vb25uHjp0KDVJA0EQ6enp/v7+erhIQwRJAwAA9IyIfwnDCLbdJNpqJCrKEUn2aMmJXwSZSkTGsV/QtonIyEjVY09PT9VjgiAmTPjv5JU4jg8dOvTZw5lM5vDhw6nHoaGhqu0Yhnl5eXUq3PGEoI+geQIAAHpGWHvZ3CqUwbSmrUajygqljS1pYan5IcnCzLGsQEcj+oIEAwEkDQAA0ANKRau44Rad4yYQQkQlV96T2wy1ssbfWgr76bgJ8CKDpAEAAHpAVJdOKts59lNoqxFvqMfETYqezB79i/AmhrCpnDG6iwoMTAO0TwPWkx7IugtA72FohYFdC0XfgWiBgb0v6IW5lqa6K0xTVzN2nzrW9ehaGDwuwnGlm4fmRyULMsdbBNsZcXoVHQDPNUCTBr2Pw8FxHMOwZydB648YDAaO43p/SbWCel+oCeb6O+oqDOl9MTKib3zj85FN/Kt2rtN7/cJSf/U9O/xJJXJ2Nbe107D443b+vZaioz4JhvHugxeKIfxz7AWxWKzfABgMBpPJbG1t1W8YWsFisRgMht5fUq1gMpk4jlMr7PV3FhYWOI4bxvtCjZ1TLWaoR62iR+1t1WbWE3v9wrLZbJIke3C4UsmqKJOOCJNqfMhJfioDI6KMg3X07sN60wMZ9GkAAABNCWsv47iJhc042mrEnz7BJJIeDbZMFtycaDHCimGhu6jAgAVJAwAAaErET7O0m4jjJrTVaFRZQTKMlM5uGpbnSWsetZbOfCGXtQQGYIA2TwAAQE/JpfWtokfuQfvorJTgcRWu7qTG/Z+SBJlGGPESe5ROo+ojrbSbWFjArRQ9gDsNAACgEWHtZZIk2XbRtNWIyWV4dVWP2iaSGm/EsMMsCXPdRQUGMkgaAABAIyJ+mpllINPUmbYaiapKTKFQeGo6Q0Op5EmBpALmdAK6A0kDAACop1RKm+rS2Q70zemEECJ45cjUTGHnoGH5JOENU9w4hk3fgt1goIGkAQAA1BM3ZCnkzXTPHs0rl3kM0nw57F8EN6dYhpnT2E8TDDSQNAAAgHqi2jQG09acM4K2GrG2NqKOr3mHhkIJr0hSOdMK2iaADkHSAAAA6onqrrDtozGMvv+ZDB61HLamHRqSGm+wCNNodqj6ogD0FiQNAACgRltzcXsLl0N3hwau0pKtZGu6fsQvwpsvsUeZYEydRtW/bNmyxcXF5c0331y9erWXl9eUKVOoeUW3bt360UcfIYSCgoLKyso6HlJYWOjo6Dh37tzt27dHRETExMRoOEVsSkqKk5PT9u3bp02b5uXlRQ0rXbt27datWzsWS0hIyM3N7fIMqqgWL16MYdjdu3dVu7744gsMw44cOaJJJHPmzLlw4UKXu6ZNm6bJGboB8zQAAIAaotrLGG5kaTuBzkoJXrlikJeGhXNby8rbqz9wWarTkPqXpKSks2fP5ubm2tjYIIQkEsmIESO++OKLmJiYGzduMJnMiIj/ToF18+bNoqKipUuXfvbZZ0uXLt29ezdCaOfOnTExMSdOnHjjjTcQQjk5Oenp6a6urvHx8dTaLqdPn46IiMjIyAgNDd27d+/hw4f/9re/IYRCQkKSkpIWLlz4bFTBwcFsNhshJJfLz549W1FRMXLkyMmTJ+fn53eMKjAw8Oeffw4LC1NdS1BQkOokz0aCELp+/frDhw8jIyM7VldcXHzp0qUhQ4ZERUVpZf5vuNMAAABqiPhpFjZjCSNL2mrEhQJcJNS8bSJZmMkmzKMsQ3QaVf/y5Zdf7tixg8oYEEImJiY3btz429/+xuFwHBwcnJyc7O3tqV2PHj2aN29eeHg4QojFYj148KCpqYna9f3338+aNQshlJiYOHPmzLa2thMnTqh+r586dWrZsmUZGRkmJiYRERETJvyZVg4e/Nw37uTJkxUVFQihxYsXf/nll1KpdPHixadPn+4UVXx8fFJSEnWIUCgsLS1VJRBdRsu6T7wAACAASURBVPLJJ58sW7asubl5zZo1t27dojamp6fHxsY2NTV988038fHxJEn2/VWFOw0AANAdhaypWXDX1W87nZUSvHKEYXJ3T00Kk4hMFmS+zB7NxPrTv3Q85x7+9HFPjyI51oqxkerLIZSTk/Pvf/+bevzjjz9WVVUhhOzs7BYuXOjr68tisYYMGYIQqqysXLx48TfffEP9lH/zzTcXLlzo6uoaGxsbExMzb948aurJ7du3f//995GRkSRJ+vn53b59e8yYMQihoKCg/fv3I4Q+/vhjqq709PTMzMzPP/+8+/AyMjLOnz8/bNiwyMjI1tZWFxeXjlG5uLjY2Nj8/vvvQUFB58+fnzp1qqqV5NlIRo4cuWvXruzsbF9f37feesvV1ZUquXXr1g8//PDVV19FCA0ZMuSXX37pySvdtf70CQMAAPqJ6q6SShmH7sGWXIW9I2lqpknh+y1FVVJ+vLVGX6UvDkwkQNVPenyUQqFhyY6r77a1tTU3N/P5/JMnT3ZqNVi4cKFQKLS2tqaeenh4ZGRk5OfnX7169dtvv92xY8cvv/wSHBxcVlZGNRxgGDZ+/Pi8vDwqaRg7dqzqVO3t7Tt27Dhx4sT58+dVtzGeZ968ebGxsf/85z/j4uJeeumlZwvMmjXr7NmzQUFBSUlJq1evPnXqFEJIKpU+G4mtrS2Hw/H19UUIsdls1T2JnJychw8flpaWIoRYLNYff/yh4UvXDUgaAACgOyJ+mgnL29hc05YCLSBJRiVXFqTp8M5kQaY1YTmeNUynQWmdYmIMmqjDVMzf3//WrVshISEIoUWLFiGELly4oLp1r/Lee++JRKKEhIQrV64ghPbv379w4cKAgICAgIC33nprw4YNn3766fHjxzseguO44q/cxdz8zxm7Gxsbo6Ojhw4d+ujRIzs7O7XhffTRRzNmzDh//vzChQuXL1++bdu2TgXi4+NnzZq1cePGe/fuRUZGUklDJ1QkOI5jHSbzoDp7kiQpl8tHjx5NdXoYPny4r69vVlaW2sC6B30aAADguUhSIeJfZdvTO26CX4O1tWk4QwOJyAui23FWY436VdsEDd5+++1//etfT58+pZ5KpdJ9+7pYbOyll15au3btH3/8cenSJYTQ2bNnO349W1tb4zjOZDI9PT1v376NECJJMjMzMzAwsNN51qxZM3HixFOnTmmSMUgkkjlz5owaNWrPnj3ff/99cnLys2W8vLyoEROTJ08m/lqxrMtI3N3dhUJhSUkJQqipqem3335DCGEYFhAQYG9vP2PGDCo7oZKJPoIPGQAAPFeL8L5c2shxoHsiSEQQChd3TQrfaS54LK2byYG1sDubOnXqokWLhg8fTnV+vHTp0ty5c6mEgMVipaenT506lSppamq6a9euhISEmJiYTz75ZPbs2Y8ePfL29ubxeCkpKdeuXUMI7dy5c/78+W+++WZWVpa7u3vHkRcIIaVS+fPPP7/++us7d+6ktrzyyitUM8Ht27cPHDhAbXRz+3OJcxMTk+rq6smTJ7/00ks///wz1TzRKSqE0KxZs7Zt2/bDDz90rKvLSDZv3jx16tQlS5b8+uuvVK8IhNCOHTteffXVN954Izc3t6yszM/Pr++vKrFjx47uS5SUlHC5XGdn5/z8/Lfeeis9PT0sLEx1Q6afam1t1W8AOI4TBCGTyfQbhlYwmUwcxzUcyvyCIwgCwzC5XK7vQLTA2NgYwzCt/LbQO+r+qkLjxmwtqqv8tq0p3y1wL4Zpujh190xMTNBfN5Cfx/h2JsmykA3TaCjEZ/yzldLava5v4HRNPGVmplFPi25IpdK+h6HJAMLJkye//PLLEonE3t4+ISFh6tSpI0eOdHZ29vf3b2trc3R0dHFxCQsLMzU1DQ4OFolEnp6eAQEBCxcuNDIyEolEgYGBhw8fpvoVBgYGjh8/vqqqauzYsR9++CGO4wghDMOCgoKsra3b2tpwHO/4ygwZMsTFxQXDMIIgpH9hsVjDhw8fNmwYh8P5xz/+wWAwWltb582bRw3p7BjV0KFDnZ2dPTw8WCzWwoULGQwGhmG+vr4uLi5dRjJ27NiAgIC6urqlS5dOmDDB29vbxsbG19d38uTJT548GTZs2IEDB0xMTKiA+/KyY92Pwbh9+3ZUVNSaNWv27dvn7+/P4XAaGxttbW1v3rzZl1r1rr6+Xr8BMBgMJpOp99xFK1gsFoPBEAqF+g5ECwwpAbKwsMBxXCQS6TsQLaC+HvSSAOVnRJqwfLxGfqWtE7LZbJIkVSP6uqBQsA5/LBs9vn20+psHSlI5LH9xHGfMv1xXaCtCtWxtbft4BlX/xL6gBjUAmqlpnjh27NjLL7+8Z88e6ubGkydPFAqFo6Mjj8fz8PCgJ0QAANALaduTNnGhg9cqOislnlRiMpnMXaMODVnNv9fKGmEtbEAbNbez+Hz+uHHjjIyMrl27Fh4ebmtr6+DgYGtrW1NTQ098AACgL8LaSxiGc+wn01kpweOSxiZKRydNCicLbzoYWYeba6GtGgBNqEkafH19U1NTa2trv/vuO6qnRm5ubn19vYuLCy3hAQCA3oj4aeackQxmX+/G94hRJVfh7olw9R0U5KTiovD2TE4Ebb0ZAFDzUXv77bcLCgqcnJwqKiqWLFly/fr1MWPGxMfHqyacAgAAg6RUSsQNWWx6x01gEgle81TDiSBvND+ql4tgLWxAJzV9Gjw9PQsLC+/fvx8YGOjg4CAWi7/++mtqQQ4AADBgTXUZSkUbh+YZGiorkFKp8NRoIqmkxhsuTLuR5r66jgoAFfU3tSwtLb28vJqbm8vKygiCCAsL4/F4htG9HAAAnkfET2OaOpta+tNZKaOSS1pYKK3VN4hIlbJLTb/NsorEEKa2MADaouZOwx9//BETE/P4cec1RdLT01XLeQEAgMEhRfw0tv0URO9XMsErl2u2suV1cY5ALoZxE4BmapKGffv22djYJCYmqmaYolDLgQMAgEFqbcqTtlXTvEgVJhbjjQ3tYzTKA5KFmZ5Mx2FmXrqOCoCO1CQN1dXVr7/++ujRo+mJBgAAXgSi2jQcN7GwpfV3PINXjhBSuKmfoaGdlF0S/bbMNk73QQHwP9T0aRg8eLBWFtMEAIB+RMRPs7AdjxOmdFbK4HGVtvakBhMdponuihWt/W4tbGAA1NxpWLVq1axZs1avXh0bG2tpaanaPnz4cGihAAAYJLm0oUX4wC3gX7TWSpIEr1w2NECTssmCzCEmrn4mMC0voJuapOGtt94qKysrKys7duxYx+1Xr16NjIQkFwBggET8NJJUsu2j6awUr6/DWpo1WQ67Tdme1nRvtcMsGqICoBM1ScOVK1foiQMAAF4QwtrLphb+xmZudFbKqOQiHFe4qr95cEn0W6tSMp0zjoaoAOhEo8lH8/PzT5w4cejQoXPnzhnGwowAANAlUikT199gO9A6pxNCiOBxFU4upAbLPScLM/1NPH1N3GmIqr9LSUlxc3Pz9/cPDAxksVh79uyhtu/evfvQoUMIoaCgoLKyso6HiESiyMhIJyenCRMmsNnsbdu2aVhXenq6s7NzTEyMlZXVli1bqI1r167dunVrx2KxsbE3btzo8gyqqBYvXoxhWHl5uWpXYmIihmFHjhzRJJI5c+ZcuHChy13Tpk3T5AzdUHOngSTJJUuWnDhxwsnJicPhVFRUWFlZJSYmjhkzpo8VAwDAC0jceFsuE1nRnDQolcRjnnTkKLUFmxVtV0X31zvNpSGo/i4vL2/lypVnzpyJiIhACJWUlISHh/v6+kZGRhYVFZmamlZVVakK19bWcrnc0aNHf/zxxx4eHhkZGRiGNTc3jx49esSIEfHx8Qih9vb2goICFxcXe3t7VRWenp6NjY3Gxsbvv//+p59+OmfOnIqKCi8vr7Vr19rY2Dwb1f79+93d/0z4nj59WlVV5ePjw+Fw6urqOkbl5OSUlJS0fv16qmRSUpKzs7PqJM9GghASi8WlpaV+fv+zeplcLi8sLPTw8OjYK7Ev1Nxp+Oqrr1JSUm7evPnkyZP8/Hw+nz916tR58+YplUqtVA8AAC8UET+NwbQ244TQWSnx9AnW3q5Jh4aLotsSUgptE5rYtWvXhg0bqIwBITRkyJCUlBRra+vHjx8XFRXl5+cXFxdTuwQCwaRJkyoqKhBCDQ0NVlZWGIYhhFgs1pEjRzw8PBBCOTk5Pj4+GzduDA0N/eCDD6gDN23atH379tjY2Orq6kmTJkVHRyOEPDw8WCyWXC7vMqqEhISHDx8ihD755JPQ0NDNmzcPGTIkOzu7U1Tx8fFnz56lDpHJZJmZmZMmTaKedhnJ5cuXBw8evGHDhpCQkJKSEmojl8sNCgpat25dWFjYzp07tfKqqrnTcPXq1TVr1owdO5Z6am5u/tlnn7HZ7JKSEl9fmPAcAGBohLWX2fbRGEbQWSmDV04aGSmd1C8EmCy4OdxsyGBjZ7UlX3y13BPNggc9PcrY3NPVd60mJe/fv69qJiguLhaLxaamptbW1v7+/lOmTGGxWJMnT0YISSSSGTNmLFq0aO7cuQihhQsXxsXF5ebmzpkzJyYmRjX38bp167Zv375kyZLGxkY/P7958+ZRcx5yudyCggIMw0aMGIEQ+uyzzy5evPjaa685ODh0H97BgwfPnz8/YsSIo0eP5uTkrFy5UhXVyZMng4KCrly5Ul1d7ezsfO3atYiICBMTk+dF4u3tvWLFim+++SYuLq6goGDYsGFUyY0bNy5cuHDTpk2tra0eHh6xsbE9fbWfpSZp6BJJkn2vGAAAXjTtrRXtLeUuvptorpfgcRVuHiShJlMRKVoymh9udppPT1S61tJUIORf7+lR5pxgDUsKBAIG48/vuC+++OLhw4etra1SqTQnJ6djseXLl9+/f//HH3+kno4dO7a0tPT06dNXr17duHFjVFTUsWPHHB0db9++nZqaihCytraeMmVKdnY2lTTMmTOHui1BaW9vb29vr6ysbGtrMzXtbp6P8PDwTZs2rVq1av78+SwWq9NeDMNmzpyZnJz85ptvJiUlxcfHp6WlIYSUSuWzkZiamra0tMTFxSGE/P39Q0NDqZNcu3YtPj4+IyMDIRQYGJiVlaXhS9cNNUnD5MmTN23aNGXKFKoTQ0tLy/r16+3s7DrNKg0AAAZAWJOK4QxLuyg6K8VkMuLpk/bIyWpLXhDelinl0zkRNERFg8HBH6Hgj3R3fh8fn9zcXKqN/+DBgwihjIyMd955p1MxX1/foUOH7tix4+jRowihrKyskSNHrlq1atWqVQKBYP78+fv37//www8RQqrf+paWlgKBgHpsZWWFECJJsq2tzczMbP369evXrw8ICLhx40b3v+y//vrrzz//fO/eva+++uo333wze/bsTgVmzZq1efPmlStXXrp0ad++fVTSQK0W2SkSsVjM4XBUB1pYWFAhCYXCO3fuUDnN8OHDAwMD09PTe/5C/g81fRqWLVs2ffr0cePGubq6BgQE2Nvbp6SknDlzBsefe+DVq1dP/+X+/fvURpIkb926deHCBT6frypJ20YAANCEiJ/GshrNMKJ15jqiiocUCoUG61QlCzNDzX3dmPZqSwKE0Lx58/bv39+xB96pU6eeLfb+++/v2rXr1KlT1PTHy5cvP3fuHLXLyspqxowZ5eXlZmZmbDa7tLSU2p6fnz9o0J8dUKiv5ObmZisrK6lUSm20tLQUCoXdxCaRSE6ePLl58+Zbt26dOHHiwIEDz5YJDw8vKytLSUkJCgqy+Gue0C4jcXd3f/LkCVWjTCbLzs6mAnN3d1+zZs3BgwcPHjwYEhLi5aWFlUrUJA0Yhh0/fjw3N3fXrl3Lli07depUSUmJqotDl3766afm5maZTCaTyRQKBbXx4MGDqampDQ0N77777tOnT2neCAAAaink4ubGOxwHWhepQggRvHLSzFxha9d9sUZFU6b40UwrWNZSUytXrjQ3N4+KikpMTExLS3v99derq6upXTiOV1ZWNjU1IYQwDHNxcXnrrbfee+89hNC7776bkJBw4sSJrKysU6dO7d69e+nSpQih119/feXKlXfv3j148CCPx+t0F8HCwiI2Nnbx4sXp6el79uwpLS2lOkwghKqrq+//RdX10sTE5KOPPtq6dWt2dva5c+eo8RQdo6ICmz59+po1a6ixGyrPRmJubj579uwlS5ZkZ2e/9957ql/1b7zxxqJFi7Kysj7//PMNGzZ0OZqjp4gdO3Z0X6KkpKSlpWXq1KmWlpZHjhzJysoKCwszNzfvsjBJkt9///2ePXuGDx8eHBzs4uKCEKqpqTl58uSBAwdCQkIkEkleXt7IkSNp29hlnHqfbQLHcYIgZDKZfsPQCiaTieM4ddOsvyMIAsOw53V77l+MjY0xDGtvb9d3IFpAtUyrfoToiKj2UmN1knvAHgZTC/9bn4e6sdzxfTHOSFM4u8p9/bs/8MfG65eb7h50X2NBmOkuPE2YmfU1ANUv8r4wVjenBUEQ8+fPl0gkqampBQUF0dHRe/fuxXF85MiRDg4O586dMzc3b2lpiY2NtbCwCAsLO336dERERFRUVHBwcFpa2i+//FJfX08NjkAITZw4USAQfPfdd1Kp9Pjx49bW1gihvLy8kJAQ6ptuxowZBQUFZ8+eVSqVX331lZubG0KorKwsKyvr8l8eP37s7OwcFhbm6OgYHR2dmpp68eJFLy+vvXv3mpqaqqLCcXzw4MG+vr5WVlYPHjzYsmWLmZlZcXGxp6fn0KFDu4zklVdeKSoqSkxMDAoKiomJ8fb2dnV1HTdunFQq/e677xobG48dO+bu7p6Xl6fKZnoH675X4+3bt6OiotasWbNv3z5/f38Oh9PY2Ghra3vz5s0uy9fX17///vuvvfZabW1tYGCgt7c3Qig9Pf3OnTsbN25ECBUWFn711VcHDhygbePz4uzLq9Z3DAaDyWTqPXfRChaLxWAwur8X118YUgJkYWGB47hIJNJ3IFpAfT3oOgGqeLRG3HA7aNI9ndbCZrNJkvzvr8nWFtbnn0hi42RBI7o/ML70fQWpODeE3hUxumJra9vHM4jF4r6HYaHByl5A69R0hDx27NjLL7+8Z8+e3NzcsrKyJ0+eKBQKR0dHHo9HDV3tpLa2tqam5sGDB9bW1h988MHixYujoqKEQqGqjwaHw6H6j9C2kdLQ0KDq/xIXF/dslxOaYRiGYRiTydRvGFqB4ziGYR274fRf1Pui6mTUrxEEgRAymPcFIdR9X/Q+IkllU/11R49/6PoV6/S+kLwyJUmaBQZj3dZbI2243Zx3aMg7hvGGgv5LTdLA5/MnTZpkZGR07dq18PBwKsG0tbWtqanpMmlwc3M7dOgQ1UPEwcHhzJkzUVFRnWaCop7StpFCEAR1BwkhZGlpqev7nGrhOI7juN7D0Arqi9YwroVKgAzmWpDub+nTg/qi1em1NDX8Jm2rtXZ6SdevWOf3pbQY2dgqLdmo23oTa68hhGbYjH8R3lDVOEYwAKl57319fVNTUxcsWPDdd99Rv85zc3Pr6+tVX8CdWFpaquaqDAwMpCbK5nA4qsm9RSIRNUCFto0UDofzr3/997YeNE9oEdU8oZX7jXpneM0ThvG+0NA8Uc1NxhnmhGmwrl8xqnlCVYt5abFi8BCJukrPPE0bxwoylTDEEv2/oWo7EwADpmb0xNtvv11QUODk5FRRUbFkyZLr16+PGTMmPj7e1bXrmctSUlJUK2oUFBRQPUECAgIKCwupBDkvL8/f35/OjQAAoJao9rKlbRSG09piiAsa8SaR2tmjq6X191qLYNwEeBGoGT3B4XCWLVsWHR39wQcfODo6ymSy8PDw7du3P2+eBmtr65MnT3K53MrKyqSkpGXLljk5ObFYLC6Xm5mZ2dDQcPHixRUrVlhYWNC2scs49f4TH0ZPvJhg9MSLSdejJ2SSmseFHzh5rTZjB+moCpWOoycYRfkMbqkk+hVkZNTNIScbLmeKcw+5rzHFX4if+P1l9ATQha5HT5SVlSkUCh8fn7Kysubm5mcLeHt7P2/UpVgsvnv3bktLi2ogCkJIqVRmZ2cLBIKwsDDVqly0bXwWNE9oEYyeeDHB6AnN1fFOVOYlDIv+3chY5/MmdRw9YfJLIt4kal2wrPtDYovXWxEWZ7x26Do2DcHoiYGs66QhKiqqubn57t27UVFRXc46mZ6erlrGoz+CpEGLIGl4MUHSoLnSu/Nl7XV+EZd0dP6O/ps0KJWszw/Iho1sj5zUTflKaW1o/vJ/u78916ZPw+u1CJKGgazrjpCXL1+mkonLly93uQq2YYwVBAAApVLSVH/D0fstmusl+DVYW5vc3bP7YsmCTCOc8RJ7FC1BAaBG110TjIyMqLRg48aN169fN35Gx0W9AACg/xLX31Qq2jj2U2iul+CVkwRD6erefbFkQeYkixAOo/MqiL2GSRHjrgLJYbFi0BtqRk/Y2NicPXuWnlAAAIB+In6akbEDDV0gO2FUVihd3chu5zyokNb83lau3XETxG05M1mGCdSXBOBZauZpWLBgwdq1a9esWRMTE2Ntba26wRAUFKSajwEAAPovYW0ax2EKQrTePcUUcvxxpXRMZPfFzjZmGGNGUyzDtFavFBllyhXDCdIO7haD3lCTNCxatIjqCPnZZ5913N7fO0ICAABCqE1cIG2rYtvTvbIlXlWJyeUKTzXLYScLM2Msw7S4QhVxS461IelEmNIR9JKaj87169fpiQMAAOgnrLmM4UxLWzW/+LWOUVlBmpgo7B27KVMieVzYxtvgOE9blWJSZHRTLofbDKAP1PRpeBZJklOnTv3jjz90EQ0AANBJxE+zsInAGV3POqM7BK9c7j4IPWeWPMrPggwz3CTacqS2KmXcUmBtSB41gG4zpKSkuLm5+fv7BwYGslisPXv2UNt379596NAhhFBQUJBq8QGKSCSKjIx0cnKaMGECm83etm1bTyvdsWPHlStXqMdr167dunVrx72xsbE3btzo8kBVVIsXL8YwrLy8XLUrMTERwzDVhMvdmzNnzoULF7rcNW3aNE3O0A01SYNAIJg5c6aDg4PdX6ysrC5fvsxms/tYMQAA6JdcKmgR3ufQ3jaB2toIfo3a2aNThFkvscPNcO2suYpJEeOmTB5CKG0Hym2GvLy8lStXnj59uqCgIC8vLycnZ9++fT///HNdXV1RUVFhYWFVVZWqcG1tbXZ2NkLo448/9vDwqK6uzsjIePLkydmzZ5OSkqgy7e3tOTk5fD6/YxXNzc2VlZW1tbXUlosXL+7cuVP19Fn79+8PDg6mHj99+vS3336jJrnpFJWTk5OqXoRQUlKSs7Oz6umzkSCExGJxTk5Op2lm5HL577//rlqKve/UJA2HDh16+PAh9SIuWrToyy+/DA4OPnr0qJOTk7YiAAAAvRDx00hSwXGke7AlKi9BSqXCo7sODXlt3GJJlRbHTTCy5JgEG1C3GXbt2rVhw4aIiAjq6ZAhQ1JSUqytrR8/flxUVJSfn19cXEztEggEkyZNqqioQAg1NDRYWVlRvf5ZLNaRI0eoJZ1zcnJ8fHw2btwYGhr6wQcfUAdu2rRp+/btsbGx1dXVCKG6urrNmzdHRnbX2pWQkPDw4UOE0CeffBIaGrp58+YhQ4ZkZ2d3iio+Pl41dFEmk2VmZk6a9OckYF1Gcvny5cGDB2/YsCEkJKSkpITayOVyg4KC1q1bFxYWtnPnTq28qmo+QA8ePHjttdcWLVokFot5PF58fPyYMWNGjx792muvUYvVAgBAPyXip5la+jFN1cyUoH3lpaQlW2ll3U2RZEGmBWE2SVttExLS6KZCHoIrrV+g2ww/NaT/3lKmvtz/cmXaLXecrknJ+/fvb9myhXpcXFwsFotNTU2tra39/f2nTJnCYrEmT56MEJJIJDNmzFi0aNHcuXMRQgsXLoyLi8vNzZ0zZ05MTIyqy/+6deu2b9++ZMmSxsZGPz+/efPmDRkyBCHE5XILCgqoJGPZsmV79uz55ptvNAnv4MGD58+fHzFixNGjR3NyclauXKmK6uTJk0FBQVeuXKmurnZ2dr527VpERAS1akmXkXh7e69YseKbb76Ji4srKCgYNmwYVXLjxo0LFy7ctGlTa2urh4dHbGys5q/z86hJGkxNTakZIak1shFCjo6OBEEUFhYGBgb2vXoAANALUilvqku381ioh6rLiuXq2ibOCW++wh5tjHW3kJXmjLIUqP2F681wV1yYKsju6VHB5t4aJg0CgYDx1zQYX3zxxcOHD1tbW6VSaU5OTsdiy5cvv3///o8//kg9HTt2bGlp6enTp69evbpx48aoqKhjx445Ojrevn2b+hK0traeMmVKdnY2lTTMmTOHyhi+/PJLZ2fnV155RcOkITw8fNOmTatWrZo/fz6L1XnyLgzDZs6cmZyc/OabbyYlJcXHx6elpSGElErls5GYmpq2tLTExcUhhPz9/UNDQ6mTXLt2LT4+PiMjAyEUGBiYlZWlSWDdU/MZGj169OHDhydPnjxs2LDMzMyioiIMwyoqKmAaaQBAv9YsuCOXCekfbIlEQtRQrxjTXbtDTmsJt/3pHtfXtVOjhDTKUshH4kqrF+g2A0LoI8+VH3mu1N35fXx8cnNz/fz8EEIHDx5ECGVkZLzzzjudivn6+g4dOnTHjh1Hjx5FCGVlZY0cOXLVqlWrVq0SCATz58/fv3//hx9+iP5aoRQhZGlpKRD8OT2WlZUVQqi2tnbHjh1fffVVRkZGXV1dYWFhSUkJlVU8z9dff/3555/v3bv31Vdf/eabb2bPnt2pwKxZszZv3rxy5cpLly7t27ePShqoLgudIhGLxRwOR3UgtSoHSZJCofDOnTtUTjN8+PDAwMAuF5PqETV9GlavXu3n5/fJJ584ODj885//DAgI8Pf3j46OJQpRPQAAIABJREFU9vHx6WPFAACgRyJ+GoNpZc4JpblesrQIYZjcvbs7DcmCTA6DFckK1kqNRjcVSIrkA29uhnnz5u3fv7/j8kmnTp16ttj777+/a9euU6dOUaMCly9ffu7cOWqXlZXVjBkzysvLzczM2Gx2aWkptT0/P3/QoD/fQeorub29fdSoUf/5z38OHTpUUlLy66+/Xr16tZvYJBLJyZMnN2/efOvWrRMnThw4cODZMuHh4WVlZSkpKUFBQarVubqMxN3d/cmTJ1SHSplMRvXoxDDM3d19zZo1Bw8ePHjwYEhIiJeXl+av3vOo+RgxmcyLFy9Si1cdOXLkn//8Z1NTk1baRQAAQI+EtZfZdpMxnO6vUrKsBDk4kubPXUuCRGSKMGsqewwT10bbhIQ0uqWQh75wtxlosHLlyrNnz0ZFRa1evZrD4SQmJj59+pTaheN4ZWUlNaYAwzAXF5e33nrrvffeS05OfvfddxMSEtra2ry9vXk83u7du6m5DV9//fWVK1fu2bPn5s2bPB6v0/egu7u7arDDnDlzZs6c+eqrr1JPq6ur79+/Tz1WffebmJh89NFHtbW1U6dOPXfunLu7e6eoqMCmT5++Zs2aHTt2dKzr2UiYTObs2bOXLFmSkJCQmJiI/zWU94033li0aNFHH3306NGjnTt3amWuBKJTNM9SKBSJiYnHjx8/c+aMSCSKioqys7Pre8X6pfc1qXEcJwhCJpPpNwytMKTlpAmCwDBMLpfrOxAtoBaW091y0nSiWqYVCoW2Ttjeyqsu+peT99umln7aOqdGSNLkSioaGiB9/uKW91qKvuAnb3N+zdNYC4PUjK4rCC4p/acRaaK1pMHMrK8zVEql0r6HQS2Y3g2CIObPny+RSFJTUwsKCqKjo/fu3Yvj+MiRIx0cHM6dO2dubt7S0hIbG2thYREWFnb69OmIiIioqKjg4OC0tLRffvmlvr6eGhyBEJo4caJAIPjuu++kUunx48etra0RQnl5eSEhIS4uLh3rLSgo8Pf3Hzx4MEKorKwsKyvr8l8eP37s7OwcFhbm6OgYHR2dmpp68eJFLy+vvXv3mpqaqqLCcXzw4MG+vr5WVlYPHjzYsmWLmZlZcXGxp6fn0KFDu4zklVdeKSoqSkxMDAoKiomJ8fb2dnV1HTdunFQq/e677xobG48dO+bu7p6Xl0d1/+w1jLqL8Dytra0TJkzIy8ubMGGCtbX1o0ePiouLjx8/vmDBgr7Uqnf19fX6DYDBYDCZTL3nLlrBYrEYDAZ1Z6y/M6QEyMLCAsdxkUik70C0gPp60GICxOd+WVWwLTimgMHsbgiD1hF1fLNvj2ILljY5ujyvzObHX/7cmJEf9B0D6/MItTbSbJ9UHkxIZ2jzhoqtrW0fzyAWi/sehupXO6CTmk/S/v376+rqiouL3dzcqC179+5dsWLFnDlzVB0xAACgfxHy01hW4TRnDAghgleOcBy5D0LP+amtJJUpwqzpVuO0kDEgZJSpIKWkbCIMjwdao6Yj5N27d5ctW6bKGBBCCQkJCKHCwkLdxgUAALqhlLeIG26xHWgfN4EQwSvH3D3R839x3W7Jr5E1amdOpxbS6LZCMYpBsgdcbwagO2qSBhaL1Wk6TKFQKJVKPT09dRgUAADojKjuOqmUsu1pnwhSoSCqKtFg726KJAsy7RlWo80D+l4bM0tByklZJNxmANqkpnliw4YNsbGxHh4ec+fOZbPZubm5CQkJCQkJlpaWVKckmBcSANC/iPhpxmZupha+NNdLVFZgMinyeu54dQWpPC+8FW8VSWA9XkqwsxaScUsuCyfgNgPQLjUfzV27djU3N7/77rtubm6WlpYRERG3bt3as2cP4y88Ho+eQAEAoO9IUiniX2Hb0z5unCSNs9IVtvaYm8fzimSKH9XLRfFWWlinm5mpIBVIPmHAzc0AdE3NR2rv3r2bNm3qpgCsXAUA6EdaRY9k7XyOA91tE4zCPOLpk7Y5rxrhOHrOmLVkYaYL0y7UvK+3QLBWxMiWy0YRpCXcZgBapiZp8PPzk0gkFRUVnUZIDxo0qO9DdQEAgGYifhpOmFnYjKWzUkwhN7l5XT7IW+753Cn5ZKQ8VXRnrvVkDPX1m94oQ04qkDwSbjMA7VPzqbp582ZcXNyzQ73T09NVa38BAEB/Iay9zLabiOFq5gXSLubdbEzc1B4/t5syGeKHjfKmvo+bwFoRkS2Xj2bAbQagC2qShk8//dTPz++LL75QzbNNeXZJLgAAeMHJ2mtbRbn2Hq/RWSnW2mL0W5ZsWIjSzr6bYsmCTHemw3Cz7sZWaMIoXY5IJJ8AXdSBTqhJGgiCeO2114YPH05PNAAAoDui2jSEkKV9n6bR7Snjm+mIJNvHdte9UUrKU0V3Ftu+0se2CawFEXfkijEMkgW3GYBOqBk98Y9//OPs2bOGMX09AGCAE/HTzNjDmCb0dd/GG+qNfs+RjoroZoUqhNAV0b0mRUvf2yYY6TKEkAx6MwCdUfPZmjZt2q5duzw9PYOCgjpOyfDxxx8HBQXpODYAANAaUiltqr/hMHglnZUaX79EmrNkoaO6L5YszPQ2cQk07W69bLUwMcm4o1CMZZDmfTkNAN1RkzTs3r27uLh45syZnfo0wEohAID+RdxwUyFvZtvTN3s0UcllcMskcfEko7tFrtuU7ZdFv620n9nH6hjpcoQh2Xi4zQB0SE3zxJ07d959992TJ0/u+l8wjTQAoH8R8tMYTFszdjBN9SmVxlcvKRycZEMDuy+Y1nSvRSmZwYnoS22YmGT8BrcZOktJSXFzc/P39w8MDGSxWHv27KG27969+9ChQwihoKCgsrKyjoeIRKLIyEgnJ6cJEyaw2ext27ZpWFdSUpKDg8OYv1CjDteuXbt169aOxWJjY2/cuNHlGVRRLV68GMOw8vJy1a7ExEQMw44cOaJJJHPmzLlw4UKXu6ZNm6bh5TyPmpzUysqKWskeAAD6NVHtFY7DFKzvMzRrxuj3h0Q9v3XeawhT0ycxqfGGn6nHUNPnzhSpCcZ1OcKRLAL+Xf9XXl7eypUrz5w5ExERgRAqKSkJDw/39fWNjIwsKioyNTWtqqpSFa6treVyuaNHj/744489PDwyMjIwDGtubh49evSIESPi4+MRQu3t7QUFBS4uLvb29qoqPD09GxsbjY2Ny8vL33jjjQ8++KD7qPbv3+/u7k49fvr0aVVVlY+PD4fDqaur6xiVk5NTUlLS+vXrqZJJSUnOzs6qkzwbCUJILBaXlpb6+fl1rE4ulxcWFnp4eFhaWvb2hfwfav5+Vq1a9fnnnx84cOD69esZHTw7cwMAALyw2sR/tLdW0NY2gcmkxlnpMh8/hat79yVblJIrTfdmcvrUBRITk4y7CvlYAm4zdLRr164NGzZQGQNCaMiQISkpKdbW1o8fPy4qKsrPzy8uLqZ2CQSCSZMmVVRUIIQaGhqsrKwwDEMIsVisI0eOeHh4IIRycnJ8fHw2btwYGhqqygw2bdq0ffv22NjY6upqLpfr7u6ek5NTWVnZTVQJCQkPHz5E6P/Zu++AKI79AeCz5fYKd/TeRbqAiELsXUmi0agxUWP0xcQYNCb5qdFozFOf7Rk1pkdTNDE+NWrsxtgrigXpSJFyNOnXuLZtfn+cj/AU4UA4QOfz17E3u9+5wu73ZmZnwOeff96nT59ly5YFBAQkJCQ8VKsJEyYcPHjQtAvDMFeuXBk+fLjpz0Zrcvr0aT8/v0WLFkVFReXm5po2FhQUhIeHL1iwIDo6etWqVW3yrjaTlv7zn/+srKz8+OOPH9p+7ty5wYPbYIJ0BEEQC1BWnMZxytppqGXCCRKuYgY9Pbj5ezv/Ut0wQPol2wFPFO4CB3DADmxq5EQn9KdSnW0wtHQvN0owxd7OnJKJiYnLly83Pc7JydFoNGKx2N7ePjQ0dPTo0VKpdMSIEQAAg8Ewfvz4mTNnTpkyBQAwY8aMsWPHpqamTp48edSoUfXTGC5YsGDFihWzZs2qra0NCQmZOnVqQEAAAKCgoCAzM9PUm3Do0KHQ0NCsrKxRo0Zt37696ept2bLl+PHjvXr12rp1a1JSUlxcXH2tdu3aFR4efvbs2bKyMnd39/Pnzw8cOFD03xXVH62Jv7//u+++u2PHjrFjx2ZmZkZERJhKLlmyZMaMGUuXLtXpdD4+PrGxbbDkSjNJw9mzZ588BoIgSMdSVZ6ROQwgSEvMSodpNNTtG3SvaN7OvtnChxVXwsV+ASLP1odTQ+IWyw7qeqMZTqrURxQtbrSOshKbmTQoFIr67vXvv/8+OTlZp9PRNJ2UlNSw2OzZsxMTE/ft22f6s3///vfu3duzZ8+5c+eWLFkybNiwbdu2ubq6Xr9+/eTJkwAAe3v70aNHJyQkmJKGyZMnm5olxo8fv27dusjIyLq6Om9v79dee63pi3RMTMzSpUvnzZs3ffr0R+dLxDDs5ZdfPnz48Ny5cw8dOjRhwoQzZ84AAHief7QmYrFYq9WOHTsWABAaGtqnTx/TQc6fPz9hwoRLly4BAMLCwuLj481535pmVgdYRkbG7du3FQqFn5/fyJEj0aoTCIJ0ISyj1Cpve4U209ncVkSXzwGSNPZtfmCjhtNdUN9Z7DbtScIJLnAYiTEDu94UkF/7eH7t0/psqVmBgYGpqammPv4tW7YAAC5duvThhx8+VCwoKCg4OHjlypVbt24FAMTHx/fu3XvevHnz5s1TKBTTp0/ftGnTmjVrAAD1v/Wtra0VCoXpsZ3dgwxmzpw5pgdSqTQ2NjYpKanppOHnn3/+7rvv1q9f//rrr+/YsWPSpEkPFZg4ceKyZcvi4uJOnTq1ceNGU9JgMBgerYlGo7G1ta3f0XR7I4RQqVTeuHHDlNNERkaGhYVdvHixBe9gY5oZ0wAhfPPNN8PDw5ctW/bjjz9OnTo1MDDw+vXrTxgVQRDEYtSV5yDP2jiNtEAsorKcvJtG9x8MxM3/uDqhvG6EzDi71t83gSkhcYtlBhBAgqaAfNjUqVM3bdrE83z9lt27dz9a7JNPPlm9evXu3buzsrIAALNnzz569KjpKTs7u/Hjx+fn50skEhsbm3v37pm2Z2Rk1E9DYLoksyw7c+bM2tpa00a5XN5w3OKjDAbDrl27li1bdu3atV9//XXz5s2PlomJicnLyzt27Fh4eHj9NAeN1sTb27u0tFSpVAIAGIZJSEgwVczb23v+/PlbtmzZsmVLVFRU9+6PXS/NfM20NPz000/Hjh27evVq//79AQBarXbBggVTp07Nz8/HcQsNQkYQBHkCsEr+q1gWLLR6oqmTzCS8eIa3saUj+5hT+LDySpRVoC/l2upwgossJsCYAV2vmcEC4uLiDh48OGzYsPfee8/W1nb//v337983PYXjeFFRkVqtBgBgGObh4fH+++9//PHHhw8f/uijjxYvXqzX6/39/eVy+dq1a7/55hsAwDvvvBMXF7du3bqrV6/K5fKHWhFIkqytrX3rrbcWLlyYlpZWVFRkuuECAFBWVpaYmGh6XH/tF4lEGzZsqKioGDNmzNGjR033UzSslali48aNmz9//sqVKxvGerQmFEVNmjRp1qxZixcv3r9/f/3Vec6cOTNnztywYUNKSsqqVatMWdETIh6qzUM2btw4ZsyYN954w/QnRVHPP//8p59+OnnyZEdHxycP31F0Ol3HVgDHcYIgGIbp2Gq0CYqicBw3tHxAUydEEASGYSzLdnRF2oBQKMQw7OmYA97UM81xXCv2rSr6rbLwZ9+eW0TSJ10LqllkThZ1I97w/Dje8bFrU5kalo1Go5KtW1K69R2ncdFWwa0Lhymh8A+WGUzwgRZNGp68h5qm6SevhlDYzFKlBEFMnz7dYDCcPHkyMzNz5MiR69evx3G8d+/eLi4uR48etbKy0mq1sbGxMpksOjp6z549AwcOHDZsWM+ePc+cOXPkyJHq6mrTzREAgKFDhyoUip07d9I0vX37dnt7ewBAenp6VFSUh4cHAGDSpEkFBQX79u0zGo2//PKLk5MTACAvLy8+Pv70f5WUlLi7u0dHR7u6uo4cOfLkyZN//vln9+7d169fLxaL62uF47ifn19QUJCdnd2dO3eWL18ukUhycnJ8fX2Dg4MbrcmLL76YnZ29f//+8PDwUaNG+fv7e3p6DhgwgKbpnTt31tbWbtu2zdvbOz093TT8s9UwCGETT0+ZMiUkJGTFihX1WxiGsba2Tk5ODgoKepLAHavDr9YYhmEY1rDdrOt6mi606HPpnEy/nFrxuRj15TeO97R3jw0bsLMd6vW/OI7/aiNmbY29NbeJUiRJQgg5jvv5/rG52Zty++3zFrq0MuB/1PCOkVjtgEks2u4rEDzpbRoajebJq4EmJu4QzXRPjBgxYunSpaNHj+7Xrx8AQKvVLly40MnJyTRqtOvq8HkmSJKkKKrDGzzahFQqJUmyw9/SNvE0tZrIZDIcx5+Oz8X0m7IVrSZ5iXMhwNwCV1jgfaASbwhrq7UvjueajGVjYwMhVKvVe8pOx1iF2BhEKkNr6oYpofgGzQwjGEYDLPshd+lmZuQJNZM0vP3229evXx8wYIC7u7uNjU1hYaGpZwgNaEAQpJNTVZxW3D/eLfJbkmr3ixxm0AuvX2FDIzjXpoa/1ath1dfq0ld7vN3qiILzLBAAph8azYBYVDNJA4Zh27dvX7Bgwa1bt5RKpZ+f36hRo9AtlwiCdHIco5anLbJ2HOTgOdkC4ajrVyBDGwYONbP8EcUVHsCxtv1bFw5TQDKJZ4YTQIxumkAsyqx5GsLCwsLCmllzBUEQpPMoubuSZZQ+EVsAaPfLKq5SCpJu0TH9obWNmbscVl7pLw1zFTQ/+1OjBOdZIETNDEgHaKqX4ejRo9u2bav/c/jw4fPnz5fL5e1fKwRBkNbT1FyrKtrlEbRMKHmiVaDMJLx4BghFTLS5zQbldM1N7d1WrzeB10IyiacHEECEmhkQS2s8aYAQvvbaaxMnTqxf9wIAEBERceDAgfDw8CtXrliqegiCIC0Deboo7SMr20jnbrMtEA4vLSZzs4yDhsPm7gCsd6DqAgawMbb9WheRPMcCEWD7owUtkQ7QeNLw+++/HzlyJCEhYdOmTfUbv/jii/z8/L59+7777ruWqh6CIEjLlOVuNOjyfSI2Y1j7t95DKDp/indwZMJ6mr/T/srzg2Q9HUlz+zIawmshmczRgwhgboqCIG2p8aThr7/+euWVV+oXvagnFos3b96cmZlZP68WgiBI56HXZJbnfeva/X2JdbgFwpF304nyMuOw0cDsG8pKjJU31Jmt7psQnGOhCLB9UTMD0jEa/6JXVVX5+fk1+lRISAiO4yUlJe1ZKwRBkBaDkCtM+UAo9nYPWGCBcBjHiq5eYLv5s74tmNL/94pzJEa8YPNcKyLiNZBI5pghJGpmQDpK40lDYGBgdnZ2o09lZWXxPF+/VgeCIEgnUZG/VatM8Q7fiOGWuKhStxIwjdo4pGXrYO2vOj/KPtqObM1shqZmBg41MyAdp/Gk4fnnnz9y5MjNmzcf2g4hXLx4cWRkJJoRDEGQToXWF5flbnTymWnt2MqW/xbBdFrBzXgmIop3euwyE4+S0+VJmpzJTsNbERGvgUQKxwwlIdWKvRGkbTSescbGxs6YMWPkyJHz5s0bN26cj4+PWq1OTU3duHFjZmbm5cuXLVxLBEGQpslTFxKE1CN4uWXCCa9eABAa+w9u0V6HFFeEuGCMQ3+ga/E6GoKzLBQD7jnUzIB0pMd+/3744YehQ4cuXbr03//+t2kLQRAvvvjigQMHfHwsceszgiCImWpK9qqqLnTv8yspaM0tCS2F11QL0pKNA4ZCK2mLdjxUeznW/jkbUqoG6pZFrIZEKse8IEDNDEjHamrE77Rp0+RyeUVFxaVLl1JSUrRa7dGjR1HGgCBIp8LStcWZK+zcxtm5vmiZiMILp6CVlOnTssGMd/XyTEPhZOfW9E2QZ1hohbHPoSkgW+bYsWNeXl6hoaFhYWFSqXTdunWm7WvXrv3iiy8AAOHh4Xl5eQ13UalUgwcPdnNzGzJkiI2NzT//+U8zY9Uf8//+7/8+/fTThk/FxsY+roW+fq8333wTw7D8/Pz6p/bv349h2LfffmtO9MmTJ584caLRp1566SUzX4I5mm/pcnZ2dnZuQacdgiCIJRWlL4GQ9eqxxjLhiKICsiDPMHYCJFuwQjQD2f8r/tqTchrrMKClEbEKnkzjmLEC+KRLUj9b0tPT4+Li9u7dO3DgQABAbm5uTExMUFDQ4MGDs7OzxWJxcXFxfeGKioqCgoK+fft+9tlnPj4+ly5dwjCsrq6ub9++vXr1mjBhAgDAaDRmZmZ6eHjUXxPT09N9fX1ra2vVavWjx6y3adMmb29v0+P79+8XFxcHBgba2tpWVVU13MvNze3QoUMLFy40lTx06JC7+9/rnz0aHQCg0Wju3bsXEhLSMBzLsnfv3vXx8bG2tm6LN/J/oMUqEQTpwlSVZ2vLDnuFrqZEbpaIx/PCc6c4FzcmuGXL8Xx2f3eSLvdr7w8lhKilMQXnWCjF2BjUzNAyq1evXrRokSljAAAEBAQcO3bM3t6+pKQkOzs7IyMjJyfH9JRCoRg+fHhhYSEAoKamxs7ODsMwAIBUKv32229N7etJSUmBgYFLlizp06fPv/71L9OOS5cuXbFiRWxs7M2bNx86ZkOLFy9OTk4GAHz++ed9+vRZtmxZQEBAQkLCQzWZMGHCwYMHTbswDHPlypXhwx+0SzUa/fTp035+fosWLYqKiqqfvrmgoCA8PHzBggXR0dGrVq1q6zfVvAWrEARBOiGOrZOnLZI5DHD0mmqZiIK0ZKK6Ujf1HwBrwboPCXUZX1f+8X8urw6URbQ0IlbBk+k885IAPnVn6/Qyslzd4h+uNmIY7cOYUzIxMXH58gcDY3NycjQajVgstre3Dw0NHT16tFQqHTFiBADAYDCMHz9+5syZU6ZMAQDMmDFj7NixqampkydPHjVq1JAhQ0xHWLBgwYoVK2bNmlVbWxsSEjJ16tSAgAAAQEFBQWZmJoZhBQUFpmMeP378cVXasmXL8ePHe/XqtXXr1qSkpLi4uPqa7Nq1Kzw8/OzZs2VlZe7u7ufPnx84cKBIJHpcdH9//3fffXfHjh1jx47NzMyMiHjw1VqyZMmMGTOWLl2q0+l8fHxiY2Nb+g437an7GiII8swozVrNGmuC+h6ywFKWAACMoYXxF5nAEM7T2/y9VJx2rvzzCHH3ha6vtSKo4CwLpRgb/RQ2M6SXkSklLb4GedlxZiYNCoWCJB8c//vvv09OTtbpdDRNJyUlNSw2e/bsxMTEffv2mf7s37//vXv39uzZc+7cuSVLlgwbNmzbtm2urq7Xr18/efIkAMDe3n706NEJCQmmpGHy5MmY2RlkTEzM0qVL582bN336dKn04VG0GIa9/PLLhw8fnjt37qFDhyZMmHDmzBkAAM/zj0YXi8VarXbs2LEAgNDQ0PoZnM+fPz9hwoRLly4BAMLCwuLj482sm5lQ0oAgSJdUp7hdJf/FI3i50MpCc80JEq5iBj09eESL9lpU/G0tqz7gv1qAtfh8i1XwZAZPv0Q+fc0MAIApfQxTHl6roC0FBgampqaa+vu3bNkCALh06dKHH374ULGgoKDg4OCVK1du3boVABAfH9+7d+958+bNmzdPoVBMnz5906ZNa9asAQDU/+63trZWKBSmx3Z2duZX6eeff/7uu+/Wr1//+uuv79ixY9KkSQ8VmDhx4rJly+Li4k6dOrVx40ZT0mAwGB6NrtFobG1t63eUyWQAAAihUqm8ceOGKY+JjIwMCwu7ePGi+TVsFhrTgCBI18PztDz1Q5EsxKWbhdbPwzQa6vYNulc0b2dv/l67ak4fVlzZ5DXPT+jefOlHUGc5KMO46KcxZWh/U6dO3bRpE8//PSXG7t27Hy32ySefrF69evfu3VlZWQCA2bNnHz161PSUnZ3d+PHj8/PzJRKJjY3NvXv3TNszMjLqp0U2v5nBYDDs2rVr2bJl165d+/XXXzdv3vxomZiYmLy8vGPHjoWHh5vyAABAo9G9vb1LS0uVSiUAgGGYhIQEU2W8vb3nz5+/ZcuWLVu2REVFde/egjnOzYG+iwiCdD3luVsM2ryQAX9huIXuKBBdPgdI0th3oPm7FBjvf1r603jbga/YD21FRKycJzI4etzT2cxgAXFxcQcPHhw2bNh7771na2u7f//++qUWcRwvKipSq9UAAAzDPDw83n///Y8//vjw4cMfffTR4sWL9Xq9v7+/XC5fu3btN998AwB455134uLi1q1bd/XqVblc/uhYgYbHLCsrS0xMNG2vv/aLRKINGzZUVFSMGTPm6NGjpvspGu5lqsy4cePmz5+/cuXKhgd/NDpFUZMmTZo1a9bixYv379+P/3fJtDlz5sycOXPDhg0pKSmrVq0yZUJtiHioZs8InU7XsRXAcZwgCIYxq2euk6MoCsdxUwNaV0cQBIZhLMt2dEXagFAoxDDMaDR2dEXagKlnmuM405+Gutz85DhXvzgHz1ctUwGislx47iQ9eDjnbW5XCAPZafn/ghDs7b5S2CCzMTUym/O5CA+zGA2YyVRnaxGWSCRPeASapp+8GkJhMyuMEAQxffp0g8Fw8uTJzMzMkSNHrl+/Hsfx3r17u7i4HD161MrKSqvVxsbGymSy6OjoPXv2DBw4cNiwYT179jxz5syRI0eqq6tNN0cAAIYOHapQKHbu3EnT9Pbt2+3t7QEA6enpUVFRHh4eAID6Y1IUFR8ff/q/SkpK3N3do6OjXV1dR44cefLkyT///LN79+7r168Xi8X1e+E47ufnFxQUZGdnd+fOneXLl0skkpycHF9f3+Dg4Eajv/jii9nZ2fv37w8PDx81apS/v78cKUBMAAAgAElEQVSnp+eAAQNomt65c2dtbe22bdu8vb3T09NNQz7bBAYhbKtjdSHV1dUdWwGSJCmK6vDcpU1IpVKSJE2tZF3d05QAyWQyHMdVKlVHV6QNmC4PpgsthHz2tZdoQ3nY0Cs48aRXLzNJ9v2GqZTaWXMBYe6AxJWlO7ZVHTka8O9oq+CG221sbCCE9b8sHwcvg6JvjPR4QSec0OnJ1x7SaDRPXo36X/CIJXWyDBZBEKRJVYU/1Slu+UZ8brGMgczJIuQFxqGjzM8YrtWlf191eJHrlIcyBvMJzrLQBmN7o1M00rmgbySCIF0GrS8pzV7v6DXN2mmIhUJynPDyOc7Lhw0w9/Jfy6nnFG6MlgR/6NLK3hO8DBJZHDOMBKQlbiVFEPOhpAFBkC6jKP1jnJB4hq60WEQq+TaurDUOHWX+Lh/Kv9bzxu99FxLY/5xgKzSE2mDWKVdwhoE2GBuFzs9Ip4O+lAiCdA01pQeUFae8w/5NCmybL90WMINeeP0KGxrBuZp7w+T2qhMnVQmfec31ov5nyR4dje1IsP79TvPd8HgpT2TzzHDUzIB0RihpQBCkC2Dp2uKMT22cR9m5teWSfU2jrl+BDG0YONTM8tmGopVlO6Y5jJxoN7jhdgjBnkSZlsbHh9c1exDBGRbaYmwvdHJGOiP0vUQQpAvIT1kCeaNP+CaLRcRVSkHSLTq6H7S2Mac8Ddk5hZtcSLu1Hu889NRfWVY5VdS03hpnGddM0FKeyEHNDEjnhSYNQRCks1NWnK0q+t0nfCMlbs28iq0jvHgGCEVMdH8zy68q3ZFtKDoesEFKiBtuT79PXcwRjwrWhbg2PzmB4DTL26FmBqTzQl9NBEE6NZ7T5yUtkNnHOHrPsFhQvLSYzM0yDhoOm5tByOSCJunHqmNL3ab3tgpquL1SQ+y7IwtxpUcENj8pC17EEzk8O4IEBGpmQDop1NKAIEinVpq1ljbcDxmwH8Ms9SMHQtH5U7yDIxPW05ziNaz6vcItfaWh85wnNtxuZLGdt6xlIn5KlMacBQqocxxvj7GRnW42JwSph1oaEATpvLTKO5WFP3kGL5bIgpov3UbIu+lEeZlx2GiAN3+GhAC+X/QFDZjvfP7nHksIwe5EmVKPvxGtFgman3gXl/N4DseMINFZGenM0NcTQZBOCvKsPHWhSBroGfjwcsbtB+NY0dULbDd/1tes5QF/qDp2WnVrk9c8T8qp4fYz2ZKscurVXnWu1s0MfjShzrK8A8ahZgakc0NJA4IgnVR53pd6TaZPxGaLLWUJAKBuJWAatXHISHMKZ+nla0p/nen4/Hjb/1n9MrOcOpcjGRaoi3A3a8Ewogji93jUzIB0fugbiiBIZ2TQ5pXlbnHu9o7ULtpiQTGdVnAznomI4p2cmy1shMycwk3eQpfVHm833F5VR+y9IwtwYkYHm7sineA0wztgXE/UzIB0dihpQBCk04GQL0z5kBI5ewR+bMm4wqsXAITG/oObLwrApyU/3TOWbPVdJMb/vsOCZrHfblmLSX5qbzVu3j0QhBzieTwzEjUztL1jx455eXmFhoaGhYVJpdJ169aZtq9du/aLL74AAISHh+fl5dWXT05OfuGFF1544YWQkBB3d3fT4z/++CM2Nvby5ctmBk1PT9+2bVv9nyqVavDgwW5ubkOGDLGxsfnnP/9p5nHqK/nmm29iGJafn1//1P79+zEM+/bbb805zuTJk0+cONHoUy+91OKp0tDdEwiCdDpV8l/rahMCn9uHk1YWC4rXVAvSko0DhkIrabOFz6pv/1J98l8eb4WL/eo3QgD2JUlr6vC5g1VWVPODH00EpxneEeMiUDNDG0tPT4+Li9u7d+/AgQMBALm5uTExMUFBQYMHD87OzhaLxcXFxfWFKyoqCgoK+vbte/LkSQDAl19+efv27d9++830bGBgoLe3NwAgIyPD09MzPz9fIpEEBQUZjcasrKzQ0FCBQAAAYFk2LS1twYIFkZGR9Uf+7LPPfHx8Ll26hGFYXV1d3759e/XqNWHCBACA0WjMzMz08PBwdnaur7Ovr29tba1arW5YSTc3t0OHDi1cuNBU7NChQ+7uf89Z8uhxAAAajebevXshISEN3xOWZe/evevj42Ntbd26dxVltgiCdC6Mobwse62j52vWTsMsGVd44RS0kjJ9nmu2ZBWrfF/+5VDrXnOcxzXcfiFHklomfDWqzsOGNTMoIefxfJ4dhZoZ2t7q1asXLVpkyhgAAAEBAceOHbO3ty8pKcnOzs7IyMjJyTE9pVAohg8fXlhY+LhDLV68ODk5GQCwfPny0aNHf/rpp4MHD/7HP/4RGxu7ePFid3f3qqoqAMCtW7eWLVtWVlbWcN+amho7OzsMwwAAUqn022+/9fHxAQAkJSUFBgYuWbKkT58+//rXv0yFly5dumLFitjY2Js3bzas5IQJEw4ePGgqwzDMlStXhg8fbvqz0eOcPn3az89v0aJFUVFRubm5po0FBQXh4eELFiyIjo5etWpV697Vdmlp0Gg0FRUVnp6eIpHItKWgoECr1ZoeOzg4uLm5mR6rVCqlUunt7Y01uIu5PTYiCNJVFKUvARjhGdrKk1rrEEUFZEGeYewESDYz6JKHfFzhZh7wX3t/gIG/TzI5lYLTWZIh/vqeHmYNfjQhT7HQBWfDn8lmhhwWq+FbvJcMg2FmDYxNTExcvnz5g1A5ORqNRiwW29vbh4aGjh49WiqVjhgxAgBgMBjGjx8/c+bMKVOmmHPYyMjIbdu2nT17dtSoUWlpaWFhYePHjz9+/Pibb77Zr1+/kydPbtiwoby8vL78jBkzxo4dm5qaOnny5FGjRg0Z8mBV9wULFqxYsWLWrFm1tbUhISFTp04NCAgAABQUFGRmZmIYVlBQYKrkrl27wsPDz549W1ZW5u7ufv78+YEDB9ZfXh89jr+//7vvvrtjx46xY8dmZmZGRESYSi5ZsmTGjBlLly7V6XQ+Pj6xsbFmveH/q+2Thu3bt1+5csXJyam0tHTp0qVhYWEAgC1bthAEQZIkAGDAgAEvv/wyAODYsWN//PGHs7Mzy7KrV6+2srJqp40IgnQVivtHFOV/+vXaRlIOlovK88JzpzgXNyY4rNmy31YeuqxJ+c1vuYvAvn6jQk/sTpT5OTIvhGjND4vn8UQBT0+jwDP5Awe7QeNJTEv3gr6EmUmDQqEwXXQAAN9//31ycrJOp6NpOikpqWGx2bNnJyYm7tu3z8wKPP/88wCAgIAADw8P0wUuMDBQrVY/rnz//v3v3bu3Z8+ec+fOLVmyZNiwYdu2bXN1db1+/bqpK8Te3n706NEJCQmmpGHy5MmP/uLFMOzll18+fPjw3LlzDx06NGHChDNnzgAAeJ5/9DhisVir1Y4dOxYAEBoa2qdPH9NBzp8/P2HChEuXLgEAwsLC4uPjzXzJDbVx0nDv3r3Lly9//fXXMpnsxIkTP//885YtWwAAlZWVu3btqv/8AAB1dXX79u374osvHBwcvvjii1OnTk2cOLE9NrbtC0QQpP1wjLooY7mN0wh7D4v+5wrSkonqSt3Uf4DmmidTdXn/Lv/PW45jYm1i6jcyPLbzhkxIgtf7aMyYDqpB3HMsdMHZsGe0ZwK+IeHeaMfjBwYGpqammjr1TVeiS5cuffjhw3N+BAUFBQcHr1y5cuvWreYclqIo0wOxWNx0SZP4+PjevXvPmzdv3rx5CoVi+vTpmzZtWrNmDQCgvrXA2tpaoVCYHtvZ2TV6nIkTJy5btiwuLu7UqVMbN240JQ0Gg+HR42g0Glvbv5ePl8lkAAAIoVKpvHHjhikjiYyMDAsLu3jxojkvoaE2/rJWVVUNGDDAVMVevXpVV1cDANRqtVQq1Wg0eXl5NP1gyZaUlBR/f38HBwcAwODBg2/cuNFOGxEE6SqKMpdzjNon4jNLBsUYWhh/kQkM4Ty9my6p4w3vyjf5Cd1XeL7ZcPv+O9IKDfFGtNqKakFjO36PJwp4ZiT5bDYzWMDUqVM3bdrE839/KLt373602CeffLJ69erdu3dnZWW1RzVmz5599OhR02M7O7vx48ebxlHa2Njcu3fPtD0jI6Nbt26mx4/rWI+JicnLyzt27Fh4eLjpIgsAaPQ43t7epaWlSqUSAMAwTEJCgumw3t7e8+fP37Jly5YtW6Kiorp3N2v6soe0cUtDv379+vXrZ3p84cIFU1dKeXm5SqVasWKFTCYrKSn55JNPAgMDFQpF/ThPJycnU5LVHhtNNBrNL7/8Ynrcu3fvXr16te0Lbykcx3Ecfzp6TwQCAYZhT8drwXEcwzCCeBo6mEmS7Fqfi7Lyck3xXv+oTXaOIQ89ZfpEGjZVtiHs/FXMoCdixzb7Xn107/siuuJK5PcOkr9/C569SyaXCqY/Rwd5CAFofnUrgiAghFZWVvCiGrgSwhiZECUN7SMuLu7gwYPDhg177733bG1t9+/ff//+fdNTOI4XFRWZ+hQwDPPw8Hj//fc//vjjw4cPt3k1Pvroo8WLF+v1en9/f7lcvnbt2m+++QYA8M4778TFxa1bt+7q1atyufzREQYNK2mq57hx4+bPn79y5cqGxR49DkVRkyZNmjVr1uLFi/fv34//t/lrzpw5M2fO3LBhQ0pKyqpVq1qXJLXLP6FWq/3111+zs7NNIzmtrKxMI0EwDNu3b9+PP/64ceNGg8FQfwqgKMrUxtIeG030ev2hQ4dMj4VCYX1m07Ha6SRoYaa8uL597Clgunuqq+tanwvH6XMT37N1ivELex/DGk/a2uNzgSoVc/0q0X8w5eHZdMmDlRd/Kf/zq6AFfexD6zfeLQNHUrCRPcCwHgIAzKqe6XMR5AE6j6HetSfEXeMD6ooEAsHZs2e3bdt24MABkUgUGxs7bdq0H374AQDw2muvLV++/MyZM9HR0aZehiVLlkyePLmwsNDX1xcA4OnpWT94HwAQERFhavAPCwszNWaLRKLnnntwo0337t2dnP6eRNzb21sq/fuu3TfffNPX1/fAgQN79+51d3f/9ddfhw4dCgBYtWrVV199tWbNGnd398uXL5t6PcLDw+3tH4yVqa9kcHCw6QbLadOmpaWlmSZXCAoK8vDweNxxfvjhh7Vr165bt27IkCFr1qwx1Xnx4sXW1tYbN260s7M7f/68nZ1deHh4S99VDEJzbyY2U25u7oYNG5577rnp06c/2uVTWlr6wQcfHDhw4PTp05mZmabupfz8/C1btnz99dftsbHRSpr6TToQSZIURel05k4Y15lJpVKSJE1NYV0dRVE4jjdMN7sumUyG47hKperoipil5O6qyoIfQgadE8uCH31WKBQCAIzGFtyVYCbxicNEfm7d2/OAWNJEsTK6elj2B70kAXu6r6i/Y0Khw7+6ZOso5eYMUJFm9/Ta2NhACI2fVeNGoH+/Sw6BdHR0fMIjaDSaJ69GfRM9YkltPKZBpVKtXbv2nXfemT17dn3GEB8fbxqyAQCorKw0jfLw9fWtn4crLy/PdN9qe2xEEKST06szKgq2ufp/0GjG0H6IynLybhrdf3DTGQMP+feKvsAB9rXPh/UZA8tjv92yxnHwRrTG/IzBBGbShJynRxJdMWNAnnFtnDRcvXrV2dlZIpGkp6enp6ebukwcHR23b99+/vz5u3fv7t27d8yYMQCAwMBAkiSPHTuWn59/6NAhU3dOe2xEEKQzgzxbkPK+UOLj5v+BhUMLL5zhbWzpyD5NF/uy8sBVTepXPh84kX+PSD+YYnVfTb4RrbEWtXimAf6ElnfHuNCnYegM8qxp4+6JEydOXLt2rf5PiUTyySefAACysrJOnTql0+liYmJM82kAAJRK5e+//65UKocOHVrfOdQeGx+FuifaEOqe6Jy6SvfE/XtflmWvC+p3VGr/2H/Y9uieIHOyxEf26V9+lQ1oqnkjWZf7Ys7i2U4vrfKYVb8xPl98JM3qlci6GJ8Wf1VkxSLuO6VxhoAL6apJA+qeeJa1/ZiGLgElDW0IJQ2dU5dIGoza/IxLQxx9pnv3WN9EsbZPGjjOasdWKJXqpsxsopSWN4zI+pDCyTNBW4TYg3GO8lrBtnibPt6GiT3rWhHZahsHOKiN68J3WqKk4Vn2jE4qgiBIJwDl6YsJytYjcKmFA1PJt3FlrXHoqKaLLS7+voyp/sl3SX3GoDHgv92Sediy48NbMPNjPSKLh4UMPlbadTMG5BmHkgYEQTpGddF/1FWXfMI3EoJWLrjXOphBL7x+hQ2N4Fzdmyh2VBm/r/b8Go+3A0Vepi0cD367JeMhmB6tJvDWtNEKzrGYtwDrQbWm3gjSCTwN8wQgCNLlMMbKkrur7D0m2ro8b+HQ1PUrkKENA4c2UaaUrlpY/M2Ltn1nOP5dvcOp0mKl4J3+KpuWD34EAAgucngJj8dZo2YG1LPQdaGWBgRBOoA8bQnAMO/QNRaOi6uUgqRbdHQ/aG3zuDIs5GYXfibGhFu85tdvTCgU3ZCLXgqr6+bQ4jWWAADUaVZwimEHk3h487NGIkinhVoaEASxNFXFaWX5cd+eX5NCp+ZLtynhxTNAKGKi+zdR5vPy3xN1Ofu7/8uefNBvIq8lj6RZ9fYy9u/W8kGyEAhOMGQ8xw4h6edJs9Y4QpDOCiUNCIJYFMdq5OkfWTsOcvR6zcKh8dJiMjfLMHosFD725/5N7d3PK36f7zxpsKynaUudEd91y9pFxk2MbPntEjygDjLkHY4ZQzID0fkW6fLQlxhBEIsqyVzJ0gqffp8DC/ftQyg6f4p3cGTCej6uiJrTvlu4KUzst9h1qmmLafAjy2MzYzSClg5+ZCH1O0Nm8vREAdunq87KgCANoTENCIJYjqb2elXRbx5BS4USXwuHJu+mEeVlxmGjAf7Y897i4u9rWPVWn0UU/uAey2PpUrlCMD1abSfhWhQOY4BwJ0NmQXoKhTIG5KmBWhoQBLEQyNNFqYusbCOdu71j4dAYx4quXmS7+bO+3R9XZm/tuT8Ul772+dBf5GHaklgsvFYgGheu7e7YwsGPBkj9QuNl0PgGxQWi32bI0wN9mxEEsZDSnI0GXb5PxObHLX7dfqhbCZhGbRwy8nEF5HT5spIfxtr0n2L/YJ77MhV5MFnay9M40E/fsmA6KNrO4PehcQbKGJCnDWppQBDEEvSauxX537r4vSexDrdwaEynFdyMZyKieCfnRguwkHu3cLOMkHzu/Z5pi5bGfr0pc5Byr7Rw8COmgaLtDKaChrcp3gtlDMjTBiUNCIK0Owh5eepCodjbI3CRhUNjNC06cRhAaBww5HFlNpT/544u56D/GjtSBgDgIdiTaG1k8Xf6KwVECwY/4gpI/UQDBhjmULzLMz+FE/I0QkkDgiDtrrJga53idmDfPzDcolMbYSql+OBeXKU0jJsEJVaNlkmoy/i64o8FLq8OkD5oAjmRYZVbJZjVV+1g1YLBj1glL/yZgTgwzqF4B5QxIE8nlDQgCNK+jLri0pzPnHxmWDsOsmRcvKxEcngfwDH91Jmci1ujZVScNk6+OULcfYHrg0kjkkuEV/LEL4Rqg5zpFsQq5YXbaWCFGd+ioA3KGJCnFkoaEARpX0VpCwlC6hG83JJBBdmZwj8P8/YO+olToeyxC2ItKv5WwWr+8F8jwEgAwH01eSBZGuZGDw1oweBHooAX7mR4e8w4Swgbb85AkKcEShoQBGlH1cV7VVUXuvf5hRTYWigkhNTNa8Ir55mAYOOYlyEpeFzB32pOHVZc+d5noZ/QHQCgo7GdN2W2Ev7VKI35bQVENk/tojlP3DhTAERtUX8E6cRQ0oAgSHth6dqSuyvt3F6ycx1jmYgYx4n+OkbeTaNj+hsHDQfYY6/+Bcb7/yz9+VX74a/YDwUAQAj2JMrqjPj8wUoRae7gRzKVo/axvC9Oz6AAWu8aeQagpAFBkHYBeUaeugBA1jtsvWUiYnq9+NBevLxM//w49vFzRQMAGMi+K9/kQNj823OOactfd61yqqh/xKidZeYOfiTucNQfDBdE0NMEEJ1KkWcD+qYjCNL2aH1p/p3ZWlVSt57fCoQuFohIVFeKD+7FaFr36nTO06fpwmvKdqbq8o4G/FtGSAAA6fepi7niUcG6EFdzBz+S11jqOMtFEsZXBGiSPOTZgZIGBEHamLr6Sn7SHABhQPRea6fHzo7QhsiCPNGxA9DaRjdlJm9t03Thi+qkrVVHlrhOi7YKBgBUaoh9d2QhrvSIQJ254S6x1F8s25ekx5EWXnULQToWShoQBGkzEHL3czffz90ste/nF7XNMm0MVOIN4cUzrHc3w7hJUNjMWMRaTv1e0RcxViEfuEwGABhZbOcta5mInxKlefz4hwYgEPzJCq6y7BCSfh6dP5FnDvrSIwjSNli6Jj/pXXXVJTf/+e5ByyyxwATPi86fEiTdYnpGGUa+2MTylfU+kH9l4I3f+SwgMBxCsDtRptTj7w1SigRmDH7kAXWIIRM5+gWSHYxOnsizCH3vEQRpA5qaa/l33oGQCXxur7XTcAtExAx68ZEDRIncMOJ5JirGnF1+rjr+l+rGD74feVHOAIAz2ZKscur1aI2rtRmDH1lI7WPIdJ6eIGCj0VLXyDMKJQ0IgjwhWFnwY/HdlRLrsO69f6bEXhYIiStrxX/sxerU+glTWD9/c3bJNhStLN3xusOoCXaDAQCZ5dS5HMmwQF2Eu7HZfTEOUHtYIos3ThJwvVHGgDy7UNKAIEjrsXRtQdJcVdV5Z9+3vUJXYfhjZ1JqQ0RpsfjQ71Ao1E1/m3dwNGcXGrJzCje5CuzXeMwGAFTVEXvvyAKcmNHBzQ9+xGgg/I3GCnjjNAHXA2UMyDMNJQ0IgrSSVpmcl/gWxyi69/7Zzu0lywQVpCWJzvzJubrrJ7wGxRIz91pZuj3HUHws4N9SQkyz2G+3rMUkP7W3Gm928KMeCn9hsHLeOFPAB6CMAXnWoaQBQZDWqCraWZy+VCQLDur3h1Dia4mQEFLXLguvXWLCIw2jxgDC3Ev4YcWVn6qOf+o+s7dVEARgX5K0pg6fO1hlRTUz+BHTQOHPNK4GhlkU74NmY0AQlDQgCNJCHKspTPlQcf+og+erPhGbcdwSKy5gDC0+vI/MyzH2H0IPMHfuBxWnXV7y497ac8/bPDfPeQIA4EKOJLVM+HofjYcN2/S+uBJSP9GYERhmU7wbmo0BQQBASQOCIC2iU6fl3Z7F0tV+UT/Yu0+wUFS1mtj3G1ZTpR8/mQ0INnOns+rbC4u/VbCaT91nvuc8EcfwnErB6SzJEH99T49mBj9iVVD4Mw0wYHyX4h1QxoAgD6CkAUEQc1WX/F6Uukgo8Q4ecFIsM/fi/YTwslLqyD6AYbqp/+Bc3MzZRcVp/1X2y87qv/pKexzyX2taxFKhJ/YkWvs5Mi+EaJuLCIXbjUCCGWZR0BZlDAjyN5Q0IAjSPJ7VFqYtrC39w8HzVZ/wjThh7gjEJyTIzhT+eQQ6OjKTp3MisTm7nFLdXFT8rZY3rPWc/bbjWBzDAQAMj+28IaNI+HofTdNTQBGFvPBXBtrghrcEUIYyBgT5HyhpQBCkGYa63Lw7bxnq8n0iPnfyfsNCUSGkbl4TXjnPBASDia8BUgCMzfQpVLOqFaXb99WeHy6L2uz9niflVP/UvjvSCg0xd5DKiuKbOAKex1M7ad4ZN/xDAKxQxoAgD0NJA4IgTakp2SdP+4gSuYUOOi2WhVomKMZxor+OkZmpdFSMcXiskGx++oejyviPir5jAbfZa94bjrHYfxeSolnsZKYkpVT4WpTG07apwY/EXY7azUBv3DCDAsK2eSEI8pRBSQOCII2DvLE4c1Vl4Y92rmN8e35FCKwtExfT68WHf8fvl+pfGM+G9Wy2fCWrWFK89bjy2kjrPpu95rlTf0/3lFwqPJFhpTXiL4Roe3s11VBBJHHCAwwXiNOvU+i8iCCPg/45EARphFGbfy9xlqEu17vHWudu71gsLlFdKfpjD84wulenc54+zZY/qoz/qPg7HvCbvebNcHy+fntVHXEkTZpTKfB3Yt7up3KRNbW6BJnAUkdZridhfIUEaAInBHk8lDQgCPIwRfmf8pT3cVIW1O+o1K63xeKSBXmiY39Aa2vtlJm8jW3ThSuY2o+Kvz+pShhtE73Z6z1Xgb1pu57BLuZKruSJrYT8a1GaphsYAADkJZb6i2WfI+jxAoCGMSBIk1DSgCDI3yDPluWsv3/vK1uXWN/Ib0hBM1fuNkQl3hBePMP5dNO/NAkKm5owCgK4r/bC8tIfSUD83O3jcbYD/rsd3CkWnsiwMjLYoO76EUE6imhyzkcIqL9Y8jLLDiHp59HJEEGah/5PEAR5gNaX5N+ZrVUluwd+5BawCMMsNXEyz4vOnxIk3WJ6RhlGvgiavCeymK78v6KvL2mSx9kO2Og91554MNKiVEUeTrWS1wpCXOmXw7V2kuZWu4ZAcIwhr3MoY0AQ82EQNjP7+lNJr9d3bAVwHMdxnGWbmci2S6AoCsMwY3O3w3UJBEFgGPZsfi61ZSfv3nibICUh/XbaOPZr17o1hBn02O+7gDwfxr4En+vfaBmCIAAALMfuKD+xtHCrBBN94f/BeIdBpmd1NHYijbycQzpK4Su9mR7uzaULAAAegD118KYRm2AFhlpiGux6QqEQQkjTtCWDti2x2KwJM5Cn0jOaX3f4FY4kSZIkO7wabYIgCIIgno7XIhAIcBx/Ol4LSZJmJg2QZ0tzNpVmb7R2HOjf+0eByNli7wCmqKX27QJ1auaVaVz3wMfNxEBRVIGhbG7u5svq5JftB232ec+etDYajRCCxGLqSKqIYcGoYMOIIANJNDubAwAsJP9jxDNZdrKQj8bM2KEtCQQCCGGX/o6hpOFZ9owmDZ3hp+RT09LA8/xT81pwHIcQPh2vxczPhTbcz78zW6u47Raw0FfaxtsAACAASURBVNQlYbGXT5QWiw79DilKN/1t3sERPCYuBHBn9V/L5NukhGSn3ycv2PQFALAsW1AjOJxqdV9NhrjSL4fX2Ul4AB93jL9hNBDuYvACnp5GsT2w5ndoaxDCp+Y7hjyDntGkAUEQAICm5mr+nTkQcv4xe2ychlkytCAtSXTmT87FTT/hNSixelyxQrr8A/mX1+syXnMcsdrtLVtSCgDQGPA/M63uFAtdrdm4gapuDoy5UfVQ+CuDlfGGNwR8IFrqGkFaDCUNCPJsgvfvfV2WvU5qF+MX9YNA5GrByJC6dll47RITEmZ8YRwkGj8LsZDbXn1iTdlOR9LmcMj6YTZRRqOR48H1QvHpuxIMAy+Fa/v76pteSKIhrA4Kt9O4EhjfEvI+6N5KBGkNlDQgyDOHpWvyk+LUVRedfd/2Cl2F4c1P0txWMIYWHT9E5uUY+w+hBwx5XLEsvfyD4q+StLlvOMaucp/lILEFANyrEhxNl1aoiSgv45geWqmwqVUkHo6rhMKfaMwADbOFvBvKGBCklVDSgCDPlrrahLw7syFPB8TstnEeacnQmEYjPrQXr63Wj5vMBja+sjYLue8qD224/x83geNB/zUDZREAAKUOO54mvCUXeNqycwcpfexbNiAAL4PC32gAgGGOEDqhjAFBWg8lDQjy7ICVBT8W310pse7RvffPlNjbkrHxslLJ4d8BhumnzORc3Rstk2kofF/+ZZo+f7rD6NUeb0lwEcNjV/NE53IkAhyMC9cO6KbHzL/oQ4DncoKrHHGP5x0w4ywK2qGMAUGeCEoaEOSZwDHqwtQPFPePO3nP8Apbj+OUJaMLcu4KTxzm7e31E6ZAa5tHCzCQ/b7y8Iby3R4Cx0P+a/tLwwAAmeXUkTQrlYHo240ZG24kocHceCwkUnnBZRavgLwDxowVsDEERGc7BHli6N8IQZ5+OlXKvduzOEbRvffPdm7jLBobQurmNeGV80xAsHHMy7CxRa7T9QXvy7+4a5DPdZ6w2G2aEBNUa4mjaVZZFZSfA/OP5zS+TgQAZs2ngOkAcYsVXOMwNeR8MOMMigvG0YoSCNJWUNKAIE+5qqKdxelLRdKgoL4HhFbdLBka4zjRqWNkRiodFWMcHgse6VowQubL8v1fVOz3F3n8GbixlySA4bAzueLzuWIrCr4WpYnyMmIAADOWnsRrIHGNJW9xGMS4CJwZTPIuKFlAkDaGkgYEeWqxjCb/zuzassMOnq/6hG/CCctN5IcxDJmVIUhMwGtr9GNeZkMjHi1zS5v1YdFX+cayuc4Tlri9TmFkZjl1JE2qNuB9ffXPh+iEpFmT3BNynohnyQweigDXn2T6E9AapQsI0i5Q0oAgTyeNIiUjfppRX+7Xa6u9xySLxSUq7gtSk8i7aRhNc54+utfG8B5eD5UxQHrj/T3fVh4MEnr/Fbipp8S/UkMcTZfmVAoCnJhZfVUuMjPWj2AheReSV1i8mOcdMGaMgI0moOXuHkWQZxFKGhDkaQMhX128qzjjE7HUL3TgGZE0wAJBMZom76YLMlKI0mIoErPBPeheMbyT86Mlb2rvflD0pdxYMc954hLXaRxHHUmTXC8UWwv516I0vb3MGLlggII7PHmZxVSQ88HoaRTbAwdogkcEaX8oaUCQp4dek11bdqCm5ACtL3H1fT34uW/rtGZPsdxaRMV9QUoimZmOsQzn003/wnguuAckGzm36HnjpvK931QeDBX5nAraHCb2u1MsPJFhZWSwEQG6YYF6Em+mPwKvhUQ8S97mMB5jQzB2kID3QskCglgOShoQpMtj6era0oM1pfu1ymSClNq6jnX0muLu+zyO4wCo2ikoZjSQWZmC5NtEZTm0kjJR0UxEFG9r97jy1+syPij6soyu/sTtjXnOE++rqO9uS+W1ZIgr/XKE1k7cTH8EVsBSF2kygwcUxvQh2EEktEUDFxDE0lDSgCBdFeSNqqqLNSX7lBUnAeRkjoN8I7+xdx2Lk49d/6lN/LdpIQ1jWc6nm2HcK4x/ECAee4ODhtOtLNvxW/WpPlZB//H7pwfudTxdcr1A7GDFvdVPHeRMNxWMg2QmxOPrMDkH7DFmjIDtQ0CLzjGBIMjfUNKAIF0MhLxWcau27Eht2R8sXSuWBbkHfuzoNUUgbGQAQRvCDAYyO1OQdJOoqoRSGRMVw0T24Rubqamh85o7C4q+qWFUy91nzHWamFIq/k+6FcthIwJ1wwP1RBP9EaaBC1dYTAlhN4KfITEE8WjgAoJ0LJQ0IEiXYajLrS07VFOyz6iTUyI3e/dJjt5TJdbh7R33QdNCRhrGsZxPN0O/wUxAMGhyfUk9b7ygTjqguHhMGd9fGnY4YB3UeH11yapCTYa7G8eGaW3Fj11uCq+F5E2OvMEBBrChGDtVIAgQA2De7E4IgrQnlDQgSGfHMkrF/aM1xb/XKW7huNDGZbRXj7U2TiMwvH3/fzGDnsy+SyXdxKsqocya6R1DR/ZpdBLoejWs+pTq5klVwkV1kgHSPpTrZ15xE6Vj/kqX3ikWutmwcYNUvvaPHZuJl/KCaxyRzAEKY6JwNHABQToblDQgSCcFeVpVdaF+yIKVbR+fiE0O7pPae8gCgJCQFwhS7wjuZQMAWN/udHNNC8V05UlVwmnVrWt16Qxkg0Te810mxdrE9BB1TyiUbL4hwXHwUri2fzc93mgOAAGRxZMXGaII8nYYPZpkYwggRukCgnQ6KGlAkE5Hp0qpLv79f4csvCYQurR3XExbJ0hPEaQk4iolb2dvHDCUCY+EksfmKFl6+VFl/Gn1rRTdPQLDe0uCVnq8OcamnxPunFslyM6ljldQagP+nI8hNkRrRTU2fMEIBIkceZXFFJD3wI2TSS6SQAMXEKTTQkkDgnQWhrp7tWUHa0r2G3WFApGrvfskR68pEptGJmBuYw2aFiAArH+QYfRYzqfbo0tFAAA4yN/WZR1RXD2hul5GV4tx4SBZxDc+//e8zXN6rXV2JXUilyqsEbA8sJPwwS50X1+Dhw376HFwJSQTOPImBwyQC8LZKRTnjZoWEKSzQ0kDgnSwxoYsrLHAkAUAAFanEWSkCpJv42oVb+9gHDCUiegFxZJHS+p542VNylFl/CnVDRWndSCtR1j3GWc7YIBV7/sKUWYp9V2iUKHDcRx42zKjgrUBToyHLdtoFvD3wAUBYHoT7EAS2qF0AUG6BpQ0IEjHqB+yoKr4C0LWckMWAAA8TxQVClLvCHKzIIax/kGG2JcabVqoYdVn1bePKq9eVCfRkPWhXF+1Hz7ebmB30COrQnQ3g7pkalQQc4EudIATE+hEiwSPuYvSNHDhEkPIIW+LBi4gSJeEkgYEsbSHhiy4+n/g4DlVKHl4Vaf2gGnUgsw0Kvk2plbxDo7GgcPoiF7gkaYFOV1+SnXziOLqLW0WhmHhYr8PXCaPsR6CabrdraDOZVJ/6P+nUcHTtpEOiL+D0oBI5sgrLF6NBi4gSNeGkgYEsRCjrri27FB10W+WHrIAAOA4sjCPzEgV5GZBDGf9A5nYlzhfv4ZFeMin6fNPqW4eUV7NMRQLMUFfaY81nm/3J4ZX1TjdK6D+82CkAhdkalRwpkXNLV2N10DyJkfe5AAN2VCcfkXA+6BkAUG6MJQ0IEj76sAhCwAAXFErSEsSpCVjOi3n4mYcOorpEQFF4voCRsgk1GWcUt08qoyvYGrtSNkgacQ8h2nd6YElNdKsfGqnHhfg0NeBNadRAeggUQrxYh4v4fFiiNVBIARMH4IbQPJo4AKCdH0oaUCQdtEhQxbuM2yawZBmMD4nFL4gz4d3blrl5UKKYoN7MD17cy5u9SUVrOZKXeop1c0/VdfrOL0X5RxrE9OfGGar7ZV/X5RWI0jmgb2EC3ahA5yYIGda+JhGBYwFeBnES3i8mMeKebwGAgAgBXgPnIsieG+c7Y4BEUoXEOQpgZIGBGljjw5ZcPSaSonbfsgCBEBOM2kGY6rekKo3pOl0VTwEAEh53i7/7gu56cDb1/D8S2xQDygQmHYppisvqO+cUt+8oE4yzcL0pu0rPdhhQNPtbiZ1w/CgUWF0sDbUlXaRNbbyJA+wKh4vhXgpj5fyeAnEOABwAJ1w3gdn+uO8B8Z5YoBAiQKCPIVQ0oAgT4qlFXpNpl59V6/JVFVdovVFApGro9dUB89XxbLQNgzEQVjCsFlGY4rekKLVJ+r0NRACAKw5todG9aqqJkqpiGSMAVIr6OoGRi/E3NwZlQoAkKWXn1bfOqW6eUubhWNYH3HwAusPu9H9a2sd8+4JbvDAXsKFuNIhLnSgM0M+sogUpob1WQIhh0APAQBQhvEeGDOKgL44745DQRu+UARBOimUNCBIy0Ce1tdl69SZBk2WTp2h19xlDOUAAAwnRRI/meMAe/dN1o6DMeyxS0Wbj4Ewz0in6A0pBkOqVpdmpHUQAABcGTpUrZhSp4pSKyM5JlAi4V3c+OAgztUdWklNyzqRUqvrqtRDZRePK6/lG8vEuHCouN+n4jft9T3zC6WVBlxBQF97NjZY28OVdn6oUcEAiQqIl0KskCMKIFYHAQBAjPEeGNOf4D1w3huH7X9nKIIgnQ1KGhCkGYyhXK/JNtRla1Upek22XnMX8jQAgBTYiqSBdq4via2DxdIgiU0EToibPVrTtDx/z0hnGYwpen1qnTaZZk0ZgKvRGKWqWaCujdTV9RIQzja2vIMT5x/Ju7hCUmAAAABggHS+sSxflZpvKMvQF5zX3FGydS6kw2jBuLcFQ2hFtyI5VQyBVsKFutIhLnSQM/P3ytQcxMshITc1J0CskgcQQArwbhgbgfMeOO+BQWccoD4HBHm2oaQBQf4Hy6jqapP1ddl6dZZOlaLXZHJsHQAAxymhVTeJTU87t3FiWZCVbS+B0PnJw6k5/q6pu6FOm6LT3+N4DgACAG+9NkSj+khdG2nUR4uEdnb2nLMjH9GDd3ACGKbmmSK6Ms9Ymld7u8B4P99Ylm8sK6WrIYAAABFG9RCEv0EscaL7lJdY62m8mIT+TszEnnVBzvSDNambGJrggfExAs4H491wNJsCgiANYRA2c6f1U6m6urpjK0CSJEVROp2uY6vRJqRSKUmSSqWyoyvSGpBnDNo8Q12OXpOlVaUY63IMWjkAEMMISuwpkgVZ2fQUy4JF0kCRNBDD2uASquS4bCOdotOnqOtSDPocHkAASAgDtJpeKkWURhEJuHArK5GzK+fgxLu4QbG4nKnNNhTJjeVyuqLQeD/bUJxnLGUhBwAQAXE3LNQHBLvwfvacl4hxYY3WWr1Qz2AAAA87GOhoCHSmfe0ZAm9qaALni0NfnPfAYaf8HSEUCgEARqOxoyvSBmxsbCCEarW6oyvSeo6Ojh1dBaTDoKShY6CkoaM03dcgs4+ysg0lhX5t0tdgUs6wKQZDap02Ra1JodlyDAMAUJDvrq3rpVL00mkicdBTJhU4u0In51o7q0K2MstQlGMoLjTel9MVOYZiPW8EAJNwjj4guDvWw4HzkbFuJO3IGGV6w4O1IzEArEW8nYRzsOLtJZyjlIvwFdrhUJuranRoAueDd6GhCShp6FRQ0vAsQ0lDx0BJg2WwjMqgyWqir0EkDWrY10BRFI7jBoPhSYI+yBJU6hRNXSLLVWM4AMCaY3qoVVEaRaTRECkgu9vZqVxs8+2wQkKTpZdnG4rkdMU9Q4mWNxCQknBObrB7NxjqBv2tWFecdjDoZSz7YGQliUNrEe9gxdtbcfYSzsGKdxRwLjxL6XlMDTENwNQQKCF5H4AqDgAAhID3wHkvnPfCOQ8M2na9gQkoaehUUNLwLOuUbZEI0ioP9TUYNNlGXVHDvgYXv7gn72tgIKxmuSqWrWS5aoap1OurjcYqhqlg2GoI5QDXYRgAwNVo6KWufVtbF4FBXylJ28ECL1gg0l1hqn7Uy7MMRXVqo5XCRca6u/B+LmBAKHR7jvEgaHujwcqUyBM4sBFxDla8vQPnTOr/v717D46quh8A/j3nPvaRfeRFHsRoQBpABVIkPIxkIrU2ICiWUKDOFAhQgRGlzKgwSFs62lYUaiJWoJ0pbYGINBQLQ3lU3hCaFhACyKNEgiQhIeSx2ezufZ3z++OS/YWwiRtoXYnfzzCZc889e+652bvsN+ece26coUfrLFY3nKoBTZzWAzRx6uXEw6Htl6lAeBTwaEL6WWiu5I0L4ARGhNB/CwYN6J7BmGpoDbraoGsNulpvqA2aesPQGjS13lAblJbygK+cMx0AJGuS3dk/Jnmc1dnP7uxvc/YjVA7zKCrj1Zpeq+u1unEjEKj1+66rWp2mXdONOs6vA71Bb4k27ExPVJRExd9DVfopSh434qwB6vDecPgvRwdKeH2Rcq060OL0pzibeyawXoksO12/b4CWwFQX8Jtf5naZJ1r1FKIlW/V4sSHGMJyKYfMzWtvac+Bv0yMoEm4D7iLcCUYPyp0E7IQ7CXcBdxIWTczZi06ng1LKm9T/xu8eIYQAMGhAXweG7tXVBkOr11Xz382w4GZwoDVoyg1DazBHFtqigk2UYwQpRpLjHLHDeqRNtzn72ZwPiXJsR8dSGa83jEbDqFXVaz5fk6LUaHqNojYaxjXOrwGtpZS1eUK0lRnRmpag+GI1XxpTHyEBC1WAqlTwMdGvCP6A0NRoVRvtSqWht+ic61FOvacz0DPW93APo1ea3vNBNY4zEQBkxuOYnkq0JGL0MPQY/YZLNWx+w+ID6uEQ+P+wgAsAdmKGBewBwp2Uu/4/LOBOgj0HCKGIwKAB/Q8xFjDURk2pUQPXdK2RaU261qirjYbepGuNrbuqzamIbRFqEaVoUY4WRLdsuz8qOlOUo0UpmkpuUYoWpWhBckvWJFGKbvdClfM63WgMKLWKUtPS0uj312r6NU1r1I1rhFwjtJYKbWMCmRkOXYnWW6J0n0SUB8DXm/pU6udEMbiqghJgXGGCh0cp1CVBlMTtsp4gsSgbd9m5y8pd0cwRx2wW3SLpgl1nVsbdiuHS9SSuxzMWqxkOtS7KzyQ/J0absEAGcBPmINxNjBTQXZQ7CXcR7gDuImDDoAAh9HXU3YKGM2fOrFq1yuPxjBw5Mj8/n1K8zfy/g7EAMwJM93JuGFoT57qhNXOuGnpLE/ExvdHrqWrtGGjU1HpDrde19lMjCZVFKUa0xIpSjCjHys6+zvjHzLQgxYhyjJlupi4NiJ/xZsPwKQGvbvh0TdV0j6H7/brSwjwGUwzDB5Ve44oK0MzBB7wBSA0Vm4Rb1mG0MM2lt9g1TQZdYloPzhLA4IwxYJQRmckys0lGlIX3cKsOpx7l0KNcui1Ks8oMLAa3GUxiXGLcrjOJcQvjdm7YGLcybmVc1pnMuGiosqbA7fOJra0dAwmEO6juIsxxM1AAN+HhjpYghNDXSLcKGgzDWL58+fz589PT03/2s58dOHAgJycn0o2KFK5rTcB1Q29hhp8zxdC9nOmG3sSZbhhezlRD9zHDB1zTNQ/nuqF5ONeY4TN0H2eqoTdzpjPdw7jG9JbODyZKLiq6dWuKIcUr9kGa021Qt5+6DYhSaZSPWQ1i8zPZzwQFWJPBWjjzcd6os4ABLZy0UKoCaSGiQnWN1Am8XmCUEJCZCAAio5RTwonMbQBg0Q0BuMiYxAHAkBiRGLMb1K3DAI26Ncmhi3ZDcmuSTbPYDcmhSxaDS5xbdXYzYTCrzmXOZM7tGpMYiCz4nW8AeAFuGQdhVgIigAxgI1wGEIFbASwEJAIyYRbQZMIlAJv5E272GXSrzxZCCAF0s6Dh5MmT8fHxAwcOBIBx48b94x//+IqDBl1rgtY/OZnezDkz04beDNwIpjkzBEGQJKmlpS6Yz/QWxrXWtI+19thzw8+52vpaP2c3J8ozw8eYGtD9ASC61swN1cMJMwKcaT5gKqcAwIjgo3YAYEAaqZMRCgAakb3EyggQYvFRByGSxuM0cDEiAyEakRTJKnA7yBAAqw6EAGEgG9zGATgAA6tVJxIXNRANQgHAolkkJnIiRHlFCwOBU5tBLQaIjEoMonRKORE5OHRiBy4xsOtAOBE4idK5wCkAOHQgQAF4lCYQc01DgwucA4BscIEDAFgYMxOywc3veJFzmXV+w7AGoBkC4RIYFsIlAJkQKwcrESwAMoCVcElgEqg2wiUgMhEcErVShalgAW4lIAJ2CSCEUFC3Chpqa2tTU28+gDg1NfX69evBXaqqfvrpp2Y6OTnZ5XLd2SEq6yq3bg0AcKtBRWYOPJO2fc2t0+GBgz2Y6VZjWjMJDzWHjXKRAHAAkYH1ZqRBzPI3CwAhrVWbmRIDC+MAIHFiPl/QDmA1QGIcbj2EQ29/OInB7V+3FoMLt2XaDRbq19Al7WvgAErrExEDFkKAEyCqzCkhhBBmAQAiUOCyAAJQyrlIicgJoSATQQIAoDKATIAAk1q/1AUAmXALEJlwGcBKoPWvf/NA9LY2BJE2PwVJIoQI3eKGA0opIUSSusPTJwVBAIDucS6EEOgu54K+gbpV0NDc3Gyz3VzFz2aztV0+pb6+fu7cuWZ66tSp8+bNu7NDVNY1zTsTIuBQBGIQAiFGttszCPeLnU9z48GfKuVaiHvs28ynI9wvcgIAhAEQQjgRiEZBE5kZZRCgzQQAQJUNSim9WRcRKYgCUSUAQoAQkQgiBSCciYRJRCQCJSBQDkAlKoJMgRKBgkDBYt67SIBbqaX18hFthMqEELDaACQCACASIhMAAIGAlQAAUEKsNw//NV+EMHgVdQNutzvSTUAh4PuC7lHdKmhwOBw1NTVm2u/3OxyO4K64uLg///nPwfQdL1/YM86lvh0in4T9qxQBLADm8MRdrjwYIVq7bbvdLghCc3MzAIT+Ez2Y+7U/XUmSCCGq2h26GqKiogghXm/7+1TvRbIsA0D3eF8cDgfnvKXlS+YJfZ1FR7e/awl9c3SroCExMfHAgQNmuqqqKjExMbhLkqT+/fsHNyO+jDQACIKg67eNHNyDGGOU0u5xLpTSbnMu3el9MYcnuse5cM45593jXNA3ULe6I3HQoEHV1dXl5eWMsR07dmRnZ0e6RQghhFD30a16GgRBWLhwYUFBgaIoQ4cOfeKJJyLdIoQQQqj76FZBAwD069evoKAg0q1ACCGEuqFuNTyBEEIIof8dDBoQQgghFBYMGhBCCCEUFgwaEEIIIRQWDBoQQgghFBYMGhBCCCEUFgwaEEIIIRQWDBoQQgghFBYMGhBCCCEUFgwaEEIIIRQWwjmPdBvQvW3Pnj21tbWTJ0+OdEPQLbZv364oynPPPRfphqBbbNmyRZblMWPGRLohCN0J7GlAd+vw4cNbt26NdCtQe/v27du5c2ekW4Ha27Vr1969eyPdCoTuEAYNCCGEEAoLBg0IIYQQCgvOaUB3q6GhQdO0hISESDcE3aK+vp4xFh8fH+mGoFvU1dVRSmNjYyPdEITuBAYNCCGEEAoLDk8ghBBCKCxipBuA7gGBQOCTTz55+umnzc0zZ86sWrXK4/GMHDkyPz+fUgoA+/btKyoq0jRtxIgRM2bMMDNrampWrlxZXl7eu3fv1157zeFwRPI07nG1tbWFhYWff/65y+WaNm3asGHDACAQCKxcubKsrEwQhAkTJpjvUV5enqqqwReOHj16zpw5ALB58+YdO3YoijJ16tRRo0YBgNfrfe+998rKytxud35+fmZmZoRO7t5z9OjR9evX19fXP/jgg/PmzevRowd0cMGHLGk6cuRIZmamJElta273ceskE6EI4Ah9mcLCwh//+MdmWtf16dOnnzx50u/3v/rqq3v37uWcl5eXT5kypbq6WlGU119/fdu2bZxzxtjs2bNLS0s1Tfvggw/WrVsXwVPoBt58880NGzYwxkpKSiZOnBgIBDjnhYWFy5cvV1X14sWLP/jBD86fP885V1spirJw4UIzc8+ePYsXL/b5fF988cXUqVM9Hg/nfM2aNW+88UZLS8vRo0cnTpzo9/sje473ipqamkmTJp0/f97v969cuXLp0qW8gws+ZEnT1atXJ02a1NLS0q7yth+3zjMR+urh8AT6EkePHr106VJw8+TJk/Hx8QMHDrRarePGjdu3bx8AHDt27NFHH01KSpJlefTo0YcOHTJLRkdHZ2ZmiqI4Y8YMXM3mLimK8uSTTxJChg8fTiltamoCgNOnTz/33HOSJPXp02fIkCEXLlwAAKlVSUlJWlpaeno6APz973+fNGmSzWa777773n33XYvFAgBXrlwZMWKE3W4fNmyYKIrXr1+P7DneK86ePTtw4MD09HSr1frss8+eP38eOrjgQ5YEgLfeemv+/Pk+n69dze0+bp1kIhQRGDSgzjQ0NBQVFc2aNSuYU1tbm5qaaqZTU1PNrxld13nrjFpKqZlZXV3tcrmWLVs2e/bslStXiiKOhd2VpUuX9ujRo7y8vLi4ODU11bxd5de//vUDDzwAAIZhVFRU9OnTJ1he07QPP/wwuFJndXX1xYsX58+fv2DBgjNnzsiyDAADBw7cv39/XV3dnj17LBZLcnJyJM7s3jN8+PCXXnrJTF+6dOnBBx+EDi74kCUB4LXXXtu0aZP5LgTd/nHrKBOhSMGgAXWIc15QUDB9+nSn0xnMbG5uttlsZtpms3k8HgAYPHjw8ePHL1++3NTU9Le//c3r9QKA1+s9evToqFGjVqxYAQCrV6+OxEl0Nxs3bty4ceOwYcPMKC0mJoZS2tjY+Oabb6alpfXt2zdYcvfu3UOGDHG73eam1+s9derU0qVLZ8+eXVBQ8MUXXwDAmDFjKioq5s6d++677z7//PMY2IXJarWa8xUOHjz4hz/84Yc//CF0cMGHLBlSyI9byEyEIgj/j0Ad2r59e0pKSkZGxpUrV4KZDoejpqbGTPv9fvM/xPT09Pz8/OXLlxNCsrKyamtrAcBut/ft23fIkCEAMHbs5Xh5bgAACLJJREFU2CVLlkTiJLqbRYsWqao6c+bMAQMGmCHC4cOHV69enZubO2XKFEJIsOTWrVtfeeWV4GZUVNT48ePdbrfb7X7kkUdOnDiRmpr6xhtvjBkzZsKECdeuXVu0aFFaWlrbvgrUiebm5oKCgrq6uqVLl5qdPR1d8LeXDCnkxy1kJkIRhEED6tDFixf/+c9/7tmzhzEWCASmTJmyatWqxMTEAwcOmAWqqqoSExMBQFXVxx577MknnwSA0tJSs5e77XJPgiAIghCJk+gmfD7fz3/+82XLlgGALMu9evWqqqrq27fvoUOH1q5d+4tf/CItLa1t+QsXLni93l69egVz2r4dlFJBEHRdP3v27MKFCwVBSElJGThwYFlZGQYN4dA07ac//emAAQMWL14cDNRCXvAhS4YU8uMWMjPYe4TQVw+HJ1CH5s+fX1RUVFRU9PbbbyclJRUVFbnd7kGDBlVXV5eXlzPGduzYkZ2dDQAej+fFF1+sq6vz+/3FxcVPPfUUAGRkZFRWVp47d45zvm3bNryd727Y7Xav17t9+3ZN086dO/fZZ5+Z0xvXr1//8ssvt4sYAKC0tHTw4MFtv6Uef/zxbdu26bp+9erVsrKyjIwMURR79+69detWVVUvX7584sSJtqMbqBMlJSU2my0/P7/tbzjkBR+yZEghP24hM/+354ZQp7CnAXWNIAgLFy4sKChQFGXo0KFPPPEEAMTHx0+YMOEnP/lJVFRUbm7uyJEjAUCSpEWLFr3//vtNTU0PP/zw3LlzI932e9uSJUsKCwvXr1/vcrnmzZuXkpISCAQqKysXL14cLPPCCy+Yt/KXlZWNHj267cufeeaZqqqqWbNmWSyWl156KSUlBQBeffXVVatWTZ8+PSoq6kc/+tFDDz30FZ/UPeo///nP6dOnn3nmGXPT5XKtW7cu5AUfsmTE2o3QXcNlpBFCCCEUFhyeQAghhFBYMGhACCGEUFgwaEAIIYRQWDBoQAghhFBYMGhACCGEUFgwaECoC/x+//79+0+cONEun3O+f//+kpKS8Kvyer379+/vpEBjY+PBgwfDqaqhoeHw4cPhHxohhO4MrtOAUBdcuXIlJyfH6XTW1tZardZgfklJSU5OTlJSUnV1dZhVnT9/PicnR9f1jtbKPHbs2NixY/1+/5dWVVpaOnny5IaGhjAPjRBCdwZ7GhDqMl3Xd+7c2TanuLg4+Byvr97gwYM//PDDSB0dIfTNgT0NCHVZbm7upk2bnn322WDO5s2bc3Nz2w5PKIry2WefJSQk9OzZs+1rm5qaysvL+/fv365Oc31oURT79ev3pUsOV1RU1NTU9O7dOz4+HgBEUTSfHFZRUXH58uW2JTMyMsyFh7tUP0IIhYQ9DQh1WV5e3tatWxVFMTePHTt248YN84kbpt///vcxMTEjR4687777srOzq6qqzPzFixfHxsZmZWXFxsZu2rQpWH7jxo0JCQlZWVmDBg0yn+7R0aF9Pl9ubm5aWtqoUaOSk5N/9atfAUBpaenYsWMBYPv27S+2mjZtWk5OzqlTp7pUP0IIdQKDBoS6bOjQodHR0bt27TI3i4uLx44dGxye+PTTT1944YXf/va3Ho+nuro6EAjMmzfPLLZs2bLi4uKWlpYjR46sXbvWLH/27Nnp06evWbPG4/E0NjYOHjw4NzeXMRby0L/73e+OHTtWUVHh8XiWLVu2ePHipqam4N45c+aUlZWVlZWdPHkyPT39qaeeysrK6lL9CCHUCQwaEOoyQsiECRP+8pe/mJvFxcV5eXnBvX/605+ysrKmTZtGCElMTPzlL3+5efPm5ubmtWvXTp48efz48YSQjIyMBQsWmOWLior69+/fs2fPw4cPnzhxYuzYsadOnTp9+nTIQ3u9XkLIjRs3KKUvv/xyQ0OD0+m8vdiSJUvOnTu3YcMGSmmX6kcIoU7gnAaE7sTEiRNHjx6tquqFCxeuXr1qznIwd5WXlw8YMCBY0kyXl5eXl5fPmDEjmD9kyBAzUVFRUVVV9frrrwd35eTkdPQkublz5/7rX//KzMy8//77v/Od78ycOXPYsGHtymzZsmXFihUHDx6Mi4vrav0IIdQJDBoQuhPDhw93OBy7d+/+97//PWbMGLvdHtzldrvbDhl4vV4AcLlcMTExjY2NwXxVVc1EcnLy8OHD//rXv5qbnHOfz2e32/fs2XP7cWNiYrZs2VJfX793795NmzaNGDHi0KFDbQucP39+6tSp7733XjAo6aj+u/8lIIS+aXB4AqE7ERyhaDc2AQCZmZm7du0yYwUA2LRpU0JCwv333z906NCPPvpI0zQz/6OPPjITWVlZn3zySWVlpbn5zjvv9OrVq6M5BwsWLFiyZElsbOyECRM2bNgQFxd3/Pjx4F6v1/v9738/Ly9v5syZwcwu1Y8QQp3AngaE7lBeXt73vvc9zvnTTz/dNn/mzJnvv//+yJEjp06d+vnnn3/wwQdr1qwRBOGVV15Zt25ddnZ2Xl7esWPHgrMKxo0b9+ijj2ZnZ8+aNauiouKPf/zjW2+91dGKT4888sicOXO8Xm/v3r13794dCARyc3MvXbpk7n3xxRcrKyu/+93vfvzxx2bOww8/3KX6EUKoExg0INQFdrs9JyfHvFEiKytr1KhR/fr1M9dISEpKeuyxxwDAarWWlpauWLFi7969CQkJO3bsGDVqFAAkJycfP378N7/5zf79+zMyMt55553nn3+eEEII2blzZ2Fh4ZEjR6xW64YNG8aPHw8AMTEx2dnZ7RqQn59vt9s//vjjc+fOfetb3yotLe3Tp09DQ8Pjjz9uHvrb3/726tWrg+XnzJnTp0+fkPUjhFBXEZwPhRBCCKFw4JwGhBBCCIUFgwaEEEIIhQWDBoQQQgiFBYMGhBBCCIUFgwaEEEIIhQWDBoQQQgiFBYMGhBBCCIUFgwaEEEIIhQWDBoQQQgiFBYMGhBBCCIXl/wDRLlgU4OvxKAAAAABJRU5ErkJggg==)
ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append half")+xlab("Model size")+ylab("Changes")
![](data:image/png;base64,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)
d2 <- d[d$test == "append-10th", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 10th")+xlab("Model size")+ylab("Time")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAArwAAAGwCAIAAADE8iHyAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOydaUAT1/rwz8wkk4QQ1rCjgCigrC5EqbhVVBSqda2WWsWqXa5a9Kp1q8utLWqrVVyKt3UrKFg3cEGtGyqiIEVxQVlFQBJAIAtkz8z74fSfl2tRkSUQPb9Pk3POnHnyZJJ5cs6zYDRNAwQCgUAgEIjXgXe0AAgEAoFAIIwDZDQgEAgEAoFoFshoQCAQCAQC0SyQ0YBAIBAIBKJZIKMBgUAgEAhEs0BGAwKBQCAQiGaBjIY3Zt68ecOGDfvxxx87WpCXkp2dPWzYsPz8/FcPS0tLO3/+/D/bs7KyFi1aNH78+O+//762tlbfTtP0+fPnS0pK4Mvbt28PGzasqKio7QRHIBAIRKcGGQ1vRmVlZWxsbGpq6pYtWyiK6mhxmqauri41NVUmk7162NKlS5OSkl5oPHbs2MCBA5OSktRq9YYNG/r3719eXg67KIoKDQ09duwYfFlbW5uamlpfX9/m8iMQCASic4KMhjfj8OHDOp1u4sSJIpEoNTW1o8VpCTRN5+fnf/nllzdv3nyhS6fTLVy4sH///nl5eWfOnLl586ZIJNq8eXOHyIlAIBCIzgYyGt6MQ4cOubq6bt26FcOwhISExl07d+784osvnjx5MmHChKFDh/7rX/+6dOlSM3shqampUVFRYWFh8+bNu3Pnjr4dbgSIRKKlS5cOHDhw3LhxP/30k1Kp1A/QaDQ7duyYOnXqZ599pl8JeBljx4719PSMjY39Z1dSUlJZWdm3337LZDIBAD4+PpMnT967d29DQ0N2dvbw4cMBAL/88suYMWP0p9A0/ccff8yePXvcuHGbNm1SKBSv1SECgUAgjBRkNLwBxcXFGRkZn3zyibOz88CBA48dO6bRaPS9hYWFZ86cGTRo0O3bty0tLU+ePDlixIht27Y1pxcAsH79+vfff//q1as8Hu/MmTOBgYFxcXGwC24ETJ06NSEhoWfPnlKpdMmSJZ999hnsValUw4cPnz9/fklJSUVFxfTp03/44YdXvIstW7ZkZWVlZWVxOJwXurKzsxkMxuDBg/UtISEhUqn0/v37fD4f2go9e/YMDQ3VD1i+fPnixYspinr69Ok333wzZ86cFigWgUAgEMYBjWg269evBwA8evSIpumYmBgAwKlTp/S9UVFRAIDBgwc3NDTQNC2Xy0NCQjgcjkgkem1vTk4OjuPffvstnEqpVIaFhZmamlZWVtI0fe7cOQCAh4dHbW0tHDBhwgSSJDUaDU3TW7duBQDExsbCroyMDGgNZGVlvfrtmJqafvHFF41bZs6caWtr27jl8uXLAIDExESaprVaLQDgp59+gl1QKk9Pz8ZSsdlsrVb7hnpFIBAIhHGAVhregEOHDvXr18/LywsAMHHiRBzHX9ihAABER0ebmJgAADgczpYtWxQKReMxL+vdu3evmZnZmjVr4DAWi7V27dr6+vqLFy/qz120aJGlpSU8HjZsmFqtbmhoAADs378/ICDg888/h10CgWDatGkte4NCodDCwqJxC3z5Cm/HhQsX6qUaNGiQUqlsvG+CQCAQiLcJRkcLYDTk5OTk5uauXLny2bNnsKV3797JyclyuRzaAQAAHMcDAwP1p/j6+vJ4PH1Q4it68/PzdTpdSEiIvletVgMA9JELAIBevXrpj6HPAaSwsHDmzJmNRQ0ODt67d28L3qOJiQm8rh5oAZiamr7sFG9v7yalQiAQCMTbBzIamsuhQ4cAAN9///3333/fuP306dNTpkyBx2w2+4UHp6WlZU1NzWt7lUqlra1teHh4494JEyYEBQXpX+pNk8bodDqFQmFmZta40cbG5g3f3N/Y2dnV1dU1boEvHRwcXnYKj8dr2bUQCAQCYXQgo6FZ0DSdmJjo6+u7fft2fWN9ff3YsWMTExP1RoNcLn/+/Dmfz4cv1Wp1RUWFq6vra3vd3NwqKir+/e9/6yfXaDRVVVXW1tavFowgCGdn5+Li4saNjdcn3ggXFxeJRFJeXu7s7AxbcnNzYXvLJkQgEAjE2wTyaWgWaWlppaWln3zyyZBGhIWFDRw4MCUlRSKR6EfGx8frj3///XetVisQCF7bGxwcnJeXl56eru9dvXq1s7OzSCR6rWwDBgw4derU8+fP9S0HDx5s2ducPHkyhmGNMz4lJyf3798fGQ0IBAKBAMhoaCbQXVG/oqBn8uTJKpXqxIkT8CWGYStWrIiNjX348OHu3bu//vprPz+/cePGvbZ3+vTp7u7uY8eOPXToUGFh4f79+zdv3vzhhx/qVylewYoVKxQKxciRIy9evHjnzp3IyMiHDx+27G26u7uHhYWtXLkyJSWlvLx8xYoVaWlpX3/9tX4AhmH5+fmNjSQEAoFAvEN0dPiGEaDRaPh8fv/+/f/Z9ezZMwzDRo0aRdN0VFQUn88/cOCA3vkgODj42bNncOSre2maLi0tHThwoP5zmTRpklgshl0wuLFxCCVMzaQfcObMGf2uh6en540bN0CLQi5pmq6vrw8LC8MwDADA5XJjYmIa944dOxYAYGpqqpfq7t27+t4dO3YAAOrr6199XQQCgUAYKRhN04ayT4wVuVx++/ZtJyen7t27/7P31q1bWq02ODh44cKF8fHx1dXVGo0mNzfX3t7ezs5OP+zVvXqeP3/+5MkTNzc3vREAAKirq7t3717fvn31UQxCoTA/Pz84OJggCNhC03ReXh6bzXZ1ddVoNOnp6Y3HN0laWpqdnV2PHj3+2SUWi58+fert7c1gvOj1kpubq9PpfH19oVT9+vXjcrmwq6KioqCgYNCgQTiOVrAQCATiLQQZDW2G3ixoQS8CgUAgEJ0f9I8QgUAgEAhEs0BGQ5vh6+s7evTolvUiEAgEAtH5QdsTCAQCgUAgmgVaaUAgEAgEAtEskNGAQCAQCASiWSCjAYFAIBAIRLNARgMCgUAgEIhmgYwGBAKBQCAQzQIZDQgEAoFAIJpFu5fGTk9PDwwMZDKZ8OXixYvz8/PhcVhY2Oeffw4AOHnyZFJSklqt9vf3nz9/PpvNBgA8fPgwNjZWKpUOGjRo1qxZMDPx9evXf//9d7lc3rt373nz5r1iZJNXRyAQCAQC0WLa12h49uxZTEzM3r179Y/tysrKgwcPwoc9fLo/efIkKSlp06ZNbDY7Ojo6KSlp6tSpOp1u8+bNUVFRHh4ea9asuXbt2tChQ8Vi8bZt29auXevi4rJx48YTJ05MmzatyZEvu3qLaVx42mAQBMFmsxsaGgx/6ZZhYmLCZrNra2s7WpDmYnQa5nK5LBbLiDTMYDBIkpTL5R0tSHPhcrkkSdbV1XW0IM2lQzTcuDIO4l2jHbcnNm7cGBUV1fhuViqVAAAej8dkMplMJiy2JBKJhg4dyufzTU1NBQJBZWUlACAnJ4fP5/v5+bHZ7A8++CA1NRUAIBQKLS0tfXx8eDxe//79S0tLXzayyas/ePDg22+/hcfp6elbtmwBAOh0um3btk2fPv3TTz89depU+2kDgUAgEAhjpx1XGr755hsAwKRJk/QtIpEIALBgwYKampqePXv+61//srS0DAoKCgoKkkgkJSUlV69enTZtGgCgqqqqS5cu8KwuXbrAOk8uLi5KpfLmzZvu7u5paWlDhgx52cgmr94kaWlpz549++2336qqqhYuXDhixAi4CqJUKtPS0uAYV1fXJitStjc4jhMEwWKxDH/plsFgMDAMMyKBjUvDNAAEQSANtytIwwjEq2l3n4bGqFSqXr16ff755+bm5tu2bdu9e/eyZctgV15e3oEDB2iahhaATCbjcDiwi8PhSKVSAICJicn48eOjo6NZLBafzx8+fPjLRjYfc3NzmUxWUlLi4eFx9OhRfbtYLNbLNmPGjPnz57fqnbcCkiQ76tItg8fjdbQIb4ZRaDhNIv130ZNkn572GGZ0Gja6RxrSMALxMgxqNHh6ei5fvhweh4eHr169Wt8lEAgEAkFSUlJsbOzatWtNTU3hPgUAQKFQmJqaAgBycnLOnj3766+/WlpaHjx48Mcff1y1alWTI1+LvuKGn59fcHDwxo0bNRpNaGhoREQEbLexsUlOTobHPB6vQ/Y4cRxnsVgKhcLwl24ZHA6HJEmJRNLRgjQXY9Fwvko9tvCJG8lkajQUg2FEGiYIgslkwn1Jo8Do7uEO0bClpaUhL4foVLS70UDTNEVR8Dg/P18mk2VlZdXV1fXs2RP6J544cYLL5dbV1RUUFFhaWlZUVAAA7OzsLly4EBMTo1Ao7Ozs4O7A/fv3+/TpY2dnR9O0p6fn2bNn4cjLly/v3r27rq7OwcFBv49QXl5+/PhxrVZ76dKl8PBwDMNAI1vh2bNn8KC2tjY8PDwiIqK4uDg6OlogEPTo0QMAQBCEk5OT/l10iCMkAICmaZ1O1yGXbgHwgzYigYExaLhSq51c9NQCxw92dTbBcWBUGsYwrPNruDE0TRuXwEanYYSx0755GtRqtVarValU8GV1dfX333+PYdjIkSPj4+M9PT0BAHw+f+/evVVVVaNGjcrIyIA2rIuLS1FRkY2NzejRo1NSUuCehYeHx+3bt8vKypKSkmJiYuDp/v7+hYWFGo1m5MiRp06dcnd3BwAolcqVK1fa2NjgOH769OmLFy8CADgcTmFhoVQqVSqV169fhyJduXJlx44dMpnM1tYWx3Ej+kuEeBeop6hpJeVyij7s2oXPIDpaHAQC8a7TjisNhw8fvnz5cuPS23w+n8vl3r59Oz093dXVFUZPODk5MZnMnJyczMxMDw8P6KmQnp7eo0ePW7duXb161dPTUygUAgAEAkFFRcWqVaskEglJkl9//TUAoLCw0NrauqCg4MGDBz179oQjS0pKCIKYNm3asWPHQkJC7ty5M2LECAzD7O3to6KilEqlp6fn06dPAQBjxoy5fv36jBkzMAwLDg729fVtP4UgEG+EhqZnlVUUqtUnXLu4kSjXCAKB6Hja0WgYMGBA7969ly1bpndULCsr69u3b1RUFACgqKgoJiYGHvTt29fT07O4uNjT0zMoKAgAIJFIunXr9tVXXwEA7t27t3PnTjhDWFhYWlra7Nmz4+PjYaxwWVmZj4/PC3Pa2NhIpdLa2tojR45s3boV7lnI5XIej7d161YAQHp6+q1btwAAhYWFCoVizZo1FRUVBw4c0Ol00JRBIDoWGoBFFZVp9fJ4F6e+JpyOFgeBQCAAaFejwcXFBfxfBieIWCzmcrnw2NTUVCwWAwAkEklaWpq5uXm/fv2OHDlSWVkZERHh7u6+Z88etVpNkuTVq1f1fklxcXGDBw+GM79iTmtr648//nju3LkWFhZMJnPbtm0vE1IqldrY2PTs2dPf39/NzU2/LiISicLDw+Fxx0ZP6E0uY8HoEr90Tg0vL356uE6yx6vHFHvbF7qMTsMmJiYdLcKbYTgNa9Tac6eJ4aMwE25rpjE6DSOMF4NGT7BYLK1WC481Gg0MdSNJks/nR0ZGAgDgAz4iImLAgAEZGRlz587lcrlOTk4wd0JOTk5JSUlkZGRZWdmr5ywrK0tJSfnyyy/t7e2PHDly+PDh6dOnNylSYGBgSkrKzJkz/f39Q0NDGYy/FcLj8fSGgo+PT4ckDcRxnMFgqNVqw1+6ZZAkyWAwjCj9X6fV8N6q5xtKy791sp/C4za+95CG2xuSJAmCMFBAjbiO+CMOq3mudulGu/do2RwdomH9/zTEO4hBjQYrK6vs7OzLly/LZDITExPo82hhYeHg4JCenl5XV+fq6gp/EDEM++qrry5cuNDQ0GBtbV1TUwMAOHfuXF1d3apVq5RKZU1NzcqVK5cvX65QKHJychISEgAAlZWVOp0O5mUKCAjgcDglJSUffvjhpk2bXjAa4IIEAADmrhaJRJmZmdHR0TExMba2tgAALpc7Y8YM/fgOTCPd+QMC9WAYZrgf3Lagc2r4T1n9otKK6ZbmCyzNX5ANZvLpbAK/AgaDQdO0EQmM4ziO4wYQmCh/ykk+Cghc/tGnOgcn0NIrdoiGkdHwLmNQo8HX13fz5s0qlcrd3T0lJWXYsGEAgICAgK1bt6pUKi8vr99//93NzQ0AUFZWtmTJEg8PDxcXl8OHD0PvyMjISPiv6+bNm8XFxbNnz+ZwOG5ubjU1NfX19SwWq7CwUCaTYRhmZWV1+vTpysrKHj16xMfHm5mZAQAYDEZFRQVN0xiGZWZmwsbExESNRjN9+vSxY8deu3atpKQEGg0IRIeQLVfOKRMOMzXZ5NgBSUgRhoGZk82+dFZn76gYN5nmNiu1DALRSTCo0VBVVcVgMOrq6oRCoZmZGYxvlMvlJElWVFQwmUwcx+3t7QEAKpVKo9FUV1fL5XIbGxu4/AAf5zKZ7M8//wQAQPMiMDBw5syZp0+fdnJykslkM2fOZLFYPj4+SqWytLRUpVJRFAVHwrxPixcv5nA4tbW1MBA0ODh46dKlV65cwTDM0tLS39/fkApBIBrzRK2JKC33ZJG/dXFkYFhHi4NoezCdjvXnGeaDuxr/PsrhowFyu0YYG+1uNKxbtw56JAAAWCwWQRDr169vaGhITU2VyWQAgMePH/fu3fvLL798/vx5Q0PD/v374UiSJJcsWWJqanru3Dk4ErJr164RI0bA1AuQsLCwQYMGPX78WCqVjhkzBgBQUFAgEAhmzpxZX1/f0NBw4MABAIBYLHZ0dJw7d259fb1IJLpx4wYAgKIoHMcDAgLEYrFQKDSKjMKIt5Iane6jkjJTHD/o8ncSJ8RbBiaTcZL/wKtEylEfaPx6d7Q4CERLaHejwdvbW3/s7Ow8ePDgH374oUuXLnl5eTCNtFgstrCwMDMzMzMzEwqFMGEzHLlz587GIwEAly9f5nA4gwYNunbtWuOrmJmZXblyZcqUKTDzI5wTppLUzwmBeaLq6uqgv3F+fr63t/eCBQsoijp+/LharYZZ3MVi8YYNG+ApQ4YMef/999tTSU0DXQRw43l+wIJVRpS3v/NoWK6jpufmSSk61cerG4f9smFGp2HoImAUYcw0TTVIHpJkbxzH20XDpSUg8XeAYeCzr9jOXV/6Gb8hRqRhxNuBQbcnYGmoLl262NvbFxYWFhcXOzg46JNMQ+DLJkdWVlYmJydv2LBBX8pSz7Nnz54+fdqvX7/Gk7wwZ5P06dNn3759a9euFQgEI0eO1Nd90el0+lTTUqm0Q76TGIbBp5rhL90ykMAtQ0PT0x4XPlQozvv09DJ9lYtZJxG4+RiLwDSlzb01u6osOXh8PtvEoc0Fpm/fok4dw5y6YB/PxHhmbTizsWgY8dZgUKPhypUrFhYWMBGTr6/vzz//PHDgQAsLi6KiIjhAIpHAkIomRyYkJNjY2CQlJUkkkvr6+oSEhPHjx8O9j4sXL+otBgBAk3M2Rp8u2srKKjY2NiMjIyMj49ChQ7t374aOwdbW1nFxcfrxHRg90SHRni3DxMSEzWbrI1M6P51BwzQAX5cLL0pk+7o4eum0r9Yel8tlsVhGpGEGg0GSZCePEaUpTfGdz8WiFFf/rQC3pCiqDTWM6XSsiynMe3e03n7KkeG0jgJt+vF1iIaNLlMIog0xqNFw586d7OzssWPH6lskEom3t/eePXvmzp2r1WphniUAgEajgSVY0tPTWSyWRqMBAAQHB1+4cOHUqVNqtZqmaRaLhf2fs9i1a9fmzp175syZsLAwAIC3t3d8fLxOp9NoNMeOHevVqxcAAMMwfeHse/fuwYNLly6RJBkSEhISErJixYqHDx8KBALDaQTxzrOh8nmCWLrRwXa0GfKi7wAoSv0ke4648ryr/3Zr58ltOzlWLzM5eRQXPlMNHq7uP7BtJ0cgOgSDGg0LFixYvHixp6envb39pUuXzMzMzM3Na2trlUqlh4eHr6/voUOHAgICAAAhISFnz579z3/+k5OTY2FhMWXKFAAArDERExPz/PnzVatW6f0PhEKhRCK5efPmo0ePoNFgZ2fn5+f3008/VVdXFxUV7dq1CwDg7OwsFAr37t3L5XKzs7PhhaysrH766aeCggIAQFlZGSxxiUAYhvg6yZbqmiW21rOsUa3hDoDSKYqyZshqbnTr85ulQ3jbTk5UCjlJfwCNWj75E11X17adHIHoKAzqAmZlZbVjx46+ffvyeDwejwfdG//666+goKARI0awWKzPPvsMrgFYWFi4u7vfvXtXo9EsXLgQmgIikWjo0KF8Pt/BwaFv376VlZVwWq1WGxISUlJS0vhaCxYssLOzq6mpsba2dnBwAACUlZW5ubnZ29tjGDZhwgToGOHn5+fl5XXu3Lk///wzPDwc1YlHGIwLsoYlFZURluZLbdFibwdA6eSFtz+R1tzo1ndPm1sMjNx7nEP7KDanYfocZDEg3iYMutIAADAxMQkJCTlz5kxgYCDMuwCTQL/33nsAgFu3bumdHFesWAEAmDRpUrdu3WBLUFBQUFCQRCIpKSmprq6eNm0abDc1NX306NHcuXNhtSqIRCK5c+fO4sWLGzeSJAljMtPT021sbAAAaWlpMpksLi6uqqpq4cKF48aNg04SMK0kPMvV1RWWvDIw0Cla75vZ+YG+/UYkcAdqOFuumF1WMYxnut2ta/NTMhAEgTTcJug00oc3pzSI7/V674iF3TB9extomKKI1AtE+jWdtz/1wXiS8ZrypDqaIrCW/3nrtBpGvK0Y2mgAAGi12lOnTukDGvv06XPy5MmSkhJLS8uTJ0/W19e/+vS8vLwDBw7QNA2DJ2ma3rZtW2RkZOMoqSYbm8Tc3BxGanh4eBw9elTfLhaLly1bBo87tmCV0aWOMKKAQIjhNVykUH5U9Kgn1+S4v7fpm/u9G52GO9sjTaOu++vaRLn0Yb8RZ6zsh/1zQIs1TDc0aBMOUE8KGaPHsoaGvHb8U6Uo7M6/t3suGmbVt2VXhHQ2DSPeYjrAaLhx44azs7OFhQV86eHhMWvWrM2bN2MYNnDgwKqqqlefLhAIBAJBUlJSbGzs2rVrU1JSnJycAgICSktL9WOabGyMvpqln59fcHDwxo0bNRpNaGhoREQEbLexsUlOTobHPB6vcaYHg4HjOIvFMqK8/RwOhyRJfUnSzk+HaLhGqw0tLGED7FBXJ41U+kY3ltFpmCAIJpOpD1bqDGhU1Y9vTlTLy7yCjmOsgBe+2q3RMF4pYh1PwNRq1ZTpctdu4HU/GqWqynH5y7W0jqditfgXpkM0jLZx32UMbTTs3r376tWrZmZmK1euHDBgwAcffKBWq997772QkBChUFhaWgr9DwAAZWVlJ06c0Gq1mZmZQ4cOBQBs3ry5qKgI3q9yubysrKy+vr6goCAjI+P8+fM6nU6n002bNi02NhY2Xr58maIopVIJG0EjW0Gfg6G2tjY8PDwiIqK4uDg6OlogEEBfSIIgnJyc9GJ3SMglAICmaRhFYhTAfBhGJDAwuIYVFP1xSVmdTnfGrasV9sa6gjewEWkYw7BOdQ9rVFX5GZM0CmGP/kc4Zr3/KRhN0y0TmPnoAevcKcrSSvnRp5S5BXjdDIXKZxMKVzIwIqnHD65M+xarqLNpGPHWY+hceLdu3ZLL5ZMnT544cSKMX5BKpfPmzRMKhatWrTp69OjIkSMBAGKxePny5b169SIIIjExMSsrCwDg6emp0+mGDRsWFhaG4ziTyeRwOFFRUT179hwzZsy8efNIkpw1a5a5uXlUVFRCQkJCQgIcmZCQYG5uzuFwCgsLpVKpUqm8fv06lOfKlSs7duyQyWS2trY4jneqv0SItwwdTX9eXnFfoYzv6tydZWS7Tm8BakX54/QPNKrnnu+d5Fq0XRZnimJdu8Q+fVzb3UMRMYsyt3jtGXnK0g8LV5jg7NM9NrqS9m0mCQLR/hh0pUGr1crlcjs7O1i1EsLn893c3L788kuKokJDQwcNGgQAuH79uru7e0hISGxs7OjRo8+fP9+vX7/w8PCGhobExESVSkUQxKJFiwiCKC4urqysXL16dWlpqYWFReOsI6WlpZcuXdK/xDDM3t4+KipKqVR6eno+ffoUADBmzJjr16/PmDEDw7Dg4GBfX18D6gPxbrFCVP2nrGFPF4dAk7ZKIoxoLmpFWd7N8ZRO6TngBIfn2WbzKuQmp48TpSWqwcPVgvdAM3xa78mLJheu5jPNj3Vfb8+0ajNJEAiDYNCVhqqqKlNT0759+65fvz45OVmf3fnTTz/dtGkTg8GAoZUAAIlEAgMWjh496ubmpndN+Oijj3777beoqKhevXoFBgYCAIqKinr06HH27NlTp05NnToVrl4AADQaTUxMzOzZs/WlruVyOY/H27t376FDh0aMGOHi4gIAKCwsVCgUa9asmT17dkZGBlrlQ7QTP1bV7K2pW29vE2ZmZG6MbwHK+sLH6eEAUF4DT7ehxUBUV3HjfsOFzxQfTlH3H9gci+GuvGBS0beOpPXJHhuQxYAwRgy60iASiRQKhZeX13vvvbd///7a2trIyEgAAHx+N64b5O7uvmfPHrVaTZLk1atXX/BLSkhImDdvHjyWSCRpaWnm5ub9+vU7cuRIZWUldGaMi4sbPHgwnPkVSKVSmIbS39/fzc1N7/QgEonCw/8O3e7Y6AkOh9NRl24ZRpdi1gAajq+s/rHq+SqXLsvcurZ+NqPTMCwO11HUSx7dz5xIECxB6CWOqVtzTmmOhql7dzRHDmLmFsw5/2LbNCsk+3rd3QlFqzxMup7vs9WaaQ4bz90HA3sAXuvWnjpWw4h3CoMaDX369Dl06BA8njp16vbt26HR8E8GDBiQkZExd+5cLpfr5OSkL64NALh//z5BEK6urvAlSZJ8Ph/Ow2Qyt23bFhERkZOTU1JSEhkZWVZW9mqRAgMDU1JSZs6c6e/vHxoaymD8rRAej6c3FHx8fDqkPAGO4wwGQ61WG/7SLYMkSQaD0ckLDTTGMBr+UyKNLHgy2dryG1vrVt5ISMNvSnByPp0AACAASURBVL0458G1sQzS2nfIaQqzfa3+SZIkCOI1ATU0jV+7jF+7RPfw0o2fomGxQTM+1uvSnEm5K/243Y/3/IGtZjSoGwAA5x4wzzwgWbhK4Kp9k7f1/+kQDcMCPYh3E4MaDVKpFMdxU1NTAICTk5P+m6lWq2/cuEFRVHV1NVwbwDBszpw5Fy9eVKlU1tbWNTU1cGRDQ0NcXJyJiUlpaWnXrl0BABYWFvqAC0dHR/h7eu7cubq6uoULF0qlUolEsnLlyuXLlzeWRF+Qhs1mR0dHi0SizMzM6OjomJgYuJ3B5XJnzJihH9+BBauMKOQSVtszIoENoOEchXL6k7IgLudnOxtlqy8EM/kYkYYZDAZN0x0lsFySk58xhcmy8RhwjAKWzREDVpp+xUhMpWKnJOFF+WrBe6pB7wOKBs2Y9qI0a2bxD325ngfdVjPUmAIoAAB3ylkpD8j3e8h97eQt1lCHaBgZDe8yBvVpuHbt2rp16wAAOTk5S5YsgXWkNBrNkiVLcnJyaJpeu3Yt9E988uTJjBkzSktLGxoadu3a5e7uDgBQqVRRUVGFhYXm5ubLly+/f/8+ACAgIODRo0cymSwnJwcWtgAAREZG9uzZk6ZpGHAxePBgDofDYDAqKirgBkRmZiYUKTExMS4uzt7efuzYsc7Ozi/kokYgWkOpRjPtaXlXJmN/FycSb27aR0SbUF+bkXdzPMlx9gw6yWS1TUZXvLbGJH4PUfpEMW6yavDw5jgxAADOSzJnFH8/0NT3cPd1psTfe2F5VeThO7wAZ9WoXkazboRAAAOvNISEhGRnZ3/22WdisZim6Tlz5gAArl+/juN4VFRUWlra8OHDT58+/a9//auiooLL5ebm5nK5XD6fr1KpAABZWVkWFhYKhSIqKiouLu7KlSu+vr5mZmZTp06dP39+fX29TqeDcxIEcfv27d27d4tEosePH2u1WoIg4ArH4sWLORxObW0tnDM4OHjp0qVXrlzBMMzS0tLf39+QCkG8xdRqdR+VlLMx7KhbFzPC0LHN7ziymvSC2x9zTD16CA4zyLbJRMQoymefSaJNTOQRn1F8m2aedaLu2ldPt7xv1mev23IW9ndK6XIxI+42z81KM7m3DNmSCOPCoEYDm81evXr1unXrBAJBdnY2zJ5UXl7u5eUFAFi3bh1N07/88gsAwN3dfc2aNQwGg81mp6SkQB9Jd3f3Tz75hMfjYRhGUZQ+p+SHH3744MEDPp+fnZ0Ndzfu3bvn4+MjFAoLCgpmz549cOBAAIBYLHZ0dJw7d259fb1IJLpx4wYAgKIoHMcDAgLEYrFQKDS6nM2IzomSpj8pLa/V6U67dbVldEDe1XcZSfWlotszuRa9uwsOEYy2KDhO02RmOuv6Za2buzJsAs1urtfi0drU+aVbw8yDfnH9NxP7+zaokxP7bplZcXQzBFIGMiYRxoahf84uX75saWk5evTo7Oxs2GJnZ3f+/HkAgLe39+HDh2GghL29PQAgKyvryJEjCoXihx9+gI329vZZWVm7d+/WN8I5zczMxowZc+fOHdgiFovz8vJ++eWX7t27wzxO0G4AAMCKFXV1ddDfOD8/39vbe8GCBRRFHT9+XF9uWywW66tjDBky5P333zeMfhoDXQQaB5V0cmDBKiOqjNBOGtbR9Oz84vtKdUovjz68tnho/R9Gp2HoIkC8eX2NFlPzLKUoa6YZv7/f4GME842Vz2AwcBz/Hw2rVOBEInj0EAQPZYSMNm12dbHfhKcWlP48xeb93zyXM7C/NdCgxvZeYRIE+HoEZWHSBvdGCzX8XAeYGDA3mt8WROfBoEZDZWVlcnLyhg0b9KUsAQBDhgw5efJkdHS0hYVFbm6uPugRANC9e/exY8cmJSWdP39+4sSJTTY2OSdN0w0NDb/88gtBEN27d4+Pj9cbDS/Qp0+fffv2rV27ViAQjBw5Ul/3RafT6VNNS6VSQ/7q6cEwDD7VDH/ploEEhiwqKjlVW5fg1WOQhXnbzow0/Goqnx55cGOGtcMIv8GHcaIlUYwYhgEA/r/ANc918XuAWIxP/RTzeYO9y1+eHf+6YOssh/Bdnovx/ytiqdaBX1KJehX2zWidNa9tHtgt0DCVq9LtlWBeJGP265NXIhAvYFCjISEhwcbGJikpSSKR1NfXJyQkjB8/ns1mb9my5a+//sIwbMiQIbt27QIAlJSUmJiY2NraDhw40MzMLDY2duLEiU02Njmnubk5TEENAOjVq1dlZeULkujTRVtZWcXGxmZkZGRkZBw6dGj37t3QMdja2jouLk4/vgOjJzok2rNlmJiYsNlsfWRK56c9NPxzde2uyuofHOzeZ+Btrgoul8tisYxIwwwGgyRJw8SI1j479iRnnoXdGBf/WKlMCUBLUsJzuVySJKGGGU8K2aeP02yO4uNIysYWNFvtMZVHv6s4EMkfE20/RyqRwkaKBgezzJ4+J+YOlLBpTVt9hm+qYUamjkzW6Fxw9WhAt1QIo8sUgmhDDGo0BAcHC4VCAIBcLtdoNKamphiGCYXCtLS0yZMnK5XKTZs2QVfEmzdvPn78uKKiQi6XOzo6MplM2JiTk1NVVaVWqx0cHGBjcHDwnTt3zp8/L5fLKYricrkYhnl5ee3bt4+iqFu3bimVSug8gWGYVPr3F/jevXvw4NKlSyRJhoSEhISErFix4uHDhwKBwJA6QbxNHBNLoyurv7axnmON/sMZlOrSuNL7iy0dxrkF7MLwVv+s6Z0YXLopP5hAs98g/Re0GObZTVjj+D9JaE7d5z4QktMDZa5WmtaK1yIwLSBPaIhsnVZAqMcygNEsVyE6FwY1Gvr16wcPoqOjNRrNBx98AACwt7e/du1aZWVlfn5+eXn5V199BQAQCASJiYn+/v7Ozs7nzp0bMGAAAMDT0/OPP/4QCATW1tb6xt69e+/atWvRokUcDmf58uVmZmYsFsvJycnPz2/VqlX5+flmZmYwpMLZ2VkoFO7du5fL5WZnZ8OE01ZWVj/99FNBQQEAoKysDJa4RCBawPV6+YIK0YfmvJV26H+YQakq2Vf64Bt+1wgX380Y1uplf7WKffIoM/+Rxr+PMmQMeBOXlx8q4n6u/GOB3aRvHWc0br9cYHLjCWesb4OPg6q14rUITEKz4jWYkFJPYmr7InsB0XI6wBHm1q1bMKISvsQwDLo0yuVya2truPClVqv5fP7QoUPt7e3HjRsHHR1UKtXo0aP79+8P0ypA/4OcnBw+n+/n52drazt48ODU1FQ4LUVReXl5arV66dKlQUFBAICysjI3Nzd7e3sMwyZMmAB9IPz8/Ly8vM6dO/fnn3+Gh4ejOvGIlvFIpZ5Z9iyQw9nh7ICC6AyJqGh76YOlNi4z2sZiqK3R/rKNUVSgGD1OOTK8+RYDDeiV5b/+XPnHMoeIFyyGu+Ws87kmw3oogrt1TJIrooRi71BjUlr1OYksBkQrMXT0RF1dXUJCwhdffBETE6Nv1Gq1BQUFCxcu1De6uLio1WoOh+Pj47N58+YhQ4YAAIKCgoKCgiQSSUlJSWpq6rRp0wAAVVVVMCDC3Nx83LhxmzZtgjMsW7YMADBp0iSYOBJCkuSYMWMAAOnp6TY2NgCAtLQ0mUwWFxdXVVW1cOHCcePGwZTVSqUyLS0NnuXq6gqrZxkY6BSt983s/EDffiMSuK00XKrWTC4pdybJxB5uvPZ0+iMI4t3U8Msoz/u5/NF/nDwWuPp+B0BrrTW8uBBPOoyx2JrILwh7h+Z/kBRNLXiyNa76/AbXL7+yH9+4q6CK+OOuSZ+u2nEBWgxrez28VsPYTTV+XEN3xakZJkwzFC6BaC0GNRpomt62bVtkZGTjiKYmG01MTMaPHx8dHc1isfh8fuNS2nl5eQcOHKBpGtoKMplMX3CIw+HovRaaibm5uUwmKykp8fDwOHr0qL5dLBZDswN0dMEqo0sdYUQBgZBWarhGo530qICBY+cCfJwN8jg3Og23k9FQcGf10wffdfP9xqPvhtbPRt27ozn8O+7ajRExi3yTNMk6mvos9/u4qvMxXovmdZnUuKu8DuxJB91twefvMxhEO35qTWtYS6sPirVpCsZgLjnNAjDQEhiiDTCo0ZCSkuLk5BQQEKAvdf2yxpycnLNnz/7666+WlpYHDx788ccfV61aBbsEAoFAIEhKSoqNjV27dq2pqak+OEKhUMC0j69FH9jp5+cXHBy8ceNGjUYTGhoKK2QCAGxsbJKTk+Exj8erq6tr3VtvCTiOs1gsIyo0wOFwSJJ8oSRpZ6b1GlbS9ISipxUq1Rl3V1O5vK6dwwSMTsMEQTCZTH2wUttBlz5YJSz6xcnzG5tu37T+68nIvU+ePq7r1oOeNoPgcMTNnlBDa+cUbzojTo9x/TrCdHhjSSQKfFsqz5xNf9JPJpPSr5ikNbxMw5iUZhxQ4kJaO4mlEoAGWVtG3KBt3HcZgxoNBQUF6enpZ8+epWlap9NNmzYtNjY2LS3t8ePHKSkpNE1TFDV+/PidO3fev3+fzWbD3QqVSlVcXAwA2Lx5c1FREbxf5XJ5WVlZfX29nZ3duXPntmzZIpfLLS0t9fsIZWVlJ06c0Gq1mZmZQ4cOhY16W0Gfg6G2tjY8PDwiIqK4uDg6OlogEEBfSIIgYMwFpENCLgEAUFEdcukWQFEUAMCIBAat0zBFg7llz7IVioSuTl4k0wBvHN7ARqRhDMPa4R6mSx+uqHqyp0uv/9h1+7L1kzPvZZN/ntF49lKGjecSRPMFVlOaOU83nZdkxnT9eorl+43Pkqux2DQzQINZAyQkTrXfJ9akhomnNPOgGgCgnM2kXDBgPDcMovNj0C2u6dOnkyS5YMGCuXPnEgQxa9Ysc3PzqKiob7/99ttvv/3iiy/Mzc0dHR3t7Ow8PDzKy8v79+//wQcfWFpawoJVsPrUsGHDwsLCcBxnMpkcDgdWmXJ2dh41alRqaqq1tTUAQCwWL1++HKZqSExMzMrKAgBwOJzCwkKpVKpUKmGaSADAlStXduzYIZPJbG1tcRxvh79EiLeWVaLKFGn9L84Og01R0T8DQdO6J3cXVD3Z09Xne7tuX7Z+QubdLPafZzQ9fZRh498oUEJBqT55sv6i9K/fXL+ZYvU/GWO1FLY/w0yqxGcFSS04VOuFfCMYmTrWb2qaB5RfkZQLcmJAtDEGXWnIycnx9fUdOnRoaWmpiYnJgwcPRowYYWdnB5cHSktLlUrlsmXLCILo06cPQRDJyckqlcrLy+ubb74BAISHhzc0NCQmJqpUKoIgFi1aRBDEgwcPfH19b9y4cfnyZXd3d41GAwC4fv26u7t7SEhIbGzs6NGjz58/369fPwzD7O3to6KilEqlp6cnLKc5ZsyY69evz5gxA8Ow4OBgX19fQyoEYbzEVNf8WiNe72A71szIPAyMF5rWleTMr3123NV/K7/Lx62fkMxMZ129qPHvqxwxppklKyFySjm9eP2t+od73JaFmvf/XyHBoSzTcjEzcoDEwUzbeiHfAC1NntQybut0vQn1BCaNap4g2gGD3laDBg0KDg4GADg4OPj4+HTv3r1xb3V1dWBgoLe3NwCgqqrK3Ny8f//+VVVVvr6+VlZWcMxHH3300Ucf/fXXX5cuXQoMDNTPSZKkRqP56aef4OaCRCKBhsjRo0fv3buXkpICAJDL5Tweb+vWrQCA9PT0W7duAQAKCwsVCsWaNWsqKioOHDig0+mMKEcvoqM4IZF9X/n8X3yrz63R5q6BoCj1kzufi0VnXfy38Z0/av2EZMYN1rVLmt6ByuGhb2QxSHUNU4vWPlA8Odht9VCz3i/0nnrAfShkTe0r62Fj0CROWAMgD2qIp5Q6lKEdguwFRHth0HsL5nC8ePHizp07nZ2dFy9e3Lg3ISFh3rx58FgkEikUCi8vr/fee2///v21tbWRkZFNjmxyTnd39z179qjVapIkr169+grHMalUamNj07NnT39/fzc3N73Tg0gkCg8Ph8cdGz2hjw0xFowuxeybajhTWj/vWf4UW35MT0+8IxzSjU7DsDhca6B0qrupUySVfwYMPWznMrH1ImkvpOiuXSKGhrBGj/2n7/QrNCzW1n+cvSxX+fRM783DrPq+0JtyD6QVg2kDwAhvHgCGW4JiP2eqdj0HakAutDHxMpqIXIQx0gEGaUhISGBg4L59+3bu3BkVFQUb79+/TxCEq6srfNmnT59Dhw7B46lTp27fvl1vNLwwssk5BwwYkJGRMXfuXC6X6+TkxH55KdvAwMCUlJSZM2f6+/uHhoYy/q+KMY/H0xsKPj4+HVIAAsdxBoOhVqsNf+mWQZIkg8EwTKGBNqEFGpbrqE9y8zzZ7J1dHBVyQ98V74KG/4lOK89N/0hafcNzwAFTfmhrv4w0jV9IwW+lUQOHaAcPV/3vbCRJEgTxsoCaao14bO43pUrRqV4bBSyvFyT5q5RxLIv1vpfmPVe1wX4wcBzHs7W6g1Jgi9PzTJVWWtDQ7nsi3DcJSUW8ZRjUaLh58yZJkjU1NQqFok+fPvHx8bBdrVYnJiZyOJzHjx97eXkBAKRSKY7jMH7SyclJ/x2maTohIYHL5VZVVdna2sI5eTyeVCqtq6sLCgras2cPAADDsK+++urChQsNDQ3W1tY1NTUvSKIv+cNms6Ojo0UiUWZmZnR0dExMDJyWy+XOmPH/07p1YMEqIwq5hNX2jEjgFmh4ubDqqUp9wd2FUqkM/z5hJh8j0jCDwaBpujUCU9qGgtufNIj/cg+M51oNa+17p2nW5XOM7NvqQe+rBgSDf8wGK003eZVqrXhi4SqhpuZI9+98GW4vjCl6zoy7ZeLroBrlITPc50MB9kWKvqLW+hOaiUyaqQYGuTQyGt5lDOpbKxQKN27c+Pjx49ra2u3bt0ObQKfTrV69Ojc318rKKjo6+syZMwCAa9eurVu3DgCQk5OzZMmSXr16wRm2bNmSm5trbm6+ZMkSWPuqurr6559/Pnv2bE1NzZYtW2BAZllZ2aeffpqRkSGTyXbt2gWDLxgMRkVFBdyAyMzMhBMmJibGxcXBvNQwEMOQCkEYF1frG/bW1K2w4/dioxVgQ6DVSPIzJjWIs7sHHjS3Gdba6SiKfe4UeSdL9f4o1YDgNzr1mbo6PP+b5xrJyR4bepu8WKFGJCV+zzTraqmd1rf+TbwjWgUmB+y9avyqGow1UU9l0kwDXRfxjmPQlQYrKysGg3H37l1LS0uCIGB45L1798RiMZfLnT9//u3bt3/99dewsLCQkJDs7OzPPvtMLBbTNA0rTolEojt37piami5YsCAxMfH06dNz5swJCAjYv38/RVFyuRzHcbhOoFKpNBpNdXW1XC63sbGBy7nQRlm8eDGHw6mtrVWpVACA4ODgpUuXXrlyBcMwS0tLWGMTgfgnEp3u62eVgSacL5Dzo0HQasQFGVOUDUUeA46aWga2djqK4pw7yci9rxwequn9ZrOVqasmFKyUU6rj3dd7sV1e6JUo8b23zM3Y1AyBlMDbK4nTC+BCmvxdjWuAZjaH6c0GxrNjhTB2DGo0eHl5rV+/3tTUtL6+PjU1FToQsFis0aNH+/r6YhimT83EZrNXr169bt06gUCQnZ0N8yzBzYuPP/4Yw7CAgIDffvsNAFBcXNy/f//IyMj6+vqGhob9+/fDOUmSXLJkiamp6blz52QyGQBALBY7OjrOnTu3vr5eJBLduHEDAEBRFI7jAQEBYrFYKBQaXc5mhMFYWlFVp9OdcOtCGOy/5DuMVlWdd2uiRin06H+Ea9GntdPpdJzTxxmFeYrQsVqfN/tjUKR6NqFwFQ6w0x4b3VgOL/QqNdiem2YUDWYNkJiQBrIYGPd0zKMa2hpTziVxGxTthTAoBjUa7O3tAQBZWVlHjhxRKBSwuGWvXr3g7oNWq42Pjx84cCAcfPnyZUtLy9GjR2dnZ8MWsVhsY2PTrVs3AICFhQXM2CoWiy0sLGxtbW1tbYVCIWx0dnYePHjwzp07u3TpkpeXt3r1ar0MsGJFXV0d9OjOz8/39vZesGABRVHHjx9Xq9Uwi7tYLN6w4e+E9kOGDHn//f9J3mIYoIsA/iYJZzoWWLDKiCojNF/DSTV1xyXS3e6uftZWBhDsZRidhqGLwJuGMSsbSnJvjdOqxb1DLphatDp1ilYL/ogHRflgcgTH2+/VYxkMBo7jeg0/lj8dX7iShZPn/La4sl+0GLQU2HuZKVHgi0aqnS0Nss1PAfpUA3VBifVh4RE8JgtrmYYRiBbTAdET3bt3Hzt2bFJS0vnz5ydO/Dt6Kj8/f/v27T169Pj0008BAJWVlcnJyRs2bIAFrCEwS/ELL5tshDWounTpYm9vX1hYWFxc7ODw4hce0qdPn3379q1du1YgEIwcOVJf90Wn0+lTTUul0g75TmIYBp9qhr90y3hbBa5Qqf/15OkH1pazHDqg2Glj3lYNN6ZWeOl+WgTB4PYbdZlr5tVaCTRq6tB++kkhPvVTrNfr7Q8MwwAAUOCc+sLR9xZaMczOB2x1Ytm8MJIG4OBNorAKmx+ic+EbwrKnGyjdHgn1WEWEmRJhprCop9HdEghjx6BGQ0lJiYmJia2t7cCBA83MzGJjY6HRcP78+UOHDn3xxRdBQUFwZEJCgo2NTVJSkkQiqa+vT0hIGD9+vIWFRVFRERwgkUigz2OTjVeuXLGwsIDxnL6+vj///LN+AQOiTxdtZWUVGxubkZGRkZFx6NCh3bt3Q8dga2vruLg4/fgOjJ7okGjPlmFiYsJms/WRKZ2f5miYBuCzp+U0RW+wserwt8blclksVoeL0XwYDAZJks2PEa0u/b30wTKuRZ/uffdpKJtWvlNMo+EcT8QryhXjp+ocu4BmzMblckmSFIvFOfLCKUVrbBgWx7p9x1UwxYoXzz15n5tRzJjSR+bAURngA8FFNBmnxuVANZ2p66kFkr8v+aYabhOMLlMIog0xdMhlTk5OVVWVWq12cHCAeZnKy8v37dtnaWm5Y8eOs2fPzp8/38bGJjg4+M6dO+fPn5fL5RRFcblcDMO8vb337Nkze/ZshULB5/N79uwJAPD29o6Pj9fpdBkZGWVlZXCnQ6PRPH/+fP78+bW1tba2ttDnEcMwfeHse/fuwYNLly6RJBkSEhISErJixYqHDx8KBAJD6gTRydlfK74oa9jb1cmWgbLstSM0pSq5t7imPNGm66ddfTZgeGuDATCl0uR4AlYlUkyYqnNxe6NzMxpypxWtc2M5HOn+HyvC7J8DrhVy0oo54d4NfbuoWilnc2Dcp5hH1cAcU3xF0jbIpQbRkRh0v9zT0zMvL69Hjx6DBw8uKipydHQEAFy8eFGhUHh7e4eGhspksjVr1gAAevfuffPmzUWLFn3//fcAADMzMxaLxWKx5HK5ra3tuHHjysvL4YqcnZ2dn5/fd999t3nz5j///BOmcQwICCgsLLS0tAwJCamoqDA3NwcAODs7C4XCvXv3Hj58WO8nAVca9u7du3fv3rKyMpiFGoGAPFVr1omqp1qYfWDWrJLriJahVlQ8Tv+gtuK4q/9WF7/NbWExKDhHD2LPqxVTpr+pxXBNfHdq0druLKej7t81aTHcq2CdyeUGuSkHd2//rAg0YFzVkglqqhuOLAZEZ8CgRoNKpRo9enT//v1hXgToQEDTtJOTk7W1NYPB8PLygk4MOTk5fD7fz8/P1tZ28ODBqampAAChUMjn88PDw7lc7qRJk2pra+G0SqXy/v37Go1m9erV0HehvLy8X79+gwcPtrS0/Prrr6F3ZFlZmZubm729PYZhEyZMgBfy8/Pz8vI6d+4cNDhQnXiEHooG88qF5gT+nYNtR8vyNlNfm5GbFqJWCj2DkvldIlo/ISZv4CQewOtq5JMidI7Ob3TuBfHtsLv/9uF0O979e0tGEw6nT2qYCX+Z9rRTj/Otb72or0FJs+I15HmtdjBD9SkJ2MhiQHQ8Bl1xDQoKCgoKkkgkJSUlqamp06ZNAwBMmzZt8uTJMInC1atXofthVVUVDHMwNzcfN27cpk2bAAAuLi5KpRLDsMDAwM2bNw8ZMgROu2zZMgDApEmTbGz+dlYaMGBAv3799HPC5E4AAJIkx4wZAwBIT0+Hg9PS0mQyWVxcXFVV1cKFC8eNGwdzTiuVyrS0NHiWq6urPhbUkECnaL1vZucH+vYbkcCv1vCPwqpMueKkRze7VpdOaCsIgnibNAwAED3ZV3x3sallH68BcSTbvg0uWS9j/hGPyeWa6bOZdk27P7+M07XpMwu/H2LRO777txy8CZlFUvxApomrNTVroIpJtO+ngFVT+N4GIKaomSaYL/NlFzO6XwmEsdMB27R5eXkHDhygaRqaBfrCENevX9+3bx+0AGQymb6MEIfDgb4IJiYm48ePj46OZrFYfD5/+PDhL7tEk3M2ibm5OQy18PDwOHr0qL5dLBbrz+rYglVGlzrCiAICIU1q+E59w0ZRZVQXxzDHN3vwGACj03CTjzRKp8q99a/ygj1dPOb2HLAdx9vgPqfFdZq4PUClZM6dz7J/gw+OBvSPJQdXFP4yhv/eEb8fWE3tj4jl4L9pwMIERI0iuKz2/Qh095Tq32oBD2etsMEdX79Zg4wGhMHoAKNBIBAIBIKkpKTY2Ni1a9cCAGQy2bZt254/f75u3ToXFxcAgKmpaWVlJRyvUCjgmkFOTs7Zs2d//fVXS0vLgwcP/vjjj6tWrXrZVf45Z2P01Sz9/PyCg4M3btyo0WhCQ0MjIv5eHbWxsUlOTobHPB4PbnAYGBzHWSyWERUa4HA4JEm+oqZoZ+NlGlZR1CcFT1yZzMWW5h3y0b8Mo9MwQRBMJlMfrKRHoxTlZ37aILnbpdcaxx5fSyQNALQ2SgiTiNkJ+wFFKT+OpFls0OwPTkVrFpbEJNZcmmEzervnIiYg/vmhK7XYzqs8jRb7m59+yAAAIABJREFUMlimllPq9gtWoAFxVcM4q6Y8CM3HpJJTD175Pl6m4XYFbeO+yxjUaDhx4gRFUTU1NZWVldbW1nAnQqPRLF26FMdxBweH3Nzcrl27wtSQV69ePXz4cEFBAYfDgcmh79+/7+XllZycXFlZ6ejoqI+AEIvFhw8f1mq1t2/fhnsWGo1m5cqVOI7b29sLhUK90aC3FfQ5GGpra8PDwyMiIoqLi6OjowUCAfSFJAgCpqGEdEjIJQCApmmdTtchl24BMEmGEQkMXqLh/4iq8lXqlG5dmRTVqd4MvIGNSMMYhv1Tww11twuzImla69H/KM96YJu8Hby2hvPH7wAn5B99SplbgGbP+UxdPfNJdK7iSYzL19OsQhiA+KfAWgrsv2Ve04B/GSwxY2nbT/2YGpBHNMRDnXYwQz2KATAKvO5aTWoYgWg/DOoIyePx4uPjSZIcMWLEzZs3YcjlhQsXRCLR5MmTQ0NDk5KSLl68CADw9/cvKCioqKgYO3bsX3/9BcOCXVxcrl+/ThDEqFGjrl27pq+0tm7dOlNTUxzH9+/f//DhQwDAzZs3KysrAwMDR40a9d///hc2cjicwsJCqVSqVCqvX78Oz71y5cqOHTtkMpmtrS2O4wY22BGdkAy54r814qW2/N6cl1ZUR7SY6tLf825+yGTZ9gy+wLMe+PoTmgH+vNok8QDNIBumzaQs3uBP8M36hyF5Cys1tad6bJxmFdLkGBqAY3d5xTXM6YFSR/N2rDqN19DsXWo8X6f+mFSHMgDyekR0Sgy60mBiYmJjY5OWlnbp0iVXV9cnT54AADIzM3U63ZYtW+CY2NjYESNGPH361MrKqqSkZNeuXQMHDoRJnwiCsLe3T09Pv3LlSpcuXUpLSwEAeXl5KpUqIiLixIkTH374YUpKire3d2ZmpkKhOHz4MJxz9erVx44dwzDM3t4+KipKqVR6eno+ffoUADBmzJjr16/PmDEDw7Dg4GBf31bnrEUYMzId9WW50IfNmsdHC7BtDE1pK/KjhYUx1k6TXPx/xvG2scmISiHnSDxtwpVPmU6bvoGrwe/Pzy0r393bpMe+bsttGS/9uM885GaXsSb3lnnYatpC3qYh8ilWoobiAPVXLMoO2QuIzotBjQZXV9dFixZ5eXkBAB4+fLhnzx4AwMqVK2maJklSo9H89NNPPj4+AICioiJvb29PT8/i4mJPT8/evXvD06Oiol44vayszMPDAwBw9OjRoqKiy5cvAwACAgIYDAbMCFlUVBQTEwMAkMvlPB5v69atAID09PRbt24BAAoLCxUKxZo1ayoqKg4cOKDT6VBC1neZFcLK51rtERdnJqpK1aZo1bVFf31WX3fLyetbh+4L2mpaQlTBOXqQ4pkppkynOc0NclHT2sWlOxNqL37KD412mku+PC3EzSfsa4Wc0b0a+nVttyRONGBc05J/anUuuDqCpA1SwgKBaDEGNRocHR1hQieRSLRjxw6YQxpuUly8eHHnzp3Ozs6LFy8GAEgkkrS0NHNz8379+h05cqSysjIiIqLJ02FZbTi/qakpzDvbZGOTSKVSGxubnj17+vv7u7m56Z0eRCIRzBMFOjp6Qh9FYiwYXYpZvYaTn9cmiqW7PNz7O7ZF7F+7YXQa1irzHqaP12rq+404Z+3w0qCnN4V6UqT5Iw7j27Jmf2Vi0tyH7TNV9YSclTmygl97LZ/tNLbJMVDDd0tB8n0w1AtMDuIC0D4PcxWt2l+ry9IyR/FMJpi3eLvYpNNEBSPeegwdPUHTdHJy8rFjxyIjIxuXjgwJCQkMDNy3b9/OnTujoqJIkuTz+ZGRkQAAJpO5bds2GNfwz9NZLJZW+/dGo0ajgeFzTTY2SWBgYEpKysyZM/39/UNDQxn/lyqYx+PpDQUfH58OKQCB4ziDwVCr1Ya/dMsgSZLBYBg4DX5raKzh51rt3LyC98140815nbbehzFquKb86KNbn7N53QMGn2FzXdtKt9jTYvzQAWDvoPs4UkMD0Lxpb8keRjxeh2PYWe/NAl6vfwpDkiRBEAqFoqia+CWV7e2oG++vbK/b4bkO29sAnlP0dK66L0OtaMllOuRXQv+XDPEOYmij4eeffy4oKAgNDYVrBgCAmzdvkiRZU1OjUCj69OkTHx8PALCwsNDXpXR0dNT/Sv788895eXkffPAB3MUAAFhZWWVnZ1+5ckWhUHC5XBgLBBuhOySDwfhngJB+7YHNZkdHR4tEoszMzOjo6JiYGBipweVyZ8yYoR/fgQWrjCjkElbbMyKBG2t4XukzFUVvcbBRdmL5YSYfY9EwTWlFhRuf5W+1chzv6r+NxjltJTmjuJCd9Afl6KSYMI2mKNC8aX9/fm75s//2ZLvsd1vhzLBpUhhYabqkSv3fNAt7M+3U3hKVkm4TmV+AeEKRB9U0A1PNYVLOuma+hX/CYDBomjbwLYGMhncZg0ZP3L17Nz093c7OjqKo6OjoM2fOAACEQuHGjRsfP35cW1u7fft2mJIhICDg0aNHMpksJydn8eLFnp6eAIDs7OwbN254enpqtdply5ZBT8ZevXrdvXs3KytLLBbv3LkT+jf4+PjApA4ymezAgQNmZmYAAAaDUVFRATcgMjMzoUiJiYlxcXEwrbWzs3NJSYkhFYLoJByqk5yW1v/oaOfEbG3VAwREq64tyPyoomC7m9933frsxok222VjFOWzkw7rurooJkXQzUt9pqa1C0u3/7ts5ziL4NMeG53JF+tcN0YsB3tvmXOY1KwBUibRLhYDI1PH2qOhbHDlPJJyNuiPMALRSgy60nDx4kWdTqfRaB4/fmxmZrZ///6wsDArKysGg3H37l1LS0uCIKytrQEAZmZmU6dOnT9/fn19vU6nmzNnDgAgJSUFpnmoqakhCOK777777bff7ty5Y2VlVVxcrFKpTE1N4XpjcXGxubl5dXU13OaApgA0RxYvXszhcGpra2Hpy+Dg4KVLl165cgXDMEtLS39/f0MqBNEZKNNoV4mqJpibjTc3skyLnRaF9GHB7U8pncwz6A9b59A23E9hPn7IPnNC69ZdOW4STTTr50ukqZ31JPqOvOBbxxkL7Ca9erBSA2Iu4WotPW+wlEtSbSHy/4BpAfOEhpGt0woI9VgGIJC/LcLIMKjREBgYyOfz+/XrBwCorKyMi4sDAHh5ea1fv97U1LS+vj41NVXvVfDhhx8+ePCAz+dnZ2fD7EyWlpaBgYFjx44FAJSUlMCMjeXl5f+PvTMNaOLqGvCZSTJZ2JcAAgrIKrJJERURtKKliFqUWq1WRdxq1ar1rda6tVaRurSulVpRC4IrYrUqdUNBBOsGigoCgiCEIBBCyJ6Z78ftl5fXIqAGAm2eX8PlztyTM9uZe8/i7+8/adIkgUAgFAp/+uknAGAymR9//PGAAQMEAgFJkqhUpkAgsLa2nj17tkgk4vF4169fBwCSJHEc9/HxEQgEVVVV3S5ns463hKRgQUWVHo5v1FWl0hB1lamluQsJtq3LgCP6xm4aPDL94X3WuVMKZzfpqAhoX5RTnrh42tP1YpXsmOO3gQZerXdWkbA/k1nTiM0Z3GCmp/l0SVgDxUxUYFWkfDxD6aeL0tLRLelUoyE4OBhlbFQqladOnRo6dCgAWFlZAcCtW7eOHTsmkUg2bNiAOl++fNnQ0DAsLOzu3buoxcnJKS0tDXkz5Ofno2U8S0vLtLQ0Q0NDQ0PDI0eOoAy77u7u7u7uAMDhcGJjYwcP/m8OGVTwor6+HvkbFxYW9u3bd+HChSRJpqSkyOVylMVdIBBs3LhRLXZzn81OA7kI4Hi3mb1EBau6UWUEDMN+rKrOahKn9nHuZWykbXHapotrmKJUT/PWlD3cYm4T1mfQfjrDELkIaCaM+VY2nE0Fz36McR8x2ndTJPMvzHuy2ZXT62jf73ox26g5R1JwMItRWI0vDKFcLDogZKlEodorBBxoS0zodhp78GpSwzp0tAMt1J4oLCzcsWOHs7Pz1KlT1Y1OTk5jxoxJTU1NS0sbP358dXX1qVOnNm7ciApYI4KDg3/77beYmBhjY+OHDx8i74QWG1sZ6CV8fX3379+/du1af3//kSNHquu+qFQqdappoVColXsSwzBkN3T+0G9GtxP4kViypqxibg/LMDNTbcvSLrqyhhWyugeZU2qrLtr3Xero8x2G4aA5gamc6+TpFOydAfgHH0I7UmgoKdXqkr2bnh2aaBkS57qMQ2sjkRRJwsHrtD9LseghlIctqFQa1jCZKVEeFmJ2dPpsY8xIkwfvypeEjn8knW00pKWlJSUlzZ07FyV5BIDS0lIOh2NhYTF48GBDQ8M9e/aMHz8+OTmZy+WmpqY2NDSIRKLk5OSIiAgWi7V169bbt29jGBYcHLx7924AaLGxxYGao04XbWpqumfPnpycnJycnKSkpLi4OOQYbGZmhlZPEFqMnuiy4X9/h8PhsFisVrJidCkUFDXtabk1wVhmYthdZNbT02MymV1QWqmoqOjWVIW0ytHvgIlVWEODELXT6XSCIN7Sp4HIuc68dknh4ycdOgLaUayrTiWc+fT7LNF95MQgb5TKobX08EoSkm8b5lfRP/Rp7GdLJ0lCgxrGVMBIVdBvqZT+NPloHKhG0OjZ04iGX5dulylEhwbpVKOhoqIiMTFx8+bNxcXFCoUCpXW6cePG48ePKysrxWKxtbU1agwMDKyqqgKAp0+fYhimr6+PYVhVVdXevXtLS0vlcrmJiQlap2ixsaKi4tdff7W1td25c+fZs2eXLVuGjoBKbAOAutjVpUuXCIIICQkJCQlZsWJFfn6+v79/Z+pEh7b4nl97XyK96O6ip/NFezsE1WlP737KYFq4Baax9V00e3BkMcj9A2TBLdeGeIkHkqdTS75rIqVHHL8JNvBps7+KxA7dMnhcTUz2a/S0lmn2kYgJKeYhBV5BKkYzFAG6yQAd/wQ6db38xo0bxsbGqampW7ZsSU5OTklJAQB/f/979+716NEjODi4uLgY5W/w8/MbPXq0r6/vvXv3OBzO6NGjUQnju3fvuru7BwcH83g85LTYYmNWVpZEIuFyuWFhYWKxODY2FgBsbW2rqqri4+OPHDly584dJBKaaYiPj4+Pjy8vL0clLnX84/lTLNnxom6xhbm/vi7i/G2gqoq2F9+aqm86oEMshozLzGuX5AMGt9NiSKm/Flb4HwOcc8F1a3ssBoUK259jWFBNTPYTelprOFE07RnF2inHaklpNKGzGHT8Y+jUmQYHB4f09PTz5883L+Qql8vNzc2HDh0qEonGjh3L4/FQe2xs7K1bt2QyWWhoKGqprq4eNWpUjx492Gz2hx9+iKYiWmwEABMTE1Tbul+/fhiGAUB5ebmDg4OVlZVIJBo3blxOTg4AeHl5ubm5nT9/HsfxiIgIXZ34fwNiklzwnOfOJL6w0M2yvjkqpaj03mf1vHM9nBZYu36NnBg0BkUxr/xB3M6RBw6VDQpqWxiK3FCVsL36+AcmQ7b1WshpRzUsuQo7kGNYVkefPqBB48Wo6DdVxGklaQGyT5iUsW4uS8c/h041Gvz8/FC8ZWRkZGRkJIpfsLOzk8vlbDbbw8Njy5YtKLwCAJYtW4Z6qo2GQYMGDRo0qKGhobS09MyZM5MmTXpVo4GBgZOTU3l5Oap3NXPmTHQEgiDCwsIAICsri8vlAkBmZmZjY2NCQgKfz1+8ePHYsWNZLBYASKXSzMxMtJe9vb2lZRuu1x0BcopW+2Z2fZBvf9cXeNmz5xUKZbqbkz6L2b00TKPRuoiGpaLighuTpOJyt4G/mtmMfVW3N7yGKYr+eyqee1s1chT4B7S5c51SGPVkwzXhvW96RS+ynoC1o6q0RIH9ksmuFOCzAiWuljjAX4NoQMMk4Gel2GUF5cugPmITjI61GLrdU0JHd0cL0RMvweFwIiIiYmJimEymubn58OFt1LMpKCg4ePAgRVEoeLLFRpFIlJ2dvWrVqvnz58fFxcXFxaE6WH/HyMiosbGxtLTUxcXl+PHj6naBQLB8+XK0rd2CVd0udUSXDQhEXKgX7K+p3eLkMNDir7SAOg2/LjUVZ/OuTWawzANGZeubeLTZ//VeaSSpPHpIlXubHjGBOWBwm93zREUf5C+rVTSkeG8cwx3SnhGaZBB3BaobYen74GTZQqmnN9Yw1UjK99aqnsgY440YoZ13mnRGg45OQ/tGA8r3vHfvXhMTk0OHDm3atGnlypWt9Pf39/f3909NTd2zZ8/atWtbbORwOK6urmhWIzw8fNWqVS8dRB2Z6eXlFRgYGBsbq1AoQkNDUVksAOByuSh5FAAYGBjU19dr7he3FxzHkSdH5w/9ZrDZbIIgGtrh364tGlSq6QXFA/U4Uzns+vp6nYZfH6ryyfaKR+sMucOc/PYqwLj1W4NGozEYDHWwUtuoVMRvx+lPHsveHyN2cYe27rvU+oz5T3+wJswuuP3gTLdtz33aKMXirhsIxPjsQJEZoXxpj7fRMPacZPwqxeQgj2bJnJVtCq8RXlvDmkC3jPtvRjtGA0VRJPlXitb79+/7+vpaWlpSFOXq6nru3DnUHhcX9+zZM6VSuW7duoCAgNGjR588ebKpqYnP54vFYhsbm8rKSgA4efIkyi1dXV1tZmaGkivw+fxnz559/fXXACCVSuVyuUgkgma2gjoHQ11dXXh4+OTJk0tKSmJiYvz9/ZEvJI1GQy4RCK2EXAIARVHN/T+6OOicdmWBF5dXikhyl40VRf4lZffSMLqAtSUwqWwquTdfwDtjYT+rZ991GEZrUxIMw15DwyoV+/QJenGhJHSMsq8XtLoXBdSmquTNvMMjjPx+svvCkKbXnlEaZfjeLEORDJsb2NDDUPn3PSiKerNLgnZPxTihoLiYbDZBGkPrwmuQ19OwDh1vjRayDcrlcqVSiUo/AICLi8uff/5ZXl6empq6fft2VJsKAHJyckaNGoXj+JgxY3x8fACAyWSeOHGid+/eQ4cOPX/+PLJ2DQwMEhMTCYIYMWLEjRs3UMTmyJEjKYry9/cfN24cWvBjs9lsNruoqEgoFEql0oyMDDTKlStXdu7c2djYaGFhgeN4JxvsOjqT4wJhakPjeiuLnoSuKtVrIxOXPsp6v4F/wcFnVy+PDRim4XAATKngnDxML3kiGT1e2beNfM+NKvHUkvWbeYcXWI5PcFhpSGtXCEy9GN+dYSSSYbMDGnoYKjUhNQAAkECcVzKPKFTuNNmnTFLn9qjjH01nzzQcOXLk8uXLzfM2+vv7V1ZWrly5sqGhgSCIzz//HACUSqVEIgkICMBx3NvbG7lMslgsGxubM2fOyGQyS0tLVNqKw+FwudzMzMxLly7Z29s/ffoUAGxsbFatWhUXF9fQ0IDj+JIlS5B/k5WV1aJFi6RSqaurKyqSGRYWlpGRMW3aNAzDAgMDPT09O1khOjqHKoVyBY//vqH+RJNukC66qyGsuVJyZzZO1+sz+HeOkeaLumEKBfvkYbzimWRMpNLJtfXORdLnU59+V6Wo3e/w1SjjFlK3tUi9hLbnuiFFYfOGNJhrsK5EE8U6rMBLSHkoXRms/dVeHTo6ms6+ygcOHNivX7/ly5ez2f/N7j5q1KjMzMyZM2cmJiaiXGN8Pp/D4fz8888+Pj4XLlwYPXo0juNDhgwJDAwkCEKhUGzevLlPnz4AYG9vv2TJEjc3NwDIz8/ft28fOqaHh8eOHTtu37596dKl/v37A4BYLDYwMPjxxx8BICsrKzs7GwCKiookEsmaNWsqKysPHjyoUql0CVn/eVAAi5/zcAq2WFtpW5buB//pz+UPV+ub+Dv6xdMJzQepYjIp+3gSzq+WjJuosndsvfMfDX9+WrbFnG503mWzK6tXO4eoEdF+vm6E46DZSlR4FUUkyHEZSKczSGfdc0PHv4LONhpQvcqXijAlJCQEBQWhfyF4PJ5EInFzcwsICDhw4EBdXV1UVBRaerh48eKuXbtsbW1RQIS1tTXKB8Xj8Xbu3Dl+/PjmR05OTp4/f34r8giFQi6X26dPH29vbwcHB/UUCI/HCw8PR9vajZ5obl11C7pgitkdz6suiZpO9HXrwzX7+391Gn4VFKV6kDXr+ZP99n0Xu77zPYa/4eMCzRS2jESiOHKQfMFnzJjLcmwttRoF1PeliSue7nnPbECS57fGdP12jl4pgJ9vAJsJ/3kfTPTa5cHXHg2r/hTLDtTjXDrzP2YcrpbnGFrTsA4dGkX782m5ubmlpaVRUVHl5eXqRl9f36SkJLQ9ceLEHTt2REVFoT9DQkL69++/f//+Xbt2LVq0CAAoijp16tSJEyeioqKal6O8f/8+jUazt7dvZfT+/fufPXt2+vTp3t7eoaGh6sLcBgYGakPBw8NDKwUgcByn0+lyubzzh34zCIKg0+mdnAa/TZ7K5F8Vl07jmr3HebmQh07DrUCRyoKbM19UpDi9s6NH7yixRAbw2jkT29Bwk4iWGA8N9aop0Uora3j1XSZSSWYXxZ6uvb7Y5qO1vWbgMqxJ1q5bsrwe35XO0mdS84dKCaDavI8JgqDRaG0E1JCA/S6By1Loy1BN0ROzZNCk4WyS7Ucr1zAq0KPj34n2jYbz58/X19evXLlSKpXW1tZ+/fXXX331FUmSSqWyoKCgurqay+Wie/jGjRtsNruurq6xsdHX1zcxMREdYdu2bZWVlT/88EPz74NLly799ttv+vr6ycnJLi4u77zzTvNB1QVpWCxWTEwMj8e7efNmTEzM9u3bLSwsAEBPT2/atGnq/losWNWNAgJRtb0uJbCSoqY/LTej0daYm/5dsG6nYZTJpxMEJkn507tzBLxzdl7bjHtMfOMR6XQ6RVEt7o6JmzhHE6CxUfLhFJUZF149RImscmrJ+go5f5/DstHGg2XS9r6hKwT0X24YGbNVswKEBJDt+RGo0nRrv1dMsY4osScqZRBd/h4NKClo9fJpRcMdh85o+DejHaMB+TmiKbWoqCj0/bdp0yYDA4OZM2ey2ezff//90KFDffv2dXBwQBUvAYDP5x89etTR0dHOzi4xMRHlccrLy3v8+PGOHTtWrVq1evVq9TTd8ePHq6urg4ODFQoFikei0+mVlZUURWEYdvPmTUNDQwA4fPiwQqH45JNPxowZc+3atdLSUmQ06Phn8ENN3V2x5KRDTwOaFgKFuikUKS+5M7OBf7G3716THqM7YghM2MA5moDJZJJJ01Tmrd1xl4S355RuMqEZnHPZ3Idt10rPl3hay4jPNuTqq6IHNegRVNs7tAO8miJ+leNNlGwKQ+Wuc2LQ8W+ks42G27dvX716VZ2kAQAsLCxQY0VFhZWVlYODAwBYWlpiGFZeXq5QKDgcDpqPdXZ2FovFFRUVTU1NNBoNhVzm5eUJhcLo6GiBQPDtt98aGBh8/fXXFEW9ePGCw+EsXLgQFZ4AAH19fQBYunQpmq5AMZ+BgYFffvnllStXMAwzMTHx9ta8Z7gObZEnkf5QUzvP3DRAT7fi215IlaTo1lRRbVZv319MrMI6YgisQcA5moApFOKPPiFfbTFQQO2oPrG+KiFY3/tn+y/b78QAAMUvGPtzDK0NlTMGCVl0zVgMtEck86iC1AfJPIKy0NmgOv6ldLbRUF9fb2dnhzLxvdRIo9HUTosGBgbR0dHe3t5isZiiqA0bNqBGFov13XffSaXSa9euofmJYcOGqVSqpqamP/74IzIyElkGtbW1xsbGo0aNOnXqlIeHh5OTEwAIBAJra+vZs2eLRCIej3f9+nUAIEkSx3EfHx+BQFBVVdXtMgrreBUyipr/nNebSSy37HKOmV0WUiUu+nOKqP6WY/9EI+6wjhgCr6/lHEkADBN/PJ00Nn1VtyZSuqDsx9OC61PNQ2Nt59JfJy3E42ri15sGvUyUUQOFTI1YDBTQrymJNKXKFZd9xACWLhODjn8vnW00hISEAEBycnLzAAp1I3q7A4C7u7u7uzsAKJXK2NjYwYMHA4CtrW1QUNCWLVt69uxZUFCwevVqALCxsUHOB5cvX3Z3d0fLE9XV1Xw+//nz56ampt9++21UVNSwYX89AdGiRn19PepZWFjYt2/fhQsXkiSZkpIil8uRNSMQCDZu3Ih2CQ4Obu5f2WkgF4GXIk26MqhgldYrIyC+KS0vksmveriZv7r4tU7DzVHIBXnpE5oaHngFp5hYasZiQC4C/w1jruHDkQSg02H6HD2TV1oMPHlt+P1lJdLKg26rPrJooxjNS+RV4L/+yXC1ImcHkwTtNSYnEHQ6Hcfx5hqmpBSV0EjlKfEQDm2MHtHFDIaXNaxDRwejfUfIVigsLNyxY4ezs/PUqVMBAFWW6tmzp5WVVVFRUUlJSY8ePVrcsWfPnj/++KN6pePw4cNqo+ElfH199+/fv3btWn9//5EjR6rnP1QqlTrVtFAo1Mo9iWEYeqt1/tBvRtcR+IpAuLuqep19z/5Ghq106zoCt5OOE1ghr89LHy1uLPQdfs6I296MSW3yPwJXVZL791BsDj7jU8zolSm2GpXiDx4sr1EIrvn+5K3v9FrD3XyKxWfSPGyoOcEk4420hFYz/6thvkrxUz1VT9JnGeP92i633fl0u2tYR3en6xoNaWlpSUlJc+fOHTTor0fYlStXjI2NUZilp6fnDz/8gGYg/o6hoSHycwQADw+PXbt2vdRBnS7a1NR0z549OTk5OTk5SUlJcXFxyDHYzMwsISFB3V+L0RNaifZ8MzgcDovFUkemaAuhipxRXPoOhxWtx25dmG6nYT09PSaTqXENK+UvCm6MV0ifO/kfoRh9NHh8Op1OEIRYLKZVV3GOHSL19MQTplAUBa8YQkEpJxd/WyB+luL0nZ3S/LUkuVvBPHLXwMNKNsmnsanxDQXW09MjCAKNSysgmUcUJAdknzIoSykIumKOebWGO3PQLpiLRUenoR3Q8MwgAAAgAElEQVSjgSRJhUKh/jM/P3/Pnj0KheLXX3+dPXs2juMVFRW//vqrra3tzp07z549u2zZMn19fYVCIRAIFixYIBQK3dzc1EfIzs4+dOiQQqHYsGHD559/zuVyT58+fezYMfUTBxkQGIYJhULUkpeXhzYuXbpEEERISEhISMiKFSvy8/P9/f07TxE6OoCvqvh1StUJe1sa1sWmkrskChm/MHu8QvbCddAptmHfjhiC9rycfSJJZWwq+XAK9epUWhRQS57tzBTdT3Rc5afn9lpDZJeyTubp+9jIPurXqIHlJrUTgzMum8gAtu5C0qHjL7Swmvv8+XOVSqVU/lUwRqVSbdmyZdasWQwGo7i4+Nq1awCQlZUlkUi4XG5YWJhYLI6NjQWAYcOGFRQUGBoaDh069NatW/369QMAPp//448/LliwgMFgcLncn376CQAGDhwoFAqDgoImTZrE5XLR5IStrW1VVVV8fPyRI0fu3LmDRkczDfHx8fHx8eXl5ajEpY7uy1lh41FBwzorbm+dT2s7kEsqHmeFK+S1rgNTOshigNIS9vFDpIlZ6xYDAGyoSjhSd3lLr8/eNfB9rRGySlgnc/X9e0kn+mrCYpBRxCE5kaZUBtFl0widxaBDR3M6e6YhNjb21q1bFEWpcy/m5uaam5t7eXlNmDDB0tLyypUrQ4cOBQATExNUnLpfv35oobGsrMzJyWnYsGEikWjSpEkPHjwAgIcPH3p5ebm4uEyYMMHf3x+VwzYwMNDX1/f19W1qavr222/RccrLyx0cHKysrEQi0bhx43JycgDAy8vLzc3t/PnzOI5HRETo6sR3a14oVV9UVg8z0PvE1FjbsnQD5JLyx1kfAKj6BJxh6vXuiCFoJUW0lGSVZQ/J+I+pVs24X1+c/5F37KseUyaZhrzWEFeesM891BvkIP3AS6SB13uNSr6vgfaClE8ilJ7dxkNWh45Oo7ONhmXLlgFAZGQkKiQBAHw+H0U0TJgwoaysrKamBgAMDAycnJzKy8tLSkpcXV1nzpyJetrZ2aFQi7KysitXrgDAwIED/fz80O5Xr151dHQEAB6Ph2FYampqbW1tbm7uZ599hqwBgiDCwsIAICsrCyWMyszMbGxsTEhI4PP5ixcvHjt2LIvFAgCpVJqZmYkktLe3t7S07Fw9Afx/+r/msaldHOTbr0WBF5eXkgBxDr1YjHYVv+52GkbFWjUisKTxSUHWaAyjeQSdZek5vP0B/w7+5DH9xGGw7UV+NIVgtGYxnK/PWVaxZ5rF+1/ZTX2tIS4+Js49ZL7rKh/rrQB4W7Vgj5WQKAQ9nFyoT7PuHr6F3e4a1tHd0b4jZGNjo7piEJvNRm4HIpEoOzt71apV8+fPj4uLi4uLW7p0aYs90TseADIyMvbv3798+XIAkMlk7u7uc+bMMTIy2rZtW1xcHGr/O0ZGRigow8XF5fjx4+p2gUCg3kW7Bau6XeoIbYVc7q2qPt8gPOLu6mz6yli+FvkXalgkeJifEU5nGPR/7xJLz1YjUr0EmXdXcTwJd3ZlfBLNpLdmw91seBhVtOE9s4G/eH39WvkYUm7DmTwI84LI/gTA255E1SOZLF6IOxPEbDNMv5vNMeiMBh2dhvaNBn19/erqarQtkUhQdiYOh+Pq6oqmEMLDw1etWvWqngDQ2Ni4bdu2Fy9efPPNN6hUpqur61dffYX+Gx4ejjI6NEddzdLLyyswMDA2NlahUISGhk6ePBm1c7ncU6dOoW0DA4P6+voO+fGtglJgdaPKCGw2myCIhoaGzh+6TC5f8qRkgonRCAat/Sfr36nhJkFuQXYknWHmOihVIteTyDV/bdMf5hFnTqp6O8vGTlAqlNJG0at6PpVVhT/+woXVM67XF40CYTuPTwH8lse5VsQM7SMZ7iR9+7sT45HET1KyF47P1qc4INDG/f5m0Gg0BoOhDgfrHLraMm5YWNh3333n69uyKwxJksOHD9+9e3efPn06WbB/JNo3GiwtLS9cuLB9+3aJRGJpaYkWAvh8/rNnz5CDglQqlcvlIpHI0tLy/PnzW7duFYvFJiYmqKdCoVi9erWnp+eMGTOsrKzQMQsLC1+8ePHgwYPq6moLCwu1/4TaVlDnYKirqwsPD588eXJJSUlMTIy/vz/yhaTRaMgTAqGVkEsAoCgKFc7oFqDs4J0vMEnBZ88qDWj4eivu647evTSMLuC3EbhJcO/JzQkEy8Zl4HGcYdYRv52Rd4f443eFq7t0VAQdx1vRcK1S+GHhKg7GOtR7FZNitFMYioLj9/RvPWOO8WwK7C15+1+ACSlWvJwyxKRT6Hq0bnZJYBjWvQTuCDIyMlr5VKAoKj09XR06p+Mt0f4snJ2dXXFxMZfLff/998+ePYv8G0aOHElRlL+//7hx49CKHZvNtrW1LS0ttbW1fe+999LT083MzOD/S19OmTJl9erVanO7oqLi+++/ZzKZ4eHhmZmZRkZGAMBms4uKioRCoVQqzcjIQD2vXLmyc+fOxsZGCwsLHMc72WDXoRF2vqi90ST+0cbKuHssQ2sNUV12YXYEwe7lMvAEnTDriCEY926x/vhd0cdDOioCWo1kkJCyKSXrBErREae1XHp7HVdJCo7dM7j1jDXGUxTYWxNTRFKKuV8OJEin60IrdehoG+3PNGRlZTk7O2dnZ1+9etXV1bWqqgoAbGxsVq1aFRcX19DQgOP4kiVLaDTagwcPPD09r1+/fvnyZUdHR5Snoaio6MGDB5GRkQAwceJEQ0PDxMREFotlaWmZmZl55coVZ2fnwsJCAMAwzMrKatGiRVKp1NXVtaysDADCwsIyMjKmTZuGYVhgYKCnp6dWlaHjtXkslX3Pr51pZvzuq9NF6wCAxtrrT/6czDH0cPZPptE7xO+EuJnFvHpR4f2OdEQYtJokQ0Epp5dsyJc8PeH0nSPTppWezVGRkHTbIL+K+WE/kV8vTdj3Sop1SIELQDqboIx1FkOnEhISsm7dut27d9fV1Q0YMGDFihWnT58+cuQISZKff/45StxHUVR8fPzFixcxDHv33Xejo6NRJJ1MJvvhhx+ys7MdHBxecjg7fPjwuXPnBAJBUFDQ/Pnzdd4eGkc7RkNzl8OGhobevXvPmzcPAPLy8tTZGz08PHbs2HH79u1Lly71798fAIYMGRIYGEgQhEKh2Lx5M1pHmDFjxvDhw2Uy2fLlyxMTE1FFCXt7+8WLF7u5uQFAfn7+vn37AEAsFhsYGPz4448AkJWVlZ2dDQBFRUUSiWTNmjWVlZUHDx5UqVS6hKzdCDlFzamo6kUwVlvpCpq3RgP/YtGt6fom7zj1P0R7nXKR7YfIuc68dknRr790eGjrFgMF1NLyXVdF9/Y7fNW/3UmclCQk3TJ8yCM+7Nf4Tk+ZBiSmgDiqwEsp6TQG2UNnMXQ2V69ejYyM/PTTT1Uq1ffff3/q1CkzM7Px48cfOHAgPDy8qqqKxWJFR0efOnUKmQXLli27fv36/v37KYoaMWJEcXHxnDlzXrx4ERQUhEoWA8CSJUsOHz48d+5cNpu9b9++nJycw4cPa/VX/gPR/kyDo6Pjvn375HI5QRBXr159yckrOTlZXfoSRWlevHhx165dtra2S5cuRe3I+bF52SFra2tra2sA4PF4O3fuHD9+/KtGFwqFXC63T58+3t7eDg4OaqcHHo8XHh6OtrUbPcFuNR9OF6QzU8wuKXpaKJNn+XrZGrz5i/Afr2F++eni29PNegzr924KjdYhP1Z54azq2iXa0BDm+2P+fiaQKa9mVfHPSbUXd7kt/aRneDuPL1fCjotQUA2fvgvv2BsAaGCmRH5EoHwgJaJMOQNfrpze7dIkv6Th7sKSJUu++OILAHjy5MmlS5euX7/OYrEGDBjQr1+/0tJSpVJ54MCBzMzMgIAAABgxYsSQIUOWLl1aVFSUnZ398OFDVOCwd+/eixcvBoCioqJt27Y9ePAAOTxGR0fb2dmdPHnygw8+0Oqv/KehfaNh4MCBOTk5s2fP1tPTs7GxUYdQAsD9+/dpNJq9vX3z/iEhIf3799+/f/+uXbtQqscWoSjq1KlTJ06ciIqKaqVGZf/+/c+ePTt9+nRvb+/Q0FC1y6SBgYHaUPDw8NBKeQIcx+l0ulwu7/yh3wyCIOh0eqelwT9ZL/ixonKNbQ93HHuzE/Rv0HBN+fGCmzNNrEa4DkiQSkkATV/JFIVfOItnZ5KDg5VBw2X/eyL+ruED1We/K9m/oufUaaah7TxrMiXszWAVv6DNGCx146o0cy9elmIXJfABW+ZFNZeZIAgajdaNAmq0cg2jAj1vjzrewcHBwdPTEz38UaFBlUp169Yta2trZDEAwODBg3v06HHr1q2CgoJBgwapSyJ/8sknyGi4desWjUZbuHCh+vgURaG1aR0aRPtGA4Zh8+bNu3jxokwmMzc3r62tBYBHjx7du3cvOztbX18/OTkZACIiIu7evctmsyUSSXV1dd++fY8dO4aOIJfLb9++rVKpCgsLfXx8UOO2bdsqKyt/+OGHFj8a1GUpWCxWTEwMj8e7efNmTEzM9u3bLSwsAEBPTw9V3EZosWBVN3p+oWp7nSNwsUw+7+mzkQb684wN33jEbqdhlMmn/QLXPj9emrvA2HKUg89PMjkFoOlfSlHMy+fpd2/Jho6Q9x8EfxOMTqdTFKUW+ILwz0Ul2z40HbbIPLKdv0KqwPZlG1Y24NP9G5xMFRo5V/Q8FXFaoRxIlw+gXpIZVZruRpfESxruHDRlNDSfHv77unB9fb3R/1ZDNTY2rqurEwqFzdtNTU3Rxx5JkkZGRitXrmy+C5qH1qFBtB89UVZW9sknnxQWFkokku3bt7u7uwOASqWSy+Xl5eUWFhYNDQ1nzpzBMKy6unrz5s1//PFHY2PjL7/8gi4UlUq1evXqCxcuAMDWrVt///13AMjLy3v8+PH69eufP38+d+5cNBCdTq+srEQLEDdv3kSNhw8fTkhIsLKyGjNmDIrO0IYOdLweTSQ5rbzSnEbbZWulW4t+FTVlB0vvfWbSY2zvfnswvF0pMl8PkmSdP03cvSUbNlLev+1q2vfET2Y+/T7YwGd7r88xaNd5kyiwX24YVTXQZwwUulgo2t6hHdCekoyjCpUbTT5a+59MOlqhd+/epaWl6umopqam0tJSR0fH3r175+XloQBvAHjy5AmqZOTk5CQQCDw8PIKDg4ODg/39/c+dO9e8MqIOjaB9o6G4uJhOpxcUFNy5c8fc3BxdIh4eHoMHD+ZwOAsXLiQIYvr06Uwm09raWi6Xl5WV3bt3jyAIZFzn5eWJxeJVq1bRaLRZs2alpqaiRolEsmrVqnXr1tXW1q5fvx4AUDKopUuXrly5ks/no3zVgYGB586dmzFjRnR0NAB4e3trURU62smXlfxSmfyXntZGOq/VV8Av3Vd2/z/mPSc7+OzG8A54O5Ik+/xvjPxc6Xvh8ncGtNm9TM77uPhbZ5btPofl7Uz7KJLhezKNakS0WQENjuaaefRj1SQzQUH2xOUfM7rAw09Ha4wYMcLIyGjp0qUKhUKhUHzxxRfGxsYhISEfffRRdXX16tWrlUplQ0ODej2if//+Hh4e0dHRjY2NTU1NX375ZVxcXI8ePbT7K/55aN/WrqioCAoKev/991ksVk1Nze7du1G7ubn5t99+W1FR8fjx46ioKADQ19efNWuWt7e3SCSiKGrjxo0AwGQyR48ejWHYN998o/YGGjZsmI+PT1JSUlBQ0N27d5EjpEAgsLa2nj17tkgk4vF4169fBwCSJHEc9/HxEQgEVVVV3S6j8L+QuNr6o4KGHbY9vNistnv/K6kq2v788ToL+6heHrHQvm/610OlYp9JoRcVSELHKD3atrPrVMKPitaycWaS42o9vF1nTSTDf84yEkrxmYMaepoo31piAJTE6YCCMsRknzC6wJNPRxtwOJzjx49PnDjx4MGDAMDlco8dO8bhcDgcTmJiYlRU1NatW5VK5YIFCyoqKgAAw7Dk5OTx48ejBQtjY+Njx47p6+v/yzNfaRzt3zqWlpZpaWlz5swBgCtXrqijJ4yNjY2NjWNjYydMmIBic93d3dHihampaWxsLArkVTe6urqqG21sbAoKCqysrD744IP8/HwUe4lAyaPq6+uRhVFYWNi3b9+FCxeSJJmSkiKXy1Fcr0AgQEYJAAQHB7fiStlxIBcBXAO1fjsJVLCqQ2tP3BQ1fVtdM9uSO6tne4P7W+EfqeGyh5ufP17Xq88SR58NHSKEUglHE6G4ED6czO7r1XpfHMdloJj6dH29qjHdZ5cjp2d7RnjMw5Ny6FIFfDFSYW2smXAPSkJSCQ0UhdE+MzEwfeUZp9PpOI5rq37KG4CcMLpjoPilS5fUM7vR0dETJkxA2/r6+unp6cgdMiAgoLS0tLCwEMMwZ2dn9a06fvz40aNHP3z4sGfPnmZmZpMmTUJ+kW5ubg8ePCgpKRGJRG5ubuhhTqPR0tPT0WtCx9ujfaMhODj4t99+i4mJMTY2fvjwoTroEQCeP39eVlaGKlCoKSws3LFjh7Oz89SpU1/VWF1dferUqY0bN6I1iFbw9fXdv3//2rVr/f39R44cqc4EQpKkOu2oTCbT1nsFw7Bu9ErDMKxDBa6WKyYWFHnrcbb0ttPUKN1Ow/C/7mMvUZK75umDGPu+/3H0Wd8hEijkVNIB6mkRPnEq9PFoszsJ1JT8tXlNxee9f3DTb8MljQJ4UIGdvU8rqcFsjKkFw1WWhphmZkqUlGpfI9SS9MUmmHlrD702NdzV6HYCqwkKClJvNw+Ro9FowcHB6j9xHG/+1aeGIAi123vzdwSGYajWcXOaH1DHW6J9o4HFYm3duvX27dsYhgUHB6uXJwDg4sWLL1kMaWlpSUlJc+fOHTRoUCuNycnJXC43NTW1oaFBJBIlJydHREQ0P446XbSpqemePXtycnJycnKSkpLi4uKQY7CpqWlzSbQYPaGVaM83g8PhsFisDipYpaKoT8qeS0hyj7WltLFRI+m+u52G9fT0mEzmKzRMPctfyX/6s43rcnOHLzriLGAKBTvlMF5ZIYmYqLLuCe0Y4qvncWdeXN9nv9wderYiEkXBo2riUiGnvJ7ew1D5ka+kn60Mp9ozQjuggHlcQXtCSqfRSYMmaPWYenp62iq69mbQ6XSCIDotzhnR7fJY6NAg2jcaqqqqEhMTCwsLxWKxqamph8dfny/5+fmnTp1isVgkSc6YMQPH8YqKisTExM2bNxsZGf3++++jRo0CgBYbAwMDUTrqp0+fYhimr6+PPoLVkwd5eXlo49KlSwRBhISEhISErFixIj8/39/fXwta0NEW66pfXBM1Jdvb9mJ0QCBAN4eiyLK8JS/Kk3r2/c7SYU5HDIFJpZyUZIzPk4ybqLJzaM8um3jJv/DPbOm9YJTRK2MrKAruVzEvPOZUN9LsTRXTBwj7WMk164XBOKuk3VXJIhmkc/ebw9eho6uhfaOBxWJlZmb6+flZWVn98ccfaMYJJRYFgD179qxfv/7atWtDhw69ceOGsbHx5cuXc3Jy+Hy+TCYbN25ci41ofuL58+cJCQnGxsajR48GAFtb26qqqvj4eD09vTt37qCBTE1NN2/e/OTJEwAoLy9Hqal1dDXOC0W7X9QttzTXFZj4OxSlKstb9KL8SK++GywcZnbEEJhUwj6ehNXVSiZ8orK2bc8ux+qubKpK/qLHxLk9PmjxO1hJQu5z5uVCTo0ImQtN7laaz1BEz1YyMpXyULrKV2cx6NChAbRvNPB4PC6X6+vry2azP/roo+LiYgDIzc01MTGZPHmyoaHh6NGjL168OHToUAcHB6VSWVFR0bwKaouNABAbG3vr1i2ZTBYaGopaysvLHRwcrKysRCLRuHHjcnJyAMDLy8vNze38+fM4jkdERHS1OvE6AKBELv/seVWIgd4i8w4pzNitoUhFyd05At5ZB+9tZj0ndcQQmLiJfTQBbxSKIyeT1u3yP70kvL3w2bZxJkFf2079+39VJHbrGfNSIUcgwZ25ign9Gu1MNRMf8RK0RyritFI5gKYM1v6DToeOfwbav5fs7OxkMpmpqamjo+OWLVuQxwqfz3d0dBw5ciQA9OzZE/kz+vn5OTo6rl279ssvv9y+ffu4ceNe1QgAy5YtA4DIyEi10QAABEGEhYUBQFZWFpfLBYDMzMzGxsaEhAQ+n7948eKxY8eiVKZSqTQzMxPtZW9vb2lp2Ykq+QvkFN2NqrQh337NCiwmyajiMiMabW9vezZdwx+L3U7DNBqtuYZJUl6YM1vAO+fs9xO318QOGVLYwDh8EJNIFJ/MZFi2K+T9XtOT6KcbAww945y/JOhEcw3LldiNp4xLjwmhFHPvoZwZKO1pogKgAWh+GgArUeLJMqoPHftQj9luN8GXNNz16XbXsI7ujvaNBg6HExERERMTw2Qyzc3Nhw8fDgCNjY3qMkJsNhv5IlAUtW3btqioqOYBUS02th8jI6PGxsbS0lIXF5fmtTcFAsHy5cvRtnYLVnW71BGaDVeb//hJiUye2c/T7i1KUrVON9WwSim+e/njel66z9CjlnbjOmIg8lmpMmEfUBRj7udMS6v27PJUUjmhYHVvjs1vvpuM/r+cJpPJlCjgyiM4lwdiOfjZwwe+0MOY3nHPH7JSIdtfg9kyWPO4QLy2j0Q3CrlE6IwGHZ2G9o2G3Nzcc+fO7d2718TE5NChQ5s2bVq5cqW+vn51dTXqIJFIUDLHs2fP2tjY+Pj4PHv2TL17i41tog7s9PLyCgwMjI2NVSgUoaGhkydPRu0WFhaXL19G20wmE1XE6GS6nW8/h8NhMpkvrRO9DXtr63/l8bfZWNnLZbW1mqiG/L90Xw2TKvGTm1Ma67Kd/OLp+sEdcX3SH+Yxz58mTc2lER9RdAa0Y4g6pTCs8D8ERj/Se62yQVYLMjqdLqeYl/KpjGKWQoV528hC3CTmeipQted4bwgmpJg/ySgWyKfQmhrrXmtfPT09BoOhrk3T9dFK9ISZmW6h8N+L9o2G+/fv+/j4pKenP3nyxMrKCsU1WFpaXrhwYfv27RKJxNLSEq0OZGZmPn78+OzZsxRFkSQZERGxa9euJ0+eZGRkqBsjIyP37dtnZGQUFxf37NkzpVK5bt26gIAA5AupthWeP3+ONurq6sLDwydPnlxSUhITE+Pv7498IXEcNzQ0VAvZ2NjYyWpB0iI6f+g3A4mqKYFviyVrePxPTIw+NjHqICV0Ow0jlPKGwpsTJcIHzv0PGXKHal5+kmRmXiFyriv6eMpCwyk6A9oxhJSSTy7+tk7ZeMY5lkszpihKJMOvP2VlFDNVJOXXSxbiIjZikwDtOdhbIKWY++WgBPk8guRQ8JpjafYa7gS66TWso/uifaPBxcXl+++/HzJkyPvvv79z507kamBnZ1dcXNy/f/++fft+99137733HgAsWrQIvez5fP6hQ4cMDQ0tLS0XLVqUl5c3c+ZMoVB4+PDhdevWoQJoOTk5M2fOfPToEapEBQBsNruoqEgoFBIEkZGRgTKOXblypbCwcOHChRYWFjiOq/M36NAuL5SqGeWVLgSxwVoL3iRdGYVc8OTmBInwkbN/koFZoMaPj0kk7N+O0yrKZEHD5QMGt3MvFUV+WrolT1x8wvk7Z5ZtvYR2rYiVU8rCcQhwVA6xFxqwSI2L2qIcrCQlXkdJZzNJY10ts66LRj7Dut0q0j8D7RsN5ubmHA4nLy/vzz//7N27N0rYnJWV5ezsnJ2dffXqVVdXV5R0QT3l8OzZM6lUunz5chqNplQqJRJJQEDAs2fPmEwmyhKtbsRx3NvbG2WMxjDMyspq0aJFUqnU1dW1rKwMAMLCwjIyMqZNm4ZhWGBgoKenpzZ1oQMAAEgK5j2vEpPU6d42LEz36P8vClnN/WtjpKJSl4En9E382t7hNaHxq1knD+MKhXj8xyr73u3fceXzvWcbsvc5LHMCzxO57D+fsQicGuIoHe4mN9ZniMWdYjFQwExR4iWkbBpBWusuGx06OgTtGw3FxcW+vr6urq4lJSWurq4oeqKhoaF3797z5s0DgLy8vF27djXfpaamBk1CAACfz+dwOD///DOfzw8LC0MFqNSNPj4+Fy5cGD16NI7jYrHYwMDgxx9/BICsrKzs7GwAKCoqkkgka9asqaysPHjwoEql6o5Z3P9hbOC/uNrYlKTL4/S/KGU1DzMiFZIq5wHH9Iz7afz4jEcPmOdPkyamTROnkUbG7d/xh+qjv9ScWWO6rKn4vU0VTDaDHO4sHuIoYTEoVL++cyDSlLS7KnkkQ+Xc/XIq69DRXdC+0dDQ0JCZmWlkZOTn53fs2LHq6urJkyc7Ojru27dPLpcTBHH16tWXsromJyfPnz8fbfN4PIlE4ubmFhAQcODAgbq6uqioqBYbWxxdKBRyudw+ffp4e3s7ODiolwZ5PF54eDja1m70hDqKpLvwlilmT9fWba+pXWPf6yP7dhU3enu6hYalTeU3r41VKoQD3r+mb9J20YfXgySVaWdU6Rdxb19W5Mec1wknSeL98XPpzU9VieX3HAVsGOcHIe44QecAcNR91OVnOw7l1Sb51XpGhBFnpAamrLtdmuRO0LAOHQjtGw0EQZibm6OXOoPB2LZt2+TJkwcOHJiTkzN79mw9PT0bGxuUOwFx//59Go2mLnDi6+ublJSEtidOnLhjx46oqKgWG1scvX///mfPnp0+fbq3t3doaKj6w8jQ0HDFihVo28XFRSQSaf6XtwWO4wwGQybTfNRAB0EQBIPBeJtghBKZ/JOHhUMNDRaZGXeCzruLhqVNpfevjgJK6Tv8op5xXw1rRiKmpxzGSkvI4aGKQUNkcjnI25uZMaW05NB9/dHiAxwOGdZPNthRwaCBXArq/XEcp9Pp8nYf8M3A8pVYkogaRMiCMLvJMo4AACAASURBVNnbKYfJZNJotE4ORngbOkfDL4HC2XT8O9G+0WBsbGxhYfHHH39IJJKePXui2xXDsHnz5l28eFEmk5mbmzePKDtx4gSbzX706FGfPn0AQCgU4jheVlb25MkTc3NziUSCGpVKZUFBQXV1NZfLRY3NUYdUsVismJgYHo938+bNmJiY7du3W1hYAACHw1HniQLtFazCMKwb+Wai59cbCyyjqCnFZQY0fI+NpUImU2hWuJboFhqWNhUXZo8DwF0HpjL1HCmK0qDAtBo+6+RhkEokH0xQOrpAu+2n0jrGyYd4Va2XBVEz1ks4yE6O46BSgOp/TxuywjtUw3g5yTwoV7ngsnAc3nogVCq9i18SzekEDf8dndHwb0b7i3/u7u65ubkPHjyoq6uLiYmxsbEBgLKysk8++aSwsFAikWzfvl1dCj0pKenevXvm5uabN2/Ozc0FgGvXri1YsODXX38Vi8W7du1CjpDp6emffvrphQsXGhsbt2/fjiIy6HR6ZWUlWoC4efMmOuDhw4cTEhKsrKxQkEVpaak2dKADAGDpc16BTL6/p7Wpzq3k/5GICgtufABAdws4xdRrV5mo9sMoeMg+tA9oNPGUaKWjS3t2oQAe8ogd14x3ZxgVimqLe+xePUI82EGurcrMeC3FPCinLHH5JKILPMx06Pjno/37rKCgwNra+v79+6WlpXQ6HX3oFxcX0+n0goKCO3fumJuboxnv2trac+fO6evrf/bZZ0uXLq2oqAAAX1/fxsbG2traR48ecTgcX19fALC0tMQwrLy8vLCwkMPhoNkLZB0vXbp05cqVfD4fpaYODAw8d+7cjBkzoqOjAcDb21t7mvhXs79OcFggjLW29GGz2u7970AsfFCQNYZGN3AbfIZg99LkoSmKuH6VdfqEqpeDeEo0adr2Ej5FwUMesT3d+ECOoVxFPu6x9brtgu0+w0zoWishhjVSxC9yionJphNUN8vqqaOTWLlypY2Nzbx58+bPn49KE6DlyFWrVsXGxgKAp6cnKnik5tGjR1ZWVhMnTlyzZk1gYOCIESPaOZFz+vTpHj16rFmzZvTo0Y6OjiisdPHixatWrWre7csvv1SXWX4JtVRRUVEYhv3555/qf/30008Yhr0UE/AqPvzww99//73Ff6GURW+D9pcnHB0d//Of/5ibm7948SI9PR3NtlVUVAQFBb3//vssFqumpmb37t0AkJeX5+7uHhQUdO3aNScnJ1QFu6CgYNCgQe+++25xcfHs2bPRTIOBgUF0dLS3t7dYLKYoasOGDQAgEAisra1nz54tEol4PN7169cBAEVb+Pj4CASCqqqqbpdR+J/BHbF0ZRX/Q2PDKSZG2palqyBuyC3MmcBgcl0GnmAwNZmsApPJWGdT6cWFcv8A2ZB3oa2gVhUJ95qVo/zYv25l438eSctOO220IbgaFOz1kAHzgBxTULJPmZSu9KmOljh58mRKSkpeXh5KYSmVSvv16/fTTz+NGDHi2rVrBEEEBv4300lmZmZBQUF0dPTOnTujo6PXr18PAN98882IESMOHjw4Z84cALh79256erqtrW1ERAR6VSUnJwcGBl69etXPzy8mJmbHjh2RkZEA4Ovre/LkyalTWyjY5u3tjZIJKZXKlJSU0tLSd955Z/jw4fn5+c2l8vDwOHHiRP/+/dW/pXlGgL9LAgBXrly5d+9eUFBQ8+EKCwvT0tKcnZ2HDRumkXTj2jcarKysAODWrVvHjh2TSCToBW9paZmWlobO05UrV1D0hEAgePr0aUNDg5OTU3x8/OzZswcPHiwQCAoKCmpqapycnFauXIka3d3d0YqGUqmMjY0dPPi/OWqQVVFfX4/8jQsLC/v27btw4UKSJFNSUuRyOVKrQCDYuHEj2iU4OBhlj+hkMAxDK6ydP/SbgQpWvW7GlTqFcvaTp64cdpyLE4fWqT+2y2q4oSarMHsc28DRe+gZBvO/KXvfTMP/w4saSDoAjQ0wcSrRx6NNG/lRFZ6YTa9vwvrakNMHK+zNlZMffX9X8uSUR+wA47aTmuA4jioqvbnALaKiyF+F1AugLTSh22vyIUan03Ec70ZZgzpKw/8Ifv7557Vr16qTXrNYrGvXrslkMgzDLC0tWSwWmtgGgNzc3EmTJp09exYA9PX179y5IxQKUVLghIQEpN5jx44tXbp0zpw5Bw8ejI+PP3fuHAAkJSUdOHCgV69egYGBgYGBKGUAAPTu/co0J4mJiba2tnZ2dlFRUVVVVUOHDo2KioqNjQ0KCmouVURExJEjR9BrSCAQFBUVDRs2DB2hRUm2bt26a9eu6dOnL1iwoKysbPr06QCQnp4eFRU1c+bM/fv3b9++/VXTD6+F9o0GhJOT05gxY1JTU9PS0saPHx8cHPzbb7/FxMQYGxs/fPhQndu1qanpp59+otFoTk5OiYmJgwcPbrERHbOwsHDHjh3Ozs4tmnsIX1/f/fv3r1271t/ff+TIkc3qB5KoShYAyGQybb1XMAzrgq+0V4Fh2OsKTFIQVVwqVJFpHs76DC1cjV1Qw/XV1/KuRnAMXX2GnWEwTZv/C8MwAHhjganH+dTxZNDTw+d8DhZtz140SCD+OsPSkJo3TNnTlAKAJUW7T9VmHHJfO9y0Xaml3lLglqFAlSykCuT0OcZYbw1PDXaIwB1JtxO4OfjdW3hVxevuRRmbqgKC2u4HcPfu3e3bt6Pto0ePlpeXAwCXy506daqrq6u+vj4qGvDs2bOoqKj9+/ejT/l58+ZNnTrV1tb2vffeGzFixKRJk5ARuWbNmoSEhKCgIIqi+vTpc+PGjUGDBgGAp6fn5s2bAeD7779HY6Wnp2dkZKAJ8la4evXqmTNnvLy8goKCxGKxjY1Nc6lsbGzMzMzu37/v6el55syZUaNGqVdJ/i7JO++8s27duuzsbFdX14ULF6IkyACwatWq7777DtVUcnZ2PnXq1OtoumW0bzSUlpZyOBwLC4vBgwcbGhru2bNn/PjxLBZr69att2/fxjAsODgYad/IyMjd3R0Zfe7u7qiiVYuNAJCWlpaUlDR37lx0Xl9CrX1TU9M9e/bk5OTk5OQkJSXFxcXp6emh9uanXFvRE92unBKLxXopqUbrbKiu+aNecKCXtZlM2iDrbJf1LqhhYc3loj+ncYx9HPsni6U0kP6PMvX09JhM5mtp+C8oiriZxcy4rHRwlI4aRzFZ0I6DxGcbkiT5sa/AgEY2NMD26uM7K49/ZzsrhOjXThk6opwSI03ByFHJxzHEvaTQoOFrRk9PjyCIN9GwltBKwSpN5bHAGuqh8vlr76VStbMnnU5X56uWSCQikYjP5ycmJr70GTl16lSBQGBq+peBbmdnd/Xq1fz8/EuXLh04cGDt2rWnTp3y9vYuLi5GCwcYhg0ZMuTBgwfo5RIQEKA+lEwmW7t27cGDB8+cOaOexngVkyZNeu+99z7++OPw8PDQ0NC/dxg3blxKSoqnp+fJkyfnz5+P8gjI5fK/S2Jubm5sbOzq6goARkZG6kWNu3fv3rt3r6ioCAD09fUfP37cTtW1gvaNhhs3buTm5vL5fLlc3qNHDwaDAQBVVVWJiYmFhYVisdjU1NTDwwMA3Nzcfv755zlz5igUil69eqE4C9Q4a9YsZKlZW1sDQEVFRWJi4ubNm4uLixUKBTomhmHqyQO1H8qlS5cIgggJCQkJCVmxYkV+fr6/v79W9PAv5I9G0baauiVcszDDbjMb3KE0VP9RdHuGvomfc/9DuOYcDDG5nHUulf6koJ1ODIicUtbjamJK/0YDJgkAJ+uvra9KmGcRMYc7RlOCvQH0mypGukoxgq70003Id3tUQ0fA0BEdd3x3d/esrCzkHT9t2jQA+P3337Oysl7qtnz58oaGhi+//PLixYsAsHnz5qlTp/bt2xetXC9dunTbtm3x8fHNd8FxXPX/tgv6zgSAurq6kJAQNze33NxcFLLXOrGxsWPHjj1z5szUqVNnzZq1evXqlzpERESMGzdu2bJlt27dCgoKUicf+rskOI5jze5r5OxJUZRSqRw4cCByevDx8XF1dUXOfG+D9ie1XF1dCwoKnJ2dg4KCiouL0VufxWJlZmb26tVr6NChPB4PvfXlcrlCoTA3N3/vvfcePHiArCo9PT2ZTGZsbBwWFlZcXNyrVy8AuHHjhrGxcWpq6pYtW5KTk1NSUgDA1ta2qqoqPj7+yJEjd+7cQaOjmYb4+Pj4+Pjy8nI0L6SjEyiXKxY85wXqc/5joSuzCwBQX3Wq6PZ0Q/MhLgOOaNBiwOvrOIf20Z6WSMdEyoKGt9NiqBfTzuTrvdNT5mUtA4Drovvzy34YbRSwxnq6pgR7A2iPSeKUQtmfpnhX+187Oro+n3/++caNG1HpIgCQy+WbNm36e7fQ0NDFixc/fvw4LS0NAFJSUpq/nk1NTXEcJwjC3t7+xo0bAEBRVEZGBvqUbc6CBQuGDh2alJTUHotBKpV++OGHAwYM2LBhQ0JCQmpq6t/7ODo6ooiJ4cOHq91WWpSkV69eAoHgyZMnACAUClFOAQzD+vbta2FhMXbsWGSdaCSRnfbvPZlM9v777zs5OYlEojFjxqCJQR6Px+VyfX192Wz2Rx99hEJibt++HRAQEBAQUFNTM2XKlJycHACoqqoyNzePiIioqakZM2YMj8cDAAcHh/T09PPnz6uaTWSVl5c7ODhYWVmJRKJx48ah3b28vNzc3M6fP4/jeEREhImJiXa08C9DRlFR5ZVsDP+5pzVNV5IKoO75iae58424wx3ficdwja3T058Wsc6kUCy2ePIMktvGZKkaioLDd/RZdGq0hwgAHknKppWs99Nz223/BY5p7TMDryCJZLnKGZd/oKtIoqNdjBo1atq0aT4+PpGRkcbGxmlpaRMnTkQGgb6+fnp6OgrBAwA2m71u3bovv/xyxIgRW7duHT9+fG5urpOTU1lZ2enTpy9fvgwA33zzzZQpU+bNm3f9+nXk+dh8LJIkT5w4MXv27G+++Qa1hIWFoWWCGzdubNmyBTUiT3wAYLFYlZWVw4cPDw0NPXHiBFqeeEkqABg3btzq1auPHDnSfKwWJVmxYsWoUaNmzJhx/vx59dfv2rVrJ0+ePGfOnLy8vOLiYpQR8S3RvtEwaNCgQYMGNTQ0lJaWpqenT5o0CQDs7OxkMpmpqamjo+OWLVuQS6pSqYT/X0DKzs5GiRZQTwzDBg0apO7p5+fn5+cHAJGRkZGRkerE7ARBhIWFAUBWVhYyBjMzMxsbGxMSEvh8/uLFi8eOHYtSVkul0szMTLSXvb09qq7ZySCnaI0EyXQOyLe/PQIvKat4KJWddXG01mrO/C6iYd7TA0/vLTK3Hefs9zOGt3ZLohSW7RKYomg3MmhX/iAdnFTjPmKwXqO+xoVHRGktY06QxMSAqJDXTCxZa8PkHumzzoD22vMfmtIwVkviB0WUJQ2L0md2ZFj0a2i4a9BFruEuy/r16ydNmpSRkcFisWbOnOng4DB06FAAmDVrFpvNlkgk8+bNQ94M06ZN4/F4FRUVAwcOvHfvXnp6eklJyZAhQzZt2oQiJCdOnOjs7Hzt2rVJkyaNHz8eHf/jjz92cnICAKlU+tVXX/1dgNDQUGPj/ybFl0gkU6ZMQWUQ0tLSjh49WlNTs27dOmQ0qKX64IMPkDPj1KlTKYoKCQkBgDFjxqBgwxYlWbp0qa+v7717977//vv6+noUvjF69Gg7O7vLly+HhYVNmDCBIIiPP/74LVWKqUs0aZebN28ePHiQoqjVq1cjvaSkpBw4cIDJZJqbm//4449MJrOwsHDt2rUbNmwwMTGJjY0tKSk5fPhwiz3Vh42MjPz111+R0fDgwYMjR46sW7cO/r/K5ZIlS+7duxcXF7do0SIXF5fma0Jdp2DVP4+fK3lzCov3uDjOsbbStiza59njnx5mf2btONkz8ACGaWidXi5THD1E3r9HGxBA/2ACvI5r/fN6+PYUDHWDSQOhVFI1/PYCBaW83j+uJ0sLdjOCaiSlG/lAAWs5FzPUuTL8E1D7J74N3Sgy9p+E9mcaEP7+/v7+/qmpqXv27Fm7dm1ubu65c+f27t1rYmJy6NChTZs2rVy50sXFZcaMGVu2bMEwbPDgwXw+HwBa7NnmcGpTycvLKzAwMDY2VqFQhIaGotAUALCwsEBTUgDAZDKbF7/oNLqgb3/rcDgcJpNZX1/fSp8HUtnnRaXjjQ0jmQytaLU5Wtcwr3hn+cO1XLtp1n021dUJ2uzfHg3jgnrWySNYXa0s7AOlhze02vklVCS2+6qRCQeGOTbcqawaV7RSRalSnNdzmui1TW9yst7etx9TALFXhjdRsk+ZYoUAOviS0dPTYzAY6to0XR+tRE+oMx/o+BeifaPh5MmTTU1NfD4fhT9UVlYCwO+//65QKFCIrUwmKyoqEolEBEH07t3b09Ozurq6srISLRncv3/fx8cnPT39yZMnVlZW6rCIqqqq06dPK5XK1NTUyMhIlOpRbSs8f/5XnE9dXV14ePjkyZNLSkpiYmL8/f3RahCO4yizB0IjdvHrQv0/nT/0m/F/7J13QBRH28Bnrxd67026IIKCjViJEqMoKvaGXzRii4UgWKIotoixxJo3QoxGVFBAFCsoqAgogihI7+UAgTuu1/3+mDcXXkDp3BHv99cyNzv73HPD7rMzT5Gm0/hUB7pYvLysypyAP26gJw/fS7Yari06VZ23X8fs/0wcDnVrze8zPbGV5eTYSIDHcxevFOsZgG5+tXu5lDomdr07vZRfMbdoFw7BxlgdNCX0/MfqrYYlgBAhRGokvO8IEk3Q3a/TAzqdw/LGoLtLKBjsyD56gkgk3rx508LCYuLEiffv34euiCNHjhSLxePHj585cyaRSMTj8WQyua6ubuvWrSQSaerUqampqTCMxNra+smTJzQa7Ztvvnnx4gX0VOBwOIGBgZqamhgMJjMzE0bLkMnkoqKilpYWHo/37NkzePUnT56cPn2ayWTq6OgMrup2gw4JCtZW1jaJxRdNDMmYL935sTr/cHXefn3LTSYOhwHoG23g376h3Lgs0dRiL/tOrGfQ3dPLmvDPiske1hwOucS7aCcVS7pjdcSUILstJBQQooXYPLFgIV5iKvs7lQIFCoA8rDSQSCRDQ0MYDaKrqwsXvqZOncrhcG7cuMHn87FY7JYtW7BYbGVlpb6+/qNHj1JSUjw8PJKTkwEAWlpaFAolOzv71atXFhYWMN9zVlaWsbHx3LlzIyIili1bdvTo0bVr1yIIoqent3nzZh6PZ2NjU15eDgCYPn36s2fPVqxYgSCIu7t76+TeCvqW0IaPiSx2mLGBVb96sg0C0Mqc3XWlFwysAwysf+yTERGxiPTwLu79W6GTC2/KN6D7SYUFYuT6GyV9FZGW0Xuvgt1aeNWbliF6eI3Oz+w38I9FuNdigRdOPFThx6BAgbwge6Phq6++cnd3JxAIQqEwNDRUGhMye/bs2bNnZ2RkJCQkwIgJMzOzH374wdbWFgCQk5Pz4cMHAEBxcbGLi4uNjU1JSYmNjQ2MnjAzM1u6dCkAICoqKicnR7r8oKysfOLECfC3IyQAoKioiMvl7tmzp6am5tKlS2KxWJHFvT9IYrF/aWj6QVtjhuoX7ruEVuTsqC+9aGy/T9fCr09GRJgt5JgbmIY63jdeQofhPRskNpvK4GJGjcqeX7LLiKAdZbVfA6vS+Wn9Bu6VGJ8oEk7BicbI/h6lQIECKbL/h4SJmx4/fnzmzBkjIyN/f//Wn0ZERGzYsAEeGxgYwNRPNBrt9OnTMNSEwWA8f/5cVVV15MiRkZGRdXV1S5Ys6bBnh7S0tGhra9vZ2Tk5OZmbm0u3BuUneoJM7kawnDzQPsVsBY+/Nr9kvKpKqL2tHGZlGDANo6j4fcrq+tI/7NyOm9r/0ONxWmtYUlosuhIGsBi832aSsWnPBsyqAK8qwGinqlV1W60pJg9cTmji+7LcKKWbgbWSAj4vpgE3jkpZoN5HWzfdo6/SJA8Y3dWwAgU9RvZGA8TDw8PV1TU8PPzMmTObN2+Gje/evcNisTCkFYKiaGxs7M2bN319feFOBIFA0NLS8vX1BQDg8fiTJ0/CCIj2PTvE1dU1Pj5+5cqVTk5Onp6e0hqjKioqO3bsgMfW1tbSKNuBBIPB4PH4PsnhNTAQCAQ8Ht8mGIEnkXjnFxMREGZmxJWzSJCB1DCKigtf+zVUXLcaeVrTZHnPZlQbDWPevMLev40aGInmLRYoKYMejcnmI388o+hqMrYylg+jDrlpe4DIx7L4fTPhMRgMDocTCATdOIcPkIstwAgr8MYJ2AP9f0ckErFY7AAHI/SGnmi41ygpKQ3k5RTIFbI3Gl6+fEkgEBobG7lcrouLy5UrV6Qf3bx5k0wmf/jwQbpncfz48fz8/JkzZ0pTeKqpqenr68NjAwMD6X877AlzTba/qDSkikQiHTp0iEajpaenHzp06NSpU7DKCIVCmTNnjrS/rApWIQgyiHwz4f2rjcBbqmnvONwYc2MlkYgnEslKtg4ZMA1LJILSzO/ptHumw06q6s3v8RWxWCzUMCIWEx/dxb7L+seJoadjXn2lzBGJ/yStdqIMuWqxBy/E8IR9phBohXfr+xKihFimhLeSiAr5QNhXgnQVWCp9EP3T9UDDvUdhNHzJyN4nuba29siRI3l5eU1NTb/++qt0Ol69ejUrK0tLSys0NPTt27cAgDdv3rx48cLGxkYkEgUGBkJPxuHDh3/48IHJZL59+9bf3x8WpHj79m1KSoqOjg6Xyw0KCnr37h0AAIfD1dTUwA0ImJobAHDt2rXLly/r6el5eXkZGRmVlZXJQgf/WiLpLVeaGfv1tN0og2yTpQ9BJYKSjP+j1z2wcPmPlvHC3g+IMJmUa3/gct/xps3kTZ3RA7dHKa8riO9qiElqB13Uda9bBlMxpN6L1xuwH8S4DLHwGxyqLXfbWAoUKADysNKgoaGBw+GysrLU1dWxWCyMnmhsbLx3756SktL69evz8vJKSkqcnJzi4+MlEkljY2NjYyMWi92/f//vv/+uoqKycOHCjRs3slgssVi8evVqAEBycrJQKBSLxSUlJWQy+fjx42FhYdAc8ff3J5PJTU1NcFHa3d09ICDgyZMnCIKoq6s7OTnJVhv/JnJ4/G01tDmqKv+n+eVW9JCIuUWvl7MaUyxcflfXm94HA5aVUK+EAYmE67NU3FMnBgiDi7n1nlRBTjbT/xhmvpOIyLimA8IBhGiRxBIjGi37+5ICBQo6RPb/nLa2tiEhIUpKSiwW6+nTp3C1LTs7297efvz48cnJyZaWlrCAh7q6uqurq5eXFwCgrKwsNjYWjjB79mxYUPzNmzempqYAgDFjxjx79mz+/Pk4HO7Bgwdw7Y5OpxsYGKxZs4bFYtFoNFghVCKRYDCY4cOH0+n02tpamANKQe+hi8UrKqrNCITjhjJLPyxzJGJOYfoSNj1jiOsVVe1JvR8QyUgXx8dItHS4s+ejKr3yVURRcCJN2CJpUbZIOGu+A4/I/laAjxYgIsCbi5eJ86MCBQq6guzvFLDSxOvXryMjI7lc7sGDBwEAdDq9tLSUwWBYWlqGhYWtWbNm3LhxlpaWDx48gN4MOTk5XC4XjpCYmKiiojJ9+vTMzEzYMmLEiEmTJl2+fNnY2LioqKh1nXJYZKy5uRn6GxcUFMCi6RKJ5NatWwKBAJauoNPphw8fhqdMmDDhM66U/QeCIHCHdeAv3TNgwSplZWUUgP/LL24SS2LtbXTJMl7x/gz9qmGhgJ791IfDyBk24Za6bq8tBrEY3I0Gr9OwrqPBN7OUcL39zz2QlsdmDMNZ/XVx+HZcX9W8aAcGg4EVlTrtiabyJO95mJXKSsaynDA4HA6DwQyiogZd17ACBX2C7I0GiKWlpZeXV0xMzIMHD+bOnYuiKJvNPnfuHBaLtbS0vHLlyrhx4yZMmHD79u1Dhw6pqanl5uZC74S6urrY2NjDhw/DopcQJpNZVlZmbGysp6dXVFRUUlIidZZsg4uLS3h4+N69e93c3KZOnSotdiWRSFpaWuAxn8+X1ZMbQZBBZDQgCAIFPlBZHdfUHGFrZU+V90iwftKwUNCc/XQGh1noPDleVXtML0dDmS0g4hJaXYmdNQ875iu01/6kh/Piy4s8sTqZF0f79Gu1a1gErnMN0yWiW2xkOBHrJuMJ01WB5YZBJ7CCwY7sjYaysjIKhaKjozNu3DgVFZXz58/PnTtXVVXV3t4ems/29vZ1dXUAABKJ9Msvv2RkZCAIMmHChLNnzwIAIiIitLW1Y2JiGAwGi8WKiIjw9vZ+8uSJmpoaDN10dHQ8fvz4uHHjWl9U6mysoaFx/vz5tLS0tLS0q1evXrhwgUqlwnY4PkRW0RODrmAViUSKq64JqazZoK0xBYdhMBiyFupz9JOGRYKP+S/nCnnVlm7XAcG+l0rA1tWSY24AoYA7bzHJzgGDor0c8BTtVtbbr7TwnH2uJsyW/i2q0qVySiggXRQgOJQ7AwBZTxgqlUogEOR83rZGJgWrBlEei7i4uHXr1ikrK2MwmLKysh07dsBY+gMHDlCp1M2bNzs6OsbExAwZMkR6CoPBmDlzZmFhobW1dVZW1g8//LBv376uXOvp06eLFy8eOnTo69ev169fHxISAgDYsmWLkpISrK4MmTZt2s6dO8ePH99+BKlUvr6+f/zxR3FxMaxwDQCIjIycP3/+6dOn169f36kkPj4+K1euhNv6bZg5c2ZcXFxXvs6nkL3R8PLly7dv39bX1wsEAn19fZjrydbW9sKFC6tWrYKNMFNTbW3t5cuXi4uLhUKhpqbmsGHDAADu7u6PHj2Ki4sTCAQoihKJRARBhELhx48fN27c2NTUpKOjA30eEQSRLh5I61olJCQQCAQPDw8PD48dqvWfkwAAIABJREFUO3bk5OS4ubnJRhH/Cir5/NWVtaMp5B06g+a20rcI+fUFqXOF/I82Y2LJKkN7ORouN5v04I5EQ5O3aKWkd04MkJ9rrybkKTsJbP3GtZBw4t4P2Htwz0WYEgl/BQFQFb4MCvqS9+/f+/n5Xbt2zd3dHQBQWFjo5uZmY2Mzfvz4/Px8MplcWVkp7VxXV1daWjp69Oiff/7Z1NQ0KSkJQRAWizV69GhnZ2dvb28AAJ/Pz83NNTQ0hJH58BJmZmZNTU1EInHnzp0nT5708fEpKysbMmTIli1bOiwHGhoaamJiAo9ra2srKyutra3V1NQaGhpaS6Wvrx8dHb1t2zbYMzo6Gj4HIe0lAQAwmcyioiJphgKISCT68OGDqalp6xKMvUH2i1o2Njb5+flWVlbjx48vLi6GeoEWgIGBwfTp00tKSqB7I5fLTUlJsbS0dHd3LysrU1NTAwBoamoWFhaeOnUqJCQEQRDolDB8+PCioiJ1dXUPD4+amhpVVVUAgJGRUW1tbVhY2PXr19+8eQOvDlcawsLCwsLCKisrYYlLBT1DiKKL8wpxCHLBWB8nf5kfBwABtyovZYZQ0Ggz+lZvLQaJhJicQL4bI7Ky5S5Z1XuLAQXoT9UXwyoynZgrJltyzTUHPAdCRyD1EvxDkWgUTmwj+3uRgn8Z+/fv9/f3hxYDAMDKyiouLk5DQ6Oqqio/Pz8nJ6egoAB+1NzcPHnyZBhy39jYqK6uDvd9lJSUzpw5Ax9AmZmZ1tbW27dvHzlypHTtISgoaM+ePdOmTaupqZk8ebKHhwcAwNTUVElJSfSJbcSAgICsrCwAwC+//DJy5MgdO3ZYWVmlpqa2kcrb2/vWrVvwFKFQ+OzZM6lrXYeSPHz40MLCwt/f38XFpbCwEDaWlpY6Ojpu3brV1dU1ODi4T7Qq+5UGPp8PUzCxWCwvLy+4MEij0b799ltra+uGhoYZM2bAFYI3b96MGTPG3t6eTCavXbv28ePH8+fPp9FoEydO1NLSwuPxI0aMgBsZVVVVI0eOHDNmDIvF+uGHH86cOQMAqKysNDc319PTY7FYc+bMSUtLAwAMGzbM1tb2/v37GAzG29sb1thU0DO2lVe9amHdMjfW7bWb3mBEwK3MS5kNgNhu7B0i1aI3QyFcLvl2FLaqnD9+imDUuM5P6AwUoDur/hNe/8iXHq2jIvGwlY+MhxJAjBShKojwmy9xwiioK73Ean7T3bOIVDMjmy1d6ZmRkbFr1y54XFBQwGQyyWSyhoaGvb391KlTlZSUpkyZAgDg8XizZs1asWLFwoULAQDLly+fMWNGdna2j4/P119/DesZAQC2bt26Z8+eVatWNTU12dnZLVq0CL5klpaW5ubmIgji7OwMADh9+jTMMqyr20ng2PHjx+/cuePs7Hz+/PnMzEw/Pz+pVFeuXHF0dHz8+HFNTY2BgUFiYqK7uzuJRPqUJJaWlmvXrg0PD58xY0Zubi5chgcAbN++ffny5UFBQRwOx9TUdNq0ad3Vdntk/786ZsyYMWPGMBiMsrKyp0+fLlq0qE1jUlISbBSJRFgsFu7TpKamQs/H1j0bGhpgz9GjR48cORImZkhKSpLuVxEIhOnTpwMAUlJSYBWr58+fM5nMy5cv19fXb9myZdasWfCH4fF4z58/h2eZmZl1+vP3B9ApWuqbKedENDZfrP94fIjZBDVZFjrqFn2oYS6zMD9lJoJgHcbHk6jmvRkKodXiIq8gAoFw4QrEwrK1cDCFZXcFFqOSTaXHrzQ83CIOZwrVlo5nU8kDNKk+r2HMPT5SLZGspxKUZX8jgvRMwzJkcN0l2sBuyaXXP+nuWVS1rmbTaW5ullYGOHfuXFZWFofDEQgE0jg7yOrVqzMyMm7cuAH/HDt2bFFRUUREREJCwvbt2ydNmnThwgU9Pb2XL1/eu3cPAKChoTF16tTU1FRoNPj4+CCtFlb5fD6fz6+oqOByuZ+va+Pm5hYUFLR+/fqlS5e2T7KJIMjs2bNjYmLWrVsXHR3t7e396NEjAIBEImkvCZlMZrPZsF6Svb39yJEj4SCJiYne3t5JSUkAAAcHB5hooJfIy/9qfn7+pUuXUBSFIZEdNrq4uNy+fbusrExdXf327duts/e36Sm1yJ49exYeHh4YGPip66qqqsJQC2tr66ioKGk7nU6XniXbglWDInXErYbGjRVVi3S0NxsbylqWbtN7DbPouTnPZuDwyq7TEkhUo94MJcnKEEZFIFpa+LU/EDU62BAFAHQrIFCMSlblhFypfxiifaQ4w2a+G7A1pvZGwh7Q4SNNUizgJTDw01XwTnJnZQ6ikEvIIDUaLJyOAKcj/Te+tbV1dnY23OM/fvw4ACApKUla20iKjY2Nra3t3r17z58/DwB48eLFiBEj1q9fv379+ubm5qVLl4aGhkKvRumTRUVFpbm5GR7D9WkURblcLoVC2bZt27Zt24YOHZqcnPz5N/uLFy+ePXv20KFDS5YsCQ8Pb19Ycc6cOTt27PDz83vw4MHRo0eh0QC9+NtIwmQy4X49BE5gFEXpdHpaWhq0aYYPH+7g4PD06dPuK/J/kBejwc3Nzc3NLSYm5vz583v37u2w0draetWqVceOHUMQZNy4cfX19Z85nclknjx58uPHj8HBwXBHqjXSapbDhg1zd3c/cuSIUCj09PSExa4AADo6OomJifCYSCQ2Njb245f/BIMleiKa3rKuqnaiEuWMqaFEIpH+L8k/faJhDiO7IM0Hh9e0GnWLzSOzeT2dKhIJ4VkiIe2FyHYo/5tZKApAu1lHoVCIRGLXNSyQCL8vC41nvDxu6F+eNc5MU+SizxjIufwp335ECAi/84Ae0jJG0P5ryhAqlYrH46W1aeQfmURPdOjfJ4csWrQoNDTUx8dHGpJ69erV9t127txJJpPt7Ow2b95sa2u7evXqvXv3zp8/HwCgrq4+a9as+Ph4CoWiqqpaVFQEixnl5OR4enrC0+EjmcViaWlpMZlM+BKioqLy+VnE4/GuXLkCozmio6OPHj3a3mhwc3MrLi6Oi4tzdHSUGrIdSmJiYlJdXU2n09XU1IRCYWpqKhTMxMRk48aNcK398uXLrYNEeozsjYbo6Gg2m11fX8/hcAwNDWtqaj7VKBAIxo4d6+HhUVtbW1FRAVMvREdHU6nU5ubmwsJCdXV12FMoFAYFBeFwOE1NzfT0dH19ffhDSm2F6upqeNDU1DRjxowlS5aUlJQcOnTIzc0NrjhhMJjWvqZMZv9GpnUI+jcDf+muE0Vv2VhN+1ZF6ZyRPhFBQCslyz+91zCbnlWYPp9AMrQeHYUjaPZ4KITLJd+5hS0v4Y+dIBg7HiAI+PRQXbyKQCJcXf7zA0b6ryabhSXfcoTI985MZGB/n09pGH9XhDSj/I1EFAs+800HHijqFzWH/8X4+fndunVr0qRJGzZsUFNTi4yMrK2thR9hMJiKigroLYcgiKGh4aZNmwIDA2NiYn788ceAgAAul2tpaVleXn7gwIHTp08DANasWePn53fw4MHnz5+Xl5e3WUVQVlaeNm2ar6/v6tWrU1JSioqKoMMEAKCmpiYjI0PaDR6QSKQjR47U1dV9++23t2/fhvEUraWCgnl5eW3cuFH6Ig1pLwmBQJg7d+6qVasCAgIiIyOlRtL333+/YsWKI0eOvH37Njg4OC8vr/dalb3HMpFIvHnzpoWFxcSJE+/fvw+XejpsbGlp2bBhQ21t7a5du6KioqZOnQoA0NLSCgsLq6+vnzZtWlpaGuz59OnTmpqar776aubMma9fvw4LCwMAkMnkoqKilpYWHo/37NkzePUnT56cPn2ayWTq6OgMrup28sCfTfT1VbVeKsrnjfTxX164BKsptSDVm0A2sR59E0fo+bsXtqGecvk/mNoq7uz5gnETQF9okivhLy0NedyScdEs0JY3LauaONuRrUmVixhLTKEYlyYSeeIkul/cnFEwkODxeOgvHxUVdeXKlYkTJ8bFxfn5+QEAFixYUFtb++jRI1dXV+h5sH37dh6PV1ZW5uvrGx4enp6eHhISkpCQcOnSpZkzZwIAgoODv/3225CQkIKCguTkZPgi6ujoqKGhAS937dq1IUOGHDt2rLy8/MWLFzCbhaWlZUlJif/fnDt3btiwYXAr4e7du+Xl5cHBwbq6uufOnWstla2tLQwkXLx4sYWFBRTAxsbG0NDwU5L89ttvDg4OBw8eNDAwCAkJgatBAQEBS5YsOXr06KtXrxITE9XV1R0dHXupVUTmJmpiYuKtW7d4PB6fz1dXVzcyMgoICOiwEQCwf//+jIwMiUSybNkyHx8fAEBJScmePXuIRCKfz7e2tp4yZcrYsWNDQkKkdSwBAAiCxMbGlpSUnDp1ChoNNjY2TU1NJ0+eZLPZQUFBVVVVCIK4u7tv2dKxU64iuVN7whqbA2vrl6qrhhroYRAA/k7u1NTUJGvRukpvNMxsfFH4aglFxcHKLQKL6/kWOD4/l3gvFlVW4XovkGh0ktyCSqUSicRONcyR8JaWhKSxci6aB44ljvnlibqZhnDlqJYeC9ljOlg856LkUwKJKsJfQ5CDd5a2wOROg2iLbZAmd+qTtdtB53ry70D22xNfffWVu7s7gUAQCoWhoaHQaaXDRgDA8uXLFyxYEBgYKM11VVxcPGLECBsbm5KSEhsbmzFjxgAAVq1aNW/ePFtbWwBATk7OxYsXAQAcDkdZWfnEiRMAgJSUFLjrU1RUxOVy9+zZU1NTc+nSJbFYrMji3hVONTTur/u4UkPtiL4u5st7XWTUPy56vVJJfYSl619YXFu3566CooT0FOKzRJGFFe/b2Sixb2outIjZC4v3vueWXh2yZ7zy8LCXSgCgc4ezOj9zQCDEiBAeEKzBy6HFoECBgk6RvdEAU0A+fvz4zJkzRkZG/v7+n2oEAECXxtaJ1hkMxvPnz1VVVUeOHBkZGVlXV7dkyRIDAwO4tkOj0U6fPt3ewURKS0uLtra2nZ2dk5OTubm5dN2FRqPB8BUg6+iJzwftyIQjFVX76z7+aGz48xCz9p8OohSzkE41LBayWIw8NuMDi57LZuSx6LkcZrGWwdThk29isT39dXg84fXLkg/vsROmED1nUruzJfEZDTcLmYsyt3/gld91PjZJY0TiB5BfD9ZNBuaGGj2Usy+AxeEAAOJ0Dj+7ieCrTrEa6AiObjHo5rBUwwoU9DedGw2pqamrV68uKCh4+PDh+/fv6XR6QEAAfKj3IR4eHq6uruHh4WfOnJGGxHTY2AYCgaClpeXr6wsAwOPxJ0+ehBEQKIrGxsbevHnT19f3MzUqXV1dYSIOJycnT09PaVCviooKTFEOALC2tm4d3jlgYDAYPB4Pc2DLD/uraT/X1m3R0/lJV6uNWggEAh6Pl9v9lPZ0qGEhv5HLzOcw87kt+ZyWPA6zgM/5b65ZPFGLomKrrOWuN8RP12wZlysGoCcTA2n6iL1+GbQwJPOWCG3tQZc19nkNNwjpXrnbK/l1t+2PuBJsymicG+nkUeYiW22+LOYvAABgMBgcDicQCAAAgCHB/MVEHfC8YSiQlUCdQSQSsVjsAK/294b/0fBA0T6pgIIvh06MhoyMjGnTpm3YsAGWuDA1Nd29e3dOTk6HgSs94+XLlyoqKkOHDlVVVZ0+fXpoaChsJJPJTU1NTCbTxcXlypUrsDObzX7x4oVEIqmqqrK2toYtAICIiAgAAIvFYjKZPB6PRCKdPHmyqKjI09Ozw/qW0mAYEol06NAhGo2Wnp5+6NChU6dOwVTeFAplzpw50v6y8mlAEER+fDNRAHbV1v/W2LxdR8tfS729YPD+JT8CdwoWixWLGI20N1xWPrclj8cu4LPL+Jxy+CkOr0ZSslbRmkRWtiEp2ZBVbPHEf3J8CYQoEPbkm+JKCkl3olEKhbtklURLB3RHXVgs9lMarhc1zyvaTRM2RVrud8SZczi8Sy/VyHj0G9sWHk9mfkvQCufxeAAFxKsCFEF5szCoHM8QWCp9EM3hfzQ8gCiMhi+ZToyGc+fOLVy48MCBA9CvcMaMGYmJic7OzqGhoa2LZ/SGhoaGp0+f2tvbBwUFOTk56enpAQDq6+tv3LgxZMgQU1PTK1euwJRNfD5/8+bNw4YNQ1E0ODg4MDDQ0dHRwsIiKiqKzWYTCITCwkIURREEyc7OfvXqlaGhIYIgoaGhmzZtcnJywuFwNTU1sEN6ejqMqLx27ZpQKFy2bJmXl1dycnJZWVnr+h8KpKAABNXWhzU279fXWas5KJNtoxKRgFfNZ5fxWPlcZj6Xmcdl5opFLAAAgsERSIZEqpmqzlSyii1ZyYasMrTnzgqflOBvJwazIbwZc1BS3zgxAACqBA1zinayxNxYq0N2JFMAwJMiSkUzbs1YBoUgF8F4uFQRtkAiWEpAlb48FxgFCv5FdGI00Gi0NtGow4cPV1ZWrq2t7SujYdq0aQkJCfPnz+fz+fX19bt37wYAWFlZcTicqqoqNpuNxWJhIOXr16/19fU3btyYlJQ0ZcqUJ0+eODo6jho1atmyZbGxsSYmJhUVFQsWLCASiWlpaSwWC4vF5uTkqKioXLx48dSpU9A69vf3h2sYcFHa3d09ICDgyZMnCIKoq6s7OXU1QekXhRhFN9fUXW9mHDTQ/U5DrfMT5ABUIhTwarjMPC4zH1oJPFaBRMwFAGAwBCLVnKRko6I1RlnDAUswJynbYDB99gjvEEQgIN2LwRXmC9zG8r+a3CdxlZBKQb134U4eKoi2OmBDMgEA1DBwCfmUr4Zwh2jJRVUqTBOKvy8SjcSKhiq8HxUoGNx0YjTY29snJye3dgN88OABh8OBgQl9ApFInDlzZnV1dXR09PHjx2FFSmVlZRKJFBISwuPxkpOT4R7EkCFDVq5cCQAIDg5OT0+XZs2cPXv25MmTc3JyOBzOggULAACwcPbEiRNpNJqhoSFcvaDT6QYGBmvWrGGxWDQaDWbhlkgkGAxm+PDhdDq9trZ2UORsHmCEKPp9ZU08k33SSH+RvNaVEIuYfHYJn1MutRJ4rCIUFQMAsHgVIsWcSDFV051KVrYlKVmTlKwQBAsGMKgVQ28iR99AGHSe1zyhtV3nJ3SZIl713OJdWIC5Y33EjKAHABBLkGsZShpU8TQ7+diYlwDCNSFKQQTfyt7tWoECBb2kk3/jH374wdHRcdGiRZWVlXfu3ImNjb1w4cJPP/1Epfal8zMsJxoXFyf1rzQyMho/fvyxY8eMjY3z8/N/+uknAAB89r9+/ToyMpLL5R48eFA6goqKSnJy8oIFC2BGTwRB6urqHj16ZGlpGR4evmbNGmlPuNPR3NwM/Y0LCgqGDh26adMmiURy69YtWFkbAECn0w8fPgxPmTBhwmdcKfsPBEHgDuvAX1qKQIL+X2FJPJP9H0uzxVqd5C/C4XAIggxk8HRjzf3K/FMcRh6fWwNbCCRdqqqdht5EqqofRcWGqmpHIOl96vQB0nBhHoi6CsgUsGYDSVe/NwsabTScxymfU7xTCUu5N+yYEfG/22pRGbh6NvbHqQINVdlvPGMwGMk9NqiSYDapKWv3sfd0f4DD4TAYzCBKAIDBYGDNKlkLouBLoROjwdDQMCMjAz6zb9++bWlpefXq1VmzZvW3WLCIlLGxsZ6eXlFRUUlJidSf0dLS0svLKyYm5sGDB9JYyurq6vLycmlpLxRF2Wz2uXPnsFispaXllStXxo3ruL6wi4tLeHj43r173dzcpk6dKq37IpFIpLk8+Xy+rJ7cCILI0GjgiCU+BUVJjJYIG8vZXfBjQBBkIAWuK7+Rk7JSWX24nvlCaB9QVGzwhO75W/SvwCiKPnuCPopHzCzAwuUItbdPcWgTQ4GzWIXT327TxKs8HH5S/+98lIV1SGIe1stJbKGDACAH3gNVYvE9NtaDirEZHBWVWmt4UDDoBFYw2Ol8wdDc3Pzy5csDIEpr7ty5g8Fg4AqEkpLSb7/9Nnr06MrKSgqFgsFgTExMli1bduHCBanR8PjxY6nFAADAYrFGRkYfPnwAAOBwOBqNJhb/TwJdqbOxhobG+fPn09LS0tLSrl69euHCBbiIoqGhcfbsWWn/LzAjJEciWVZRncrm/m5sMAmHYTAYnZ4CM0J2pWfvaaq+Wfp2g5rudAvn8wjmv6+wHC4A3G5cvV81jAgFxPhYfMEHoZMLz2M6EIlBrzUDM0IyGIwsTuH84j2GeK2oISEULo7BZQAAeCLk4jN1E3XRGBP6gPwInYCIASlMgGhhWOPFqDwI1AVgRsiBmcN9wiDNCKlg8NKJ0cDj8U6cOJGVldXmoRscHGxvb9+3oojFYh6PB3cNqqqqysrKLl26BABgsVh0Op3H4718+fLFixcikUhdXb2hoaH1FklycvKSJUt++eWXrVu3wqEKCgrg6QwGQyKR8Hg8BEGkiwfZ2dnwICEhgUAgeHh4eHh47NixIycnx83NrW+/12CkRSxZWF75nsf/y9RwopLc5eFpqLhc8c5fXX+W+fCzCEYed8qRFgY55gbmYwP3m1kihz72rk1j5y4qDrYgGtwYEqyB+8fL5PY7JRYf+W4MU05ydOLuCZEGFGxWQnEDmkVAgQIF/UcnN9yQkJDQ0FBPT09zc/PW7X1bvp3BYKSnp4vFYmlCxjVr1mzbtk1HR0dPT+/+/fvDhg2jUqm6urrV1dXjxo3T0tKSFgYFANTW1jIYjPj4eGk+8zlz5hQVFfF4PHt7++joaDc3NyqVqqmpWVNTExYWRqVSMzIybGxsAAAaGhqhoaGvX7/GYDCVlZWwxOUXDkMsXlBe/YEn+MvE6Cslucs0V18WXvF+u5bJElPHYwgij6uy2MpycmwkwOG4i1eK9fomyEhKUnPmgqI9Q8nm14bsVcb+8+vk1BJeVxDnOLG0leSiKhW2TIJPEYs9iVgTHOAojAYFCv4ldGI0ZGZm+vv7h4SE9KsQERERNBoN/J2oBACgpqb266+/pqSkNDY2Kisr79y5EwBAo9EmTJgwbNgwFou1evXq+Ph42FkkEjk7OxMIhNZFULZt25aWllZVVaWiorJt2zYAwMePHy0sLPT09Fgs1ty5c9PS0gAAFhYWZDI5JyeHz+dbWVnB2M4vmY8i8byyyiqhKMrMyJUidxmsacW/Vn3Yp2260sThiHxaDPi3b0iP48UGRtxZPiiljxdpHjanL/qwZzjF8qrFHqVWGazZAszNt0rWOsJRZvKRlYiHEm4IJSYY8US8wkNPgYJ/E50YDXZ2dgPgSLx27VoAwLx581pnp6ZQKB4eHuHh4V5eXiQSCQBAJpPpdDoMZHjw4IG0Eh2Xy2WxWGvWrJHGOwAAsFjs2LFjw8PDZ86cSfo7iw6BQJg+fToAICUlRVtbGwCQnp5uZma2a9cuLpd7+PBhmE0SAMDj8Z4/fw7PMjMz09X9JxXggAGdovt2Uefz1AtFc8vLa4SiGCuLEdRuWwzQt7//BK7KP171YZ+h9SYzx/194uXXxxoWCXHxsZjsTImLq3jaTEJfO7THNb3wLTo4WX3EpSE7yZj/kfmvDLJYgix245MGcLZ8BsxNDmCjYK0Snogb4DncS2Aa1kEk8MDfJQYXcXFx69atU1ZWxmAwZWVlO3bsgPUBDhw4QKVSN2/e7OjoGBMTM2TIEOkpDAZj5syZhYWF1tbWWVlZP/zww759+7p10b1797q7u0OfvC1btigpKe3fv1/66bRp03bu3Dl+/Pj2J0ql8vX1/eOPP4qLiy0sLOBHkZGR8+fPP3369Pr16zsVwMfHZ+XKldKyjq2ZOXMmzO/cYzoxGoKCgjw8PEgkkqura+uoHnt7+wEwJlpaWl68eCF1SHR3d4+MjIyLi1NXV799+zbMzsTj8c6ePRsYGNg++3qb0zvEysoqLCwsKipq1KhRwcHB0nY6nR4YGAiPZVuwasBSR1Ty+d/kFraIxckuwxypPd+V6KeJUZj5U/n7/RaO261HHO68d3foEw2jDLrwShhKq8HNW4x1Hd37AduQ2PTat+igp+boG8MOEDH/E7v4rAC8rQJrJwETXdnHWAIAxFlc/mshYak6zuK/Cy2D7pE2iEIuIYNOwwPD+/fv/fz8rl275u7uDgAoLCx0c3OzsbEZP358fn4+mUyurKyUdq6rqystLR09evTPP/9samqalJSEIAiLxRo9erSzs7O3tzcAgM/n5+bmGhoaShMHv3//3szMrKmpiUgkwnfL+Pj44OBgaemD9oSGhpqYmMDj2trayspKa2trNTW1hoaG1lLp6+tHR0fDZXIAQHR0dOuEiu0lAQAwmcyioiJpUWiISCT68OGDqakpTILcezoxGgoKCkpKStoXi3r69OmECRP6RILPAHM+Su/p2trahw4dun//Po1GW7p06Z9//gkAuHr16pAhQz5+/FhXVycQCN6/f29nZwftmzant0YikcADMzOzoKCghISE2NhYIyOjkJAQeK6Ojk5iYiLsQyQSGxsb+/vLtmcgoycqBULv0gqOBL1lbmzA4zbyuD0YhEKhEIlE6QpQ34FW5uymlZw3sA7QNPuxD3+LvtIwtqqCFHMDYDHchSslBoagr2fLB275nILAkRSbS1a78ADbWgNNHEzESzVnI8EQVZYsJmlbEDYgXuKhVljGUB5o5MnEt783UKlUPB4vrU0j/8hEw5qanaRskRP279/v7+8PLQYAgJWVVVxcnFAorKqqys/Px+PxBQUF8KPm5ubJkyfv3r179OjRjY2N6urqMJZVSUnpzJkz0IjMzMycPXu2jY1NXl7ed999BzMRBAUFWVtbx8fHX716VVdXt6GhYceOHR2uIkgJCAgIDAycMGHCL7/8cuzYMTs7u7dv38bFxRGJxNZSeXt737p1CxoNQqHw2bNn0nRBHUry8OHDJUuWDBs2rHWWwtLS0unTpxsZGVVUVCxevHjkC3CpAAAgAElEQVTPnj2912onRsPZs2ednZ1///33No6Q/ZFLBEVR6bM8OTn5wYMHRUVF2tra0KEhKCgINsJs0JmZmWw2m8ViqamplZWVnTp1isPhcDicmJgYc3NzKpVaW1sbFRWlpaUVGRk5a9YsqETpaoR0rrx7945CoWzZskUoFAYGBmZnZzs7OwMAMBhMa7ustbfEgIH+TX9fqJgvmFNWiUGQOxYm5gR8j68IT+xrgdGKnB31pReN7ffpWvj17eB9omH82zekhHtiPQPuLB+UqgT6+veqFTYuLN6rT9C6ZL4TrjFIBUZRcOONEgGHznJkDcA86QqEaCEiBry5OBSgAB24OdxX9M8c7kcGnYZbE9X49B27uLtnGRG0V+t5daVnRkbGrl274HFBQQGTySSTyRoaGvb29lOnTlVSUpoyZQoAgMfjzZo1a8WKFQsXLgQALF++fMaMGdnZ2T4+Pl9//bX09Xjr1q179uxZtWpVU1OTnZ3dokWLoON8aWlpbm4uNDK+++67gwcPhoeHd0W848eP37lzx9nZ+fz585mZmX5+flKprly54ujo+Pjx45qaGgMDg8TERHd3d+k+e3tJLC0t165dGx4ePmPGjNzc3GHDhsGe27dvX758eVBQEIfDMTU1bVMUomd0YjQ0NzcvXrxYGqfQfwgEApFIxOfzoU1gY2MDa00tWrSIwWDcvXuXTCY7ODhEREQ4OztTKJTbt2+TyWQymezp6RkbG+vl5aWsrPzbb79paWlRqVQOhxMQENDS0rJu3bqYmJjGxsa1a9dqamoWFha+evWKQqEkJSXBMhO1tbV37txZtmwZiqI0Gm2wWNB9SAFfMLeskgCQaHNjk76ueN5LUFRc9nZzY9V1E4cDOmarZS1OWxCxmPjoLv5dltDJhTflG9APlnSLmL2waK8YFUdY7FFrV0AruZhc8hG/akyLvFSleiXGvhcLFuFRVfkI+lQg37xifrjXnNrds5yoll00Gpqbm6XO9efOncvKyuJwOAKBIDMzs3W31atXZ2Rk3LhxA/45duzYoqKiiIiIhISE7du3T5o06cKFC3p6ei9fvrx37x4AQENDY+rUqampqdBo8PHxgRbDb7/9ZmBgMH369C4aDW5ubkFBQevXr1+6dGn7wqEIgsyePTsmJmbdunXR0dHe3t6PHj0CAEgkkvaSkMlkNps9Y8YMAIC9vb00a1FiYqK3t3dSUhIAwMHBARZP6CWdGA3Tp0+/du3asmXLyOR+dKS/fv16YmIirD8JW3R1dZubm6dMmTJu3LiQkJB169ZhsVgTE5MdO3bcvn2bRCIZGRktW7YMi8VmZWUZGxvPnTu3vr4eKmXt2rVZWVna2tqurq5jxozR1NTcv3//2rVreTyei4tLYmIii8WaMmVKcXExAODrr79++/btr7/+isPhfHx8pFtNXwjvefx5pZUaOOxNM2N9vHwlPEBRcdnbjU3Vt8ycTmgZL5a1OG1BWExK7A0MrZY/xVPg0i+5PQQSoW/poUphfZzVYSOCdptP65jYBx8oYy14NjpyEdCIaUYJd4Xi4VjRMEXAhIIuccTM74iZX/+Nb21tnZ2dDff4jx8/DgBISkpqv9tuY2Nja2u7d+/e8+fPAwBevHgxYsSI9evXr1+/vrm5eenSpaGhoTCEUPqur6KiIt2HhTF3dXV1e/fu/f3335OSkhoaGj58+FBYWPj5GP6LFy+ePXv20KFDS5YsCQ8Pl+YqlDJnzpwdO3b4+fk9ePDg6NGj0GiAmQnbSMJkMqXFmMDfTjkoitLp9LS0NPhgHT58uIODw9OnT7uvyP+hk+dEY2PjmzdvzMzMbG1tW2cqPXHiRB8WhISeJoGBgaRWxYJtbW1tbW0zMjIIBMLQoUNho52dnZ2dXUZGRkJCAmw0MzNbunQpAEBHR8fHx+fixYuwcc2aNbCqllAohIESbDabz+fD1aqUlBSY5DE7O7ugoGDbtm01NTWXLl2aOXPml5PF/S2XN7+8ShuPu2lmpIuTL4tBIhGUZn5Pp90zdTqpZbRA1uK0BVtTRY65ASQSzvylYmOz/riEBJX4lR9LZedetfhpKNm8zadiCbj+RlmVLPnGTjYJQ9uCAnykECUi/JnyNZEUfMksWrQoNDTUx8dH+vC6evVq+247d+4kk8l2dnabN2+2tbVdvXr13r1758+fDwBQV1efNWtWfHw8hUJRVVWV5gfKycnx9PSEp8NHMp/PHzVq1H/+8x8AQGFhIYvFMjIy+ozRwOPxrly5AqM5oqOjjx492t5ocHNzKy4ujouLc3R0lDrndiiJiYlJdXU1nU5XU1MTCoWpqalQMBMTk40bN8LYkMuXL7cOEukxnfyHm5ub//jjj+3b+zafgampKfhE+vSIiIgNGzZ8ptHAwAD6lNJotNOnT0O9d9jYIS0tLdra2nZ2dk5OTubm5tKtQRqNBpd6gKyjJ/ppjec5o2VOXpElmfxgmL1Wn+5K9D7FrETMz3o6n1H3cPjE67qmn/zt+orualicliKKjcQYGuGWfkdSVe0nqbbkn4ijp1xy2D1X36PNR1paWlGvQU0L2DEDGGjLxYaa8D5TWMYjbtKimnRQkAumeR1EDLo0yYNOwwODn5/frVu3Jk2atGHDBjU1tcjIyNraWvgRBoOpqKiAOYIRBDE0NNy0aVNgYGBMTMyPP/4YEBDA5XItLS3Ly8sPHDhw+vRpAMCaNWv8/PwOHjz4/Pnz8vLyNv4BJiYm0dHR8NjHx2f27NlLliyBf9bU1GRkZMBj6bOfRCIdOXKkrq7u22+/vX37Nlzkbi0VFMzLy2vjxo179+5tfa32khAIhLlz565atSogICAyMlL6MP3+++9XrFhx5MiRt2/fBgcH5+Xl9V6rnRgN8CVeVrx79w6LxZqZmX2+EUXR2NjYmzdv+vr6Sv1LO2xsj6ura3x8/MqVK52cnDw9PaUbYCoqKjCcFwBgbW3NYrH69Jt1CQwGg8fjYWRp3/KcyfIpLLUhk6KHmJH4fFYfXYJAIODx+F4GI4hFnA8vF7Y0vLAZfYmqOa1fNd9tDYvF2PtxmDfpEqcRwumz+Fgs6B/xTtVEnqi4fsB0jbfyV601ADWcU8G7n02eai/QIQtkMTHbQRNjbrNQdyLXTNRGIRgMBofDtQ+HlluIRCIWix1E4R4y0XD7DXj5BI/HP378+MKFC1FRUSQSadq0aYsXL/7tt98AAAsWLNi1a9ejR49cXV3ha8P27dt9fHzKysp8fX3NzMyioqKuXbtmYGBw6dKliRMnAgCCg4NPnToVEhJiYGCQnJwMnesdHR01NDTaXHfo0KHS1D6WlpZRUVH+/v7wz+HDhw8bNgxuJdy9ezc0NDQ4ONjJyWn79u2tpbK1tYXvvYsXL3737t3MmTMBADY2NoaGhp+S5Lfffjtw4MDBgwcnTJgQEhIC/fMCAgJUVFSOHj2qrq6emJiorq7u6OjYS60iHbrd7t69m8vlhoaG7t69+/379+07hISESLcM+op58+b9+eefUpM5ISHh9u3bSkpKDg4O1tbWI0aMgO0nTpzQ19dfsOCfJesTJ07U1NQEBAS0fj9o3/j+/fvr16/DJBvx8fF5eXmwUAUAgEajpaenX7169dSpU63DXqX8mwpWJbLYK8qrh5NJEWZGSn1aHA8WrGpqaurxCBIRu/DVUjY9Y8jIS6rak/pQtg7ploYRLoccG4WtruC7TxKM6rhoap8QS3++puzoCk3Pn43bbvdSqVSAJe65hRJw6IbxdJw8pMQUoaSzAsAH/B+IaLvo5sEYckkgEPohbLi/GKQFq/okHm3QpdP4d9DxXcfExAS+ypuYmNh2RH+sholEIi73n/QAUVFRlZWVOjo6QqFQWi5LIpGkpqa+fPlS+k+SnZ2dl5d34MCB0NDQzzficLiamhpoJKWnp8PGa9euXb58WU9Pz8vLy8jIqKysrM+/l1zxkMlaXl49gkK+1tcWQ+8RCRkFafPY9DeWrn8NgMXQLbB1tdQ//4P5WMfxWdKvFsNLVs66smNTVVwPGX3fYYfr6UgzF7PQhSkXFgMAhMdiTB0qWIhvbzEoUKDg30fH2xMTJkyAWQpWrx6IOLeMjIykpCRpkgYAAIqiHz9+pFAomzZtkoZUAADu3r0rFApLSkqkLdnZ2S0tLf/3f/9Hp9P37dsHC1V02AiX1Pz9/clkclNTE1yUdnd3DwgIePLkCYIg6urqfejdKYfEMph+VbUTlCh/mBgSEfkKihMJ6YVp83nsYuvRUUrqrrIW53/A5b4jPYiTaGjyFq2UqPSXEwMAIJ9Xsbw0xIVq87v5dmxHlTU+1GKe5SMzHdl6KvJRlaoCxT0TCSfhJMbyYcIoUKCgn+nYaPj+++89PT3hLssA0NzcbGpqisFgpMlQGxsb1dTUvv3229jYWAcHB2miCBRFPT09paWqAACTJk0Si8VsNvvhw4fz5s2DlkGHjXQ63cDAYM2aNSwWi0ajwYhViUSCwWCGDx9Op9NbJ9L693GT3rKhmjZFiRpmYkCQN4uB35CfOlfIq7UeFUlVc5G1OK2QSIjPnxDSXghth/K/8UJx/ZjHgiZsWli8Vxen8af5TiLSwYXYAuTPVIKVHhhn3pN8nX0OIgD4GwKJHiKc9KUEHClQoEAu4qNgYY+IiAipz2ddXV19fX11dbWGhsa+fft8fX0nTZoEAPDy8gIAPHjwQHquoaHhihUrAACJiYn29vZw36TDRoixsTEAoLm5GTYWFBQMHTp006ZNEonk1q1bAoEAGi50Ol1a/mrChAmfcaXsPxAEwWKxHQaVdJew+o8bqmrnaWmEWZrj+s1igAWrurvRKODRPjybKxJ8dPZ4pKTWWyedbtGJhrkccP0qKCsBX0/HfzWpX/NetYjYSwr3i4EkzumoCbGD6mgSFFxNxgvFyHfjUWWCXGzlSq4yUQbABKgpq33yNoLBYGBFpYEUrDfgcDgMBjOINssHnYYVDHbkwmhoj7Gx8YkTJ2Dual1d3WvXrkGjoc9xcXEJDw/fu3evm5vb1KlTpUsdEolEGvfC5/P75MndAxAE6f2lL9DqNxWXLdLWvGhlge3PNQYEQborMI9d8ebxVImYM8LjIVWtj11ru8InBa6tkfwVBgR8ZPl3iKVNv8ogkAgXfdhTyqtJHH7ajKzfvoNYAsJfYLOrMGsmoppKQCSS/V6AJJePvuRh5yljjD63OAf3FmX179MDFAIrUPB5Pmk0/PnnnzBBRIf0R/REa1RUVFRUVJhMZl1dnZWVVZ8HL8CkWgAADQ2N8+fPp6WlpaWlXb169cKFC1QqFba3Lo85eKMnTn9sCqY1rNBQ+1lHi/W3GdRPwOgJBoPRxf4CbkVeijcAEpvRt0WIUddP7Cs+pWF8Xg7x3m2Jujpv/jKJqhroT8FQgG4oP5FMz/rLYreZWLu9EkQSEJGhklOL8XFmOurjUJQ48IpqA8IBpEt81ALDcRZ+XjmDNHpC5hruOoM0ekLB4OVz64q4T2cJRPrhhVUsFvN4PLhrEBcX9+jRIyaTqa2tXVZWBlM6SkFR9MyZM22yTnXY2HpMBEGkiwfZ2dnwICEhgUAgeHh4eHh47NixIycnx82tX1ICy4RTDY376z6u09LYq6ctX14MAPBYhQWpcwGCsxkTQ6SYylqcv5E6MdjY87+ZhfZ/MY691eGRTU9OmfwwSaUDZw6xBLnySrmgnrDUlemgz5eTpUF8jAARAt48PJC3WaVAgYJ+5pP3oKVLlw6YIySDwUhPTxeLxdKkEXp6epWVlePGjYPZMVsnk5BIJGKxuLCwsPUI7Rvbj6mpqVlTUxMWFkalUjMyMmxsbAAAGhoaoaGhr1+/xmAwlZWVn08VPrg4XPfxWEPjJm3N3bpy91rAZeYXpM7F4pWtR90kkA06P2FAQLhc8p1b2PISwahx/K8mg/53Fw3/GH+2Pnq3wYqFmlPafyoUI3+kqZQ24hePbHHQl5f8SNg3Ytw7Cd8Hj6opTAYFCr445OLFJSIigkajAQCkaxsikejrr7+2tbVls9n+/v6//PKLtPONGzeMjY3bZPFr39h+zI8fP1pYWOjp6bFYrLlz56alpQEALCwsyGRyTk4On8+3srLq2/TYsgIFYHdt/YXG5gAdrR915CLNcGs4jOyCNB88Qct69E08SU/W4vwX7Md60q1rCI/LnT1f1M9ODJD7jLSgqgsrtDw36c5r/6lAhISnqVQ041aOYljrCAdAnq6AtKDEOyLxUKzYReF5p0DBl4hcGA1r164FAMybNw//92rwmDFjxowZA4//+usvaXXwgoKCt2/fbt26VRra8KnG9mMCAAgEwvTp0wEAKSkpcMsjPT3dzMxs165dXC738OHDPB4PFs3i8XjPnz+HZ5mZmUlzgg4k0Cla6pvZRVAAtlRUhzc2HzQy2DCwawwweuLzArOa3xSkzSOSjYd+FYsnytigkWoYU5iHjbkBqMoiXz+slvYAPA9TWt6tLvt5qprbiSGb26dk4AqR31PJNXTMGneutS4GgP+qFIvFdqrhfgQFmGg2wAKwgEokdmmZoWdzWIbIWMPdZ9BpWMFgp2Oj4cKFCzC5k2xhs9mXLl3Kz8/ft28fAIDH4509ezYwMLB1ovUOG7uOlZVVWFhYVFTUqFGjgoODpe10Oj0wMBAey7ZgVXdTR/ynti6sofG0lcV6ww788AeAz4SrNdUl5zybSVGxdp36QOYWw39BUWxKsuh+HMbGHr9oOSD1Ywl4Kbns0sWFwcOULaOcD1GwbSs8sfngwhNQxwQ/TgdDdDpIvSqrgEBRAkuQJyJu1MLqd1CV6jMMukfaIAq5hAw6DSsYvHRsNFhbWw+wHO0pLCw8cuTIqFGjDh8+DAuKXL16dciQIR8/fqyrqxMIBO/fv7ezs+uwsdOoZWn2STMzs6CgoISEhNjYWCMjo5CQEHiujo5OYmIi7EMkEhsbG/vzu3ZMD6InGkWioOIybzWVhSTCwMtMoVCIROKn8vYzG58XpC+hqjpaukW0sABgyUClbcCJxaS70SA/V+A2VjB+CmBzALvfvdBpwqZv8v1VMdTLpru4dDYX/M/vy+JjfnuhwuBhVo9pUcOK2vyGn9dwv4I0oMQontgVyzVkg8auzsnBGD2Bx+PpdLqsBekqMtEwLIak4MtELrYnICiKSp/lDAZj37591tbWNBrtzp07s2bNIhAIampqZWVlp06d4nA4HA4nJibG3Ny8w0YYNtlmTACAdDWioKAAHrx7945CoWzZskUoFAYGBmZnZzs7OwMAMBhM67WWPimv0l3Qv+n6KTtr6wWoJFhXu1tn9RXwoh1emlH/qOi1r5L6CCvXqxgsVSbitQHT3EiIvg6YTK7XPJG1HQAA9L9ULDF3YdEejoR3zzpUA6vcRg9MHua3FBW2APl+HENfRfQpcWSgPQkg3hCgyojgW3y3tNSDOSxbPjOH5ZNBp2EFgx15SQkiEAhEIpHUkzExMZHNZmtqajo6OiYnJ0NHSE9PT1g7fPny5RgMRktLi0qldtjY4ZiampqFhYWvXr3KyclJSkqCjbW1tadOnXr16lVmZiaNRhvUFnQKm3OT3rJLR0sfL0e2IACgufZ20esVKpruVqOuY3BUWYsDAAC4kkLK5YuIBEVXr/+vxdD/CFHRqrLDZQLajSH7zIltN4+aOZizz1U5AmTNWIa+imhgROoi+EQRpkoi9MEDxSq4gkFFXFycsbGxvb29g4ODkpLSwYMHYfuBAwdOnDgBAHB0dCwuLm59CoPBGD9+vL6+/oQJE1RVVX/66acuXis6OlpXV3fM38BsH1u2bNm9e3frbtOmTUtOTu5wBKlUvr6+CIK0rrIUGRmJIMiZM2e6IomPj8/du3c7/AhW2e4NcvF0uX79emJiIoqi0vQP1dXVJBKpurq6uroah8O9evUKAJCVlWVsbDx37tz6+noHB4cXL16sXbu2w8YOx+TxeC4uLomJiSwWa8qUKXCifP3112/fvv31119xOJyPj4+JiYmMdNBbBCjqX1M3nExaoaEma1n+h6aa6NKsdSraky1HhCEYOXjmoCghPYX4LFFkZiGc5UNUUwd9XXy848sCdGvl6efM7L+G/DSMMqTNp80c7PkXKgAg675iaFLlohiVFEwNin8qFo3Hic3l5R1DgYKu8P79ez8/v2vXrrm7uwMACgsL3dzcbGxsxo8fn5+fTyaTKysrpZ3r6upKS0tHjx79888/m5qaJiUlIQjCYrFGjx7t7Ozs7e0NAODz+bm5uYaGhjo6OtJLmJmZNTU1EYnEkpKS77//HnrgfYbQ0FDpg6a2traystLa2lpNTa2hoaG1VPr6+tHR0du2bYM9o6OjDQz+iU5vLwkAgMlkFhUV2dn9z1uQSCT68OGDqalpX/kpysVdYPTo0du2bcPhcDByAQAwZ86cn3766cCBAwcOHPjuu+9MTU0BAGZmZkuXLgUA6Ojo+Pj4wPCHDhs7HJPNZvP5/O3bt+/fv9/S0lJVVRUAkJ2dXVBQsG3bNh8fn2vXrklrcA86jjc0lgiExwz1+jVRdHf5WPlXaeZaNd1vLUf8IQ8WAyIUkG9HEZ8lCtzGcucsQgfE7RESUvPn9cbEYybrJyk7t/monok9+0wVoOD7cXJnMSAiQLwhRLUQoYdcvGAoUNB19u/f7+/vDy0GAICVlVVcXJyGhkZVVVV+fn5OTo50n7q5uXny5MllZWUAgMbGRnV1dfi2qaSkdObMGfgAyszMtLa23r59+8iRI6WWQVBQ0J49e6ZNm1ZTU1NaWmpiYpKZmVlRUfEZqQICArKysgAAv/zyy8iRI3fs2GFlZZWamtpGKm9v71u3bsFThELhs2fPpCWQOpTk4cOHFhYW/v7+Li4u0pRFpaWljo6OW7dudXV1be3p3xvk4kYAf5LW6dMNDAygVUWj0U6fPj137txuNXY4Zoe0tLRoa2vb2dk5OTmZm5tLtwZpNNqMGTPgsWyjJ6AT6Ocp5HJPfyz8wUh/kpHhAIj0eaQpZivzL5Rnb9UzXzjM/RKCkf1MQxsbhBGX0OZG/OKVxGHOUv/4rmi4l1yoijlVFxVi+f1G84VtPqqhg/+kAjIR/PgNUKd2KU3IwCXxRYHgj2ZRI0raoUPV63lyzNYV4wYFgy5N8qDTMCSe3pL/d0b/rqNPwC/U6NJ/SkZGxq5du+BxQUEBk8kkk8kaGhr29vZTp05VUlKaMmUKAIDH482aNWvFihULFy4EACxfvnzGjBnZ2dk+Pj5ff/31hAkT4Ahbt27ds2fPqlWrmpqa7OzsFi1aBJMBlpaW5ubmwt2E6Ohoe3v7vLy8r7/+Oiws7PPiHT9+/M6dO87OzufPn8/MzPTz85NKdeXKFUdHx8ePH9fU1BgYGCQmJrq7u0tfgNtLYmlpuXbt2vDw8BkzZuTm5kqTFGzfvn358uVBQUEcDsfU1HTatGnd1XZ7ZH8r/xQoisbGxt68edPX11dqYXW9sYu4urrGx8evXLnSycnJ09NTmglKRUVlx44d8Nja2prFYvXR1+oGGAwGj8e3SWPVIWsKirVwuABtTZnIKYVAIODxeBjuUV1wqjR7l575Cgvnk2xOt+8LfQ5SVICNvo4QiaLlq4X6hoDFAt3RcG+415y6Pv/oSp3pP2jPa/MDVTZjzj4lK5HQ9RO4eBTt9NdrreEBALnPQ1J46AIKR50PWD3REsxG37NwaJlAJBKxWOwgCveQiYaVlJT6ZJx7jJbY5m6X+XChkrtoNDQ3N0tv6efOncvKyuJwOAKBIDMzs3W31atXZ2Rk3LhxA/45duzYoqKiiIiIhISE7du3T5o06cKFC3p6ei9fvrx37x4AQENDY+rUqampqdBo8PHxgcsSs2bNOnjw4PDhw1kslomJyYIFCz7/kHZzcwsKClq/fv3SpUvbqxRBkNmzZ8fExKxbty46Otrb2/vRo0cAAIlE0l4SMpnMZrPhi669vf3IkSPhIImJid7e3tCHD27fd0Vvn0d+jYaTJ0/m5+fPmDHDwcGhdWNRUZGnp6e+/j9+ZMeOHSsoKPjmm28sLS2ljQKB4MWLFxKJpKGhAa46tEYaUkUikQ4dOkSj0dLT0w8dOnTq1Cm4RUShUObMmSPtL6uCVQiC8DqzxK83M562sP40McQKBLJ9OMP7F4/Hqy06VZ23X8fM12joET5f1g8M6MTw/InY0JjrNQ+lUMHfKu2ihnvDG3bByqIDk5VHHDJY0+ZClc24i6mqamTxmrEtRETSFSmwWCzUcH+J2wrcKzHh/9k774Cmru+B3/eyE2aQPUQ2AoIIuKiI4lYciHUrWrFotdaJaKutA618i9W6V1WqKBYVFIqDukBZIlP2VAggJEBC9nu/P26bUgVFCZD0l89f4eW+e887eeSdnHtGglg8lih2wcCnrgi/sntHYLkAW6UrkcB9omF5GQ2H+5sc7m8il6k6xMbGJjs7G+7xh4eHAwAePny4bt26t4bZ2tra2dnt3Lnz+PHjAICkpKQhQ4asXr169erVbDZ74cKFYWFhu3fvBgDIfutraGjIMp9ldYRXrlwJX6ipqU2YMCEzM/P9RsOZM2eOHj0aGhq6YMGCc+fOydzkMmbNmhUSEhIUFJSQkHDgwAFoNMDP+i1JWltbtbT+iWaDhUZwHOdwOCkpKdCmcXFxcXR0fPDgwUdosCMUIqYBIpFI+Hw+fJ2dnf306VMdHR2hULhp06ba2lp4MC0tjU6nIwgSFhaWlZUFAMjIyEhOTnZwcBAKhVu3bs3JyQEAiMXiTZs2ZWVl4Ti+c+fOyspKAACRSKypqYEbEKmpqXChyMjIixcvGhgY+Pr6mpiYwD0tJYItke6sa/BRZ0zSkM+/cfepKfrxdcEuA8s1Zo4/gr7uaIRIJbT4m5RH98VOLm3+C3F6r+ZulAtrF5T9YEs1PT1gMxH5V+2Q8kbSyWRNJl0aODKROEQAACAASURBVKKZTsY6m6GvIBRi5BtiqQtBPFZxf1eoUPF+5s2bFxYW1j7r/tKlS+8O27Zt265duy5dulRQUAAAWLFiRUxMDHxLW1t7+vTpZWVldDpdU1OzpKQEHs/LyxswYAB8DR/JEolkyZIlTU1N8GBlZWX7uMV3EQgEERERISEhycnJ58+f/9///vfuGA8Pj9LS0tjYWCcnJ1nBsQ4lgU2a4I9hsVgMO1QjCGJmZrZmzZrw8PDw8HBXV1dLy7dDsD8BhTAaMjIyfvrpp/YfbXJyskAgwDCssLCQTCbv2LEDAJCSksLlcgkEQl5enoaGxpkzZwAA0Piqr68vKSmhUqkwX+Xx48coiq5bt45AIIwdO/bWrVvgb+t448aN27dvr6+vb2hoAAB4enrGx8cvW7Zs+fLlAABnZ+c+uP5u8H1dAw/DfjRSkA4OeGH6xpqiA4ZWa03su5qn1HMgLc20384RCvIFk6YLxk8FHyr5JV8aJS2fl+5QQ2mXLHfQ0X+VUCyqJ59O1jDUkASObKaTFS7DHn2FkS+JpFao0F/Vx1KFEhMUFMRgMLy9vaOiou7evRsYGFhTUwPfQlG0qqoK9j1GEMTY2Hjt2rWwCvCmTZs2b958/vz5pKSkS5cu7dmzBz4dAgMDg4KC0tLSwsPDYZ5/+7WIRGJTU9Py5cufPHly7NixqqoqmHABAKipqcn4G1noJZVK3b9//7fffvvs2bOYmBiYT9FeKiiYr6/vmjVrZFNB3pWEwWD4+fktW7bs2bNnwcHBsmC+lStXLlmyJCkp6ejRoxs3bpRLTQHCzp07uz9LN8nPz6dSqTk5OXPmzIFVk6urq8Vi8fz5852cnAwNDcvKyqZMmVJZWYnj+JgxY2g0mru7u7e3d79+/dTV1e3t7UeMGOHk5NTc3GxgYDB8+PDHjx9raWm5ubk5ODgYGBjEx8dPmTKlqqqqqqpq9erVdnZ2/fv3Z7FYo0aN4nA4iYmJQ4YMoVKpTU1Nvr6+HXb97pM9TujtF4s7bVaU0sYPqa3/Vl9vrLoiFD/Aq3K3VRceNrYNNrIN7mthAOFVJf1qBCKV8P0XSCw6bl76QQ1/Mlwp3690e4OYc8NmrzH5X43dC+rI51PVzbQly4e3UIgfZzGQyWQikShzyPUEaBNOOS3GmagogNz93UvYGaEnNNxDkMlkAoGgRNsTfaLh7sddyiUI44PFswkEwsKFCwUCQXx8fH5+vo+PT2hoKIqiQ4YM0dfXj4mJYTAYPB5vwoQJ6urq7u7uly9f9vT09Pb2dnZ2vnv37s2bN9+8eQOTIwAAo0ePZrPZFy5cEIlEZ8+eZTKZAIDc3FxXV1djY2MAgJ+fX3l5+dWrV4VC4a+//gpT+UpLS5OSku78zatXr4yMjNzd3Q0MDHx8fOLj4+Pi4iwtLUNDQ2k0mkwqFEUtLCxsbW21tbWfP3++fft2Op1eVFRkbm5uZ2fXoSSTJ08uLCyMiopycnIaN26clZWViYnJyJEjRSLRhQsXmpqaTpw4YWZmlpubC8M/PxlEcUqJzZ49+8KFC/B2vHHjRl1dHdwiqq2t3bZt29mzZ69fvx4fH89kMq2srB4/fhwYGDhy5Eh4bnp6elRUFJ/P37t3r5qaWkJCQkJCAiwJdeXKldjY2IiIiNzc3CtXruzatQsAkJyc/OzZs/Xr19+7dy8tLW3r1q0YhkVHR0+bNg3eiBwOR9b+ysvL62PjK+UCgiAEAkEi6bjOjwTHR+S8xHD86aCBpL5Os8QwUWHqalZ5hJ1HuKHll30rDAAApKeA29eBsSmYtwQwOt24eb+GPxkxLpmVuzWpJeePQT95qA9s/1ZGJXouiWRngAV6ickf7/ggEokoivZg1BsPl/6PDaSAsEELaMjBDYmiKIqictdwz9HjGpY3faLh7re6kEuNXaVrEfLfQEE3LNtvVcj+xHGcx+MdO3aMQCBYWVlFRETIjAYrKytfX98bN24kJCT4+fl5eXnFxMSEhoZqaWnl5+e/xzBydXU9d+7czp07PTw8xo8fL/tnwDBM5iMSCoUfTN3sIRAE6Wzp8Fc1uby2B4MGUnrX6/4uQj4r9/Hc5sY0h+EnTG1X9PHPSokYj/kdf56GuA9Dps764JbEezT8aeAA/6rgp0ROxlXH3cM0Hdu/lVaBnk0iOBrjK0dJiYRPWRS6wXrqbhTjkhMcpA0nbGAiWvK5qXpW4B5AJbAKFe9HQY0GLS2t0tLS5uZmDofT1tYGw1M1NTUHDhwIG0oNHDiwrq4OAFBRUUGn01EUNTMzW7Ro0YkTJ/z8/KhU6k8//fT48eO2trZRo0YdO3bsrfll7kcmk3n8+PGUlJSUlJRLly6dOHECVqFmMplHjx6Vje+r7InOGlZVi8Sh1TVLdbTtMSksVtpXtDVnl6QvwaRt1h5XdEwnYBjWh/IgrS20G1fRhjrhxGlip8HgQymMn9AS7IPsrbl4vi5uv8mXo4hO7VWRWkn9PUttkJFwrksr71MTYxkMBoVC6RENY4BySYxWSUUrKFIqF8hpBWVsWEUmk/v2f+qj6BMNK10dCxVyRIGMBqlUKhAI4PaEg4PD6dOnv/76az09vYaGBnd3dwCAnZ3duXPnMAy7ePGisbEx3EZ6+vRpUlKSRCLR1tZuaGiAj/za2trTp0+Xlpbq6elFR0d7eHgAABAEkTkPsrOz4Yv79++TyWQfHx8fH5+QkJC8vDw4WMEJrq1XQ9EQvT7ulNH4+lpl1jdUNSurETFkmmnfCkN4XU27cRWgaNvcJZhRD+ZxvYeLjQnhdVe3GC5Ypjul/fFnFdTr2WouxsLPB7cq5m9C8i0J4aVUOI8kNVOFPqpQoaJTFMJoaG5uTk1NlUqlsn0EBoMhEons7e0HDRr022+/QVPA2NjY3t5+3bp1VVVVTCZzxYoVAAB9ff3Xr1+PHDmyX79+JSUlsFSDmppaRkbGZ5991q9fv6qqKrj1paOjU1NTc/bsWQaDkZGRYWtrCwBgMplhYWHp6ekoilZXV8NiHQrOzebWO63cU6ZGmn23MYFjkpqi0NqSQ0zjWeaDDqKE3qvH3CGkrOfU+/FSfUP+jDl450EMPcrdlrTN1ccW6IzbaPCvso8PS2hxeQwPc8GsQdy+Dj7pGNJ9CfGpROxLkjr28VaXChUqFByFMBouX77MYrHA34VKAABZWVmOjo5jx45ls9lffvllQkICPM5kMhsaGjAM27x5s52dHQCAxWJ5eXkNGjSIy+WuWLEiLi4OAJCdne3k5GRnZ0ej0dasWQOTbt+8eWNhYWFgYMDlcv38/FJSUgAAFhYWNBotLy9PKBRaW1vLynQoLK1S7FtWvbc6Y4ZmnwUBSURNZc9XtDYmGdt9a2i1tq/EgCBSKeVuHCknU+zsKhg7qZfzKmVkthV/Uf7jaPXBYaar2x//s5gWn88YMUAwfRBXIQ0GQHghJd2XiL2J4uEqi0GFChUfQCGMBtiXcvbs2STSX/Xt2Wy2vr7+iBEjAADV1dWRkZHweFBQEBwp6xJGo9E4HA7MbkhISIBVuthstpGR0ZQpU+DpstJdZDJ58uTJAIDk5GSYD5Oammpubr59+3Y+n79v3z6BQAArbQkEgidPnsCzzM3N9fX1e0UT/wImU70VqLyt6jVHih3sb0qhkHtfJAAAl5Nd8HS+VNLq4Bmtqefd/i0ikYggSPcjq7sO0swhRl9GWLWSydNxV4+PXbhDDX8CfxVxopldtPuO0a4kwx95lPh88lg7ke8gMZBHV2lYwlKOGkYKJGiUAB9MQqfSKT1g1MhLw72G3DXc0yidhlUoOwphNLyLQCCQeR3IZPJ70qY9PT2joqJiY2O1tbVjYmJgH4Gun25tbX327Nlr164NHTq0fRMwDocDC32Avm5YBQtXQNJbuWfeNP1gbjaoX99EM9SWR+YmLaerWw2e9Cdd3aLDMb2TB4W/aZA+uCt9nobQGcTANRTzjoXpCu01/Am8EXNmZ29XJzLi3cL1ycy/xAPgagpIyAOTB4HZ7mQA5GnhyUvDWKVIcL6FYEOhrOgHiD3oB1G6R5rS5fIpnYZVKC8KajRoaGi8evUKvubxeLCNdYfo6uqGhob+8ccfLBZr4cKFFy5c6MrpspROc3PzrVu33r9//+bNmyYmJrt374bZGXp6eomJiXAMhUJpbGyU6/V1ibdi+6U4vry0cgCZFMCg9r48OC59XbCntuQQ02jGAJdDfBGd/44MdDqdQqHI/Do9BPqmnpySRHyZC6hU0bDPxEM8cCoNfJJCup89wceEM4u3NYlabtv8SGzFG0EjAAAHICaH8aSUOsGuzdviXT19OnLUMNKEUY6JgDbCnYtwm5u6P2GHKGP2BIlEkvWmUXz6RMNyKSyoQklRUKPB3Nw8Ojr60KFDLS0tampqso5TtbW1sbGxEonkxo0bs2fPJpPJcXFxCQkJsER0ZmYmj8fjcrmdnS6r2SKr5ZmTk0On07/55huxWBwcHJydnT148GAAAIqiGhoaMnnkUorkY8H/Bv55qpGdwxdEDzAlAdDLJbkkInZZZmBLw0NDq7XGdts7qwkGD/acbISGOnLaU+LLXJxKEw77TOw2DIc/sD51xbc0/LFIcSyw/EBuW1m09R5LihGcB8PB7y/U0quovk48Twt+TyhDDhrm4dRzIoACwVISTvl0BX6Qbmq49+npe1juKJ2GVSg7Cpn+BYCZmVldXV1TU9OgQYMePXoEDdu2trbg4GAdHR0URTMzM2G3ckdHx6amJmtra2dn55aWFgqFQqPROjxdR0enuLg4LS0tLy8PtgoFANTW1h46dCgtLS0zM5PFYimsBV0nkfxY/2aetqYno7sFXD8WfuvLl0/G8dgZVm7nje2+7ZMeVITX1bToSPr5k4RXVcLR43grvxaN9ML72iUb8vrknZbU4+Yb3Rl28AiGg6hM9fQqqq8T19OiB4s9dwdEAigXRAgPCJaTcU3FjM5UoUKFgqJAngYHBwdZXbOKigpNTU1DQ8OXL1+OHj0aNpd68eKFqampn59fdna2v7///v37v/zySzMzs5CQkJiYGCqVamJismjRIgKBUFxc/O7pAoHA1dU1MTGRy+WOHTu2tLQUADBu3LisrKzDhw8TiUR/f39ZfKWisaWmnogg3xnofnioXOHUJZRnBpEoenaef9DUbHp5dQAA4XU1OSWJWFqEaWoJvceLXdzwvq6ACfmx9tLZhtuhJiunaA2HRyQYuJSuns+izHHlDjFV1OYFGCBfEaM1uPALMq6rshhUqFDxcSiQ0dA+DlFXV5fL5fr7+2trax88eBAmL5ibmy9cuBCOzMvLg+kPAAB7e3t7e/uMjIz79+87ODh0djqPxxMKhdu3bwcAJCcnwyKP2dnZRUVFGzZsqKmpOX/+/LRp0wiK8Uxqz30u73ZL62FjA51elQ2vLTlcU7hHQ3esxeDjBJLGh8+QK4SKMmrSA7TmFaarx580XTLQCShMXaTfGu8eYF3eYDD3C92p8IgEA5fSNfJZ5DmDW11NhX0r3nsg3RIT8qSiBWRpf0VRpgoVKpQIBTIa2qOjozN//vzAwEAtLS0SifTzzz8DAIyMjGCHchaL9csvv/j5+bU/5fLly1999dV7Tu+QlpYWXV1de3t7Z2fnAQMGyLYGWSzW1Kl/PQ/6NnsCJ1O2llSO0tJYbW3Zaz8MJeLW7MeL6qtiLJw2W7vuRZCPeMB0t8QsjmMFeZJ7f+CvqhAjY8KchQRXd1pPFkWi0T6uMtXxV9c3Vh9ZajTlgMNaBCAAAJEEHL4HCutA0BgwxFwdgJ6Nvf9kDYvjWsVPBeS5WnSvXq1/1f2miL2M0pVJVjoNq1BeFNRoqK6ujouLCwoKMjAwiIqKunLlyqJFiwAAOI7fvHnz999/DwgIaN95Micnh0AgmJubv//0d3F3d4+Li1u6dKmzs/PEiRNliZoaGhohISHwtY2NDfdDXQx6AhRFSSRSSGnFa5Ewysqc11sy8LklL5PmCvmv7Uf8pmM0jcframA2mUwmkUifnoyA4+jLXPThPeRNA27aH5u7GLOyBQgC5Noboj1QwzBNtyuIMPGG8l9+rY9bojcp3GwNj8sDAIikyKnH1NI3hGUjBbb9JD36KXVLwxki9EYbPoYiGAo+2JVDXsDm40rUNJJCoRAIBCVK9+gTDcPAc6UgNjZ21apV6urqKIpWVFSEhITAL/Y9e/YwGIx169Y5OTnduHHD0tJSdkpzc/O0adOKi4ttbGxevHjx9ddf//DDD11ZSzbnN998o6amBjsqQyZMmLBt27ZRo0a956yAgIBff/21tLTUwuKvBPKoqKg5c+b88ssvq1evfvfEt/D391+6dCmsTvQW06ZNi42N7coldAUFNRqePHni4uJiYGBQXFw8evTokydPwqd+eHh4YWHhtGnTHB3/6R8oEokiIyNpNFpBQQEsE/nkyRM9Pb36+vr6+noDA4Nbt269ZTTIUqqoVGpoaCiLxUpNTQ0NDT106JCenh4AgE6nz5o1Sza+rxpW5QuER+sa1vZj9gf4e6pNyJHm+rtlmV8SyTp2I+Np6nYftSj8/voUOaVS4stcyrPHKLtJamwq9F8ohXUXuvw4/zRgJZ8uCtwoaVlWHprKe/mt0ZK1+rMlQrEEiAVi5MwzjZpmNGBosxVT3NMfEYFA+DQNo6UYNVIscSKIfBDQKzcSBFrhvXPrygUCgYCiqBIJ3CcaVhajITc3NygoKDIy0tPTEwBQXFzs4eFha2s7atSowsJCGo1WXV0tG1xXV1deXj5s2LAff/yxf//+Dx8+RBCEy+UOGzZs8ODBM2fOBAAIhcL8/HxjY2P4mIBLmJubNzU1tbS0vDunjLCwMFnAXG1tbXV1tY2NjZaWVkNDQ/uzDA0Nr1+/vmHDBjjy+vXr0LkOeXd1AEBra2tJSYm9vX375SQSycuXL/v3798+B1BeKOi+JpPJTE9Pv3DhQltb26lTp6AD+fnz50lJSba2thKJJDg4uLKyEgAglUq/++67/Px8JpMZGhp6+/ZteHphYWFra6tYLJZ1sSISiTU1NXADIjU1FS4UGRl58eJFAwMDX19fExOTioqKvrrkd8FwsKa80oRE/KaXGlPhtSWHStIWqmm523vepanb9cKSiFRKynquduow7Y8YjNmPt2B52/wAaTcqNfUQ2W2lPoXrCvhVUZY/rNWfDQ+2iZDTTzVrW4jLhrVY6/ZpQ/D3gtbh1AgxZoaI55D6IvdFhYq+YdeuXRs3boQWAwDA2to6NjaWyWS+evWqsLAwLy9PlnvPZrPHjBkDv/8bGxu1tbVhz3E1NbUjR47ApP3MzEwbG5stW7a4ubnJfA9bt27dsWPHhAkTUlNT35qzPZs3b37x4gUA4KeffnJzcwsJCbG2tn727NlbksycOTM6OhqeIhaLHz9+LHOod7j6nTt3LCwsNm7c6OrqWlxcDA+Wl5c7OTmtX7/e3d29faSgvFBQT4OLi8upU6cwDIPP+OHDhwMA4uLiMAxrbGxsbGwkEAi7du06ffp0dnY2h8NhMBhr1qxJS0s7derUlClTxowZc/z48aSkJH19/bq6us2bN4O/reONGzfSaLSmpibolPb09Ny8efOff/6JIIi2trazs3OfXve/ON/EftbKu9zfhNLzbY4wCa886yt27W1DqzVGtts+Kojh00DEIlJ2JjklCWnjSSysRTM/l+ob9vSin0ZU05/rq36xpprEWO8zJf9l43OF6KlkDQ6fsGJ4c3+mpG8lfA9IM045J8K1EMFCElC4GF8V/6/JrSGyWj76q0aThrv375KNnpGRASPfAQBFRUWtra00Go3JZA4cOHD8+PFqampjx44FAAgEgunTpy9ZsmTu3LkAgMWLF0+dOhXm6I0bN87LywvOsH79+h07dixbtqypqcne3n7evHmwwWF5eXl+fj6CIOXl5XDOW7dudSZSeHj4rVu3Bg8efPz48czMzKCgIJkkERERTk5O9+7dq6mpMTIySkxM9PT0hG0NOlzdysrqyy+/PHfu3NSpU/Pz8wcNGgRHbtmyZfHixVu3bm1ra+vfv/+ECRM+VsPvR0GNhvz8/OHDh3t7e5eUlKxatQoGK2hra7u7u/v6+gIAKioqbt68CQCgUCiTJk1ycnJCEETWIaK5uVlPT2/GjBk1NTUBAQHQdcPhcIyMjAIDA7lcLovFSkpKAgBgGIaiqIuLC4fDqa2t7WZFYTnSIJHuqq3/vB/TR53R02sJeeUl6YuF/GrLIWe0Daf19HKIUEh6kU5OS0ZEIomdg3CYJ8ZU0LgzCS4NrY04VHdtlvaog2ZraehflSFaheipZM0WAfrF8GZTbcW1GEAbTj0jAjgQLCEBmsrJoEKxyK0hZr366GeQqba0i0YDm82WhakdO3bsxYsXbW1tIpEoMzOz/bAVK1ZkZGRcvXoV/jlixIiSkpLLly/fv39/y5Yt3t7eJ06cMDAwePr0aXx8PACAyWSOHz/+2bNn0Gjw9/dHuvy7zsPDY+vWratXr164cOG7uzwIgsyYMePGjRurVq26fv36zJkz7969CwDAMOzd1Wk0Go/HgwH7AwcOdHNzg5MkJibOnDkT1iJydHSETzo5oqBGA4fDKSwsbGhosLKy2rFjR2Bg4MiRI62srBISEmA0Q15eHp/PBwAMHDhw4MCBAACJRBIRETFy5EgAQF1dHYvFKisrg3sWAQEB3t5/tVYyNTUFALDZbBhvXFRU5ODgsHbtWgzDoqOjRSIRrOLO4XD27dsHT/Hy8mofdNk7fFVcjiPggIW5OqFnf/Q31d4pSF6CEtVcx95VZ7p2ZyrYsOp9dfvbeCAlGTx9DMQi4OgMRo8j6vTrw1sQQRC4h93hu42S5gX5PzxufrF7QOBG0/my40085HgSSSgGG8aLjbR6tSf4hzXcHjEuPdWMcBFknaaacd+oGUVR2FGpT1b/BIhEIoqiStR7Quk03J65boK5bj04v42NTXZ2NvzRGB4eDgB4+PDhunXr3hpma2trZ2e3c+fO48ePAwCSkpKGDBmyevXq1atXs9nshQsXhoWF7d69GwAg+92voaEhq+b+Ub2Rz5w5c/To0dDQ0AULFpw7d+6tHEAAwKxZs0JCQoKCghISEg4cOACNBhiz8tbqra2tWlpashPhTYvjOIfDSUlJgXaMi4uLo6PjgwcPui7hB1FQowHHcR6Pd+zYMQKBYGVlBa0BLy+vmJiY0NBQLS2t/Pz89pVTi4qKDh8+bG1tvXjxYgCAqanpwYMHBwwYAADQ19ePjIyUGQ1v4erqeu7cuZ07d3p4eIwfP17W9wXDsJaWFvhaKBR29lzpIe5xmq+8aTxiaW5MpUil0h5bB6/ICyvL+k5Lb6Sj52UytbuVoxAEQRCkY101c/AnD/D0FIAAZMhQ5DNvoNFpP5HepDOBs7gls3NDuFL+rUFhY7X/+WJ7w0X+d4eA4WDjRKm+BtLL9THhF0GX7kYcSM5zQJUEXaWFmvaZ/+wjBFYMVAL/l5g3b15YWJi/v79MP5cuXXp32LZt22g0mr29/bp16+zs7FasWLFz5845c+YAALS1tadPnx4XF0en0zU1NUtKSqysrAAAeXl5EydOhKd33c0gEAgiIiJgBsf169cPHDjwrtHg4eFRWloaGxvr5OQkM147XN3MzOz169ccDkdLS0ssFj979gwKY2ZmtmbNGpgPcvHixfaJIXJBQY0GTU3NgQMHSqXSiooKCwuLuro6AACVSv3pp58eP37c1tY2atSoY8eOwcG//fZbXFycr6+vg4NDXV2doaGhhoZGY2Njbm4uAIBMJsOKkO2RBRszmczjx4+npKSkpKRcunTpxIkTMGqSyWQePXpUNr43sydEOL62pMKVTv2cQRcKhd1pp/QeMGlb+Ys17NoYXbPFZo77+UIiX9jczTnpdDqVSm1u/tc8aEszKe0pKes5IKBiJxfRME+coQZwAJq7u1z36axhVTT70bqqQwPIhtE2u81QfdkVNXAJJ5M1UQRfOaKZikt7/woYDAaFQmnuwsKkWDEpSyqaR5YY8kFznxW0VsaGVWQyuSsaVhD6RMPKUsciKCgoOjra29v7q6++0tLSioqKqq2thW+hKFpVVQV/GSIIYmxsvHbt2uDg4Bs3bmzatGnz5s18Pt/KyqqysnLPnj2//PILACAwMDAoKGjv3r1PnjyprKx8N1ag/Zw1NTUZGRnwuOzZT6VS9+/fX1dXN2XKlJiYGJhP0f4sKIyvr++aNWt27tzZfvJ3VyeTyX5+fsuWLdu8eXNUVJTMMFq5cuWSJUv279+flZX1/fffFxQUyFerhLckUxAoFMrFixfv3LlTWFgYFRWlo6MzderU2traw4cPP3z4sLGx8e7duy4uLu7u7q9evQoLCzMwMKivr8/KykJR1M7OLjY29tChQ0VFRTk5OWlpaSQSacaMGQ0NDcnJyZMmTQIA3Lx5E8fx4cOH379/v6Ghwdvbe9SoUenp6To6OsbGxu/K05v/kz/WNya08iL6mxiSSUQiUSyWf1i+iP+6KOVzblOK+aCDRjYb5BX2SCKRiEQi3DYCAKBvGqgP7lITbhHYTSK3YYJpfhIbe6AwUSPg7xzR9hqW4tie2gvfvj49VWtEhOW3/Yj/eP/qWwknkzUJKP7lyBYmo+fcP++DTCa313BnEB9KyH9KxVNJErc+9lpDz3lP3MM9BJlMJhAISpRy2Sca7n4tKbkUlvhgQ3ACgbBw4UKBQBAfH5+fn+/j4xMaGoqi6JAhQ/T19WNiYhgMBo/HmzBhgrq6uru7++XLlz09Pb29vZ2dne/evXvz5s03b97A5AgAwOjRo9ls9oULF0Qi0dmzZ5lMJgAgNzfX1dUVPjVkc5LJ5KSkpDt/8+rVKyMjI3d3dwMDAx8fn/j4+Li4OEtLy9DQUBqNJjsLRVELCwtbW1ttbe3nz59v376dDIVV1QAAIABJREFUTqcXFRWZm5vb2dl1uPrkyZPhI9LJyWncuHFWVlYmJiYjR44UiUQXLlxoamo6ceKEmZlZbm4uDPmUCx23K+xzBALBwoUL7ezsXFxcrl+/7uDgEBIS0traumjRos8++6xfv37x8fFTpkxZtGhRVFRURETEnDlzoJ1FoVBmzZrV0NCwYsUKLy8vY2PjO3furFq1ytXVlcVirVmzZtKkSQwG49atW7a2ttu3b8/MzAwLC3Nzc0NRND09/dChQx1uUPWap6FUKBpVUhGoo73DQLf7jZs7pLUxuTRjOUogWw75laE1WI4zQ09DU1MToaGenJYM21GKXNzEbkNxClWOC8mLtzTMlrQGVh542PJio8HcTYbzkHZbDzXNxJPJGmoUfMWIZk0q1kfy/uVpaGp6XydrYraUHCmWeBJFk/vej6iknoaebu8uR5TU0yCXvsFKFHryX6Lvv1Y6JCMjw9nZecyYMVVVVbt374bRCdnZ2U5OTnZ2djQabc2aNTExMQAAfX19Op0uFAr5fL6m5l/b5BQKRUdHx8rK6s2bN9u3b4fJF2/evLGwsDAwMOByuX5+fikpKQAACwsLGo2Wl5cnFAqtra0/KqRF7uAAbKqt0yMRN/ZYYYaGqgtVucEMrSFWQ84SKfJvf4VVltPuxhPLinF1DeHocWLnIThRQe+xt8gXVCwu3dMkbblgsW2i5tD2b73iEM881VSnYIEjmtX7zmLoCmgZRroqljiioknKoXYVKlQoFwr6zdLU1MTlciMiIigUSmJiYkhIyIABA9hstpGRESyTWV1dDX8NGBgYSCSSFy9eqKurp6ambtu2DQDAYrFaWlru3r2rrq7+4MGDbdu22djYAADIZPLkyZMBAMnJybDfVWpqqrm5+fbt2/l8/r59+wQCAYxQFQgET548gcKYm5vLkjl7lN8a2Y+5bZGW5kwaDfztePygC66LYFJBaeY39ZW/GQwIsHAJQ1CSXKaVgVRXEh7dl5aXErR1JFNmYk4uCIGgQFsRHSHTcHTjw1Wl/zOm9PvT/rANzbT9mLI3hJNJtH5q2KrRfAZZzkr7WGAJy05viVopIYKHmxORRXQKUSESLOV7D/cCH9Cw4qF0Glah7Cio0SAUCktKSk6fPq2trX3t2rWTJ0+GhoYKBAJZ0i2ZTIb7jgwGA9biQBDk6tWrp06dOnDgQIcHO1zI2tr67Nmz165dGzp0aPviWRwOJzg4GL7unYZVTWLJd69fztLV+dz0X0EVcikdIeC9ynw4q5Wd7TjyjIn1su5P+BZYdqY48gLST484bzE6yFVx2lF+EBzge6sv/FB2doruiAjHnZrEf2VOF7LA8cfASBusn0BgUBSldG6HXlmcIxWcqUe0iZS1ughdsfSvdI80pfN7K52GVSgvCmo0qKurOzs7w82CESNGREZGAgA0NDRevXoFB/B4PLgZYWxsLAtdHDlyJCzQ0eHB9mDYX05mc3PzrVu33r9//+bNmyYmJrt374YZz3p6eomJiXAMhUJpbGzsycsFAIC1r2r5UulOHW3ZWvKKaWhtfFaSEYAgBNvhMTTtIXK/FtLLXMrt65IBVui8JUQGo1F59oPbgHB1ZfitxqQ1+n7bjRZLmoWN4J9uFwV1pAsp6ibakuVDWwVcXNAHPcvehk6nUyiUDnbcBTj1hAhIcOFiEo/PBn2WLfE2yhjTQCKRZL1pFJ8+0bCOTu8UtlehiCio0WBqavrrr7/CvQYul0sikQAA5ubm165d++mnn9ra2uh0OqwHnpSU1Nra2tzcXFxcrK6uDu2MpKSksrKyhoaGtrY2PT09WaSCLGRXVh48JyeHTqd/8803YrE4ODg4Ozt78ODBAAAURdu3+pBL2M57eNbGv8xu3m2oZ0gkyEJT8b/pzswwiIGu6WLldo5E0Zd73Csp+znlzm2x7UDBlJl0AgEAoJihte9SKny9uGxPraTx3ICtU7SGg39L/pJFvpimbtFPvGRoKwlVrGt6WxoJTo0QI2xcEEjGNAFQJFnlcg/3JlBU5RJYuTSsQtlRLDemDHt7e4FAwGQyPTw8JBIJLM2ko6PT0NCAIIiLi8uTJ0+gtduvX78TJ04UFBS4uLg8ffoU1vUkkUjXrl2jUqkODg537tyBB3V0dIqLi9PS0vLy8mCJTQBAbW3toUOH0tLSMjMzWSxWn1jQIgzfWFNnT6UsY2p9eHSXwTFRRda6yuwN/Uzm2Q6/QaLIPyyD9CKdeue22N5RMGWmEm1JAADutqSNL9wgBdiDQb9Ai6E92TWUC2kaVrripUNbSahifx3jgPK7BK3ABQtImKFCxDGoUKHiP4yCehqkUimFQlFTU8vJyZkyZQosrpCVlTVkyBA6nZ6Xl/fZZ59BFyKJROrXr5+WllZOTs68efNguQwul+vk5CQWiwsKCtzd3aGjQiAQuLq6JiYmcrncsWPHlpaWAgDGjRuXlZV1+PBhIpHo7+8v617amxxpZBcLhLctzIjya0wlFrBKMwJ4zS/MHPfqma+Q17TtIacmUx7eEzsPEYybDHq+pZa8wAF+uO73PbUXvdUHn7YM1qfrvLUBlPmKciVT3dFAOG9Iaw+X8JYDpNtiQpZUOJuEWSm8rCpUqFB+FNRoqK+vZzAYsDynWCzGcRxBkM8++8zT05NMJovF4rCwMNiEorS01MHBwcbGpqysjMFguLi4AADeGglLb/J4PKFQCJueJScnw9IL2dnZRUVFGzZsqKmpOX/+/LRp03q5inu1WHKwoXEZU8uNLrcuBjx2Wkl6AI5LbIZeU9cZKa9p20NOSaI8ui8e7C4YO1GJLAaulP9VVXgc59kafb9thotIhLezIVIqqdFZas5GwrmurYrvOiE+lpCSpKLJRKmrUrYeUKFChdKhoEYDi8Xi8/l2dnYjRoz49ddfm5qaAgICoMPg3r17R44cMTEx2bhxIwCgubn5yZMnmpqabm5uUVFRdXV1CxYs6HBkh7S0tOjq6trb2zs7Ow8YMEC2NchisWD3MNDD2RNLc/I1iMQDA221OqlnQKN9nDFRV/l74dP56kyXwWOiqfQOqlt2H8ndOOmj+4TRPpRJvu9mFChsidmStlczsoIr+bVXB+2erf9PBzKZhv98CaJfgM9swZKRFARR3HB0qGFpOl8Y30gcrUafKc9drZ6g+wUEexmFvYc7Q+k0rEJ5UVCjwdXVVdZZZO7cuYcPHw4ICIB/+vj4uLu7nzt37siRI+vWrSOTyf369YPvkkikn3/+ecGCBR2O7HAhd3f3uLi4pUuXOjs7T5w4UZbSqaGhERISAl/b2NhwuT0SOn+tiXO7kX3R0pwo6CA2H0VREokkFAo7OLMTGqquFqWvZBpMtB16ToJR5S82jhPuxaPPnkhHjBJ/Ngb8e34ymUwikXqoWUY3ucNOXVa8l0nUuO94aCDdHGqmvYbvF5BvZpFHWor9nIUKeQUAtNMwUipBzvDwgSTRNKKoZ25OuQALdculZnDvQKFQCASCEqV79ImG3+3prOL/DwpqNLS0tDx+/Bj28OByufA59PTpUzKZ3NjYyOfzXV1dIyIiAABaWlqGhobwLCMjI/jf/vTpUxqNxmaz+Xz+8OHDz5w589b8spQqKpUaGhrKYrFSU1NDQ0MPHTqkp6cHAKDT6bNmzZKN74ky0q1SbGv16zFqjIk0Soe17mGdma6XwW98fa0ia42W/hRzl2MiMQBiedfPx3FK4h9oZrpw9DiR+3DwjmDw+0vR6vbLghi81JxPmm/WQtVkEso0/GcxLT6f7GXFn+zA+xgjrbchEAhEIlFY2UY7I5aaIKK5BFykWNp+C2iFK9ot8R5gq3QlErhPNKwyGv4/o6Dbto8ePTp37hyXyxWLxRUVFaampgCA2tra/fv3FxQUNDU1HT58GN64Li4uL1++bG1tDQ4Ofvjwoa2tLQCAxWLt37//xYsXHA7n4MGDsOk4kUisqamBGxCpqalwocjIyIsXLxoYGPj6+pqYmFRUVPTaNe6qa+BIpD8aySepoaHyfMWL1dqG0y0GH5d7tUcAAMAw6h+x5Mx0ofd4kfvb6QYKCw8TLC/fv6vm/EKd8Zcsd2gRO/iySyigx+czvK35Uxx4ih+dgXOk1F/FuAYiXETCFdTmV6FCxX8WBf3WGTt27JkzZ1JTUw0MDJqammD0IpPJJBKJL1680NbWJhAIMD1SQ0PD09Nz2bJlQqHwzZs33377LQCAwWBgGJaTkwOLQcGGYNDI2LhxI41Ga2pqgk5pT0/PzZs3//nnnwiCaGtrOzs7984FZvIFF9jNIXo6/eVRmbi+4kxV7lZds4VmTmHyaln5LzCM9kcMMT9HMGGq2EmePa56lAoRa3Hp7jJhzS/9v/mcOebdATgA1zJIfxYSx9m1jbNVAo80zsfEvzQBDAiWkABd8S0cFSpU/NdQUE8Dj8fT09Pz8/MbMGDAN998A8s72tnZ7d69e9++fatXrx4/fjx0P8DjM2fOJBAI//vf/2DFJxaLNWbMGDgyODi4uroaAMDhcIyMjNatW7dgwQJ/f38GgwEAwDAMRVEXF5f+/fvzeDy51Gz+IBIc3/CaZU0hB/Vjdn+22pJDVbnBeuZL+w/6X49YDFIpLfZ34stc/kRfJbIYkrm5Ews3NGO8Wzb7O7MYbmTRHxQSpzrylMJiABIcOcvFGyTCpWRcW2UxqFDxYWJjY01NTQcOHOjo6KimprZ37154fM+ePQcPHgQAODk5wfR7yIsXLyZNmjRp0iR7e3sjIyP4+vfff58wYcKjR4+6uGhubu6JEydkfzY3N48aNcrQ0NDLy0tTU/O7777r4jwyIQMCAhAEKSsrk70VFRWFIMiRI0e6Mo+/v//t27c7fGvatGldFEaGgnoa6urqWCxWaWkpk8ncvXt3QECAt7e3gYEBACA9PT0qKorP58s+fh8fHwBAdHQ0TJoAAOjr6yckJOjp6enp6V25cqW5uVk2MzQ12Gw2jDcuKipycHBYu3YthmHR0dEikQhWcedwOPv27YOneHl5jRnTwVPnkzlYw8oVCBMd7Zjq79saRBAE7rC+Z0xlftjrgl1m9ustXfbKUcJ/kEjA1QhQWgT8F9AcBr1/LJFIRBBEEer2n6mN/brk4FANh8sDv9cjddC5FMPBxafElDLC5x6Ylw0RgL6X+QNgAPu1BS+VkNfooJZKYzGgKAo7KvW1IF2FSCSiKKoI93AXUToN9ya5ublBQUGRkZGenp4AgOLiYg8PD1tb21GjRhUWFtJoNPh7ElJXV1deXj5s2LD4+HgAwM8//5yenn7x4kX4ro2NDazik5eXZ2JiUlZWRqfTbW1thUJhQUHBwIED4dNHIpHk5OSsX78eJv9Dfvzxx/79+z98+BBBEC6XO2zYsMGDB8+cORMAIBQK8/PzjY2NYSwdlNnc3LypqamlpaW9kIaGhtevX9+wYQMcdv36dSMjI9kS784DAGhtbS0pKbG3t2+vE4lE8vLly/79+7cvefxRKKjRYGpqevDgQdgRW19fPzIyEhaFBABYWVn5+vreuHEjISHBz8+vw9O9vLxiYmJCQ0O1tLTy8/PfU2PV1dX13LlzO3fu9PDwGD9+vKzvC4ZhMAwTACAUCt//5P4oXolEu1/VLtPXHan54c8MQZDOl8aLnwdXvQw3d9hk6bJHXuL9C7EIv/QrXl6Czl0M7B0/OBxBkPcK3BsIMNHqorCLrD++MPL92XodCengDsdwcCGZkFaOLhohHWWLSKUK6m/7BykuOdeMZwnJy7UJ9hRcIulrgboKLLXSt7fER6ES+L/Erl27Nm7cCC0GAIC1tXVsbKxYLH716lVhYSGJRJL1E2Cz2WPGjPn222+HDRvW4VSbN28ODg728vLavn17TU2Nrq5uWlrapEmTKioqKBTK8+fP8/Pz4cEffvihpqamvdHQ2Niora0NPyk1NbUjR45AqzQzM3PGjBm2trYFBQVffPEF9EBs3brVxsYmLi5u06ZN7YWcOXNmdHQ0NBrEYvHjx49lP2U7nOfOnTsLFiwYNGhQbW2tzINeXl4+efJkExOTqqqq+fPn79ix4xO0qqBGg4aGhswOcnR0hE6YiooKOp2up6c3cuRIDQ2N48ePd2Y0UKnUn3766cGDByKRaNSoUceOHXtrgCzYmMlkHj9+PCUlJSUl5dKlSydOnIDbFkwm8+jRo7LxcsyeWF31mgzAZqZme/9Hh7y3YRVelbe9vvyksW1wvwEbPjjVJ4CIxbToSLTmFX/mXKmRKejCEnQ6nUql9oQwXaRG9GZp+d48fvnPZl/P1/Fpa+lAdRIMXM7QyKtF/Qe3OhtIhEI5tATrWSQ4JVJCeCkV+pEQJxTF8T7U8MeijA2ryGSySsPvR251LIokSCP20WepI7hjl0LBMjIyYDwcAKCoqKi1tZVGozGZzIEDB44fP15NTW3s2LEAAIFAMH369CVLlsydO7cr07q4uJw4ceLevXvjxo3LyclxdHScPn36rVu3AgIChg8fHh8fv3//fhaLJRsPWy5nZ2f7+/uPGzfOy8sLHl+/fv2OHTuWLVvW1NRkb28/b9482PGgvLw8Pz8fQZDy8nIoZEREhJOT071792pqaoyMjBITEz09PalUamfzWFlZffnll+fOnZs6dWp+fv6gQX85ibds2bJ48eKtW7e2tbX1799/woQJXVL4v1FQoyE2Nraqqmr16tUsFis8PBzuKTx9+rSlpWXlypUsFisiIuKtbrA4jh85cmTTpk0AgNra2rCwMB6PBztru7u7AwAQBJE5D7Kzs+GL+/fvk8lkHx8fHx+fkJCQvLw8Dw+PnruuuJbW+BbuURNDZjfciTiOVWavf1N9ydRht/6AlXIUTwYiENCjLyP1LP6sudL+A3piCbnzjJu3rHwfESHEWO8bwrDtcIwUQyLS1IvqyQvdWx0NhQAoulMXEQNKhAQtw4TzSFJHRZdWhYqPAkkRoZnijz0LNyd00Whgs9my0jvHjh178eJFW1ubSCTKzMxsP2zFihUZGRnvNkPujIkTJwIArK2tjY2NYWFiGxsb2cPlXUaMGFFSUnL58uX79+9v2bLF29v7xIkTBgYGT58+hVshTCZz/Pjxz549g0aDv78/8k6ZXQRBZsyYcePGjVWrVl2/fn3mzJl3794FAGAY9u48NBqNx+PB+oQDBw50c3ODkyQmJs6cORO2XnJ0dExKSuriJbdHQY2GYcOG3bx58+DBgzk5OU1NTTAnAj7XuVxubm4um82G9gEEwzCpVFpcXAz/fP36dVlZmbe3t6amJnQfAQB0dHRqamrOnj3LYDAyMjJgciaTyQwLC0tPT0dRtLq6Gn5mPQQfw7fX1o9g0GdrfeJmEgAAx6WV2eveVF8xc9irN+ALOYonAxHwadcuIU2N/DmLpEYmPbGE3Lnw5o/gVycG063PWWzVI3YQxAAAEEuRX1M0yhtJ891aHA2VoNwQIgKUiyKkHBMuIEntVRaDiv8a+CK6dFEPzm9jY5OdnQ039cPDwwEADx8+fLfQn62trZ2d3c6dO48fP96VaWXe/i6W601KShoyZMjq1atXr17NZrMXLlwYFha2e/duAIDMW6ChoSFreS9ry/wWs2bNCgkJCQoKSkhIOHDgADQaoNf8rXlaW1thoQEI3A3BcZzD4aSkpECLxMXFxdHR8cGDB125hPYo6E6Yrq5ueHg4n89XV1dnMpmurq7w4I8//igSiTQ1NZlM5siR/3RVuHr1qiyZAgBQVFTk7e1taWlpamr69ddf5+XlAQDevHljYWFhYGCAIIifnx90SltYWNBotLy8vPT0dGtr684+Lbmwt66hTiINM9L/5DA2HBOXPV/R+CpqgPPPPWUxtPFokedRdmPb7AVKYTGIcMnXVT9vqD4yT8fnutWeziwGkQQ5+0yjoom4dGizUlgMQICTzwiRSky4RGUxqFDxKcybNy8sLAzD/tkBkRUabs+2bdt27dp16dKlgoKCnhBjxYoVMTEx8LW2tvb06dNhHKWmpmZJSQk8npeXB2P4wN9xKu/i4eFRWloaGxvr5OQki9XtcB4zM7PXr1/DGoZisfjZs2dwWjMzszVr1oSHh4eHh7u6ulpaWn7C5SiopwEAUFtb29LS8vXXX8uyGAAADQ0N7x4sKirKyspav3697CCsxLB27VoAQEJCgsyCI5PJkydPBgAkJyfr6uoCAFJTU83Nzbdv387n8/ft2ycQCKDJJhAInjx5As8yNzfX1+9uCabcNv6ZJs5GAz1Hja4GZsOg6HaxmaKilEAOK97a7ZiuWZf23j4abivpagTS1iZe9AVJ3/Bjz4bZE29tG/UoNaI3C4q/z2krO2Sxbqne5M6G8cXI6We0Gg4a6Mm30UcB+EvCtzSsQPBx9BwPsHDsCwbJ+p9/UljCUhEF7gTF1XAnqDT8XyIoKCg6Otrb2/urr77S0tKKioqqra2Fb6EoWlVVBfcUEAQxNjZeu3ZtcHDwjRs35C7Gpk2bNm/ezOfzraysKisr9+zZ88svvwAAAgMDg4KC9u7d++TJk8rKyncjDNoLCeX09fVds2bNzp072w97dx4ymezn57ds2bLNmzdHRUXJ4mRXrly5ZMmS/fv3Z2Vlff/9959mJCmo0SAQCI4ePRocHNy+pnrXD3p6ekZFRcXGxmpra8fExLynfYO1tfXZs2evXbs2dOjQ77//Xnacw+EEBwfD191vWIXhYENxuTmV+p21BfUj45yhK0wqactMnM9mPXAZfVW//6wPnvUJ4By2+OIZIBSQAtdQDD7aYpDRa+lq5fyaSVkb+VLhn0OOjNBy6mwYTwhO/AnqWsGmycBSr4O+Pr1TnKPr4K2Y8HgD3ohTNuihFh3IpkQJgRCle6SpNPzfgEQi3bt378SJE9euXaNSqRMmTJg/f/7JkycBAJ9//vn27dvv3r3r7u4Odxm2bNni7+9fUVFhbm4OADAxMWkfIj1o0CDo8Hd0dIR1BalU6tChQ+G7lpaW8FcoxMzMrH2l7YCAAHNz82vXrkVGRhoZGZ0/f3706NEAgO+///7QoUO7d+82MjJ69OgR/CJycnKC1QjbC2lnZwcTLOfPn5+TkwOLK9ja2sIKRh3Oc/LkyT179uzdu9fLy2v37t1Q5s2bN2toaBw4cEBbWzsxMVFbW9vJqdNvzs5A3pOO2IecPXuWx+N5e3vX1dVFRERs2LDB3t7+/PnzXTxIIBAqKyv/+OMPFEUdHR0vXLhw7Nix3NzcK1eu7Nq1CwDw5MmT1NTU9evXAwCys7Pv37///PlzExOT3bt3w4xnDMNk3Z4oFEo3Oz+daWRvqamLHmA6So3R9bNk2ROYtK04dWFr0zMrt7Na+hO7I0lnIM0c+pULAMP4ny/GtD+x5BSdTqdQKDK/To9SKnw9q3g7AsB1670DKJ2aOFwhejJJo1mAfjG8xVT77UzF9+an9A0IF6ecFiHNuHA5GTN5277sTQ3LBWXMniCRSLLeNIpPn2gYPoG6Q2tra/fFUDrb7r+BgnoatLS0WCxWTExMW1tba2trTEzMgAEDtLS0qqurDx06xOfz+Xy+7GB5eXl4eLhIJJIdFAqFNTU1AIDGxsacnBwLCws4rcwbIUvPzcnJodPp33zzjVgsDg4Ozs7OHjx4MAAARdH2tS+6c4vXSyR7697M0dL8jEH/KBMNx3EcxyWi5qLUufyWXGv33zR0R/eEkYc2NdKvXgAooe3zxZiWNvjUJaBsvWCGFgtezSrZRkKI16339CcbdLZiqwA9mazBEyErRzYbakjeHYX/TU8L3EUQDk4+LQJCIFhJxvSRzj4IxRH4gyiahj9Ir93D8kLpNKxC2VHQQEgYJhoSEmJjYyOVSkNCQhgMxqxZszgcjpeX18KFC6VS6fTp0xkMxpgxY8rLy+fNm7d06VIMw8aPH89gMOh0+oEDB968eWNpaRkXFwc9MDo6OsXFxWlpaXl5eTDnBABQW1t76NChtLS0zMxMFovVfQv6XUJq61EEfG+g++Gh7yARNxenzuG35Fl7XNLQHS1v0QAAAH3TQI88jxPJvHlLMa0ejAOVF7n88mnFW9QItNs2P/YnG3Q2jN2GHn2i2SZCAkc0G2ooQTUkhI1TTokQERB8QcI+PVhWhQoVKnoQBfU0QKqqqhITE2VbzoWFhUKhcMGCBfX19dAacHBwePz4saWlpY+PT319vYWFRUJCgpubW2VlJexuVVNTM2PGjJycnIkTJwoEAldX18TERC6XO3bsWFhvfNy4cVlZWYcPHyYSif7+/rBQqBz5k9t2s7k13NigH/GjA+DFwobcZ7OFvCqbYb+rabvJVzAIoa6WFhWB0xltcxbhakrg68tqK5lTuqMfUTPaarc+qdNtFHYb4XiSBgDIqs+adRjS3pTw00Df4JTTIoAA4UoyrqOyGFSoUKGgKKinAQAgFosPHTq0fPlyWb5pdXW1jY0NAEBPTy8oKAh2sGxuboapDXp6eosXL66qqoIjHR0dt2zZ8vXXX3/22WdwJI/HEwqFW7Zs2bVrl5WVlaamJgAgOzu7qKhow4YN/v7+kZGRUqk8HzACHN9cwxpCp83X0vzYcyXChpfJM4S8auuhUT1lMbBqaFERmLpG27ylSmExpPJezizZZkzqF2uz7z0WQ30r4ehjTYCDlSOVw2JA6jHKKRGOAmEgGVNZDCpUqFBgFNfTcPHixVGjRsGulRAOhwNrPAMA1NTUYLCSpaXlmTNnRCIRmUx++PAhrP/a4cgOaWlp0dXVtbe3d3Z2HjBggGxrkMViwXJaoBvZE0VtfDUS6deBtnqMDoL234OAV536aLpU3DJ08iN17Y+Obu0KWHmp+OpFpJ8e5YtVdPpHhGd+ELmVmP03j9gv5pbttGX0T3A9yCR1Wh2rhgNOPQM0Ctg0CWgzurTb0sUKLT0EVi0Wnm5AGATKBl01rS65o3pIwz0HbA6nRKh+O+H7AAAgAElEQVQ0rEJFZyio0ZCVlVVRUREQENC+CxmFQpH83apHLBbDbYthw4alpKQEBgYyGAxjY2NYZaHDkR3i7u4eFxe3dOlSZ2fniRMnymqOamhohISEwNc2Njaflj1hBECyvTWCYx91uoBXlftoKiZtGzT6NlXNrpuJGx2CVJYRLl8ABoaSeUtFGA7ktASZTCaRSD2RjHCXk7ag8PvBajbX7HaThShX2LHA1Wz06AOaGhVf7cUn4fgHLwtFURKJ9J6M3B6nWoKe4AF1VBpElxD54EMC95yGewgURYlEYvt0aAWHQqEQCAQlSvfoEw23zydU8f8NBTUa/vjjj8bGxlWrVolEIg6Hs23btq1btzKZzHv37l2+fBkAUFdXB1uRFhQU6Ovrjx49GkEQDoeDIIhAIGAymS9evIBTwQ5jb80v8z1QqdTQ0FAWi5WamhoaGnro0CHYWpROp8+a9U85BDk2rHo/Al5p0bNZAKC2w2MJFAuJRCLrrSUviGUl1BtXMSNj/qx5OI4D+c0Pv7/kLvDdlrSAslA3ht1vA74jiVGBuOP5K5pIZ58xmHRp4IgWCoJ1RQpYyUfuAncRQiVG+VWMMYFwOQkni0DXBO4JDfcc0ApXIoFhM3olErhPNNx9o0GVLam8KGhMw4IFC9ra2kxNTS0sLCQSiZeXF41Gc3Z2rqqqampqEovFFRUVsE9EXV1dYmIiiqIIghQUFHC5XARBnJ2di4qKWlpasrKyQkNDYQ8qGBcJNyBSU1PhQpGRkRcvXjQwMPD19TUxMamoqOi7iwZ8blHh0xkAEO1G3KQweqRNFLG0iHrjitSsP3/2AlzBihp1SAwnaUnZXk/1QZFWOxkotbNh5Y2kM081+jGkgSOa6eSP75vX6xDKMco5EdYPESwn4yrXsgoVKpQEBfU0VFZWmpqahoSEVFVV5eXlFRQUwFxKAoGQm5trbGxMJBJXrlwJABg9enRGRsbTp08ZDIZUKl22bBmFQqFQKHPnzt20aVNjYyMAAJaOhtbxxo0bYZFp6JT29PTcvHnzn3/+iSCItra2s7NzX11yW0tu0bPZRDLTZtjvZOqnF2R8D6SCPOrt65IBVoLps3GCgn707YlmP1pd+dNYjSFnB2wlI50KXFRPPp+ibqwlWTa8hUpUgoR1QhFGviiSmqDCpWSgKuWnQoUK5UFBnxyWlpZLly4FAOjr67u5ucEEisbGRh0dndmzZ1dVVX3++eey2J8NGzZUVVWx2ezffvsNNi0FAEyZMiUzM3PIkCEZGRlwJIfDMTIyCgwM5HK5LBYLdgXFMAxFURcXFw6HU1tb21cVhduas4pS5pAoujbDfidRutvnokOI+TnU+JtiazvBlJmgG425e42Ixjsbqo/4ao082n89qXOLoaCOfCFV3UxbsmxYC1kpLIYCjPybCDdDRUvIQAl8PSpUqFDxDwpqNBgYGAAA0tPTo6Ki+Hx+YGAgAKCuro7FYhUUFDCZzF27dgUEBHh7e8PxZmZmly9fnjNnjqw/WGJiooaGxsSJEzMyMtrPDJthstlsaEkUFRU5ODisXbsWw7Do6GiRSASruHM4HFn7Ky8vrzFjxvTcxTY3JBc9m0VTt3QefYtE+ae6FIIgcIdVDmukPwNxN4DTYNKsz0lymbAjYMMquexWnqqN2VB9ZI7umNO2W4lIpyZOajnhQirR3hALHIWRCB+9zypPDXcN/LkQi2hF7MjoFxok0kdnV8pRw70DiqKwo1JfC9JViEQiiqIqDatQ0RkKajRArKysfH19b9y4kZCQ4OfnZ2pqevDgQdg/VF9fPzIyUmY0vH79urKy0s3tr3oGdXV1N2/e3LdvX0NDw/uXcHV1PXfu3M6dOz08PMaPH9+upSQm6y0mFAp77rnCrnuU/XAmXcPWxfsWifJ27QEEQbq/NJ6ShN+6jgwZikyfDTppuioXEASRi8A/VV8OLj32hZHvL9brUaTj2TAcXH9OuJOHupljAZ5S4qcuKheBuwiWJsDOtyAOZOIKLUD8lA8C2sS9aeV0E5XAPY3SCaxC2VFQo6GiooJOp0ulUkNDw/nz558+fdrPz09DQ0NDQ6O5uZnD4Tg4OLTPaIiLi7OyspI1tr58+TKDwTh58iSPx2tubj558uTixYvbzy8LNmYymcePH09JSUlJSbl06dKJEydggQcmk3n06FHZ+B7KnmhpSCxJW0LXcrF0v9wmIABBc/t35dJOiZySRHl0X+ziJhg9DvxtBvUQdDqdSqXCUhmfzKG6a7tqzi/TnbJX/4vWlo5bfrSJkEsZGsX1qLc1f6I9j/epjUF6s2EVMU1Kvi6WOBFEn6OA94kfBIPBoFAo3dRwb6KMDavIZLJKw+9H6epYqJAjCmo0PH36NDExkUQiUanU+vp6mDMZGxv75MmTuro6PT09NpsNu4ICAM6ePXv79m1jY+Ply5dv3brV0dHR09PzyJEjLBYLwzChUPjmzRv4I1jmPMjOzoYv7t+/TyaTfXx8fHx8QkJC8vLyYKpFL9Bcd6ckY5matpu1+28oUZ7llWRAi0HkMULo5dMT88ud/bW/hbEi1+rP/tZoSWdj6lsJ51M1WgToYo8WB0PlKABAfCYhx0ikLgTRbJKiZiypUKFCxYdR0C8wIyOjxsZGS0vLQYMGCQQC2KrcycmpsLBw4MCBbm5uzc3NMOWypKTkwYMHRCIxPDx8/vz5Z86cAQC4ubnx+fyTJ0/+8MMPenp6ISEhFApFR0enpqbm7NmzV65cycjIgLY59DSEh4f//PPP1dXVcM5egF17syRjqUa/z2yGXukRiwHHKQ/uUh7dFw0dqRQWAw7wb1+f/qDFkM8i//JICwCwZhRHaSyGRxLyTYnEgyD0V1kMKlSoUG4U1NOgp6e3YsUKCoXC5XInT54M0yNfv37t5OTk5ubG4/FW/B97Zx4QVdU28OfeubOz77ssggsqiitqKolG7mmWlZi+lqWVaVq5VW4FvtlXrllvqbya4i5quCQgLhiICyjKIoggMMM6K7Pf+/1xal5SIECWuXZ+f905c+65z3nmztxnznmWt98+f/48AFRWVvbr1y84OJjH4/Xr1y8uLg4AFAqFlZWVUqmsra1F8ZYAUFVV5e/v7+bmplKppk2blpaWBgD+/v5CoTA7O1un0wUGBj6ZBqo9qCk98iDzfVvn0QH9dxJkOzjQMww/+Rzvepp++Chd2Ii2H7+tYYBZUfLjT1WnlrvP/Mjt1Ub6wIV84Zl74m4u+tf7KwVcFgRKAACVYuSdMRrDKP1ECnBZCQwGw3Is1Gjo0aNHjx49CgsLU1NTb968uXTpUgCora318PBAgQwlJSWHDh0CgLCwsLCwMHRWcnJynz59AEAikcjl8i+++MLa2vrRo0c9evRAla54PB6yIVJTU9HqRXp6uq+v76pVqzQaTUxMjNkrQqvVXr58GQ3r6+uLamK1CZIHux/cWuTkNTVwwI8E2ZT+kVO02TezudA0lRBPZl43jR0Pg4Z2ZBYA5NvfUoFNDL3wwbd7q85t8J0/3+2lBvvojMQvaYLbpdTo7voJvXUE0TaWVis13Pzxz+iIc0bmeT4xQdAm10ApLNtP4DanvTXc5mANYzBNY6FGA4JhGJVKZTKZKisru3TpotVqzbUheDxe/cyparU6NjY2Nzd37dq1ACAWi2fNmjVhwgSCIA4ePPif//zn66+/bvASgYGBO3fuPHz48ODBg9esWWNul8lky5YtQ8etLlj1JMU53xfc+NDD//Xew3c3bTGYaVnqiLo6w8E9dH4u9dIr/MHDWinl09GicDUTQ/8re/3einNbun/0nvfLDfaRyGFLEtSoYcFo6O/Lg7ZObtAuyTkY0B+UGc9ruZNsuBMbLa/VOlgUEIhg3SMNaxiDaQwLNRoMBgNJkgEBAQEBAVeuXDlw4MCAAQNsbGxQkWsAUKvVqLY1AOTn52/YsGHw4MExMTGoYqGnp6fZTXLYsGEHDx58bHya/iPTsK+v7/LlyxMTE+Pj4728vNavX48inl1cXJKSklAfPp+PMks+JZKCrSV3Vzt3edOj59c1tX/vnt1S336ypkpwNI5QKXUvvWrs2g3aQuYWIRKJ+Hx+bW1tM/vracM7RRsT5Fe3dFk0QxTeoJJzpLx9GVYiHv3+c0o3a1Pbzqm9oicY4J40UFeNhvGUZqihDT+Ilmq402Fj9ASXy22iLq6l0SkadnR0/PtOmGcUCzUa9uzZYzKZGIaRSqU2Njao0qOvr++JEycOHDiQn59PkqSPjw8AyOXyNWvWdOnSRSqVXrhwITIykiCIK1eunD59GpWZUKlUZjPcXAsuLy8PHdy+fVskEi1evNhgMCxbtiwrK6tfv34AQJKkjc3//iAqla2N6vuT8vubS3PWufjO9ekVDUCYa3A3AfMnzRmfKsgT/HqMEVnVzXyLdnSC5p3VtiBRmymwnjG+9WDDb4prW3wWTXcIf/IssxNDkLP+tf5KEa+ZA7dM4OZruLnQwDtqoG6YDBO4hqGc9vgg2l4R7Ua7aLg9adE9bAmwTsMYtmOhztz9+/f/9ddfa2pqunXrlpqairI3BgUFVVVVZWVlDRo06ObNmyhW+OzZs2q1GvlAHDx4cO/evQDg5OR0+/btLl26DBo0yGg0jhkzBgAcHR3z8/OvXbuWnZ2dkpKCLlReXr558+Zr167dvHlTIpG0kwVdmhtTmrPOvetCn14x0ObucAzDS7siPHbA5OlTFzWXdmRBCLWG1r1RuDZRef0n30+nO4Q/2UFvJPakW5+5Kx7VVTNniELEY8lvIg38Iwbqhkk/lWsYipP0YTCYZw0LXWlQq9W+vr5CoTA/P3/cuHEoUKKwsNDOzs7Hx+fmzZvz5s1DRkNpaamVldW9e/cAgMvlJicnR0VFBQQECAQCjUZz9+7dqVOnjh49GgC0Wm1oaGhSUpJKpRo9enRBQQEAjBkzJjMzc8uWLRRFTZ8+Ha1etClMSfZn0gc/uHdd6Nn9s7YeHAi9XpBwnLqfqx80VPfc8+2a8LGtqKO1MwvXp6myd/otf8G2gawY1WpObLpNlYp8JVTZ31vX8RK2EiPDP2Dk3DXppnFN/bHFgMFgnkEs1Gjw9fV99913u3fvDgDZ2dmZmZkAUFBQ0L17dx8fH6PRSBBE3759AeD9999nGIbH4xkMho0bN/bq1QsAKioqrKyshEKhUqlUqVSoKpVardbpdKtWrQKA1NRUlOQxKysrLy9vyZIlZWVlsbGxEydObNMs7kzxnRUVRT9791zj6r+g7Yb9A7K2Rnj8ACGXaya9bAzq0ebjtwcKk3pGwepsTdG+gC9GWvd9skNuBW//dWseh1nwnNzLztjxErYOwgS8fUZOHq1/jWfqZaELeBgMBvOUWKjR4OHh4eHhAQASiWTr1q3Tpk0DALlcfvnyZVtb2wEDBhw6dEgqlb7xxhtcLhcAzp8/v23bNi8vLxScKZFINBpN9+7dhw4dunv37pqamjlz5jR4IYVC4ezs3KNHj5CQED8/P/PWoEQimTBhAjpudfSEXlupqk7uOWSLT/f3WnE6Arl2Pgmdc9cQF0uIrLgfLBG4tksp7dbRRIrZWoPytZuf3tM+/DX0m1H2oY+9ywCczoKjGdDVFRY8T9gI7dpZ0j9oTMMtQM/otlWb8mn+Ow6ifk892t/BuiS+5oK0bAFrGINpDAs1GgCAYZj4+PgjR47MmTMH5Wbg8XhOTk7o8c/lcjdt2vTGG2+gzhEREQMHDty1a9e2bdsWLVoUGhq6b98+9NaMGTO2bNnSmNEwcODAhISE2bNnh4SEREZGmkM6bWxsVqxYgY6DgoKQJ2bLEYaMTuVQotadTpIkl8tFia3+AsNwrl4ik84yAYHGl17VC4TQSvHaGB6Px+VyGwtGqDTIJt39tEQnPdnz3wO4j6vUYIIDGYL0ImpogGF6qI40dcScGtVwSyD0QPykgocmeq5IE9i+cjetYQuEJEmKoswOyJYPn8/ncDgsCvfoFA1bWbW4oizmmcFyjYZvv/02Pz8/MjISLTkAgJ2dHY/H279/PwCoVCr01Ll69apQKKypqVEqlaGhocgRUqFQEARx+/bt2traLl26aDSaxwY3h1QJBILo6GiJRJKenh4dHb1582YXFxcAEIlEU6dONfd/ioJVpMGo/fteDYHyzNRPRwEAhEHPT4gn83P0g4bqhocDEKBt5fhtDvr90jYkT4Wxdtr9zyoNtfGB0cGU72N9ZBryv+k2EgXn1VBVf2+tQQ+GDhG4QQ23DA0j2G0ACa2L4tG+JtCa2k66BuBwOI1p2DJBVjiLBEal0lkkcKdoGBsN/2QsdPP11q1bqamprq6uNE1HR0f/+uuvANC3b9/i4uLa2lqDwVBUVIQyMVRUVHz99dcXLlyoqqrasmULupsvXrw4f/7806dPV1dXr1u3LiAgAAAoiiorK0MbEOnp6ehCcXFxe/bscXNzmzRpkpeXV1FRUWdNuTmQshrRLzupgnzNi5N1I0YDS+rhPtJXTsj7tNogPxb4VbDQ77F3H1RzN6fYKXXk/OHy/t6s+bEGANAwgp0GsoLRz+XTXdnxWWAwGMzTYKErDefPnzeZTAaDIScnx8bGZvfu3ePHj7e2tuZwONeuXfPx8amoqEAujYGBgXV1dY8ePVKr1RwOBxWP6N27965du8rLywGAoii0eIDsiaVLl6KVCbQoPXz48E8++SQ5OZkgCHt7+5CQkM6cdpNQRQWCk0eBx9O8McdkSU4MTVOir3gpf6URTKeCNvjzPR57N61IcPy2lbedYdYgpRWf7hQJWwehYvg/6UkFaP/Fpb1ZELSCwWAwT4+FGg0DBw50cnIaMGAAAEil0j179gBAdXW1k5PTK6+8UlRU9Nprr3Xp0gUArK2tBQLB+vXrtVrtxYsX0XbvgwcPBg0aNGfOnLq6OrVavXPnTgCQyWQeHh7z5s1TqVQSieTKlSsAgAIr+vbtK5PJysvL2yWjcFvAu57Gv/CbycNLM3k6I2qXOtrtwX1t6dT7KymCczzwK1+eW/23jDRx5Jb4eolgsK92Sm8Vh1V/1AklI/jZACpG+zafdscWAwaD+adgoUbDyJEjR44cCQBGozE+Pn7UqFEAIJVKJRJJTk6Og4PDV199NWfOnPDwcC8vrxEjRnzzzTfe3t65ubmff/45AMhkMjs7O7TAUF5eXj/trre3NwDU1tYif+O8vLzg4OCFCxfSNH306FG9Xo/SR8pkspiYGLMwyBOzgyEIgsPhkLQJ4o9A5nUYMJgz/iWrtowIbWNQwSpz3v6cuocvFay0pkSn+3zjxXep31OmIX5M4T6qJaLCjEMDCIDOSfX/h4ZbuMvDFBvonUrQA7nIXuzeod+gxzRs+ZAkiSoqdbYgzYWiKJIksYYxmMawUKMBkZeXt2XLlsDAwFmzZgGAt7f3d9995+fnBwCurq5xcXHh4eFKpbKoqMjb29vNze3+/fuFhYXu7u7m0hKIx17WJzQ0dNeuXatXrx40aNDYsWPNCadpmlYoFOhYp9O19LnSZshlsHcnSCXE1BlE6MDOkaHZEARBEATS1S1V/rjMJY5cm3N9N7nz/pJn834F8WMKBcAsGWv0d2Y617HGLHCzMDD0KTWdqCZcKeoDe3Du6F9qgiAAoNPuxpaDBW5vWCcwhu1YrtFw9uzZX375ZcqUKePGjUNfCRsbG3M9iF69em3btg0AkpOT7ezs5syZI5PJevXq9d133w0bNszOzg4lfAQAuVyOHB3qY3Y2dnBw2LFjR1paWlpa2r59+3744QexWIzat2/fbu7/FNETrYdbViI4foghCc2MWSZ3T5D/fY2rzkUkEgkEArlcfqsu/5WCLzy5TocD1os0lFzzP8nTigTxt6087QyzBiqteXTnzqlFBas4RTTvqIGoAeNzlGEMxXBU0OHCi8ViPp8vt/g7wQwbC1bxeDys4aZhXR4LTBtioUbDo0ePfvrpJ5FI9Pvvvx85cmT58uW9evU6efJkcXHxe++9Fxsb6+HhgTYaDAZDaWnphx9+6OLiolAoULxycHDw3r17TSbT3r17+Xx+z549AYAgCPPiQVZWFjpITEzk8XgRERERERErVqzIzs4eNKiBxMYdDzfzhiDxNHh6qydMZcRsCnD6XZX9euFaf77HwYA1DtT/in6ZaOJYljj9oaC/t25aXxVFsqScBABoGe5vRu5VE+1O6BbwaA/sxIDBYP6hWKjRcOrUKaPRGB4ezufzxWLxN998s2vXriFDhhw7duzTTz/NyclxcnJ67733ACAsLGzv3r0DBw708fE5efIkCn9wdXXt3r37xx9/XFBQ4OTktH79egBwdHQsKyvbuXOnWCy+fv16t27dAMDBwWHjxo0ZGRkkSZaUlAQGBnbuxAGAMJn4537l3rll7NufnDiNYU/IOABcqL0xo2B1sNAvLmC1Ned/WeoUWnLPNZsSGfViT3V44ONpMywZzj2aF28ANaN/gTI+R1lqkDIGg8F0BBb6E2hlZRUQEIA8DNzd3dECsrOzc79+/TQaDcMwK1asCA0NBYCioqI+ffoMHjzY2tp61qxZ5rUEa2trmqYZhvn888/d3d0BoKqqyt/f383NjSCIadOmoTH9/f2FQmF2dnZGRkZgYOCTGxkdDKFUCvfvpu7d1r4wUR85CVjl33SuNn38rSV9RAEHAtbUtxge1lCbUuwqVeTbYXIWWQyEiuEfMvD/q6cdCN0ivnEkthgwGMw/HQtdaZg5c+bMmTPR8S+//DJw4B8+gKgGxMsvv4zsAACora11d3ePiIgAgJKSkhMnTqD2+fPno57Ozs7mYXk83rhx4wAgNTUVtaenp/v6+q5atUqj0cTExGi1WoFAAABarfby5cvoLF9fX1dX13afMwBR8pB7ZD8QhGHW26SnN0WSHA7H7Jtp4Ryrvvh2wYbn7fvHBqwUkv+TOeMh90CGwNna9PZwrb2IBLCg6ZCNa5i4ZSCPaIAGeroQhvC4lrEjgVJYsuWWgCY1bJlgDWMwTWOhRgNCrVbHxsbm5uauXbu2sT5ardZcMILH47U0nWpgYODOnTsPHz48ePDgNWvWmNtlMtmyZcvQcasLVrUIU1qqMf4Q6eVDRc3lW//PFcBiU0eYqTbIl+Rtji1LmOw84kCf9XySi9ppGo5eh4QsGBIAs5/j8DgWml7iMQ0zVUb9f2tN93ScPgJelD1hZ3GLPSwKCESw7pGGNYzBNIblGg35+fkbNmwYPHhwTExME3UIbWxsHj16hI7VarWtrW1zBjcHYfr6+i5fvjwxMTE+Pt7Ly2v9+vUo4tnFxSUpKQn14fP51dXVTzWZJiFMJv75BCrzhjG4j+6FiYzeANXV0ELf/s7irDx9afE2mUn1uefsj31ncoGDdKXWEXuuWT+o4Y4LrgsP1ChlnS1oQzyuYRqoq0bqrAH4hGEmz9SLAJMM2vGTbzEikYjP59fPO2LhsDF6gsvlmmvTWD6domFHR8e/74R5RrFQo0Eul69duzYoKEgikZw6dWry5Mno76BMJjtw4IDRaLx27RrK/uTr63vy5EkAKC8vv3//PkoTCQAlJSXHjh0zGo3p6ekoNxQAmGvB5eXloYPbt2+LRKLFixcbDIZly5ZlZWX169cPAEiSNId3AoBSqWynmRIqpTD+ECkp040YrR88DADgz/LczJ+006WfEqmhZtmjH07JUkfb9N/o/Z4Xz5kEAgAYhimTU7HpNnojMXeIPNDZYKkz+IuGSSnDO2IgH9GmfhzdeApEBFiq3BZ7SzyJhd/DT4JEZZfA7NIwhu1YqNGQlJSkVqsdHR09PDwSExMLCgrQZsGaNWsGDBhAkuTu3budnJyCg4ODgoIoijp+/Pjx48cFAgEKqZDJZMuXL589e3ZKSkpcXJyVldWAAQMcHR3z8/OvXbsmEolSUlJQnEV5efmpU6eioqIYhpFIJB1sQXOk5cLjB8Ggr5s+0+Tj25GXfhoYYA7WJH9W+hMDzDfe781yiqz/7q1H/EO3rJzEpneHKe1F7Vv1sU0gjEBdMHJTTLQNaOfy6ADs7ojBYDANY6FGQ2lpqUAgKC0tLS0tpSjq2rVrAJCbm6vT6d544428vLz+/fsnJCQEBwcDQN++fePi4urq6pYuXdq7d28AuHTpUkBAQERExKVLl/r373/27NkBAwZotdrQ0NCkpCSVSjV69GiU/WnMmDGZmZlbtmyhKGr69Ok+Pj4dNkfqbpbg7CnawUkz403G1q7DrvuUFOklHxVvvaTMnGQ37N/eCxzrZWKgGTiSQZy+bR3iqXuln4rLYcO/n0KjYJ+OqGIMQzjGF7iMpTuQYDAYTGdioUbD1KlTIyIiunfvDgDZ2dk///wzAJSUlAQFBQHAmjVrCgoKEhMTUedRo0aFhYUtW7YMFbgCALlcjuId1qxZk5WVhSprq9VqnU6HamOmpqaiJI9ZWVl5eXlLliwpKyuLjY2dOHFiR2Rxp2n+5WRe2hVDj966yAkMxW33K7YFRsa0s+rXL8v22HBEsX4rx9kNqf+uWk/8/Ds/v4J4sad6VKDGMqINmkTLUIl65oqacSN083m0F15gwGAwmL/BQo0GDw8PDw8PAJBIJFu3bp02bRoAyGQylOMZAKysrMzOSsiPoX729YCAgJ9//lmv1/N4vJSUlCaSwioUCmdn5x49eoSEhPj5+Zm3BiUSyYQJE9Bx20ZPMGq18Zed9IMC6sVJ/FERf5vrsQkn0I4kU5n/1t3o64qct70mbwz8wJoS/eXdYvhvKuiNsGgs9PISA1hooIQZ022tfm8to6S5E2y4462BwwIjxwzrkvii4nAsAmsYg2kMCzUaAIBhmPj4+CNHjsyZMwcVmeTz+UajEb1rMBiaiEUcMmRIWlravHnzxGKxp6cnSr3QIAMHDkxISJg9e3ZISEhkZKQ5etPGxmbFihXoOCgoSKVStcmkCEeJf1UAACAASURBVEkZdegX0OmMr802+HeFJoclSZLL5ep0uja5dKvR0LpvSw9sLN3vw3f9Nfjr52xCQEur4A/JlVri6C3+9YdUoIvpzWG0uz2lUll0uAeoGPKEBq7pGX+KmG8LnnyVxrIFrgePx+NyuRYeUFMfkiQpijI7IFs+fD6fw+GwKNyjUzRsZcWmxPaYtsVyjYZNmzaVlZV9++23ZqvfwcHh/Pnz+/fvBwCpVMrlNrqqTxDEokWL0tPTHzx4YGVl9WTApHmVQiAQREdHSySS9PT06OjozZs3o4LaIpFo6tSp5v5tUrCKe+8O/8xJk72D9pUo2tYO/i6lBMoz09LME23L76rsxSVbHuqk812mfOr+Bo+g6suTVcY/likyMcSk3uphfhqxQMQwnM4VuGmo2zT3uB5owjCRawjjcCgDYbRogR+Dw+FQFMUigZEVziKBUal0FgncKRrGRsM/GQvdx83KysrJyfnyyy83btxotvpDQkKKi4tramoMBkNRUdFjdSIYhlm8eDE6Li0tnTdv3pEjR0wmU2xsrL+/PwBQFFVWVoY2INLT01HPuLi4PXv2uLm5TZo0ycvLq6ioqF3mQ9P8i4mCU0eNXYM0b/yLZoPbo8KkXlKybVL+ciHBPxO08TOPN3nE/0xMhZaMTbfZe83ax8H4UXjtcH8NYdkL/KSM4e/U8/bpaR9Ss4hnGMoByxYYg8FgLBALXWnIyspSKBRz586VyWRr1661trZeuXKlWCzmcDh37tzx9PSkKOqdd94x91cqlUaj0eyRIBAIamtrSZK8ceOGn5+fl5cX/GkdL126VCgU1tTUoGX/4cOHf/LJJ8nJyQRB2NvbozjMNkZTJzp1lFNcpBsxWj9oKFj40xUAAM7K0z959H2tUbnKY9Z7LlM5xP+MSwYgvUhwKlvM5TCvhir7e3fy7snfwwB1zcT91QB8Qv86z9jbQg1lDAaDsXws1GgIDw83mUxqtfrcuXMvv/wyet5XV1c7Ojq+/PLLxcXFr776an3fn+3bt0dERNy5cwe9zMrKGjJkyLBhwyorK0NDQz09PQFAJpN5eHjMmzdPpVJJJJIrV64AAE3TJEn27dtXJpOVl5e3ec5mTmWF4FgcodVoprxiDAhq28Hbgwpj7fKSH07Irgy16nWs65f+fI/671apOYdvWhVWc/t46F4KUYl5lh5USUho/jEjWUKb+nF04ygQs8Biw2AwGIvFQo0GT0/PN998EwCSkpJ69uyJ7AOpVCqRSHJychwcHNatWzdnzpzw8HDURygUTp482Ww0yGSy3NzcysrKrl27rlixYt68ecOGDUNveXt7A0BtbS0aMy8vLzg4eOHChTRNHz16VK/XoyzuMpksJiYGnTJy5EjkidliNBo4EAs2tjDnHaFDi/2xCYJAO6ytuXTLYYDZV/Hbx/e30kBvC1zyL/cJRL0VfBMN5+9xTmVRtkJm4WhDD3cAeHxfk6IogiAsJW+/iaGTNMyvOrAjyfftON24T9qDHazhp8eyNNwMSJJEFZU6W5DmQlEUSZJYwxhMY1io0dAg3t7e3333nZ+fHwC4urrGxcWFh4dLpdL4+PiYmJjKykpzT4Zh1Gr1999/z+FwunbtunfvXrPR8BihoaG7du1avXr1oEGDxo4da677QtO0ucq2Tqdr5XNFLGZemUl08QNeK8vJEATRMY+0B9qyBbkbE2szxjsN3R70sTvvL5kxCyuJPVc55XJieCA9vb+Jz4UGvWEIgugwgZuGKTSYflEwUiM5UsSZZAX8RhcYLETgZkIQBPw1utjCwQK3N6wTGMN22GQ02NjY2NjYKJVKqVQaGBiIIhr279/v7OwcFxdXVVWlUqn279//0ksv2dra9uzZs66uTiqVBgQESKXSx4YyOxs7ODjs2LEjLS0tLS1t3759P/zwA0oF4eDgsH37dnP/1kdPuLiDRgua1vg2d0zBKnPKJmuOaJff8gl2Q0EDcs0fmS0MJuJ8rijlvtDFyvj+cypve6O2DhqbjEgkEggETWTF6AAIA3ATjdQlI+1C6OfzaC8atIrGJGZFSbD6iMViPp/fuRpuEWwsWMXj8bCGm4Z1eSwwbYilGw0mk0mr1aKthJMnT/72229KpdLZ2bmoqMjZ2RkAhg8ffv78+XPnzgkEgrq6Oh6PRxBE9+7dv//++4ULF6KeqKIEQRDmxYOsrCx0kJiYyOPxIiIiIiIiVqxYkZ2dPWjQoE6aaydwV1u06OHmW3X3pzuEr/d8y576y6psbgXvaKaVQkuO7KoZ011NWfyfGU4ezTtuACVjCKcMozhAYQ8GDAaDaUss12iQy+Xp6ekmk8kcE+Hm5lZSUjJs2DAfH5/S0lLU3r17902bNm3dulWtVn/88ccEQfD5fI1GAwDe3t59+vQxF852dHQsKyvbuXOnWCy+fv16t27dAMDBwWHjxo0ZGRkkSZaUlDwWxvkMo2MMmySHNlUc9qAcj3Rd95z1X8JG6vTE6Xvi9CKBj4Nh7hC5i7XF153SMLwzRirdZOpC6OfwGWdsLmAwGEzbY7l/Hvfv348CHMxZGo1G45gxY0JDQ4VC4dKlS9GKXGZmZteuXR0dHW1tbUeNGpWWlgYAlZWVY8eOjYyM5HK5ixcvRpsRVVVV/v7+bm5uBEFMmzYNLUr7+/sLhcLs7OyMjIzAwEB7e/tOm3AHkqa+G56z8FvpwXedJ1/uuf0xiyGrjL8xyf5mCT+yp3rBcBZYDNRtWviNjsqiDRO5unewxYDBYDDtheWuNLz77rsA8PLLL5szP4aFhYWFhaHjX375pU+fPgBQW1uLcjja2tpOmDBh3bp1jfUEAB6PN27cOABITU1Fuxvp6em+vr6rVq3SaDQxMTFarRblnK6rqztz5gw6KygoyNfXt2NmXR+UILaJHNitQGmqW1ey+wdJfLDIL6nX5n5Wf4kCVWiIg9f5WaVUsIdpeqjGQcwAtODqyLe/bQVuGqKaJo5q4K6BCebS04UcW7JFTuTtoeF2BSUJZZHArNNwx9/DTwnrNIxhO5ZrNDSGWq2OjY3Nzc1du3YtAGi1WvNSBI/Hq59O9bGeDRIYGLhz587Dhw8PHjx4zZo15naFQvHVV1+h47YtWNVSmsiW3VJ+rboy/97XVXrZV13fXdrljcdSNl3MgYPpQJLw5jAY2Z3T6qJTHZNili43GE8rjWl1hBWH944jZ0Dry3q1oYY7BtYl8W3z9CftDdYwBtMYLDMa8vPzN2zYMHjw4JiYGFT+0cbGxuy1oFarbW1tG+tZH5qm0YGvr+/y5csTExPj4+O9vLzWr1+PIp5dXFySkpJQHz6f/2T1ig6gDX37K42yLx7tPFiTNMQq+JD/2q4CT1lNrfndajXn0E1xQRU3xFP/Uh+VmM+0broikYjP59fW1v5916eAkNDci0bOLRMjBNPzXMNwTp2gDqpb4z3OuuiJjtFwG8LG6Akul2uuTWP5dIqGkWs55p8Jm4wGuVy+du1aPz+/mpqaW7duoQ0IX1/fo0ePbt68WaPR2NraojLZ5p5SqfTixYtjx45F0czmWnB5eXno4Pbt2yKRaPHixQaDYdmyZVlZWf369QMAkiRtbGzMl1YqlR08WQBg/uQpxzkhu/Jx8XYTmL7xfi/K6QUCCPOYNA0pBcLfckTWfPqtMEWQix4AWn1BNOzTC9wYZBlDXTBQd2jGljCM5xoHchjuHxdu3YBtpeEOhkUCs07D7X0Ptzms0zCG7bDJaPjtt99UKlVAQIC9vf1//vMfqVQ6ZcoUFxcXqVTatWvXfv367dix4/XXXweA5ORktVrt6Ojo4eFx4MCBioqKqKgoR0fH/Pz8a9euiUSilJQUVGaivLz81KlTUVFRDMNIJJJnzIIu0VcsKdmWrLgx1nbg114LPHh/ia4uk1OHb1mVyqhBvtoJwWo+Zbm/O5yHNHXByMmhaTvCMIFrHMRh2HTnYjAYzDOCpf/0BgcHm5OdFRQUiEQitEjA5/OPHTs2ZcqUS5cu9ezZ09ra+ubNm2PGjMnNzQWAmpoagiAqKioqKiq4XG5iYmJUVJRWqw0NDU1KSlKpVKNHjy4oKACAMWPGZGZmbtmyhaKo6dOn+/j4dOJk2xCaofdWn/u89GcxKdzpt2yi3V8SYhpo4nyOKOW+0MXatOA5WRcHY2fJ+bdwHtLc34xkAc24krrpXFNfjgVH/GAwGMwzjqUbDfWdEz09Pa2trRcsWAAAWVlZ27ZtAwC5XO7p6YkqXpobJ0+enJCQsGTJEnt7+++++87BwQEA1Gq1TqdbtWoVAKSmpqIkj1lZWXl5eUuWLCkrK4uNjZ04cSLyaaBpWqVSoevy+XyiM0pTEn/S0hPvaR4uKt58Q5033SF8vddbDpRN/XcfVHMP3RTX1HFGdtW80EPDIRlooyrRSNS20RUDnByaSjSQj2jGndS/wkPmQtt+DK3WcOfCIoFZp+G2vIc7BNZpGMN2LN1oqE9AQMDPP/+s1+t5PF5KSgpK9dpgo6Oj4+uvvz5v3jw7Ozsul7tp06bGxlQoFM7Ozj169AgJCfHz8zNvDVZUVEyYMAEdd270RIuCqfLqimMe7NlbfqaL0C1pwNZR9qH1363Tw6FrcDEH/F1g4VjwtBcCtD7ooDGedouHAVOW1nBCThcbyAAe930bTh9BGxsLf4V14Wqs20R70hPZwsEaxmAag01Gw5AhQ9LS0ubNmycWiz09PdFvfYONJSUlCQkJ8+fPd3NzO3To0IEDB6Kiohocc+DAgQkJCbNnzw4JCYmMjDRHb9rY2KxYsQIdBwUFmVcdOhKSJLlcrk6na07n7LoH35TuP1qdYk9Zr/R+c4H7S0KSX1/sO2XUwQx+nYGYGKJ/vpueJKDN58Tj8bhcbuuDEUwM3DCQ57VQQTN+HHjLyhhMGcEI6vZSfos0bAk8rYY7HJRFwOyAbPnw+XwOh8OicI9O0TDrQlIxbQibjAaCIBYsWHD+/HmdTufk5ITCIAmCePvtt1Gjo6Mjajx27Ji1tTXyaXBzc4uPj58+fXr9ocwhVQKBIDo6WiKRpKenR0dHb968GaWKEolEU6dONfdvfcGqpwBl8qmfeaJBsjUPtlccP1x7wYFj/ZHrq/NdplhzRKBntH+WaVLqyONZ4ttl/G4u+qkhKnsRrW+fpyT6/fpbgZ+EMAHnuombbCRkDN2V1E/l0V1IACNo29fZopkathw4HE7rNNxZICucRQKjUuksErhTNIyNhn8ybDIaHj58+Mknn4SFhbm4uGzevDkyMhIAHjx48PHHH48cOdLKyurAgQOjR48GAGtr65qaGr1eTxBEaWmp0WgkCIKiqLKyMoZhCIJIT09HEZVxcXEGgyEqKmrSpEkXL14sKipCRgMrSFff2yQ99Js8w4vnvM5z7iynSAHxlxwvDMCNEv7JO1YAMC1ENdjX4n4KCT1QGSYqxUgoGVM30vAGl/bCjo4YDAZjobDJaCgoKKAoKjc399GjR05OTmiRtqysTCwW3717VywWOzk5oaXmqKio0tLSpKQkV1fXoqKil156ic/nI+t46dKlQqGwpqYG9Rw+fPgnn3ySnJxMEIS9vT2Kw7R80tR3N0sPn5Nf68Jz2+i94DXHCC7x+EdZU8c5cssqv5Lbx0M3pY/aik93iqiNogPqdyPvkgnqGGMv0jCay7hicwGDwWAsGjYZDY8ePRoxYsSLL74oEAgqKyu3b98OAAEBAV988QXKvp6QkIDiMymKWrVqlVQqLSgoOHr06KxZswBAJpN5eHjMmzdPpVJJJBJUDYumaZIk+/btK5PJysvLLT8ba4ryVkz5LxnqnB7CLlu7LH7ZflT9bNAImobUIuGZuyI+l5k1SNHL3bJ2lIk6oFKN3FQTGMDUhzSEU7QT9v3GYDAYFsAmo8HV1fXs2bMoujI5ORkFSri5uQFARkbGoUOHNBqNuWAE6r979+4ZM2bUj0fy9vYGgNraWpFIBAB5eXnBwcELFy6kafro0aN6vZ7P5wNATU0NCs4EgLFjx44fP77j5lkPtIcNADRDn675fV3RrhvK3BCrrvuD1051Hkk0FFRwp5Q4fpPzqJYY2Y1+qZ9JwG2XEInGpCVJ0pzJ+0kYhYlJ0pgu1AEN5BAB50Urrj3ZuaELZg2zAuSE0YSGLQ0UDcii6h5YwxhM07Dm5xIARo4ceeLEiejoaDs7u7t379bPnNq1a9dJkyYdP3787Nmz06ZNQ42lpaUPHz4cMGBAE2OGhobu2rVr9erVgwYNGjt2LLIYLAqaoY9VXVz94KfcuuKhtr2P9Y4Z5xj2pLnAMHCrhEzIIotrCB8HZukLxq4ulpThsYY2JarpyxoggRwm5IwVgy3ejMBgMBiWwSajQSAQLFy48ObNmwRBvPDCC6dOnQKAoqIikUgkFApdXV1nzJixc+fOadOmVVVVSSSSM2fO+Pr63rlzBwB69OhRfyizs7GDg8OOHTvS0tLS0tL27dv3ww8/iMVi1I62PxCdEj1hIuiTqqvRD/9bqCsbJO5xpOv6EdYhAKCQK+p3Yxi4J+X9liMqlXO6OBhmD9b0cNMTAHJ5RwssEokEAoH8rxcmaxgqxUhdp4ELxqEc/QgOiGgAJXS4eE/CuoJVYrGYz+fLO/6jbS1sLFjF4/GwhpvGycnp7zthnlHYZDSUl5d/9dVXDg4OFEVVV1ejMIerV6/+/vvvKEdTUVERyspy+/bthISEwsJCV1fXXbt2FRYW7t27lyAIheKPx21WVhY6SExM5PF4ERERERERK1asyM7OHjRoUGdN0Ewdrd1bfW5bxbFyffUY2wHbu3zUX9ztyW4mGm6V8pPyRJUqjq+DYfZgRU83C3JfIKWMuRylYRRlGMYBIfZdwGAwGBbDJqPBzc1NJpP179/f1tb2999/X7p0KQB07dr1wIEDYWFhrq6uxcXFJpMJAMLDw7t37/7BBx989913SUlJ5eXlYrHY0dGxrKxs586dYrH4+vXr3bp1AwAHB4eNGzdmZGSQJFlSUhIYGNi5c1TT2l+qz22WHqk0ysbYDjjUc30Q4flkNyMNmaX887miajUn0NnwSj+lRdWPIMsZKtlA3aEZMaEfS5mGUgzecsVgMBj2wyajQalUOjk5ubu7m0ym9evXo0UFo9EYERHRs2dPlUq1ZMmSzZs3o85Go3HevHk6ne706dMbNmwAgKqqKn9/fzc3N5VKNW3atLS0NADw9/cXCoXZ2dk6nS4wMNDe3r6zZldjVPxUeeo/VSfVJu1L9iMWuU7vLu7y5OK53kSkPxRcyBcqdWR3V/3r/ZXe9hZkLtD3dfyTelyOEoPBYJ5J2PSLLpFIFArFpUuXrK2tT58+vXLlyqCgoLCwsLCwMNThl19+6dOnDzr29vb29vbetWvXCy+8YC4uwOPxxo0bBwCpqanOzs4AkJ6e7uvru2rVKo1GExMTo9VqUee6urozZ86gs4KCgnx9fdtvXlUG+Y+S+G3lR7WMfprjqGVeM/0FHvBngkWz8DojcbWQ+u0eT6Uj+noZX+yldbOhAShL+RDvGYhElb5Az3Eh6ddF0J/HIYHT2UI1zWMatnyQbz+LBGadhimKwhrGYJrAMp43zUMsFs+aNWvChAkEQRw8ePA///nP119/jd5Sq9WxsbG5ublr164191coFFeuXKnvz/gkgYGBO3fuPHz48ODBg+tX1FQoFObozfYrWFWslX7zcN9/HsWTBDnXc+InvjM9+c6P9eFyuSotJN6F37JBZ4TB/jChL7jZWoytwIDplsaQoKSL9IQ3l/eOI6e/sF3rS7U5rAtXY10SX8tPf/IYWMMYTGNYxoOneXh6enp6/rHBP2zYsIMHD6Lj/Pz8DRs2DB48OCYmpn61t+Tk5N69ezf4daLpP9Ij+vr6Ll++PDExMT4+3svLa/369ag0touLS1JSEurD5/NRSYs25KFO8kPlidjK01ySinJ6YZHbdBfKHlRQrfrfhTgcjgGEZ7Loy4UCmoEBPrqIbho7IQ1GaGtxWgWqXv2bnixjaA/C+DqPP9iaEPCrayxBuGbBuugJkUjE5/Nra2s7W5DmwsboCS6Xa65NY/l0ioZZVwUU04awyWi4cuVKXV3dmDFjGIa5efMm8j+Qy+Xr168PCQmRSqUnT56cNm0aeuoDwIULF55//nmU8xG1mGvB5eXloYPbt2+LRKLFixcbDIZly5ZlZWX169cPAEiSRMUpEEqlsq1mkaN5uKXi6NHaFBuOeKHry/OcJ9lRVgBQP+0EANTWkZcfCNMe8IFgBnXRhgdqbAQ0ADCWkHzBxHAyad4FI1HJmLoQulk8Uw8SAHjAwBMTsWSYP+lsQVoGiwRmnYaRqOwSmF0axrAdNhkNTk5Oq1ev5nA4hYWFZ86cmTlzJgBcvnzZYDAYjcY+ffokJibqdDpUBVsulz948OD48eOjR49GyR8dHR3z8/OvXbsmEolSUlJQmYny8vJTp05FRUUxDCORSNrVgr6rLdomPXak9oI9x3qx6yvvuky24Yif7FZTx0nOF2YUC7gkM6qbcWgXuYhnMb8IRoaTRXOTjGQ1Y+pCGN7i0QE4RxMGg8H8U2CT0dCtW7cvvvji6NGjN2/eFIlEU6ZMAYCqqiqj0SiXy9PS0vh8/u3bt1HnPXv28Pn8yspK8+larTY0NDQpKUmlUo0ePbqgoAAAxowZk5mZuWXLFoqipk+f7uPj0x6SX1PnfCc9+Js8w5PntLahcpQIiYKTcl908xFfwKWfD6wbGaS3t+ar1RZhMTxWjlL7Kpf2xuYCBoPB/LNgk9EAAAEBATU1NQsXLty7dy9q8fDwGDp0aLdu3QoLC7t164ZKYwPAxIkTx44du2zZMvO5arVap9OhihKpqakoyWNWVlZeXt6SJUvKyspiY2MnTpyIdjdomlapVOhEPp9fv3pFi/hdlf1HOUq+23qvt+Y4j+c9UY4SAMrkVFKeMKuUJ+bTkT3rhvtruRwGucq3+tJthg6oDCN1wUioGFM30jiWT3sQAA04OyJRO1/gZkP8SWcL0jJYJDDrNIzvYQymaVhmNOzZs2fEiBFdunQxt8jl8suXL9va2g4YMODQoUNSqfSNN94AANTH7M3QGCiVZI8ePUJCQvz8/MxbgxUVFRMmTEDHrY6eMDH0opwtfJIX2+vz193GUkQDEYj5UkjIgsxicLKCGUNgVHeSyxEBiMwdOjGYilHRxiSVMVHF6BhqkJAaZ0O6/f0NwzonKdaFq7FOw/Xdk1kB1jAG0xhsMhoyMzOLiormzJlTUlJibuTxeE5OTnPmzAEALpe7adMmZDQ0k4EDByYkJMyePTskJCQyMtJc8NDGxmbFihXoOCgoyLzq0FJOdN/gxXcmgNCqNY+9VVjFOX2HlyvlOFnRMwYYhvgZSBJ0GtD92YEkSS6Xq9PpoONRMcRlHZGiAyNAPy7zgkDvSOpBC02qgcfjcblcFgUjdKaGWwUbNUxRlNkB2fLh8/kcDodF4R6domHWhaRi2hA2GQ1nzpypra1dtWqVVqutrq5euXLl8uXL7ezs3N3dUQcPDw/zt12tVl+5coWm6UePHgUFBT02lDmkSiAQREdHSySS9PT06OjozZs3o5IWIpFo6tSp5v6tLljlDDY67V+eSQzAPQkvKU9UXEu5WRtfDVX289KRBDz5rUfbE+baWh0DIWOoS0Yq3QQkGAZwjCMpxoYA0EMzpEC/Xx0s8NPQKRp+GlAhbxYJjKxwFgmMyruzSOBO0TA2Gv7JsMlomDNnDvqPdfXq1cLCwrfeeksoFPbt23f79u1KpbKwsPDrr79GFSV0Ot2iRYv69OnDMMyaNWuWLVvWu3dviqLKysoYhiEIIj09HUVUxsXFGQyGqKioSZMmXbx4saioCBkN7UG9cpSUh61x5kBlbw+d5WxFkrUM57KRSjMRFBgGcYyjKMbacqTDYDAYTOfDJqMBPc6VSuW5c+cAwM/PDwBsbGxmzJjxwQcfqFQqk8n09ttvA0BGRoa7u/sHH3yQkpIyevRolOUJWcdLly4VCoU1NTVoUXr48OGffPJJcnIyQRD29vYoDrPNQeUok/NFFUpLLEdJSGjeJRPnlokRgBGXo8RgMBhMI7DJaEBs3759zJgx58+fN7dMmTLlzp07Tk5ON27cQP6PAQEBs2fPBoA1a9akp6fb2dkBgEwm8/DwmDdvnkqlkkgkV65cAQCU+qlv374ymay8vLzNs7HWL0fp62CYN1TV1dnQtpd4GshyhnvZyLlpYkRgCKcMwzkgwOYCBoPBYBqGZUZDUlKSUCh87rnnLl68WL/RxsZm3LhxN2/eRC1ubm4AkJGRcejQIY1GY64iAQDe3t4AUFtbizI+5eXlBQcHL1y4kKbpo0eP6vV6Pp8PADU1NSg4EwDGjh07fvz4VkhL0/B5PFWlIkK86HdGGbs4Qv2wiOaA9rBbcem/hSkw0OfU9B0d2JOcl63J4UIe92nNBbQfbGtr2yYSdgztp+H2ADlhsEjDKBqQRdU9sIYxmKZhU34eqVQaHx+PNiCabkR07dp10qRJfD7/7NmzjY0ZGhp6586d1atXnzlzZuzYschiaCtIEib1pT+faJwfburiaBE5mgCAKdCbvpcZv6mhy42c12y4a5zIcBE8tcWAwWAwmGce1vzHAoD9+/c7OzsfOHBAKpUqlcr9+/e/9NJLqPH48eNyuVylUqFGiUQiEolcXFyGDRtmY2OzY8eOadOm1R/K7Gzs4OCwY8eOtLS0tLS0ffv2/fDDD2KxGLXXL4/Z6uiJbg4AAHJ5a85t83JK5H2a95uRLKYZN1I/nWvqywFSD6o2864QiUQCgUDeutl2BqwrWCUWi/l8Pos0zMaCVTweD2u4aZycnDrychiLgk0rDcOHD9dqtWfPns3JyVGr1UqlkiCI4cOHh4SEWFlZ0TSt1WqtrKwIgrh69eqxY8cAQCKR7N27F60fEAShUCjQI06qzgAAFcRJREFUUFlZWeggMTHx1q1bERERK1eu9PHxyc7O7qzZtSMMcO7Rgq16wc96MDD613mahTxTKIdVHz4Gg8FgOh82rTTY2dk9evToxx9/rK2tXbFixb179/h8/oABAwCApunFixfTND1x4kQAiIiIWLFihUqlunPnTm1t7ccffwwAjo6OZWVlO3fuFIvF169fR8GZDg4OGzduzMjIIEmypKQkMDCwc+fYxjxZjrI72UD+ZwwGg8FgmgGb/mxWVlYOGzbM2tra1tb2xRdfrL9lcPDgQVdXV7SzAADOzs7//ve/9Xq9ra2tg4PDsGHDAKCqqsrf39/NzY0giGnTpqFFaX9/f6FQmJ2dnZGRERgYiMptPwsYGc4Nk+BbPf+QgRaBdi5P9y7f1ANbDBgMBoNpPWxaaQgLCwsLCwMA5Nvcp08f1J6Xl5eZmTlv3ryYmBhz58rKSoVC8eGHH9Zv5PF448aNA4DU1FRnZ2cASE9P9/X1XbVqlUajiYmJ0Wq1qBJBXV3dmTNn0FlBQUG+vr4dM8f6oASLLauMoGGIChoKjUSKHhQ0E8ylZ/EJH6qNA0kbgaIogiBYVMqhNRruVJBvP4sEZp2G8T2MwTQNm4wGhFqtjo2Nzc3NXbt2LQBotdrt27cvW7asfvb1BhsbJDAwcOfOnYcPHx48ePCaNWvM7QqFwhyo2eqCVW1CE8FUjNxElxsZiYEuMzISA11uZGQmAAASOP1F3PHWpGcnBGKxLsUs68LVWKfhNk9/0t5gDWMwjcEyoyE/P3/Dhg2DBw+OiYlBhd327dsXEBBQVVUllUr1ev2dO3d69OjRYGP9cWiaRge+vr7Lly9PTEyMj4/38vJav349Ko3t4uKSlJSE+vD5/Orq6o6dKMBjvv0MELU0UcmQFQxZyRBSmqxgQMMAABBA2xOMC8H0IWlnLuNK0i4ECBgABXSs1CKRiM/n19bWduhVnwLWRU+wTsNsjJ7gcrnm2jSWT6domHVVQDFtCJuMBrlc/uWXXy5YsMDb29ucUMHOzq6oqGjz5s11dXV1dXXHjx/38/Ozs7PLz8//v//7P71er9FoTpw4gXJOmxce8vLy0MHt27dFItHixYsNBsOyZcuysrL69esHACRJouIUCKVS2aFTpYGUMUQlQ9fUcSV6QkqT5QyBZOcQtC0wLoRxEId2IBhXgnYnmSf/ZjCdkBYCFRZnOuPSrYP5k84WpGWwSGDWaRjfwxhM07DJaLh8+bKLiwuXy122bNkHH3xgZWXVvXv3yMjI+Pj4SZMmWVtb//jjj05OTmKxeOTIkUePHn3rrbc0Gs2PP/44cOBAsVjs6OiYn59/7do1kUiUkpKCykyUl5efOnUqKiqKYRiJRNI5FrSRIaoZTgVADc2pYAgpQ0hpwggAABTBcSRMLoSxK4dxJWkHYFxJhk0fGgaDwWCeHVj2/Kmtrf3qq690Ot3hw4etra1Xrlx569Ytb2/vadOmVVRU9OrV68qVK++++25mZmbv3r1HjRpVUVHRpUuXO3fujBkzRqvVhoaGJiUlqVSq0aNHFxQUAMCYMWMyMzO3bNlCUdT06dN9fHzafQ4ahqxhCCnDqWCghuZUAFFBA/qfICTQ4oGxNwUOJLhz+D6iujrWLJ5jMBgM5tmGTUbD+PHje/XqpdPpli1b9vnnn6PiEb6+vjNnzgQAFxeX6dOn//zzzwDw3HPPDR8+HADs7e1dXV27du0KAGq1WqfToYoSqampKGIzKysrLy9vyZIlZWVlsbGxEydORD4NNE2rVCp0XT6fTxCtDFUkFAxRwZAVNFHBkJU0IWUI1R8LiYwtwbiQpq4EM5SinQnGlWTEfzmXw+EQJNHqS3c8SFR2CYzobEFaBosEZp2G8T2MwTQNm4wGAEBFLEnyf+klPDw8PDw8AEAikWzduhWli0b+8OfPn9+2bZuXl9fSpUsbG1ChUDg7O/fo0SMkJMTPz8+8NVhRUTFhwgR0/DTRE9rNUrrMAACELYf04BKDuaQHl/SgCE8uIWxWkgzWBVOxzkkKa7i9QT7LLAJrGINpDJYZDQ3CMEx8fPyRI0fmzJnz/PPPm9sjIiIGDhy4a9eubdu2LVq0qMFzBw4cmJCQMHv27JCQkMjISHPBQxsbmxUrVqDjoKAg86pDSyGmCxiuAFxJoAjTn/ICGMBkgL8bkiRJLper0+lad+mOh8fjcblcFgUjYA23NyiLwN9GPlsOfD6fw+GwKNyjUzTMupBUTBvyLBgNmzZtKisr+/bbb81lVK5evWpjYxMcHGxraztu3LiNGzc+doo5pEogEERHR0skkvT09Ojo6M2bN7u4uACASCSaOnWquX+rC1aBGwAAGAGMLT4VZfIx19ayfNDvF4sEZp2GUSFvFgmMrHAWCYzKu7NI4E7RMDYa/smwKY10g2RlZeXk5Hz55Zf1C69VVlaeOHEC7TVkZWW5ubkBAEVRZWVlqDE9PR31jIuL27Nnj5ub26RJk7y8vIqKijphDhgMBoPBsAHWrzRkZWVpNJrVq1ejlyKRaOXKlS+88EJ6evrcuXPt7e1lMhlyfvTz87Oyslq6dKlQKFSpVCgNw/Dhw5ctW3bz5k2GYXg8HorDfJJOLAXLot3K33///e7du//61786W5CWwSINp6am5ubmzpkzp7MFaRnIZ5kVXLp06cGDB7NmzepsQVoGizSMYTsEG7OCZGdn9+jRA7lDlpaW1k+QR1FU9+7d0XFFRYVKpfL29q6fJ7ikpESlUvn4+NTW1np5eQGAVqstKSkRCATe3t4dO49nje+///748eNnz57tbEGeWbZs2XLmzJlff/21swV5Zvm///u/ixcvHj9+vLMFwWAsFFauNAQHB5uPPT09PT09G+zm4uKCHBTqY7YMzCUxBQLBs1YRG4PBYDCYdoD1Pg0YDAaDwWA6BlZuT2AsE4VCoVar3d3dO1uQZxaFQlFXV4ccezHtgVwu12q1rq6unS0IBmOhYKMBg8FgMBhMs8DbExgMBoPBYJoFKx0hMZ1IQkJCeHg4ClOsrq7etGlTQUFBt27dPvzwQ1tbWwC4f//+jh07KisrAwICzI16vX7Hjh3Xr1+3trZetGgRqgaCMRgM33//fUZGBkEQL7744owZM1D7/v37k5OTNRrNkCFD3nnnHYqiVq9efePGDfOJ3t7e27ZtA4AbN27897//raysHDFixDvvvIPejY2NTUxMJAhi3Lhxr776asfPq9MpLS3dunVrcXGxg4PDvHnzevfuDY3chA32ROTn54vFYpSlvj71vwJNN2IwzyAMBtNskpOTJ06cWFVVhV5GR0fHxcUZjcaff/55y5YtDMPodLo5c+ZcuXKFpuk9e/bExMSgnps2bYqNjTUajcnJyZ9++mmnTcDCOHHixOeff67T6crLy1977bU7d+4wDJOcnLxgwQKZTFZZWfnRRx8dOXKEYRij0aj/k9jY2GPHjjEMU15ePnfu3LKyMqVS+dFHH926dYthmKtXr86dO7eioqKsrOyNN964fft2586x46Fpet68eb/++qvRaDx79uzrr7+u0+mYhm7CxnoyDKNWq5csWfL7778/NvhjX4EmGjGYZxK8PYFpLhUVFcePHzf/l9JoNNevX588eTKHw5k6derFixcZhiksLGQYJiwsjCCIiRMnXrt2Ta/Xa7Xaq1evvvrqqxwOZ9SoUR999BGDPWkAAEAmk0VGRvJ4PDc3t549e0qlUgC4c+dOZGSkra2tk5NTREREbm4uAHA4HC6Xy+Vyq6urs7KyJk6cCAC//fbb888/7+7ubmVltW7duoCAAAAoLi7u06ePs7Ozu7t7cHBwcXFx586x46mpqVEqlePGjeNwOGPGjKEoqry8vMGbsMGeAHD8+PG33norPz//sZEf+wo00YjBPKtgowHTLBiG2bRp07vvvmvOlFVTU2Nvb49KRNrZ2XG5XIVCYTKZaJo21xc2mUzoH7O1tXVcXNz8+fM/++wzjUaDK/kioqKiwsLCJBLJpUuXSktL0dr4m2++OXbsWNShsLDwsa2c2NjY1157DRVwLy8v1+l0K1asWLBgQXx8PEo9EhwcnJmZ+eDBg/v37+fk5Jhznf1zsLOzQ3s3AFBdXa3T6Tw9PRu8CRvsCQBTpkzZt29fv3796g/75FegsUYM5hkGGw2YZnHkyJGePXvWfwIplcr6yWuFQqFCoQgICKBp+sKFCxqN5vDhwyaTSaVSqdVqiURCUdQ333wzdOjQdevWGY0tr9/17HLx4sWffvrJx8fH2toaAKytrfl8vsFg+O9//5uTk2M2IACguLhYKpX2798fvVSpVJcuXZo/f/66detSU1PPnTsHAD179vT19V2yZMnHH3/ct29ff3//TplUJ8LhcOzt7QGgoKDgs88+i4qKoiiqwZuwwZ6NDfvkV6CxRgzmGQYbDZi/p7CwMC0tzeymhxCLxRqNxvxSo9FYWVkJBILPPvvs9OnTixYtEggEtra2VlZWIpGIx+NNnTpVJBKNHTtWpVL9A9fMm+CVV17ZvXs3TdOnTp1CLUVFRYsWLSovL4+OjkaepIiTJ0+OHDnS/FIsFoeHh3t7ezs6OoaHh2dkZADAvn37SJLcs2fP7t27q6qq4uPjO3g6lgBN03v37l23bl1UVNT48eMBoLGb8MmeDdLgV6DBRgzm2QZHT2D+nvz8/EePHs2cORMA6urq3nvvvQ8//LBv3761tbV6vZ7H4ykUCqPRaGtryzCMq6vrhg0bAEClUsXHx9vb2+v1+vr7ERwOB62uY77++utXXnmlS5cuBEF069atrKwMAMrKyr744ou33nrrueeeq9/ZYDBcvnz53//+t7nF2dnZfGzWKvJ4QFsVI0aMSEtLmzx5cgfNx2L44YcfSktLt2zZghZvAMDR0bHBm/DJng3S4FdAoVA82RgWFtaOE8NgOhu80oD5e1544YX9f2Jtbb1t27awsDChUBgSEoKWxE+fPj106FBUQmzVqlU3btygaTouLm7kyJFcLlcsFvfq1ev06dMAcOHCBbFYjEqFYaysrI4fP65UKqVSaUpKSs+ePQHg2LFjkZGRj1kMAHD37l2hUFi/rNrw4cNTUlJkMlldXV1iYuKAAQMAoFu3bomJiXK5vKam5sKFC//AlfOqqqqUlJSVK1fWtwMavAkb7NkgDX4FGmxs37lhMJ0NXmnAtJ733nvvm2++OXHihJeX15IlSwCAIIh333138+bNer2+X79+7777Lur5/vvvf/vtt8eOHXNzc1uxYgVeaUD861//2rJly/vvv08QxOjRo0ePHg0ABQUFZ8+e3b9/P+ozbNiwTz/9FABu374dGhpa//SgoKDJkyd//PHHJpPp+eefR6e//vrrP/300wcffEAQxPDhw6dOndrh0+pkHjx4UFdXVz9BxdatW318fJ68CRvr2RlSYzDsAKeRxmAwGAwG0yzw9gQGg8FgMJhmgY0GDAaDwWAwzQIbDRgMBoPBYJoFNhowGAwGg8E0C2w0YDAYDAaDaRbYaMBg2gCNRpOSknLz5s3H2hmGSUlJuXr1avOHUqlUKSkpTXSQyWSXLl1qzlC1tbVXrlxp/qUxGAymaXCeBgymDSguLh41apS1tXVFRQUq4oW4evXqqFGj3NzcUPnE5pCbmztq1ChUGaHBDtevX58wYUL9HN6NkZ6ePmPGjNra2mZeGoPBYJoGrzRgMG2G0Wg8e/Zs/ZYjR450YtHk0NDQuLi4zro6BoN59sArDRhMmxEZGXno0KH6tR6OHj0aGRlZf3tCp9Pdu3fPxcXFw8Oj/rlyubywsLBHjx6PjWkwGHJyciiK6t69+9+WFH/48KFUKvX393dycgIAiqKsrKxQe1FRUf2effv2RaWwWjQ+BoP5h4NXGjCYNuPll18+efKkTqdDL69fv15dXV2/tvVPP/1kb2//3HPPeXl5jRgxAlWoAoCVK1c6ODgMGzbMwcHh0KFD5v4HDhxwcXEZNmxYSEhISEhIE3scdXV1kZGRvr6+zz//vLu7e3R0NACkp6dPmDABABISEt7/k9mz/7+9uwtl8IvjAH6euVlLmJW3ixUhQnlp8zLWIu9Ty6aUC2+TJlIrV+xW0ZoihBukKTO2OyyWvFx4GTYJZVp5ufI2ozVl/4unnuRPTf9d/ft+rs5zzul31q6+7Zw9p0kikdjt9j/VBwAgCA0AQSQUCiMiIuhLvAghRqNRKpUy2xPHx8ft7e1jY2Nut/v+/t7r9XZ1ddHTBgcHjUbj29vb7u7u9PQ0Pf/s7Ky5uXlyctLtdj8/P2dnZ1dUVHx+fv649NTU1OHhocvlcrvdg4ODvb29Ly8vzKhKpXI4HA6H4+TkJDk5uaysTCQS/ak+AABBaAAIIoqi5HL54uIi/Wg0GhUKBTM6OzsrEomampooioqOju7v719aWnp9fZ2enq6vr5fJZBRFZWZmqtVqev78/HxqampcXNzOzs7R0ZFUKrXb7aenpz8u7fF4KIp6eHhgsVjd3d1PT08/3tyo0WjOz8/1ej2LxfpTfQAAgjMNAMFVV1dXWVnp8/kuLy9vbm7oUw70kNPpzMjIYGbSbafT6XQ6W1tbmX76hmtCiMvluru76+vrY4YkEslvN8x1dHTs7+8LBAI+n19SUqJUKnNzc7/NMZlMOp1ua2uLx+P9tT4AAEFoAAiuvLy80NBQi8VycHBQVVXF4XCYofDw8K9bBh6PhxASFhbG5XKfn5+Zfp/PRzdiY2Pz8vKWl5fpR7/f//7+zuFwNjY2/r0ul8s1mUyPj49Wq9VgMOTn529vb3+dcHFx0djYODIywoSS3+r/9y8BAP6vsD0BEEzMDsW3vQlCiEAgWFtbo7MCIcRgMERFRfH5fKFQuLCw8PHxQfcvLCzQDZFItL6+fnt7Sz9qtdr4+Pjfzhyo1WqNRhMZGSmXy/V6PY/Hs9lszKjH46mtrVUoFEqlkun8U30AAIJfGgCCTqFQlJeX+/3+6urqr/1KpXJ0dLSoqKixsfH6+np8fHxycjIkJKSnp2dubk4sFisUisPDQ+ZUQU1NTU5Ojlgsbmtrc7lcMzMzAwMDv73xKT09XaVSeTyehIQEi8Xi9XorKiqurq7o0c7Oztvb29LSUrPZTPekpaX9qT4AAEFoAAgKDocjkUjoP0qIRKLi4uKUlBT6HQkxMTEFBQWEEDabvbe3p9PprFZrVFTUyspKcXExISQ2NtZmsw0NDW1ubmZmZmq12oaGBoqiKIpaXV0dHh7e3d1ls9l6vV4mkxFCuFyuWCz+9gFaWlo4HI7ZbD4/P09KStrb20tMTHx6eiosLKSXzsrKmpiYYOarVKrExMQf6wMA/IbCuScAAAAIBM40AAAAQEAQGgAAACAgCA0AAAAQEIQGAAAACAhCAwAAAAQEoQEAAAACgtAAAAAAAUFoAAAAgIAgNAAAAEBAEBoAAAAgIP8AuYDkI0qI0MIAAAAASUVORK5CYII=)
ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 10th")+xlab("Model size")+ylab("Comparisons")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 10th")+xlab("Model size")+ylab("Changes")
![](data:image/png;base64,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)
d2 <- d[d$test == "append-100th", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 100th")+xlab("Model size")+ylab("Time")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 100th")+xlab("Model size")+ylab("Comparisons")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 100th")+xlab("Model size")+ylab("Changes")
![](data:image/png;base64,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)
d2 <- d[d$test == "append-1", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 1")+xlab("Model size")+ylab("Time")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 1")+xlab("Model size")+ylab("Comparisons")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 1")+xlab("Model size")+ylab("Changes")
![](data:image/png;base64,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)
d2 <- d[d$test == "append-2", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 2")+xlab("Model size")+ylab("Time")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 2")+xlab("Model size")+ylab("Comparisons")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 2")+xlab("Model size")+ylab("Changes")
![](data:image/png;base64,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)
d2 <- d[d$test == "append-10", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 10")+xlab("Model size")+ylab("Time")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAArwAAAGwCAIAAADE8iHyAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOydd0BUx/b4527fpXcQUBSpglgoEjBqxJLYvrZEgzXGEkuCvpigxjyTaFBjNHZIlAQLWFARETUPwQKCioUi0gQEll0629h+7++PydvHTwFhWXZZnc9fd889M3PuYdk9OzPnDEYQBEAgEAgEAoF4EyRdG4BAIBAIBEI/QEEDAoFAIBCILoGCBgQCgUAgEF0CBQ0IBAKBQCC6BAoaEAgEAoFAdAkUNCAQCAQCgegSKGjoNmvXrh03btwvv/yia0M65PHjx+PGjSsuLu5cLT09/caNG6/Ls7OzN2zYMHPmzB07djQ1NfWOjQgEAoHQPzBUp6Fb1NbW2tvbK5VKW1tbNptNIvXFqOvmzZshISHZ2dkjR47sRO29997z8fE5evRoW+GFCxc+/fRTe3t7Dw+PO3fu2NrapqWlOTg49LLJCAQCgdAD+uJ3Xl/m7NmzSqVy9uzZXC731q1bujZHHQiCKC4u/uKLLzIzM1+5pVQq169fHxAQUFRUdPXq1czMTC6X++uvv+rETgQCgUD0NVDQ0D1iY2OdnJx+++03DMPi4uLa3jp8+PCqVavKy8tnzZo1duzYNWvW3Lx5s4t3Ibdu3QoLC5syZcratWufPHmikj98+HDcuHFcLvebb74JCgqaMWPGnj17JBKJSkEulx86dGjevHnLli27cOFC548wffp0Nze3yMjI128lJCRUVVVt3bqVSqUCALy8vObOnRsdHS0SibrsIQQCgUC8taCgoRuUlZXdv39/wYIFDg4OQUFBFy5ckMvlqrulpaVXr14dPXr0w4cPzczMEhMTJ0yYsH///q7cBQBs3779gw8+uH37tpGR0dWrV/38/E6ePAlvNTU13bp1a968eXFxcR4eHnw+f+PGjcuWLYN3pVLp+PHj161bV1FRUVNTs3Dhwp9//rmTp9i7d292dnZ2djaTyXzl1uPHjykUyvvvv6+ShISE8Pn8vLy8HrgNgUAgEG8LBKLLbN++HQDw/PlzgiAOHDgAALhy5YrqblhYGADg/fffF4lEBEG0traGhIQwmUwul/vGuzk5OSQSaevWrbAriUQyZcoUQ0PD2tpagiCuX78OAHB1dW1qaoIKs2bNotFocrmcIIjffvsNABAZGQlv3b9/H0YD2dnZnT+OoaHhqlWr2kqWLFlibW3dVpKamgoAOHPmjLo+QyAQCMTbA5pp6AaxsbG+vr7u7u4AgNmzZ5NIpFdWKAAAERERLBYLAMBkMvfu3SsWi9vqdHQ3Ojra2Nj43//+N1Sj0+nbtm0TCoUpKSmqths2bDAzM4PX48aNk8lkcNXgr7/+GjZs2MqVK+Etf3//+fPnq/eAHA7H1NS0rQS+FAqF6nWIQCAQiLcJiq4N0BtycnIKCgq2bNnCZrOhZPjw4ZcvX25tbYVxAACARCL5+fmpmnh7exsZGb148eKNd4uLi5VKZUhIiOquTCYDAFRXV6sknp6eqmu45wBSWlq6ZMmStqYGBwdHR0er8YwsFguOqwLunDA0NFSjNwQCgUC8ZaCgoavExsYCAHbs2LFjx4628qSkpI8//hheMxiMtl/nAAAzM7PGxsY33pVIJNbW1lOnTm17d9asWYGBgaqXqtCkLUqlUiwWGxsbtxVaWVl18+H+wcbGprm5ua0EvrSzs1OvQwQCgUC8TaCgoUsQBHHmzBlvb++DBw+qhEKhcPr06WfOnFEFDa2trQ0NDZaWlvClTCarqalxcnJ6492BAwfW1NT861//UnUul8vr6uosLCw6N4xMJjs4OJSVlbUVtp2f6BYDBgzg8XjV1dWqwgwFBQVQrl6HCAQCgXibQHsaukR6enplZeWCBQvGtGHKlClBQUHJyck8Hk+leerUKdX1iRMnFAqFv7//G+8GBwcXFRXdu3dPdff77793cHDgcrlvtG3UqFFXrlxpaGhQSU6fPq3eY86dOxfDsISEBJXk8uXLAQEBKGhAIBAIBEBBQxeB2xVVMwoq5s6dK5VKL126BF9iGLZ58+bIyMhnz55FRUV99dVXQ4cOnTFjxhvvLly40NnZefr06bGxsaWlpX/99devv/76f//3f6pZik7YvHmzWCyeOHFiSkrKkydPli5d+uzZM/Ue09nZecqUKVu2bElOTq6urt68eXN6evpXX32lXm8IBAKBeNvQdfqGHiCXyy0tLQMCAl6/xWazMQybNGkSQRBhYWGWlpYxMTGqzQfBwcFsNhtqdn6XIIjKysqgoCDV32XOnDktLS3wFky5bJtCCUszqRSuXr2qWvVwc3PLyMgAaqVcEgQhFAqnTJmCYRgAwMDA4MCBA91zFgKBQCDeXtDZE2+mtbX14cOH9vb2gwcPfv1uVlaWQqEIDg5ev379qVOn6uvr5XJ5QUGBra2tjY2NSq3zuyoaGhrKy8sHDhyoCgIAAM3Nzbm5uSNHjlRlMXA4nOLi4uDgYDKZDCUEQRQVFTEYDCcnJ7lcfu/evbb67ZKenm5jY+Pi4vL6rZaWlpcvXw4ZMoRCQbteEAgEAvEPKGjQGKqwQI27CAQCgUD0fdCeBgQCgUAgEF0CBQ0aw9vb+8MPP1TvLgKBQCAQfR+0PIFAIBAIBKJLoJkGBAKBQCAQXQIFDQgEAoFAILoEChoQCAQCgUB0CRQ0IBAIBAKB6BIoaEAgEAgEAtElUNCAQCAQCASiS6CgAYFAIBAIRJfo3ZMFBAJBbW2tg4MDg8HoSKehoeGVA6A9PDzgkQoNDQ1isdjBwQGenwSRyWRVVVX9+vVjMpm9Z/nrRmptLBVkMpnBYIhEIu0PrR4sFovBYDQ1NenakK6idx42MDCg0+l65GEKhUKj0VpbW3VtSFcxMDCg0WjNzc26NqSr6MTDbU/GQbxr9GLQEB0dfffuXSsrKzabvWnTJi8vL9WtmJiYTz75BEYSeXl5ycnJUI7jeFlZ2alTpwwMDA4fPpyXl2dmZiYWi3/44QcTExMAQHZ29tGjR62trdlsdkREhL29vapPLpcbGxu7YcOGtja0HQiBQCAQCERP6K2gobS09M6dOwcPHjQyMrp69erx48f37dsHAODxeA8ePLh06dLcuXOh5rhx48aNGwevr1+/zuFwDAwMHj169Pjx48jISCqVevjw4aSkpNDQUIlEcvDgwV9++cXa2jolJSUlJWXx4sWwIY7je/fu5fF4KgNeH6i1tbWurs7JyQkAwOfz+Xy+g4MDAECpVL58+ZJKpTo6OvaSNxAIBAKBeAvorT0N9fX1QUFBRkZGAIDhw4erpvfj4uIyMjLarV0tEAiuXbs2f/58AEBRUZGvry+VSgUABAcHP3z4EADw6NEjFxcXKyurpqam8ePHqyIGAMC5c+esrKza9vb6QGVlZcePH4fX+fn5586dAwDweLx169ZFRUVt3759586dGvUBAoFAIBBvFb010xAYGBgYGAiv09LShg4dCq9XrVoFAJgzZ87rTeLj4ydNmgSXEphMZnFxMZRzuVy4xNjU1CQQCFavXk2n00Ui0ebNmwcOHAgAKC4uzsnJWbFiRdtv/U4GasuDBw/69ev33XfficXinTt3SiQSaIBEIklPT4c6Tk5ONjY2artCbUgkEplMptPp2h9aDXACUCgUDMP0xWCgbx4GAJDJZOThXgV5GIHonN7dCCkSiWJiYoqKin788cfONfl8fkZGxpEjR+DL4ODg8+fPX7lyxczMLDExUSqVAgCkUmlpaemxY8fMzMzi4+N///33iIgIiURy5MiR8PBwmUymhoUuLi7R0dHx8fEBAQE//PCDSt7S0hIeHg6vFy9evG7dOjU61wg0Gk1XQ3edTL7g86LSJG+PgRgGp5f0CL3wcFv0zsN695WGPIxAdEQvBg0lJSW7du0KCAjYuXPnGzMd0tLSvL29VR/fVlZWERER169f53K5CxYsOHHiBADAyMjIx8fHzMwMAPDee++dOXMGABAbG+vs7NzQ0FBbWyuTyfLz81XJF52A4zi8cHJy2rRp082bNy9fvuzg4LB9+3bY1traOjU1FerQ6fTGxkb1HaEu+rK3nytXzH5RYUkmGyuUOI7r0c5zffGwChaLRafT9cjD+pg9QaVSW1padG1IV9GJhy0sLLQ5HKJP0VtBA4/H27Fjx+rVq/39/buif+vWrVmzZqleNjU18fn8lStXAgBSUlIGDRoEAHB0dLx06RJUqK2tNTY2BgCYmppyudzExMTW1laRSJSYmDhw4EADA4N2R1HNRqjWPvLy8lgs1vr16+VyeXh4eG5u7vDhwwEAJBIJ9g8RCATddIAGIP6L9ofuOhKCWPiyWkmAUwMcmCQMANDHDW6LXnj4dfTIYL3zMDRVvwzWLw8j9J3eChrS09Otra1ZLFZ+fj4AgEKhuLu7d6TM4/HKy8uHDRumkrBYrH379i1atMjY2PjcuXNff/01AMDDw4NCocTHx3t5eZ05c2bSpEkAAFWoUVlZuWPHjs2bN3c0ioWFRUlJycOHD1ks1u3bt318fAAAHA4nKSlp4cKFBEFwuVwUQXcLAoCvqrkFEmnCQMd+1N5d6kIgEAiEzunFD3oqlRoXFwevWSzWli1bVLeGDBlCIv0vcYPD4XzwwQdt1xEZDMbGjRsTExMZDMaGDRtcXV0BABiG/fTTT+fOnYuPjx8zZsyHH37YdjgGg+Hm5vaKDW0HsrOz27hxY2pqqlAoXLRoEayQM2HCBKFQeO3aNThQ//79NemCt5199Y0Xefzf7G19WdortIVAIBAIXYFpc17r+fPnT58+bSuZOXMmzFZ49uxZSUmJm5ubh4cHvHXz5s26ujp47erqOnLkSACATCbLyMgQi8W+vr7W1tad9Pm6Zk9AFSFf5xpfuKSSvcbK/Hubf5JdUUXI3gZVhOxtUEXIroAqQr7LaPXsCaVSKf8vPB4vKSkJ1oeOi4s7ceJEa2vrnj17cnJyoHJ8fLxQKITKSqUSACCXyzdu3JiTkwNTG16+fNlRn+1qIjRIsVS2hs0ZY8jaYo0+PhAIBOJdQavr0F5eXqpi0tHR0UuWLIGJCX///XdUVBSNRhs+fHhZWZmPjw9BEE1NTZ9//nnbUyfu3r1LIpHCwsIAAGQyOSkpac2aNe32mZqa+rpmXV3ds2fPYPXJqqqq6upqWEmCzWY/evSISqUGBwfrXaqVTmhSKENfVttQKH849iO3+QMhEAgE4u1GN6dcVlVVFRYWhoSEAAByc3O9vLw4HM7t27eNjY2nTJkCAGhsbDQ1Nc3KykpISCgtLYWtqqurVbspvby8CgoKOuqzXc26ujpVFmVVVVVmZiYAoLKyMjw8nM/nFxQUfPPNN2gT8huRE8SyqpoWJX56gL3Jm1JbEQgEAvE2oZsd77GxsR9//DGcRWhpaSkqKjp69OjgwYOjo6NXrFgRFBRUW1vL5XIfP35sbm7+448/Ll26dNy4cTY2Njdu3IA95Ofntz1p4pU+O9dsS3Fxsaen54IFC3Acv3jxokwmg2VSGhsb4UQFAGDq1KmzZ8/uBTe8AQzDMAyDtbT7DmtKyzNbxQmeriPMTF+5RSKRSCSSqemr8t6DqHqJ2fUDFDVd1Dc93Ana93APgR7Wo/JZJBIJwzDkYQSiI3QQNLDZ7JcvX/r6+sKXBEGIRKKjR4+SyeTBgwefOnUqKCjI0dHxt99+g1WibWxszpw5M27cuDFjxiQmJkZERJiamhYUFLSdFXilz040X2HEiBF//vnntm3b/P39J06cqCqsRqVSVVsyraysFApFb7iiczAMI5PJOhm6IyK5db9z6351cgwxMnzdMFhGWnsGNzdh0ZGE/3tgwodvVm6PPujhztG2h3sMjHL0yGAKhaJfbwmdeJhCQfnV7y46+NunpKSovt0BACYmJp6enrAOo6enZ21tLQDA2NhYVVvJy8vr8OHDAAAGg7F3795Hjx5hGDZmzBhVzenX++xEEyKRSOCFubl5ZGTk/fv379+/HxsbGxUVBQtDGRsbty35gLInAABZreJvK6vnmRovMmQJhcLXFWD2RLu3NA9BsC7Ekeg00XBfQt0R+5qH34iBgQGJRNKShzWBPmZPYBiGPNw5MOUN8W6igz0Nd+7cgVUXIe7u7s+fP4d1nZ8/f25vbw8AuHLlCgwUAAAFBQXw0GoOh5OYmPjee+8FBgbm5eXB6kzt9tmuJoZhfD4fKuTm5sKLmzdvPn36NCQkZMuWLf3793/27FmvPrv+UiVXLHnJHsZg/Gpvq2tbAACA9jCTXF0pmTSdYKASEQgEAqEltD3TwOFweDzekCFDVBJ7e/uhQ4du377d09Pz2rVrn3/+OQBg1KhRly9f3r9/v52d3d9//7169WoAgK2t7Z07d2pra42MjLKysn766aeO+mxX08HBgcPhREdHGxgYPH78GBagNDc337NnT0lJCQCgqqrKxcVFi87QG4Q4HlpRxSKTYvrb0/pAugSpoZ6Wfks+zFcx0FnXtiAQCMQ7hFaLOwEAqqqqnj9/PnHixLZCpVJ5//79+vp6Hx8fJycnKBQIBA8fPhSJRCNGjIDTD1B4584dJpPp5+enSo9st892NRsaGh48eCAUCv38/LhcLky5LC4uzs/PZzKZo0aNgqdhvc67vDyBE2BxFfuWQJQ0qL8Ps7NpSS0Vd8Jx1uloTNzaunQVQe3R/q8+4uGug4o79TaouFNXQMWd3mW0GjRcuHAhJiamreTkyZMmJiaJiYkJCQkymczHx2fdunVwwaxd4bNnzyIjI/l8/ujRoz/77DMSidRunykpKe0OpLbl73LQsL224UB94x+O/WaYvKGIhXaCBlp6Gj0rvXXeYqVDT2t+9xEPdx0UNPQ2KGjoCihoeJfR6vLEzJkzp0+fDq/z8vKuXr1qYmJSXl6ekJCwe/duBoMRERGRkJAwb968doVKpfLXX38NCwtzdXX997//fefOnbFjx7bbZ7tCbT7pW8MVvvBAfeM31pZvjBi0A7mWQ39wTxoQ1POIAYFAIBDdRasbIUkkEpVKpVKpJBLp9OnT8ORrLpc7duxYS0tLQ0NDf39/mD3RrjAnJ8fS0nLo0KEMBmPatGm3bt3qqM92hfn5+Vu3boWW3Lt3b+/evQAApVK5f//+hQsXLlq06MqVK9r0Rt8nVyxZU10zxcToX9Z94vBPTKlgJF/GzSzk772va1sQCATiXUQ36bbXr1/39vaG50gFBgYGBgbyeLyKiorbt2/Pnz+/I2FdXR1MowAAODo61tfXd9Rn58K2pKens9nsY8eO1dXVrV+/fsKECXAdRC6XqypRWlhY6KR2CszA1lVKdJ1CsbCSPZhOjxrgQCV1KbiEB4r2nsHUtL9JzY3SJavIdM1kfOnWw2rQ2x7WOGQyWe88jGGYHhmsdx5G6Ds6eKspFIorV67s3LmzrbCoqCgmJoYgCFVY8LpQIBAwmf/k1zGZTFX+ZEd9tit8BRMTE4FAUFFR4erqGh8fr5I3NjYuXLgQXi9evHjdunVqPm2PUdWb0iYSHF/8NF8GsMs+Q/p1Mye7l6rp4S+K5Y/uUyZPpbu+egB6D+muh09xrheKXv7ovJyE6aYKux7VK4ToXVo/8jAC0RE6CBoyMjIcHBxe+bf09/f39/dPSEiIjIzctm1bu0JDQ0O4TgEAEIvFhoaGnffZrhCi2v45dOjQ4ODgXbt2yeXyyZMnh4aGQrmFhcXJkydV1y0tLT1/8O5CIpHodLpYLNb+0Ouqah4JhJecB5hJJC3/LYT1RhgMBo1GaxvMaQpMKqWfPUX0cxAMHQk097dQw8MceeO6wl+DjLz5PM0/5hthMplUKrU3PNxLkMlkKpUq6fJbSOcgD3cFvQuqEBpEB0FDWlqav7+/6uWlS5eMjY3Hjx8PAHB3d09OTu5IaGNjc+fOHdiqpqbGxsamoz47EqpiBTabDS+ampqmTp0aGhpaVlYWERHh7+8PSzW0LSMNdJc9geO49ivaHqxvOtXYvNfeNoBB79bosEJXbxjM+DsJiETiuaE4jgMc11S33fUwAYi1L/ZSAHmPwxqdVBruPQ/3HvpVlRnHcYIg9MhgoG8eRug72p5flUqlOTk5I0aMUEksLS2TkpI4HI5IJEpOTvb09OxI6OPjw+FwysrKcBy/fv36+++/31Gf7QqZTGZpaSmfz5dIJHfv3oXCtLS0Q4cOCQQCa2trEomkRz+Jeok0YeuOuoaVFmYLzfpKvgmltIianyMdNwE30/F+zOMNV1MFj/c4rrGk9BXnIBAIhDbR9kxDYWGhtbW1re3/ShGPHj26pqZm69atUqnU29v7iy++6EhIJpPDw8P3798vlUr9/f3HjRvXUZ/tCgcNGjR+/PiwsDCJRBIQEKBUKgEAH330UUFBwcqVK6lUakhIiLe3txac0GcpkcqWV9WMNmBts7XStS3/gInFjL+vKp0GyX1G6taSChl3OztmgcXEKaaBurUEgUAgdIVWizs9f/786dOnbSUzZ85kMBgymezRo0e1tbXu7u7u7u7d0gQAyGSyjIwMsVjs6+urSpQQiURQOHz48P79e5rT/y4Ud2pRKie9qFQC4m/nAeZksho99EZxJ8bl85SX5aIlKwljzf+477qHFYRyasm3dfLm2+4HjcgsjVvSRVBxp94GFXfqCqi407uMVpcnlEql/L/weLykpCQMw5RK5ffff/+f//xHIBBERERcvXq1W5pyuXzjxo05OTktLS3h4eEvX74EAEil0rCwsKKioqampk2bNuXl5WnzMfURJUGsquLUKRSn+turFzH0BpRnudTi55KQD3sjYugWB2rjn7SWHBwQpsOIAYFAIHSOVpcnvLy8vLy84HV0dPSSJUvodPqTJ09aW1sjIiIwDHNzc/vjjz+mTJnSdc27d++SSKSwsDAAAJlMTkpKWrNmTXZ2tp2dHcyTJJPJaWlp3t7edXV1z549g4saVVVV1dXV8OwJNpv96NEjKpUaHBysOqXiXeM7Tl2aUHRygL07QwcZnu2CCQSM1BsKF3eFp47XjPLF5b/Wnl1pNT3I8J1evUIgEAjdJJpXVVUVFhaGhIQAAOh0+rRp0zAMAwC0TYjoomZ1dbVqncLLy6ugoAAA4OzsvGTJEijEcRwmCNXV1aWmpqq6zczMBABUVlaGh4fz+fyCgoJvvvlGy8d39RHOtPCPNbX829ZqopHhm7W1A0EwbiQCDJNMnKJbQ2SEYk3F3gE0m839FurWEgQCgdA5uqkjFhsb+/HHH8Ovf09PT5gcoVAoTp06FRQU1C1NGxubGzduQOX8/HwejwcAgPsfs7Ozz58/LxaLf/75544sKS4u9vT0XLBgAY7jFy9elMlksNRPS0uLqirUmDFjPvjgA8174U1gGAbLvfXqKJkC4dc1tZ9aWnw7cEAPu6JQKBiGaWa25n4GKH8B5i0ytLF9s7K6dMXDW8qjiqVVaT6HrIx1X0tbkx7WCrDmJrnPLHi9EQqFQiKR3noPExwFRicBc938aEToNToIGths9suXL319fdsKi4uLDx486OLismjRom5pjhkzJjExMSIiwtTUtKCgoO1UweDBg6dPn56QkHDjxo3Zs2e3a8yIESP+/PPPbdu2+fv7T5w4UVUcEMdxVYEXqVTa29/cHYFhWK8OXSmVfVL8YrgBK8plYM8HwjBMMwY3N+H/uYaN9Me8fHra1Zvo3OBMXv5v1Wc3D1gcYDqkty3pCjB61tW7UQ2Qwb2NGgbjGWL8vIA0jE5egjKHEd1GB0FDSkrKK3HAjRs3YmNjV61aBTcZdEuTwWDs3bv30aNHGIaNGTPmyJEjAICKigoWi2VtbR0UFGRsbBwZGflK0KCqx2Bubh4ZGXn//v379+/HxsZGRUUZGBhAOewK8lZmT0gIYnZZJYkgfu9nIxEIel6hAmZPwMke9SEI1tmTJDpd+N5YooddvYnOPdyKS5YWbvdkOH1hOr2nD6UhYPZEHzGmK+hp9sRb62EJQUtQUHKUyhFk8RSg9v8Xyp54l9FBQH3nzp3hw4erXlZXV586dWr37t2vRAxd1ORwOImJie+9915gYGBeXp6Pjw8AIDMz89KlS1ChoaEBzh9gGKaaPMjNzYUXN2/efPr0aUhIyJYtW/r37//s2TPNP3CfhABgbTWnUCI90d/ejtqHTruh388gs6vEH/0foety+t+zj1fL6g4P2EDF+pB/EAj1IFXhjIMySqFSOpcqnUsldHAGH+JtQNufhhwOh8fjDRnyv8nezMxMU1NT1RZFOp0+a9asrmva2treuXOntrbWyMgoKyvrp59+AgCEhIRs3rxZJBKZm5unpaWtWLECAODg4MDhcKKjow0MDB4/fjxs2DAAgLm5+Z49e0pKSgAAVVVVsIb0u8Cu2oZEniDS0W44sw8ddUOur6Xduy0b4a/s76RbS27xn5xouPGj/TIPZk+3eiAQOoYA1EwlNVmB22KSz2i4BaZrgxB6DFl1OpR2aGlpGTBggKurq0oiFovhigCEQqHAQx+6qIlh2OjRo/l8voWFxZIlS8zMzAAABgYGo0ePBgCQyeT58+fDOo8MBmPcuHE8Hk8ul4eGhpqZmTk6OtrZ2Xl7e/P5fDMzs+XLl8Pmr6OT+VV44q1cLtd4z0k8QTinbr2VxQqL9p9XPahUKoVCUfuELUypZMSfBjSGZMZcoJVF5Y48zFOK5pVt82AM+MVxNQnrQ5+wNBqtJx7WPnCPXm+8h3sJGo1GJpP1qJz8Gz2MCQn6aTklSykfRZbNpxKGGng/s1ioWsm7i7ZnGmg02t27d2NiYgYNGvTtt98aGhr6+vrCjQv37t3z8/OjUqkdab58+TIuLq5tb+PHjzcxMUlLS0tISIDFItetWwdPib179y4UFhUVqYSWlpYfffQRbDtw4EB44erq2jY0eevJl0jXsLmTjQ2/te5bC5O0jFvkxgbR/KUERcfLAd9UHWlWCBJcfibr6PBrBEIjkEqU9PMKgBPSRTSlO+IDNZ0AACAASURBVHozIzSAVt9GBEFs27Zt+vTpMTEx9vb2ly9fVt1is9kHDhxQxcvtas6cOfPCf9m2bZufn5+JiUl5eXlCQsLu3bsjIyNbWloSEhIAAO0KEQCAeoVywUu2A5Vy2N6O1Id+QgMSu4r2MFM6KhjvZ69bS662ZF5svvOzwwonWi9meyIQvYuSoKYoGH/KCWtM8iUdRQwITaHVn3Q5OTmmpqZ+fn4AgGXLlgmFQijftWtXdna2VCrtXBNmJAMAlErl6dOnv/32WwAAl8sdO3Ys3M3r7+9fUVHRkTA/P//s2bNw08O9e/eysrI2bNigVCoPHTqUnZ2NYdjcuXOnTZumRX9oGzlBfF5VIybwhAEDjMh96EMEU8iZ1xKVltayUaN1a0mDgvd11eFxRsM/tQjRrSUIhNqQGghanIzEJeQfUOTjKaAv/TxA6DtaDRo4HI6xsfHu3bvLysrc3Nw+//xzKIdf/3PmzHmjJuT69eve3t7wbKrAwMDAwEAej1dRUXH79u358+d3JGyX9PR0Npt97Nixurq69evXT5gwAS5k4DiuimnodDqmi4Vt7L9oqsNv2dyHreLzAx0H0ntl5zQ0VQ2D6Wn/wfgtkkXLMe0uTLzu4a8q9+OAODxwA6kPL0zo5N2oHhp/D/c2ar+HdcXrHiY/VlITZMAAk66g4059aj4R8Tag1c9ooVCYlZW1devWtWvXRkVFRUVFff31193VVCgUV65cUZVrhBQVFcXExBAE4ejo2LnwFUxMTAQCQUVFhaura3x8vEpeV1c3depUeL148WJ4jIVOYGgo83Bfdc3JZt5RV+cZ/TQ/6y4T15bm/OTmu4tEIllYdK9yIl5SJM95RPloBsPdU+OGdQWVh4+xE//mPTw7dLuHzWCdWNJFuuthncNkMnVtQvfQUw8TEkJ+ulmRJSOPYNIWmxmw+m7gi9BftBo0sFgsNzc3uO1x6tSpW7duVUMzIyPDwcEBHiehwt/f39/fPyEhITIyUpUP0q4QoiocOXTo0ODg4F27dsnl8smTJ4eGhkK5qampKi5xcnISCAQ9enK1IJFIVCq17aqN2qQJhN+8qFhhbRlqZKDxZ8GV0vy7MyTCUge3r4xMB6tmaLoCJpVQz58mHPq3+owEWndyWw9XSms3FO2fazHuQ5a/Tv7cXYFOp1Op1G55WLfA/BSZTKZrQ7oKnU6nUChaO4++56g8jFUrsROtGI8gZjJlo2kypQj02rtYj8psIzSOVoMGuKAAIZPJndRL70QzLS3N399f9fLSpUvGxsbjx48HALi7uycnJ3ckBG1iBTabDS+ampqmTp0aGhpaVlYWERHh7+8PSzUwGAx4ShZEVxUhSSRSz4OGF1LZ4rJKXybj35bmGglBXuFl7gZh82PXgHMUuj1BEN0agnE1gWgVtX68ANdFVp7KwziBryzdbUBi7Oi3vDdcpCkoFAqFQunLFr4CPCxDvwwmk8n6ZTAGMDytlXpNQVhgkjU03IYAvWw/ChreZbQ6fzVs2DA2m11YWEgQRFJSEtzn2C1NqVSak5MzYsQIlaalpWVSUhKHwxGJRMnJyfBEq3aFTCaztLSUz+dLJJK7d+/C5mlpaYcOHRIIBNbW1iQSSY/ys7uIQIkvrqoxImF/DbCn9cL6Zm1ZZH3lyf5DfjayCO5uW0pJIbUgT/rBJNzUXOOGdYuo+sR7wvzf+n9pRkGfhgi9QkiA3wXUK3LlUJJkDQ23QXsYEL2LVmcaqFTqpk2bDh8+DEs9rl69uruahYWF1tbW8BBLyOjRo2tqarZu3SqVSr29vb/44ouOhIMGDRo/fnxYWJhEIgkICFAqlQCAjz76qKCgYOXKlVQqNSQkBJaBemvACbCyuoYtkyc7D7DohZMG+fW3qgt/sHZaZjVgSXfbYuJWxt9XlQOd5d7D36zdmxRLqn6uObnYcvJ445G6tQSB6BakFzj1nBTIgOxTmsIb7WBAaAOs7bGQOqShoUEsFjs4OLTdBszhcMRisaOjo6riEwBAIBDU1tY6ODhoaodgF83T2lgqen5g1ffcuqiG5pj+9pONDTVoGEQielGYPplh5O466gKJRAP/PbCqqampK82Zl8+TK8tFS1YRRsYat62LkMlkCp065snqRgX/tvtBQ3Jf368HD6zqoof7Anp6YFVzc7OuDXkTOKCmKqipCnwgmbTYqJWm1SlSdGDVu4xuSu9xudzY2NgNGzbAl4cPH87LyzMzMxOLxT/88IOJiQlBEBEREdXV1QwGg8/n79ixw8bGBgAQHR199+5dKysrNpu9adMmLy8vVZ8xMTGffPLJK5HEKwO9U5xt5h1taP7OxrI3IgalQvAiezGJYjTY9y8YMXQLat5TSvFzybTZOowYILuqTuWIXyQM/rnvRwwIBARrJmhnZeQqQv4BhZjIoDFIQG+iMoTeo4MZLRzH9+7dW1RUBF8+evTo8ePHBw8ejIiIcHFxSUpKAgDk5ORwudyDBw/u3bt36NChiYmJAIDS0tI7d+4cOHBg9+7dn3766fHjx2EPPB7vP//5z6VLl3Ac72Sg1tZWWOUJAMDn86urq+G1UqksKyurqqrq9SfXIg9bxRtqaqcZG35ppfnkMYLAyx6vlInZLn6nKbRu948J+PRbf8vdh8jdh7xZuzfJEZXurjq91npWoKGOLUEgugjlGc48KCPxgPRzmjyEoouPcMQ7jQ7ecefOnbOyslK9LCoq8vX1hQsQwcHBDx8+BADQ6fQ5c+bApAlHR0eFQgEAqK+vDwoKght3hw8frloyiIuLy8jIeH2d5ZWBysrKVHFGfn7+uXPnAAA8Hm/dunVRUVHbt29/pfaD/sKVK5ZV1bgz6Icd+vXGtqjq59v49TcHDj/KNPbodmOCYCYnADJFEvJhL5jWDWSEYnXFr4OZDt/YfapbSxCIroApAPWKnHZKphxEEq+jKQeieAGhA7S9PFFcXJyTk7NixQrVNzSTySwuLobXXC4XriZ6eHh4eHiUlZXdu3fv/v37sLITrPMINdPS0oYOHQqvV61aBf7/gpLtDtQuDx486Nev33fffScWi3fu3CmRSOACh0Ag+Ouvv6DOyJEjhw/XwWY9DMMoFErbgz27ggTHF5YXAwy76O5iSaO+uUE34Vacri07OnDoj/aDZr9yi0qlYhjWucFYVjpWWUGEfmZgadWJmhb4sfxIqYR9d+RRc4bpm7X7Bl3xcJ8Cln7XI4OpVGofNZirJP4UgAYcm21AeZ9B+e+vAb3zMELf0WrQIJFIjhw5Eh4e3rbYS3Bw8Pnz569cuWJmZpaYmNg2Q5ogCKFQqFQq6+vrBwwYAIUikSgmJqaoqOjHH3/s1kDt4uLiEh0dHR8fHxAQ8MMPP7TtISUlBV6bmJgEBASo8bw9RL0SvEfZnFxR691hXk6Gmv8c4TVklWSvtRkwZ7DPJvBaRXsSiYRhGI3W4RYHor5WefM6yT+QNETHWSoZvNzDNRd/HLTc33TIK6tafZk3erivAd/AJK0cdK4R+qaHlVliRSyPZE6mfGuJOfx/H9p652GEvqPVoCE2NtbZ2bmhoaG2tlYmk+Xn53t4eFhZWUVERFy/fp3L5S5YsODEiRMAALlcTiKRnJ2dnZ2dMzIyzp49C6tDlpSU7Nq1KyAgYOfOnZ3Upm13oLYKqu8JJyenTZs23bx58/Llyw4ODtu3b4drIlZWVm0P4dSX7IlWHN9ZWT3L1NhVIdf4DnC5hFuQPodh6Gbvube5ueV1BZg90eG4OM46cxJjGQgDxxA63Z0uwiWLn//ozRy03HSKRCLRo/J/MHtCD/b2/xeUPdFTxATtkpyShytHkMUzKARNAP5/03TiYZQ98S6j1aDB1NSUy+UmJia2traKRKLExMSBAwdKpVI+n79y5UoAQEpKyqBBgwAAJ0+eZDKZ8KApJpMJP9Z5PN6OHTtWr17dtiJk1wcCAKgmHlQLInl5eSwWa/369XK5PDw8PDc3VycrEZrij8bmJiX+r17Y/IjjktLsRYDAB/ueJKmVaEDPSidza1o/WUTo+mfc5uqoWkVznPM2Kqab7CEEoiuQy3HaWTkmBbJ5VIWP5uusIBBqoNUPzVmzZsGLysrKHTt2bN68GQBAJpP37du3aNEiY2Pjc+fOwe0LQUFBu3btsrS0NDMzO3PmzOjRowEA6enp1tbWLBYrPz8fAEChUNzd3bs+kIWFRUlJycOHD1ks1u3bt318fAAAHA4nKSlp4cKFBEFwuVy9O6imLSIcP9rQ/Imp8WDNH2JJVDz9spVf4BZ4mcbsp0Z7ch2XlnVX5heodBygadu6x9+8h7GNKREOKwcz7HVrCQLRIbAMQ5oCtydJ51Fxc1TnEdFX0M0vLQaD4ebmprreuHFjYmIig8HYsGGDq6srAMDNze2rr766deuWUCgcP378pEmToDKVSo2Li4PXLBZry5Ytqj6HDBny+sJe24Hs7Ow2btyYmpoqFAoXLVoEK+RMmDBBKBReu3YNjt6/f//efO7e5UhDMx/HN/TCNAOnZG9TzSUnn/2GZurUTMSUSvrVBNzUTBY8VtOmdY8mJX995cH3jXyWWU3RrSUIREdgLQTtrJz8EpcHkuUfUQAZRQyIPoS2g4bCwsLk5OTW1taRI0cSBAF3+Q0ePNjJyamkpCQ3N9fFxQXuKrC2tmYymXw+XygUKhQKGo02ZcqUiRMnXrx4saSkxNXVdfbsf3bvczicK1euUCiUK1euzJgxA25igsLa2lp3d3eZTAaFbfMvIBiGzZo1SzUzob/wlMrfG5sXmJkM0HTGRDM3uaZ4t93gLy0d1UxNpN1NJTc1tIZ+RpB1vBzwTeVRCSHb3/8r7LVdnAhEX4D8TEm/qCAwQrqUpnRB2xsRfQ6tvikbGxu3b98+YsSIyZMnJyQkqNITIiIiRCLRjBkznj59mpqaCgBobW0NDw+3sLCYNm1adnZ2dHR0tzQ7av4Wc6ihWYzjYZqeZhALiiqerjWyHNPPbbN6PZDZVbRH92Xvva+0VWddQ4PEN9263JL+s8MKB5qOsz0RiNeBZRjop+W4PUnyFR1FDIi+iVZ/+eXk5Hh7e48dOxYAUFFRkZ+fP2HChLKystra2u+//x4AYGdnByszPn361NHREc4lsFisn376adWqVV3XbFdYXl6elpb22WefAQCePXtWUFAwd+5cAEBqampmZiaVSp02bdorSRb6QpNSeayxeam5aT+qJv+gCllT6cMFVIat84hjGKbOPixMLmckX1Za2Uj9gzRomBpw5U2b2b9/aDLqE/MPdGsJAvE6WD1Bj5OR6oD8A4p8PAVNhCH6LFoNGkaPHh0cHAwAkMvlJSUl8OSIFy9euLi4XLt2rayszM3Nbfz48QAAJyenBQsWwFZyuRwWduy6ZrtCkUhUXl4OhTweD8YcOTk5cXFxa9euramp+eGHH06fPk3uhdMge5vf6htxADRbMZrA5S8eLVMqeB5B18lUNU+IoKfewAR88czPgU69SgAirPIARmC/9l+jQzMQiHYhP1bSLssJA0yygor3RxMMiD6Nto/GBgCkpKQcPnzYwcEBJkrweLz09HQTExNfX9/z58/X1taGhob269evX79+AAAul3vo0CE4Z9B1zXaF7cLn862srDw8PHx8fAYOHKiqRV1XVzdv3jx4PW/evOXLl/eqZzrhjYd5cmSymOclXzr0c7ex1uC4BVlfCJsyh49PtLL362ITuENFlYGCFxcq8p6Qp840c9Px/M3R6os3+Y/OeW93t3F+/a42j0vtIa94WF/opKRKX0PbHsaB/FSLIl1CCWRRPzU1oKs5w6BHHkboOzrYmBYSEuLn5/fnn38ePnw4LCyMRqNZWlouXboUAEClUvfv3x8aGgoAIAji8uXLFy5cWLp06QcffAAA6LpmR8LX8fPzS05OXrJkiY+Pz+TJkymUfxxiYGCwePFieO3l5aWT6jQkEolCobyxqOUPL6sxAqyyMNWgkZzSqKqiqMHDfzUwG9P1bmk0GoVCgfqYREKOjyUcB0iH+QKd1vapkHC+LTkcaj3xI6NRrzxLFz3cd2jrYb1AHz1MJpPFYrE2BsMBdloEHsuIuSx5EF2uFKtxWKVOPIyqVr/LaDVoyMzMNDY2HjJkiImJyUcffbRnzx4AgKmpqZ2dHVTo16+f6gNx//79NTU1+/btU1Uf67pmR0IVLS3/FDRkMBgRERFcLvfBgwcREREHDhywtrYG/3/QAHRaEbLzz69qmfyv+savrMwN5HKxXK6RcYVNWWU5mywc5pnaL+rWpyeGYaoPXMaVCySpRDR5OiGRaMQq9cAJfHnpTiMSa5vN0tefpSse7lOQSCTtfaVpAgqFQhCEHhkMj3LQhsE4oJ+Xk3OVsjlUxQgcqDuiTjyMgoZ3Ga2un9XX1ycmJsIlgNzcXFtbWwDAsGHDnj9/LhAIAAD37t2DZRVyc3MLCwt37NjR9iu/65rtCikUSk1NDRz9wYMHUHjmzJmTJ0/a2tpOnz7dwcFBdXa2vvBrfSOTRFphYaapDmXiytLsxSyTYU5Df1W7E2rhM2rhM+kHkwkTHZ8FdajuYpawYP+Ar0wphrq1BIH4HwqCHisn5yqls6mKEfq3iQrxLqPVmYZJkyY9ePBg2bJlZmZmLS0t3333HQDA2Nh43rx5X375Zf/+/WtqaqAwNzdXLBZv27YNNoR1nLqu2a5w4MCBhoaGX3/9NZPJFAqFxsbGAIDg4ODw8PAnT54QBEGj0WCZSH2hQiY/28L/xtrSVEPbDJUKYcnDBWSKwWC/GIykZllJTChgpFxTDHaTe+nYmUWSyt2c2GWWU8YZ6XFpcMRbBqYEtFgFuQSXfUpTDkHbHhF6Bqba+qc18vPzm5qafH19WSyWSlhTU1NSUjJixAgjIyOoo8p0AACQyeRJkybBvIaSkhIulzty5EjYnM1mNzc383g8qVRqZWVFpVLd3d3bFcKuqqqqhEJh//79m5ubHRwcAAASiaSqqorBYDg6OnZkc988sGpNNTdFIHzkNshQE2fcEQT+InsRvzHdIyiZaeSpRg/wwCrxH4fIHLZo6ReEgS5/3MsJxYfFG3kK4S2Pgwak9rc6qnEkmG6BB1bBYqZ6ATqw6hUwOaCflJPKcek8inKIBmJ9dGAVQstodaaBIIiIiIjq6moGg3HixIkdO3bY2NgAAKKjo+/evWtlZfX7779v2rTJy8urvr7+zp07sBWO42VlZWPGjGGxWKrmMTExsLm9vX1CQkJeXp6ZmZlYLIbHW7crhKgiA9WyHIPBcHFx0aYfNMILqewij7/VxlIjEQMAoKZoR0vt384j/1AvYoDgD+5Rykol0+foNmIAAOzmxD4Tlye57OooYkAgtAwmA/QTMqwCl4bSlB5ojgGhl2i7uBOXyz148CCZTD5w4EBiYuLy5ctLS0vv3Llz8OBBIyOjq1evHj9+fN++fePGjRs3bhxsdf36dQ6HY2Bg8PTp09ebP3r06PHjx5GRkVQq9fDhw0lJSaGhoe0KW1tb6+rqnJycAAB8Pp/P58OZBqVS+fLlSyqV2slMQx8koq7Bgkxeaq6Z3QzNnERO6UF7t2/N7Gb0oJcmZfJlxZChcjf1ww6NkNNaerju0pc2c0YauOnWEgQCgskAPUaGVeHSJTR8MIoYEPqKVt+7dDp9zpw5cJXB0dFRoVAAAOrr64OCguCqxPDhw19ZCBAIBNeuXYNnZLfbvKioyNfXF1aACA4OfvjwYUfCsrKy48ePw27z8/PPnTsHAODxeOvWrYuKitq+ffvOnTu15ooe8lwivcIThFmZM0kaKB3Xysstf7rWzG6KncsG9XshCHJiPMZgSD6Y1HOTeoIYl66s2OPGcPyXzSe6tQSB+AcxQT8uw6px6WIUMSD0G63ONHh4eHh4eJSVld27d+/+/fuwuFPbQ6TS0tKGDh3atkl8fPykSZNg+Z12mzOZzOLiYqjM5XLhYmS7wnZ58OBBv379vvvuO7FYvHPnTolEAsdqbW29fv061HF1dYXzE1oGZmC3W3poVzXHnk5bbmdD7/HahEzCffFoEcvIxWPUcRJZ/RIx5My74GU5eekquqnGUjnU47vyY9Xyulveh4xZRp1rduLhvgmZTMYwTI8M1jsPUygUzXtYTJD+EoE6gvjCiOak4VwJvfMwQt/RQXEngiCEQqFSqayvrx8wYAAUikSimJiYoqKiH3/8UaXJ5/MzMjKOHDnSSfPg4ODz589fuXLFzMwsMTFRKpUCANoVtouLi0t0dHR8fHxAQEDbrQ98Pv/nn3+G14sXL163bp0GPdAt4HxJWx4JhMkt/Ci3wRbGalZ3VoErJfm3FxCEwndCEsNA/YKSykcPFKk3yO+NJrt56HYvw82m7N+5iTtdVo+yHvpmbQBAex7u4xga6ln6KDxjVo/QoIcJAS49Uk804fQNVqSBveUHvfMwQn/RatAgl8tJJJKzs7Ozs3NGRsbZs2d9fX0BACUlJbt27QoICNi5c2fbeqhpaWne3t6q/4d2m1tZWUVERFy/fp3L5S5YsODEiRMAgHaFbcFxHF44OTlt2rTp5s2bly9fdnBw2L59O1z+sLW1zc7OVun3qeyJbyqqHaiUKWRSz60qf/IFr/Gxa0C8UMwUitXsjZr7mPH3Vbmbp/KDySQc1+Hefr5StKTwR18Dt8UGE7viHJQ90du849kTmJBgHJdjPELyGVVkxAe98CmCsicQWkarQcPJkyeZTCbcoMBkMuGHNY/H27Fjx+rVq/39/V/Rv3Xr1qxZszpv3tTUxOfzV65cCQBISUkZNGhQR0IAgKrYqmrxIi8vj8VirV+/Xi6Xh4eH5+bmDh/ep3P6H7ZKUoWiww62tB7vZuCU7m9kxw8YutfI4j21O6E+zWakXJN7eEk+nMHSUB6H2myu/r1JIbgweDsZQ8vGCB2DtRD0YzIgISQr6bgNOrYS8Zag1aAhKCho165dlpaWZmZmZ86cGT16NAAgPT3d2tqaxWLl5+cDACgUCqypwOPxysvLhw0b1nlzFou1b9++RYsWGRsbnzt3Dm50aFdoYWFRUlLy8OFDFot1+/ZtWMeJw+EkJSUtXLiQIAgul9v3jwL6ubbemU6bZdLThQl+fWpNUYTNoFVW/Req3QntYSb9dop86HDJhCkA0/HH4jVe1tmm1D2OawbR++nWEgQCayHof8gwOZAspxEoYkC8RWi7uFNOTs6tW7eEQuGIESMmTZpEIpGuXr167949lQKs3ggAKCws/Pvvv7/88svOmwMAnj9/npiYyGAwJk2apCri1K4wMzPzzp07QqFw7NixTU1Nc+fOJQji0qVL+fn5DAZj/PjxI0eObNfsPrI8cVfYOqui6phjvxkmb9ji1zkSYcnzjMkGpiNc/OIwkpqBI+1BBv32TfkwX0nIhzBigMWddDJ53qjgj36+Zghr4DnnHzDQ1c9otDzR27ybyxOkFoL2uwwjgPRzGm7RuxEDWp5AaBltBw0ikSgjI0MsFg8fPrx///5QSBBEZmZmc3Ozn58fPC+qI2Qy2aNHj2pra93d3VWhgEwmS09PFwgEbftsdyC16SNBw/TyyhYlfsvZqSdLEwpZ8/OMSRgguQdfp1DVPBuCdj+DfuemzC9QOnaCSqjDoGFpWcRdYc5t94P2NKuut0JBQ2/zDgYNWD3BOCYDZCD9nIab9/ocAwoaEFpGq0u/Uqk0LCysqKioqalp06ZNeXl5UL5v375r1641NjZu3LiRw+G0bZKTk7Nq1Sp4rVQqv//++//85z8CgSAiIuLq1asAABzHt2zZcuvWrYaGBlWfHQ2k16QIRJki8SZry55EDASuKHv8uULa4Oz7l/oRQ/ot+p2bsoCgthGDDjnTdDOJd2+34+puRQwIhMaBEQNBBZKV2ogYEAjto9U9DdnZ2XZ2djB9kUwmw+QILpebk5Nz7NgxKpVKpVKTkpKWL18O9QUCAaz/CF/m5ua2trZGRERgGObm5vbHH39MmTKlrKyspqbmxIkT8FdjSkqKt7d3uwPV1dU9e/YMFpqsqqqqrq6G9SHYbPajR4+oVGpwcDCsMdU3+aW+wYfJmGzco2SwqoLvBI3pg/1OMY3c1WlPEPRb/6FlZ8mCxkjfG9MTSzQFR964lX1simngLLP3dW0L4p2GxCHox6WAhUk/pxHGKGJAvJ1odabB2dl5yZIl8BrHcVNTUwBAYWGhp6cnzJUfNmxYYWGhSv/IkSMTJvzvtyydTp82bRqGYQAAeGgFFOI4DlMolUolzM9sd6C6urrU1FQorKqqyszMBABUVlaGh4fz+fyCgoJvvvlG+8d3dZGrfMHjVslmG8uefBQ1VsXVVRx38NhmYq3WDAFB0FNv0LKzZMHj+kjEQADiq5f7KYC8x3GNrm1BvNOQagjGcRkwwCTLUcSAeJvR6kyDra0tACA7O/v8+fNisRhWT2ppaYFf6gAAU1NT1Wpiamoqk8kMDAxUfdN7enp6enoCABQKxalTp4KCggAADg4O77//fnh4uKOjY1FR0ffff9/RQO1SXFzs6em5YMECHMcvXrwok8nodDoAoLGxMSwsDOpMnTp19uzZveKRTsEwDMMwKpVKALC3vCrQ2HCWg73avbXUZbzM+7rfoIVuIzap054g8CsXiScPSVP+j/ne++1WjiSRSCQSSfXX1AI/V8SkCZ4keO8abDlAjeYqD2vcsF5C+x7uIdDDelR6iEQiYRjWXQ8TL+WK6GZgRqZ+ZU431OovMb3zMELf0UFFyMGDB0+fPj0hIeHGjRuzZ89W1VmCwJe1tbWXL1/euXNnfX39K82Li4sPHjzo4uKyaNEiAIBAIKioqHB0dLS1tS0tLS0rK7Ozs2t3oHaNGTFixJ9//rlt2zZ/f/+JEyfCiAEAQKVSPTw84LWVlRU850LLYBhGJpMVCsX5xuZcUet1T1e1zZCIKnNuzzU0Gz545EF1E1C7DAAAIABJREFUOsFxLDEePH1ETJ6u9H8PdNADLMGrNV/trDz5w8vofznMn2Tqr96gKg9r3LZeQsse7jkwytEjgykUSrffEmVyIlJAWJJIa0yUDBwo8Dc30Rw68TCFooMvDkQfQat/+4qKChaLZW1tHRQUZGxsHBkZOXv2bFNT0xcvXkAFHo9nZmYGAIiLi7OyskpISODxeEKhMC4ububMmQwG48aNG7GxsatWrWp7XIWpqSmcFfD29t63b19QUFC7A7W1RCKRwAtzc/PIyMj79+/fv38/NjY2KioKHpltbGy8efNmlb4Osyf4QuH2yupRLOZIEiYUCtXoB1eInmfMBBjZafgfrWI5APJutseZ1xMpBXmSSdPkXj6gYxtg9oR6RnaX3ZzYX7hxa21mhVt9qvaI+pg9QSKRtONhjaCP2RMY1o1/NHI5TvtLhtti0qVkQIiA1v8yOvEwOuriXUarM2mZmZmXLl2C1w0NDfBn/ZAhQ54/f65UKgEA+fn5cAEiODjYx8fH0NCQyWRiGGZoaIhhWHV19alTp3bv3q2KGAAAcrkctgUAKBQKuVze0UAYhvH5fCjMzc2FFzdv3nz69GlISMiWLVv69+//7Nmz3ndD9zjfwi+WyjbbqJ0XQJTnfCUVlQ32PUFj2HW7tVLJuHKB8jxfPHm63HvYm/W1QgTn1C/cuC9t5vy731Jd24J4dyGX4LRoGd6PJP2MDhhoHwPinUCrMw0hISGbN28WiUTm5uZpaWkrVqwAANjY2AwdOnTPnj3u7u7Xr1//6aefAADwTAoAQGVl5b1796ZNmwYAyMzMNDU1VW1xoNPps2bNCgkJuXbt2i+//GJra3v79u2PP/64o4EcHBw4HE50dLSBgcHjx49hrUlzc/M9e/aUlJQAAKqqqlxcXLTpkDciJ4hf6xvHGxoEGqh5/iS7aGczJ3HQ8EgD0+6Xx1YqmVcuUF4Uiz+crvDs6vlPvQoBiK3Vx6LqE7+1C/3adp6uzUG8u5CLcNopGe5Iki2hAbSjAPHOoO3iTs3NzU+ePBEKhT4+PqojLnEcz8rKare4E4/Hu3v37tSpUwEA2dnZ8NsdAoMGAEBra+u9e/eEQqGXl9fgwYM7GaihoeHBgwdCodDPz4/L5cIZi+Li4vz8fCaTOWrUKLg48jq6Wp6I5QvXllfeGDRgBEud+cBmTtKLR5/ZuWywdwvvbltMqWRcPk+peCGeOkvh6tGVJr1d3IkAxOaq3481JG3ptyjMZm7PO9TH5QlU3KlX6WJxJ3IhTjslw51JsoU0Qqfr+6i4E0LLaDtoyMrKOn36dFNTk7Oz87p166ys/jfrLpFIbt68OWXKFPgyMTExISFBJpP5+PisW7eu7SravXv3/Pz8VJvea2trDx06VFZWNmjQoG+//bbtsbavaKqNToIGJUYKKH4xhE6P6a/OYQqt/PzCjCkmVmMHjfwT6+YBTphCzrx0llz1Ujx9jmKwWxdb9WrQgBP4+qqDcY03tzt8vsJqukb6REFDb/NWBg2UPJx2Vq50wWShOo4YAAoaEFpHq3sa6urqfvvtt3Xr1h0/ftzGxubo0aNt7/7xxx+JiYnwury8PCEhYffu3ZGRkS0tLQkJCSo1Npt94MABuHcBAEAQxLZt26ZPnx4TE2Nvb3/58uWONPWOv5qaK6Wyb6zVOUNLIa0vfbiAznJ0Gnao2xGDXM68cIZUXdU6c17XI4ZeRUngX1UdiGu8GeGwQlMRAwKhBpQcJe2MTOGBSRdQdR4xIBDaR6vv+oKCgqFDh7q6ugIAZsyY8e2336puZWVlqXIoAABcLnfs2LEwnvX396+oqIDyXbt2ZWdnS6VSlWZOTo6pqamfnx8AYNmyZaptz69r5ufnnz17Fu6ZuHfvXlZW1oYNG5RK5aFDh7KzszEMmzt3Ltw80ReQEsT+uobZFmZDGPTutiVw+YtHy3Cl2C0wgUzpXo1LTCphXYjDarniWfOUAwZ2d+jeQEng6yp/u9h8e/+AL+ebh+jaHMS7CyVbSbsoV3iTZZ9QtfuDC4HoK2g1aBg1apRqh+OLFy+cnZ3hdXNzc1xc3IoVKw4cOAAlgYGBgYGBPB6voqLi9u3b8+fPh3IYZ8yZM0fVJ4fDMTY23r17d1lZmZub2+eff96RZrukp6ez2exjx47V1dWtX79+woQJcB1EJpM9ffoU6tjZ2Rkb9/Qo6u4SWddQp1B+52hP7f6m7BdP/iVsyfYMumho0r19nZhEQrsQC+pq5Z8sJA0Y2N1PRTKZrPFaSTJcvvzF7uSWzMOD/jXPYrwGewYAkMlkEomkX8WdAAB6ZDCZTCaTyXpkMCzu1K7BpCw5+aKcGE4l5jGofSZi0DsPI/QdrQYNqn0Jd+/e/fPPP8PDwwEABEHs379/6dKlr5/7UFRUFBMTQxCEo6NjR30KhcKsrKytW7euXbs2KioqKirq66+/7rpJJiYmsDyUq6trfHy8St7U1LR69Wp4vXjxYniMhdYQKpUHnxWF2lj5mJp0ty279K+6ihNDAiMdnad2r6W4VXbiD6KxkbpiHaO/U3fHVWFi0m2bO0KGyxfnfnetJStmyPehdpM01e0rqCp66Qsa9LB2eAs8rLgllF0QUIINaAvNunz0uvbQOw8j9BdtL8oJBIL9+/c3NDT88MMPMKkhOTnZ3t5+2LBhlZWVryj7+/v7+/snJCRERkZu27at3Q5ZLJabmxucwJg6derWrVu7YoZq++fQoUODg4N37doll8snT54cGhoK5VZWVqrtEUZGRj05KlcNfq1taJYr1pubSiQSsVjc9YYycc3z++vN7aYaWn/cPZtFQsaZE5iAL/tkYauRCVDreZlMJo1G4/F4arR9HQkhCy35MUOYFz1o00cM/974E5BIJDqd3i0P6xbNelgLwB/BqlpqfZ92PUy+LadclSlHUaRTgahFqx8Fb0QnHu4oywzxLqDVoEEul3///ffe3t5btmyB504BAEpKSu7fv5+amorjuEQimT9/fmRkZGpqqrGx8fjx4wEA7u7uycnJHfXZNkUTztR1YoAqVmCz2fCiqalp6tSpoaGhZWVlERER/v7+sFQDmUy2t//fQQ/azJ7gK/EjDY3zTI0HUCkEQahKV3UB4sWTdRiJ3t/71+60AphIyDp3CmsViectUlrZgO60bYvq2DD1mrdFjEsXlm3PFOYfHxg+2ThAI322Szc9rGPgG1iPDMYwTO88/IrBlNsKynWFYjRF9iEF4H3uQfTOwwh9R9sVIZlM5meffaaKGAAAYWFhcXFxcXFxsEBTXFyciYmJpaVlUlISh8MRiUTJycmwTGS7DBs2jM1mFxYWEgSRlJQEd0S2C5PJLC0t5fP5Eonk7t27UJiWlnbo0CGBQGBtbU0ikfrCT6IjDU0iHA/rftJEXfkf/Po0J599FJp511thfB4r9i+sVdT68UKllU13B+0NWnHJp2U/PhA9Pz3o+8kmAbo2B/HuQk1R0K4rFGMoso8ofXBVAoHQPlqdaSgtLc3Pz58+/Z+UOWNj41OnTrWrOXr06Jqamq1bt0qlUm9v7y+++KKjPqlU6qZNmw4fPszj8YYMGaLaiPA6gwYNGj9+fFhYmEQiCQj458frRx99VFBQsHLlSiqVGhIS4u3t3bNH7ClNCuXvTc2LzEz7d3Nnk0RYWv38J6v+C7t17DXGa2GdO4nJ5a2fLMIt1a5UrUn4StEnL7YViCtOD9o62shH1+Yg3l2ofyuoaQrFGIpsMsqtRCD+QdvFndrl5s2bdXV18NrV1XXkyJGdKD979qykpMTNzU11CuXrzZ8/f67KfYDA867UtlBryxM/1tb/3tD80HWQHZXS9dJDBK4oypwqk9QPGXObTDF8oz6ExGthnj2BEUTrJwtx025MTnREz4s7tSiEn5T9u1TCPuO8zc/AvecmdQ4q7tTb6Gtxp6ZmapKcek8pn0CRf9CnIwZU3AmhZXSTORQeHt72XR4fHy8UCuVyedvTp9rVjIuLO3Hi/7F3ngFRXF0fv7N96UU6CEhvUlQsIFhAjDVqbFFRxBJb7ApWUAgWoqKiYhRsEVQUBBQ1FrABKiJVKQKC9M4ubN95P9wn827oCrKg8/s0O3PvzJkLu3Pm3nP+51Jzc7O/v39qamp73QUCAe9fGhoaYmJiRBdE+iw1AkFwTf0yRXk18pf9TpV/DGiqT9G1OvEFHkNtjURoCEDR5nmLe8Rj6D41/Maf83Z8ZJdc6xWPAQenbVBAieGTEwS8yeQ+7jHg4PQ+vf2VSE5Ojo+Pz8rKwvagKFpbW7ts2bIWz/XWLWtqah48eBAUFEShUKytrfPz8y0tLdvsbm5ubm5uDreDg4OXLFlCpVIrKyszMzPHjh0LACguLv78+TOsPVFSUpKcnEwmk+3t7VunffYmRyprUADWDviyR3hzY3pZ7hGVQaukFUd1sQuhplri2iWUQm2euwiV7m0Jijap4tfPyt1Vxq+5ob/fWqJvlQ3D+YEQAv7lBlICnzeFzBvVUVQ1Ds6PSW/PNNTV1Wlra4vmONTU1MjJySUmJkZGRubl5XXQMi0tzdzcvKysLD4+XkZGBlapaK87pLi4+MOHD05OTgCAyspKrEJmcXFxQkICAKCoqMjDw6OxsTErK2vbtm1iXKwp5/Ev1davVJQbQPqCnypUyC1IWUOV0FHvckkqYmWFRGgISqU1z3PtIx5DJb9uRu7OKn79bQM/3GPAERtCAK4yBQnN3Gkk3GPoR0yaNOnt27ftHRUKhWPHjn3//n1vmvQd09szDfD5HRoaiu2pqKgoLy9/+/atgoLCvn373Nzc4GRA65b19fXZ2dmnT5/W19cPDg5esWKFnZ1de90hV69enTNnTgdrEzk5OaampgsXLhQKhbdu3eJyuVAmpb6+/sCBA7CNo6PjuHHjenggWrEj/xOVSNiqPVD637UJBEGgZGEHvT6+82Q35do4xcnIdi2MsfQzuH4ZSMsgS1ZKSfXwtAqJREIQ5Etna4o5ldM+eDIEzfctj5lJ9qpwdVdGuE/xdSMsRggEAoFA6DgRuq8gQIUXGeg7DnmJPHFIv1mV6E8j/M149uxZBzouKIrGxcU1Njb2pknfMeL/bmhpaR07dkxXVxcAoKKiEhYWJvrUFwVF0aamptOnTxOJRH19/StXrtjZ2XXQvaSk5NOnT5hwdZvY2NiEhIR4eXnZ2tpOmDABE1YTCoXYPxmHw/nWz5UiDvdiVbWHhvoAKkV0P4IgHVy6vupl8YfjOhY75ZRsu3SZkmLhxb+AnDyyZCUiKdlNm1uDIEjHBremiFMxIXUDD+XH2QTq0zV73KRO+VKDxQt0f3GDex4+yj/fiGZwKO7yxGESfD5f3AZ1lX4zwjjfC+J3GmRkZLDKDubm5oGBge21lJWVNTU1hT61qalpRUVFx90fPnzYnseA6TEoKCicOXMmKSkpKSnp6tWrQUFBkpKScP+pU6ew9t86e2L35zIpAmGJlISoFF3Hsf1CQXPmCze6jJmC5m9dkQgkfi6i37wqlFdkzfoV5fPBN1AVhNkTXdcr/MgpmZm3iwCQCIM/lLjSDdzeFjrsp9kT/UgRsl9kTyACQPmbR8wVcn+lIBYERCjER7hjeiR7wsnJaf/+/adOnaqtrR0+fPiOHTuio6OvXbsmFArXr19vZ2cHAEBRNDg4+OHDhwiCjBs3zt3dHTpJHA7n6NGjiYmJurq6LTT+w8LCYmNj6+vrHRwc1q5diwts9zji90+jo6OxJ31WVlYHZSaMjY3fv38PZQffv38PFRs76P706VNra2vsI4Ig2ORBWloa3Hj06NG7d++cnJx27tw5cODAzMzMnry3rpHP5d5oYKxRlJcmfsGfozhzN5dVqmsViBA6V3QgFn+ih18VKqmw5rqidHo3jO0xctmff87dQQSE2wZ+OhRVcZuD84OC8AD1Io+YK+TMI/HNxP97+OMQHx//yy+/GBkZ2draHjp0aPjw4adPnx47dmxxcfGUKVPge527u/u2bduMjIwMDQ23b9++dOlSAACKos7OzidOnLCxsREIBA4ODlg1402bNm3atElPT8/e3v78+fOLFi2CzwucHkT8Mw0jRoy4fft2QECAmpragwcPOlBn0tDQGDx4sI+Pj6mpaWxsLCxo2V73srIyKPeEddfU1CwrKwsODpaUlHz79q2VlRUAQEFBwd/fPzc3FwBQXFwMNaR7mUOVNbIEgrviF8i5N1bFVRVdHmjmQ5fuPDWRVPCRFnlNqKrOmvUrSqF02r4XyGEXz8zbJU2k39L3VSN/sfYlDk6PgHAB9RIXKRRyFlAEJrjH0Nts2rRp8+bNAIDc3NxHjx69ePGCRqMNHz7c2tq6sLCQz+dfuHDh+fPno0aNAgA4OzuPHj16y5YteXl5iYmJWVlZ+vr6AIBBgwZt3LgRAJCXlxcQEJCRkQElfNzd3bW1tSMiIn7++Wex3uX3hnichjlz5mC1XJWUlI4ePfr69eumpiZvb2/Rig8tWgIANm/enJSUVFVVtXv3bh0dnQ668/n8FStWUESekbKysqdOnXr16hWTyfT29i4vLwcAWFtb7927NyMjg06nHz9+vPcLsXxgcyLqG/epKUt2eVWSz2soTFsvpWCrpLOs08ak/Fxa5A2huiZr1jyU3Cc8hnRW/i+5uxXJMrf0fVXJfUIiAudHhI1SQrhIGcpZQhHq4x6DGLCxsYEburq6FhYWUH8PBqgJBII3b96oq6tDjwEAYGdnp6am9ubNm+zs7JEjR0KPAQCwaNEi6DS8efOGSCT+/vvv2PlRFM3JyenNO/oREI/ToKn5n5C3zMzMiIiI2tra169fr1u3TklJCQDw7NkzqONUVFS0du1a+P90586dyMhILpebk5Ozbt06uPPdu3ehoaHNzc3Z2dlYy5KSkujo6IsXL+rp6WHnHDBgwKRJk+BF4b8mAMDQ0NDQ0LAX7/4/HKysViKRFivIdb1LUfpWAY+hO/I0gnTyS0fOeU+LucUfqMueMQclin9WCQCQ2pw35+NedYpiuL6PIqlPJHzi/IiwUNoFHlKOchZThHq4xyAeROM3WyeA1NXVtahRLicnV1tb29jYKLpfQUGBRCIBAIRCoays7K5du0S7wFrKOD2IGL4tJSUlx48f5/F48GNlZeWxY8fWrVt3/vx5FRWV06dPAwDq6+sDAgLWr19/5syZ+vr6iIgIAEBBQUFkZOShQ4fgzsjIyPZatnnOPsh7DvduI3OzsiKty4KVdeV3aksjBpr5UiXaDf6AkD9k0qJv8nX02DPm9hGP4VXT+xl5OzUpSjdxjwFHjLBQWjCPUIlyluIeQ99l0KBBhYWFWJxyU1NTYWGhnp7eoEGD0tLSsGCF3NxcmO2ir69fX19vbm7u6Ojo6Ohoa2sbGxuLPWhweore/sIcPHhww4YNorG+WVlZgwcPNjQ0pNFo06dPz87OBgCUlZXJy8ubm5tLS0sPHz68qKgIAFBeXj5mzJgBAwZISUnZ2trC7Ik2W7Z5zoyMjN27d8OLvnz58siRIwAAgUAQEBCwaNEiV1fX6OjoXh4Nn/IqDQp5gZxs500BAADwOBWf0jbJqbgoas3vuCX5fTrtTgTPwJg1fTbaN3K4E5mZcz/u1aNqhOvtV8A9BhwxgTQB2lkuoQZlLyULtXGPoe/i7OwsKyu7ZcsWWBBg8+bNcnJyTk5Oc+fOraio2LNnD5/Pb2howNYjhg0bZm5u7u7uzmAwmpqatm3bFhQUpKamJt67+P7o7RfQ7du3AwB++eUXbM+IESOwxMiPHz/q6ekBALS1tdlsdkJCgp6e3vPnzx0dHQEAI0eOHDlyZENDQ2FhYXx8/Pz589tr2eY52+T58+clJSXnzp2rrKzcuHGjs7MzXN0QCAQw6AEAIC0t/S20U1KaWf8wmMe11OntVJogEAhQfQjbk5e2CUGQQdYBHdtDSk2m3IvmG5vxps4i9mICN5xsbNO254y0+R+9LCT0rhl4SxMles2kjmk9wn0cmG/WjwzuayOMMFHyOTbSALjLqIhWG2ZBrZG+Y3Cn9LUR7kEkJCTCw8PnzZt38eJFAICSktKNGzckJCQkJCSuXLni5uZ25MgRPp+/bt26z58/AwAQBAkNDZ01axZcsJCTk7tx44aUlFSLekY43UT8s9ZY8clnz56FhIR4eHgAACQkJGbMmOHn50elUgcMGDB+/HisfXZ29sWLF1EUhdmVbbZs85xtIisry2AwCgsLDQ0Nw8PDsf1VVVXTp0+H24sXL26RCtwjHCgq1afTfxukQ+pwbQK7l+Kcv+orHliNua6satRBe2FaCu9eNHHocOqs+ZLiKNPVOpg0tjphTu4eW1nTO9ZHpIh9IuFTlO6UPxULvR+u203ofSPLF60VsM9UATZC3a4kodFRojI+wr3Ao0ePLC0t4ba7u/ucOXPgtpSUVFxcHIw5GzVqVGFhYU5ODoIgBgYGWAzErFmzpk6dCnPsFRUV58+fD+MijY2NMzIy8vPzmUymsbExFGkgEolxcXGmpqZiuMnvEfGUxv7ll18uXbokIfG/N04GgxEQEFBdXb1x40YYt5Kamnry5EkfHx95efm///67pKSkRXhLZGTku3fvvLy82mvZ+pwZGRnXrl3bv38/AODFixdJSUmbNm0SCoWhoaGPHj3i8XgTJ05csGABPD+Xy8WKa6upqWH6UT1FYlPzxJz8v7Q1Z7cfAkkkEslkMsxX5jR/Sn1kp6A+WX9IUAenJZSXki+dE+rp82bOB73uMdBoNAqF0kKu9X590uI8Xztpi78N99KQPpG+gSE6wv0CGo1GJpMZDIa4DekqfWeEkXqUeLoZ4QH+Sjqq0u70Gz7CXaFFfCLOD4X4Zxp4PN6ePXssLCx27tyJFYlIT0+3sbFRUVEBAEyYMAFm1ERERMjIyMC5BGNj47t377bXss1zAgAwD6mkpARu1NbWTpkyZcGCBfn5+X5+fra2tlCqgUKh2Nr+vzZzjytC7i8pN6ZRp0lJdhCnIxQKiUQij8dDUWHum1UEkpSG8f4O2iPNTZLhV1E5OZbLNFQcOrhkMhlFUVELo+pf/Fbo7yhtdUF3B5GP8EDfCkrCRljchnQVmELcjwxGUZRAIIjdYEI9SjnLBShgr6AIFQSA1+58NYVCafE/3MfpIyOM8+Mg/jighIQEOp2+dOlS0ae7oaHh69evi4uL2Wz23bt3jYyMAAADBgyIiYkpKytramq6e/cunG5qs2Wb56TT6Xl5eY2NjWw2+9mzZ3DnkydPTp48yWAwlJWVCQRC7zjsTxhNL5qatysPIHRtLqAi/zSjJkHH8hiJ0v6sqUBAv30D4fFYM+ahfUM5NaLu6crCw2NlrC8O2klFOpetxMH5FiBVKPU0FwGAs5wiVBTDgh0OzveE+Gca8vLyMjIypk2bBj/KyMhcuXLF1ta2tLTUy8uLw+EYGxuvX78eADB69OjS0tLdu3dzOBwLC4tVq1YBANps2eY5Bw0aNH78+A0bNrDZ7OHDh8PomEmTJmVlZa1cuZJMJjs5OVlYWPTCLR+qqjGhUiZJS3WlMYuZU5p9QFnHTVZpfAfNaA/vEstKmn9ZIJTrE8uxN+vi1346Oll25GmdzWRE/P9mOD8mSBVKO8dFyYCznILK4h4DDk53EU9MQ2sYDEZFRYWmpiaMSquursaSFyAmJiYwQpjL5RYXF6urq4vG/lRXV7NYLE1NTTi10EH3r6MHlyfuM5gLP5X8ra0xoTOngUgkUimk5H8c+dxaM4d4AqndupSU1wnUuH/YEybzLIf0lJ1fASxYVVtbe7nm/pbiUz/L2QdqbyIhfTeuu58WrKqtrRW3IV1FvAWrCGUo9TwHSCDsZRRUpkseg6SkJIVC6aDOcl+j/xaswumniOcV8OLFi3PnzsWi1oODg589e6akpFRSUuLp6Wlubp6eng5DFgAAQqEwPz//ypUrkpKSb968OX36tLKycklJiZ+fHxSNDgwMTE9Pl5eXZ7FY3t7esrKy7XUXy82KggJwsKLaik5z7to0Q1HWgeaGVMORkR14DMSCj9Snj3g2tuL1GDAuVMduKz79q6LTEa21hM40K3FwvhGEUpQWzEUlEfYyCiqNzzHg4PQMve00NDQ0vHr1KiIiYvbs2XBPXl7e06dPT5w4IS0tfefOnfPnzx89enTs2LFjx46FDe7du1dWViYpKclms0+cOHH48GFlZeWHDx8+fPhw8eLFycnJb9++PXPmDJlMDgwMjImJWbBgQZvdm5ubKysrYcWKxsbGxsZGqGYtEAg+ffpEJpM7KLDZU8Q0MtPZnBs6ml35DWuqT/30/rCq3jpphZHttSHU1tBjbgrUNdljnHvQzq/mSFHo1uJTrgMmHtZchXsMOOKC8FlIC+EJ5QDHnYr2FVkQHJzvgd7+WQ8NDX3x4oXomkhVVZWdnZ20tDQAwNrausVCAIPBiI2NhTpOycnJBgYGSkpKtbW148ePX7x4MQAgOzt76NChsKiVvb3969ev2+uen59//vx5uD8jI+P69esAgIaGhnXr1gUFBfn4+Bw4cOCb3rsQBf6V1bYS9DFSnc95oELOx7erJKT11Q23ttcG4XDot6+jVBrr57mgD6i7HCkJ25p70m3AJH+t1bjHgCMuiJ+EtPM8oTzCXkrBPQYcnJ6lt2cafvvtN/BfRUio8wi3nzx5MnjwYNH24eHhLi4ucCGjtraWwWCsXr2aSqU2NTXt2LFDV1eXTqdjdczKy8tbLEaKdm+TV69eqaur79q1i8ViHThwgM1mw8YMBuPChQuwzZAhQ6ytrbt96yCsujaLzblnYtCVhZK8FC9200fbic9p0u3UgRQKkchrCKMRdV8j0QeWGH2LLvoWXdyus2ivppu4bekqCIKQSKS+sG7VRchkMoIg/chgAoFAIBB61eA8HhrCABpEwkppSfoXe65kMrm3De4eYhh5jSX+AAAgAElEQVRhnB+bvhLW3tTUdPHixezs7H379mE7GxsbX7x4cerUKfiRw+Hk5eWdO3dOXl4+PDz87Nmzfn5+9vb2N27ciI6OlpeXj4qK4nA47XVvEwMDg+Dg4PDw8OHDh3t7e2P72Wz2w4cP4basrOzw4cO7eYMCFD1YVuEkJ+s0QLHTxvWVL0pzT+tb7ZdTGobVZWmB8E6kMC+HuMgd0fzmqyqdcqX8nm/RxR26i331f+tHoq3Iv4jbkK4CNYNFC773ceDwEnpLy1yYxeGdZiDaZPJaBYT2NX9WfIR7hx6Rz4Lz0zi9TJ9wGnJzcw8ePDh8+PADBw6I5kQ8efLEwsIC+wJLS0tbWlpChddRo0aFhYUBAJSUlPz8/O7du1deXr5w4cJLly61110U7Emso6Pj6en56NGj27dva2pq+vj4wCQLJSWl27dvY+27nz1xta4hu5l1TFWp08BsAZ+R9WyhpNwQea0VbDa7zdh+UkYq/UU8x2E8V0UdiDvSO7U577ecQ1NkR+1QXyQUCvtR5Hk/zZ7oRyPcm7H9xGwh5QpXqEXgLiKgrHrA+pqT4NkTXQHPnviREb9/2tDQ4Ovru2LFiuXLl7dQUI+Li7OxscE+amlplZaWwu2Kigoo7QzLq69cuXL58uVNTU2DBg1qrzsAgMvlwg1sRSM9PV1CQmLjxo3BwcFcLjctLe0b3CLgoeiRqpoJ0lJDJTqXiC/K3MnjVOtYnUDaSVYklBTTHsTwjEy5tqN62tIvpoJXuyjfx4CmeUpnEwL6zSs7zncG8b2QcpkrHETgLqWg/WaaAAen/yH+mYbnz58rKytLSEhkZGQAAEgkkrGxMQCgoaGhoKDAysoKa2liYkIikcLDw83NzcPCwlxcXAAAEhISR48edXV1lZGRuX79+pYtW2Dj1t0VFRVzc3Nfv34tISERHx8Pa6WUlZXFxMQsWrQIRdHy8nJFxc7XDr6CK3UNRVzeX1rqnbasr7hfUxw60PwATbLtypwIkyERFS4coMyZNL33q0u0gIPyXAt8Bajw8qBddEKfkKHE+QEhpQsp13gCAwJ3AQUV/08aDs73jHi+YWZmZqKLcGQyOTQ0FG5LSEjs3LkTAFBWVjZu3DjRVSsEQfbv33/9+vXw8HBHR8effvoJAECj0bZu3RoVFUWj0TZt2mRoaAgbt+6upqa2devWx48fM5lMV1dXqJDj7OzMZDJjY2Nh94EDB/b4zXJQ9FhVzWQZKWt6J9UU+dzaT2mbZAY4KOssbbMBwufTI64BFGXNmIuSxCzMjAJ0/aeADFbBTb39GhQl8RqD88NCShVQrvP4ZgTuXDIQfwoRDs53Tp9QhCwuLo6IiGCxWA4ODjCT4unTp/fv3xdt4+npKSX1P0GksrIyFRUVzO348OHD3bt3m5ubhwwZMnHiRBjXVlZWFh0dXVFRYWxsPH369G5GNnUnpiGopm5PWeUTfR1TWifv4h+T3Rur48wc4il0TdB6xR1FaTG3SLnZzfMWC9U1vtqenuJYxQ3f0ktHB65bqDgB7sEUIcVrWNfppzEN/WiEv/WKO+m1gBLB41sQuXPJPbLWisc0dIXuxzTggZD9F/HHNNTX13t6epqamk6aNOnSpUtv3rwBABgZGc36Fzs7u/r6eizcgcvl7t69G6ssVVNT4+PjY2NjM3HixMjISJjy0Nzc7OHhoaioOHXq1Ddv3gQHB4vr7pqFwoCqmhlyMp16DDWfb9SVRQ0084MeQ2uoCc/IHzLZE6f2BY/hUWPygbIra5RnYh4DDk4vQ0oSUCJ4Asse8xhwcHA6RfxftWfPnunp6cFiUdOmTYMTDCoqKjb/8vbt29WrV8OkhmvXrq1bt66yshLrnpqaamFhMWbMmKFDhzo7O8PAiHfv3mlpac2aNcvKysrd3f3FixcAgIKCAsx7yMzMvHHjBtx+/Pixr6/voUOH3r9/3+N3d66mrlYg3KzUSagEj11enLVTTvUnRc05bTYg5X6gvIznDrfnm/ZGSa2OyWEXryg87CBttVt9sbhtwflBISXyKbd5/KFEzhzcY8Bpl127dmloaKxevXrt2rV6enoTJkyAafm7d+8+ePAgAMDCwuLjx4+iXd6/f6+qqjpv3ry9e/fa29s7Ozt3sfpxdHS0mpra3r17p06dqqenB2dTNm7cuHv3btFm27Ztay/iHrPKzc0NQRBRrcLTp08jCBIYGNgVS2bPnn3nzp02D02dOrUrZ+gA8UcNNTQ0qKiowG0NDY3IyEjRo8nJyRQKxczMDH4cMWKEtbW1h4cH1mD06NH29vYAAB6Pl5uba25uDgDQ0dFZuHAhbMDj8ZSUlAAATU1NBQUF2EWLi4sBAKmpqaGhoWvXri0tLfX29v7777+7U9eqBU1C4anqujmy0gbUjhdH0MLUDQAQdCz+bPMwobqKFnubrzOIYz+mp2z7aur4jIX5+5XJcn/pbCPiso844oD0lE+J5fOHE7nTyXjKDk57RERE3Lp1Ky0tDUa4s9lsa2vr06dPOzs7P336lEKhwGcH5Pnz59nZ2e7u7idPnnR3d/f19QUAeHt7Ozs7X7x4ceXKlQCAlJSUuLg4TU3NGTNmkEgkAEBoaKi9vX18fPzQoUP9/PxOnDgBpQttbGwiIiJcXV1bW2VpaSkrKwsA4PP5t27dKiwsHDJkyPjx4zMzM0WtMjc3v3nz5rBhw7B7ES3C3NoSAMCTJ0/evXvn4OAgermcnJz79+8bGBiMHTuWSu2BcHXxOw16enrnz5/ncrkUCiU+Pr6hoUH0KHyiYx+1tbUBAC2CKAEADx8+DAwM1NTUhNkT6urq6urqAIDy8vKTJ0/OmjWrvas3NjYqKSmZmJhYWlrq6upiER7l5eVTpkyB24sXL163bt1X3FpZU7MajeprbDCgfUlKAEDRh1MNVY+sx4araJi0PkpDhbyoG0BGjrZkhSSt84zNbwofFcx9610vZCbantOTaDtotN/lcLdI9O379LsRlpDoSTFn3j0GL5ZNniAtMVu2B08ryg8+wt8NZ8+e9fLywnLiaDTa06dPORwOgiAqKio0Gk1ZWRkeSk1NnT9/PixzKCUl9fbt28bGRpjVf/nyZfgmeePGjS1btqxcufLixYvBwcGxsbEAgKtXr164cGHgwIH29vb29vaOjo7whKLJ/y24cuWKpqamtra2m5tbWVnZmDFj3NzcDh486ODgIGrVjBkzrl27Bosb1NfX5+XlYQWV2rTkyJEjgYGBS5YsWbdu3adPn5YsWQIAiIuLc3NzW7ZsWUhIyPHjx9ubfvgixO80jBgxIikpacWKFZKSkhoaGqKSz+np6UQiEZaY6hgnJ6dhw4aFhIQEBgZu2LABAICi6O3bt2/evOnm5jZu3Lj2Og4bNuzu3btLliyxtLScOHEi5rLJyMjs2LEDbhsaGjKZzK+4NV0AEkwMAJ/fQXd2U+GHN9uUtRdIKrq0aEYgEMgEguDCX6C5SeC+mssXgK8yowfZmH88vu7tNaN96kKF1jdFoVDIZHI/iiskEAhkMllURbSP0x9HmEQiYfoo3Qe5x0bus9FxVM5PRM43+DpQqVQikSiuWt5fQY+PcFfAYtK7CSHlDaHs85f2QuUUBKMcOm8HQEpKyvHjx+H29evX4eyykpKSq6urkZGRlJSUgYEBAKCoqMjNzS0kJAS+yq9evdrV1VVTU9PFxcXZ2Xn+/Pkw4nLv3r2XL192cHBAUdTExCQhIQGG7VtYWPj7+wMADh06BK8VFxf37NmzjsWIAQDx8fExMTGDBw92cHBobm7W0NAQtUpDQ0NRUTE9Pd3CwiImJmby5MnYKklrS4YMGbJ///7ExEQjI6Pff/8d1mIEAOzevdvHx2fBggUAAAMDA1HFwq9G/E4DgiAbNmxobGwkEAiFhYUhISHYoUePHrVQZ2pNQkKCjIyMmZmZrKzspEmT4B8PABAQEFBaWnr06NE2Xxrq6+vhBo1G8/PzKy8vf/XqlZ+f3/Hjx6GXJyEhMXPmTKx99xUh2wRFhTlJK0hkWXVjr9bLZkQikfDPXaS4sPmXBQK6JOjautq342rNw3MV0b6ayx3plm0u8sHfry6u//UFiEQigiD9y+D+NcLQC+8pg8n3eeQ4Ad+RxHVGvtHXgUgkEgiEH3aEu0hPOQ1IQx0oLfniXl0WqieRSFiaBovFYjKZlZWVV65cabFq4OrqWl9fr6Dwvyo/2tra8fHxmZmZjx49unDhgpeX1+3bty0tLT9+/AgXDhAEGT16dEZGBnQaRo36f5E9Dofj5eV18eLFmJgYbBqjPebPn+/i4vLrr79OmTJl4sSJrRvMnDnz1q1bFhYWERERa9euvXr1KgCAy+W2tmTAgAFycnJGRkYAAFlZWWxRIyUl5d27d3l5eQAAKSmpDx8+dHHoOkD8TkNJSUlQUJC3tzeCIA8fPrSzs4P7hUJhYmKij49Px92rqqri4uJMTU0RBElLS1NVVQUApKWlffjw4cSJE3DxAkIikUpLS1EURRDk1atXcOopLCyMx+MtWrRo2rRpT58+LSws7PQv3YOUfzzBqE00HH6NRJZrfZT0JglJTmI7/STQ1u01k9ojqSlr6+dT8xTHr1CaJm5bcH48UECO4ZFfCnjOJN448f9q4fQIgjHOYIzztzu/qanpy5cv4ZsnrIp8586dly9ftmjm4eHR0NCwbds2mHzn7+/v6upqZmZmZmb2+++/b9myJSAgoEUKHoFAwIrsYNXCamtrnZycjI2NU1NTYSBdxxw8eHD69OkxMTGurq7Lly/fs2dPiwYzZsyYOXPm9u3b37x54+DgAJ2GFkBLYM0UbCecPUVRlM/njxgxAnqWVlZWRkZGMC2gO4j/66ehoSErK7t69WpJSUlZWdnJkyfD/fn5+SQSSU+vbWFEDBcXl1evXrm7u8vLy9fX1+/atQsAkJaWxmKxvLy8YBsoGKWrqyslJbVlyxY6nc5kMqHTYG9v7+HhkZKSgqIohUKBMpG9A4vxoTTnsLLuchmlsa2PEj9/ojy5D6yH8ayH9ZpJ7VHMrVyc72tJ1/tTa23nrXFwehYUUKL5pEQBbwqZZ4frN+F0lfXr169cuXLWrFlqamoAAC6Xe/jw4dbNJk6cqK6ufurUqfv377u4uNy6dYtEIsFlbgCAgoJCZWUlhULR0dFJSEiws7NDUfTZs2eLFi1qcZ5169aNGTPmyJEjXbGNzWYvWrQoLCxs1KhREyZM2LRpU2unQU9PD2ZMjB8/HovQb9OSgQMH1tfX5+bmGhgYNDY2vnr1CgCAIIiZmZmysvLo0aMBAMuXL+/KWn+niN9pqK6udnFxsbKyolAo8vLyubm5JiYmRCJxwIAB+/bta12BsLq6es2aNVgUKJVK9fHxqaysZDKZWlpacGph7NixVlZWTU1NTCZTWVkZ7qRSqQEBAcXFxUwmc+DAgVC/RVNT89y5c8XFxTQaTUur98pFokJewbu1VAktTZPdrY8SGurpkdeFahpgygyxr0o0CdkLPu6jE6gXB+2kIOL/h8H5sRACyi0e6a2AN5XMG4l7DDhfwOTJkxcvXmxlZfXLL7/Iycndv39/3rx58H1dSkoqLi4Oe0el0+n79+/ftm2bs7PzkSNHZs2alZqaqq+v/+nTp+jo6MePHwMAvL29Fy5cuHr16hcvXsDIR9FrCYXCmzdvrlixAquWPGnSJLhMkJCQ8Oef/8uMw54yNBqttLR0/PjxEydOvHnzJlyeaGEVAGDmzJl79uy5du2a6LXatGTHjh2TJ09eunTpvXv3YFQEAMDLy2vBggUrV65MS0v7+PGjiUkbsfZfChF7HRcXSUlJ4eHheXl52dnZKSkpt27dmjZtGoVCodFo8vLy5eXlZ8+ehUtHAIDAwMCwsLDS0tI7d+6MHDkSi5qUlJTkcDjnz5+HLWVkZJKSki5dulReXv727duff/4ZU4SUlZVVUlKiUChwpgEAQCKRFBUVYQ5Me/R4YFRpzoH68jv6Q69QW+UgIFyuxI3LCEDY81xJklI8Hq9nL/1FoABdVfhnclP2NX1vPWonolJkMplEIrFYX1VeUBzAIAzxjvAXQaFQ+t0IE4nErx9hIaDe5JFSBNxpJP7I3nBYKRQKkUjsRzEN3R3hr6L7yRo9ErnZlQTC8ePH//TTT2w2W1lZedu2bZMnTx4yZIi6urqpqSmLxVJVVdXQ0Bg2bBidTre0tGxoaNDR0TEzM3N1dSWTyQ0NDebm5idOnIBxhebm5qNHjy4uLh41apSPjw9M4kMQxMLCQkFBgcViEQgE0ZExMDDQ0NBAEIRIJHL/RUpKysrKavDgwXJycnPnziWRSM3NzfPnz4cpnaJWGRsbq6ura2trS0lJubq6kkgkBEGMjIw0NDTatGTUqFFmZmZVVVXu7u6Ojo76+vqKiopGRkbjx48vKSkZPHjwn3/+SaPRoMHdGfY+ISONce/evbKyMjc3N/hRKBTC1aagoCAAQHJy8qlTp86cOUMmkwMDA+Xk5GBQaOuWTCZz1apVx44dU1RUPHbs2MCBA2fOnNnc3FxZWQnnZxobGxsbG+G/gkAg+PTpE5lM7mCmoWcDIZl1r7NfTlXV36Bh5NHyGIrSI64RiwpZC5YCVTWxixz7ll4KqAg/q7P1Z/nRnTbGZaS/NT+WjLQApYTxSFlCzkyyYEgvzTHgMtJdAZeR/pHpQ+I8DAYjNjZ2/vz52J7r16+LhpNkZ2cPHToUrjXY29uLqmW1aAlnlmB6roODQ1JSEgAgPz///PnzsEFGRsb169cBAA0NDevWrQsKCvLx8YEZsd8aoYBV+G4dXdpEzWBT66PUp49J+bmcn6YJlHovHrM9outfBFSEb1Gd1xWPAQenJ+Gj1FA+KUvI+aX3PAYcHJxO6UNL1OHh4S4uLtiKQ05OTmpq6ooVK7BnOZ1Oz8nJgdvl5eXY20DrlnV1dVgShJKSUgfvDa9evVJXV9+1axeLxTpw4ACbzYYGNDU1hYeHwzbm5uawWnePkPd2J5f92Wr8U0nJlgsiSHoK8dUL4RgnktUQ0r+T5+KSHkptyltbdGyqot1uXTdC15QfyWQygiD9SCtJvCP8FcApyn5k8FeOMA9FLjWBXCFYIkUZ3KvVXH+UEcbB+Vr6itPQ2Nj44sULTA2DzWafOnXKw8NDdOnL3t7+xo0b0dHR8vLyUVFRMKukzZZsNhuTaaJQKB2sUBoYGAQHB4eHhw8fPhwLYAEAMBiMEydOwO3FixcPGTKkR26zpuxR2ce/jIYeUla3bXEILSnmxkQSzC2pE6cCkfBP0azRXqOcWzMve6+BhNZVy32SxC/7PcISkPoLYhnh7vCdjzAX5QRVC3L51FWKxMGdVJP/RnznI4yD0w36itPw5MkTCwsLLFzx6tWrenp61dXVFRUVXC43IyPDxMRESUnJz8/v3r175eXlCxcuvHTpUnstZWRkPn/+n9BYU1NT6yBHoVAIN3R0dDw9PR89enT79m1NTU0fHx+Y2aKqqgrrbUJ6JKZBwGvMfLpEUn6olMqiFidEmpiSl88J5eWZTpPQmhq4U1wr7hyU93PujiY+K0LPh1XXxAJdNQCPafjWfPcxDQgXUC9xkUIhdwGlWZ0JqntbAhWPaegK/U5mG6cH6SsxDXFxcaLij3JycgwGIyoq6smTJ01NTVFRUWw2u7a2trGxceXKlcuXL29qaoLi3m221NHRwQqXffz4EVasACIhu9gyR3p6uoSExMaNG4ODg7lcbnvFx3qEokxPPrd2kNVJBPnPGi0i4EtEXgMCAWvGPLQPvDFsLz6d2pwXrOuhTVEVty04PxJslHKegxQJOUsoApO+8tOEg4MjSp+YaWhoaCgoKLCyssL2YBLORUVFvr6+sAwEkUg8evSoq6urjIzM9evXYW2qNlsaGhqSSKTo6GgzM7OIiIhVq1YBABQVFXNzc1+/fi0hIREfHw91nMrKymJiYhYtWoSiaHl5OVbapMepL4+t+Xxde/CfVMmWhUyo96IJFeXNcxaiMt+qAE/XOVlx6++af/7UWmMnJf4a3Dg/ECyUFsJDKlDOYopQD/cYcHD6KH3CaSgrKxs3blyb+TM0Gg3qacPtrVu3RkVF0Wi0TZs2GRoattcSALB3795r165lZWUtXrwYpqWqqalt3br18ePHTCbT1dUVzvE6OzszmczY2Fh4zoED267c2E343JrC9M0ySmOUBrYUEaMkPSdnpbNdpgg0tb/Fpb+IJ4wUn7KLy5Wmug5oQwgdB+dbwUJpwTxCNcpeShFq4x4DDk7fRfxOw9OnT+/fvw8A2LlzJ9zj6ekJS2vcvXu3ubl5yJAhsGAEAMDExMTExARFUViBAxIUFFRUVAS3o6Ojp06dCgBgMBgwUhILXwAAjBw5EtOJgiAIMnPmTNHaVN+CwrQtQMjVGRwAwH8ELkkFH6nP47hDR/AGd1KXqxfIY5csLzhoLzV4n4a7uG3B+YFAmgD1HJfQANhLyUIt3GPAwenTiN9pgMVA4XZ5efmdO3fodHpNTY2Pj8+yZcukpKT++usvEonk7Pz/dU1iYmJiYmKgjhMAICkpadmyZTBVEqo11NfXe3p6LlmyREVF5dSpU2QyeejQob1+Z/+j5nNYfXnMIJuzFLq66H5CbTUt+qZgoC7H0UlctmHU85kL8vfJEqXO6m4lIXhaPE4vgTBR2nkeYKDs5VShWkvNeBwcnL6G+J0GFRUVFRUVuO3j47N69WoikZiammphYTFmzBgAQGFhYUZGBuY0FBUVRUREYClGfD6fxWKJFicFADx79kxPT8/JyQkAMG3atPv37w8dOrSgoODJkydLly4FAGRmZmZlZc2ePRsA8Pjx44SEBDKZPHXq1B6R5haFyyotztwtrzpZQX2G6H6ExaLfDEMlJFlTZwGCmN+uBKjwt0/+lfy6WIPDCkQZ8RqD8+OA1KPUc1zAAZzlVKEK7jHg4PQD+tBkYHJyMoVCMTMzAwCMHj1648aNAAAej5ebm6uvrw/b8Hi848ePYzrTAIDKykoJCYmzZ8/6+Pjcvn0bLkY0NDRgjoiGhgZcvGhqaiooKIA7GxoaiouLAQCpqamhoaFTpkyxsLDw9vYWdLlSe9dAC9M2IASq9uD/1j0TCunR4QirifXzbJQmnkx0UXaXnHvCSAnS3mpMF39cBc4PAlKPUv/iIlzAXkbGPQYcnP6C+GcaMEJDQ9eu/V/lZTiR8PDhw8DAQE1NTZgoAQC4fPmyg4MDlkIJACgvL2exWMbGxqNGjbpw4UJtba2bm5uent758+e5XC6FQomPj29oaGjvoo2NjUpKSiYmJpaWlrq6ulgljqqqqmXLlsHtWbNmYUUuvoimhg+shnfm9hcHqPynwLcw6qawqJDoukzWwKi9vgAABEEQBMG0K74Rl8pi/6qKPqC3eq72hG6eCtZ0l5eX7xHDeoHeGeEepJ+OcOvCQmgNn3e+DgACeasCTbkP/Qp9NyOMg/ON6Ctf1/T0dCKR2KLat5OT07Bhw0JCQgIDAzds2JCamlpYWOjm5gYnCSA2Njaw1CkAYN68eSdOnHBzcxsxYkRSUtKKFSskJSU1NDRo7b/NDxs27O7du0uWLLG0tJw4cSKmI0mj0eDqBgBAX1//62qykemDbKdkkciy/+me8pqQ+Bx1mcLT1QcdnhZBkG9dgzGxMXNV9qFflSf8rvZL9+vOkclkWM+tR2zrBXphhHuWfjfCBAKBQCDw+XzRnWiFAJxsBESArJXhyQk7/hb0Mt/HCH9rcNXqH5m+4jQ8evRIVNwpISFBRkbGzMxMVlZ20qRJ/v7+AIB79+7V1dXt2rWLzWbX1NTs3LnT09NTKBQSCAQYSqmhoQGrBiMIsmHDhsbGRgKBUFhYGBIS0uJy9fX1cINGo/n5+ZWXl7969crPz+/48eOwaIW0tPS6deuw9t1QhCRxuP8vOEgsKZaIieCbWbIG24DOhAi/tV7hZ27VnOxdxjTtg+ore+QqUBGyHwks9kdFSAKB0I8Mbq1XiFQKaed5KBlwllNQOrvLcqO9hKSkJIIg/XqEe4F+5DRER0evXr1aWloaPgt27NgBtXx8fX0lJSU3bNhgYWERGRmpp/f/k8ENDQ1Tp07Nzc01NDR89+7d+vXr9+3b15VrxcXF/frrr2ZmZm/evFmzZo2Pjw8AYOPGjVJSUvv378eaubi47Ny508HBofUZMKvc3NwuXLjw8eNHqGEIALhx48acOXNOnjy5Zs2aTi2ZPXv2kiVLJk+e3PrQ1KlTo6Oju3I77dEnYhqEQmFiYqJofYeqqqqoqCi4WJCWlqaqqgoAcHNz27Rp07Jly2bNmiUjI7Ns2TI6nf706VOsZkRCQoKpqSkAoKSkZM+ePdLS0lJSUg8fPrSzswMAkEik0tJSeM5Xr17BLmFhYZcvX1ZVVZ02bZqmpmZhYeG3u02koZ4eeV2oqs52mfLtrtJF2CjXrcCPiBAvD9pFQ/rN/DxOv4ZQhtLOcgEVcFZQUFk8jgHn25KRkbFq1arQ0NCsrKyMjIyUlJTDhw/fvHmzqqoqOzv7/fv3opPWFRUViYmJAIBDhw5pa2uXlpbGx8eXlJTcunUrIiICtuFwOCkpKZWVlaKXYDKZRUVFFRUVO3fuDAgI+Oeff1JSUvz8/Gr+LQjQAn9/fygtCAAoKyt79eoVfIltYZWamhp2XQBARESEuvr/59+1tgQAwGAwUlJSWtRa4vP56enpjY2NXzOCbdEnZhry8/NJJJKor+fi4vLq1St3d3d5efn6+vpdu3YBALDClUQikUwm6+rqAgCcnJzevn27fPlyVVXV6upq2FJDQ0NWVnb16tWSkpKysrLQ4dLV1ZWSktqyZQudTmcymTIyMgAAe3t7Dw+PlJQUFEUpFAr2t+xxEB6XHhEGCITmab+gRDHnNKIAXffp2HtWYZTBATXytxLBxMERhVCK0oK5qNjODN0AACAASURBVCTCXkZBpXGPAeebs3///i1bttjb28OPBgYG0dHRPB7v8+fP2dnZZDIZqydQV1c3bty43bt3jxgxoqamRl5eHioDSUlJBQYGQuHBlJSUn3/+2cjI6MOHD8uWLduzZw8AwNPT09DQ8O7du1evXh03bhxc1NbW1paSkmpvzWjbtm0eHh6Ojo5Hjhz5888/TUxMUlNTo6OjqVSqqFUzZsy4devW5s2bAQA8Hu/Zs2fjxo2DZ2jTkgcPHixYsGDw4MFlZWVYnFZBQcGkSZM0NTWLiop+/fXXvXv3dn9U+4TTMGDAgH379iEipR2pVKqPj09lZSWTydTS0mpRw01FRQUOJQCARqPt2bOnsrKyublZS0uL+O/zePPmzUVFRTQaDXM1qFRqQEBAcXExk8kcOHAgrEmjqal57ty54uJiGo2mpaX1re4QRamxUYS6Wtb8JahUG8KXvczhstDbdc9P62y2kTTsvDUOTrchfBbSQnhCOcBxp6IS4rYGp29QUXCRWff2S3tRJXU0jTZ2pWVycjJ8jQQA5OTkMBgMOp2uoKBgamo6YcIEKSmp8ePHAwDYbPb06dMXL148b948AICrq+uUKVPS0tJmz57t7Ozs6OgIz7Bp06a9e/cuXbq0trbWxMRk/vz5BgYGAICCgoKsrCwEQaytrQEAJ0+ehHFyWAZfexw9ejQmJsba2vrMmTMpKSmrVq3CrLpy5YqFhcXDhw9LS0vV1dUfP35sb2+PBee1tkRfX/+3334LCQmZMmVKVlbW4MGDYcvt27e7urp6eno2Nzdra2u7uLh86Wi3pk84DT4+PpjHN3ny5JUrV8JtZWVlGRmZBw8eYGszFRUVJ0+ezM/PHzRo0Pbt2zFVKGVlZTabfe/ePaxlXFxcaGgoj8cbOXKku7s74V8tBMwzwKrf0mg0+Lf/dlBexJFz3rOnzBSoqnfe+htzpz7Bvzxsvcovs+QdxW0Lzg8B8ZOQeoEnVETYbmSAeww4/9LUmFVf+eRLe0nKdXU+uK6uDottP3369Lt375qbm7lcbkpKimiz5cuXJycnX79+HX4cNWpUXl5eaGjoo0ePtm/fPnbs2KCgIFVV1YSEhNjYWACAgoLChAkTEhMT4YNj9uzZom+8HA6Hw+EUFRWxWKyOgz9sbW09PT3XrFmzcOFC7FmGgSDIzz//HBkZuXr16oiIiBkzZvzzzz8AAKFQ2NoSOp3e1NQ0ZcoUAICpqSkmZvj48eMZM2bEx8cDAMzNzV+8eNHFoeuAPuE0VFRU/P3339CNIvxX6eivv/7KyMiArgCKol5eXkuXLrW2tj537tzt27dFMyFFWxYUFJw9e/bIkSMKCgr79++PjY1tMySkdyDlvKcmPueMGM0zNhOXDRiZrILVn46Mk7HxUFsobltwfgzyeJRgrkAN4SwhAxq+KoHz/wyyPAgsD3678xsaGqalpUHJvqNHjwIA4uPjN2zY0KKZkZGRsbGxl5fXmTNnAAAvXrwYMmTImjVr1qxZU1dXt3DhQn9/fxjViL3ry8jIYPXTYYIuiqIsFktCQmLz5s2bN282MzN7+vRpx2/258+fP3XqlJ+f34IFC0JCQmbNmtWiwcyZM3fs2LFq1ar79+8fPnwYOg0wZKGFJQwGQ05ODusI11NQFK2vr09KSoI+jZWVlbm5eVxc3JcP5H8QfyAkHAJpaWkymQzznbBDiYmJWIVrAEBqaqqcnNywYcNIJJK7u/ukSZPaa5mcnDxkyBBVVVUKhfLTTz89f/4cAJCRkbF7927Y4OXLl0eOHAEACASCgICARYsWubq6djOmtE2IlRW0u5F8fSOunfhf62v5jYvz/9CkKJ3V2UpExP+nx/nuQbL54AxTqE7guFFxjwGnl5k/f76/v79o+SEsP1+UnTt37t+//+rVqx8+fAAALF++PCoqCh6Sl5efPn16fn6+hISErKwsVvMoMzMTBtUBAOAjmclkysvLY8m6MjIyWI5em7DZ7CtXruzYsePly5cXL178888/W7extbX9+PFjdHS0hYUFVtCxTUsGDhxYUlICr8jj8WBEJ4IgAwcOXLdu3dGjR48ePWpjYyMaOPjViH+moby8HADw+++/19TUmJiYrFmzBjpudXV1oaGhK1asOH78OGxZVlYmIyNz6NCh/Px8IyMjTHypdUs+n4/JNBEIhKqqqvau/vz585KSknPnzlVWVm7cuNHZ2Rl6cGw2G7oaAAAdHZ1OV6fapolJibyGKiiiM+dSyV+coUAgEIhEYk/JtvBQvvvHg43CpiemJ5RoCj1yzhaQSKT+pTPTsyPcCxCJxH40wsh7PuFiM9AmIcskqP0kQad/jTDoh//DvcmqVatu3bo1duzYtWvXysnJ3bhxo6ysDB4iEAhFRUUwpwBBEA0Njd9//93DwyMyMnLr1q3btm1jsVj6+vqfPn3y9fU9efIkAGDFihWrVq36448/nj9//unTpxazCNLS0i4uLm5ubsuXL3/58mVeXh4MmAAAlJaWJicnY83gBo1GO3jwYEVFxeTJk6OiomCBZVGroGHTpk1bt26dl5eX6LVaW0KhUGbNmrV06dJt27bduHEDm7BfuXLl4sWLDx48mJqa6u3tDb2ibiJ+p4HD4Ziamq5cuVJWVjYgICAoKMjDwwNF0YCAADc3N9F62UwmMzExcffu3WvXrg0KCgoKCtqyZUubLW1sbKKiogoLC+Xl5aOiophMZntXl5WVZTAYhYWFhoaG4eHh2P76+noPDw+4vXjxYlHNhi+ARuObmBPHONHkv/4h3VN6hSvfH0xkZN63OWap0JEMZfdps8R5X6YfKUJC+sUIC9LYnJBGojGVuloRkPvZHEO/GGFRcKehTchk8sOHD4OCgsLDw2k0mouLy6+//nr27FkAwNy5c3ft2vXPP/8MGzYMRh5s37599uzZUD9QR0cnPDw8LCxMXV394sWLsAqSt7f38ePHfXx81NXVnz59Cn83LCwsFBT+9/MeFhZ24MCBP//8U11d/cWLFwMGDAAA6Ovrh4eHY6LGVlZWgwcPhksJd+7c8ff39/b2trS03L59u6hVxsbGMMHy119/TU9Ph6WbjYyMNDQ02rPk7Nmzvr6+f/zxh6Ojo4+Pj6KiIgBg27ZtMjIyhw8flpeXf/z4sby8vIWFRTdHFcHeyPsCOTk5e/bsCQsLu3PnTmlp6fLly4uKinx9fWFByzt37sTHxx86dAgAkJubu3v37vZaAgAePnx4+/ZtBEHs7Oz++eefc+fOZWRkXLt2DYpsvHjxIikpadOmTUKhEAa88Hi8iRMnYkESAoEAToEAAKSlpXu6JkWXIBAIVCoVylV1kzMVkTuKz/prr1mq9A1jO+h0OoVC6UC0u6/RgyPcO/SXESamCUihHKEhQbhYgixBaZE43pfpLyOMAfPPe3mEuy+zzWAwum9Gv/Ptvg/EP9MA8yYMDQ0BACQSCWZX5ubmJiUlPX78WCgUstns+fPnnzlzBkueBAAQiUQY/dBmSzqdPmrUKJgy++rVKzU1NdgL85BKSkrgRm1t7ZQpUxYsWJCfn+/n52drawsDYolEIvTpIN1QhOwWKIp231+JZ7zb8/n8r4pOixUmflPvB64disXB+mp6ZIR7DfgP3McNJqUKSNd5fFMCdx6JRET73Qj3L4MRBOlfBuP0d8QfDVdVVXXgwIHKykqhUBgTEzNixAgAwIYNG0JDQ0NDQw8fPqyqqhoaGiorK2tlZVVSUvLhwwcURWNiYoYNG9Zey8bGxrVr11ZXV7NYrJs3b06YMAEAQKfT8/LyGhsb2Wz2s2fP4NWfPHly8uRJBoOhrKxMIBD60StRFyniVqwoODxEwuiw5mpx24Lz/UN6LaBc4/HNidz5FEDsZ6sSODg4ndL5TENiYuLy5ctzcnIePHiQkZFRX1+/bdu2FmpL3cHOzg4KcPJ4PCsrKyy8sTVkMtnT0zMwMLChocHMzGz16nafggMGDJg1a9bGjRslJSUnTpw4evRoAMCgQYPGjx+/YcMGNps9fPhw6JtPmjQpKytr5cqVZDLZycmp++s9fQqmgLUgf78kkXZx0E4Kocf+ZDg4bUJKElBu8wSWRO5sch94H8HBwel5OolpSE5OHjdu3Nq1a6Ojo0+cOMFgMFxdXSdOnNhm4krPwuVyX7x4wWKxhg4dii1MPHr0CFPbNjQ0xMpVZGZm5ubmGhkZwZRc2P358+cMBsPa2hoGpnYHsSxPdLOckhAVLirwecFIjzXyN6Fpd96h28CCVbW1tb1wrR6hPxasolKpfXOESYl8ShSfP5TInUEG/04xiKWcUneQlJSkUChYCn7fRywjDEP8ugMe09B/6eR14PTp0/PmzfP19YU5h1OmTHn8+HFoaGhpaWmPm5Kamvrbb7/BbR6Pt3Xr1tTUVJjF8OnTJ7g/PDycyWTyeDwej4ct44WGhl66dKm5udnf3z81NRUAIBQKd+7cGRcXV11d7enpmZ6e3uPW9n32lV78p+HNce0NveMx4PzIkJ7yKbf5fNv/eAw4ODjfH50sT5SXl7fIRrWyspKWli4rKxOtuNV9GAzGiRMnMGWnZ8+eEQgEKN1FJBJjYmLWrFmDomhtbe2yZctENTtramoePHgQFBREoVCsra3z8/MtLS3z8/NLS0svXboEXyUfPnxoYWFRWVmZmZk5duxYAEBxcfHnz59HjhwJACgpKUlOTiaTyfb29t+N63q99nFg5a2d6q7T5OzEbQvOdw4pnk+5x+ePJnEniT+wGgcH55vSyUyDqanp06dPRffcv3+/ubnZ2Ni4Z+04deqUs7Mz9vHz58/YJczNzbOysgAANTU1cnJyiYmJkZGRmB5WWlqaubl5WVlZfHy8jIwMlIumUqlCoRAL5odprJWVlY8fP4a9iouLExISAABFRUUeHh6NjY1ZWVnbtm3rUwmoX01qc97mosApsqPWq/wibltwvnPID/mUe3y+I+4x4OD8EHTyPV+/fr2FhcX8+fOLi4tjYmJu374dFBS0Z88erNpTj/D48WM6nT5y5Ejsoa6ionL//n24nZGRAdOmKyoqysvL3759q6CgsG/fPjc3t7Fjx9bX12dnZ58+fVpfXz84OHjFihV2dnaampoODg4eHh5aWlrZ2dmwcmib5OTkmJqaLly4UCgU3rp1i8vlQpmU2tparDzahAkTxFW6gkgkYgVXukgqM29Roa+plO7flt50Qq9KvhCJRAKBICsr25sX7SZfMcJiBOoV9p0RFkY3CR6xiRMkyT9LtVmZB0EQBEF6MG76W9PXRrhT+t0I4/R3Ovm51NDQSE5Ohg/dqKgofX39q1evTp8+vQctqKiouH379oEDB0TFnh0dHaOiovz8/OTk5LKysuAEgJaW1rFjx6Dit4qKSlhY2NixY1EUbWpqOn36NJFI1NfXv3Llip2dHRR51NLSUlVVzcvLy8/Px6QaWmBjYxMSEuLl5WVrazthwgRMWI1AIMjIyMBtOG/Rg7fcRWAGdtcvjQL0VMmtHQVn9Oia4Wa+VEDuZbMJBMIXGSx2vnSExQ6BQEAQpE8YjALhTSYax0ImS4CfJNozqQ8Z3DVwg3FwOqbzdyxdXd3Lly9/OwtCQ0OVlJQiIyMbGhqYTGZoaOiMGTNoNNqRI0eSk5MRBHF0dDx16hQAQEZGBnuQm5ubBwYGAgBkZWVNTU1hMISpqWlFRQUA4MmTJ3JycjAkwsLC4ujRo3Z2/1nax/QYFBQUzpw5k5SUlJSUdPXq1aCgIDiJIicnd+DAAax938+eqBU0/v4p4H7DqzkK4w5rrZLgUBmcHohP/iJg9kSPxEX3Dv00e0L8I4wCSgyflMDnTSbz7IWgfXv6afaE+Ee4y4hlhHHV6h+ZTpwGNpt97Nixd+/etVAc8/b2NjU17REL7O3tYRERLpeLIIiUlBSCIGVlZc+fP589ezYA4Nq1a5aWlgCA6OjooqKiNWvWAACysrK0tLQAAMbGxiEhIUKhkEAgvH//Hso4iuZW8Pl8Ho8HAEAQBCsEkpaWBjcePXpEoVCcnJycnJx27NiRmZlpa2vbI/fVm7xgpq8q/JMpZJ3V2TpD3kHc5uB81wgB5RaP9FbAm0LmjSJ23h4HB+c7ohOnwcfHx9/ff+LEiVgZUEgPeppDhw6FG0VFRS9fvoSVOVRVVZ8+fVpRUSEtLZ2YmAgLRowYMeL27dsBAQFqamoPHjyA4k4aGhqDBw/28fExNTWNjY2F2lBOTk6xsbFQIzI+Pn7OnDkAAE1NzbKysuDgYElJybdv31pZWQEAFBQU/P39c3NzAQDFxcVQQ7ofIUCFf5aHHam4Zimhf1ZnqzZFVdwW4XzXCAH1Jo+YIuBOI/FH4B4DDs4PRyfiTpMnT7a2tvbx8ekFUxoaGp49ezZlyhT4kcFgPH36lE6nDxs2DMuEZDAYr1+/bmpqsrGxwWpDCASCpKSkqqoqS0tLHR0duLO5ufnly5dMJtPc3FxfXx/urK6ufvXqFZPJHDZsWHl5OUy5zMnJycjIoNPpI0aMaK8QS99cnijhVv326c8kZtYypSneGkvJiJgD+nBxp2+NmMWdhIB6g0dME3Bnkfk2XfIY+unyBC7u1DG4uNOPTCcplyYmJr3wh4mKilq6dOmaNWvev3+PRRtIS0tPnjx51KhRWM7nzZs3FyxYcOzYsb/++mvVqlXTpk2DWRUvX74MCQm5fv16eHg41l1CQsLJyUlZWVlb+/+ljQYMGDBp0qQ5c+bo6upCjwEAYGhoOHPmzJ9++qn7pdt6k7v1iWOz139kl1zT9/5Dc4XYPQac7xw+Sr3KI6YJOF32GHBwxE50dLSWlpapqam5ubmUlNQff/wB9/v6+h47dgwAYGFh8fHjR9EuDQ0NDg4Oampqjo6OsrKyHSTftYeXl9fDhw/h9saNG3fv3i161MXFpYWQAQZmlZubG4Ig+fn52KEbN24gCAIj+Tpl9uzZd+7cafMQnMvvDp08aTw9PZ2cnGg02rBhwzDlJQCAqalpTzkTBQUFkZGRhw4dotFofn5+kZGR8+bNw47+9ddfGRkZMONxxowZ06ZNg/vT09Pv3LkjKytbX18fEBDg5eWlra198ODBiIiI+fPnwzYlJSXHjx8PDg7+zvKROCjPuyTkr6roMTLWgdoblUn9ydfB6Y8gAkC5yifmCLm/UgRmeFUJnP5BRkbGqlWrwsLC7O3tAQC5ubm2trZGRkYODg7Z2dl0Or24uBhrXFFRUVBQMGLEiEOHDmlra8fHxyMIwmQyR4wYYW1tPWPGDAAAh8PJysrS0NDAKhtkZGTo6OjU1tZSqVSom3z37l1vb+8rV660Z5W/vz9W2aCsrKy4uNjQ0FBOTq6qqkrUKjU1tYiIiM2bN8OWERERooKKrS0BADAYjLy8PKyWAoTP579//15bWxtLI+gmnXz/c3Jy8vPzN2zYYGdnN0KEt2/f9sjlAQDl5eVjxowZMGCAlJSUra0tTH+AJCYmivqABAKBTCaTyWQCgfD333+vXLkSAFBWViYvL29ubi4tLT18+PCioiLY+ODBgxs2bBCdtcvIyMA8vpcvXx45cgQAIBAIAgICFi1a5OrqGh0d3VM39e3IYRe7ZG++UB27VXX+tUFeuMeA861BeIB6kUfMFXLmk/i4x4DTf9i/f/+WLVugxwAAMDAwiI6OVlBQ+Pz5c3Z2dmZmZk5ODjxUV1c3bty4wsJCAEBNTY28vDzUHZaSkgoMDITT1SkpKYaGhtu3bx86dOi+fftgR09Pz71797q4uMDSClVVVTt27HBw6Cgafdu2be/evQMAHDlyZOjQoTt27DAwMEhMTGxh1YwZM27dugW78Hi8Z8+ejRs3Dn5s05IHDx4MGjRoy5YtNjY2MEoPAPB/7J1nQBTn1sfPzPalg3SkCNKkaQRRiQQDaAwWYsiNESUYURE1aixgiXgtaCQSE6OQGI1KxBZR4UIIiqISwIgIAtKkd6UvsGyZfT88N3P3BURssJvM79MwzDxz5jDsnH2ec/6nvLzc1tZ2/fr1jo6OO3fufC1efc5Mw5EjR8aPH3/s2LE+iZDSsw6vyOTJkydPntze3l5RUZGamkrOE7S2tsbExCxbtuzbb7/tc8pvv/1ma2uLIiwjIyM+n5+enm5qanrnzh1XV1d0zObNmwHgww+fI4l4586d2traY8eONTU1rVu3zsPDg81mA4BQKCRFJzU0NJCm5DCD4ziO49LSQ2ebr39RcViPOeqa9Td2XNPhN2lwcBwHADnSSurvYRlnBDzcI6H/zMeqxKJPOZgF7UUvjPS+5MvDGIbJkcFy52FpLjbffNj1+PnH/X8MmJoBOnOGcmRWVhap0VdcXNzZ2cnhcNTV1a2trT09PRUVFd99910A4PP5c+fO9fPzQ5Pcixcv9vLyys3N9fHx8fDwIN8p69ev37Fjx5IlS1paWqysrBYsWIAS58vLywsKClCQsXTp0r179544cWIo5kVERMTHx48fPz4yMjI7OzswMJC0Kjo62tbW9tq1a3V1dXp6eikpKS4uLujdNKAlZmZmK1asOHHihJeXV0FBgZ2dHTpy8+bNixcvDgkJ6e7uNjIy6tMU4uV4zqPW2tr6ySefkImEb46ioqKTJ09KJBJUSCmRSA4dOuTv799/EUQkEsXFxZEiClwu19vbOywsjMVijRo1Cj0EQ0dFRQUpQZmbm1+8eJHc39zcvGjRIrTt5+e3evXql7+3VwMVqnSIupY/2n+2IXmR7ntHrDYq0gbU35MJVFVVR9qEF0Puis7ftIcl3QRRIiCKe8UlvUSlABgY63NNmuXLe4n8sJMX5O4ZljsPI/7sfJTYmvGiZ9krmA0xaGhtbSXDqaNHjz548KC7u1sgEGRnZ0sfFhAQkJWVdf78efTjlClTSktLY2Jirl+/vnnzZjc3t6ioKB0dnfT09MTERABQV1f39PTMyMhAQYOPjw+KGH744Qc9Pb1Zs2YNMWhwcnIKCQkJCgry9fVVVFTs81sMw+bNm3f58uWVK1fGxsZ6e3snJycDAEEQ/S3hcDhdXV2ojMDa2pqsSUxJSfH29k5NTQUAGxubtLS0oRg2OM8JGmbNmnX27NlFixZxOG/2LeXk5OTk5HT58uXIyMjQ0NCEhAR9fX0HBwdyuYEkLS3NwMCA/K/OyclJTEz88ccf1dTUfvnllwMHDpCh5SCQNSN2dnYuLi779+8XCoUzZ85cuHAh2q+uro4UpQBAV1cXZVwOMzQajcFg8Pn8LF7RZ4/3PRW1RY3Z+K9R74p5gnYQDL89z4XNZjOZTFIMQ/YhPTzShgwVNpvNYDDeiPRQJ4GXE1iZGHsswhoIkAAoYoQJTTKbJbGmCzX40P4yXqI8/KYZEQ+/Lpnt/caB+40DX8tQA2Jubp6bm4vW+CMiIgAgNTUVif5JY2FhYWlpGRoaGhkZCQBpaWlvvfVWUFBQUFBQa2urr69veHg4KiEkgzNlZWWyxAZl0Dc2NoaGhh47diw1NfXJkyePHj0qKSkZvIb/p59+OnLkSFhY2MKFC0+cODF//vw+B3zwwQdbtmwJDAxMSko6cOAAChrQ37qPJZ2dndKRLvqyLZFI2traMjMzUUzj4OBgY2Nz8+bNF3fk/+M5QUNzc/P9+/eNjY0tLS3R1Cjim2++QYJLr05sbKyysjKaIbC0tExISACAkpKSzMzMlJQUgiD4fP6CBQsiIyPRk3rjxg1p/aWHDx9OmDABZaB4enquW7dukGuRsUJtbS3aaGlp8fLyWrhwYVlZWVhYmJOTE/ozM5lM6auMSMklQRA4Df++7tfQ2hPWHOPzpjtNWLpIqEo2YTAYEolEli3sA0EQNBpNjgxGy2Svy2CsU0KrkGAVYlqlBK8jQAISJUxsjEkmMsRGGKGH/9XkWgxC8eBDPQuJRILjuHx5WL6eYbnz8HCyYMGC8PBwHx8f8uV15syZ/odt3bqVw+FYWVmtXbvW0tIyICAgNDQUqfuoqanNnTs3ISGBy+WqqKiUlpaieff8/PyZM2ei09Erube3d9KkST/++CMAlJSU8Hg8AwODQYIGPp8fHR29ZcuWLVu2xMbGHjhwoH/Q4OTk9Pjx47i4OFtbW3LSfUBLDA0Na2tr29raVFVVhUJhRkYGMszQ0HD16tWmpqYAcPr0abTxijwnaDAxMdm4cWP//a+xOnHUqFGXLl2ytrZWVlZOSEhAQpNkMFhVVbVnz56oqCj0Y29vb05OzooVK8jTzc3NIyMjvby8NDU1ExISLCwsnnUhDodTWlra0dHBZDJv376NsjRu3LhRXFy8Zs0aLS0tHMdl6ivRE1FbUN7B621ZSzW9QvX8mfjfqgaEYkTAOiS0SgleKqZVSrBGAuC/gYLIiSE2wiTaVJ4jxd+HwMDAS5cuubm5rVq1SlVV9cKFC0h9GABwHK+qqkLTohiG6evrr1mzJjg4+PLlyxs3bty0aVNPT4+ZmVllZeWePXsOHz4MAMuWLQsMDNy7d++dO3cqKyv75AcYGhrGxsaibR8fn3nz5pHz1nV1dVlZWWibfPez2ez9+/c3Nja+//77V69eRfUU0lYhw+bMmbN69erQ0FDpa/W3hMlkzp8/f8mSJZs2bbpw4QIZJC1fvtzPz2///v05OTk7d+4sLCx8da8+J2jw9fV99WsMzttvv11XV7d9+/be3l5bW9vAwMFmqwoLC7W0tHR0/qd76OTkVFdXFxoa2tvba2lp+fnnnz/r3DFjxrz77rtr167l8/mTJk1COtOzZs0qKChYvnw5g8Fwd3e3tbV9jbf2KtzsyA6qjCAw4ozpl+7KE0faHAo5Bm+R4KUErZLAywmsVQIAhDpGGOPiKQzCHCdUsZE2kILijcBgMK5duxYVFXXx4kU2mz1jxoxPPvnkhx9+AIB//etf27ZtS05OdnR0RIvvmzdv9vHxqaio8Pf3NzY2vnjx4tmzZ/X0yPQBBAAAIABJREFU9E6ePPnOO+8AwM6dO7/99tvdu3fr6endunULTfvZ2tqqq6v3ue64cePQ5DcAmJmZXbx4ccOGDehHBwcHOzs7tJTwn//8Jzw8fOfOnfb29ihzn7TK0tISFVh+8sknDx8+ROIKFhYWSNJwQEt++OGHPXv27N2719XVdffu3RoaGgCwadMmZWXlAwcOqKmppaSkqKmpvfo7bmBFyO3bt/f09ISHh2/fvj0vL6//Abt37x43btwrXntwBAJBWlpaT0/PxIkTyVJUiUSSnp7e2trq6OgoXZ+an59fUlJiYWHRp0T1dTGcyxMCiWh//S+Hmy65KNmdsNyqLJSbFCdKEfJNM1RFSAKwJ8R/ZxTKCKwLAAOJFi42wsRGOGGKS1SGKVCgFCHfNJQiJMUwM/BMg6GhYW9vL9oQiUT9D+Byua/dlODg4C+//BKNLBQKN27caGJioqWlFRwcvGPHDlQpGxER0draOnbs2I0bN+7btw81vI6JiXnw4IG9vX14ePiaNWukky1ycnKOHj2K0lvkgse9tQHlXz3iV36h/a/N+gu5TG6XUG5eaRQjCQF4PUGrlGAVYvpjCXRLAAdCFxfZ0yTGNJEpBlxqRoGCguJVGThocHV1RepRAQEBw2BEVlZWampqQUEBuef27ds4jqPMBhqNFh8fHxQU1NDQkJOTc+zYMSTxFB8fHxAQ0Nzc/Pvvv0dFRTGZzPHjx5eVlZFBQ2dn53fffUdKSjQ1NeXn57u5uQFAdXV1TU0NUpKura3NyspiMBguLi4jG7qea0nZXH1Una58dew+RwVLHKMWmCkGhQC8nsBLCVoFQauQAP+vQMGRJjbCxSYYsKlAgYKC4nUy8Gtp+fLlJ0+eHDYjWltbjYyMpAWjampqLC0t0baNjQ2KJwoLC62trZEmtIODA8rpyM3NtbGxqa+vT01NVVZWRoLTiCNHjnh4eJA/NjU1paSkoO3q6ur09HQAqKqqCg4O7ujoKCgo2LRp0+Dtu94cPHHPysqDqyoj3JQmpFgcclSwHBEzKOSAXgmtkqCnitg/CTg7+OzDAsZ1EfRIRJNo/M+YPTvZ/FVMwUy62AqnIgYKCorXjkzoiLm7uwNATEwMuUdbWzspKQlt5+XlIZkEVE+CdqqqqqJ1x7a2tqKioqNHj5qZmR0/fnzZsmVTp04FgJSUFA6HM3nyZDJQGJDi4mJra2tfX1+CIC5duiQQCP4rptTRgTJmAcDZ2XnKlCmv/a5J7vOKFpfsqut9emBM0Cr9/0lYYhhGo9H6i37ILHQ6HcMwOTJYnjwsAUlKDzzo4FcJWQQAB8NMGeDFwMwYMJpOwwEARkC19HngfzHShgwVOp2O47h8PBIAIIceppB3ZCJo6I+rq+vVq1fDwsJUVVULCgrQBABBENLHoB8lEklXV9fRo0dpNJqZmVl0dPTUqVMbGxuvXLmyb9++J0+eDH6hCRMmnDhxIjQ01MnJydPTkxQHFAqFjx49QtumpqZvSKVVApLDNReDHx814xikT/xxnML/0+rGMEy+FG3lToJXbjwsAVFMu+ROD27PZjgrSEzpmD4d5GEeQW48/BdyJ4Uudx6mkHee+aidOnUKCUQMyJuunmCz2QcPHszKysIwzNXVFYkzqqqqkv2r2tvbkVaEioqKtbU1WtqwtrZG/a5iYmI0NTUvX77c3t7O4/FiYmJQjzISUo9BXV09MjIyMzMzMzPzzJkzUVFRCgoKAKChoXH69Gny+DdRPdEs6lhVGXGt495H6tPDR6/kCFltbW3SB8hdbj+qnuhzF7KMfHhYAsxLQnqWWOjFYHoo4Kh6YgQUSl8GOa2ekKNnWE6rJyjkl2dOaqEmKM8CaWC9Oerr669evTplypTJkyc/fPgQ5TaOGzfu0aNHSF8hLy8PyUBZWlo+evQIzTo8evQIlbG6uLjY29srKipyOBw0YY7icVI0Izc3F21cv379wYMH7u7uW7duNTQ0zM/Pf6P3RXK7M+edwtV/dj36yST4e6N1HFzO2h9QDBMEsH4V0rPEgtl04ZTX1iWOgoKC4uV45kyDr68vkpsYEXR0dG7dutXY2KikpJSRkbFr1y4A0NbWtrOzCw8Pt7S0/O2339BOfX19Ozu73bt3W1tbJyYmLl26FADIdh1VVVV//PEHUsYwMDCor68/fvy4goLC/fv3HRwcAEBdXT08PBw1Eq2urh5cKvy1IJKIDzac+7rxnLOC9VGjL/SYVMxO8QwIYF0U0nLEgg8ZoglUxEBBQTHy0ProUyJOnjxpZmZGtiEfNsaNG4cWGjAMe/vttzs6OjQ0ND799FNStdrJyYlGowkEgsWLF5O6kM7OziwWi8/nf/TRR/3lrthstrm5Odpwc3Nrb28XCoULFy5UU1MbPXq0rq6ura1tR0eHmppaQEDAs+SxX9fsX7WgaWHZvy+13fpC+1+HDD9XoSsMcjCa7JEjVXkGg0Gn03t6ekbakKEi0x4WSVhnRbQ8ce98hviviIHJZMqdh+WuuweNRpMpOfnBGREPv7pOj0DwGlruyV1/2r8HMpQ+8/bbb0tXXZ45cwa1uLx+/bqzszOaLWhsbMzLy2tsbOzu7p47dy6Sz6TRaFOmTKmvryeVOwGguro6Nja2p6dn2rRp5M5Ro0bNmjULbaPeEwBgbm6Oooo3TXz7H+uqvlPAOZfN9jorvlk9TQq5BhMDM0ZEKyIEnzDF46jEeAoKCllh4M+jqKgoPz+/4bRDIBBs375dOsDPzMx8//3358+fP3/+fLSU0N3dHRwcrKGhMXv27Hv37h0/fvxZp7e1tYWEhFhbW8+aNevUqVP37t0bznvpD18i2FLzg39Z2BRFmxsWh6iIgWIQMCGwTgppxUTvArqIihgoKChkiYFnGobnmzfJuXPnUlJSmpqayD0ikainp6ePOsKDBw9Gjx6N+odyudxdu3ahdpf9T799+7apqSmSf5gzZ05SUtLEiRPLy8tv3LixZMkSAMjPzy8oKPDx8QGAlJSU9PR0BoMxe/bsN9G6orCnclnlgTJ+3R6DgADN2ZhclMpRjBCYAFinBVg50buQIbai8hgoKChkC5lYnnB2dh4/fnxwcDC5p6mpicvl/vDDD01NTba2trNnz8Zx3NjYmOy6KRQKNTU1n3V6e3s7uVShr69/+fJlAOjq6iovLycPqK6uBoCcnJyYmJhVq1bV1dXt3Lnzl19+QUskBEHweDx0MIvFeulqkXMtKRuqvjdgaiZZfG3DHfNC52J/8XKXHn6QqfJlsEx5GBMA82QvVk0IPmUSY2nPMkt2DH4usubh50I9wxQUgyMTQQNqRiUtatbQ0NDT02NpaTllypSff/65paXF399fT08PdQttaGg4fPgwmnIY8HRTU9OffvpJIBAwmczU1FQkKDkgHR0dmpqaVlZW9vb2JiYmpIx0U1OTl5cX2vbz81u9evVL3BdP3PP1o3OL9N6LMP+cS3vJZpVsttx0uUSglqxyhIx4WNJN9P7wlKiVsNZoKlgOluEldx5GrYflCMrDfxvi4uJWrlyppKSE43hFRcWWLVu2bNkCAHv27FFQUFi7dq2tre3ly5dNTU3JU9rb22fPnl1SUmJubv7gwYPPP//83//+91CuFRsbu2LFijFj/vvl8LffflNRUVm3bp2ioiKq9UPMmDFj69at0sl2JKRV/v7+P//88+PHj8nRLly48NFHHx0+fDgoKOi5lvj4+Hz66afSTRVIZs+eHRcXN5TbeRYyETT0Z8KECWfOnEHbH3/88Xfffefv7w8AEonkypUrv/76q7+///Tp0591urOzc2Zm5rJlyxQUFPT19Qd5Kzg6OiYkJHz66af29vYzZ84khdWUlZXRswUA5ubm5KzDi3LL9nsVmgLRI+LBC4+A4ziDwUDtRuUCJpPJYDBkXStJChnycI8Ei+RhTYRkhWKPgRB4AyfDy6OH6XT6a0mVHx5YLBaNRpMjNaoR8bC8yGzn5eUFBgaePXsWVQKWlJQ4OTlZWFhMmzatqKiIw+Gg+WZEY2NjeXm5s7PzV199ZWRklJqaimEYj8dDM9lIHrC3t7egoEBfX19LS4u8hLGxcUtLC4vFKisrW758+XMjjPDwcENDQ7RdX19fXV1tbm6uqqr65MkTaat0dXVjY2O/+OILdGRsbCz6zozobwkAdHZ2lpaW9llkF4lEjx49MjIyQk0oXx0ZDRo6OjpIBXh9fX2yxuzQoUN1dXURERGDS5JhGLZ27Vo0SEVFxYkTJ/ocQCq+sdnssLCwhoaGu3fvhoWFffvtt+hvwOVyP/jgA/L4l1aEZAGNL3zJ8i0ajYZhmHxVf9HpdDkyWEY8jHUB61gv1g78JQxCRwj8Z5bP0Wg0+fIwisLlyGAajYbjuBwZPCIelpegYdeuXRs2bCC1A8aOHRsXFycUCmtqaoqKihgMRnFxMfpVa2vr9OnTt2/f7uzs3NzcrKamhlZ8FBUVv//+e9T9ODs7e968eRYWFoWFhUuXLv3yyy8BICQkxNzcPCEh4cyZM+Xl5Q4ODtnZ2RoaGmRY0J9NmzYFBwe7uroePHjw66+/trKyysnJiYuLY7FY0lZ5e3tfunQJBQ1CofD27dvk9+QBLfn9998XLlxoZ2dXX1+P6goBoLy8fNasWQYGBlVVVZ988smOHTte3asyGjTcunUrNTX1wIEDAJCeno7EH3NzcwsLC7/77jvU6HIQamtro6Kidu7ciWHYtWvXUAsrOp1eV1cnkUgwDLt79y4Ku86ePSsUChctWjRnzpxbt25VVFRIB24UFG8ajCdh/yT8b8RgQNVKUPyDSGjrKHrxcEeXyfhYfWBBnT5kZWVt27YNbRcXF3d2dnI4HHV1dWtra09PT0VFxXfffRcA+Hz+3Llz/fz8Pv74YwBYvHixl5dXbm6uj4+Ph4eHq6srGmH9+vU7duxYsmRJS0uLlZXVggULkBhgeXl5QUEBhmFlZWWxsbHW1taFhYUeHh7S9X0DEhERER8fP378+MjIyOzs7MDAQNKq6OhoW1vba9eu1dXV6enppaSkuLi4kFPm/S0xMzNbsWLFiRMnvLy8CgoK7Ozs0JGbN29evHhxSEhId3e3kZHRjBkzXtTb/ZHRoMHd3f3+/fsBAQE6OjpPnz5Ff/jc3Nyenh5SjYrL5W7dunXA0/X19VVUVFauXKmgoKCiooKWdkxMTBQVFTds2MDhcHg8HgoaXFxcgoODs7OzJRIJk8lEetUUFMMD1ilh/yQEHsFfziK0qVw2in8Wie0dV1pfuI3KBAXOEIOG1tZWcsX56NGjDx486O7uFggE2dnZ0ocFBARkZWWdP38e/ThlypTS0tKYmJjr169v3rzZzc0tKipKR0cnPT09MTERANTV1T09PTMyMlDQ4OPjg6Yl5s6du3fvXgcHBx6PZ2ho+K9//Wvwl7STk1NISEhQUJCvr2//yRsMw+bNm3f58uWVK1fGxsZ6e3snJycDAEEQ/S3hcDhdXV0oD8/a2prURE5JSfH29k5NTQUAGxubtLS0ofhtcGQoaNi5cycZSbHZ7C+//DIvL6+trW3ixIlov5ubm4ODQ1dXF4/H09LSkp5vaG9vDwwMlBYI++KLL6qqqthsNjlzwGKxDh06VF1djf6iqLO2gYHBsWPHqqur2Wz26NGjh+9uKf7xYG0S1jEBCIAfwJRQEQPFP4/vjAy+MzJ4c+Obm5vn5uaiNf6IiAgASE1NXbt2bZ/DLCwsLC0tQ0NDIyMjASAtLe2tt94KCgoKCgpqbW319fUNDw/fvXs3SCVNKysrozcIAJA6wsuXL0cbioqKM2bMyM7OHjxo+Omnn44cORIWFrZw4cITJ06Qqf0kH3zwwZYtWwIDA5OSkg4cOICCBrQU1ceSzs5OVVVV8kS0niKRSNra2jIzM1FM4+DgYGNjc/PmzRfw4EDI0HTovXv3yHQeiUSyd+/eI0eOXLp0adWqVah3pb6+fnl5+dGjR5OSkk6cOEG+4+Pi4j7//POkpKSNGzdK54gZGhoSBHHw4EHpq4wePdrKykpBQcHA4L8PK5vNHjt2LBUxUAwneJuE9YMAE0PvcqZEW4b+DSko/jYsWLAgPDwctTNEkPn10mzdunXXrl1nzpwpLCwEgICAgKtXr6JfqampzZ07t6ysjMvlqqiolJaWov35+fmkpjB6JYtEIj8/v5aWFrSzsrJSOm+xP3w+Pzo6esuWLX/88cfJkye//vrr/sc4OTk9fvw4Li7O1tYWxQEAMKAlhoaGtbW1KFdPKBSiDtUYhhkaGq5evToiIiIiImLChAnSRSIvjUx8WrW3tycnJ8fGxpJ/3ZycnIaGhu++++7gwYN2dnboT8jj8c6fP//1119/9dVXhoaGSUlJz9qJQBFDUVER+rG7u7uiogJtd3R01NTUoG2xWFxWViadRktB8UbBn0pYkQIMoDeASWhQcwwUFG+EwMBABQUFNze3CxcuJCcnL1u2rK6uDv0Kx/GqqirU9xjDMH19/TVr1iCxn40bN27atOnkyZNpaWlnzpzZs2fPZ599BgDLli0LDAz8888/IyIiKisr+8wi0On0lpaWzz777M6dO0ePHq2qqkIFFwBQV1eX9Rdk6iWbzd6/f//27dszMjKuXr2KEielrUKGzZkzZ/Xq1eRQiP6WKCgozJ8/f8mSJRkZGcHBwaQAwfLly/38/NLS0o4cObJhw4bXUks8cMOqYebnn39+9OhRfX39hx9+iBYdWltbjY2NUShXV1fX0dHh6Oj4559/trW1vffeewDAZDKTkpI8PDwG3ImGPXfunEgkamlpQX0rioqKTp8+jRJQs7KykpKSJk+e3N7e/sUXXzx8+PD333/Pz89/Vo+uESnBkul2SgNBNawaCtgTCfuYQEIDQQCTUH+xiIFqWPWmoRpWDQV5aVhFo9F8fX35fH5iYmJBQYG7u3tYWBiO42+99Za2tvbVq1cVFBS6urpmzJihpKTk6OgYExPj4uLi5uZmb2+fnJx85cqVp0+f7tixA8UH77zzTmtr66lTpwQCwfHjx9XV1QEgLy9vwoQJ+vr6ADB//vzy8vLz58/39vb+/PPPSH7w8ePHaWlpv/9FTU2Nnp6eo6Ojjo6Ou7t7YmJiQkKCqalpWFgYh8MhrcJxfMyYMRYWFmpqavfv39+2bRuXyy0uLjY2Nra0tBzQklmzZhUVFV24cMHW1tbDw8PMzMzAwGDq1KkCgeDUqVMtLS1RUVGGhoZ5eXko/fOlwUg5oxHnww8/PHXqlPTjWFZW9scff2RmZm7YsMHIyCg+Pr66ujowMBAAqqurd+3a9cMPPwy4EwCKi4tPnDixbNmyffv2RUVFAUBeXt65c+eQyMYff/yRkZGxfv365OTkzMzMbdu29fT07Nu3LyQkBK0VdXV1Xbx4EZlhY2NjaWk57P6Qvxp39EqjatwHo0GMHeEBGyRBSqDywvN8lIffNChokK+w7EU9LBBBRTNNlSvRUiKef/RAKCgM1p53KHR2dr7iCPDXyj3FMCNDiZD9kUgkPB5PLBY/efLEyMiIz+eTqbBMJhN9G3jWziNHjgQHBz/3f2ns2LHHjx+/ePHipEmTdu7cSe7v6uo6efIk2v74448nTJjw2u9uiJB3J/ugtb1X/xYyzAybh4kqoeBwO6aEM9ePwlRepq8E5eE3zd/Vwz1CKGmAkiasuAHKn4CYgNkOMG+CrHxjpJAjZPSfWSgU4jhuampqamqalpZ27ty5iRMnKisrk4kIXV1dKioqADDgzjNnzpiamj59+rSxsVEgEOTl5fURySKTJ4yNjUNCQq5fv37lyhUDA4Pdu3ej3hNaWlopKSnk8S8t7vQq0Gg0NpstR/J/XC6XzWaTqUCyz3B6GK8l2MeFhAr0LqXzRG3Q/DKDKCgosFgsOfIwnU5nMplyNDWioKDAZDLJxHjZZxAP80VYdSu99AmzvJle3cYQE8CiSwzVRJ6WAhMNkYGqsPmlHkIAGFxbj+LvjYwGDadPn+ZwOAsWLAAAVIEKAMbGxqRo9uPHj1HLiQF3qqqqNjQ0XL16tbu7u6ur6+rVqyg9gpx4ILNRHj58yOVy161bJxQKg4ODc3Nzx48fP6y3SvEPgFYpYf0sJNSBv4QJcvYllkKe4PXiVa30yhZGyRNGbTtdIgFFFjFaTeRp2TVWU6ivIqI6W1G8IjIaNEydOnX//v2jRo1SU1M7e/bs22+/DQDm5uZ0Oj0uLm7cuHGxsbEoj2HAnaQCdFVV1Z49e1AXCQ0NjZKSkj///JPL5aampiIdp/r6+vj4+EWLFkkkkoaGBrlrVEMh+9DKCdZJAaGJ8/0ZwKU+syleM+092KM6VskTRkUzo6mTJgFQYhMm6sIJo3uN1YX6qiLqmaN4jchQ0DBu3DiyUMTCwuLzzz+/efMmj8d79913yeKWHTt2nDt3rqCgwM/Pz9bWdpCdCDabbWFhgbZ1dXU3btyYkpLC4/EWL16M5ng9PDx4PF5iYiKbzV6/fv0gguEUFC8BrYRgnhKI9fFefyY8J9ebgmKotHTTypvpFS2MkifMli4cANS5YhMNkcuYHiN1oY6yeKQNpPjbIkPVE/X19dra2tIdrvvvrKmpuXTpEqrA9PT0RFlLUVFRVVVV6ABnZ2dUYImQSCSlpaVI7PNVoHIahgKV09B3/GKCeVpAjMYFnzIlzNcwIJXT8KaR5ZyGlm5aSROjooXx+Cmjree/gYKFjnisNugr8tS4L1kK8RK8ek4DVT0hv8jKTINAINi+ffu3334rnbfcZyefz9+6devMmTOdnZ2PHz+O4ziSZMjMzFy6dCkqlUSlsSTx8fHx8fGo5JKCYjihFRLMaAFhigsWMSWy8n9GIU8QEmjqpKEEhcdPmV0CDMdAU1FsoS0Yqyk0GyXkMom/wrLhixgo/uHIxIfZuXPnUlJSmpqaBt9ZUVFBo9FQdmRdXV12draHh4dIJOrp6ZkyZUr/YauqqmJjY8kWFeXl5Tdu3FiyZAkA5OfnFxQU+Pj4AEBKSkp6ejqDwZg9e3afIgsKipeD/pBgnhOKx+KChVTEQPECEATUddBLnjAqWhgVzYweIYbjoKcscjDgm2iIzEYJuExZmRum+GciE59nzs7O48ePRxKeg+zU1NTs6OhoaWlRU1MrLy/X1tYGgKamJi6X+8MPPzQ1Ndna2s6ePRutZQiFwm+//dbf3z86Ohqd3tXVVV5ejrbb29uRbnROTk5MTMyqVavq6up27tz5yy+/oJJLCoqXhp4rZp4Tii1wwUKmhHqaKJ6HUIzVttPLm+mlT5gVzXQhgTFoEn0VkbMx30hdOGaUkE2nAgUKWUEmggZUJ9knm6H/Tg0NjU8++WTZsmWqqqoMBuPQoUMA0NDQ0NPTY2lpOWXKlJ9//rmlpcXf3x8ATp8+PW3aNDTIIHR0dGhqalpZWdnb25uYmJAZHk1NTai3OgB8/PHHAQEBr+1uXxCym5nsg1JM5K4C5fV6WHSnS3i2jTaRy/lM7bW3dpFTD3M4nJE2YagMs4crm+E/OdiDKhATwGGAmTbMHi8x15GYaAIdpwPQAYb0cMqRhynkHZkIGoZIdXV1QkJCYGCgjo7OhQsXzp07t2jRogkTJpCNyz7++OPvvvvO398/JyenoqLC39//uW2oHB0dExISPv30U3t7+5kzZ5LCahwOh+wRYmNjMyJa9BiGyV3vCfnS7X/9Hv6jV3KOh73FIhZy+ILX7we58zCO4ziOi0SikTZkqAybh8uf4ol59II6mpqCZLadyEKHMFAj8L+KI0UCGKLLRsTDVIzyT0aegoY7d+44ODigZhtKSkrBwcGLFi3q6OjAcVxRUREA9PX1kWj8b7/91traum3bNj6f39zcvHXr1pCQEOmhUAtRAGCz2WFhYQ0NDXfv3g0LC/v222+1tLTQ+KtXryaPp6onhgKqnpAjg1+vh+kZIuZVkWgiTeCNQc8bcQLqZCNHHpbH6gkMw96ohytaGDdKOI8amGoc8WzbLmdjPh2XAEDPSzlpRDxMBQ3/ZOQpaFBXV7979y5BEDiOl5aWqqmpAcCtW7dSU1MPHDgAAOnp6dbW1gDg7++P/u3r6+uPHTu2dOlSDodDp9Pr6uokEgmGYXfv3lVWVgaAs2fPCoXCRYsWzZkz59atWxUVFShooKB4Iei3RMxEkWgSTTCXAZSYDsVAVLQwkgu5JU8YGgri+fY8R0M+/roXsCgo3jTy9My+++67Ghoa/v7+qNn5ypUrAcDd3V1JSSkgIGD79u3Jycko+UBLS8vExMTExMTAwIDBYJiYmNBoNBMTE0VFxQ0bNmzbto2caXBxcUlKSlq/fv26detoNBqSiaSgeCHoqSJmokjoQqciBooBKXnCOHxL9chtlc5e/F8TOje+2zrJmIoYhoO4uLjRo0dbW1vb2NgoKiru3bsX7d+zZ88333wDALa2to8fP5Y+pb29fdq0abq6uq6urioqKl9++eUQr0WOuW7duu3bt0v/asaMGbdu3Rr8LH9/fwzDysrKyF9duHABw7Dvv/9+KFf38fH5z3/+M+CvpLWLXh0ZmmnYuXNnn5S09vb2wMBAsmk6nU7ftm1bY2Mjj8cbPXo0k8kEADabvWjRopqamt7eXi0tLZQ4+fTp04aGBgAQCoXz5s1DDatYLNahQ4eqq6t5PJ6hoSHSbzEwMDh27Fh1dTWbzR49evRw3zOF/MO4JmJcF4lc6cKZMvTfRCELSCTwqJF5rYhb00bXVRb5Onba6vVSUeWwkZeXFxgYePbsWRcXFwAoKSlxcnKysLCYNm1aUVERh8ORTnprbGwsLy93dnb+6quvjIyMUlNTMQzj8Xiojg+luPX29hYUFOjr65MT0nl5ecbGxi0tLR0dHf3HJAkPDyflhuvr66urq83NzVVVVZ88eSJ9lq6ubmxs7BdffIGOjI2N1dPTIwfpf3UA6OzsLC0t7SPMKJfoAAAgAElEQVQWIBKJHj16ZGRkhCbUXy8y9DF37949U1NTMm6Ii4v79ddftbS0/vOf/+zatYvs4K6trS2RSA4fPrx+/Xq0JyIigkajoRzGqVOnzps37+HDhwkJCei3BEGUlZVFR0ejEcjIgByQzWa/umQkxT8Txu8ixg2RyJUuoCIGCikkEnhYz0ou5DZ20ozUhZ9O6rDSEVDhwjCza9euDRs2oIgBAMaOHRsXFycUCmtqaoqKihgMBtm5sLW1dfr06du3b3d2dm5ublZTU0N1NIqKit9//z2SnszOzp43b56FhUVhYeHSpUvRDERISIi5uXlCQsLGjRv7jCnNpk2bgoODXV1dDx48+PXXX1tZWeXk5MTFxbFYLOmzvL29L126hIIGoVB4+/bt6dOnoxEGvPrvv/++cOFCOzu7+vp69C0aAMrLy2fNmmVgYFBVVfXJJ5/s2LHj9XpVJj7p2tvb7969Gxsbi9SWAIDH450/f/6bb77R0ND45ptvkpKSyB5UBEEcPHiwvb2dPL2pqSk6Olq6o7ybm5ubmxva/u233+rr6xUUFLq7u5uamoyNjQGgo6Ojo6PDwMAAAMRicWVlJYPBoGYaKF4ACTD+I2SkiYXudOG7MvF/RCELiAl4UMtKKeY+4dGM1YWfTuqy1hGMtFEySl4dvaHjhRdpVDgSR6MhVTxlZWVt27YNbRcXF3d2dnI4HHV1dWtra09PT0VFRZRWz+fz586d6+fnh8rsFy9e7OXllZub6+Pj4+Hh4erqikZYv379jh07lixZ0tLSYmVltWDBAvRts7y8vKCgAMOw8vJyNGZ8fPyzTIqIiIiPjx8/fnxkZGR2dnZgYCBpSXR0tK2t7bVr1+rq6vT09FJSUlxcXMhv0f2vbmZmtmLFihMnTnh5eRUUFNjZ2aEjN2/evHjx4pCQkO7ubiMjI7Jz0+tCJj7sYmJiGhoapLtg5OTkmJmZoWrpadOmnTt3jgwazp8/r6mpSQYNHR0dioqKnZ2dLS0t5JoFSWdnZ2Ji4v79+wGgrKzs3Llzu3btAoC8vLyMjIz169e3t7eHhIQoKSm1tbWZmJj0EZiioBgYCTDjRfR0sfB9htCF0m+iAAAQEZBTy7pWxG3uohmrC72n8Mw05aZeekTIq6Pn1LzwO2i0mniIQUNrayv5ZfLo0aMPHjzo7u4WCATZ2dnShwUEBGRlZZ0/fx79OGXKlNLS0piYmOvXr2/evNnNzS0qKkpHRyc9PT0xMREA1NXVPT09MzIyUNDg4+ODDbnjuJOTU0hISFBQkK+vLyr6kwbDsHnz5l2+fHnlypWxsbHe3t7JyckAQBBE/6tzOJyuri4vLy8AsLa2njhxIhokJSXF29s7NTUVAGxsbNLS0oZo2xCRiaBhxYoVAPDhhx+Se1pbW8llG01NTbJ/THFxcU5OzrJly/bt24f2NDQ0tLe379ixQ0lJqaamZuvWrebm5uQ4Fy9enDFjxiDqPXfv3tXT09u2bVtPT8++ffv4fD46mM/n37lzBx1jbGyM1CeHGRzHaTQamdIh+9DpdAzD5Mjgl/SwBPDzPdhdkcSbg7swh/NuaTTaP8LDI8fLeVgkhrsVjKRHrPZuzFpP9OnkbkN1MQAOb76xqdx5WJqPJ/I/nvgGxzc3N8/NzUXr/REREQCQmpq6du3aPodZWFhYWlqGhoZGRkYCQFpa2ltvvRUUFBQUFNTa2urr6xseHr57926QEoJTVlYm30qojm+I/PTTT0eOHAkLC1u4cOGJEyfmz5/f54APPvhgy5YtgYGBSUlJBw4cQEEDEg7pc/XOzk5VVVXyRLSGIpFI2traMjMzURzj4OBgY2Nz8+bNoVv4XGQiaOgPn88nI0Qmk4lcxufzjxw5EhwcLBD8b7pPQUEBzSZhGHb+/Pkff/wRlV8CQEdHR1pa2pEjRwa50NixY48fP37x4sVJkybt3LmT3N/W1kbOOvj5+UlrNgwzfeZOZB+5az33Yh4mQHC8RXRXwFykRn9b4Y0ZNRhy52G5e6UN3cO9QrhVDAm50NEDdqNh7ngwHkUf/s9VufPw8LBgwYLw8HAfHx9SWZhUApRm69atHA7Hyspq7dq1lpaWAQEBoaGhH330EQCoqanNnTs3ISGBy+WqqKiUlpaamZkBQH5+/syZM9HpQ59m4PP50dHRW7Zs2bJlS2xs7IEDB/oHDU5OTo8fP46Li7O1tSWfwwGvbmhoWFtb29bWpqqqKhQKMzIykDGGhoarV682NTUFgNOnT6ON14iMBg3Kyso1NTVou6urS0VFBQDOnDljamr69OnTxsZGgUCAaiL09fX19fXRkVOnTiWnmADgxo0btra2A74SCOK/TeGMjY1DQkKuX79+5coVAwOD3bt3o94TWlpaKSkp6BgWi9Xc3PzG7vWZyKO4E4vFks22wgPywh4mgHlBQMsRCz5k9FjzoXm4lRnlzsPyKO7EYDDIkuxB6BVhf5Szb5ZweoSYnZ7Ac3K3lpIYAIb5o2JEPCwvQuaBgYGXLl1yc3NbtWqVqqrqhQsX6uvr0a9wHK+qquro6AAADMP09fXXrFkTHBx8+fLljRs3btq0qaenx8zMrLKycs+ePYcPHwaAZcuWBQYG7t27986dO5WVlf1zBaTHrKury8rKQvvJdz+bzd6/f39jY+P7779/9epVVE8hfRYyZs6cOatXrw4NDZUevP/VmUzm/PnzlyxZsmnTpgsXLpCB0fLly/38/Pbv35+Tk7Nz587CwsLX61VaH8tGkPPnz3t7e6OmlGKx+Lfffps1axYA3Lt3j8/nT5kypby8vK6urqioqKSkBK1KTJw48c8//ywqKkLB1OPHj/Py8ubMmYMGjIqKmj59Otl+oqmpCTXGBIBr167x+fzJkyc/fPiQy+W+//77s2fPTkpK0tbW1tXVBQA0RYmg0+kj8qmHRI6lp1VkHAaDQafTkSinXPBiHhZJWGeFtDxx73yGeMLI5DEwmUz58jCaPJc7KfTBPdwtwG+WcH65p1TcxLTVFSyc2OlszFdgjkxz6hHxMJfLfcURXsvH2nPnV2g0mq+vL5/PT0xMLCgocHd3DwsLw3H8rbfe0tbWvnr1qoKCQldX14wZM5SUlBwdHWNiYlxcXNzc3Ozt7ZOTk69cufL06dMdO3ag+OCdd95pbW09deqUQCA4fvy4uro6AOTl5U2YMAF9cSXHZDKZaWlpv/9FTU2Nnp6eo6Ojjo6Ou7t7YmJiQkKCqalpWFgYh8Mhz8JxfMyYMRYWFmpqavfv39+2bRuXyy0uLjY2Nra0tBzw6rNmzSoqKrpw4YKtra2Hh4eZmZmBgcHUqVMFAsGpU6daWlqioqIMDQ3z8vJQyudrAZNOPxxZPvzww1OnTpGP47p166ZPnz5u3Ljw8PDAwEBbW1vyyKqqqj179kRFRQFAUVFRaGhoQECArq7uzz//PHny5Hnz5gFAe3u7n5/f6dOnySivvr4+KCgoJCSEy+V+9dVX9vb269ev//333+Pj4xctWiSRSA4dOhQWFkZW00pDyUgPBSQj3dLSMtKGDJUX8LBIwooR0YoIwQKGaNyIifIoKCiwWCw58rA8zjQwmcxnzeV0CfA/yti3H3NEBGav3+tu0a2hIB5mC/swIh4eNWrUK47Q2dn56mbI3Trd3wMZWp4YN26cdE/LHTt2nDt3rqCgwM/PTzpiAAA2m21hYYG2LSwsduzYkZSUlJmZ6enpScZT9fX106dPl36qdHV1N27cmJKSwuPxFi9ejD55PTw8eDxeYmIim81ev379gBEDxT8cTAisaBFeRvQuoItHLmKgGEF4vfjtx5w7j9kYBo5G/HfG9qiwR2ZqgYJiZJGhmYY+SCSS9PT01tZWR0dHspJCIBBkZWU1NjZaWlpaWlqinV1dXWlpaT09PePHjyff+gKBAO2cOHHiq7eToGYahsLfcqYBEwDrtAArJwQLGWKrEa6upGYa3jT9Zxpau/FbjzmZFWwcB0dD/nTzHiWWDIUL1EwDxTAjQ1+bgoODpR/9iIiIxMTE5ubmjRs3ouwVsVj85ZdfJicnd3Z2hoWFIZ3t3t7etWvXFhUVtbS0hISEPHz4EACEQuHGjRtzcnJQEURlZeVI3RSFXIMJgHVSgFUSvX4jHzFQDDMt3bRfcxT3X1fPqmK/bcrf4tEy17ZLpiIGCorhRyaWJ7KyslJTUwsKCsg9DQ0NOTk5x44dYzAYDAYjPj4+ICAgNze3u7s7LCwMwzALC4sff/zx/fffv3fvnq6uLiqJpNFoqGLi9u3bOI6jelwajRYfHx8UFNTU1JSfn4+UIqurq2tqaiZPngwAtbW1WVlZDAbDxcWFCl0p/kePhPWzEGsgev2YhKkMhdcUb5qGDlpqKTe7lsWmE++O7XYx7eEwZHRGloJimJGJj8LW1lYjIyNU64goLCy0trZGlRQODg6oaITFYs2ePRsVxZJqS6ampp9++inaJggCiV3U1NSQixc2NjYoHGlqaiKrKKurq9PT0wGgqqoqODi4o6OjoKBg06ZNMrtYQzHc9EjYJ4R4k6R3CRUx/IOobcOP38a/ualW1MSYYdm11bPVw7KbihgoKEhkYqbB3d0dAGJiYsg9SLACbauqqqIlRmtra2trawAQiUTR0dFTp04FAB0dHQC4d+/ehQsXenp6UOdTbW3tpKQkdHpeXp50o4o+FBcXW1tb+/r6EgRx6dIlgUCAyniam5tJ4TAvL6/+EhzDAIZhGIahyEkuwHEcx3FpkTIZ51kelnQSop9aoBXon6szjWXI/3LqYRkXKBOJoaIZK27AHtVjxQ2YuiJ8PImYakYwaKxhkHR8ReTCwxR/J2QiaOgPKb7U/8fi4uLvvvtu7NixixcvJneamZnNmTPn8uXLSUlJ8+fPd3V1vXr1alhYmKqqakFBwSDzBxMmTDhx4kRoaKiTk5OnpydZ+Euj0UjNKGVlZbF4BAqrMAyj0WgjcumXA8MwiUQiXwYP4OFOgviuHdoILEiZGI2DLN2O3HkYRTkyaHCvCMqf4qVNeHEDVtGMC8XApMOYUcTiqZIpYzFCJASQqb/8MxkRD0t3B6T4pyGjf3tVVdXHjx+j7fb2dlLcOykp6cyZMytWrEDpCABQUVHB5XK1tLSmTp2qrKwcGRk5f/58Npt98ODBrKwsDMNcXV37K0kjXWoAUFdXj4yMzMzMzMzMPHPmTFRUFGqZraqqSra3AKp6Ymig6onXkhc9PPT3MNYpYf8kBB7Ru4xFqPOhc7g1HwcHVU/IkYdlqnpCIMIqW+kVzYyKFkZZM11MYEy6xEhN9I4Z31hDOEZDRMMlCgoKODDbKQ8PCqVa/U9GRoOGcePGRUdHi8ViGo2Wl5eHViVqamqio6PDw8Ol20elp6d3dHQsX74cAJ4+fYqe5vr6+jt37qBG2+fOnbO3twcADMNIqc7c3Fy0cf36dSaT6e7u7u7uvmXLlvz8fCcnp+G9VwpZAWuTsI4JQAD8AKZEe6h68hSyDF+EVbfSS58wy5vp1W0MMQEsusRQTeRp2W2iIRqtKqRR+SoUFC+CjAYN2tradnZ24eHhlpaWv/32G+pnnZ6erqqqKt0S4oMPPkAv+66uLnV19Rs3bixbtgwAdHR0bt261djYqKSklJGRgU43MDCor68/fvy4goLC/fv3HRwcAEBdXT08PLykpAQAqqurUatTin8geJuE+aMAI6B3OVOiQUUMckxnL17ezChvple2MGrb6RIJKLKI0WoiT8uusZpCfRXRkBsMUVBQ9EWGxJ2ke08AAEEQGRkZ0uJO9+7dQ293BAoaAKC1tTU7O5vH49nb25OdJjo7O2/dusXhcBwdHclCyqdPn969e5fH4zk6OjY0NKA1juLi4ry8PA6H4+zs/Kwmp9TyxFCQX3En/KmEdUwAOPQuZRLqsvtKocSdnkUHH69oYZQ8YVQ0M5o6aRIAJTZhoi401hAZqwv1VUVD/KMOLiMtg1DiThTDjAwFDX24ffv2qVOnuru7x48fv2rVKtRKvLGx8fDhw2VlZWPGjNm8ebOioiIAbNiwobi4GJ31/vvvo6UKxB9//OHo6PjqBQhU0DAU5DRo6K7gsY8JJDgIljEJNdmNGIAKGv4/Ld208mZ6RQujuInR2k0DAHWu2ERDZKwuHKslVOe+TG4gFTQMBSpo+Ccjo8sTbW1thw4dCg0NNTIy2r9/f2xs7IIFCyQSSWho6JIlS8aPH3/s2LErV64sXLgQABobG3/55RcUVUh3r6itrf3222+PHz8uR1WLFMOMpF7E/lEAbOhdypQoy3TEQAEALd20kiZGRQvj8VNGWw8OAOpcsbmW0Fi9e4yGUI1LyTVSULxZZDQLqL6+Xk1NzcbGRklJadKkSVVVVQCQk5Ojqqrq6OhIp9M/++wz1Dgb1UEoKSkh7UhSIWr//v1r166VDsDz8vK2b9+Otv/444+DBw8CgFgsPnTo0KJFixYvXhwXFzfMt0kxsmC1BHzbARzgB1ARg4xCSKChg5ZZwY7+U2lnosa+ZLXYXMWaNrqFtsDXsTP0vZZgj9b59ry3RvdSEQNFf+Li4kaPHm1tbW1jY6OoqIiEfABgz54933zzDQDY2tqSlXoA8ODBg/fee++9996zsrLS09ND27/++uuMGTNu3bo1xIvm5eWhJsyI9vb2adOm6erqurq6qqiofPnll0MchzTS398fw7CysjLyVxcuXMAw7Pvvvx/KOD4+PqjrQn9mz549RGNIZHSmwcjIiM/np6enm5qa3rlzx9XVFQDq6+uVlZW/+uqrsrIyCwuLpUuXAkBDQwMArFmzprm52crKKigoCOUlbN68GQA+/PDDwS90586d2traY8eONTU1rVu3zsPDA81YCIXC0tJSdIyGhsaIaKegCmw5KolG0zzyYjBWI2b8yMfUaYKlLJqCfEQM8uVhAKDRaC/xDIvEUN1Gf/yEXtZML3tKE4gwOg6j1UTOJr2mmmITDRGLTi6q4q/3mw+O4xiG/e09/A8hLy8vMDDw7NmzLi4uAFBSUuLk5GRhYTFt2rSioiIOh1NdXU0e3NjYWF5e7uzsnJiYCACHDh26d+/e6dOn0W/Nzc1RN8T8/HwDA4OysjIul2thYdHb2yutXywSiR4+fLh+/XqUaI/46quvjIyMUlNTMQzj8XjOzs7jx4/39vYGgN7e3oKCAn19fbKrYl5enrGxcUtLS0dHh7SRurq6sbGxX3zxBTosNjZWT0+PvET/cQCgs7OztLTUyspK2icikejRo0dGRkbKysov51UZfdS4XK63t3dYWBiLxRo1ahRqeM3j8TIyMrZv375q1aqoqKioqKgNGzb09vZaW1svX75cRUXl0KFDUVFRwcHBQ7+QiopKZ2dnRUWFubn5xYsXyf3Nzc2LFi1C235+fqi3xYggdyXRcqFXSJQKen94imnSWes0OYoyOt/2LOTCw9KgQHxwekXwuAmKG6CoHsqfgEAMTDqYasF7dmChA2O0gEmjD9vn1d/Sw/9Adu3atWHDBhQxAMDYsWPj4uKEQmFNTU1RURGDwSCT4VpbW6dPn759+3ZnZ+cBh9q0aVNwcLCrq+u2bdvq6uo0NTX//PPP9957r6KigsVi3b9/v6CgAO3897//XVdXJx00NDc3q6mpoQYIioqK33//PcrGyM7OnjdvnoWFRWFh4dKlS9EMREhIiLm5eUJCwsaNG6WN9Pb2vnTpEgoahELh7du3p0+fjsYfcJzff/994cKFdnZ29fX15Jfe8vLyWbNmGRgYVFVVffLJJzt27HgJr8po0JCTk5OYmPjjjz+qqan98ssvBw4c2LZtG4rsJk6cCABeXl5orcHCwiIkJASd5eXlNcSZHzL9087OzsXFZf/+/UKhcObMmShJAgA0NDTIGFNDQ6Otre313uBQwHGcxWL19PQM/6VfDjabzWQySTEMmQUvE9OP90i0aOIANsYQ9rTJjYc5HA6DwZB9D5PQaDQGg0FqqfWBL8TKm+llT+mlT2g1bXQxAWy6xFhD5GklHjNKNFpNRIoodHfC8GT6/c08/IZ4bUFVsQhrfvFFJSVMYjOkNLWsrKxt27b991LFxZ2dnRwOR11d3dra2tPTU1FREX0d5fP5c+fO9fPz+/jjj4cyrIODQ1RU1LVr1zw8PB4+fGhjYzN37tz4+Hh/f//JkycnJibu378fTYEjFi9e7OXllZub6+Pj4+HhgSbOAWD9+vU7duxYsmRJS0uLlZXVggULUM1/eXl5QUEBhmHl5eXIyOjoaFtb22vXrtXV1enp6aWkpLi4uJCRYv9xzMzMVqxYceLECS8vr4KCAjs7O3Tk5s2bFy9eHBIS0t3dbWRkNGPGjCE5/P8jo0HDw4cPJ0yYgEScPD09161bBwDSEy80Gg2lL6AozNzcHADodPrgOY9krFBbW4s2WlpavLy8Fi5cWFZWFhYW5uTkhP5sDAZDelZnpKonCIIQiUTDf+mXA6l9y7jBeBnBOCkQ6+K9/gwai6A8/Kah0WjSBj9bbanLRENkoCqk/xUoSAgQDXuWAkEQEolErj0sR2CZAjxb+KJnSYxpQwwaWltbyYWbo0ePPnjwoLu7WyAQZGdnSx8WEBCQlZV1/vz5IRowc+ZMABg7dqy+vr6NjQ0AmJubDxJoTpkypbS0NCYm5vr165s3b3Zzc4uKitLR0UlPT0dLIerq6p6enhkZGejt4+Pjg/XTEsEwbN68eZcvX165cmVsbKy3t3dycjIAEATRfxwOh9PV1eXl5QUA1tbW6Js2AKSkpHh7e6empgKAjY1NWlraEG9ZGhkNGszNzSMjI728vDQ1NRMSEiwsLADAwcHhm2++KSwstLCwiI+Pd3R0BIAnT5789NNP+/btGzVqVHx8/LMmlwCAw+GUlpZ2dHQwmczbt2+bmJgAwI0bN4qLi9esWaOlpYXj+DAH7BTDDK2YYJ4WEKNxwadMoFr8DBe8XryqlV7Zwih5QqktUfwPySKueNEbHN/c3Dw3Nxd9/YuIiACA1NRUshMhiYWFhaWlZWhoaGRk5FCGJWf7ORzOUI5PS0t76623goKCgoKCWltbfX19w8PDd+/eDVLrSsrKymSh77Pkgj744IMtW7YEBgYmJSUdOHAABQ3ondVnnM7OTunZILQaIpFI2traMjMzUUTi4OBgY2Nz8+bNodyCNDIaNDg5OdXV1YWGhvb29lpaWn7++ecAwGAwQkJCvv/++/b29nHjxq1cuRIApk6d2tjYuHXrVqFQ6ODggLIjB2TMmDHvvvvu2rVr+Xz+pEmTUIuXWbNmFRQULF++nMFguLu729raDts9UgwztEKCGS0gTHHBIqZERh/8vw9IbelxM6v8Kb2xg0uqLU0Y3ftCaksUFC/NggULwsPDfXx8yFL8M2fO9D9s69atHA7Hyspq7dq1lpaWr92MgICA0NDQjz76CADU1NTmzp2bkJDA5XJVVFRKS0vNzMwAID8/H01gAED/aQaEk5PT48eP4+LibG1tSY2KAccxNDSsra1FzaKFQmFGRgYa1tDQcPXq1aampgBw+vRptPGiyOhn56NHj3p6elDLbABITk729vZms9njxo1bsGABkokkvfbBBx8gacj+SOc2YhgWEBAQEBAgfYCCgsLLJYNQyBf0hwTznFBshgt8qYjhTdFfbUlDgTDVJKaadL+02hIFxUsTGBh46dIlNze3VatWqaqqXrhwob6+Hv0Kx/Gqqiq0poBhmL6+/po1a4KDgy9fvvzazdi4ceOmTZt6enrMzMwqKyv37Nlz+PBhAFi2bFlgYODevXvv3LlTWVnZP8NA2khk55w5c1avXh0aGip9WP9xmEzm/PnzlyxZsmnTpgsXLpAx0/Lly/38/Pbv35+Tk7Nz587CwsKXuB1an8vLCI2NjbW1tQRBEATB4/GuXbs2b948Op0eERHx8OFDDocTFRXl7OwsrQgWHBw8ZcqUPjkNOTk5oaGhaGnnVRiRNn2okkoofOE1v5GCwWDQ6XQZzNyk54qZ54Rii74Rg9x5mMlkypqHW7ppubWstDLO1YeK14q4+fWsHgFmriV0GdMzx6Zr5jjBBGPQVujhMGRUebYPTCaTRqPJ0TIljuM0Gm2Yn2Eul/uKIwgEglc347mVZTQazdfXl8/nJyYmFhQUuLu7h4WF4Tj+1ltvaWtrX716VUFBoaura8aMGUpKSo6OjjExMS4uLmhiv7a2FsOwt99+Gw318OFDR0dHHR2d/Px8e3t7AwOD3t7e/Px89H21rKxMV1cXNVYEgOrqag6HQ/Y+HD9+vL29fXJy8pUrV54+fbpjxw4UH7zzzjutra2nTp0SCATHjx9XV1cHgLy8vAkTJujr6wMAaSSO42PGjLGwsFBTU7t//z4qCyguLjY2Nra0tBxwnFmzZhUVFV24cMHW1tbDw8PMzMzAwGDq1KkCgeDUqVMtLS1RUVGGhoZ5eXkoG3ToyK6MNMnx48dHjx7t4eHR0NCwefPmY8eOMRiMmJgYHo+Hpg2ysrJSU1Nv3rx59uxZ6ae5s7Nz3bp1NBoN6Ww0NTXl5+e7ubkBQHV1dU1NDeo9UVtbm5WVxWAwXFxcnqVLSslIDwXZlJGm3xMzLwlFtjTBvxh9SvrlzsOyICNNSKCpk4YSFB4/ZXYJMBwDTUWxsYZwrKbQbJSQy/xf+qJMtcYeCpSM9FCgZKT/ycj6RG11dXVhYaG/vz8ASGtoODg4HDt2DB3T2tpqZGREakGSHDlyxMPDg+yK2dTUlJKSQgYNGRkZkydPrqqq2rp164wZMxobG69evXrkyJFnrSdRyCP0u2LmZaHYnibw6RsxUAwdgoC6DnrJE0ZFC6OimdEjxHAc9JRFDgZ8Ew2R2SgBlynr3z0oKCheC7IeNJw5c+ajjz5CL3KU1oH2q6qqkt8GUOpDTEyM9IkpKSkcDmfy5Mlk0DAgxcXF1tbWvr6+BEFcukU5MhIAACAASURBVHRJIBCgKa+2trZ9+/ahY1xdXUkZjeEEwzAk9zb8l3456HQ6hmGyE/5LbvcQl/nYZDZzgRJzoFCQ8vDgiMSQXkb7sxyvbMaR2pLJKGK6ldhcW2I8imDSAAAHYMKzC1GQqmn/gF5modPpOI7LzjP8XOTOwxTyjkwHDbW1tZWVlWSNKSpSJ+nzozSNjY1XrlzZt2/fkydPBr/EhAkTTpw4ERoa6uTk5OnpSS6SicViUsuho6NjRP4nMQxDb7Xhv/TLIVMGi5O7iEs8/G0OfYEKPGPySKYMHgrDZrBABLdL8N/z8LZusNSVeNkTZtoS41GSv0QUMIAh2SCPHgYA+TJYvjxMIe/IdNBw7do1MmIAAFVVVbKzSHt7+7OKWQEgJiZGU1Pz8uXL7e3tPB4vJiYGCX2TkIlO6urqkZGRmZmZmZmZZ86ciYqKUlBQgP+vCAlUTsPQQDkNI6Ke2Qd6qoj5m0joQhe+J4H2Z9ojdx5GOQ1v1MMCEXa3in2zhNPZi1tqCxY5dhuo/lc4iPfiMolymtMgC8/wEJHTnAYK+UWmg4Zbt26tWrWK/HHcuHHR0dFisZhGo+Xl5ZGpqv1xcXFBpTUCgQDDMEVFRRSPk7Urubm5aOP69etMJtPd3d3d3X3Lli3/196dx0VZ7Y8D/zzbbMwAw47sLqAogqi4gEoJZi4tZmWZmmWmfrXUW11MLbvaRdPyZWZZlqWVuKOWmoUiiqAoKoumLAOCbIMsszD7PM/vj3Pv/LgKisryjJ73Xw+HMzPnOY7MZ87yOVeuXLEtecXsFJNiYY5bLKNo81hev735xmghzpeJThSIm0xkmLdxTG+dhwxvksQw7H/w969qVVUVSuJkK/H09Ozfv/+6det69+79xx9/rFy5srXH2sYnysrKMjIy0Omfvr6+VVVVW7dudXBwuHjxIjpQxMXFZd26dYWFhQBQXl6Osnhi9ov508KkWiyjaBOOGNqsyURkKMRnSsRGCxHhY3wyWOcuxeEChmEt4O+Wy/Ly8r///nvMmDHNC1mWPXv2LEru1PwoCgDYvXv3888/f1ueBpVKdfr0aVuehlu3bmVlZWm12sGDB1dXV6MtlwUFBfn5+WKxeOjQoa1NeeDpibbo4i2XHDCHzcwZqzmONo9uU8Rgdz3c7lsum0xkhkJ0WiG2WIlwH2NciM7VoT3DBTudnsBbLu8OT088zvgbNJjN5v379xcWFgYHB7/wwgvNV/pUVVV5enraFr3fvHlz//79arV68ODBY8aMQUuZysvLk5OT9Xr9yJEjUXDwMHDQ0BZdGTRwIPjdQmdazONoc0xbxxjsrofbMWjQGsnTxeJ0hYgAGBxgiO2ldxK1//FQOGjoaDhowDoZfzebJSYmNjU1Pfvss5cvX26+bdJkMi1fvty2ktFgMCxdutTd3X3MmDHJyckpKSkA0NjYuGTJktDQ0HHjxm3fvv3ChQtdcw9Y5+BAsN9MZ1rME5i2RwyPrQYdeTDP4d9/ys+UiKICDP+Ma3g2rKkjIgYMwx49PP0Lq1AoampqPvroIwDw9vYuLy9H5bt27Tpx4oRSqbTVLC0tpSjqlVdeAYDKyspLly7Fx8efPn26R48eKH/DM888c+zYsUGDBpWUlKSmpr7xxhsAcOXKlatXr7744osAcOLEiczMTIZhJk6c2Pw4bMw+sCDcb6YuWk0TacswvPHsbhp01IlC8YUyEU1yI3oYRvXU4aRMGIbdF54GDcXFxb169Tp69KhCoQgJCbElxx46dOiAAQMSEhJsNd3d3dVqdX19vVwuLykp8fT0BACVSoUuAMDHxwedQdLU1FRSUoIKVSoVCkRycnKSkpLmz59fWVn5ySef/Prrr2geBJ15gSoLhcIuSRNJ/Ffnv/SDQU3t1AazINhronKspsmMdSB9vy9sdz2MPECDq9XUyULxpQqhmOFGB+tjetgOg+jYe7e7Hu6C9/DDsbsexuwdT4MGlUqVnp7u5OQ0aNCgPXv21NTUTJ06FQACAgIAoHkKP1dX11dffXX27NnOzs4Mw2zYsAEAevTo8cMPP5hMJoFAkJaWplKpWnshtVrt7u7ep0+f8PDwoKAg2woPpVJpWz45Y8aMBQsWdNzN3p3toHR74erq2mmvZdrVaMmxCt90kUQ9+Ak6j3YPl9fDsTw4WwxSEUwMhzFhhJgRA4g7rnl3Eos79eUeXme+h9uF3fUwZr94GjQIBAI3Nzd05AQKBVDQcKfy8vIjR47MnTvXy8trz549u3btmjZt2tChQ8+dOzd79mwHBwcfH5+7fCoMHjz4yJEjr7/+enh4+NixY2n6Px3i7OxsSyMdGBjYLser3C+SJBmGMRqNnf/SD0YoFDIMYxuh6XBVVuqElo0X6vpY4YH+gR7tHr7ZQKZcE14up50l3HMRpmHdTQIKLAbQdOIJjugc0XY50rBzCIVCmqbtaG1sl/SwHaXZxtodT4MGZ2dnb29vdN2tW7e7rA1OT0+PiIhA8xcymSwhIWHatGkEQSxcuFCtVpMkWVpa+uOPP972KFvGN5FIlJiYWF1dnZWVlZiY+OWXX6KdnCKRCC2JQLpq9wRJknb0kUZRFE3TndZg0UEz50gYownuQV/R7nqYpum29HBpPZNaKP67WiAXWyeGNQ0NNNAkx1nAaOmcZv5/6LAM++phiqLsq8Gd38M4aHic8XT3RERExN9//42+32dkZISEhLRW08XFpbi4GJ1DUVRUhBItVFRUfPTRRzKZTCqVpqSkREdHAwBN05WVlWgCIisrCz18586dP//8s5eX1zPPPOPr61taWtrxN4e1AzqPJQuspgk0x9y78uOjtJ7ZkuH09WmnGjX1Qrj2n3ENMd31NIlXO2IY1j54OtLg6Og4ZcqUd955x9/fv7KyctmyZa3VHD169Pnz52fOnOnp6VlTU/PBBx8AgI+Pj5OT07x58xwcHJycnMaPHw8AQUFBUqn0vffeE4vFWq3W0dERAGJiYhISEi5dusRxnEAgCA8P77R7xB4YYQH6iJntSVr74u0S/1FYy/x5zeFGPe3laH05UjPA10jitXEYhrU3/iZ3KikpUSqVKpXKw8PD09MTzVaUlJQ0NTWVlpYGBAS4ubnZpjBu3rxZXFwcERHh5ORke7hCoRAIBHK53NXV1VazvLxcq9X6+/s3NDT4+voCgMFgKC8vF4lEfn5+rTUGJ3dqi05L7sSkWJhUi36BgPN6qKEyu+vhO5M7cQB/VwuOF0jKG2hvR8vInvpIXyN/ltLj5E4dDSd3wjoZT0caAGD9+vVojhwAoqOjn3vuudYKL1y48M0333h4ePzwww+JiYk+Pj6t1QQAW2SATrMEAJFIhI+csCNEI0efspiH0w8ZMdg7joO/awR/XpNUqugAF/PrQ9R9vEy8iRYwDHs08TdoUCqVv/zyi207Q2uFBoNh48aNa9eu9fDwSElJSUlJmTFjRos1dTqdUqkMDAwEALVarVar0UiD1Wq9ceMGwzB3GWnA+EPwuwUEYB79+E5MWFm4XCE8USCp1VKBLubXh6hDvexmewKGYXaNp0GDWq2WSqUajaa+vt7Pz08gELRWmJ2d3atXL3d39/r6+tGjR6MkJy3WVCgUu3btQmdj5ufnnz17dvHixSqVasmSJTKZrLGxMSgoqHnaKIyHyCKWumI1TWZA9Dh+qbawcLGYOJAtr2uiAl3Mzw/X9nQ3d3WjMAx7jPA0aKiurlapVB9//LFMJrt58+bSpUuDg4NbLKyvr9doNPPmzRMKhU1NTR9++GFQUFCLNVt8oaysrG7dui1btkyv169evdpgMKCkDhqN5qeffkJ1Bg4cOGDAgE67dxuCIGiatk2j8B/DMARBdGCDWeCONIIfLRzhKGyPmMGOepgDOFNE/5HPNOqgnw+8GWMMcGUBBACCrm7a3ZAkSZKkXfQwwjCMfTXY7noYs3c8DRocHBymT58+YcIEgiB27969ZcuWtWvXtlhoNBqLioq+//57uVy+d+/e7777LjExscWaLb5Qr169tm7dunfv3iFDhnzyySe2cr1en5ycjK6FQuHDn5P5wJof78lzaJin4xIsWv7SmKutwgR3Utyen5T872GNAbaeJnLLYVAQTIwAXznJ81jhNrdNMvJZR7+HO4gd9TBm73j6VvPx8UHrGQEgOjp69+7drRXKZLLw8HCUnmH48OE7d+5srWZzKK8DAAQGBi5ZsuT48eMHDx709fVdtWoV+gjx8PBofrQm3j3RFh26e4JoAvHvRstASueogbr2eU676OHiW8zObJnRClMHaYcH00KhsK6uKw4ffyB490RHw7snsE7G0/XnZ86c+euvv9C1UqlEMUGLhX5+fpWVlaiwpqYGZV9osSYA2JKtFhQUoIu8vDyJRLJo0aKtW7eaTKbc3NxOuDvsATBHzcCBeQxPw9yOwLLw1zXJlgwnJzG7KLYx3Mdu0hRiGPao4umfYDc3txUrVlAU5e3tvXPnTpSdqcXCPn360DS9d+/efv367dy586mnnmqtpqura2Fh4fnz5yUSSVpaGsrjVFVV9fvvv0+bNo3juOrqars7qOYxQVaw9EWreRzDyR6X9Y8NOjIpW3ajgRkepJ/Qt4niaXiPYdjjhb/Jna5du3bs2DGdThcVFWU7GrvFwoaGht27d9fW1kZGRj799NNoVrLFmpmZmadOndJqtbGxsfX19S+++CLHccnJyfn5+SKRaPTo0QMHDmyxMXh6oi06anqCA9E3JsLI6d8RANWeQQNvezivUrAvR0YS3JRITbDH/98fcWdyJ57D0xMdDU9PYJ2MpyMNAJCWlqZUKgHgxIkTOp1u4sSJqNxqtVqtVpPJxHEcQRCnTp06duwY+tWZM2fOnDmzZMkSqVTao0cPLy+vwsLCuro6q9WKVioMGzbstiWNBEFMmjRp0qRJnXtz2H2gs61kOWuc2c4RAz9ZWOLwFckZhTjUy/TiAI2DgKcxPYZhjyf+Bg3nzp2bNWsWWsbs7u4OAHV1datWrZo1a5ZUKt2yZQtN0/Hx8SEhIVKpFD2kurr68OHD6Gj5xMREX1/fZ599NikpSS6Xx8fHd+G9YA/OCMyfFms/yhr86A/Q12ioX8/LapuoZ8KaorvrH/0QCcMwe8PToMFisej1+uHDhzcvzMnJCQsLi42NBYDS0tL8/Pz4+HhPT09PT09UYdWqVfPmzaMoSqFQ1NTUfPTRRwDg7e1dXl4OACUlJampqW+88QYAXLly5erVqy+++CIAnDhxIjMzk2GYiRMn9unTp3NvFLsHJsUMes48jqdv1HaUXS7cnyN1FrMLRqq6OXX6IdYYhmFtwNO/xUqlUiKRfPfdd0qlMiwsbOLEiSRJjhgxIiYmBgDMZnNhYWG/fv2aPyQ7O1sgEPTt2xcAiouLe/XqdfToUYVCERISgtY0NDU1lZSUoMoqlQpFEjk5OUlJSfPnz6+srPzkk09+/fVX/u/af3wQSpbJZM2xNCt/lL91G8zEvhxpToVwoJ/x+f5aAY2nJDAM4ymeBg3V1dV6vb53797Dhw//6aef6uvrZ86cyTAMAKSkpGzatMnX1/e9995r/hD02Y+uVSpVenq6k5PToEGD9uzZU1NTM3Xq1BZfSK1Wu7u79+nTJzw8PCgoyLYsVKlUTpkyBV1PmTLlrbfe6qhbvRee55mpVkFBNRTWEEVKCPaCV4dCO+5AMf1axzqRjs95QLskgGxF1/ZwQTVsSSP0Zpgdyw3pLgBwuUtltMjX7vb4oBlDu4B7GMPujqdBQ2Rk5I4dO9D1lClTNm7cOHPmTPRjXFzc4MGDf/zxx02bNi1cuBAV5uXlURSFDqMCAIFA4Obmhh7CMMyGDRtaCxoGDx585MiR119/PTw8fOzYsbbEag4ODujgKwDo169flyz/JkmSpmlbbgme4DioUpNFSqpISRbXUmoDQQB4ObFBrux5BV1QDTOGGvxd2HZ4pVwTkW+AmVKdVQ8d0/1d28MsB8euMH9cEfi7sAueMLhJuXu+ywQCAU3TdrQZgZ/v4bsQCAQURen1+q5uSFt1SQ/jrNWPM54GDWq1miRJtMLRx8cH/R/OzMx0dHTs27evk5PTuHHj1q1bZ6t//PjxyMhI24/Ozs7e3t7oulu3bnf+kW1sbEQXIpEoMTGxuro6KysrMTHxyy+/9PDwgP8NGqBLt1zy4e8Xy4FSQ92oZwprmaJbjM5EkgS4S619vIy93M093cwSAQsAT/WV/pQp+jxFPLqXLi5ERzzE6ABhAWGyketBGoItoO+oCf4u7GGVntyRLSutY4Z314/v20ST0JZWkCRpXx9pNE1zHGdHDUZHOdhRg7ukh3HQ8DjjadBw6tSptLQ0dGBEZmZmaGgoANTW1p48eTI0NJQgiNzcXC8vL1SZZdmzZ8+uWrXK9vCIiIivv/5ao9HIZLKMjIyQkBAAoGm6srISbdTMyspCuSN37txpNpunTZv2zDPPnDp1qrS0FAUNGMtCpZourWdK6+iiWwKdiSBJ6OZoGeBrDHK19HQzSe7YDeghYz8cz/6cbky5LimtZ6ZEamSiBxxyoNMspIozTLenExba7mq1YM8lGUFwbwxTh3jYzbdwDMMwngYNcXFxFy9efOutt7y8vG7durVs2TIAeOqpp7Kyst588025XN7Y2IgKAUChUNA03aNHD9vDHR0dp0yZ8s477/j7+1dWVqKaQUFBUqn0vffeE4vFWq0WBQ0xMTEJCQmXLl3iOE4gEKA0kY8ts5WoUNEldXRRraC0jjazBEWCt6NlSIAhwMXc3c0sutcaPZqCZ8Oaermb91ySrT/p/HKk9gE+FIlGjj5lMQ+lWK9Hbf2jlSV+vyLJUIh7upsfJqjCMAzrEvzNCFlSUnLz5k2j0ejh4eHu7m6bbigpKSkrK4uMjJTJZKiksbGxpqaGpulu3bo1XxCEnmHgwIESicRWWF5ertVq/f39GxoafH19AcBgMJSXl4tEIj8/v9Ya8whnhDRZiBsNdGkdU1rPKOpoK0sIKC7AxRLoYg50NQe5Wmiyre+Q5hkhVXoyKVtW0mz4ve0EO0y0gtMtEoBDxwYNnZwRUqmhdmTLqjX0A0/f4IyQHQ1nhGwLnBHyccbfoOGdd96hKAqtTIyOjn7uuecAYOvWradPn3Z3d6+oqFiyZAnadXnhwoVvvvnGw8OjoqIiMTERnW+5ZcuWkydPuru7a7Xaf//73w856fCIBQ1GC1HWQBfVCkrq6PJGxsqCkOb85Zae7qYgV4uvs/m+PuNtbksjzXFwpkR8+IqDt6Nl6iCNq4O1LU9C3WCF35pMzzOWwR2+97Uzg4bscmFyjtRBwL46SBPg8oCrNHDQ0NFw0NAWOGh4nPF0egIAlErlL7/80vyc+KKiolOnTm3cuFEmkx0+fPiHH35Yv369wWDYuHHj2rVrPTw8UlJSUlJSZsyYUVlZ+ccff2zbtk0qlX711Vf79++fM2eOTqdTKpVoh4VarVar1WikwWq13rhxg2GYu4w0PAK0RrKsgUaLGStUNMeBVMj6yS1jejf1cjf7OFkeZt1iiwgCYrrr/eXmXy/INpx0fj5cO8D3Xuc0ssAcMLPehGXgo5Mtw2AhknOkl24K+3czvhChFTM8DdMxDMPuiadBg1qtlkqlGo2mvr7ez89PIBAAQG1tbXR0NJqVGDBgwM6dOwEgOzu7V69e7u7u9fX1o0ePRtusm5qaHB0dbZsvFAoFACgUil27dq1cuRIA8vPzz549u3jxYpVKtWTJEplM1tjYGBQUlJCQ0IV33e7UBrK0nimpo2/UMxWNNAcgE7FBLuZIP2Ogi9nH2dIJSwb85ZZFsY37cqRJ2bICpeDuyYuYs1ayhjPOFvD1zPb7Vt5A78iWqfXkM2FNMd3tZk0+hmFYi3gaNFRXV6tUqo8//lgmk928eXPp0qXBwcHNj5tKTU3t378/ANTX12s0mnnz5gmFwqampg8//DAoKCgoKMjV1XXLli3du3f/888/33777dZeKCsrq1u3bsuWLdPr9atXrzYYDCjVj06n++OPP1Cd4OBgWwaIzoR2YN9v6iErCxduMIVKqqiWqm8iAMBDxnZ3s8aGGHq6W10cbB/YdLv/69M0TRDEnQ0WieDNGPPpIjhwWXhTxbw+zODj3NICQB1HnlDDIAHTW8K0b8ta8WA93EYcB8evCw7nCbo5sXNH6T1kHMDDvhBFUS32MG91aA93hNbew7xldz2M2TueBg0ODg7Tp0+fMGECQRC7d+/esmUL2n4JAE1NTdu2bbt+/fq//vUvADAajUVFRd9//71cLt+7d+93332XmJhIkmSPHj3OnTtXWlpqtVrvMgPXq1evrVu37t27d8iQIZ988omtXK1W//vf/0bXM2bMWLBgQUfe7t2gPJhtdEsD36aBQgnd5BARAMGeEOIFThISgATonA9isJ0fdpunIyAsADafIL9IkbwUBU+Gwm3jHKb9DVYriF5yJaSdOjdxXz3cRio9bDkJf1dCXF94cTBJU5J7P6bNWuth3kIjhXYE9zCGtYanQYOPjw9azwgA0dHRu3fvRteFhYVr1qwZMmTI6tWr0UYJmUwWHh4ul8sBYPjw4WjO4uTJk8XFxVu2bCEIIi0t7fPPP1+/fn3z52fZ/3zTDQwMXLJkyfHjxw8ePOjr67tq1Sp09oSHh8eJEydQHaFQWFdX1xm3/b/ud5leXqVg72WpgOLmjtAGuZpRoUUPdZ01KC6RSIRC4V0WkYkBFowkDl+R/JopulRieilSazv6mazkhGcM5rGMztoIndXZHbQQsrCWScqWshwxc6i2j5dJ1dhuz3zPHuYbe1wIyTCMLfkb/3VJD9tdmm2sHfE0aDhz5oxOp0PnWSuVShQTqFSqTz/9dN68eVFRUbaafn5+ycnJ6LqmpgZlX6iqqvL390frGwICAqqqqlAFW7LVgoICdJGXlyeRSBYtWmQ2mxMSEnJzcwcMGAAAJEmip0I0Gk0H33ELuP+6Z00zSxy5IjmjEPf1Nk2O0DgIumZPDHrVu782RXDP9NN2dzXtvSxbd9x5SqQm2MMMHNCHTKycsAynOrPpbe/hNmJZOF4gSSmQdHc1TxmocRKxHXE3vN3xdKd27+GO1pb3MK/YXQ9j9o6nQYObm9uKFSsoivL29t65c+f48eMBID093cPDQyKR5OfnAwBN07179+7Tpw9N03v37u3Xr9/OnTufeuopABg2bNiyZct69erl7e29b9++ESNGAICrq2thYeH58+clEklaWhrK41RVVfX7779PmzaN47jq6mp7jKBrNNSv52W3mqhnwpqiu+vtIh1SP2+Tj1NDUrbsh0yn4d31z5nUVClrfF3A2fOeiQY9teOCrLyRjgvWjQ7RkXbxL4FhGHY/+Jun4dq1a8eOHdPpdFFRUehs68OHD2dkZNgqSCSSpUuXAkBDQ8Pu3btra2sjIyOffvppNMBw/fr1o0eParXafv36TZgwAW3dzMzMPHXqlFarjY2Nra+vf/HFFzmOS05Ozs/PF4lEo0ePHjhwYIuN4W2ehuxy4f4cqVzCvjpQ082po85oaKPb8jTcE/penv63+OPcatqfYGd2dgjbjtMTuZXCfZelIoZ7ZaAm0MX88E/YIpynoaPhPA1tgfM0PM74GzS0yGQypaenazSaAQMG+Pv72wqzs7Nramp69+7du3dvW+UrV64UFhaGhIT06dPnIV+Xh0GDwUzsvSzNrRQO9DM+H64VUF3/73i/QQOi28/Ks83rIj1GDjWE+9wrkUO7apegwWQhfrvicK5U1M/bNDlCc+eRHO0IBw0dDQcNbYGDhscZ37fD5+TkzJkzB12zLLt06dKTJ0/eunVryZIleXl5AGC1Wj/66KO//vpLo9EkJiYePnwYVU5KStq+fbtOp1u3bl1OTk6X3UDHuFFPrz/pXKAUvDpQ83Kkhg8Rw4Mh6zjXiyZTDCX15X69INt1UWa22tOwfoWK3pDmnF0mfCasaXqUukMjBgzDsC7H0zUNiEaj2bhxI9rOAAAKhaKysnL79u3oC2JKSkpYWFhubq5Op0tMTCQIIiQkZMuWLePHj6+rq/vzzz+//fZbgUAwYMAAhUIRHh6uVCqvXLnyxBNPAEB5efnNmzdR1oeKiors7GyGYWJiYmznWfAWy8Hx65LjBRIfZ8vs4Y1tzM3MW8xvZnAgYDT9ukB9RiE+fEVS3ug8dZDG27GLp1ruiQNADXZzYBeMUvG/wRiGYQ+P1yMNX3/9NdpAgQiFQpZl0W5Jq9WKtiYLhcKJEyeidQyenp6oZm5ubr9+/aqqqtLS0hwdHdE6SqVSadtFWV5enpmZCQBlZWUJCQlqtfrq1asffPABzydrGvXkt2ecUq5LhgXp58XYfcRA/c1S11nzOJoTAAEQ010/f6SK42BjmlO6Qnzvx3cdnYn86ZzjoTyHCB/TO6MaccSAYdhjgr8jDSdOnBCLxcOGDbN90vv6+o4cOTIhIcHPz+/69esfffQRAISGhoaGhgKAxWL55ZdfoqOjAaCxsfH69evffPNNz549t27dOnv2bFR+p4KCgtDQ0Ndee41l2f3795tMJqFQCAB1dXULFy5EdSZMmPDCCy90wi3fhiAIgiBsqYculRHbMyiagoVjrH28GQDnzm/S3ZEkSZKks3PbGmbhTH/cInow0pGutjRPzs7wUTduxzk4lOdQqZG8Nswq6cikNbf18D016KCgmiisIS6Xk1YW5j5hHeBPATh1YBP/1/31MA+gHraj1EMkSRIEgXsYw1rD06Chpqbm4MGDq1evrq2ttRVqNJrS0lI/Pz8vL6+ioiKFQmE7L7ugoGDjxo29evWaPn06AHAc19TU9M0331AU1bNnT1swcafIyMgff/xxxYoVUVFRY8aMQREDADAMY1s+6e7ubrF0wVdJgiAoirJYLGYr7L/IpBVQ/XzY6cPMUiHXFc25qry3gAAAIABJREFUN5SCt419xf2ph1tWmCmzWP+nPkXAtKGWEE9q53lm5SHqjRhzkFtLOafbg62H71LnlpYoUpIFNWRxLVmrIQDAVcr162YdF2Zxcejsf4j76mE+QFGOHTWYpul7viV4pUt6uPk5gtjjhqf/9klJSe7u7gcOHFCpVFqtNikp6fnnn09NTXV2dkYDAGFhYevXr0ehwLFjx3bs2DFnzhzbyRROTk6hoaFoMURoaGhNTc1tz28wGNCFi4vL5s2bz507d+7cuR07dnz77bcODg4A4Ojo+OGHH9rqd+HuiZJqw68XZEotFR+iiwvRgRm0HbWh72Gh3RNarfaeNQk1JzpmtEbRJmcDtFQ91B0WPUHtuCD7/C/B6F4dlfagtd0T9TqqpI4urWcKapgGPQUALhJrkKtpZHdzsIdZLrECAHDQhhttZw4ODiRJtqWHecIed08QBIF7+O7wURePM54GDTExMSiNo8lkIghCKpUSBGE2m63W/8ziWywWs9kMADdv3vzll1/WrVtnW9AAAL179/7xxx9ZliVJ8u+//0YZqQmCUKvVqEJubi66OH78uEAgiIuLi4uL+/DDD69cudI83WSXO1dC7cxydhCwc6IbA1zs5tvPPTFHLARNmOPv9vaTi61zoxtRgkVFHYMSLHZck+p1VKGSKa1nim4xKj0JAC4Sa7CnOdBF18PN7CzuwJfGMAyzFzwNGgYNGoQuysrKMjIyJk6cCABxcXFHjx5du3atl5dXWlraSy+9BACZmZnOzs7Nz4mYNGmSj49P//79V61aFRoaevTo0VmzZgGAr69vVVXV1q1bHRwcLl68GBERAQAuLi7r1q0rLCwEgPLy8l69enXJ/d7JYCGSLzpcKhf072acHKEVMbxeoXlfqBscnWs1PUNz9zrFiSQhvrcu0NW886JsfarzywO0fbxM7dUMloPKBuqmmi6okhXfEjSZCJIAd6m1t6epl7u5h5vJAe+fxDAM+198T+6kUqlOnz49YcIE9KNOp8vIyEB5Hnv27AkAFy5cQB/5CAoaAMBqtZ47d662tjY8PNx2sPWtW7eysrK0Wu3gwYOrq6vRdEZBQUF+fr5YLB46dCg65OJOnTw9Ud5A78iWaY3ky4PN/TzUnfnSD6NNyZ04EH1tIiygXyBo+94drZHcdVFaoBQM766f0FdHkQ/4pmVZqFTThbVMaT1TWsfozQRJQjdHSy93c4CLOcjVLOZ3cIaTO3U0nNypLXByp8cZT0cabIRCIdpOiWRnZ+/atUun0xUVFc2fP18kEg0aNEgsFm/evFmtVo8YMeLll19GNa9du5aUlKRWq2tra9944w2SJAHAzc1t3LhxqEJQUBC6CA4ODg4O7tzbatV/d/87eDta3opW+7kJ2vsIxi5Gn7OQN1nj7PuIGABAKmTfGKY+oxAfueJQfEvw6kC1l2Nbt5uarUSFii6po4tqBaV1tJklGIrzcbIMDTSEeFlDulFmw6PVxRiGYR2G70HDli1b8vPzUaKFxsbGDRs2rFixIiAgYM2aNcnJya+88orVav38888XLlwYHBz88ccfnzp1KjY2tsXCrr6Ve2v+fXp83yYhY8/HN7VIzzF/WawRlDXovhOEoEQOAXLzjmzZxjTnp/vqYrq3eua3yULcaKBL65jSekZRR1tZQkBzAXJLbC99oKu5u6sFjVVQFCWgKL6uK8UwDOMdXgcNZ8+eLS4utv1YVVUll8v79esHAEOGDLl69SoA5OTkuLm59e/fHwAmTpyYkpISGxvbYmF+fv6uXbtWrlwJABkZGWfPnl28eLHVav3qq68uXLhAEMSLL76IFk90iQIls+uijOVg5lB1b892m7nnFcGfVjCD6akHf9f5yS3vxjYm50gP5TmU1NGTI7S2CYUmE3mjnr5Rz5TU0eWNjJUFEc35yS1jeuuCXC1+zmaK15nMMAzD7AB/g4aGhoakpKTZs2d/+eWXqCQgIMBgMGRmZvbo0SM9PX3UqFEAoFQq/fz8UAU/Pz+U16HFwhalp6dXVFR8//33SqVy0aJF8fHxaDeRyWS6fPkyquPt7e3o6NhhNwoWK/yeLzpVKOzlYZk6WOco5gAYAKAoiiTJtqce6nIURd0lVxJRzdJZButTQtr9oRLRMAxMH2oIKWX3XxJtPCV/IthY0UgpbtE1apIDcBSxPd2tgwL0Pdytno7Nz7FooVV218Nols2OGkxRFEVRdtRglNzJjhpsdz2M2TueBg0cx23YsGHmzJnND4OQSCTPP/98YmKiUCh0c3ND52VrNBqx+D8ph8ViMdpU2WJhi5ycnFDOqODg4L1799rK6+vr582bh65nzJixYMGC9r7F/6hRw+ZTcLMBXhgET/enCeL26MSWb8peODm1nCHR8F0t50rLJroB0w4pF8aEQ1gAbE4l9lwUu8kgxAueDocQL/BwJAHIFkOE1jwyPcxbuIc7mt31MGa/eBo0HDlyxMfHJyIioqyszFaYk5Nz9OjRLVu2yOXyX3/9de3atcuWLZNKpbbcTXq9XiqVAkCLhc3Z9oz0798/JiZmzZo1ZrN57NixU6dOReWurq4///yz7bqxsbEjbvNCmWDvJbFUyM0fpQtwsahU//NbkiSFQqFe3+rMPd+IRCKBQNBiiEZdtlAFRstMsbFJdedvH4wYYMEo0JtImS1/Awv39Q9ldz0sFosZhrlLEMw36EuwLZca/+Eebgs7SrONtTueBg2FhYXnzp07ceIEy7IGg+GVV17ZvHlzXl5eZGQkSuI0ZsyYRYsWAYCnp+epU6fQoyorK9FvWyyEZrFCRUUFuqivr58wYcLUqVMVCkViYmJUVBRK1dA8jTR0wJZLo4U4kCvNLheGdTO9EK6RCFpISExRFMuydpTRFp0ldmeDCTMwR4xsL8oUzEF7346YfvCnfGR6mM/sKyszy7Icx9lRg8HeehizdzxdG7Zw4cKkpKSkpCSUyikpKcnJySk4OPj8+fPl5eUGg+HIkSMhISEAEB4eXlVVpVAoWJb9448/Ro4c2VqhWCwuKipSq9UGg+H06dPohVJTU7/66iuNRuPh4UGSZOcE7Dcb6Q0nnXMrBM+ENU0brJY86kmE6BNmQgPGiTyNUDEMw7A2sqe/41FRUZWVlStWrDAajb1793733XcBgKKohISEDRs2GI3GqKioJ554orXC7t27jx49euHChQaDYciQISgj9bhx465evfr2228zDBMXFxcWFtaht4DSMBy54uDqYF0Qq/KSPfrfD8h6jk63WqJpzr0DTo/AMAzDOhHfM0K2hclkSk9P12g0AwYM8Pf374iXaJfpiSYTueui9FqNYKCfcVK4lqHu0fOtHafEWy1mhBRuN5HlnP4fAhDxLmiwux7GGSE7Gs4I2RY4I+TjjKfTEzY5OTlz5sy5rTAhIcH2n4Rl2aVLl548efLWrVtLlizJy8trrWbXKqpl1qc6l9Yzrw3WvBypuWfE8GggC63U36zpaZqHEQOGYRh2v3g9PaHRaDZu3IhOuEays7PT0tJQWidEoVBUVlZu374dfWtMSUlBUwx31lQqlVeuXEFTFeXl5Tdv3kRnT1RUVGRnZzMMExMT03yHZ3thWUBHNfrLLa8O1PznYOXHgYUT/mZhA0jrgEcutSWGYdhjidcjDV9//XV8fHzzkoaGhoCAgOZhhFAoZFkWrSq3Wq0CgaC1mkql0nYYZnl5eWZmJgCUlZUlJCSo1eqrV69+8MEH7T5Z06AjN59xOl4giQvWzY1pfIwiBgD6jJW4xZnG04BHGTAMwx4J/B1pOHHihFgsHjZsmO2THgDi4uIAICkpyVbi6+s7cuTIhIQEPz+/69evf/TRR63VbFFBQUFoaOhrr73Gsuz+/ftNJhNKk9LY2Lh69WpUZ9SoUU8++eQD3ILBDF/+IRBQsCje3NODAri/YQyCIFDKwgd46S5B0zRBEP8ZrdGwbFoDDBc5hLb/4E17se8etgckSZIk2Tx25zmapkmSxD2MYa3hadBQU1Nz8ODB1atX3yUDNILyOfr5+Xl5eRUVFSkUCm9v77a/UGRk5I8//rhixYqoqKgxY8bYEquxLGtL8GI0Gh/sc0UihBnD2Z4erIMQHmxQhyAIO/pIIwjC1mDrAQ0QQD0jI/jdfrvrYfhvMmm7gBvc0eyuwZi942nQkJSU5O7ufuDAAZVKpdVqk5KSnn/+eXQqxG1SU1OdnZ0XLlwIAGFhYevXr4+Ojr7n89vyMbi4uGzevPncuXPnzp3bsWPHt99+6+DggMq//vprW/0H3j0R6AgWA6geKPuD3a3tR7snVCoVeYMVZZnMExkzq4F2ywDZ/uyuh9HuCZWKx336v+x09wTu4bvDuyceZzyNT2NiYsLDw6VSqVgsJghCKpWigPpOZrMZZVwAAIvFYja3etAxQRC2wYPc3Fx0cfz48cuXL8fFxS1dutTf3//KlSvteh+PJQ4Ehy2cB2mO4um7C8MwDHswPB1pGDRoELooKyvLyMi4y4nVcXFxR48eRYkj09LSXnrppdZq+vr6VlVVbd261cHB4eLFixEREQDg4uKybt26wsJCACgvL0c5pLGHQV+wkuWsYSYDFF4AiWEY9kihVqxY0dVtuAeRSBQcHHxbYd++fdHaH5FIFB8fb7FYCIKYNGnS0KFD71LziSeeUKlUZrN56tSpcrncz8/P29s7LCxMrVbL5fK33npLLpe32IYuGV8lSZKm6buMnfANwzCUieS2qK29SUusHZzVa3c9LBAIaJq2oxO20Bo9++phiqLs6IStLulhiUTSmS+H8QpPRxoA4NChQwcOHDCZTOHh4XFxcWhBw+nTp7dv367T6crKyubPn48KJRJJXFxcRkZGQECA7eEt1nRzcxs3bhyqEBQUhC6Cg4PvDEqwB2P5TQNGsIyzg4gBwzAMu188nXUuKSk5cODAZ599tnnz5sbGxgMHDgBAY2Pjhg0b3n33XVSYnJxsq19RUfHll1/awu271MQ6ULXVmqazPEGzznhiAsMw7BHE06Churo6NjbWzc1NKpVGRUXV1NQAQFVVlVwu79evn0wmGzJkSFlZGaq8Zs2ahQsXNp9BaLFmfn7+8uXLUYWMjIwvvvgCAKxW64YNG6ZNmzZ9+vTffvuts+/zEZOsI5xIywj+Dl9hGIZhD4Onf9+HDRs2bNgwlUpVWlqalpb2yiuvAEBAQIDBYMjMzOzRo0d6evqoUaNQ5X/+858AMHnyZNvDW6t5p/T09IqKiu+//16pVC5atCg+Ph5NZFit1urqalRHJpN1Se4UkiRR9qHOf+kHQOVZ4ZqZmetCioxd3Za2sq8ehv9uyrejBttjD9tXg+2uhzF7x9OgAbl+/fq2bds4jvPz8wMAiUTy/PPPJyYmCoVCNze30aNHt/bAttd0cnJC6aGCg4P37t1rK6+trX322WfR9YwZMxYsWNB+t3V/WsxOwROchmULjdYCI1tgZG+aqVARHSmRg50tkuJzD7eoteW6vCUWi7u6CfcH9zCGtYbXQUNUVFRUVNSBAwc2b968YsWKnJyco0ePbtmyRS6X//rrr2vXrl22bFmLD7xnTdsZE/3794+JiVmzZo3ZbB47duzUqVNRubOzsy2NdGBgoEaj6bC7bBVJkgzDGI08++KuYoliK6GwEAor1FiBA3Aiue40FyWihkg5jtNqtV3dxLbiaQ+3TigUMgxjXz1M07TJZOrqhrSVUCikadqO8n11SQ/bUZptrN3xNGhITk52dHREIwS9e/c+cuQIAOTl5UVGRnp6egLAmDFjFi1a1NrDW6tpixUqKirQRX19/YQJE6ZOnapQKBITE6OiolCqBpFIhE6vQB44I+TDQMci8OEjjVBz1A2OLLJSNziihgUATkZYAgl2GGMNIDgPEh1JRQpZjuP40OA24k8PtxFN0zRN21eDCYKwrwZTFGVfDe78HsZBw+OMpwsh3dzcfv/996qqqqampiNHjoSGhgJAcHDw+fPny8vLDQbDkSNHQkJCWnt4izXFYnFRUZFarTYYDKdPn0Y1U1NTv/rqK41G4+HhQZKkHe3P7mhkPUddtAqSzaI1RnGiUbDDRBaxrA9hep4xfCDUfyg0vSqwRFGcJ4kPscQwDHtM8HSkYcSIEZWVlcuXLzcajWFhYXPnzgWAqKioysrKFStWGI3G3r17v/vuu609vMWa3bt3Hz169MKFCw0Gw5AhQ1Dy6XHjxl29evXtt99mGCYuLi4sLKzT7pGHyHqOLGKpGyxZzBIqDgBYF4INJs0BJNud5PBGSgzDsMcbYRux5yGNRlNTU+Pr62tbqlZSUmKbbnR1dbUdaHnr1i29Xu/r69vaERUPqaumJzr8OCUWyCqWusERpVZawUETByRw7qQ1gGB7UpbuBDjcR3+iA6vq6+s7rr3ty04PrLKjHrbTA6saGhq6uiFthQ+swjoZT0caAGDr1q2nT592d3evqKhYsmRJv379AGD9+vUURdE0DQDR0dHPPfccAGzatCkvL08ul+v1+k8++cTJycn2JNXV1Tt27Fi8eHFX3QUfsUBWsWQRS5Wy1A0O9ByQwHqTlkGUNYC0BhIgxiMKGIZhWAt4GjQUFRWdOnVq48aNMpns8OHDP/zww/r16wFAqVT+8ssvKGhAsrOzL168uHnzZoZhNm3a9Pvvv9t2QLAs+8UXX9hOudXpdEqlMjAwEADUarVarfb19QUAq9V648YNhmHQxs5HEmEGspIlSlm6iCVKWcICHANsN8ISRVl6klwgyfH0jYBhGIbxCE8XQtbW1kZHR6M1ugMGDECzA2q1WiqVajSa4uJi2xaj69evDxo0iGEYAIiJiTl//rztSXbv3u3u7m77UaFQ/PDDD+g6Pz9/9+7dAKBSqRYsWPDtt9+uWrXKtsfy0UCYgCximRSL6AeT6BODcLOJOWEBAMso2vCmwPCxyDhHaBpLsz1xxIBhGIa1CU8/LlBGSHSdmprav39/AKiurlapVB9//LFMJrt58+bSpUuDg4PFYnFBQQGqWV1dbZuMLCgoyMnJmT179t1DgaysrG7dui1btkyv169evdpgMKD1ExqN5qeffkJ1Bg4cOGDAgI650bshCIKmaQcHh/t4jJaDYjNXZIYiM1RagQNwIKAHQzzLQE+G6EYBCR2XOo5hGIIg7q/BXepBerhL2V0PkyRJkqQdNZhhGPtqsN31MGbveBo0IE1NTdu2bbt+/fq//vUvAHBwcJg+ffqECRMIgti9e/eWLVvWrl0bExOzZ8+e3377TS6XHzp0CO1XNhgMX3/9dUJCwj1znvTq1Wvr1q179+4dMmTIJ598Yis3GAwpKSno2snJaciQIR12l60i/uvu1bhGK1tg4opMXJGZrTIDB4QzRfQUkCMZMlhIeNGdtiUSZbQVCASd9HoPrY09zB922sMkydMRzTvhHsawu+Nv0FBYWLhmzZohQ4asXr0aJUn18fHx8fFBv42OjkbzC+7u7omJiX/88Ud1dfVrr722fft2ANixY0ePHj1u3bpVU1NjMpny8/P79OnT/MlZlkUXgYGBS5YsOX78+MGDB319fVetWoWyuLu7ux88eNBWn2+7J1rMtmQNJNghtmxLHIAJwASNnddgtHvCjlae2+nuCTvqYbx7oqPh3RNYJ+Np0KBSqT799NN58+ZFRUXZCs+cOaPT6eLj4wFAqVSi/PD19fVqtfrtt98GgJSUlO7duwOAs7NzdXX1oUOHdDpdU1PToUOHgoKCAMA28GCb0cjLy5NIJIsWLTKbzQkJCbm5uV0yE9EWZD1HlLLUDZYsYMnG/yZRCCStwxm2F8nK7ebrMoZhGGaneBo0pKene3h4SCSS/Px8AKBpunfv3m5ubitWrKAoytvbe+fOnePHjwcAiUSyfv366dOnOzo67t69+7333gOASZMmoecpKyv79NNPP/zwQwBwdXUtLCw8f/68RCJJS0sLDw8HgKqqqt9//33atGkcx1VXV7u6unbZPbfolpXOs+JsSxiGYRgf8DRoAACGYZKSktC1RCJZunRpSEjIxx9/fOzYsXPnzo0ZMwadTCESid5///1Dhw6JRKLFixcHBwc3fxKRSGTLNu3t7f3++++fOHFCq9VOnz4dZciJj4/XarVHjx5FD/f39+/cu7zD/2Zb4po4Acq2FEI+QLYlDMMwDGtHPA0axo8fjwYSqqqqPD09bct8pFIpQRBWq9VisXAch5awOTs7y+XympqavLy87t27o0VM165dO3LkiE6nGzhwoK1m800ZCEEQkyZNso1MdI1Wsi1ZB9N0sLjJy4izLWEYhmF8wOs1tyaTafny5bZDpAwGw9KlS93d3ceMGZOcnIx2N+h0uoSEBFdX14kTJ164cGHr1q0AUFdXt2rVqsjIyLFjxx44cMC2D4I/CDNQN1g6zSL6wST+2CD6ysQct4Ces0RRhjcF+k9EhvkCyzgB9GNwxIBhGIbxBE9HGgBg165dJ06cUCqVtpLS0lKKol555RUAqKysvHTpUnx8/OXLl/38/F544QUAkEgkK1eunDNnTk5OTlhYWGxsLHpUfn5+fHx8SUlJamrqG2+8AQBXrly5evXqiy++CAAnTpzIzMxkGGbixIm3bbJoX4QJiDI0nMASJSxhBU4AnD9pGUVbA0kuiOQ6LoUChmEYhj00/gYNQ4cOHTBgQEJCgq3E3d1drVbX19fL5fKSkhJPT08ACAwMfO2111AFs9mMUkCOGDEiJiYGlRQWFqJzK5qamkpKSlBNlUpVXl4OADk5OUlJSfPnz6+srPzkk09+/fVXtOWyvRBNQJax1A2WKLVSNwGsHIgI1pcwx9NcIGn1JYDCAwkYhmGYfeBv0BAQEAAAzZOWuLq6vvrqq7Nnz3Z2dmYYZsOGDQDQrVu3bt26AUB1dfVXX32FhhxQVumUlJRNmzb5+vqiLRUtUqvV7u7uffr0CQ8PDwoKsp35WV1dPWHCBHQ9Y8aMBQsWPNhd6NdXc0oL4UyRvcRUjIAMFpLezH1lW0I5KuyI3e3hxj3c0SQSSVc34f7gHsaw1vA3aLhTeXn5kSNH5s6d6+XltWfPnl27dk2bNg0AOI47ePDgvn37Zs6c+eSTT9rqx8XFDR48+Mcff9y0adPChQtbfM7BgwcfOXLk9ddfDw8PHzt2rO0oLJlMZgsU+vXr98D5f4hXxCAjWTeSBbAAAJhAd48klTYkSdI0fc+klvwhEAhomrajTD64hzuaPfYwRVF6vb6rG9JWXdLDOGv148yegob09PSIiAi001ImkyUkJKCgYcOGDZWVlevXr7d9P8jMzHR0dOzbt6+Tk9O4cePWrVt321M1Nv4nUaJIJEpMTKyurs7KykpMTPzyyy89PDwAwMHBYcaMGbb6D54R0gsAAB7oTxDKV2hHf78IgrCvP7h218MkSdpXD9M0zXGcHTUYHeVgRw3ukh7GQcPjjNe7J27j4uJSXFyMMkAXFRWhjJC5ubnXrl379NNPm48o1tbWHjp0CM015Obmenl5AQBN05WVlagwKysL1dy5c+fPP//s5eX1zDPP+Pr6lpaWdvptYRiGYZh9sKeRhtGjR58/f37mzJmenp41NTUffPABAOTm5ur1+hUrVqA6KA3UU089lZWV9eabb8rl8sbGxmXLlgFAUFCQVCp97733xGKxVqt1dHQEgJiYmISEhEuXLnEcJxAIUJpIDMMwDMPuRNiW/vHTlStX+vTp03w5ZE1NjVar9fPzQ0mcKioqmp8ugxJOo2ulUolqonWRSHl5uVar9ff3b2ho8PX1BQCDwVBeXi4Sifz8/FprBt8OrOIndGAVSrVpF+yuh9GBVXbUw/jAqo6GD6zCOhnfgwbMjpw9e/bq1asoEwbWETIyMq5fvz5z5syubsgj6/Tp0yUlJdOnT+/qhmAYT9nTmgaM5y5durRr166ubsWjLDs7e+/evV3dikfZ+fPn9+/f39WtwDD+wkEDhmEYhmFtgoMGDMMwDMPaBK9pwNqNWq1uamry9vbu6oY8stRqtU6nQ1uIsY6gUqkMBgNKUY9h2J1w0IBhGIZhWJvg6QkMwzAMw9rEnpI7YXxw5MiRJ554Ah3yVFdXt2HDhuLi4pCQkHfffdfJyQkAioqKNm/eXFtb26NHD1uhyWTavHlzdna2TCZbuHBhz549u/g2+MFsNn/zzTcXLlwgCOLpp5+eMmUKKk9KSkpNTdXr9UOHDn377bdpml6xYsXFixdtD/Tz89u0aRMAXLx4cfv27bW1tSNHjnz77bfRb7dt23b8+HGCIMaNG/fyyy93/n11uYqKiq+++qqsrMzFxWX27NlhYWHQypuwxZpIYWGhg4MDOg+vueb/Be5eiGGPIA7D2iw1NXXixIm3bt1CPyYmJu7cudNisfzwww8bN27kOM5oNM6cOfPMmTMsy/7888+rV69GNTds2LBt2zaLxZKamvrPf/6zy26AZw4dOvTRRx8ZjcaqqqpXXnklPz+f47jU1NR58+Y1NjbW1tYuXrx43759HMdZLBbTf23bti05OZnjuKqqqjfffLOyslKj0SxevPjy5cscx2VmZr755ptKpbKysnLq1Kl5eXlde4+dj2XZ2bNnHz582GKxHDt27NVXXzUajVxLb8LWanIc19TU9I9//OPs2bO3Pflt/wXuUohhjyQ8PYG1lVKpPHDggO27lF6vz87OfvbZZymKmjRp0qlTpziOUygUHMcNGzaMIIiJEyeeP3/eZDIZDIbMzMyXX36ZoqjY2NjFixdzeCUNAAA0NjaOHTtWIBB4eXmFhobW1NQAQH5+/tixY52cnNzc3OLi4q5fvw4AFEUxDMMwTF1dXW5u7sSJEwHgr7/+evLJJ729vaVS6cqVK3v06AEAZWVl/fv3d3d39/b27tu3b1lZWdfeY+err6/XaDTjxo2jKCo+Pp6m6aqqqhbfhC3WBIADBw7MmjWrsLDwtme+7b/AXQoxCvWyAAAKfklEQVQx7FGFgwasTTiO27Bhw5w5c2w5uevr6+VyuUgkAgBnZ2eGYdRqtdVqZVmWIAgAIAjCarWib8wymWznzp1z585dvny5Xq9HFbBp06YNGzasurr69OnTFRUVaGx8xowZY8aMQRUUCsVtUznbtm175ZVXKIoCgKqqKqPR+OGHH86bN+/gwYPo7MG+ffvm5OSUlJQUFRVdu3bNllX98eHs7IzmbgCgrq7OaDT6+Pi0+CZssSYAPPfcczt27BgwYEDzp73zv0BrhRj2CMNBA9Ym+/btCw0Nbf4JpNFoJBKJ7UexWKxWq3v06MGy7MmTJ/V6/d69e61Wq1arbWpqqq6upmn6888/Hz58+MqVKy0WS1fcBE+dOnXq+++/9/f3l8lkACCTyYRCodls3r59+7Vr12wBBACUlZXV1NQMHDgQ/ajVak+fPj137tyVK1dmZGT8+eefABAaGhoYGPiPf/zj/fffj4iI6N69e5fcVBeiKAodgVtcXLx8+fJp06bRNN3im7DFmq097Z3/BVorxLBHGA4asHtTKBTnzp2zLdNDHBwc9Hq97Ue9Xi+VSkUi0fLly48ePbpw4UKRSOTk5CSVSiUSiUAgmDRpkkQiGTNmjFarfQzHzO/ipZde+umnn1iW/f3331FJaWnpwoULq6qqEhMT0UpS5Lfffhs1apTtRwcHhyeeeMLPz8/V1fWJJ564cOECAOzYsYMkyZ9//vmnn366devWwYMHO/l2+IBl2V9++WXlypXTpk0bP348ALT2JryzZota/C/QYiGGPdrw7gns3goLC2/evPnaa68BgE6n+7//+7933303IiKioaHBZDIJBAK1Wm2xWJycnDiO8/T0XLNmDQBotdqDBw/K5XKTydR8PoKiKDS6jq1du/all14KCAggCCIkJKSyshIAKisrP/7441mzZo0YMaJ5ZbPZnJ6e/tlnn9lK3N3dbde2XkUrHtBUxciRI8+dO/fss8920v3wxrfffltRUbFx40Y0eAMArq6uLb4J76zZohb/C6jV6jsLhw0b1oE3hmFdDY80YPf21FNPJf2XTCbbtGnTsGHDxGJxeHg4GhI/evTo8OHD0Qnmy5Ytu3jxIsuyO3fuHDVqFMMwDg4O/fr1O3r0KACcPHnSwcEBHUqOSaXSAwcOaDSampqatLS00NBQAEhOTh47duxtEQMAXL16VSwWNz/APSYmJi0trbGxUafTHT9+fNCgQQAQEhJy/PhxlUpVX19/8uTJx3Dk/NatW2lpaUuXLm0eB7T4JmyxZota/C/QYmHH3huGdTU80oA9uP/7v//7/PPPDx065Ovr+49//AMACIKYM2fOl19+aTKZBgwYMGfOHFRz/vz569evT05O9vLy+vDDD/FIA/LGG29s3Lhx/vz5BEGMHj169OjRAFBcXHzs2LGkpCRUJzo6+p///CcA5OXlRUZGNn94cHDws88++/7771ut1ieffBI9/NVXX/3+++8XLFhAEERMTMykSZM6/ba6WElJiU6na56g4quvvvL397/zTdhaza5oNYbZB5xGGsMwDMOwNsHTExiGYRiGtQkOGjAMwzAMaxMcNGAYhmEY1iY4aMAwDMMwrE1w0IBhGIZhWJvgoAHD2oFer09LS7t06dJt5RzHpaWlZWZmtv2ptFptWlraXSo0NjaePn26LU/V0NBw5syZtr80hmHY3eE8DRjWDsrKymJjY2UymVKpRId4IZmZmbGxsV5eXuj4xLa4fv16bGwsOhmhxQrZ2dkTJkxonsO7NVlZWVOmTGloaGjjS2MYht0dHmnAsHZjsViOHTvWvGTfvn1deGhyZGTkzp07u+rVMQx79OCRBgxrN2PHjt2zZ0/zsx72798/duzY5tMTRqPx77//9vDw6NatW/PHqlQqhULRp0+f257TbDZfu3aNpunevXvf80jxGzdu1NTUdO/e3c3NDQBompZKpai8tLS0ec2IiAh0FNZ9PT+GYY85PNKAYe1m8uTJv/32m9FoRD9mZ2fX1dU1P9v6+++/l8vlI0aM8PX1HTlyJDqhCgCWLl3q4uISHR3t4uKyZ88eW/1du3Z5eHhER0eHh4eHh4ffZY5Dp9ONHTs2MDDwySef9Pb2TkxMBICsrKwJEyYAwJEjR+b/1+uvvx4bG5ubm3tfz49hGAY4aMCwdhQVFeXs7IwO8QKAffv2TZgwwTY9cfny5bfffvvrr79Wq9VVVVUGg2HBggWo2meffbZv376mpqaMjIyffvoJ1b969erMmTO/++47tVrd2NgYGRk5duxYlmVbfOktW7ZkZ2ffuHFDrVZ/9tlnS5cuValUtt/OnTs3Ly8vLy8vJycnODh4zJgx0dHR9/X8GIZhgIMGDGtHBEG88MILe/fuRT/u27dv8uTJtt9u3749Ojr69ddfJwjC09Pz3//+9/79+zUazU8//TRlypTnnnuOIIiIiIjFixej+klJSX369OnWrduZM2cuXbo0YcKE3Nzc/Pz8Fl9aq9USBFFXV0eS5LvvvtvQ0NDiyY3Lly+/du3ajh07SJK8r+fHMAwDvKYBw9rXiy+++PTTT5tMpoKCgps3b6JVDuhXCoUiLCzMVhNdKxQKhULx5ptv2srRCdcAcOPGjcrKymXLltl+FRsb29oJc/PmzTt//vzgwYP9/f1Hjx49a9asIUOG3FbnwIEDX3zxxenTp11dXe/3+TEMwwAHDRjWvoYOHSqVSv/6668LFy6MGzdOIpHYfuXk5NR8ykCr1QKAo6OjXC5vbGy0lZtMJnTh7e09dOjQ5ORk9CPHcTqdTiKRnDhx4s7XlcvlBw4cqK+vT01N3bNnz7Bhw9LT05tXuH79+owZMzZu3GgLSlp7/ofvBAzDHlV4egLD2pNthuK2uQkAGDx48J9//oliBQDYs2ePh4eHv79/VFTU7t27zWYzKt+9eze6iI6OPn78eEVFBfpx3bp1QUFBra05WLx48fLly11cXF544YUdO3a4urpevHjR9lutVjtp0qTJkyfPmjXLVnhfz49hGAZ4pAHD2t3kyZOfeuopjuPGjx/fvHzWrFmbNm0aMWLEjBkzSkpKvvnmm++++46iqPfff/+XX34ZOXLk5MmTs7OzbasKJk6cOHDgwJEjR7711ls3btzYtm3bmjVrWsv41K9fv7lz52q12u7du//1118Gg2Hs2LHFxcXot/Pnz6+oqIiPjz948CAq6du37309P4ZhGOCgAcPahUQiiY2NRRsloqOjn3zyyd69e6McCV5eXsOHDwcAkUiUlZX1xRdfpKamenh4/PHHH08++SQAeHt7X7x4cf369WlpaREREevWrZs6dSpBEARBHDt27Msvv8zIyBCJRDt27HjuuecAQC6Xjxw58rYGvPHGGxKJ5ODBg9euXevVq1dWVlbPnj0bGhpiYmLQSw8YMODbb7+11Z87d27Pnj1bfH4Mw7DWEHjdE4ZhGIZhbYHXNGAYhmEY1iY4aMAwDMMwrE1w0IBhGIZhWJvgoAHDMAzDsDbBQQOGYRiGYW2CgwYMwzAMw9oEBw0YhmEYhrUJDhowDMMwDGsTHDRgGIZhGNYmOGjAMAzDMKxN/h8PBOWuXNImcAAAAABJRU5ErkJggg==)
ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 10")+xlab("Model size")+ylab("Comparisons")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAArwAAAGwCAIAAADE8iHyAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOzdd1wTd/8A8O/lEkhCgLCngIBGlhscUBQFaYtV0dKftlbraK11tFqLVWvFWkfdrfqofRzV+qhPqROtdePAASiCQpAZlL0DWWTd74/rk1JAwrgQIp/3q39c7r73vU/Sk3xy34URBIEAAAAAALSh6TsAAAAAABgGSBoAAAAA0CaQNAAAAACgTSBpAAAAAECbQNIAAAAAgDaBpAEAAAAAbdJDk4aFCxeGhIRs2bJF34G80uPHj0NCQrKyslovdvfu3cuXLzffn5ycvHTp0sjIyPXr11dXV+smRgAAAD0L1gPnaSgrK3NyclKpVPb29kVFRTRad8ycrl+/HhoampycPGTIkFaKjRw5csCAAXv37m2889SpU++//76Tk5OXl9ft27ft7e1v3rzp7Oys45ABAAC85rrj96Wu/fe//1WpVFOmTCktLY2Pj9d3OB1BEERWVtb8+fPv37/f5JBKpVqyZMmwYcOeP39+8eLF+/fvl5aWbtu2TS9xAgAAeJ30xKTh+PHjbm5uO3fuxDDsxIkTjQ/t2bPn008/zc/Pnzx58ujRoxcsWHD9+vU2HiXFx8d/8cUXERERCxcuTElJ0exPSkoKCQkpLS2Njo4ODAycOHHi1q1bZTKZpoBCodi9e/fUqVPnzJlz6tSp1t/ChAkTeDzevn37mh86e/bsy5cvV69ezWAwEEK+vr5RUVGHDh0Si8Vt/oQAAACAFvS4pCEvL+/hw4fTp093dnYODAw8deqUQqHQHM3Jybl48eIbb7yRlJRkYWFx/vz5sLCwH3/8sS1HEULff//9mDFjbt26ZWpqevHiRX9//19//ZU8VF1dHR8fP3Xq1BMnTnh5edXV1X311Vdz5swhjzY0NIwdO3bRokUCgaC4uPjDDz/csGFDK+9i+/btycnJycnJLBaryaHHjx/T6fTg4GDNntDQ0Lq6uqdPn3biYwMAAAAQInqY77//HiHE5/MJgvjpp58QQnFxcZqjX3zxBUIoODhYLBYTBCGRSEJDQ1ksVmlpqdajqampNBpt9erVZFUymSwiIoLD4ZSVlREE8eeffyKE+vbtW11dTRaYPHmykZGRQqEgCGLnzp0IoX379pGHHj58SGYDycnJrb8dDofz6aefNt7z0Ucf2draNt5z48YNhNDJkyc7+pkBAAAABEEQPe5Jw/Hjx4cOHdqvXz+E0JQpU2g0WpMWCoTQxo0b2Ww2QojFYm3fvl0qlTYu86qjhw4dMjMzW7NmDVnM2Ng4JiZGJBJdu3ZNc+7SpUstLCzI7ZCQELlcTrYa/PLLLwMHDpw3bx55KCAgYNq0aR17gyUlJVwut/Ee8qVIJOpYhQAAAACJru8AulRqampGRsaqVauKiorIPYMGDTp37pxEIiHzAIQQjUbz9/fXnOLn52dqapqbm6v1aFZWlkqlCg0N1RyVy+UIocLCQs0eb29vzTbZ54CUk5Pz0UcfNQ41KCjo0KFDHXiPbDabvK4G2XOCw+F0oDYAAABAo2clDcePH0cIrV+/fv369Y33X7hw4b333iO3mUxm469zhJCFhUVVVZXWozKZzNbWdvz48Y2PTp48ecSIEZqXmtSkMZVKJZVKzczMGu+0sbFp55v7i52dXU1NTeM95EsHB4eOVQgAAACQelDSQBDEyZMn/fz8du3apdkpEokmTJhw8uRJTdIgkUgqKyutra3Jl3K5vLi42M3NTevR3r17FxcXf/nll5rKFQpFeXm5lZVV64HhOO7s7JyXl9d4Z+PnE+3i6uoqFAoLCws1EzNkZGSQ+ztWIQAAAEDqQX0a7t69++LFi+nTp49qJCIiIjAw8I8//hAKhZqSx44d02wfPXpUqVQGBARoPRoUFPT8+fN79+5pjn777bfOzs6lpaVaYxs+fHhcXFxlZaVmz3/+85+Ovc2oqCgMw86ePavZc+7cuWHDhkHSAAAAoJN6UNJAdlfUPFHQiIqKamhoOHPmDPkSw7CVK1fu27cvPT19//79n3/+ef/+/SdOnKj16Icffujh4TFhwoTjx4/n5OT88ssv27ZtmzRpkuYpRStWrlwplUrHjRt37dq1lJSUWbNmpaend+xtenh4RERErFq16o8//igsLFy5cuXdu3c///zzjtUGAAAA/E3fwze6iEKhsLa2HjZsWPNDRUVFGIaFh4cTBPHFF19YW1sfOXJE0/kgKCioqKiILNn6UYIgXrx4ERgYqPls33333draWvIQOeSy8RBKcmomTYGLFy9qWj14PF5CQgLq0JBLgiBEIlFERASGYQghExOTn376qX0fFgAAANCSnrL2hEQiSUpKcnJy8vT0bH70wYMHSqUyKChoyZIlx44dq6ioUCgUGRkZ9vb2dnZ2mmKtH9WorKzMz8/v3bu3JglACNXU1KSlpQ0ZMkQziqGkpCQrKysoKAjHcXIPQRDPnz9nMplubm4KheLevXuNy7fo7t27dnZ2ffr0aX6otra2oKDAx8eHTu9BPVcAAADoTk9JGtpIkxZ04CgAAADweutBfRoAAAAA0BmQNPyDn5/fW2+91bGjAAAAwOsNmicAAAAA0CbwpAEAAAAAbQJJAwAAAADaBJIGAAAAALQJJA0AAAAAaBNIGgAAAADQJpA0AAAAAKBNIGkAAAAAQJv0oFUJGi883cUYDAadTpdKpfoKoMMsLS1lMplEItF3IO1mZmZWV1en7yjajcVisdnsqqoqfQfSbkwmU61Wy+VyfQfSPhiGWVlZiUQimUym71jaTV83eeNVdUBPA08aAAAAANAmkDQAAAAAoE0gaQAAAABAm0DSAAAAAIA2gaQBAAAAAG0CSQMAAAAA2gSSBgAAAAC0CSQNAAAAAGgTSBoAAAAA0CaQNAAAAACgTSBpAAAAAECbQNIAAAAAgDaBpAEAAAAAbQJJAwAAAADaBJIGAP6mIJR369NkhIGt7wwAAF0DkgYA/vZUkheZsypFnK3vQAAAoDuCpAGAvyWK+QyMPpDtqe9AAACgO4KkAYC/JYr5/dkeLJqxvgMBAIDuCJIGAP6WLM70N+mn7ygAAKCbgqQBgL+8kJeVKKqGcbz1HQgAAHRTkDQA8JeHogyEkD8bnjQAAEDLIGkA4C9J4kwXIzs7hqW+AwEAgG4KkgYA/vJQlAFtEwAA0ApIGgBACKF6leR5w4sAEy99BwIAAN0XJA0AIIRQsjhTRagDOJA0AADAK0HSAABCCCWK+aY4m2fsou9AAACg+4KkAQCEEEoU84eyeTgG/yIAAOCV6F18PYIg7t+/X1NT4+/vb2tr2/nT+Xz+kydPGpeJjIxkMpmURQx6ABWhfizJWmA7Wd+BAABAt6ar31Vff/21RCJpvn/Hjh2XLl2qqqr66quvSkpK2ltt89NVKpXif4RC4YULFzAMo+ANgJ4kQyYQqaTQCxIAAFpH/ZOGR48e3bp1KyMjo/mh0tLS1NTUAwcOMBgMBoNx4cKFjz/+GCGkVqsfPHggFAoHDRpkb2//qppbPN3X19fX15cscOjQoY8++sjYGBYOAO3zUJSBY7TB7L76DgQAALo16p801NTUuLq64jje/FBmZqa3tzeDwUAIDRw4MDMzk9y/bt2627dvi0SilStXtphttH466eXLl5mZmaGhoVS+GdAzJIn5PqzeHJyl70AAAKBbo/5JA/m1feLEieaHamtruVwuuc3lcmtqahBCqampxcXF+/fvRwjZ2Njs37//xx9/1JyyatWq9evXt3K6xvHjx997773GbRNVVVVffPEFuT1+/PgpU6ZQ9BbbDcMwDMMM8REIjUZjMplGRkb6DqTdcBzX3C1aJUufv2MV1PbyukOj0TAM6w6RtBeNRiMIgs1m6zuQjmCz2YbYEapdNzkAlOjSjpBqtbr5y9zcXBMTEzLJEIvFhYWFjcuIxeLWTycVFRUVFBQMHTq0cQEGg+Hl9VcrtY2NjVKppOZttB+NRqPRaHoMoMNwHFer1YYYeds/8GJ55QtZ2TBT7+7wNul0uuHeKgRBNPlHahDodLpKpVKpVPoOpN30davQ6V3dgx50H136/57L5ebm5pLbQqHQwsICIaRWq+3s7Nzd3cn9fn5+CKHs7Ozk5GSEUE1NDZlPjBkzpsXTSdeuXWuSMSCEzMzMVq5cqXlZWVmpo/elFYPBoNPpUqlUXwF0mJGRkVwub7FPazdnZmYmEonaUvJGTRJCqD/eu43ldYrFYuE43h0iaS8mk6lWq+Vyub4DaR8Mw5hMZkNDg0wm03cs7db2m5xahvhUBlClS0el+/j48Pl8MqN/9uyZt7c3QsjFxUUkEg0bNmzYsGEcDic9PR0hZGpq6urq6urqymAwyA0mk9ni6aTbt28PGjSoK98LeG0kivkODCsnIxt9BwIAAN1dFyUN33333YsXL+zs7Pr3779169Zz5879+eef48ePRwj5+/s3NDRs2rTpv//977Zt23g8HkLI3t5+5MiRI0eO5HA45Ia5uXmLpyOESkpKhEKhj49P17wX8JpJFPNhnSoAAGgLPCYmRkdV+/j4aMZQlJaW8ng8NpsdEBCA47hcLp8xYwY5uhLDsNGjRyOEFApFVFTUgAEDmtTj6emp2W5+OkKotrbW1dW1b18t4+X0+Iwdx3EDbahmsVhKpVKhUOg7kHYzNjZuaGjQWkyiln1TdOBD6/BuMt6SHE5siC1ZdDqdIAiD6xmAYRibzZbL5Yb4z7ONNznlDLS7K6AERhCEvmPoItCnoQMsLS1lMpmB9mmoq6vTWuxOferknG+u83b2Z3t0QVRasVgsNptdVVWl70DazXD7NFhZWYlEIgPt09CWm5xy1tbWXX9R0E3ATPugR0sSZ7JpTG+Wm74DAQAAAwBJA+jRHooyhpjw6FgLc5EBAABoApIG0HOpCfVjaRYsOQEAAG0ESQPouZ43vKxVigI4kDQAAECbQNIAeq5EEZ+G0QazusW4CQAA6P4gaQA9V6KYzzPuxaVz9B0IAAAYBkgaQM+VKMqAaZ0AAKDtIGkAPVSFslYgL/U36afvQAAAwGBA0gB6qIeiDIQQPGkAAIC2g6QB9FBJ4kwbOtfVyF7fgQAAgMGApAH0UIli/jATeMwAAADtAEkD6IlkhDxNmgszNAAAQLtA0gB6oifibLlaAXNBAgBAu0DSAHqih+IMJmbkx3LXdyAAAGBIIGkAPVGSOHOQSR8jGkPfgQAAgCGBpAH0OAQiksWZAdALEgAA2gmSBtDj5MiKqpR10KEBAADaC5IG0OMkiTMxhA3l8PQdCAAAGBhIGkCP81Cc7sl0ssTN9B0IAAAYGEgaQI+TKOZD2wQAAHQAJA2gZ6lW1uXKimHJCQAA6ABIGkDPkiTOJBDhz4YnDQAA0G6QNICeJVHMt8TNPJiO+g4EAAAMDyQNoGdJFPMDOF4YwvQdCAAAGB5IGkAPoiCUqZIcf5N++g4EAAAMEiQNoAdJleRI1Q3QCxIAADoGkgbQgySK+UY0xgC2p74DAQAAgwRJA+hBksSZA1geTMxI34EAAIBBgqQB9CBJsE4VAAB0AiQNoKcQyEvLFNXQCxIAADoMkgbQUzwUZSCE/DmQNAAAQAfR9R1A18FxXI+XptFoegygMww0cgzDmoSdLMl0Zzo6GFvrK6S2oNFoSK/3aocZaOQYhqHX6CYHQNd6UNLAYrH0dWkajUaj0cg/T4YFwzA6na7Hj67DcBxvEnaSJHOEmW83fy90Oh3DsG4eZItwHCcIgk43yD8pDAaDTHoMS/ObHABdM8h/4R0jEon0dWkGg0Gn06VSqb4C6DAjIyO5XC6RSPQdSLuZmZk1/j8uVIn5koLZlm/r8TZoCxaLheN4Nw+yRUwmU61Wy+VyfQfSPhiGMZnMhoYGmUym71jarclN3mWYTGbXXxR0E4aXXAPQAcniTDWh9ocVsQEAoBMgaQDdDqZSYgoFtXUmivnmuAmP2YvaagEAoEeBpAF0O/ScLM6uzZionsI6E8X8oSb9aBjc8AAA0HHwNxR0O7ggV23CITimVFWoJFQp4ixYcgIAADoJkgbQ7eAF+areVC4PkS7NF6tl/myYoQEAADoFkgbQvdBqqmnCWpWbO4V1Jor5dAwfZNKXwjoBAKAHgqQBdC+4IBfRaMpebhTW+VCU4ctyN6HBODEAAOgUSBpA90IvyFfZORCUTlmTJMkMgMGWAADQaZA0gO5ErcZfFihde1NYZaG8olheGcCBpAEAADoLkgbQjdBKijCZVOXmQWGdiWI+Qgh6QQIAQOdB0gC6EUZBPsFgqB2dKawzSczvZWTraNSt16kCAACDAEkD6EZwQa6qlytB6cJ9D0UZ0KEBAAAoAUkD6C4wuRwvLaa2bUKslvFlBf4m0DYBAAAUgKQBdBf4SwFSqajtBZkszlQSqmEcHwrrBACAHguSBtBd4IJcwoSjtrKhsM5EMd+ExuzHdKGwTgAA6LEgaQDdBV2Qr3LzQBhGYZ1J4syhJv3oGJWdJAAAoMeCpAF0C1h9Pa26UuFGZduEmlA/Ej+HXpAAAEAVSBpAt0AvyEUYpnKlcskJvqygTiWGpAEAAKgCSQPoFnBBnsrKhjDhUFhnophPw2iDYZ0qAACgCCQNoBsgCPoLAbUrWyKEEsV8L6arGW5CbbUAANBjQdIA9A+vKMfEImpnaEAIPRRlDON4U1snAAD0ZJA0AP3DBbkIx1XOVA6MLFNUv5SXw5ITAABAIUgagP7RC/JVjr0IBoPCOhNq0xBC8KQBAAAoBEkD0DNMpaQVFlDeoeGe8Kk9w7KXkS211QIAQE8GSQPQM9rLF5hSqaQ6aXhQnw6DLQEAgFqQNAA9oxfkE0yWytaewjplhDxVlBMAbRMAAEApSBqAnuGCXKWLG6JReSs+FmfJ1Qp40gBAT/D2228/fvz4VUfVanVISAifz+/KkF5jkDQAfcKkUryijPLBloliPotm7MN0o7ZaAEA3dOfOnZqamlcdJQgiPj6+rq6uK0N6jUHSAPSJXpCHCIL6aZ1EfH9TLyMalcMxAAAAQNIA9AkX5Kq5FmpzLoV1EohIlmSOMPelsE4AALVCQ0Pv37//4YcfRkREfPfdd0ql8syZM1OnTn3vvfcSEhLIMgRBHDx4cNq0ae+///6BAwcIgiD3NzQ0bNq0adKkSUuWLMnLy2tc7cmTJ2fOnDlx4sRt27Y1NDR09bvqASBpAPqEF+RT3jaRJXtZo6wfae5HbbUAAArdunXr3Xff5fF4AQEBmzdvHjZs2N69e0NCQl6+fDl+/HiZTIYQmjNnTnR0NI/H69u37/Lly2fPno0QIggiLCxs165dgwcPVqlUwcHBmuRg6dKlS5cu9fDwCAoKOnjw4IcffqhWq/X5Jl9HdH0HAHouWnUVrU7Y4ErlctgIoUQxH0NYgKk3klJbMQCASkuXLv3yyy8RQtnZ2devX09ISGAymcOGDRs0aJBAIFAqlb/88svdu3dHjhyJEAoLC3vjjTeWLVuWk5Pz4MGDjIwMT09PhJC7u/uSJUsQQjk5OT/++OOzZ8+8vLwQQnPmzHF1dT1z5sykSZP0+i5fNxQnDadOnTpy5EjjPb/++qu5ubnm5bJly7KyssjtiIiIefPmtav+9PT0ffv21dXVvfHGG7Nnz6bRaAihsrKy3bt35+Xlubu7L1++nMOhcqVEoDu4IBfRaKpebtRWmyji81gulgyzOil0fQKg+xo8eDC50bt3bz8/PyaTSW4jhFQqVXJysqOjI5kxIIQCAwMdHBySk5OfP38+YsQIMmNACH344Ydk0pCcnIzj+OLFizX1EwSh+boBVKE4aYiMjJwwYQK5/fTp04sXLzbOGBBCZWVl//nPf8ibg9bOUXYqlWrbtm1ffPFF375916xZc/v27dGjRxMEERMTM3v27EGDBh04cODcuXMffPABVW8H6BS9IF9t70CwWNRWmyjmB3KgbQKA7q7xVwCO402O1tTUNPn64HK51dXVdXV1jfdbWlrS6XSEkFqtNjc3/+abbxqf4urqSn3cPRvFSQONRiPvA5VK9Z///Gf58uWNj5LNVKampk3OevLkycGDB6VSaf/+/efPn894xRoEqamp1tbW/fv3Rwi98847165dGz16dGpqKpfL9ff3RwjNmTNHJBJR+46ArqjV+MsC+WB/amutVtXlN5QssXuP2moBAF3M3d1dIBCIxWITExOEkFgsFggEHh4eBEFcuHBBrVaT3zXZ2dlKpRIh5OnpWVtb6+vra2VlhRCSSqVr166dM2eOft/F60dXfRr+/PNPPz8/W9t/zPxfWlqKEFq8eHFVVZWXl9eCBQssLCyEQuHmzZs3btzYq1evXbt2HTx48NNPP9WccufOnTfeeIPcLi8v79WrF7ndq1eviooKhFBJSYmZmdnmzZvz8vJ4PN7cuXM156pUKvKKCCFTU9PmmWyXodFoGIbpMYDOoNFouoicVlKENcgId09qK0+qzyQQMdzMx0A/cPLvIETeZTAMQzq7yXXNQG/yNgoLCzM3N1+2bNlPP/2EEPryyy+5XG5oaOiQIUNWrVr17bffxsTEiMViTXuEv7+/r6/vnDlzfv31VxqN9vXXXx87dqzJgwfQeTpJGpRKZVxc3KZNm5rsb2ho8Pb2njdvnrm5+Y8//rh///6vv/764cOHfn5+5EOkiIiImJiYxknDqVOnNElDfX0963+PslksFjlZh0gkevDgwerVqxcuXLh///79+/cvW7aMLFNRUTFx4kRye+bMmYsWLdLFm207Nput3wA6hslkks1J1FImP1AZGZl7+yE6lTdhamWeNYM7xMEHQ5iFhQWFNXclw43cQLHZbAP95/ka3ypsNvv333+fOnUq2U/OxsYmNjaW/D917NixWbNmbd++XalULlq0qLCwECGEYdiJEyemTJlCNlhwudzY2FgOh6NSqfT9Vl4rOkkaEhISnJ2dudymg+95PN6KFSvI7fHjx3/77bcIoaqqqszMzC+++ILcb21t/apqORxOWVkZuS2VSskOj2w2m8fjDR06lKxz9erVmvKWlpb/+te/yG0HBwehUEjJu+sAOp2O47ghDho2MzOTy+VkuxK1jDPTCZfeQrGY2mpvV6UM43jVCetMTEzEVFfeBYyNjY2NjQ1x9jojIyOCIBQKhb4DaR8Mw8zMzKRSqVwu13cs7aavm7xJV4OOuX79+oABA8jtOXPmvPfeX02KHA4nPj6e7A45cuRIgUCQlZWFYVifPn00fSCmTJnyzjvvZGRk9OrVy8rKatq0aWS/yH79+j179iwvL08kEvXr18/Y2BghhON4fHy8tzesREMNnSQNN2/eDAgIaL6f7Mjat29fhBCdTif7LnC53MDAwE8++QQh1NDQQOaMt2/fjo2NRQiVlJSQTwgWLlxoZ2d3+/Ztsqri4mI7OzuEUOMWEBzHGz+sMzIyahxGZWUl5e+0XQzu7ylCiCAIlUpFeeSYXM4sKZKPCqW2ZjmhfCLKXuE4XaFQqNVqQ/zAyS5dhhg5juOG+JmTzRO6uMm7gCF+4BrBwcGabTc3N802juOjRo3SvKTRaP369Wt+upGR0cCBA8lt8kcjCcMwD4+mU780rhB0EvWTOzU0NKSmpmrG0pCysrKkUmlFRcWmTZvKy8vVavWFCxeGDx+OEBoyZEhCQkJBQYFSqTx06NDFixcRQsHBwbt27dq1a5ezszO5wePxBgwYUFJSkpeXp1ar//zzT/KeGzhwYFFRUWZmJtk7huwRCbo5/EU+UqmUrhTPHp0qyWkgFAEm8JMCAAB0gvonDZmZmba2tvb2/1jpePny5Rs2bAgMDCwrK1u1apVCoRg4cCDZadHW1nbevHmbNm0SiUQ8Hu/zzz9/Vc04jn/99dc//vhjQ0NDQEBASEgIQojBYKxYsWLPnj1CodDHx+ezzz6j/B0BytEFeQTHVG31yqaojnkoyjDC6P3ZFE8xCQAAgIRpZvN+7emxeYLBYNDpdKnU8GYotLS0lMlkEomE2mpNDuxROzlL35pIbbUz89dXKoQX+25GCJmZmRlizwAWi8Vms6uqqvQdSLsxmUy1Wm1wPQMwDLOyshKJRLrouKNr+rrJW+l5Bl57sPYEaJlSXqWUv3K12c7A6utoNVUKqtsmEELJoufDONA2AQAAugJJA2hZWf6+Z/HDCIL60Up0QS7CMBXVS07kNRSXK2v8TVroMwUAAIASkDSAltWWXTa1CsYw6qeOwQV5KmsbwoTiJULIdar8TbyorRYAAIAGJA2gBXJpobSOz7UbR33VBEHXwXLYCKFEEd/d2NGaTsEIcgAAAC2CpAG0oLb0TwzDzW1DKa8ZLy/FpBKVG/UdGhLF/AB4zAAAALqkq7UngEGrLb9iwh1CN7KkvGZckIdwXOXkQm21tUpRdkPhp7YUD8cAAOhCfX195ytpvvYh6ALwpAE0pVZJ6qvumeuibQIhekGeysmFeMVCph2WJOGrCTU8aQAAAJ2CpAE0Jay4SagbuLbUJw2YSkkreql0o3jcBEIoUcTn0jmexk6U1wwAAEADkgbQlLDsijG7F8uM+l/ttBcFmFKpk16QYr4/24uGwf0MAAA6BH9kwT8QhFpYfs3cNlwXldML8hCLrbK11160PRSEMkWSDW0TAACga5A0gH+QCJ8oGsp1MtgSIVyQp3BxQxhGbbVPJXlSdUMAB5IGAADQLUgawD/Ull2h0U1MrUZSXjMmleKV5bpom0iSZDIw+iB2H8prBgAA0BgkDeAfhGVXzG1CMJox5TXTBTmIICifPRoh9FCU4cd2Z+kgZgCAQfvmm2+cnJw+++yzhQsXenh4jBs3rqGhASG0evXqH374ASHk5+eXm5vb+BQ+n29vbz916tQ1a9YEBQWFhYW1cTGzuLg4BweHNWvWvPPOOx4eHuSw0iVLlqxevbpxsejo6LS0tBZr0EQ1a9YsDMOSkpI0h/bu3Yth2J49e9oSSVRU1MWLF1s89LD+0XwAACAASURBVM4777SlhlbAPA3gbwpZqaTumW3vubqoHBfkqS0s1eZcymtOFmdOtAiivFoAgEE7c+bM6dOn09LSrKysEEIymWzQoEF79+4NCwu7ffu2kZFRUNDffzfu3r37/PnzOXPm7N69e86cOevXr0cIrV27Niws7MiRI/PmzUMIpaSkxMfHOzs7R0ZG0ul0hNCJEyeCgoJu3bo1dOjQjRs37tq1691330UIDR48+MyZMzNmzGge1YABA8zNzRFCSqXy9OnTAoFgyJAhY8eOTU9PbxyVr6/vqVOn/P39Ne/Fz89PU0nzSBBCN2/efPLkSXBwcOPLZWVlXb58uU+fPiEhIcbGFPyygicN4G+1ZZcxDNPFRJAIIfoLgS7aJl7Ky0sUVdALEgDQxM8//xwTE0NmDAghJpN5+/btd999l8vl2tnZOTg42NrakodSU1OnTZsWEBCAEOJwOI8fP9asOf7rr79OnjwZIRQbGztp0iSpVHrkyBHN7/Xjx4/PnTv31q1bTCYzKCho1KhR5H5391dOenvs2DGBQIAQmjVr1s8//yyXy2fNmnXixIkmUUVGRp45c4Y8pba2NicnR5NAtBjJ9u3b586dKxKJFi1adO/ePXJnfHx8eHh4XV3d4cOHIyMjCYLo/KcKTxrA32rLr5hwBzGMbSmvmVZVidUJlbppm0AIDYXFLQEwNLSUZFpJYXvPIriWqpHB2sshlJKS8tNPP5Hbv/3228uXLxFCNjY2M2bM4PF4HA6nT58+CKEXL17MmjXr8OHD5E/5zz77bMaMGc7OzuHh4WFhYdOmTSOnnlyzZs2vv/4aHBxMEISXl9f9+/dHjBiBEPLz89u6dStCaPPmzeS14uPj79y5869//av18G7dunXhwoX+/fsHBwdLJBInJ6fGUTk5OVlZWT19+tTPz+/ChQsRERGaVpLmkQwZMmTdunUPHjzg8XiLFy92dnYmS65evfr777//4IMPEEJ9+vQ5d+5cez7plkHSAP6iVsvqK+84eH6ui8rpBXmIRlP1cqW85kQx38XIzoFhRXnNAACdwoQ1qLio3WepVG0sSafTNfNVS6VSkUhUXl5+7NixJq0GM2bMqK2ttbT8a9Z8V1fXW7dupaenX79+/ZdffomJiTl37tyAAQNyc3PJhgMMw954441nz56RScPIkX93G29oaIiJiTly5MiFCxc0jzFeZdq0aeHh4e+///748ePffPPN5gUmT558+vRpPz+/M2fOLFy48Pjx4wghuVzePBJra2sul8vj8RBC5ubmmmcSKSkpT548ycnJQQhxOJzMzMw2fnStgKQB/KW+4rZaJTW308kMDbggT+3gRDBZlNecKOYP43hTXi0AQNdUo8PQ6DDd1e/t7X3v3r3BgwcjhGbOnIkQunjxoubRvcbXX38tFAqjo6OvXbuGENq6deuMGTN8fHx8fHwWL168bNmyH3/88dChQ41PodFoqv/lLiYmJuRGdXV1aGhov379UlNTbWxstIb3ww8/TJw48cKFCzNmzPj444+//fbbJgUiIyMnT568fPny5OTk4OBgMmlogoyERqNhjYayk509CYJQKpXDhw8nOz0MHDiQx+MlJCRoDax10KcB/KW2/AqDac8286G+arUaLyxQ6KBtol4lyZQV+EPbBACgmc8//3zTpk0lJSXkS7lcvmXLlubF3nzzzSVLlmRmZl6+fBkhdPr06cZfz5aWljQazcjIyM3N7f79+wghgiDu3Lnj6+vbpJ5FixaNHj36+PHjbckYZDJZVFTUsGHDNmzY8Ouvv549e7Z5GQ8PD3LExNixY3EcJ3e2GImLi0ttbW12djZCqK6uLjExESGEYZiPj4+tre3EiRPJ7IRMJjoJnjQAEiEsv8q1exMhimdeQgjhxYVYQ4MuekEmizNVhBqeNAAAmouIiJg5c+bAgQPJzo+XL1+eOnUqmRBwOJz4+PiIiAiyJIvFWrduXXR0dFhY2Pbt26dMmZKamurp6VlQUBAXF3fjxg2E0Nq1a6dPn/7ZZ58lJCS4uLg0HnmBEFKr1adOnfrkk0/Wrl1L7nn77bfJZoL79+9v27aN3NmrVy9yg8lkFhcXjx079s033zx16hTZPNEkKoTQ5MmTv/322//+97+Nr9ViJCtXroyIiJg9e/aff/5J9opACMXExHzwwQfz5s1LS0vLzc318qKgwzgeExPTeons7Oz8/HxHR8f09PTFixfHx8f7+/trHsgYEIlEoq9L4zhOo9GUSqW+AtBKUvesNHe3Ey+aafKPr3YWi6VUKhUKRWcqZ6Sl4OUlDWPeRDSKn2zFVt98Ks1b6ziH1myWSWNjY0rS6i7GYDAYDIZUKtV3IO1Gp9MJglC1ub25m8AwjM1my+Xy7vzP81X0dZOz2exO1iCXyzsfRlsGEI4dO/att96SyWS2trbR0dERERFDhgxxdHT09vaWSqX29vZOTk7+/v4sFmvAgAFCodDNzc3Hx2fGjBkMBkMoFPr6+u7atYvsV+jr6/vGG2+8fPly5MiR33//PY1GQwhhGObn52dpaSmVSmk0WuNPpk+fPk5OThiG4Tgu/x8OhzNw4MD+/ftzudz/+7//o9PpEolk2rRp5JDOxlH169fP0dHR1dWVw+HMmDGDTqdjGMbj8ZycnFqMZOTIkT4+PhUVFXPmzBk1apSnp6eVlRWPxxs7dmxRUVH//v23bdvGZDLJgDvzsWOtj8G4f/9+SEjIokWLtmzZ4u3tzeVyq6urra2t796925mr6kVlZaW+Ls1gMOh0enf+JijO3lqa/ePA8Cwa/o9uB5aWljKZrJP5lsl/DqlZbOnkqZ2LsQXv5qymIew3z++aHzIzM9MMmjIgLBaLzWZXVVXpO5B2YzKZarWaki+DroRhmJWVlUgkauMEPt2Kvm5ya2vrTtag6Z/YGeSgBtDFtDRP7N+//6233tqwYQP5cKOoqEilUtnb2xcUFLi6Ut8THuiLsOyqmc2oJhkDJTCZjFZarAihvn+lilA/lmR9ZhtJec0AAABapOVxcXl5eWBgIIPBuHHjRkBAgLW1tZ2dnbW1dWlpadfEB7qAUl4pET4x19EiVS8ESK1WulHfCzJDJqhXSWBaJwAA6DJakgYej3fp0qWysrKjR4+SPTXS0tIqKyudnJy6JDzQFWrLLhMEYW6jm4kgC/IIU1O1ZWefZzb3UJSBY7TB7L6U1wwAAKBFWpKGzz//PCMjw8HBQSAQzJ49++bNmyNGjIiMjNRMOAVeA8Kyq2xzPyOWoy4qxwV5Slfqx00ghJLEfG+mG0cHTSoAAABapCVpcHNz4/P5V69e5fP5Dg4OTk5OBw8e/O2337omONAFCLW8rvIW11YnbROYsJZWW61ye+U07J0B0zoBAEAX0z4EzszMzMPDQyQS5ebm4jju7+9fUFBgiD2NQYvqq+6qlCIddWigF+QjDFO6uFFec6miulBeAR0aAACgK2kZPZGZmRkWFlZY2HRNkfj4eM1yXsCg1ZZfpRtZs80H6KJyXJCrsrElTDiU1/xQnIEQ8oekAQAAupCWpGHLli1WVlaxsbGaGaZI5HLg4DVQW3qFaxeOYTqYUJwg6C8ECr+B1NeM0ENRhgPDytlI+3StAAAAqKIlaSguLv7kk0+GDx/eNdGALiat58ulL3Q12LK8FJNKdLEcNoIODQAAoA9afl+6u7tTspgm6J5qSy9jNCMz6zYtTt9euCCXwOlqZ+onAZOoZenSfOjQAAAAXUzLk4YFCxZMnjx54cKF4eHhZmZmmv0DBw40uBYKFktvY/PItSf0dfVW1FVe49qO4pi+8iE/hmEMBqNjHx3+ogC5ujF1MNVrkvC5klC9YTmwlcBwHNfj//EOYzAYSK/3aoeRa09o1uIzLAwGA2u2fEn3Z6A3OTBoWpKGxYsX5+bm5ubm7t+/v/H+69evBwfr5Oep7uh9QRq9B9CEUl4tqk5267+p9cDUanUHIseUCnphgTJ4jC7edUJtGpvG9DJ2baVyci15yi+ta+SXriFGTqPRDPEzJ3OFjt3kemeIHzgwdFqShmvXrnVNHF2gk0s1vgYBNFFZ9AdBqEytx7YSGLluYQcipwtykVIp7+Wm0sG7flCfPsSERyjVCqR+VRm1Wt3dPvC2oNPpqPvdKm2B47ghfuZk0tCxm1zvDPEDB4auTc/M09PTjxw5snPnzvPnz+txgWlALWHZFZaplxGrly4qxwV5BIulsrGjvGYCEY8lWdChAQCgVVxcXK9evby9vX19fTkczoYNG8j969ev37lzJ0LIz88vNze38SlCoTA4ONjBwWHUqFHm5ubffvttG68VHx/v6OgYFhZmYWHxzTffkDuXLFmyevXqxsXCw8Nv377dYg2aqGbNmoVhWF5enuZQbGwshmF79uxpSyRRUVEXL15s8dA777zTlhpaoeVJA0EQs2fPPnLkiIODA5fLFQgEFhYWsbGxI0aM6OSFgX4RakV95S1r11k6qh8X5Cpd3ZEO2okzpS9qlPUBHEgaAACtefbs2fz580+ePBkUFIQQys7ODggI4PF4wcHBz58/Z7FYL1++1BQuKyvLz88fPnz45s2bXV1db926hWGYSCQaPnz4oEGDIiMjEUINDQ0ZGRlOTk62traaS7i5uVVXVxsbG69aterHH3+MiooSCAQeHh5LliyxsrJqHtXWrVtdXFzI7ZKSkpcvX/bt25fL5VZUVDSOysHB4cyZM19++SVZ8syZM46Of8/03zwShFB9fX1OTo6X1z/+NiqVSj6f7+rq2rhXYmdoedJw4MCBuLi4u3fvFhUVpaenl5eXR0RETJs2Ta1+5WNhYBDqq+8rFUIL3Qy2xCRivLJC5aaTJScSxXwaRhvMgnWqAACtWbdu3bJly8iMASHUp0+fuLg4S0vLwsLC58+fp6enZ2VlkYdqamrGjBkjEAgQQlVVVRYWFmS7FYfD2bNnj6urK0IoJSWlb9++y5cvHzp06HfffUeeuGLFijVr1oSHhxcXF48ZMyY0NBQh5OrqyuFwXtXdJDo6+smTJwih7du3Dx06dOXKlX369Hnw4EGTqCIjI0+fPk2eolAo7ty5M2bMGPJli5FcuXLF3d192bJlgwcPzs7OJnfm5+f7+fktXbrU399/7dq1lHyqWp40XL9+fdGiRSNHjiRfmpiY7N6929zcPDs7m8fjURIB0Ath2RW6kRWbO1gXleOCPEQQKt3M0JAk5vOMe3Hp1M8yCQDoSmX5R0Q1j9t7lrGJmzNvSVtKPnr0SNNMkJWVVV9fz2KxLC0tvb29x40bx+Fwxo4dixCSyWQTJ06cOXPm1KlTEUIzZswYP358WlpaVFRUWFiYZu7jpUuXrlmzZvbs2dXV1V5eXtOmTSPnPMzPz8/IyMAwbNCgQQih3bt3//HHHx999JGdnZbG2R07dly4cGHQoEH79u1LSUmZP3++Jqpjx475+fldu3atuLjY0dHxxo0bQUFBTCbzVZF4enp++umnhw8fHj9+fEZGRv/+/cmSy5cvnzFjxooVKyQSiaura3h4eHs/7ea0JA0tIgii8xcG+lVbfpVrF4ZhOhkgxyjIU1taqc10Mij3oShjlJlOZpkEAHQlcV1GbfnN9p5lwm3rnPc1NTVkz2KE0N69e588eSKRSORyeUpKSuNiH3/88aNHjzQLMY4cOTInJ+fEiRPXr19fvnx5SEjI/v377e3t79+/f+nSJYSQpaXluHHjHjx4QCYNUVFRjcfrNjQ0NDQ0vHjxQiqVtj4gNiAgYMWKFQsWLJg+fTqH0/RXEIZhkyZNOnv27GeffXbmzJnIyMirV68ihNRqdfNIWCyWWCweP348Qsjb23vo0KFkJTdu3IiMjLx16xZCyNfXNyEhoY0fXSu0NE+MHTt2165d9+/fJ1+KxeJFixbZ2Ng0mVUaGBaZKLtBnGduG6aj+vGCfB21TVQoawXyUugFCcBrwH3AD0PeTGvvf/2G/9rG+vv27ZuWlkZu79ix4+bNm5s3b25ejMfjffDBBzExMeTLhIQENpu9YMGC06dPv3z5Uq1Wb926lVyjUfNb38zMrKamhty2sLBACBEEQY4S+PLLL69fv56VlfWq3o4aBw8eDA4O3rhxo6Oj46lTp5oXmDx58qlTpwiCuHz58ltvvUXubDGS+vp6LperOdHU1JQMqba29uHDh2fPnj179uzAgQN9fX21fmhaaUka5s6dO2HChMDAQGdnZx8fH1tb27i4uJMnT3bPqYpAG9WWXcFoDFNrnSw5RquswOrrdDR79ENRBkIIJpAGAGg1bdq0rVu3Nu6Bd/z48ebFVq1atW7duuPHj5PTH3/88cfnz58nD1lYWEycODEvL4/NZpubm+fk5JD709PTe/f+608c+ZhBJBJZWFjI5XJyp5mZWW1tbSuxyWSyY8eOrVy58t69e0eOHNm2bVvzMgEBAbm5uXFxcX5+fqb/myWvxUhcXFyKiorIKyoUigcPHpCBubi4LFq0aMeOHTt27Bg8eLCHBwW/5bQ0T2AYdujQoaVLlyYlJdXW1rq7u4eFhbHZ7M5fGOiRsPyKqdVIOkMnzQf0gjxEo6l6UT97NEIoSZxpQ+e6GtnronIAwOtk/vz5p0+fDgkJWbhwIZfLjY2NLSkpIQ/RaLQXL17U1dUhhDAMc3JyWrx48ddff3327NmvvvoqOjpaKpV6enoWFBSsX79+9+7dCKFPPvlk/vz5GzZsuHv3bkFBQZP+AaampuHh4bNmzfr444/v3buXk5NDdphACBUXFz969EhTjNxgMpk//PBDWVlZRETE+fPnyfEUjaMiA5swYcKiRYs0T0FIzSMxMjKaMmXK7Nmzo6OjY2NjNb/q582bN3PmzB9++CE1NXXt2rWULAqBN4mmuezsbLFYHBERYWZmtmfPnoSEBH9/fxMTk85fu4vpcYYJchrpbjJ3m0pR9yJ9pa3bbI7FUK2FWSyWUqls1wQyRvfvECy2YpB/J2J8pc2lx/uxXCZZvKG1pLGxcUNDgy5i0CkGg8FgMKRSqb4DaTdyGmmVSqXvQNoHwzA2my2Xy7vJP8920ddN3vnfjZpf5J1hbGzcegEcx6dPny6TyS5dupSRkREaGrpx40YajTZkyBA7O7vz58+bmJiIxeLw8HBTU1N/f/8TJ04EBQWFhIQMGDDg6tWr586dq6ysJAdHIIRGjx5dU1Nz9OhRuVx+6NAhS0tLhNCzZ88GDx7s5OSEEJo4cWJGRsbp06fVavWBAwd69eqFEMrNzU1ISLjyP4WFhY6Ojv7+/vb29qGhoZcuXfrjjz88PDw2btzIYrE0UdFoNHd3dx6PZ2Fh8fjx42+++YbNZmdlZbm5ufXr16/FSN5+++3nz5/Hxsb6+fmFhYV5eno6OzsHBgbK5fKjR49WV1fv37/fxcXl2bNnmmymY7DWezXev38/JCRk0aJFW7Zs8fb25nK51dXV1tbWd+/e7cxV9aKyslJfl2YwGHQ6vZt8E1QXnc5LmecX8tDYxF1rYUtLS5lM1o58S6Xi7NqiCBjRMJL6tg85oeydGvWN48z5tpO0FjYzM9Mk7AaExWKx2eyqqip9B9JuTCZTrVZT8mXQlTAMs7KyEolEZFOxYdHXTW5tbd3JGurr6zsfhqkO1rUBWmlpnti/f/9bb721YcOGtLS03NzcoqIilUplb29fUFBADl0FBqe2/AqL07ctGUMH4CWFmEKu1E0vyBRJlpxQ+pv000XlAAAAtNLSn7G8vDwwMJDBYNy4cSMgIMDa2trOzs7a2rq0tLRr4gPUIghVXcVNc93M6YTI2aONjFR2Drqo/KEowxhj9GfpJCMBAACglZakgcfjXbp0qays7OjRo2+++SZCKC0trbKykmzCAQZHVJOolFfrLmlgFOSpXHoj3ayPnCjmDzLpa0Rj6KJyAAAAWmlJGj7//POMjAwHBweBQDB79uybN2+OGDEiMjLS2dm5a+ID1BKWXaEzuByuTnopYjIZrbRE6aaThg8CEcnizGEmMNgSAAD0RkufBjc3Nz6f/+jRI19fXzs7u/r6+oMHD7777rtdExygnLDsipntWIzWkZlAtcJf5CO1WqWbpCFXVlylrIMODQAAoEctP2nIzc0l18zIzc0tKCggOzGkpqZKpVIvL6/09HSxWNy1cQIKNEgKpKIsrq2u2iboBfmEmbnaooWF3TovUczHEDYUkgYAANCfln9xzp07VyQSJSUlzZ07Nz4+vnmB+Ph4zTIewFDUlv2JYbiZzWgd1f/Xcti6kSjO8GQ6WdGpWd0VAABAB7ScNFy5coWcv+HKlSstroJtZGSk27iADgjLr3Ish9GNLHVROa1OSKutkb8xRheVI4QSxXxYcgIAAPSr5eYJBoNBpgXLly+/efOmcTONF/UCBkGlrBdV3TfXWdsEnp+LMExHS05UK+tyZEUB0AsSAAD0SsvoCSsrq9OnT3dNKECn6ipuqtVyrg5naMhV2doTLJ2sS5IkziQQAU8aAABAv7T0ov/www+XLFmyaNGisLAwS0tLzQMGPz8/MzNoXTYkwvKrxmxXJkc3a5qr1fSXAkX/wTqpHKEkcaYlbubBdNRR/QAAANpCS9Iwc+ZMsiMkucyXBnSENCwEoa4tv27lOFlH9ePlpZhUqrtekA/FGQEcLwxBoxgAAOiTlqTh5s2bXRMH0ClJ7SNlQ4XuJoKkC/IInK526qWLyhWEMlWSs8x+qi4qBwAA0HZa+jQ0RxBEREQEJctygy5TU3YFp5tyLIfrqH5ckKd2cSXoOpkzKlWSI1U3DONAL0gAQPvExcX16tXL29vb19eXw+Fs2LCB3L9+/fqdO3cihPz8/HJzcxufIhQKg4ODHRwcRo0aZW5u/u2337b3ojExMdeuXSO3lyxZsnr16sZHw8PDb9++3eKJmqhmzZqFYVheXp7mUGxsLIZhe/bsaUsAUVFRFy9ebPHQO++805YaWqElaaipqZk0aZKdnZ3N/1hYWFy5csXc3LyTFwZdSVh22cwmhEbTyUBZTKmgFb/UXdtEkjiTgdEHsD11VD8A4LX07Nmz+fPnnzhxIiMj49mzZykpKVu2bDl16lRFRcXz58/5fP7Lly81hcvKyh48eIAQ2rx5s6ura3Fx8a1bt4qKik6fPn3mzBmyTENDQ0pKSnl5eeNLiESiFy9elJWVkXv++OOPtWvXal42t3Xr1gEDBpDbJSUliYmJtbW1CKEmUTk4OGiuixA6c+aMo+PfnbqaR4IQqq+vT0lJabLIu1KpfPr0KYVLqGtJGnbu3PnkyRPyQ5w5c+bPP/88YMCAffv2OTjoZBlDoAtyaaG0nq/DlS1fFmAqlY5mj0YIJYr5A9ieTAymBgEAtMO6deuWLVsWFBREvuzTp09cXJylpWVhYeHz58/T09PJiY8RQjU1NWPGjBEIBAihqqoqCwsLstc/h8PZs2ePq6srQiglJaVv377Lly8fOnTod999R564YsWKNWvWhIeHFxcXI4QqKipWrlwZHBzcSlTR0dFPnjxBCG3fvn3o0KErV67s06fPgwcPmkQVGRmpGbqoUCju3LkzZsxfs+C0GMmVK1fc3d2XLVs2ePDg7Oxscmd+fr6fn9/SpUv9/f3Xrl1Lyaeq5Xny48ePP/roo5kzZ9bX1xcUFERGRo4YMWL48OEfffQRrpuVDAHlassuYxiNaztWR/XjgjyCbaKyttVR/UnizCkW0OsWgNfN71XxT8W52sv9k7ORzcf2E9pS8tGjR9988w25nZWVVV9fz2KxLC0tvb29x40bx+Fwxo4dixCSyWQTJ06cOXPm1KlTEUIzZswYP358WlpaVFRUWFiYpsv/0qVL16xZM3v27Orqai8vr2nTpvXp0wchlJ+fn5GRQSYZc+fO3bBhw+HDh9sS3o4dOy5cuDBo0KB9+/alpKTMnz9fE9WxY8f8/PyuXbtWXFzs6Oh448aNoKAgJpP5qkg8PT0//fTTw4cPjx8/PiMjo3///mTJ5cuXz5gxY8WKFRKJxNXVNTw8vO2f86toSRpYLBY5IyS5RjZCyN7eHsdxPp/v6+vb+cuDLlBbdoXNHUI3stZR/fSCPKWrO9LNfF8CeWmZohrWqQLg9ZNUz79U86C9Zw0w8Wxj0lBTU0P/X0ervXv3PnnyRCKRyOXylJSUxsU+/vjjR48e/fbbb+TLkSNH5uTknDhx4vr168uXLw8JCdm/f7+9vf39+/fJL0FLS8tx48Y9ePCATBqioqLIjOHnn392dHR8++2325g0BAQErFixYsGCBdOnT+dwOE2OYhg2adKks2fPfvbZZ2fOnImMjLx69SpCSK1WN4+ExWKJxeLx48cjhLy9vYcOHUpWcuPGjcjIyFu3biGEfH19ExIS2hJY67QkDcOHD9+1a9fYsWP79+9/586d58+fYxgmEAhgGmlDoVZJ6qsSHPss01H9mFhEq6yQDx2ho/oTRRkIIUgaAHj9/OA2/we3+bqrv2/fvmlpaV5eXgihHTt2IIRu3br1xRdfNCnG4/H69esXExOzb98+hFBCQsKQIUMWLFiwYMGCmpqa6dOnb9269fvvv0cIaX7rm5mZ1dTUkNsWFhYIobKyspiYmAMHDty6dauiooLP52dnZ5NZxascPHjwX//618aNGz/44IPDhw9PmTKlSYHJkyevXLly/vz5ly9f3rJlC5k0kF0WmkRSX1/P5XI1J5qamiKECIKora19+PAhmdMMHDjQ19e3xcWk2kVLn4aFCxd6eXlt377dzs7u/fff9/Hx8fb2Dg0N7du3bycvDLqGsCKeUDdw7Sl4KtUiXJCHCELp4qaj+hPFfDcjezuGTtbLAAC8xqZNm7Z169bGyycdP368ebFVq1atW7fu+PHj5KjAjz/++Pz58+QhCwuLiRMn5uXlsdlsc3PznJwccn96enrv3n9NmU9+JTc0NAwbNuzf//73zp07s7Oz//zzz+vXKCmL7AAAIABJREFUr7cSm0wmO3bs2MqVK+/du3fkyJFt27Y1LxMQEJCbmxsXF+fn50fmAQihFiNxcXEpKioiO1QqFAqyRyeGYS4uLosWLdqxY8eOHTsGDx7s4eHR9k/vVbQ8aTAyMvrjjz/Ixav27Nnz/vvv19XVUdIuArqGsOyKEcuZZaqrCZgZBXlqK2vCTFejaRJFfBhsCQDogPnz558+fTokJGThwoVcLjc2NrakpIQ8RKPRXrx4QY4pwDDMyclp8eLFX3/99dmzZ7/66qvo6GipVOrp6VlQULB+/XpybsNPPvlk/vz5GzZsuHv3bkFBQZPvQRcXF81gh6ioqEmTJn3wwQfky+Li4kePHpHbmu9+JpP5ww8/lJWVRUREnD9/3sXFpUlUZGATJkxYtGhRTExM42s1j8TIyGjKlCmzZ8+Ojo6OjY2l0f56HDBv3ryZM2f+8MMPqampa9eupWSuBLxJNM2pVKrY2NhDhw6dPHlSKBSGhITY2Ni0Uj4/P7+oqKi8vLy8vFylUmk+Iw2hUFhWVmZubt6xVa9aPF0ulwsEAhaLxWAwXnWiRCLpwOUogeM4jUZTKpVdfmWi4Fm0hcPb5rahHTufxWIplUqFQvGK6gnmtUtKj74qd52Mh6xXSWKKD820fmtg+8dbGhsbNzQ06CIqnWIwGAwGQyqV6juQdqPT6QRBqFQqfQfSPhiGsdlsuVyuj3+enaWvm5zN7uwSM3K5vPNhGBsbt14Ax/Hp06fLZLJLly5lZGSEhoZu3LiRRqMNGTLEzs7u/PnzJiYmYrE4PDzc1NTU39//xIkTQUFBISEhAwYMuHr16rlz5yorK8nBEQih0aNH19TUHD16VC6XHzp0yNLSEiH07NmzwYMHOzk5Nb5uRkaGt7e3u7s7Qig3NzchIeHK/xQWFjo6Ovr7+9vb24eGhl66dOmPP/7w8PDYuHEji8XSREWj0dzd3Xk8noWFxePHj7/55hs2m52VleXm5tavX78WI3n77befP38eGxvr5+cXFhbm6enp7OwcGBgol8uPHj1aXV29f/9+FxeXZ8+ekd0/OwwjnyK8ikQiGTVq1LNnz0aNGmVpaZmampqVlXXo0KEPP/zwVacsXrwYx3Gy+0lgYOCkSZMaH42Lizt16pStra1SqVy3bp2JiUm7wm3x9OTk5L1799ra2hYVFW3cuLHJ/z+NysrKdl2LQgwGg06nd/03gbg2hX93XN9h/zWz6eCK1ZaWljKZ7FX5Fq2i3OSXfdLJU5UeOmmuulH/+P9y1tzut9uL5drec83MzCgcmtxlWCwWm82uqqrSdyDtxmQy1Wo1JV8GXQnDMCsrK5FI1GR0u0HQ101ubd3ZXtX19fWdD6P5L1LQBbQ0T2zdurWioiIrK6tXr79mCN64ceOnn34aFRWl6YjRRHl5+bFjx+gtTQ4oEol+++23nTt3WllZ7dy58/Lly5Mn/7UaglAorKur01ylRS2eLpPJdu3atWXLFltb22vXrl27dm3mzJna33fPICy7QsPZplaBOqqfXpCHaDSVc7u/0dvooSjDHDfhMXUyOzUAAID20tIRMikpae7cuY2/y6OjoxFCfD6/xfJ1dXUcDqe+vj43N7f5b47U1FRPT08rKyuEUHBw8MOHD8n9v/3225dffvnvf//7008/beV5QIunP3r0qE+fPjY2NtXV1WPHjoWMobHa8ivmNiEYTctDvA7DBXkqR2dC20PCDksSZw416UfD2j3ZOQAAAF3Q8qSBw+E0mQ6ztrZWLpe7ubm1WL60tFQoFK5Zs8bU1LSwsHDVqlWNx1nU1NTY2v41BZCNjQ05ZOXFixfnz58/cOAAk8k8ffr07t27G3ezOHz48KxZs1o5vbq6ur6+/rPPPjM2NhaLxStXrtR0ahWLxb///ju57evr26+f3obtkX0auviicmmJRPjUqc88FovV4UowDGMwGC3XoFLhhS+IwODO1N8KJaF6LH6+1Glqx+rHcVxHgekU2SnHQCMnCMJA53xjMBgd62KlXwZ6kwODpiVpWLZsWXh4uKur69SpU83NzdPS0qKjo6Ojo83MzMgeT03+RpiYmJDTaWEY9ttvv/373//esmWL5qhMJtM0WxgZGZGNiE+fPvXw8CAHkHC53IyMjMYVpqamtn56Q0NDTk7OgQMHLCwsfv/9959//nnjxo1kGbFYfOTIEXJ76tSpgwcPbu+nQ61WOmnqQlXhdYSQU++Jxp3otUQmDS02NqnzspUKOcPbj9bpXlEtelSXKVbLRtsM6VivK7KDG+VRdQHDjRwhZKAzuBgZGRli5AZ9qwADpSVpWLdunUgk+uqrr7766ivNznv37mnWChMIBOS83CQnJydNP8TAwEDNHFskMzOzwsJCclssFpOrXtXX14vFYnJcKUJo3LhxCKHq6mpyKm+pVPrs2TOEUO/evVs83dTUdMCAAeT0GiNHjjx58qTmcra2tjdu3NC87GkdIYvzzphwB4mkxiJpx3vVtdIR0ijtiRGTWcMyQbrptXe14gEdwz1U9h3rFQgdIbuYQXeEFIvF0BGy7TrfERIYLi1Jw8aNG1esWNFKgSYrVyUkJEgkkrCwMIRQeXk5+V2u4ebmFhcXR27n5uaS2Yatra2jo+PcuXPJU9LS0hBCJSUl5ISXYrGY3LCwsGjx9F69emlGx5aVlZmZmbXtjb/m1GpZXeVte8/FursEXZCncnFDOmt2SRTzfVnuJrSW+9sCAADoelqSBi8vL5lMJhAImgy/7t27d4uPxaytrWNiYnAcd3BwOHnyZEREBLn/9OnTwcHBffv2pdPpcXFxPj4+Z86cmT9/PkJoxIgRR48evXjxYu/evX/99deBAwcihHx8fHx8fBBCfD5/3rx5f4fb7HQvLy86nf7777/7+vqePHkSJp4i1VfeUaukXDtdfRqYTIqXl8r8BuqofoRQkjjzbfPhuqsfAABAe2n5mXj37l17e3svLy/ff0pKSmqxPI/HW7NmzdOnT8+ePTtu3DjNJA0pKSlisRghtGbNmuLi4tjY2JkzZ/r5+SGEWCzWpk2bBALBqVOnhg8fHhUV1bhCT89/zOrT/HQMw9atW1dVVfX777+PGjXqvffe6+hH8VqpLbvCYNqzzXS1qBj9hQCp1bpbDrtQXlEkr4C5IAEAoFvRMrlTVFRUYWHh3r17NUMSSBwOx+C6SfeoPg1Pbww2sxnj6re1k/W8qk8D88oFuiBP9Imumj9O19yeJ9iS6nPYsaOLc0Kfhi5m0H0aYHKndoHJnXoyLc0TOI5/9NFHZJMBMBSSumcNkpdc23G6uwQuyFO66uoxA0IoScx3NrLpcMYAAABAF7Q0T/zf//3f6dOnDXEO/55MWHaZRmOaWr+ho/pptTU0Ya3u2iYQQg9FGQEmulpkCwAAQMdoedLwzjvvrFu3zs3Nzc/Pr3F7xObNm8kuBaAbEpZfNbUJpuG6mvUFF+QiDFO69NZetEPEahlfVvC+VZiO6gcAANAxWpKG9evXZ2VlTZo0qUmfBmhM6raU8kpxbYqL72bdXYJekK+ycyB0NhVdbPVNFaEebTpIR/UDAADoGC3NEw8fPvzqq6+O/T979x3QxNk/APy57EBYYW9EtqA4ax0oOLB1ULRaaa1W66KOWrfWOupqHS/2tWptrVbrT22xouLEiUpBq4IIKHuPACGEhOzkfn9c37y8ygjJMVK/n7+Sy933vndkfHnuuec5eXLr/2ppGGnQ5ep5CTiOW9h12L/pGg21tKjjrk0ocdW/eWfftRzsxWp+tlIAANBRfHy8q6trQEBAYGAgh8PRDku4ffv2ffv2IYSCgoLy8/ObbiIUCkNCQhwdHUeMGGFhYbFx40Yd9xUXF2dvb//2fwiFQoTQF1988dVXXzVdLTw8/N69e81G0GY1e/ZsDMMKCgq0L8XGxmIYduDAAV0ymTp16uXLl5t9aeLEiToeTkvaaGmwsrJqdghh0G0Jq2+YmAcy2E4dFJ9SVYlJpR3XC/IU/2aZouZoj7UdFB8A8IbIyMiIjo4+c+bMsGHDEEK5ubmDBg3y9fUNCQnJzs5ms9mlpaXalXk8XmFh4eDBg3ft2uXu7p6YmIhhmFgsHjx4cN++fSMjIxFCcrk8KyvL2dlZOwtSRkaGh4dHXV0dk8ksKChYsGDB119/3XpWe/bscXNzIx5XVlaWlpb6+PhYWlrW1NQ0zcrR0TEuLm7FihXEmnFxcU5O//1Wfz0ThJBIJMrLy/P3/5/eYCqV6sWLF+7u7mSNfNhGS8OiRYsOHjy4d+/eO3fuJDZB1FCgu8E1ioaauxb2HXjfBL24AKfRNc4dMl010cwwzuKtYBPvjogPAHhzbN26deXKlUTFgBDy9vaOj4/ncrllZWXZ2dmZmZk5OTnESwKBICwsrKioCCHE5/OtrKyICcw4HM6BAweI0YdTU1N9fHzWrFkzYMAAbWWwbt26TZs2hYeHV1RUFBYWurm5paamlpSUtJLV6tWr09LSEEL/+te/BgwYsH79em9v75SUlFeyioyMPHfuHLGJUqm8f/9+WFgY8bTZTBISEjw9PVeuXNmvX7/c3FxiYWFhYVBQ0PLlywcOHLhlyxZSzmobrQgbN26srq5eu/bVf/tu3boVEhJCSgaARCJ+kloltuzIooFalK92dcM7ZpSOM3W3ShS8Iz3WdERwAEC3cqW+Ibv9w2M4MujTuVZtr4fQkydPNmzYQDzOyckRiURsNpvL5QYEBIwdO5bD4YwaNQohJJPJIiIiZs2aNX36dIQQMedienr61KlTx4wZM2LECCLC8uXLN23aNGfOnLq6On9//6ioKG9vb4RQYWFhVlYWcTUhLi4uICDg5cuXY8aMOXr0aOvpxcTEXLp0qW/fvj/88ENqamp0dLQ2q5MnTwYFBd28ebOiosLJyen27dvDhg1jsVgtZeLl5bVw4cJjx45NmDAhKyurd+/exJpr1qyZOXPmunXrJBKJu7s7KSMmt1E03Lx50/B9gE5Tz0ugMWxMLDpqXA1MqaRUlitCRnVEcCWu+q7qbLjFoL7QzADAG+CqsOGCoN2N1v1M2ToWDQKBQHt5/dChQ2lpaRKJRKFQpKamNl1t3rx5T5480U6vOGTIkLy8vNOnT9+6dWvNmjWhoaGHDx92cHBITk6+evUqQojL5Y4dOzYlJYUoGqZOnUo0S0REROzYsSM4OFgsFru5uX3wwQet/0gPGjRo3bp1ixYtmjFjBofDeeVVDMPee++98+fPf/bZZ3FxcZGRkTdu3EAIaTSa1zNhs9mNjY0TJkxACAUEBAwYMIAIcvv27cjIyMTERIRQYGAgMZGTgXTqr5CZmfn48WOBQODp6Tl69GiYjLXbquclWNqPxbCOmkSKWlqEqdUd1Asytu5usaLqpx6rOyI4AKC72e/ust/dpePi+/j4pKenE9f4Y2JiEEKJiYnLli17ZTVfX18/P7/Nmzf/8MMPCKGkpKT+/fsvWrRo0aJFAoFgxowZe/bs2bZtG0JI+7++ubm5QCAgHmvnZdROk8ThcMLDw1NTU1svGn7++eeDBw/u3Lnzo48+Onbs2JQpU15ZYfLkyevXr4+Ojr5+/fru3buJooEYuvSVTEQikaWlpXZD4vZGHMfr6+sfPnxI1DTBwcGBgYF3795txxlsThu/LjiOz549OygoaP369T/99FNUVJSPj09ycrKBewUdQdrwQiEt6dAODdSiAtzEVG1tS3pkNa75jhc7xnwgNDMAAEgRFRW1Z88ejUajXXLq1KnXV/vyyy+3bt166tSply9fIoTmzZt38eJF4iUrK6uIiIiCggITExMLC4u8vDxieWZmpnYYAuInWaVSzZo1q66ujlhYXFzctN/i62Qy2cmTJ9evX//nn38eP3587969r68zaNCg/Pz8+Pj4oKAg7TAHzWbi5uZWXl5eX1+PEFIqlSkpKURibm5uS5YsiYmJiYmJ6devX8+ePXU7c61po6XhyJEj8fHxDx48GDJkCEKosbFx+fLlUVFRBQUFlA6bExnop746AaMwzG1GdNwuaMUFao+eCMNIjxwruFMgrzjkvoL0yACAN1N0dPS5c+dCQ0MXL15saWkZGxtbWVlJvEShUEpKSoiZOzAMc3Z2Xrp06dq1a8+fP79q1arVq1dLpVIvL6/i4uLt27d///33CKH58+dHR0fv2LHjwYMHxcXFr7Qi0Gi0urq6Tz/9dMWKFc+fPy8pKSFuuEAIVVRUPHnyhHis/e1nsVjffvstj8cbP378xYsXifspmmZFJDZp0qQlS5Zs3ry56b5ez4TBYEyZMmXOnDmrV6+OjY3V/jovWLBg1qxZ33777bNnz7Zs2UJURQaivpLNK3bv3j1+/PiPP/6YeMpgMMaNG/fVV19NnTrV8DlLOtnrsy51GiqVSqFQVCpVh+6l/MVWFqenrdtHJMZks9kqlUqpVCKEMLGIef+2fMBgjZ0DibtACKlxzfyi3f1MfZbYv9pApzcmk2mMw5/T6XQ6nd6Zc5uRhUaj4TiuVqu7OpH2wTDMxMREoVB09MezI3TVm9zwK9SkTGzGZDJbX4FKpc6YMUMmk129ejUrK2v06NE7d+6kUCj9+/e3t7e/ePGiqalpY2NjeHi4mZnZwIEDT58+PWzYsNDQ0D59+ty4cePChQu1tbXEzREIoZEjRwoEghMnTigUiqNHj3K5XIRQRkZGv379nJ2dEUJTpkwpLCz8/fff5XL5L7/8YmtrixDKz89PSkpK+I+ysjInJ6eBAwc6ODiMHj366tWrV65c6dmz586dO9lstjYrCoXi6enp6+trZWX19OnTDRs2mJiY5OTkeHh4+Pn5NZvJu+++m52dHRsbGxQUNGbMGC8vLxcXl6FDhyoUihMnTtTV1R0+fNjNzS0jI4Po/qm3Nma5nD59ur+//6ZNm7RLlEqlubl5Wlqar6+vITvufP/sWS5VCsGzG/6uAdvseswlMWzTWS5pGc/YVy+IFy7Dzci531frt7rbi4tjLvvsInG+CZjlspPBLJedD2a5NDwIaK82LjGMGjVq//792k4MjY2NS5YssbW1JXqNgu5DWH0Dx9WWDh3YoYFWXKCxsSO9YlDjmn2830PN+sIMVQAA0M210adh7ty5ycnJQ4cOdXJysrCwKCoqIq4MQYeG7qael8A292ew3TpqBzhOKy5U+vUiPfA5QWKerHyf21LSIwMAACBXG0UDhmFHjx5dvnz5X3/9VV9f7+npOWbMGLjlsrvBNUpR7V1bj9kdtwtqbQ3WKFZ7kND5tik1ronh/T7CLPgt0wByIwMAACCdTuM0BAYGBgYGdnQqQG+iuhSVUtiBk1QR02FTqWpXklsyztffz5WV7XVdTG5YAAAAHaG1qwwXL148fPiw9mlYWNiSJUuKi4s7PivQPsLqBBqDa2rZv+N2QS0qUDu54HQGiTE1uOY7Xuxwsz5vc8i/6gEAAIB0zRcNOI5/8MEHkydP1s57gRDq3bv32bNng4KC7t+/31npAZ3U8xIs7cZgWIfMB4EQQmo1tbyE9GsTF+ofvJAWr3SYTm5YAAAAHaT5ouG33367cOFCSkrKnj17tAv37dtXUFAwePDghQsXdlZ6oG0ycZ68scDCviOvTZSXYEqlyr0HiTFxhMdU/T6UEzSEA1e+AADAODRfNFy7du3999/XTnqhxWaz9+7dm5WVpR1XC3Q5YXUCRqGb2YzsuF3QigpxFktt70hizPj6P1/Iilc5RpEYEwAAQIdqvmioqanx9Gx+UiJ/f38KhVJWVtaRWYF2qOclmHHfptEtOm4X1KJ8lVsPRN59tjjC91aeGWTqP5QTRFZMAAAAHa35nwEfH5/s7OxmX3r58qVGo9HO1QG6llrZIBY86tD7JpBUQq2uIndmy8vC5CxZ0VpHMke8BgAA0NGaLxrGjRt34cKFR48evbIcx/HVq1cHBwcb3cQT/1TCmlu4RmnZkTNbYgV5CMdJ7AWJI3xP5ZmBpn7DzfqQFRMAAEAnaH6chvDw8JkzZ44ePXrRokWTJk1yd3dvaGhIT0/fvXt3VlbWvXv3OjlL0BIhL4HF8WaaktkM8AqsIFdjbqGxsGx7Vd1cqU/JlBae9dpKVkAAAACdo8XBnX788ceRI0euW7fum2++IZZQqdR333337Nmz7u7unZUeaA2Oq4U1t21cO6Qv4b9r+LVq9fdcLlaYr+rhRVZYHOH7eLEDTf1GmAWTFRMAAEDnaK1r24cfflhcXMzj8RITE589e9bY2Hjx4kWoGLqPRsFfKkWdhR351yZqVep9tXVKHOG1NUhQR2KHhmvCh2mS3FWOH5IVEAAAWhIfH+/q6hoQEBAYGMjhcHbs2EEs3759+759+xBCQUFB+fn5TTcRCoUhISGOjo4jRoywsLDYuHGjjvvSxvziiy+++uqrpi+Fh4e31EKv3Wr27NkYhhUUFGhfio2NxTDswIEDuux96tSply9fbvaliRMn6ngIumh7GGk7Ozs7OzsSdwnIUs9LoNLNOVYDSY/8TXUtjqPlttZ4XjaiUFSuHmRFjqn6vb+pb6hZX7ICAgBAszIyMqKjo8+cOTNs2DCEUG5u7qBBg3x9fUNCQrKzs9lsdmlpqXZlHo9XWFg4ePDgXbt2ubu7JyYmYhgmFosHDx7ct2/fyMhIhJBcLs/KynJ2dtb+JmZkZHh4eNTV1TU0NLweU2vPnj1ubn+PwV9ZWVlaWurj42NpaVlTU9N0K0dHx7i4uBUrVhBrxsXFOTk5aYO8vneEkEgkysvL8/f/nymCVSrVixcv3N3dzc1JnpQYtTk1NujOhNUJFnajMQqd3LC5csX/CYSf23JtaVRNbjbu6Iyz2aREvi58lCrJXeUAYzMAADrc1q1bV65cSVQMCCFvb+/4+Hgul1tWVpadnZ2ZmZmTk0O8JBAIwsLCioqKEEJ8Pt/KygrDMIQQh8M5cOAA0b6emprq4+OzZs2aAQMGfP3118SG69at27RpU3h4+KNHj16J2dTq1avT0tIQQv/6178GDBiwfv16b2/vlJSUVzKJjIw8d+4csYlSqbx//35YWBjxtNm9JyQkeHp6rly5sl+/ftrhmwsLC4OCgpYvXz5w4MAtW7aQfVJ1m7AKdENySbFUlO3o9QXpkTdX1djSqAusuUijwQvz8QFvkRV5b9WZPiZeYeb9yAoIADBeGRW0qoZ2/+NqwcYHuit1WfPJkycbNmwgHufk5IhEIjabzeVyAwICxo4dy+FwRo0ahRCSyWQRERGzZs2aPn06QmjmzJkTJkxIT0+fOnXqmDFjRowYQURYvnz5pk2b5syZU1dX5+/vHxUV5e3tjRAqLCzMysrCMKywsJCIeenSpZZSiomJuXTpUt++fX/44YfU1NTo6GhtJidPngwKCrp582ZFRYWTk9Pt27eHDRvGYrFa2ruXl9fChQuPHTs2YcKErKys3r17E2uuWbNm5syZ69atk0gk7u7u4eHh7T3DrYOiwVgJedcxjGpuG0pu2D8bJQki8ffODmwKRikvQ1IJ7ulNSuSbDY9TJbmnem7EEEZKQACAUcuooD0ra/dvkKuVWseiQSAQ0Gh/xz906FBaWppEIlEoFKmpqU1Xmzdv3pMnT37//Xfi6ZAhQ/Ly8k6fPn3r1q01a9aEhoYePnzYwcEhOTn56tWrCCEulzt27NiUlBSiaJg6dSrRLKGLQYMGrVu3btGiRTNmzOBwOK+8imHYe++9d/78+c8++ywuLi4yMvLGjRsIIY1G8/re2Wx2Y2PjhAkTEEIBAQHaEZxv374dGRmZmJiIEAoMDExKStIxNx29QUWDhUUHjpnYOgzDMAxjMMicIrKg7o6l7RBrW3Lng0BfF5X1NjWZ6+5GwRD+5CHOYLC8fOg6fyRaEZMf29fMZ4rrqM4pGmg0Whf+xfVGoVAwDDPSzBFCbJKuZHUyNpvNZDK7Oot2M9I3udb0AbLpr85VQCYfH5/09HTien9MTAxCKDExcdmyZa+s5uvr6+fnt3nz5h9++AEhlJSU1L9//0WLFi1atEggEMyYMWPPnj3btm1DCGn/7zc3NxcIBMRjKysr3VP6+eefDx48uHPnzo8++ujYsWNTpkx5ZYXJkyevX78+Ojr6+vXru3fvJooGmUz2+t5FIpGl5X/vhDczM0MI4TheX1//8OFDoo4JDg4ODAy8e/eu7hm26Q0qGoRCYVftmk6n02g0qVRKVkCNqlHAu+fsu47cgzpb3/BE3Bjr4SJqECKETLKzaD16ylQqiURiYOTboqePGrJOen7VIGwgI9O2mZubNzR00r5IxGazTUxMuvC9qjcWi6XRaBQKRVcn0j4YhllbW0ulUuJ72bh01ZvcWAb3i4qK2rNnz9SpUyn/GQL/1KlTr6/25Zdfstlsf3//ZcuW+fn5zZs3b/PmzdOmTUMIWVlZRUREXLlyxcTExMLCIi8vz8vLCyGUmZk5btw4YnPdmxlkMtnJkyfXr1+/fv36uLi43bt3v140DBo0KD8/Pz4+PigoiKgDEELN7t3Nza28vLy+vt7S0lKpVKakpBDJuLm5LVmypGfPngihX3/9lXhAojeoaPgnEdbcxjUKC1IHgpTj+I7q2lEc05EcU4QQplBQqyoo70wiJfi/Kn8LYnuOtSD/Rg8AAGhWdHT0uXPnQkNDFy9ebGlpGRsbq51qkUKhlJSUECUXhmHOzs5Lly5du3bt+fPnV61atXr1aqlU6uXlVVxcvH379u+//x4hNH/+/Ojo6B07djx48KC4uPj1vgJNY1ZUVDx58oRYrv3tZ7FY3377LY/HGz9+/MWLF4n7KZpuRSQzadKkJUuWbN68uWnw1/fOYDCmTJkyZ86c1atXx8bGagujBQsWzJo169tvv3327NmWLVtevnxJ7lmlvpLZP5jh/y7rjUqlUigUlUpFVsCq/O81KpGz7zqyAiKEDtUKrojEx9ydbWlUhBDtZSb9fY0dAAAgAElEQVQ95wX1nQg1i61U6nQFsSV3Gp7u48XucfvMm+VKUrJtYzKZcrm803ZHFjqdTqfTSWyU6jQ0Gg3HcbVa3dWJtA+GYSYmJgqFgsSPZ6fpqje5iYmJgRFIaZFq84oSlUqdMWOGTCa7evVqVlbW6NGjd+7cSaFQ+vfvb29vf/HiRVNT08bGxvDwcDMzs4EDB54+fXrYsGGhoaF9+vS5cePGhQsXamtriZsjEEIjR44UCAQnTpxQKBRHjx7lcrkIoYyMjH79+jk7OyOEtDEZDEZSUlLCf5SVlTk5OQ0cONDBwWH06NFXr169cuVKz549d+7cyWaztVtRKBRPT09fX18rK6unT59u2LDBxMQkJyfHw8PDz8+v2b2/++672dnZsbGxQUFBY8aM8fLycnFxGTp0qEKhOHHiRF1d3eHDh93c3DIyMogun6TAcBwnK1Y3V1tb21W7JvfyBI5rnt0M5DpFuvXaTkpAhFC9Wj0ot3C8GSfG2QEhhKmUpkcPaay4rAVLZTKZgfXWxNy1YrXktt93ndkF0qgvT/D5/K5OpN2M+vKEWCyGyxO6M/zyhEgkMjwN7X/woDPBOA3Gp7H+iUpeY0nqQJC7q/lStWaV3d/fBYzk+5hYJBs1zvDIiaK0FHHmSocouGkCAACMHRQNxkfIu0GlmXGs3yYrYLFC+Utd/RJbrhOdhhCi1AvofyUr+g/WcEno7rS36owf2/0dC9IGewAAANBVoGgwPvW86+a2IykU0m7g3FJVbU6lfGbDJZ4yb11DLLZi8DDDI98XPUsWZ652iKJg8E4DAACjB1/lRkYhLZeKXpA4SdUTifRSg3idnQ2HQkEI0fJzaAW58tAxOBm3re+pOuPLchtvQVqjCAAAgC4ERYORqeddxzDM0o60rrAbq2q8mIwPrSwQQphazbxzQ+3sqvQLNDxykvj5n+KMVY7QzAAAAP8QME6DkRHyEkwt+9OYtqREi28QP5JIT7m70DAMIcR4lEQRCiQR7yMyhoDcU3XGh+U60WKI4aEAAAB0B/AvoDHRqKUifpIlSWM6KXF8W1XNUFOTMWamCCGsQUh/mKQMHqC2tTc8+F+NLx+I0lc6TIdmBgAA+MeAlgZj0lBzV6ORkTUQ5LG6+kKF4kdXR+Ip804CRqPLhoSQEvybypOeTKdJliT0pgQAANBNwH+BxqS+OoHBdmGb+RseSqhW763mT7W06MNmIYSoJYX0nBeykFGIbehYbwihvxpf3hM9W+34IRWaGQAA4B8EvtONCN5QfcvSPhyRMUrSd7V1jRrNWjtrhBDSaJi3rqvtHZVBwYZHRgjtqjrlyXSKgGYGAAD4Z4GiwWg01j9TyCot7McYHqpCqTrCFyy04boy6AghxtNHVH6NbPQ7pPR/fNz48m5D6kqH6TSMang0AAAA3QcUDUZDWJ1AoZqYW5Pw7/tWXg2LQllsY4UQwiSNjD/vKQP7aJxcDI+MENpVeaoH0zHSipy+EQAAALoPKBqMRj0vwcJ2JEYxdMylDJn8XH3DajsbSyoVIcS6exMhXD48jIwc0TNJ3l1R2gpoZgAAgH8iKBqMg1LOkwjTLexIuDaxuarGlUGfaWmBEKKUl9Ky0hVDR+KmHMMjI4R2Vp50Z9hPsRpBSjQAADBEfHy8q6trQEBAYGAgh8PZsWMHsXz79u379u1DCAUFBeXn52vXT0tLe+edd9555x1/f38nJyfi8R9//BEeHn7v3j0dd5qRkXH48GHtU6FQGBIS4ujoOGLECAsLi40bN+oYR5vk7NmzMQwrKCjQvhQbG4th2IEDB3SJM3Xq1MuXLzf70sSJE3VMRgtuuTQO9bwEhJC5wQNBJojEieLGY65ODAqGcJx1+7rG2kYRPICMHNEzSd7thqffuS+FZgYAQJfLyMiIjo4+c+bMsGHDEEK5ubmDBg3y9fUNCQnJzs5ms9mlpaXalXk8XmFh4eDBg69evYoQ+u677x4/fvzrr78Sr/r4+Li5uSGEMjMzXVxcCgoKTExMfH195XL5y5cvAwIC6HQ6QkilUj1//nz58uXBwf/tVL5r1y53d/fExEQMw8Ri8eDBg/v27RsZGYkQksvlWVlZzs7OdnZ22pw9PDzq6uoaGhqaJuno6BgXF7dixQpitbi4OCcnJ+0uXo+DEBKJRHl5ef7+/3O3nUqlevHihbu7u7m5uX5nFVoajIOQl2BqGcxgORoSRI3jW3m1A0zY4y3MEEL0Z0+oVRWyUe8gKjm/8d9WnnJh2E6xhGYGAEDX27p168qVK4mKASHk7e0dHx/P5XLLysqys7MzMzNzcnKIlwQCQVhYWFFRUUuhVq9enZaWhhDasGHD2LFjv/rqq5CQkE8++SQ8PHz16tVOTk41NTUIob/++mv9+vUVFRVNt+Xz+VZWVhiGIYQ4HM6BAwfc3d0RQqmpqT4+PmvWrBkwYMDXX39NrLxu3bpNmzaFh4c/evSoaZKRkZHnzp0j1lEqlffv3w8L+/uacrNxEhISPD09V65c2a9fv9zcXGJhYWFhUFDQ8uXLBw4cuGXLFv3OKrQ0GAFcI2+ovefQc7GBcU4KhC9l8suebhhCmFTKfHBH6ddL7eZBRo4oXZJ/s+FxjNsSBoVOSkAAwD9cjgrja9q9lRmGB+r0JfPkyZMNGzb8vaucHJFIxGazuVxuQEDA2LFjORzOqFGjEEIymSwiImLWrFnTp0/XJWxwcPDhw4dv3rw5ZsyY58+fBwYGRkREXLp0afbs2W+//fbVq1e//fbbqqoq7fozZ86cMGFCenr61KlTx4wZM2LE3/9WLV++fNOmTXPmzKmrq/P394+KivL29kYIFRYWZmVlYRhWWFhIJHny5MmgoKCbN29WVFQ4OTndvn172LBhLBarpTheXl4LFy48duzYhAkTsrKyevfuTay5Zs2amTNnrlu3TiKRuLu7h4eH63TC/xcUDUagofa+Ri2xtNfnD6zVqNHsruZPMjcbZMJGCDEf3EFKlTyEtImvdleddmbYTLUaSVZAAMA/G/ZQQUlVtncr3IOqY9EgEAhotL9/4w4dOpSWliaRSBQKRWpqatPV5s2b9+TJk99//13HBMaNG4cQ8vb2dnZ2DgwMRAj5+Pg0NDS0tP6QIUPy8vJOnz5969atNWvWhIaGHj582MHBITk5mbgUwuVyx44dm5KSQhQNU6dOxV67+x3DsPfee+/8+fOfffZZXFxcZGTkjRs3EEIajeb1OGw2u7GxccKECQihgICAAQP+vgB9+/btyMjIxMREhFBgYGBSUpKOh9wUFA1GQFidQGfam1gEGRLk+9o6gUb9pYMNQohaXUVPfyofOhK3sCQlwwxp4XXho71ui6CZAQCgI/xjE/XHHRjfx8cnPT2duKgfExODEEpMTFy2bNkrq/n6+vr5+W3evPmHH37QJSyDwSAesNlsXdZPSkrq37//okWLFi1aJBAIZsyYsWfPnm3btiGEtK0F5ubmAoGAeGxlZdVsnMmTJ69fvz46Ovr69eu7d+8migaZTPZ6HJFIZGn53+92MzMzhBCO4/X19Q8fPiQqkuDg4MDAwLt37+pyCE1BnwYjIKy+aeBAkFVK1cFawWwrS08GA+E489Y1jbmFcuDbZGW4u+qUM8PmAyty7tsEAADDRUVF7dmzR6P57xWQU6dOvb7al19+uXXr1lOnTr18+bIj0pg3b97FixeJx1ZWVhEREUQ/SgsLi7y8PGJ5ZmZmjx49iMevNzMQBg0alJ+fHx8fHxQURNQBCKFm47i5uZWXl9fX1yOElEplSkoKEdbNzW3JkiUxMTExMTH9+vXr2bOnHocDRUN3J23IlEtKDZyk6pvqWjqGLbe1RgjRMtOpZSXyUeNwkvo/vpAWXxM+WmY/DZoZAADdR3R0tKmpaWhoaGxs7I0bN+bPn6/tokihUEpKSohrChiGOTs7L126dO3atR2RxqpVq1avXn38+PGkpKRTp05t3779008/RQjNnz8/Ojr6r7/+iomJKS4ufr2HQdMkiTwnTZq0ZMkS4s4LrdfjmJqaTpkyZc6cOSkpKWvXrqVQ/v6hX7BgwaxZs5KSkg4ePLhy5Upra2s9DgeKhu6unnedQmGZ2+g/wGKOXPFbfcMyWy6XRsUUCtb926qePipPb7Iy3FV1ypFuHWU9mqyAAABgODqdfvPmzWnTpp09e/bkyZMjR46Mj4+Pjo5GCH3wwQeVlZU3btwYOHAgcZVhzZo1MplMewOFi4tL05sVe/fuTTT4BwYGEr+1LBbrrbfeIl7t2bOni8t/R9R1c3Pz8vLSPp09e/axY8cePXq0bdu2W7duHT9+nBgdYcuWLePHj9+2bVtOTs69e/eIqx5BQUFcLpfYUJukn58fcYPlhx9+6OnpSWzu6+vr7OzcUpwff/wxMDBwx44dTk5O27ZtI3JevXr1Rx99tHv37r/++uv27dtWVlZBQe2+6o3hON7ebYxUbW1tV+2aTqfTaDSpVKrHti+T3qHSrbwHNdOqpqMPispy5fJkH08mhjHv3qA/fSSZvVBjpVONyeVyZTKZRCJpMT1p8Yjspd+4LJht867eGXYEc3PzVromdVtsNtvExITP53d1Iu3GYrE0Go1CoejqRNoHwzBra2uxWExcGzYuXfUmt7GxMTCCSCQyPA1tEz3oTNDS0K2pFLWN9U8tDbg28aBRclvc+KW9LRPDKPxaxtNHikFDdKwYdLGr6rQtzfJDaxKGqgQAANDNQdHQrQkqL+O4xsJOz5Z/DY42VdUEsZiRFuYIIebt67gpR/kWaTNWZ8tKLguTv7CfysSgNwMAAPzzQdHQfankNeXZOyztwxlsPeef/F3YkC6VbXawpWCInvOCVpQvDx2L00n7gd9dedqWZvmRjUGdNAEAABgLKBq6r6LnqxGudgvcpd/mMhz/trp2nDknhGOKqVSMOwlqtx5KH/+2t9RNjqw0Xvjn5/bvszAGWTEBAAB0Z1A0dFP8stj6qkuugd8w2E5tr92cH2oFlUrVl3Y2CCF6ygOKWCQfZdCYkq/YU3XGhmrxsQ2ZMQEAAHRnUDR0R0o5rzTrS0v7cdbO7+sXga9W76/lz7Sy8GMxKcJ6xqM/Ff0GqW3s2t5SNwXyiov1D5Y6QDMDAAC8QcgfRlqhUDx58oTH4/n5+fn5+b3y6q1bt6qrq4nHPj4+/fv3b1dwHMeTk5MFAsHAgQObzgGamZmZm5vr6+v7yjSgRqrk+WqEMI/e/9I7wq5qvhpHK+2sEULM29cRk6kYov9ID6/bXXWaSzWfaQ3NDACAdoO7JY0XyS0NarV648aNN27cEIlEO3fuvHz58isrnD17ViwWK5VKpVKpVqvbGz8mJubq1at8Pn/VqlWVlZXEwtOnT584cUIikezZs+fZs2ckHEaXqi09Jai64h60i8a01S9Cnlzxa139UluuHY1GLcqn5WXLRozGmSyyMiyUV54X3F9iP4VNYZIVEwAAQPdHcktDenq6RCLZuXMnhmG+vr4//fTT+PHjta/iOF5XVzd37txXxtbWaDQpKSlCobBv374ODg4tBa+qqnr27NmRI0fodDqdTr906dK8efP4fH5CQsLhw4cZDEbfvn0LCgr69OlD7kF1JoWssixrE9fpPSvHCL2DfM2rsaZRF1pbIbWadeuaxtlV1as3iUnuqTpjTjGdaTOOxJgAAAC6P5JbGphM5sSJE4mawN7e/pVX+Xy+paVlSkrK+fPntRNsIIS2bt167949sVi8fv36rKysloK/fPkyICCATqcjhIKDg4nJRdLT0wMDAysrKxMTE83NzZvWKEYIL372BcKoboE79Q7xl0R6rUG83t7WhEJhPE6mCOpkYeGohRlQ9FCkqDonSFzqMMWUQlrTBQAAAKNAcktDQEBAQEAAQkilUp08eXLo0KFNX+XxeFVVVU+fPuVyuV9//fXs2bNDQ0OfPXtWUVFx+PBhhJCtre3hw4e/++477SZffvnl9u3bicf19fXa6T4tLS2JiUTr6+uzs7MPHTrk5eV19OjR+fPna3fK5/O1s6BOmDBhypQp5B6s7jAMwzCMyWyjMb889ydhza3eIb/Z2Hm1vmZLcIS2lpT3MmHPd3elNDRoUpKwgW+b+QXoFw0hRKFQWCyWdipYhND+lwctaWaf94ziUHWaFrarUKnUppPDGgsKhYJhmJFmjuO4iYlJVyeiDxMTE+3kwkbESN/kwKiR3xESIZSTk7N//35vb++ZM2c2Xe7q6rpv3z5iAlB7e/szZ86Ehobm5+ebmpqePn0aIdTY2FhWVtZ0k8bGRu3jpjOcap/iON7Y2Hjo0CEqlerl5dW0UqHT6dp+kba2tiqVivxD1Q2FQqFQKK0nIGssyX26xt4jius0Se9UY/mC5AbxRT9vXK1WXzmPKBQ8dKzGgAOnUqkajUabT4Gs4lRVwhaPuSyc3oXnUxdtnvDuiUajGWnmVCoVx/FXPqRGgUajqdVqPbpYdbmueqvQaB3ywwGMAvl/++vXr586dWrhwoVvv/32Ky+Zm5ubm5sTjwMDAw8cOIAQ0mg09vb2np6exHJi0q3c3NzHjx8jhAQCAVFPhIWFWVpa5ufnE6sJhUIrKyuEkIWFRUBAAJVKRQgFBATweLymu1u/fr32afeesArPfbgQo5g4+mwRi8X67UWhwTcWlw7nmLxNo0izX5hkpstGv6PUaJC+ARFCDAZDoVBoJ6zaVnzMnGr6odkovZPsNObm5t0/ydex2WwqlWqMmRvvhFUsFksulxvphFVd8lYxxlYZQBaS+zSUlZWdPHly165dr1cMCKH4+HiiUEAIZWVlubq6IoTc3NzEYvFbb7311ltvcTiczMxMhJCZmZm7u7u7uzudTicesFisXr16vXjxgviHICMjg7gO4ufn9+LFC+L/mxcvXhBThRqd6sKfhTV33IJ20RhWegc5UicoUSg329sijYZ544ra1l7Zux+JSZYqqv+oT/zM7r1ufmECAABAByG5pSE5OdnS0vL27dvEUyaTOXnyZITQ119//cknnwwePPjChQvfffedo6NjQkLCZ599hhAaOHDg2bNnv/nmmx49ely/fv3TTz9FCDk4OBC3Ufz+++9DhgwhollYWPTu3XvPnj1+fn7Xrl3bunUrQsjZ2bl3797btm0LCAi4evXq3LlzyT2iTqCQlpRlb7N2jbJy0H926Xq1+rvaug8szXuzWYynj6i11ZLpMxGFzKJwb9UZUwrrU5sJJMYEAABgRKibN28mMZxUKjU1NdU+pdFoRK+CqqoqX19fW1vb0NBQlUqF4/iHH37o6+uLEMIwbOTIkQghpVI5derU12+Y9PL6b6/AQYMGUalUhUIxc+ZM7c2ZgwcPZjKZMpls2rRpxNWNZmnb2DsflUpt6eojjmvyH8/C1VKvgScoVP0b/XZU1/7VKP3F3dlCLmNfiFX79lL0f8uAlP/GZrNVKpVSqSxT1HxR+v3n9u+PMAs2PGwnYDKZcrm8q7NoN+J24lavZHVTNBoNx3Gj6xmAYZiJiYlCoTDGfiRd9SY30u6ugBQYjuNdnUMn6Z59GngFP5RmbfR+67SF7Si945colW/nFC624a6zt2Fdu0jLzmr8dBHOIWHMNS6XK5PJJBLJ8pLvL9Y/eNLrZwuqadubdQPm5uYNDQ1dnUW7sdlsExMTPp/f1Ym0m/H2abC2thaLxUbap6FL3uQ2Njadv1PQTcDcE11JJs4rf7nd1u1jQyoGhNDWqhozCmWxDZfKq6RnPFMMGUFKxaBVpqj5TXA72u49Y6kYAAAAdAQoGroMjmuK0pfRWbYuAZsNifNUIrsgFK2xtzGjYKybVzRca0W/QSTl+LfveLEsjDHXdiK5YQEAABgXKBq6DK/ggLjukVvQXirNoFaBTVXVPZmMGVYW9OdplIpyeWg4olLJShIhVCavPsW/sdAuApoZAADgDQdjdHQNmTi3PPtbO485FrahhsS53CBKkUh/dXNmyGXMe7eUPv6qHj3JSpKwt/wMi8KcZwPNDAAA8KaDloYugGtUhWmL6Ux7F7+vDImjwvEdvNq3TdnjzDnMpESkVChCx5KVJKFSXvsr79p824mWNA65kQEAABgdaGnoAlUF+yXCNJ/BcRSaQQ3+x+vqc+WKfc5ulNpqetpjxZAQjbkFWUkSdhadoGHU+baTyA0LAADAGEFLQ2eTirIrcvbaecwzsx5iSByxRrO3hj/Z0nygCZt185rGzFwxyKCAr+Mp645WXPrMabKVYb0uAAAA/DNA0dCpcI2q6NliBsvB2W9922u36ruaOqFGs9bOhv7iObW0SB4WjlNJbjf6jneWilEWOU0mNywAAAAjBUVDp6rM+5dEmN4j+HsK1aAh1SqVqsP8unlcqx4Yzky8qfboqfLyJStJQrmi5tfa64td37emkXzJAwAAgJGCoqHzSBoyKvP22Xsu4nAHGxhqe3UtE6N8bsNlJN/HJBLZqHGkZKhVpKiKyF1vQeN84Tad3MgAAACMFxQNnUSjURSmLmKaeDj5rjYwVKZMHisQrrSzthYL6Y9TFAPe1nCtSUmS8EJaPClnrQZpLnrvtKFbkhgZAACAUYOioZOUZO2UNeb0CP6eQjF0KvrNVTUudPpsriXz1jVkYqJ4exgpGRKSxZkTctdY0DiXfXZ5Mp1IjAwAAMDYQdHQGRrrn5Vl73PwXGJq2c/AULfEjXfFjRsdbE3ysmkFefKRY3E6g5QkEUIJwr+m5W30Zrlc8NrhSCez9QIAAMA/ABQNHQ7XKHIfL2Bzejr5rDAwlBrHt1RW9zNhRXDYzDsJamdXpW8AKUkihGLr7nxSuGO4WZ84r+1cmjlZYQEAAPxjwOBOHa48e6esMa9P6G2MwjQw1On6hhdyxSVPN+bDJIqoQRL5AcIwUpL8qSZ+Q/mRyVYh/3b7nI7BuwIAAEAzoKWhY4kFf/EKDrn4rjTjGnphQobju6trJ1iYDVYp6I/+VAQPUNvaG54hjvBdlafWl/04x+bdA25fQMUAAACgJfAL0YE0amlR2hK2mb+Tz3LDo+2vqatRqTfY2bCuXUB0hmLoSMNjqnHNqtKDv/KvL7V//yunWYYHBAAA8A8GRUMHKnu5TSEt9R9+g0IxtK9irUp9sLZulpWFT1U5LeeFbNwknGXoXRgKXLWwaM8VYfIe10WzbEge6QEAAMA/DxQNHUUseFRTdMTZdx3bjIS+ijuraxFCy224rFNxantHZWAfAwM2amSfFO74U5xx2GNVhCWZN20CAAD4p4I+DR1Co5YWpi1mmwfaey4yPFquXHFKIFxmy3V+9phSWyMb/a6B/R9rVcJJuWsfiV+c7LEBKgYAAAA6gpaGDlH2YrNCWh4w7CZGoRsebVNVtS2NuoDNZCTfVwYFa5ycDYlWqqiemrexTt3wh9fWAaZ+hqcHAADgDQFFA/kaau9XFx1z8d/INvc3PFpSo+SGqPGAi4NV4k2EYfKQUYZEy5aVTMvfREWUK967vVgGFR8AAADeNHB5gmQataQ4fTnHqr+9Z7Th0XCENlXV9GIxP2gU0V48VwwdibP1nx7zaWPOpJx1HAo73vsbqBgAAAC0FxQNJCvN3KCQVbr33odhVMOj7aupeyaVfe1gy759TWNtqwjur3eoe6JnU/I3uDPt432+cWbYGp4bAACANw0UDWRqqEmsKTnp4v8V28zXwFByHF9cXrWDVxNtYzUqN4taVSEbPQ5R9Px7/SFInJ6/ua+Jzzmv7VwqDBENAABAH9CngTRqZUNR+jJTqwF2HnMNDFWpVM0urXgulcU4O3zMYjDP3lX6B6ldPfSL9nPNpfXlP71j8daPHqsZMOAjAAAAfcFPCGlKMr9UKfi+g/8w8MLEXxLZJyXlGEIXergOMGEzEy4hlVo+YrR+0f7NO7u14vgc2/E7nedTMGhYAgAAoD8oGsgh5CXwy864BX7DNPU0JM6Juvp1VdV+TOZxVycXBp1aVkJPT5UPD8PNzNobCkf4V2VHDtdchCGiAQAAkAKKBhKolMLijFXmNsPtPOboHwTHd1bz/13Df9/SPMbZgYUQ48lDZuJNtb2jYsDg9kZTaJSLSmIuCB5sdZ670C5C76wAAAAALSgaSFCasValqHd/+18I6TlQY51a/WlJRYpE+pW9zVJbaySVsK9epOXnqHr1lo0dj6jtu94h0chmF+x80Pj8sMfKSKsQ/VICAAAAXgFFg6Hqedf45Wfde+9lmnjoFyFDJp9ZXNaI47+5O4dwTCkV5ez4s5hcJps4RenXq73RBCrRRwVfZ0qLTvT4cpS5/rdoAgAAAK94g4oGzLD5GpqllPOL0peb246wc5/ZSjMDsetmE4gTipaWVXgymefdnNzpdDpxScLWXjZ9lsbSqr0ZVynrpuVtrFDWnvXaOohDwniURNodceo6gTGm3cpbpZvD/qOrE2kfbcJGlznBSNMGxusNKhpMTU1Jj5mZtgDhil5v/8Q04bSyGoVCoVAo1P+9yqDG8U2lFXsrqqZYWx32dDeVSbFzv6H8HPTWUMrY8ex2XpJACGVLSibmrFLi6oTe+4JMe7b7YJqDYRidTu+IU9fRaDSakaaNYZgxZk6lUnEcp9NJmGyl8zGZTBrN+L4MjfRNDoya8X1O9CYWi8kNWFdxvqb0jx7B+5UaK2Wrwel0Oo1Gk0ql2iUClXpBeeVdUeNSW+sN9jaUF5noynlco5ZNjlJ5eqEma+ooTZI7PX8zh2IS773dA7cn62AZDIZCoZBIJKRE60zm5uak/8U7AZvNplKpxpg5i8XSaDQKhaKrE2kfDMNYLJZcLpfJZF2dS7t11ZucxWJ1/k5BN/EGFQ3kUin4JRnrLOzGWLtMb++2eXLFzJLySqXquJvzOxwTRlIiM/me2sVdOiES57T71kqE0ANR+szC7Z5MpzM9N9vQLPSIAAAAALQJigY9FaWvRLjSPWhPezdMEImjyyptqNp2zDEAABe/SURBVLTrPd195VL26V+oVRXyt0MUbw/Xb5ToK/Up84t2DTD1+9VzgxlV/+msAAAAgNZB0aAPfllsfdWlHn0PMdhOum+FI7S/hr+dVxtmZvqDi6N1fi7rejyi0yUffKx2cdcvkzN1t74o2T/GfOBPPVYzMaO8nAwAAMBYQNHQbko5rzTrS0v7cdbO7+u+VaNGM6ek4kqDaImt9QZrS9bdG4ynj1Q9faTvTEL6znZNDBE93XpUjOsSGhmTagIAAACtgKKh3Uqer0YIc++9V/dNCuSKjwpLSuSKn92cI1Qy1smfqXW18iEjFENCkF53TOEI31x+7GB13FL79zc4zcT0HVQKAAAA0B0UDe3DLz0tqLrSs/8ROtNOx03uiCXzSys4VOqFHq7987NZN6/gbJPG6bM0Ti765aDC1ctLvj9Td2uz8+xFdpP1CwIAAAC0FxQN7aCQVZZmbbRyeNfKUdfZHH7kCzZW1bxlyj7l5mJ99Tw967nSx18ePhHX954lqUY+p/CbO6Kn+9yWfmit59SXAAAAgB6gaNAdXvzsC4RRdbwwIcfxFRW83wTCmVzLGCbF5NhB1CCUh4Ur+r+ldwZCdeOH+VvSJLlHPNZMsByidxwAAABAD1A06Kqm5FdhzS2vAcdoDJs2V65Qqj4pKc+Uyf/t7DCr4CXz3i3c0kr68Vy1ja4XNV5XrRJMy9tUpqg+5739LdMAveMAAAAA+oGiQSdySWlZ1iZr5/ctHSa0ufJDiXR2STkNw+Jd7Ick3qBnZ2mCgjUTItUqtd4JFCuqpuZtbFTLznvvDGT30DsOAAAAoDcoGnSBlzxfQaGauvba0eaqJ+rq11ZWB7OZJxgU99+OYzKpbMJk1LsvjUZDqnYPDk14ISuelreRgdEv+Xzbg+moXxAAAADAQFA0tE3ETxbW3PUa+CuNYdXKagocX1PBOykQzuRa7q0sNku8oba1l06bobHkGjLo0p/ijI8LtjkzbH7v+bUDnWtAJAAAAMAgUDS0zcx6SK8R99hmfq2sw1OpPimpSJPKNnLNVyfdpBUXKPoOlI8cg9o/WaVWlbLuJD9hX9Xv/Ux9Tnp+ZU6F6ewAAAB0JSgadNJ6xZAulc0qrZCoNX+waWPPn0YatXTydJWnt3770uCaRFHaCf71a8KHVESZxg3b4TqfhTH0iwYAAACQBYoGQ52tb/iivMqLybjGr/BKuqN2cZeOj8TN9JmsUqhuvCC4/2NNfLaspAfTcZ3jjI+sx1rTzEnPGQAAANADFA36U+H4zmr+v2v4kSasHx8mmlWU6D1Z5TNJ3gn+9d/5t5VINcq8/3aXeSFmfWBwaAAAAN0KFA16qlOp55VVJDVKN9HwtZd/RxSKZEqU2qNnu4I0qBvPC+4fqbn0QlbsSLeebzdpjs27zgzbDsoZAAAAMAQUDfrIksk/Li4XadTnBJXhyYlqj57S8e/hJu3oqEg0LZytuyvDFcM5vVc6Rr1rMRhmqgQAANCdQdHQbheEoqXlVU4U7HZ6in9ZcbsmqxSrpecEib/UXn0uLbCjWc21nfCJzTuuDP2HiQQAAAA6DRQN7YAjtL+Gv41XOxZpjt++YsGgN06fpXF21WXbbGnJ8YorJ/jXGtSS4ZzeP/dY+47FW3QMzj8AAACjAT9auhJrNJ+VVV5rEH/RwN+WdEvj49eow2SVClx1TfjwV/71uw2pljTOVKvQ+XaTPBgOnZMzAAAAQCIoGnRSoFB8XFxerlCeznkWUZSnCBvb5mSV+fLyU/ybJ/kJdaqGYFPvf3suizQfDsMtAAAAMF5QNLStTKEcnV9sp1bf//OGH40q/Xiu2rbFXggKjfJaw6MTtdfuiZ6ZUU3esxo+13ZCbzMvGo0mleo59wQAAADQHUDR0DZXjfrryuLp6Y85/oGSUeNwWvMnrVBeeZKfcIp/o1Yl7GPitcf1s/e5I00obVy/AAAAAIwFFA06oFLnVxQrw8fL/INef1GNax6I00/UXrssTGZTmJOtRnxi804Q27Pz0wQAAAA6FBQNbcPpdMlHc16/qbJKWfd73e1jtVfKFDW+LLevnT/9yHqsKTQtAAAA+IeCokE3TSoGDa65L04/UXvtijCFiijhFoP2uS0dYRbchdkBAAAAnQCKhnaoVgnO8G8dr71WouB5sZzXOc6YYT2WCxNKAQAAeDNA0aCTh41ZP1ZfvCp8iGHYOPNB/3JbDBNKAQAAeNNA0dA2Ba6aVbDdnGq61vEjmKsaAADAGwuKhrYxMNpVnz0eTAdoWgAAAPAmg6JBJz2Yjl2dAgAAANDFyC8aMjMzf/jhh4aGhuHDh8+ZM4dCoej+qn7BDYwJAAAAAF2Q/PuqVqv37t07b968w4cP5+bm3rt3T/dX9QtuYEwAAAAA6IjkloZnz57Z2Nj07t0bITRx4sSbN2+OHDmyzVfT0tJ+/vlnqVTau3fv6OhoOp2ue/DW9wgAMCYahOR4p+4RQ7hEg6Q4kuEIRxRZp+68TbgCx9Qtv1qvpDRq9AnLwXAL6KEF9EFy0VBdXe3q6ko8dnV1rampafNVoVC4a9eunTt3urq67t+//+eff164cKF2k/v37w8fPryVzVvZo1qtrqqqIh6bmZlRqVS9j4sXp8Fk//0u0+BIrWnxI0dV4RTN/3zxYZgSYSpco+u3oQZHSI1RVfp8HeiBrkCYpvnsRBQ+wnEc75DvcYoa0Qw+RByhZrOTonoctZE2psHpqs79iWoZQ4lTcKRACgUS6v9ObSeqBqepyToDMopxdpKSogoKQiZdnYYe1Eih3wC0+b3YLrPgMi7QB8mfcZFIxGazicdsNruhoaHNVx8+fBgUFOTu7o4QGj9+/ObNm5sWDX/88Ye2aGh281b2WFNTExERQTyeNWvWkiVL9D4uXlY1W96O37fXhpxGCEcyuq6fUgqxQasUVAwn6VOvQAi1dmMIhhCmoWBy6v+sQ6U0d5jtovNvo4pCUXfKVxyFgigtHJQaw1S0rv/nTEHDNE1SxDBE77QSAyGFzu9h0tGoqGlvJRUVw6ld/+dQUTH1f94VdCrqwoxwDKkZbeyeTkVUCkII2btQraw68X0D/kFILho4HA6PxyMeS6VSDofT5qt8Pv/ly5fLli0jltvY2LQreCt7tLS0/Oabb4jHHh4eIpFI7+Ny3sTWe1uEEJVKpVKpCoXCkCBdgsPhKJVKuVze1Ym0G5vNNsa5yBkMBoPBEIvFXZ1IS1osnel0Oo7jKpWqM7MxHIZhHA5HJpMplcquzqXdDHmTG/B1iMzMzPTfGBg5kosGe3t7bVfEiooKe3v7Nl+1tLQcOnTo/PnzEUJyubysrAwhdO/evdjYWIRQZWUl0UKwePHiZjdvZY8sFmv06NHap7W1teQerO6I71Nj/Ok1NTVVqVTGmDmTyTTGtCkUCoPBMMbMMQzTaDRGVxkTRQO8ydsFioY3GcmNjX369KmsrCwoKNBoNNeuXQsJCSGW5+TkSKXSZl/t379/UlJScXGxSqU6evTo5cuXEUIhISH79+/fv3+/i4sL8cDX17fZzVvaIwAAAADIRXJLA5VKXbt27XfffSeXywcNGhQaGkosX7NmzY4dO/z9/V9/1c7ObsGCBd98841YLPb19f3888/bFbylPQIAAACAXFgHdYzvhrr28gSNRjPGS+xcLlcmk0kkkq5OpN3Mzc1f6YdrFNhstomJCZ/P7+pE2o3FYhnp5Qlra2uxWCyTdbO7LXXQVW/yVnqegX88uOsGAAAAADqBogEAAAAAOoGiAQAAAAA6gaIBAAAAADqBogEAAAAAOoGiAQAAAAA6gaIBAAAAADqBogEAAAAAOoGiAQAAAAA6gaIBAAAAADp5g4aRBno4evRoQEDA4MGDuzqRN8WTJ08eP368YMGCrk7kTaFSqQ4dOjRq1KiAgICuzgUAIwAtDaA1v/32W2pqaldn8QZJT0//v//7v67O4g2iUqmOHz+el5fX1YkAYBygaAAAAACATqBoAAAAAIBOoE8DaE1lZaWpqam5uXlXJ/KmEIlEIpHIycmpqxN5U+A4XlFRYWVlZWJi0tW5AGAEoGgAAAAAgE7g8gQAAAAAdELr6gRAFystLa2srBw0aBDx9PLly3FxcQihqKioUaNGIYTUavWvv/567949BoPx/vvvjx49mljz6dOnJ06cqKmpCQkJgVsEW6JUKg8dOvT48WMMw955553p06cTy0+fPn3nzh2pVDp48OAFCxbQaLTNmzc/ffpUu6Grq+uBAwdQC+f5+PHjt27dwjDs3Xff/eCDDzr/uLqh108pauHsNbsmITExccSIEa9EfuUz0spCAP75cPAGk8vlixYt2r9/P/G0qKho9uzZtbW1lZWVM2bMqK6uxnH80qVLK1askEqlNTU1M2fOLC4uxnG8srLy008/raioEIlEy5cvT0tL68rD6MYuXry4ceNGuVxeWVkZFRWVkZGB4/idO3c+++yz+vr6mpqa5cuX//HHHziOq1QqxX8cP348Li4Ob+E8Jycnf/rpp9XV1RUVFR999NHz58+79hi7g2ZPabNnr9k1Cffu3fv8889fifzKZ6SVhQC8CeDyxBvt+PHjTf/Nunv3bmhoqLW1tYODw5AhQxITExFCjx49GjNmDIvFsrGxGTJkyIMHDxBCN27cCAsLc3R05HA4W7du7dmzZ5cdQ/dWX18/btw4BoPh4OAQEBDA4/EQQhkZGePGjbOwsLCxsRk9enR2djZCiEql0ul0Op3O5/PT09MnTpyIWjjPJSUlvXv3trW1dXR07NWrV0lJSdceY3fQ7Clt9uw1u6ZMJouOjo6JiXk98iufkVYWAvAmgPf9mys1NbWysnLMmDGFhYXEkurq6oEDBxKPXV1dS0tLEUIqlUq7CYVCqa6uRghVVlba2tquX7++vr5++PDh2lZ38IqPP/4YIVRVVZWbm1teXh4UFIQQmjVrFoPBIFYoKCjw8vJqusnx48ejoqKoVCpq4Tz36tXr+vXrhYWFarX65cuXcHkCtXBKmz17za7JYrEOHTqUk5Nz8ODBpmFf/4y0tBCANwS0NLyhRCLRsWPHlixZ8spCNptNPGaz2SKRCCHUv3//GzduCIXC4uLi+/fvi8VihJBYLL5//350dPTWrVv//PPPhISEzj8EI3Lv3r0jR464ubmZmZkhhMzMzJhMplKpPHHixMuXL8eOHatds6SkhMfj9e/fn3ja7HkOCAjw8PBYsWLFqlWrgoODPT09u+SgupVmT2mzZ6+Vk/+Klj4jry8E4M0BRcMb6uDBg1FRUVZWVk0XcjgcqVRKPJZKpRwOByEUEREREBCwatWqw4cPDx06lPjZMzU1DQ0NdXV1tba2Dg0Nffz4cecfghGZNm3aL7/8otFoLl26RCwpKipatmxZZWXlzp07LSwstGvGx8c37YjX7Hk+deoUhUL59ddff/nll9ra2gsXLnTy4XRPr5/Slt6lLZ38VzT7GWl2IQBvDrg88YbKz89PS0v797//rVQqNRpNYWHh3r177e3tKyoqiBUqKirs7OwQQnK5fMaMGXPmzEEI/fzzzw4ODgghW1tbbSgqlUq0pYPX7d69e9q0ae7u7hiG+fr6Eqe3oqJi06ZNc+fOHT58eNOVlUrlgwcPdu3apV3S7HkmejyYmpoihEJCQh4+fBgREdFJx9NdNXtKmz17LZ381zX7GWl2YQcdFADdELQ0vKF+/PHH06dPnz59evbs2WFhYcQX3/Dhw+/evSuRSIRCYXJy8rBhwxBCT58+3bp1q0wmKy8vv3//flhYGEJo2LBhiYmJ9fX1Eonk1q1bAwYM6OLj6a44HM758+dFIhGPx0tMTCSmUoyLixs3btzrP1pZWVlsNtvV1VW7pNnz7Ovre+vWLaFQWFdXd/fuXT8/v848ou6p2VPa7Nlr6eS/rtnPSLMLAXhzQEsD+C9PT8/IyMiVK1cihGbNmkU0KgwdOvTx48dz5861sbFZtmwZ8d+bj49PRETEqlWr1Gp1WFgYMaIDeN2cOXP279+/ePFiDMNGjRpFnKj8/Pzr16+fPn2aWGfo0KFr1qxBCD1//rxfv35NN2/2PH/44YdHjhxZsmQJhmHDhg2bPHlypx9Wt9PsKW327LV08gEAuoBhpAEAAACgE7g8AQAAAACdQNEAAAAAAJ1A0QAAAAAAnUDRAAAAAACdQNEAAAAAAJ1A0QCATqRSaWJiYmpq6ivLcRxPTExMTk7WPZRYLCYmA2tJfX39/fv3dQklEAiSkpJ03zUAABgCxmkAQCclJSUjR440MzOrrq5msVja5cnJySNHjnRwcKisrNQxVHZ29siRI1UqVUsjaT558mTChAnaIb1b8ejRo+nTpwsEAh13DQAAhoCWBgDaQaVSXb9+vemSP/74QzvLV+fr16/fmTNnumrvAIA3DbQ0ANAO48aNi42NbTrXw7lz58aNG9f08oRcLn/x4oWdnZ2Tk1PTbYVCYUFBgb+//ysxlUrly5cvaTSan58fhmGtJ1BcXMzj8Tw9PW1sbBBCNBqNmFesuLi4qKio6ZrBwcHEbEztig8AAK2AlgYA2uH999+Pj4+Xy+XE0ydPnvD5/KbTKx85csTKymr48OEuLi4hISHaCcC+/PJLLpc7dOhQLpcbGxurXf+3336zs7MbOnRonz59+vTp08o1DolEMm7cOA8Pj7CwMEdHx507dyKEHj16NGHChP9v795C2f3jOIA/z9ys5TQrpwtFI0I5tBljrcl5atmUcjGHSRMp5Qq3ylpThMwN0tQYdiO2WHK4GBtGQplWDldOMxLF7+Lp/yQ/sv3/l//36+r5fr+fPs/a1bt9v3segiAWFxdb/1FXVycWi10uV0D9AQB+hdAAEAA+nx8eHm6xWKihyWSSSqX09sTe3l5zc/Pw8LDX672+vn55eWlra6PKNBqNyWR6enra2toaHx+n6o+Ojurr6/V6vdfrvb+/z8rKKi0tfX9///bWY2NjDofD4/F4vV6NRtPV1fXw8ECvqtXqg4ODg4OD/f39pKSk4uJioVAYUH8AgF8hNAAEgCRJuVw+OztLDU0mk0KhoFcnJyeFQmFdXR1JklFRUb29vXNzc4+Pj+Pj4zU1NTKZjCTJjIyMjo4Oqn56ejolJSU2NnZzc3N3d1cqlbpcrsPDw29v7fP5SJK8ublhMBjt7e13d3chISF/l/X09BwfHxsMBgaDEVB/AIBf4UwDQGCqq6vLyspeX19PT08vLi6oUw7UktvtTk9Ppyupa7fb7Xa7Gxsb6Xn6TeIej+fq6qq7u5teEovFP71DrqWlZXt7m8fjxcXFFRYWqlSqnJycLzULCws6nW59fZ3D4QTaHwDgVwgNAIERCATBwcFWq3VnZ6e8vJzFYtFLYWFhn7cMfD4fQRChoaFsNvv+/p6ef319pS5iYmIEAsH8/Dw1/Pj4eH5+ZrFYq6urf9+XzWYvLCzc3t7abLaZmZnc3NyNjY3PBScnJ0qlcnBwkA4lP/X/718CAPw/YXsCIDD0DsWXvQmCIHg8nsViobICQRAzMzORkZFxcXF8Pt9oNL69vVHzRqORuhAKhSsrK5eXl9RQq9XGx8f/dOago6Ojp6cnIiJCLpcbDAYOh+N0OulVn89XVVWlUChUKhU9GVB/AIBf4ZcGgIApFIqSkpKPj4+KiorP8yqVamhoqKCgQKlUnp+fj4yM6PX6oKCgzs7OqakpkUikUCgcDgd9qqCysjI7O1skEjU1NXk8nomJib6+vp+e+JSWlqZWq30+X0JCgtVqfXl5KS0tPTs7o1ZbW1svLy+LiorMZjM1k5qaGlB/AIBfITQA+IXFYonFYuqPEkKhUCKRJCcnU89IiI6OzsvLIwiCyWTa7XadTmez2SIjI5eWliQSCUEQMTExTqezv79/bW0tIyNDq9XW1taSJEmS5PLy8sDAwNbWFpPJNBgMMpmMIAg2my0Sib58gIaGBhaLZTabj4+PExMT7XY7l8u9u7vLz8+nbp2ZmTk6OkrXq9VqLpf7bX8AgH+HxKkoAAAA8AfONAAAAIBfEBoAAADALwgNAAAA4BeEBgAAAPALQgMAAAD4BaEBAAAA/ILQAAAAAH5BaAAAAAC/IDQAAACAXxAaAAAAwC9/APlse7+e/15SAAAAAElFTkSuQmCC)
ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 10")+xlab("Model size")+ylab("Changes")
![](data:image/png;base64,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)
d2 <- d[d$test == "remove-half", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove half")+xlab("Model size")+ylab("Time")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove half")+xlab("Model size")+ylab("Comparisons")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove half")+xlab("Model size")+ylab("Changes")
![](data:image/png;base64,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)
d2 <- d[d$test == "remove-10th", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10th")+xlab("Model size")+ylab("Time")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10th")+xlab("Model size")+ylab("Comparisons")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10th")+xlab("Model size")+ylab("Changes")
![](data:image/png;base64,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)
d2 <- d[d$test == "remove-100th", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 100th")+xlab("Model size")+ylab("Time")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 100th")+xlab("Model size")+ylab("Comparisons")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 100th")+xlab("Model size")+ylab("Changes")
![](data:image/png;base64,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)
d2 <- d[d$test == "remove-10th", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10th")+xlab("Model size")+ylab("Time")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10th")+xlab("Model size")+ylab("Comparisons")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10th")+xlab("Model size")+ylab("Changes")
![](data:image/png;base64,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)
d2 <- d[d$test == "remove-1", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 1")+xlab("Model size")+ylab("Time")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 1")+xlab("Model size")+ylab("Comparisons")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 1")+xlab("Model size")+ylab("Changes")
![](data:image/png;base64,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)
d2 <- d[d$test == "remove-2", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 2")+xlab("Model size")+ylab("Time")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 2")+xlab("Model size")+ylab("Comparisons")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 2")+xlab("Model size")+ylab("Changes")
![](data:image/png;base64,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)
d2 <- d[d$test == "remove-10", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10")+xlab("Model size")+ylab("Time")
![](data:image/png;base64,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)
ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10")+xlab("Model size")+ylab("Comparisons")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAArwAAAGwCAIAAADE8iHyAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOzdd1xTV/sA8HPvTUISQiCAsmQoCLJEUVCRYlGRVnGg5a24qKuWKraOouLC1/VaUbpcHVpbf9q3VFBx1LrAAVgHTpSpKARZYSSQnfv747Z5KaCAJCSR5/uHn5tzb855cg3Jk3PPPQcjSRIBAAAAALQF13UAAAAAADAMkDQAAAAAoF0gaQAAAABAu0DSAAAAAIB2gaQBAAAAAO0CSQMAAAAA2oWm6wB0JjIy8sWLF01LTE1N3dzcoqOjnZycdBSUZly9erWhoSE0NLRZ+c2bNw8fPvzkyZPBgwdHR0ebm5vrJDwAAAAGCuu28zT07t27rq5u+PDh1EOVSlVZWXnr1i06nX716tXBgwfrNrzOCAgI8PHx2bNnT9PCo0ePTps2zc7Ozt3d/fLly9bW1pcuXerVq5euggQAAGBwum9PA0LI09MzNTW1acnFixdDQkJWr1599uxZXUX12kiSzM/PT0xMzMzM9PHxabpLqVQuWbJkyJAhFy5coNPpDx48GDZs2I4dOxITE3UVLQAAAIMDYxr+YeTIka6urvfv329amJaW9umnn44bN27RokXZ2dnq8hs3bgQHB+fl5X3wwQcBAQHz5s27dOkSQujixYsLFiyYMGHCtm3bpFJp06qOHj360UcfTZw4ce3atYWFhQih3Nzc4ODg3377relhy5cvnzx58qtbb2nChAlubm579+5tuevYsWPPnz9fu3YtnU5HCHl5eUVEROzfv7+hoaFD5wcAAEB3BklDcyRJstls9cNNmzaNHDkyPT3dxMTk1KlTfn5+P//8M7VLIBCkpaW9++67d+/e9fb2Pn369LvvvvvJJ59ERkbK5fKqqqqVK1euXbtWXdX8+fPfe++9Gzdu0Gi0ffv2+fr6Xrx4sW/fvjk5OQcPHlQf1tDQsGvXrh49ery69ZZ27tx58+bNmzdvslisZrtu375No9GCgoLUJaNHj66vr2+WHgEAAACvQnZXTk5OgYGBzQpTU1MxDNuwYQP18O7duziOr127lnookUjGjRvH4XDKy8tJkvz9998RQu+++65CoSBJ8sqVKwghY2PjgoICkiRVKpWdnZ2Xlxf13IsXLyKEVq9eTT2sqKjo16+fu7u7UqmcP38+k8lsaGigdiUlJSGE0tLSXt36K3A4nI8++qhpyQcffNCzZ8+mJVQ8v/zyS/vPGAAAgG6uW/c03L9/P/hvI0aM6Nev34QJE1auXLlmzRrqgP3793O53PXr11MPjYyM4uPjRSLR+fPn1ZUsWrSIIAiEUEBAAIfDmTBhgrOzM0IIw7AxY8bU1tZShx04cMDCwkJdc48ePeLi4h49enT9+vUpU6ZIJBJ1ncnJyfb29kFBQe1pvZ3KysrMzMyallAPRSJRR6sCAADQbXXrgZA4jnM4HGqbJEmZTIZh2OXLl0UiEZfLRQjl5eUplcrRo0ernyKTyRBCJSUl6hIrKyt1bUwm09bWVr3L2NhYvV1YWNi/f38mk6ku8fPzQwgVFRX961//MjMzS01NnTBhgkwmO3Xq1EcffYRhWHtabyc2m009V00ikSCE1C8fAAAAaFO3Thpa3j1x7Nix8PDw7777btmyZQghiUTSs2fPsLCwpsdMnjx52LBhL6sTw7BWy2tra11cXJqWmJqaIoSqq6vpdPqECRNOnjxJkuT58+fr6+unT5/+eq2/jJWVVU1NTdMS6qGNjU1HqwIAANBtdeukoaVJkyaxWKzHjx9TD3v37s3n86kEgiKXyysqKiwsLDpas5OT0/Pnz5uWPHv2jCpHCE2ZMuWnn366efNmcnKyp6dn//79Ndu6o6NjXV1dSUmJemKGnJwcqryjVQEAAOi2uvWYhlZxOJy6ujpqOzAwMDc3NyMjQ7133bp1vXr1ajaVZHv4+fnduXOH+qqmHDp0iEajDRw4ECE0ZswYDodz7Nix48ePU90Mmm09IiICw7Bjx46pS44fPz5kyBBIGgAAALQfJA3NMRiMyspKanvmzJnOzs4TJkw4fPhwQUHBjz/+uGPHjkmTJr3GPNOffPKJqanphAkTzpw58/jx482bN+/evXvevHn29vYIISaTOXbs2K+++qq6ujoyMlLjrTs7O48bN2716tWnT58uKSmJi4u7evXqJ5980tF6AAAAdGdweaK5Pn36ZGRkZGdnDxw4kEajXbp0KTIyUv3r/7333vv+++9fo1oej5eenj5t2rSxY8cihAiCiI6O3rFjh/qAKVOm/Prrr4GBgeqcQIOtI4R++eWX999/PywsjCRJY2Pjr776Sp2dAAAAAO3RfdeeAAAAAECHwOUJAAAAALQLJA0AAAAAaBdIGgAAAADQLpA0AAAAAKBdIGkAAAAAQLtA0gAAAACAdoGkAQAAAADtAkkDAAAAANoFkgYAAAAAtAskDQAAAABoF0gaAAAAANAu3XTBqqqqKl01bWJiIhKJDG7JDx6PJ5fLRSKRrgPpGAaDgeO4RCLRdSAdw2azWSxWdXW1rgPpMC6XW19fr+soOoYgCB6PV19fL5PJdB1Lx3A4nMbGRpVK1cXtWlpadnGLQH9ATwMAAAAA2gWSBgAAAAC0CyQNAAAAAGgXSBoAAAAA0C6QNAAAAACgXSBpAAAAAEC7QNIAAAAAgHaBpAEAAAAA7QJJAwAAAADaBZIGAAAAALQLJA0AAAAAaBdIGgAAAADQLt10wSqCIHTVNIZhBEEY3IJV6O/IdR1Fx+A4juO4wYWNYRjS6bv0tRnom4T61+Aip8429W4BoGt006SBxWLpqmmCIFgslsElDTiO02g0HZ6314PjOIZh1LeCAaHRaEin79LXRr29dR1Fx1BfugwGgzrtBoRGozGZTIP7MAEGzcD+SDRFh0s8G+jS2HQ6veuXxsZrqpGKVFm8/jq8Br00tsEtRI4Q4nK5Bhc2QRBGRkYSiQSWxm4nJpPZxS0C/WFgv8BAt8LIuso6kaTrKAAAAPwFkgagv4iyUqWNna6jAAAA8BdIGoCewiQSXFCttOml60AAAAD8BZIGoKeIF6WIJFW2kDQAAIC+gKQB6CmCX0IyGMpOjIIEAACgWZA0AD2F80tV1nbI0O6WBACANxh8IgO9RJK0F3yFLYyCBAAAPQJJA9BHeI0AiRtVcOsEAADoE0gagD7C+SUIISWMggQAAH0CSQPQR7SyUpWpGck21nUgAAAA/geSBqCP8LJS6GYAAAB9A0kD0DuYQk5UlsOABgAA0DeQNAC9g7/gI5VKAXNBAgCAnoGkAegdgl9CEgRpZa3rQAAAAPwDJA1A7xBlfNLaliQIXQcCAADgHyBpAHqHKCtRwIAGAADQP5A0AP2C1ddhQiGMggQAAD0ESQPQL7SyUoQQ9DQAAIAegqQB6BecX0KyjUlTM10HAgAAoDlIGoB+IfglSjt7XUcBAACgFZA0AH2iVOIVL5Q2trqOAwAAQCsgaQB6hKgsxxQKmEAaAAD0EyQNQI8Q/FKE4ypr6GkAAAB9BEkD0CN4WYnSsgdJZ+g6EAAAAK2ApAHoEYJforKFUZAAAKCnIGkA+gITi/G6WiXM0AAAAPoKkgagLwj+c0SSSltIGgAAQE9B0gD0Bc4vIZlMFc9C14EAAABoHSQNQF/QykqV1nYIw3QdCAAAgNZB0gD0A0niL8pghgYAANBnkDQAvYBXVWJSiQoGNAAAgB6DpAHoBaKsFGGYAqZ1AgAAPQZJA9ALRFmJimeOWGxdBwIAAOClIGkAeoEoK1XBgAYAANBvkDQA3cNkMry6SgHTOgEAgH6DpAHoHs4vQSoV9DQAAICeg6QB6B6trJSk0ZWWPXUdCAAAgFeBpAHoHl5WqrK2QTi8GwEAQK/BxzTQPaKsVAmLWwIAgN6DpAHoGF5bgzU2KG1ghgYAANB3NM1Wd/ny5bNnzzYtWbVqFYfD2bdv37Nnz6iSoUOHjh8/HiFUW1v73//+t6am5u233x46dCi1VxuFQJ/h/BKEkNIGRkECAIC+03DS4ObmxuFwqO0XL16cOnWKxWIhhK5fvz5v3jwmk4kQ6tGjB3XAhg0bBg8e7O/v//XXX5uYmHh6emqpEOgzoqyE5JqSJia6DgQAAEAbNJw0WFlZWVlZUdubNm36+OOPCYJQKBRisTggIKDpkbm5uVKpdPr06QihiIiI06dPe3p6aqNQsy8QaBzBL4UZGgAAwCBoOGlQu3XrFoPBoL6zKyoq2Gz2t99+W1FR4e3tPX78eBzHnz9/7urqSh3s6ur6+++/I4S0UUhRqVQikYjaNjIywnS6/rJuW+8MjUeOKRVEZbnC3UtL5wT7mzYq1zYIu2uoAzbEyA337Q0MlLaShiNHjixatIjafvHihVgs7tevX0BAwI8//igQCGbPnl1bW2tsbEwdwOFwamtrEULaKKRUVFSEhYVR21FRUTExMVp64e1hZGSkw9ZfG0EQ1AUmDVI9LZIrlRx3T9zCQrM1N6V+VxgWC22eE+0x0LC5XK6uQ3gdBvphAgyXVpKG+/fvEwTh5OREPfT19T18+DC1PXXq1K+//nr27NlGRkYKhYIqlMvlDAYDIaSNQgqXy42Li6O2XV1d1b0OXY/JZEqlUpIkdRXA62Gz2UqlUiqVarZaPD+XIIhGrhnSzv8IjUbDMEwul2ujcu1hMBh0Or2hoUHXgXQYk8mUSCS6jqJjcBxns9lisVipVOo6lo4xMjKSyWRd/2GiHrgGuiGtJA0XLlzw9fVVP6yvr8dxnHqf2dnZicVihJC5ufmdO3eoA6qrq3k8npYKKWw2e/LkyeqHVVVVWnjd7UKn0yUSicElDSwWS6lUavz7gPm8GPWwkiiVSDuf1wwGA8dxQ/wao94nug6kwxgMhsGFTRAEm82Wy+UymUzXsXQMjUaTSqUqlaqL24WkoTvT/DwNKpUqKytr0KBB6pLLly9v2LCB2s7MzPTw8EAI+fj45OXl1dfXI4QyMjL8/f21VAj0Ga2sVGkLoyABAMAwaL6noaioiEajOTs7q0tGjx59+/bt+fPnW1tbV1VVrVmzBiHE4XCmTp26YsUKOzu72traqKgoLRUCvYU1iLD6OpihAQAADAWm8X7y2tpagUDQp0+fZuUVFRWNjY329vYEQagL6+vra2tr7e3tmw4A1kZhMzq8PGFiYiISiQzu8gSPx5PL5ZodC0LLe8Q6ntQwP0Zlxmv76NdioJcn2Gw2i8Wqrq7WdSAdxuVyqa4+A0IQBI/Hq6+vN7jLExwOp7GxsesvT1haWnZxi0B/aL6nwczMzMzMrGV5z56trGHI5XJbDlrWRiHQQ0QZn2SxtZcxAAAA0CxYewLoDMF/rrSFaxMAAGAwIGkAbRAKMp9kR8tltW0f2iEqFV5epoKkAQAADAckDaAN9ZUX6yrO0+gavuJDVJZjcjlMIA0AAAYEkgbQBmFVBsd8KIZp+K2C80sQhqmsYUVsAAAwGJA0gFdRqSQNdXdMLIZpvGZaGV9p0YOESXABAMBwQNIAXkUkuEGqZBxzzScNOL9EBdM6AQCAQYGkAbyKSJCJ04zZXG/NVouJxXitAKZ1AgAAwwJJA3gVYXUmhzcEwzU8nwfxohSRpBJGQQIAgEGBpAG8lEola6i9ZaKVaxOlJIOhsoB55QAAwJBA0gBeqrE2W6UUm1gGaLxmgl+isu2FcHj7AQCAIYFPbfBSIkEmjjONTQdouF6SJF7wYYYGAAAwOJA0gJeqr87gmPthOEOz1eKCakwiVkHSAAAAhgaSBtA6UqVoqLmhjZstibIShBCMggQAAIMDSQNoXWP9PaVCpI1pnQh+qcrMnGQba7xmAAAAWgVJA2idsDoTxxnGZoM0XjPOL1HCtE4AAGCAIGkArRMJMtlmA3GCpdlqMbmcqK5UwbROAABggCBpAK0gSZWo5k+tzB79ohSpVNDTAAAAhgiSBtAKifCRQlbDtdDKDA0kQVP2sNJ4zQAAALQNkgbQCqEgA8Npxjw/jddMlPFV1jaIIDReMwAAAG2DpAG0or4qg831JmgcjddMlJUqbWFAAwAAGCRIGkBLpEiQZaKFaxN4fR0mEsK0TgAAYKAgaQDNiUX5ClmVVqZ14pcghGACaQAAMFCQNIDmRNUZGIZzeP4arxnnl5AcE5JrqvGaAQAAdAFIGkBzQkEm08SdxuBpvGZaWakCBjQAAIDBgqQBNCcSXDcx1/yABqRUYuVlMKABAAAMFyQN4B+kjU9l4lKupRZGQZa/wJRKmNYJAAAMFyQN4B+E1RkIYRzzoRqvmVZWgnBcZWWr8ZoBAAB0DUgawD+IBJksTl8aw1LjNeNlpcoeViSdrvGaAQAAdA1IGsA/1FdlcLQwQwNCiOCXqGAUJAAAGDJIGsD/yMR8mfiZiRauTWCNDXhdrcIark0AAIABg6QB/I9QkIEQ0saABmpaJ5Ud9DQAAIABg6QB/I+oOtOI7cRgaf4GB6KslGSxVGbmGq8ZAABAl4GkAfyPUJDBsdD87NEIIYJforSxQximjcoBAN3Z2LFjb9++/bK9KpUqODj40aNHXRnSGwySBvAXhaxKIirkamMUJEni5WUqG7g2AQDQvCtXrtTU1LxsL0mSaWlp9fX1XRnSGwySBvAXYXUGQqQ2FrckqioxqRSmdQIAAENH03UAQF8IBZkMli2D5aDxmnF+CcIwJdw6AQD42+jRozdu3Lh7926BQDBkyJC4uLjU1NT//ve/KpXqk08+GT58OEKIJMn9+/efP38ew7CRI0fOnTsXwzCEkFQqTUxMzMrK6t27d0xMTNNqf/nllzNnztTW1gYFBS1atMjIyEg3L+/NBT0N4C/CqmtaWXICIaKsRGVuQTJZ2qgcAGCI0tPT33vvPTc3N39//88//3zIkCF79uwJDg5+/vx5WFiYRCJBCM2dOzc2NtbNzc3V1XXFihVz5sxBCJEkGRIS8vXXX/v6+iqVyqCgIKlUStW5dOnSpUuXOjs7BwYG/vDDDzNnzlSpVLp8kW8i6GkACCGkkNVIRLk9e8/TRuVEWakSBjQAAP5p6dKly5YtQwjl5+dfuHDh2rVrTCZzyJAhAwcOfPr0qUKh+PHHH69evRoQEIAQCgkJeeutt5YvX15QUJCVlZWTk+Pi4oIQ6tOnz5IlSxBCBQUFX3755YMHD9zd3RFCc+fOdXR0TElJmTRpkk5f5ZsGkgaAEEIiQRZJqrTR04BJJXh1lczXX+M1AwAMmq+vL7XRu3dvb29vJpNJbSOElErlzZs3bW1tqYwBITR8+HAbG5ubN2/m5uYOGzaMyhgQQjNnzqSShps3bxIEsXjxYnX9JEnm5eV15SvqDrpp0kDX3QoIOI7T6XSSJHUVQKsaaq/TjXqY8Poh9NK7IqnIO1oz/rwYkSTu4KSTc06j0TAM0+F/9+vBcRzp9F362l7vTaJb1NkmCMIQI6fRaPr2YdJ+1JmnEATRbG9NTY2pqWnTEjMzM4FAUF9f37Tc3NycRqMhhFQqlamp6Zo1a5o+xdHRUfNxd2/dNGmg3mQ6gWGYHv6dC6szTHsE0mgv/dDEMIz6hOpozXhZKWIwcGvbph8QXQbH8dcLW7eoc2VwYaO/3966jqJj1EmDrgPpMENPGl6tT58+T58+bWhoMDY2Rgg1NDQ8ffrU2dmZJMmTJ0+qVCrqPy4/P1+hUCCEXFxcamtrvby8LCwsEEJisXjDhg1z587V7at48xjYn7emiMViXTVNo9HEYrFe/Z0rFaKGuvvmtv96xWlhMpkKheI1zhvr+VPS2lb890ilLsZgMHAcpwZVGRCqd0SH79LXZohhEwTBYrFkMplMJtN1LB1DEIREIun6sX7Ut7i2hYSEmJqaLl++/KuvvkIILVu2zMzMbPTo0YMGDVq9evW6devi4+MbGhrU1yP8/Py8vLzmzp37888/4zi+cuXKQ4cONet4AJ0Hd08AJKq5TqoUJpbDNV81ScIoSADAa2Cz2b/99tupU6dMTU1NTU3PnDmTlJTEZrPt7OwOHTr01VdfcbncHj16eHp6enp6IoQwDDty5Eh+fr65ubmlpeVvv/2WlJTE4XB0/TreNN20pwE0JarOpDF4TI6bxmvGa2swsVhpAzM0AAD+4cKFCz4+PtT23Llz//Wvf1HbHA4nLS2NGg4ZEBDw9OnTvLw8DMP69u2rvsQ5ZcqU8ePH5+Tk2NvbW1hYREZGUuMi+/Xr9+DBg6KiIpFI1K9fP2qSBoIg0tLSPDw8dPAi30SQNABUX53BMR+KYZrvdsL5JQghpS30NAAA/iEoKEi97eTkpN4mCGLEiBHqhziO9+vXr+XTGQzGgAEDqO3BgweryzEMc3Z2bnZw0wpBJ8Hlie5OpRSL6+6amGtlnSpaWamKa0oaQw8hAAC8CSBp6O5ENTdUKhlHO0kDzi+BbgYAAHhjQNLQ3YmqMwkah8310njNmEJBVFWoIGkAAIA3BSQN3Z1QkMnhDcFwzY9uwV/wkVKpsIHFLQEA4A0BSUO3RqpkDTW3OBZauTZB8EtIgiCtbLRROQAAgK4HSUO31lB7W6WScC20srglXlZKWtmQBjjRHgAAgFZB0tCtCQWZOMFimfpoo3JaWQlcmwAAgDcJJA3dmqg6k8Pzw3GGxmvGhPWYUAijIAEA4E0Ckzt1X6RKIaq5YeW8UBuV08pKEUJK6GkAALQgFAo7X4mJiUnnKwEdBT0N3VdD3V2lQqSlaZ1wfgnJNlaZmmmjcgAAADoBSUP3JRJk4jjD2MxXG5UTMK0TAAC8cSBp6L6Egky2mS9OsDRftVKJl7+AaxMAAPCGgaShmyJJVYPgupauTRCV5ZhCDj0NAADwhoGkoZsSC3MU8jotTeuE80sQjqtgWicAAHizQNLQTYmqMzCcxuH5aaNyWhlfadGDNDLSRuUAAAB0BZKGbkooyGRz+xM0rSxajfNLYIYGAIDOrVmzxs7O7uOPP160aJGzs/OYMWOkUilCaO3atdu2bUMIeXt7FxYWNn3Ko0ePrK2tp06dun79+sDAwJCQEIlE0p62UlNTbWxs1q9fP378eGdnZ+q20iVLlqxdu7bpYbGxsffu3Wu1BnVUs2fPxjDsxo0b6l179uzBMGzXrl3tiSQiIuLUqVOt7ho/fnx7angFmKeheyKF1VmW9lO1Ure4Ea+rkdkGaqVyAABon5SUlOTk5Hv37llYWCCEJBLJwIED9+zZExIScvnyZQaDERj4v4+pq1ev5ubmzp0795tvvpk7d+7mzZsRQhs2bAgJCTl48OCCBQsQQtnZ2Wlpab169QoPD6fRaAihI0eOBAYGpqenDx48eOvWrV9//fV7772HEPL19U1JSZk1a1bLqHx8fExNTRFCCoUiOTn56dOngwYNGjVq1MOHD5tG5eXldfToUT8/P/Vr8fb2VlfSMhKE0KVLl+7cuRMUFNS0uby8vLNnz/bt2zc4ONhIE72/0NPQHYmFeQpZlZZGQdLKShFJKq3h1gkAgC59++238fHxVMaAEGIymZcvX37vvffMzMysrKxsbGx69uxJ7bp7925kZKS/vz9CiMPh3L59u76+ntr1888/T548GSGUlJQ0adIksVh88OBB9e/1w4cPz5s3Lz09nclkBgYGjhgxgirv06fPy6I6dOjQ06dPEUKzZ8/+9ttvZTLZ7Nmzjxw50iyq8PDwlJQU6im1tbUFBQXqBKLVSHbu3Dlv3jyRSBQTE5ORkUEVpqWlhYaG1tfXHzhwIDw8nCTJzp9V6GnojoTVGRiGG5sP0UblOL+UNGKqLCy1UTkA4I2BZ9/Ey0o6+izSzFwZENT2cQhlZ2d/9dVX1Pavv/76/PlzhFCPHj1mzZrl5ubG4XD69u2LEHr27Nns2bMPHDhA/ZT/+OOPZ82a1atXr9DQ0JCQkMjISGrqyfXr1//8889BQUEkSbq7u2dmZg4bNgwh5O3tnZCQgBD6/PPPqbbS0tKuXLmye/fuV4eXnp5+8uTJ/v37BwUFNTY22tnZNY3Kzs7OwsLi/v373t7eJ0+eHDdunPoqSctIBg0atHHjxqysLDc3t8WLF/fq9dfV4bVr127atGn69OkIob59+x4/frwjZ7p1kDR0RyJBJsvEg0Y31UbltLJSla0dwjBtVA4AeGNgdTWIX9rhZymV7TySRqOp56sWi8UikaiiouLQoUPNrhrMmjWrtrbW3Nyceujo6Jienv7w4cMLFy78+OOP8fHxx48f9/HxKSwspC4cYBj21ltvPXjwgEoaAgL+t0qwVCqNj48/ePDgyZMn1d0YLxMZGRkaGjpt2rSwsLB33nmn5QGTJ09OTk729vZOSUlZtGjR4cOHEUIymaxlJJaWlmZmZm5ubgghU1NTdZ9Ednb2nTt3CgoKEEIcDufx48ftPHWvAElDdyQUZPJsJmilapLEX5TKfP21UjkA4A2ifDsEvR2ivfo9PDwyMjJ8fX0RQlFRUQihU6dOqbvu1VauXFlXVxcbG3v+/HmEUEJCwqxZszw9PT09PRcvXrx8+fIvv/xy//79TZ+C47jy79zF2NiY2hAIBKNHj+7Xr9/du3d79OjRZnjbtm2bOHHiyZMnZ82aNX/+/HXr1jU7IDw8fPLkyStWrLh582ZQUBCVNDRDRYLjONbkdxo12JMkSYVCMXToUGrQw4ABA9zc3K5du9ZmYK8GYxq6HWnDE7nkhbaWnKiuxCQSlQ3cOgEA0LFPPvnkP//5T1lZGfVQJpNt37695WHvvPPOkiVLHj9+fPbsWYRQcnJy069nc3NzHMcZDIaTk1NmZiZCiCTJK1eueHl5NasnJibm7bffPnz4cHsyBolEEhERMWTIkC1btvz888/Hjh1reYyzszN1x8SoUaMIgqAKW43EwcGhtrY2Pz8fIVRfX//nn38ihDAM8/T07Nmz58SJE6nshEomOgl6GrodoSADIczEYqg2KifKShGGwQTSAACdGzduXFRU1IABA6jBj2fPnp06dSqVEHA4nLS0tHHjxqArXOQAACAASURBVFFHslisjRs3xsbGhoSE7Ny5c8qUKXfv3nVxcSkuLk5NTb148SJCaMOGDTNmzPj444+vXbvm4ODQ9M4LhJBKpTp69OiHH364YcMGqmTs2LHUZYLMzMwdO3ZQhfb29tQGk8nk8/mjRo165513jh49Sl2eaBYVQmjy5Mnr1q3773//27StViOJi4sbN27cnDlzfv/9d2pUBEIoPj5++vTpCxYsuHfvXmFhobu7e+fPKhEfH//qI/Lz8588eWJra/vw4cPFixenpaX5+fmpO2QMVGNjo66aNjIykslkumodIVTx5FuSlFs7L+rQs1gslkqlajNyxp1bmEwmGxLw6sO6DEEQGIYpFApdB9IxdDqdTqeLxWJdB9JhRkZGGvk105VwHGexWFKpVNnui+V6gsFgyOVyjQyJ7xA2m93JGjTyGdieGwhHjRr17rvvSiSSnj17xsbGjhs3btCgQba2th4eHmKx2Nra2s7Ozs/Pj8Vi+fj41NXVOTk5eXp6zpo1i06n19XVeXl5ff3119S4Qi8vr7feeuv58+cBAQGbNm3CcRwhhGGYt7e3ubm5WCzGcbzpmenbt6+dnR2GYQRByP7G4XAGDBjQv39/MzOz999/n0ajNTY2RkZGUrd0No2qX79+tra2jo6OHA5n1qxZNBoNwzA3Nzc7O7tWIwkICPD09KysrJw7d+6IESNcXFwsLCzc3NxGjRpVWlrav3//HTt2MJlMKuDOnHbs1W+4zMzM4ODgmJiY7du3e3h4mJmZCQQCS0vLq1evdqZVnauqqtJV0yYmJiKRqOv/ztXuXfA1sxrt4PV5h57F4/HkcrlIJHr1YewDe0krG/HYiZ0IUJMYDAaO4+2cm0V/sNlsFotVXV2t60A6jMvlqu9VMxQEQfB4vPr6et1m86+Bw+E0NjaqVKoubtfSsrP3RqnHJ3YGdVMD6GJtXJ7Yt2/fu+++u2XLFqpzo7S0VKlUWltbFxcXOzo6dk2IQINk4lKZ+DlHOwMaMJmMEFRJBgzSRuUAAAB0ro2BkBUVFcOHD6fT6RcvXvT397e0tLSysrK0tHzx4kXXxAc0S1h9DSGkrVGQL0qRSgUTSAMAwJuqjaTBzc3tzJkz5eXlP/30EzVS4969e1VVVXZ2MNLNIIkEWUbGvelMa21UTuOXkjSa0rKNu5MBAAAYqDaShk8++SQnJ8fGxubp06dz5sy5dOnSsGHDwsPD1RNOAcMirM7QUjcDQggvK1VZ26K/bw0CAADwhmkjaXBycnr06NG5c+cePXpkY2NjZ2f3ww8//Prrr10THNAsubRC0lCopQENCCGCX6KEaxMAAPDmantyJy6X6+zsLBKJCgsLCYLw8/MrLi42uOHoACEkEmQihLiWw7VROV5XizU2qGCGBgAAeHO1cffE48ePQ0JCSkqarymSlpamXs4LGAphdSaDZctg2WujcoL/HCGkgLkgAQDgzdVG0rB9+3YLC4ukpCT1DFMUajlwYFiEggwTC610MyBqcUuuKQl3TgMAwJurjaSBz+d/+OGHQ4dqZcph0JUUshqJMLen03wt1U+UlSrg2gQAALzR2hjT0KdPH40spgl0TijIJEmViYVWJnjGlEq84gUMaAAAgDdbGz0NCxcunDx58qJFi0JDQ7lcrrp8wIABcIXCsIgEmXSjnkxjZ21Ujr3gY0ol3DoBAABvtjaShsWLFxcWFhYWFu7bt69p+YULF4KCgrQZGNAwYXWG9m62pJWVIoJQWWllzigAAAB6oo2k4fz58x2tcfny5Xl5edT2uHHjqMW7Hj58uHfv3vr6+rfeemvOnDnUqlxdVgiUCqG4/qGl/TQt1Y+XlSp7WJE0upbqBwAAoA/a9Z368OHDgwcPfvHFFydOnGhzUeny8vL/+7//O3r06NGjR+fNm4cQUiqVO3bsmD9//r59+/Lz8y9fvtyVhQAhJBJcJ0mlibm2VqymlZXCkhMAAH2Tmppqb2/v4eHh5eXF4XC2bNlClW/evPmLL75ACHl7excWFjZ9Sl1dXVBQkI2NzYgRI0xNTdetW9fOttLS0mxtbUNCQng83po1a6jCJUuWrF27tulhoaGhL/tuUkc1e/ZsDMOKiorUu5KSkjAM27VrV3siiYiIOHXqVKu7xo8f354aXqGNpIEkydmzZ3t7e8fFxX333XeRkZGurq6ZmZkvO56a9MnExIROp9PpdIIgEEJ37961tLTs378/k8kcP358WlpaVxYChJBIkElj8JgmbtqoHGsQYXW1ChtbbVQOAACv58GDB9HR0UeOHMnJyXnw4EF2dvb27duPHj1aWVmZm5v76NGj58+fqw8uLy/PyspCCH3++eeOjo58Pj89Pb20tDQ5OTklJYU6RiqVZmdnV1RUNG1CJBI9e/asvLx89erVX3755blz57Kzs7du3fqype0TEhJ8fHyo7bKysj///LO2thYh1CwqGxsbdbsIoZSUFFvb/33GtowEISQUCrOzs5tNvahQKO7fv6/BBevbuDzx/fffp6amXr16NSAgACHU0NCwdOnSyMjIoqKiVnv+qdUvFy9eXF1d7e7uvnDhQh6PV1FRYW//14RC9vb2lZWVCKEuK6TI5fKCggJq28LCgsFgdOQsaRKGYTQajSTJrmxUWJ3JtQig0zv1qqnIW5YTL8oQQpi9Y6t7dYsgiJeFrc+oPy6DCxu9/E2iz6izjeO4IUZOo9FUKpWuA9FTGzduXL58eWBgIPWwb9++qampcrm8pKQkNzeXTqerr6TX1NSMHDly7dq1Q4cOra6u5vF4GIYhhDgczq5du0xMTBBC2dnZkyZNcnNze/z48bx586geiFWrVrm6up4+ffrw4cMjR44cPXo0QsjR0ZHD4SgUilajio2NXbly5YgRI3bu3Lljxw53d/e7d++mpqYaGRk1jSo8PDw5OXnZsmUIIblcfuXKlZEjR1I1tBrJH3/8MX369P79+5eVlam/4J48eTJ27NhevXo9e/Zs2rRp69ev7/xZbeOP5MKFCzExMVTGgBAyNjb+5ptvTE1N8/Pz3dxa+dkqlUo9PDwWLFhgamr65Zdf7tu3b+XKlUKhkMViUQewWCwq5emyQkp1dfXMmTOp7aioqJiYmPafI43r4pRFqWhsrLvby+U/ZmZmnamHIAgjI6OW5QpBpYptbOrUB2FYZ+rXHjabresQXkcn/790xUDD5nA4ug7hdejw90/nlT85KKq53dFnGRk79XJb0p4jb926pb5MkJeXR31BmJube3h4jBkzhsPhjBo1CiEkkUgmTpwYFRU1depUhNCsWbPCwsLu3bsXEREREhKinvt46dKl69evnzNnjkAgcHd3j4yMpOY8fPLkSU5ODoZhAwcORAh98803p0+f/uCDD6ysrF4dXmJi4smTJwcOHLh3797s7Ozo6Gh1VIcOHfL29j5//jyfz7e1tb148WJgYCCTyXxZJC4uLh999NGBAwfCwsJycnL69+9PHblixYpZs2atWrWqsbHR0dExNDS0o2e7pdfJrF/xK9nNzW3VqlXUdlhYGJUBcTic8vJyqlAsFlN/nF1WSDE3N9+9eze1bWNjU1dX9xovXCPYbLZYLO7Knoa6ijSVSsbg+HbmVXM4HKVSKRaLW+5iFBUgO/s6zXV/aRCdTscwTCaT6TqQjjEyMjIyMtJgj2KXMTY2bmho0HUUHYPjuImJSUNDw8t+GuotFosllUq7vqdBU/fbN9Tn1FZc6uizjM182nlkTU2Nuvdoz549d+7caWxslMlk2dnZTQ+bP3/+rVu31AsxBgQEFBQUHDly5MKFCytWrAgODt63b5+1tXVmZuaZM2cQQubm5mPGjMnKyqKShoiICKzJ7yWpVCqVSp89eyYWi9U/Ylvl7++/atWqhQsXzpgxo2XOimHYpEmTjh079vHHH6ekpISHh587dw4hpFKpWkbCYrEaGhrCwsIQQh4eHoMHD6YquXjxYnh4eHp6OkLIy8vr2rVr7Tx1r9BG0jBq1KhVq1aNGTNm2LBhCKGGhoZly5b16NGj2azSalS/iqurK0KIRqPR6XSEkJWVlXrcB5/Pp/KvLiukMBgMf39/9cOqqqr2nB1tUKlUcrm8K5OGmoorBM2Ezu4nl8s7Uw8VectSozK+fMjwTlauJRiG4Tiun7G9AvWHY3Bho5e9SfQbNfRKqVQaXORGRkZyudxwL0/08dmGfLZpr35XV9d79+65u7sjhBITExFC6enpn376abPD3Nzc+vXrFx8fv3fvXoTQtWvXBg0atHDhwoULF9bU1MyYMSMhIWHTpk0IIfVvfS6XW1NTQ23zeDyEEEmSYrGYzWYvW7Zs2bJlnp6ely9ffvUv+x9++GH37t1bt26dPn36gQMHpkyZ0uyAyZMnx8XFRUdHnz17dvv27VTSQA1ZaBaJUChs2sNHXU8hSbK2tvb69etUTjNgwAAvL6/OD/VrYyDkvHnzJkyYMHz48F69enl6evbs2TM1NfWXX3552a2MlZWV//nPfyoqKlQq1cmTJ6n5p318fMrKyoqKilQq1e+//05N8NBlhUAkyOSYD8EwQhuVE1UVmFwGE0gDAPRNZGRkQkJC06Tq8OHDLQ9bvXr1xo0bDx8+TE1/PH/+/BMnTlC7eDzexIkTi4qK2Gy2qampemDcw4cPe/fuTW1TX8kikYjH46k7NblcLjW88WUkEsmhQ4fi4uIyMjIOHjy4Y8eOlsf4+/sXFhampqZ6e3ub/L2sT6uRODg4lJaWUi3K5XJqRCeGYQ4ODjExMYmJiYmJib6+vs7OGpjcr42eBgzD9u/fv3Tp0hs3btTW1vbp0yckJOQVV4iHDx9ODSKVy+UDBgygbrkkCGLlypVffvmlVCr19/cPDg7uysJujlTJRDW3bF1jtVQ/zi9BGKayhlsnAAD6JTo6Ojk5OTg4eNGiRWZmZklJSWVlZdQuHMefPXtGXQHEMMzOzm7x4sUrV648duzYZ599FhsbKxaLXVxciouLN2/e/M033yCEPvzww+jo6C1btly9erW4uLhZL4KJiUloaOjs2bPnz5+fkZFRUFBADZhACPH5/Fu3bqkPozaYTOa2bdvKy8vHjRt34sQJBweHZlFRgU2YMCEmJiY+Pr5pWy0jYTAYU6ZMmTNnTmxsbFJSkvpX/YIFC6KiorZt23b37t0NGzZoZFEIrM1+8vz8/Lq6usGDBz98+HDjxo2Wlpbr16/v0aNH59vWIR1enjAxMRGJRF12eUIoyMzNmNBv+GkOz68z9fB4PLlcLhKJmpUzzxwnXpQ1zP6oM5VrD4PBwHG82T1I+o/NZrNYrJfdsqXPuFyuwQ3FIAiCx+PV19cb3NgXDofT2NjY9ZcnLC0tO1mDUCjsfBgm7VhTV6FQ7Nu37/Lly0wmMzQ0dNq0ad9+++2HH36Yk5OzZs2a6dOnnzp1atOmTba2tkKhMCIiYu/evU5OTpcuXfrtt9+KiopsbW1nzpz59ttvI4RUKtVXX3116dIlW1vbuLg46k69uLi48PBwPz8/hFBjY+N//vOf7OxsW1vbZcuWUZfpd+3a9dtvv6njGTBgAIPBmDZtmo+Pz7179xISEiorK318fFasWMHj8dRRFRQUeHh4jB8/Pisra9WqVUlJSZaWlgkJCS4uLpMmTWo1EqlUunnz5jt37owYMYLBYPj5+Q0dOpQkyb179549e5bH4y1fvtzT0zMuLk49WcXraSNpyMzMDA4OjomJ2b59u4eHh5mZmUAgsLS0vHr1amda1bnukzSU5e8sK/hiQGgBjndqlPXLkgbjH3Yr7ewl73R2whAtgaShi0HS0JUgaeh8JaCj2rg8sW/fvnfffXfLli337t0rLCwsLS1VKpXW1tbFxcWOjo5dEyLoDKEgk2Pu38mM4WUwiQSvqZb5wcrpAADQLbQxELKiomL48OF0Ov3ixYv+/v6WlpZWVlaWlpbUJE5Az5EqRUPNTROtrVNFlJUikoQJpAEAoJtoI2lwc3M7c+ZMeXn5Tz/99M477yCE7t27V1VVZWcHo+UNQEPdHaVCpL3FLXF+CclgKM0721cJAADAILSRNHzyySc5OTk2NjZPnz6dM2fOpUuXhg0bFh4e3qsX/Lg0ACJBJoYzjHm+WqqfKCtR2dghWEoUAAC6hzbGNDg5OT169OjWrVteXl5WVlZCofCHH3547733uiY40EnC6kyO2SAcZ2qldpKkvSiT+mgrIwEAAKBvWv+NWFhYSM3tWFhYWFxcTA1iuHv3rlgsdnd3f/jwocHNFNsNkaSqoeZPjoXWrk3UVCNxIwxoAACA7qP1noZ58+aJRKIbN27Mmzev1Vkn09LS1Mt4AP0kFj5UyOu0NwoS55cihJQwFyQAAHQbrScNf/zxBzWRwB9//NHqTcAGvbRaNyGszsBwmjFvsJbqp5WVqkzNSLaxluoHAACgb1q/PEGn06m0YMWKFZcuXTJqAdPXRZCBmqg609jUh6Bpa8FfnF+itLXXUuUAAAD0UBvj3i0sLJKTk7smFKBRpFBwnWMeoKXaMYWcqKpQ2cK1CQAA6EbauHti5syZS5YsiYmJCQkJMTc3V3cweHt7c7lc7YcHXpNYmKuQVZlobxRkGR+pVDCgAQAAupU2koaoqChqICS1zJcaDITUc8LqDAzDjXn+Wqqf4JeQBKHqaa2l+gEAAOihNpKGS5cudU0cQLNEgkyWiSeNbqql+okXpSorG5IgtFQ/AAAAPdThufxIkhw3bpxGluUG2iMUZJlYaGtAA0KI4JcqYYYGAIB+S01Ntbe39/Dw8PLy4nA46lWhN2/e/MUXXyCEvL29CwsLmz6lrq4uKCjIxsZmxIgRpqam69at62ij8fHx58+fp7aXLFmydu3apntDQ0MvX77c6hPVUc2ePRvDsKKiIvWupKQkDMN27drVngAiIiJOnTrV6q7x4zu7InEbSUNNTc2kSZOsrKx6/I3H4/3xxx+mptr6CQs6T9pQJJe80N60TlhdLSYSwrROAAB99uDBg+jo6CNHjuTk5Dx48CA7O3v79u1Hjx6trKzMzc199OjR8+fP1QeXl5dnZWUhhD7//HNHR0c+n5+enl5aWpqcnJySkkIdI5VKs7OzKyoqmjYhEomePXtWXl5OlZw+fXrDhg3qhy0lJCT4+PhQ22VlZX/++WdtbS1CqFlUNjY26nYRQikpKba2tuqHLSNBCAmFwuzsbIlE0rRQoVDcv39fgwvWt5E0fPHFF3fu3KFOYlRU1Lfffuvj47N3714bGxtNRQA0TlidgRBmYj5ES/XTXvARQgoYBQkA0GMbN25cvnx5YGAg9bBv376pqanm5uYlJSW5ubkPHz6kJj5GCNXU1IwcOfLp06cIoerqah6PR43653A4u3btcnR0RAhlZ2e7urquWLFi8ODB//73v6knrlq1av369aGhoXw+HyFUWVkZFxcXFBT0iqhiY2Pv3LmDENq5c+fgwYPj4uL69u2blZXVLKrw8HD1rYtyufzKlSsjR46kHrYayR9//NGnT5/ly5f7+vrm5+dThU+ePPH29l66dKmfn9+GDRs0clbbGNNw+/btDz74ICoqSigUFhcXh4eHDxs2bOjQoR988AEB17P1lVCQyTJxozG0tfgkzi8hjTkkF3qbAACv77fqtPsNhW0f90+9GD3mW09oz5G3bt1as2YNtZ2XlycUClkslrm5uYeHx5gxYzgczqhRoxBCEolk4sSJUVFRU6dORQjNmjUrLCzs3r17ERERISEh6iH/S5cuXb9+/Zw5cwQCgbu7e2RkZN++fRFCT548ycnJoZKMefPmbdmy5cCBA+0JLzEx8eTJkwMHDty7d292dnZ0dLQ6qkOHDnl7e58/f57P59va2l68eDEwMJDJZL4sEhcXl48++ujAgQNhYWE5OTn9+/enjlyxYsWsWbNWrVrV2Njo6OgYGhra/vP8Mm0kDSwWi5oRklojGyFkbW1NEMSjR4+8vLw63zzQBpEg07RniPbqJ/glSju4NgEA6JQbwkdnarI6+iwfY5d2Jg01NTU02l/fcXv27Llz505jY6NMJsvOzm562Pz582/duvXrr79SDwMCAgoKCo4cOXLhwoUVK1YEBwfv27fP2to6MzOT+hI0NzcfM2ZMVlYWlTRERERQGcO3335ra2s7duzYdiYN/v7+q1atWrhw4YwZMzic5rPwYRg2adKkY8eOffzxxykpKeHh4efOnUMIqVSqlpGwWKyGhoawsDCEkIeHx+DBf00EfPHixfDw8PT0dISQl5fXtWvX2hPYq7WRNAwdOvTrr78eNWpU//79r1y5kpubi2HY06dPYRppvSUTl0obn3O0tuQEUirxihcyF7jhFgDQKducorc5RWuvfldX13v37rm7uyOEEhMTEULp6emffvpps8Pc3Nz69esXHx+/d+9ehNC1a9cGDRq0cOHChQsX1tTUzJgxIyEhYdOmTQgh9W99LpdbU1NDbfN4PIRQeXl5fHz8999/n56eXllZ+ejRo/z8fCqreJkffvhh9+7dW7dunT59+oEDB6ZMmdLsgMmTJ8fFxUVHR589e3b79u1U0kANWWgWiVAoNDMzUz/RxMQEIUSSZG1t7fXr16mcZsCAAV5eXq0uJtUhbYxpWLRokbu7+86dO62srKZNm+bp6enh4TF69GhXV9dONgy0pL76KkLIxHyoluonKl5gCgXcOgEA0HORkZEJCQlNl086fPhwy8NWr169cePGw4cPU3cFzp8//8SJE9QuHo83ceLEoqIiNpttampaUFBAlT98+LB3797UNvWVLJVKhwwZ8t13333xxRf5+fm///77hQsXXhGbRCI5dOhQXFxcRkbGwYMHd+zY0fIYf3//wsLC1NRUb29vKg9ACLUaiYODQ2lpKTWgUi6XUyM6MQxzcHCIiYlJTExMTEz09fV1dnZu/9l7mTZ6GhgMxunTp6nFq3bt2jVt2rT6+nqNXBcBWiISZBkZ96EztTXtElFWinBcZQ0jYQEAei06Ojo5OTk4OHjRokVmZmZJSUllZWXULhzHnz17Rt1TgGGYnZ3d4sWLV65ceezYsc8++yw2NlYsFru4uBQXF2/evJma2/DDDz+Mjo7esmXL1atXi4uLm30POjg4qG92iIiImDRp0vTp06mHfD7/1q1b1Lb6u5/JZG7btq28vHzcuHEnTpxwcHBoFhUV2IQJE2JiYuLj45u21TISBoMxZcqUOXPmxMbGJiUl4fhf3QELFiyIioratm3b3bt3N2zYoJG5Eohm0bSkVCqTkpL279//yy+/1NXVBQcH9+jRo/MN61ZjY6OumjYyMpLJZNqr/3nOehPzYWbW72i2Wmp0i0wmo9/6E2GY3Fdbc01qFkEQGIYpFApdB9IxdDqdTqeLxWJdB9JhRkZGUqlU11F0DI7jLBZLKpUqlUpdx9IxDAZDLpdTP+q6EpvN7mQNGvkMNDIyevUBBEHMmDFDIpGcOXMmJydn9OjRW7duxXF80KBBVlZWJ06cMDY2bmhoCA0NNTEx8fPzO3LkSGBgYHBwsI+Pz7lz544fP15VVUXdHIEQevvtt2tqan766SeZTLZ//35zc3OE0IMHD3x9fe3s/nErWU5OjoeHR58+fRBChYWF165d++NvJSUltra2fn5+1tbWo0ePPnPmzOnTp52dnbdu3cpisdRR4Tjep08fNzc3Ho93+/btNWvWsNnsvLw8Jyenfv36tRrJ2LFjc3Nzk5KSvL29Q0JCXFxcevXqNXz4cJlM9tNPPwkEgn379jk4ODx48IAa/vnasFe/4RobG0eMGPHgwYMRI0aYm5vfvXs3Ly9v//79M2fO7EyrOldVVaWrpk1MTEQikZb+zuXSirvnPJ0GfGPZ633N1szj8eRyuUgkMv72K2VvF0nIWM3WryUMBgPH8WY3Lus/NpvNYrGqq6t1HUiHcblcDd4R3jUIguDxePX19VrN5rWBw+E0NjY27X7vGpaWnb0zSygUdj4M9a920JXauDyRkJBQWVmZl5dnb//XIshbt2796KOPIiIi1AMxgP4QVmcghEy0t7hlYwNeVyuFGRoAAKBbamMg5I0bN+bNm6fOGBBCsbGxCKFHjx5pNy7wWkSCTAbLzoht3/ahr4XglyCEYC5IAADontpIGjgcTrPpMGtra2UymZOTkxaDAq9LWJ1hYjFce/XjZaUkk6nimWuvCQAAAHqrjaRh+fLlR44cSUhIKCkpEQqF165dmzBhQmxsLJfLVSqVBjdu6M2mkNVIRHkm2puhASFaWanSxg5hmPaaAAAAoLfaSBo2btwoEok+++wze3t7LpcbGBiYkZGxZcsW2t+Ki4u7JlDQJqEggyRVWlzckiTxF3ylDVybAACAbqqNgZBbt25dtWrVKw6Alav0h6g6k27U08i4j7YaqHiBSaUwoAEAALqtNpIGd3d3iUTy9OnTZlcievfu3flbdYFmCasztNjNgBAqeYYwTGlt2/aRAAAA3kRtJA1Xr14NCwurq6trVp6WlqZe+wvoA6W8XizMsXSYob0msJLnKp4FyWJprwkAAAD6rI2k4csvv3R3d9+zZ496nm1KyyW5gG6Jaq6TpFLbPQ1KW5ihAQAAuq82kgaCID744IMBAwZ0TTTgtQmrM2kMHpOjtYXEJBJUWa708dVW/QAAAPReG3dPvP/++8nJyQY3mXw3JBJkmpgHYFgb/6GvjSwpRiSpstXWtFEAAAD0Xxs9DePHj9+4caOTk5O3tzdBEOryzz//3NvbW8uxgfZSKcWNdffs3NdprwnyWTGiM5SWBr9WGQAAgNfWRtKwefPmvLy8SZMmNRvTACuF6BWR4LpKJdPqtE5kyTNk1wvh2urJAAAAoP/a+A64fv36Z599dujQoY3/BNNI6xWhIJOgc1lcT201QJLoeTHZy0Fb9QMAgBakpqba29t7eHh4eXlxOJwtW7ZQ5Zs3b/7iiy8QQt7e4bVA4gAAIABJREFU3oWFhU2fUldXFxQUZGNjM2LECFNT03Xr2tuDm5KSYmVlNexv1F2HS5YsWbt2bdPDQkNDL1++3GoN6qhmz56NYVhRUZF6V1JSEoZhu3btak8kERERp06danXX+PHj2/lyXqaNngYej0ejtXEM0DlRdSaHNwTDiLYPfS14XQ3ZIMJ6OWqpfgAA0LgHDx5ER0f/8ssvgYGBCKH8/Hx/f383N7egoKDc3FwWi/X8+XP1weXl5U+ePBk6dOjnn3/u6OiYnp6OYZhIJBo6dOjAgQPDw8MRQlKpNCcnx87OrmfPnuomnJycBAKBkZFRUVHRggUL/v3vf786qoSEBAeHv36AlZWVPX/+3NXV1czMrLKysmlUNjY2KSkpy5Yto45MSUmxtf3fHDktI0EICYXCgoICd3f3ps0pFIpHjx45OjpyudzXPZH/0EZPw8KFC3fv3r1jx45Lly6lN9Fy5gagK6RKJqq9bWKhxWsTOL8EIUT2glGQAACDsXHjxuXLl1MZA0Kob9++qamp5ubmJSUlubm5Dx8+zMvLo3bV1NSMHDny6dOnCKHq6moej4dhGEKIw+Hs2rXL0dERIZSdne3q6rpixYrBgwerM4NVq1atX78+NDSUz+c/efLEwcEhOzv72bNnr4gqNjb2zp07CKGdO3cOHjw4Li6ub9++WVlZzaIKDw9PTk6mniKXy69cuTJy5EjqYauR/PHHH3369Fm+fLmvr29+fj5V+OTJE29v76VLl/r5+W3YsEEjZ7WNXoR169ZVVFSsXLmyWfmFCxeCgoI0EoFOMJlMXTVNEASTySRJUlMV1lXeJFVSC5u3tfeiiIpyjGeOm/GYhnYfDY1GwwxweS2qe0+H79LXRr29dR1Fx+A4jhCi0+m4oQ3ZIQjCyMhIgx8mXex0bX2uRNLRZ9kw6FPNee058tatW2vWrKG28/LyhEIhi8UyNzf38PAYM2YMh8MZNWoUQkgikUycODEqKmrq1KkIoVmzZoWFhd27dy8iIiIkJEQ9jeHSpUvXr18/Z84cgUDg7u4eGRnZt29fhNCTJ09ycnKoqwkpKSkeHh6PHz8OCQnZv3//q8NLTEw8efLkwIED9+7dm52dHR0drY7q0KFD3t7e58+f5/P5tra2Fy9eDAwMVP9ltYzExcXlo48+OnDgQFhYWE5OTv/+/akjV6xYMWvWrFWrVjU2Njo6OoaGhnb0bLfURtJw/vz5zrehh3T4Z0b+TVMV1lVexQkW27S/Fl9UyTNk74h0et5eDxUwhN1lNPve7hrqgA0ucmSYJ1ztTF398ZoOd1r7GrPamTTU1NSoL6/v2bPnzp07jY2NMpksOzu76WHz58+/devWr7/+Sj0MCAgoKCg4cuTIhQsXVqxYERwcvG/fPmtr68zMzDNnziCEzM3Nx4wZk5WVRSUNERER1C+TiRMnbtmyZcCAASKRyMHB4f3333/1l7S/v/+qVasWLlw4Y8aMlvMlYhg2adKkY8eOffzxxykpKeHh4efOnUMIqVSqlpGwWKyGhoawsDCEkIeHx+DBg6lKLl68GB4enp6ejhDy8vK6du1ae87bq7VrvMLDhw9v3rxZU1PTp0+f0aNHvwGrTuhw5gkGgyGVSjX4d15beZVjPkQuJxHSyovCFApGxQts4GClUmlwM3aQJInjuMGFTd3ebHBhI4SMjIwMLmyCIIyNjeVyuUwm03UsHUOn02UymUql6uJ2NXX33NeOvb521OICeK6urvfu3aOu8ScmJiKE0tPTP/3002aHubm59evXLz4+fu/evQiha9euDRo0aOHChQsXLqypqZkxY0ZCQsKmTZtQk84/LpdbU1NDbfN4f2UwCxYsoDY4HE5oaGh2dvark4Yffvhh9+7dW7dunT59+oEDB6ZMmdLsgMmTJ8fFxUVHR589e3b79u1U0iCRSFpGIhQKzczM1E+k/oNIkqytrb1+/TqV0wwYMMDLyystLa0DZ7A1bXTHkSQ5e/Zsb2/vuLi47777LjIy0tXVNTMzs5OtAk0hVXKR4IZWb7Yknj1FSiXmqLXFMwEAQAsiIyMTEhKaJlWHDx9uedjq1as3btx4+PDhx48fI4Tmz59/4sQJahePx5s4cWJRURGbzTY1NS0oKKDKHz58qJ6GgPpKVigUUVFRAoGAKiwuLm46brEliURy6NChuLi4jIyMgwcP7tixo+Ux/v7+hYWFqamp3t7e6kSt1UgcHBxKS0tra2sRQnK5PCsriwrMwcEhJiYmMTExMTHR19fX2dm5fWfuVdroafj+++9TU1OvXr0aEBCAEGpoaFi6dGlkZGRRUZHBXf97IzXU3VEpGznaHAXJuH5V2cOK1sseKRTaawUAADQrOjo6OTk5ODh40aJFZmZmSUlJZWVl1C4cx589e1ZfX48QwjDMzs5u8eLFK1euPHbs2GeffRYbGysWi11cXIqLizdv3vzNN98ghD788MPo6OgtW7ZcvXq1uLi4WS8CjUYTCARz585dtmzZ/fv3nz17Rt1wgRDi8/m3bt2ittXf/Uwmc9u2beXl5ePGjTtx4gR1P0XTqKjAJkyYEBMTEx8f37StlpEwGIwpU6bMmTMnNjY2KSlJ/e28YMGCqKiobdu23b17d8OGDVRW1ElEs2ia2b59+7hx42bOnEk9ZDAY77zzztq1ayMiIiwtLTvfvK40NjbqqmkjIyMN9oJWlx4VCbIcvf6DYVq5MxYvfW50LV026h2GvaNKpTK4/luCIDAMUxhaukOn0+l0ulgs1nUgHWaIlydwHGexWFKpVKlU6jqWjmEwGHK5vOvHNHT+CrVGPkmMjIxefQBBEDNmzJBIJGfOnMnJyRk9evTWrVtxHB80aJCVldWJEyeMjY0bGhpCQ0NNTEz8/PyOHDkSGBgYHBzs4+Nz7ty548ePV1VVUTdHIITefvvtmpqan376SSaT7d+/39zcHCH04MEDX19fOzs7hNCUKVOePHny66+/SqXSH3/8sUePHgihwsLCa9eu/fG3kpISW1tbPz8/a2vr0aNHnzlz5vTp087Ozlu3bmWxWOqocBzv06ePm5sbj8e7ffv2mjVr2Gx2Xl6ek5NTv379Wo1k7Nixubm5SUlJ3t7eISEhLi4uvXr1Gj58uEwm++mnnwQCwb59+xwcHB48eEAN/3xt2KvfcFOnTnV3d1+/fr26RC6Xc7ncO3fuuLm5daZh3aqqqtJV0yYmJiKRSFN/5/l/RqqUjW7DjmuktpZYv/0fXiNomLuQZ2Ehl8tFIpGWGtISBoOB47ik4yO0dYvNZrNYrOrqal0H0mFcLlf9O8lQEATB+//27jugqav/H/i5WRAII6DIkFFEEAWlKpaKomIVbVHrah19pG7R0vax7m2t2jrqaK3a8VStlToQFVtX1aIiiCKCiKACogyREQghZN/vH/d58uPnDHAhRN+vv5KTk8/93BDIh3NPzhGLpVKpydXEIpFILpc3/5yGxv/HWF1d3fg0sDCxUbzkEkP//v2/++47/SSGmpqaqKio1q1bM7NGwbhoWlsjuSpqsgkN3MclvPu5qrd7Y/VoAAAgL53TMGXKlMTExODgYGdnZxsbm/v37zNXhjChoSWolWZo1FVNNwtSkHiBtrJW+2JnMgAAIOSlRQNFUf/5z39mz5599erVyspKT0/PAQMGvAJfuXw1VJcnUhyeSNy9KYJzKsp4d7MU/QcRblOtTg0AAKbFoNlzfn5+fn5+TZ0K1JesItHSJoDDs2yK4GZJl2ihhcb/zaYIDgAApuhFVxmOHTu2c+dO/d3Q0NCoqKj8/PymzwoMQVdXJFnZ92yK0JyqSt7tDFVgEI3tygAA4H+eXTTQNP3hhx+OGDFCv+8FIaRz586HDh3y9/e/ePFic6UHz1UrzdKoKppoFqTgSgJtZqYOCGyK4AAAYKKeXTTs37//6NGjSUlJGzZs0Ddu3rw5Nzc3KChoxowZzZUePFd1xWWK4lqK2f9cp2pkvIw01Zs9aIGA9eAAAGC6nl00nDx5ctSoUfpNL/SEQuHGjRszMzP162qBsVSXJwqtO/H4NqxHFiRfJhxK3bUH65EBAMCkPbtoKC0t9fR89l4Dvr6+HA6noKCgKbOCl5NJrjTJhIZaOT/tuvrNQFooZD84AACYsmcXDd7e3tnZ2c98KCsrS6fT6ffqAKNQ1OSoFY+aYkKDIOUK0WlV3d5iPTIAAJi6ZxcNgwYNOnr0aHJy8hPtNE3PmzcvICDApDeeeAVUl18mhLKyC2I3LKVUClKvaTp3pUVYnxUAAJ707C/UhYWFTZgw4Z133pk1a9bQoUPd3d2lUml6evr69eszMzMvXLjQzFnCE2QViULrDjyBHbth+alXKbVK1aNJvsYJAACm7rnfwv/xxx/79u27cOHCr7/+mmnhcrnvvvvuoUOH3N3dmys9eLbq8kTbNmEv71cflFYjuJ6s9vXTWbM/uRIAAF4BL1rcady4cfn5+SUlJfHx8WlpaTU1NceOHUPFYHSq2oeq2gIre5YnNPBvpFDyGlUghhkA4BURFxfn6urasWNHPz8/kUi0Zs0apn316tWbN28mhPj7++fk5NR9SlVVVUhIiJOTU58+fWxsbJYtW2bgsfQx//3vfy9durTuQ2FhYc8bodc/a+LEiRRF5ebm6h86ePAgRVHbtm0z5OijR4/+888/n/nQkCFDDDwFQ7x8vT8HBwcHBwcWDwmNJC1LIISIxKzOVdRqBSlX1N6+ulat2QwLAGAkGRkZkZGRf/zxR69evQghd+/e7dGjh4+PT0hISHZ2tlAofPjwob5zSUlJXl5eUFDQunXr3N3d4+PjKYqSyWRBQUFvvvnm8OHDCSFKpTIzM9PFxUX/mZiRkeHh4VFRUSGVSp+OqbdhwwY3NzfmdnFx8cOHD729vW1tbUtLS+s+y8nJKTY29osvvmB6xsbGOjs764M8fXRCSHV19b1793x9feseTqPR3L59293d3dramo0X8v+DzSpNj6wiydyyHd/ckcWY/FvpVFWl+q1gFmMCABjRqlWr5syZw1QMhJD27dvHxcXZ2dkVFBRkZ2ffunXrzp07zEMSiSQ0NPT+/fuEkPLycrFYTFEUIUQkEm3bto0ZX09NTfX29p4/f3737t2//PJL5okLFy5cvnx5WFhYcnLyEzHrmjdv3o0bNwgh3377bffu3RctWtS+ffukpKQnMhk+fPjhw4eZp6jV6osXL4aGhjJ3n3n006dPe3p6zpkzp2vXrvrlm/Py8vz9/WfPnh0YGLhy5Uq2X1TDNqyCFqW64rKVPauf7jqdIDlB49le28aJzbAAAM+XUcR7JK33P642QjrQXW1Iz5SUlCVLljC379y5U11dLRQK7ezsOnbsOHDgQJFI1L9/f0KIQqEYNmxYRETEmDFjCCETJkwIDw9PT08fPXr0gAED+vTpw0SYPXv28uXLJ02aVFFR4evrO3bs2Pbt2xNC8vLyMjMzKYrKy8tjYh4/fvx5KW3atOn48eNvvvnmjh07UlNTIyMj9Zns3bvX39//77//LioqcnZ2PnfuXK9evczNzZ93dC8vrxkzZvz666/h4eGZmZmdO3dmes6fP3/ChAkLFy6Uy+Xu7u5hYSzPfkPRYGLUyhJlTZ5z+zksxuRn3+JIKhSDh7EYEwDgxTKKeGkF9f4MchVrDSwaJBIJ739b7m3fvv3GjRtyuVylUqWmptbtNnXq1JSUlAMHDjB3e/bsee/evejo6LNnz86fP79fv347d+50dHRMTEw8ceIEIcTOzm7gwIFJSUlM0TB69GhmWMIQPXr0WLhw4axZsz766CORSPTEoxRFvf/++0eOHJk5c2ZsbOzw4cPPnDlDCNHpdE8fXSgU1tTUhIeHE0I6duyoX8H53Llzw4cPj4+PJ4T4+fklJCQYmJuBUDSYmOryy4QQNpd1oml+UoLWzUPr4spaTACAlxnTXTHmyb0K2OTt7Z2ens5c79+0aRMhJD4+/vPPP3+im4+PT4cOHVasWLFjxw5CSEJCQrdu3WbNmjVr1iyJRPLRRx9t2LDhq6++IoTo/++3traWSCTMbbFYbHhKv/zyyw8//LB27drx48f/+uuvI0eOfKLDiBEjFi1aFBkZeerUqfXr1zNFg0KhePro1dXVtra2+idaWVkRQmiarqysvHLlClPHBAQE+Pn5/fPPP4Zn+FKY02BiZBWJAqGrmQVrH/C8nDvcssfKt3qxFRAAoCUYO3bshg0bdDqdvmXfvn1Pd1u8ePGqVav27duXlZVFCJk6deqxY8eYh8Ri8bBhw3Jzcy0sLGxsbO7du8e037p1S78ssuHDDAqFYu/evYsWLbp8+fLu3bs3btz4dJ8ePXrk5OTExcX5+/szdQAh5JlHd3NzKywsrKysJISo1eqkpCQmGTc3t6ioqE2bNm3atKlr167t2rUzMD0DYaTBxFSXX7ZmdcsJs+TLWicXrceztxoBADBRkZGRhw8f7tev3yeffGJra3vw4EH9VoscDufBgwdSqZQQQlGUi4vLp59+umDBgiNHjsydO3fevHm1tbVeXl75+fmrV6/+/vvvCSHTpk2LjIxcs2bNpUuX8vPzn54rUDdmUVFRSkoK067/7Dc3N//mm29KSkree++9Y8eOMd+nqPssJpmhQ4dGRUWtWLGibvCnjy4QCEaOHDlp0qR58+YdPHiQw/nvEMD06dMjIiK++eabtLS0lStXMpUQi7hPZPaakMvlxjq0mZmZSqVq2HM1qoqC2ysd3phiYdOZlWS493MESZeUA97V2b1kXXChUKjT6RqcubFwuVyKojQajbETqR8+n8/n82tra42dSL2ZmZkplUpjZ1E/HA5HKBQqlUqtVmvsXOpHIBCo1Wqappv5uBYWFo2MwMpfEjMzsxd34HK5H330kUKhOHHiRGZm5jvvvLN27VoOh9OtW7c2bdocO3bM0tKypqYmLCzMysoqMDAwOjq6V69e/fr169Kly5kzZ44ePVpWVsZ8OYIQ0rdvX4lEsmfPHpVK9Z///MfOzo4QkpGR0bVrVxcXF0KIPqZAIEhISDj9PwUFBc7OzoGBgY6Oju+8886JEyf++uuvdu3arV27VigU6p/F4XA8PT19fHzEYvH169eXLFliYWFx584dDw+PDh06PPPo7777bnZ29sGDB/39/QcMGODl5dW2bdvg4GCVSrVnz56KioqdO3e6ubllZGQwUz5ZQTX/G64lKCsrM9ahraysZDJZw152SfHxnJSJ/v2SzSzZ2TDM4o/dVK285uMZ5GUjbGKxWK1Wy2QyVo7bbAQCAYfDYa4ImhALCwuhUFheXm7sROrN2tpa/z+TqeByuWKxWCqVmlxNLBKJ5HJ53eH35tH4vYeqq6sbn4b+P3hoTpjTYEqqKxL5Zm3Yqhg4RQXch/mqt0NeWjEAAAAQFA2mRVZ+2Yq9CQ1miRd0tmK1t+/LuwIAAKBoMCFatbS2+jZbX7bklpbw8nJUQb0IB+8BAAAwCD4wTIasIommtWyNNPAvX6BFVuqO7EyoBACA1wGKBpNRXZHIE9gJrbwbH4pTUca/m6XqEUy43MZHAwCA1wSKBpMhq0i0su9JCAuTFs2SEmihhbpzQONDAQDA6wNFg2lQyvNrqtKs7FlYt5GSVvGyMlTdg2gev/HRAADg9YGiwTQU3P6Sy7O1b/tB40OZXUmgeXx1QLfGhwIAgNcKigYTUFN5XVIc5+KzgMtr7GImVI2Ml3FD1bUHbWbOSm4AAPD6QNFgAh5mLjMXtWvlOr7xoQRXEwlFqbv1aHwoAAB43WDDqpZO8uhPWcUVr8C9FKexPyyqtpaflqIO6E4LG7t0PAAAvIYw0tCi0TpNUdYaK7u3bds8uaNaA/CvXyFarap7UONDAQDAawhFQ4tW+mB3reyui+/SxoeiVCrB9asa/zdpEXZ5AQCAhmC/aEhKSoqKiho/fvyyZctKS0uZxjlz5gz9n507dzKNt27dioqKioiI+Pnnn/UbtTVFo4nSamRFdzfauQwXiQMbH42fepVSKVU9WNu6AgCghYuLi3N1de3YsaOfn59IJFqzZg3Tvnr16s2bNxNC/P39c3Jy9P1v3LgxePDgwYMH+/r6Ojs7M7djYmLCwsIuXLhg4EEzMjL0H3OEkKqqqpCQECcnpz59+tjY2CxbtszAOPokJ06cSFFUbm6u/qGDBw9SFLVt2zZD4owePfrPP/985kNDhgwxMBk9louGx48fb968OSoq6pdffmnTps327duZ9pKSkt9//z0mJiYmJmbKlCmEEK1Wu3HjxqlTp+7cufPu3bvMz6MpGk1X8b0tOnWVi8/CxoeitBpByhWNr7/Oxrbx0QAAWr6MjIzIyMjo6OjMzMyMjIzU1NT169fHxMSUlpZmZ2ffvn374cOH+s4lJSVJSUkBAQEnTpw4ceLEjBkz+vfvz9weOXLkhg0bunTpQgi5detWVVVVampqdnY2IUSpVKalpanVaiaIRqNJTU2NiorKysrSR163bp27u3tRUVF8fHxhYeHhw4djY2OZh5RKZWpq6uPHj+vmLJPJHjx4kJGRUTdJJycn/bMIIbGxsc7Ozvq7T8chhFRXV6empioUirqNGo3m5s2bjdm/nuWiITMzs3Pnzt7e3ubm5sOGDWNeViZpKysrPp/P5/O5XC4hJC0trVWrVp07dzY3Nx8yZMg///zTRI0mSqUofpy3s7XHFDMLj8ZH46elUvIaZQ92NrsCAGj5Vq1aNWfOnF69/rsmXvv27ePi4uzs7AoKCrKzs2/dunXnzh3mIYlEEhoaev/+/eeFmjdv3o0bNwghS5YsGThw4NKlS0NCQj7++OOwsLB58+Y5Ozszw+pXr15dtGhRUVFR3eeWl5eLxWKKogghIpFo27Zt7u7uhJDU1FRvb+/58+d37979yy+/ZDovXLhw+fLlYWFhycnJdZMcPnz44cOHmT5qtfrixYuhoaHM3WfGOX36tKen55w5c7p27Xr37l2mMS8vz9/ff/bs2YGBgStXrmzYq8rytyeCgoK6d+/O3M7JyWnXrh0h5NGjR4SQTz/9tLy83NfXd9asWWKx+PHjx66urkxPV1dX5hVvikaGSqVifuSEECcnJ2tra3ZP3HAcDofP59M0/eJu+elfczhmbr5zePxGr9uo1QquJWp9OnKdXBqz1QSTeWOTaV48Ho+iKJNLm8PhEEJMLm1imm8S5tXmcrmmmDmfzzfh67B3NFR5/ZO3omg/g35SKSkpS5Ys+e+h7typrq4WCoV2dnYdO3YcOHCgSCTq378/IUShUAwbNiwiImLMmDGGhA0ICNi5c+fff/89YMCAmzdv+vn5DRs27Pjx4xMnTnz77bdPnDjxzTffMJ96jAkTJoSHh6enp48ePXrAgAF9+vRh2mfPnr18+fJJkyZVVFT4+vqOHTu2ffv2hJC8vLzMzEyKovLy8pgk9+7d6+/v//fffxcVFTk7O587d65Xr17m5ubPi+Pl5TVjxoxff/01PDyc+U+e6Tl//vwJEyYsXLhQLpe7u7uHhTVkfj3LRYP+NC5evPjrr78uWLCAEKJUKjt27Dh9+nQbG5stW7bs3LlzwYIFzM+P6SwUCpnRkqZoZFRUVMycOZO5HRERERUVxe6J18tL/zZVS9LLHu736b7OvvUbjT+c9mqSpqpSGDHVwsamMXG4XK5AIGh8Ps1P/64wLTaN+3kZi4mmbWlpaewUGsJEfyUZ1BUVJ1Vd32fRHlwDiwaJRMLj/fczbvv27Tdu3JDL5SqVKjU1tW63qVOnpqSkHDhwwMAEBg0aRAhp3769i4uLn58fIcTb2/sFA/49e/a8d+9edHT02bNn58+f369fv507dzo6OiYmJp44cYIQYmdnN3DgwKSkJKZoGD16NDMsURdFUe+///6RI0dmzpwZGxs7fPjwM2fOEEJ0Ot3TcYRCYU1NTXh4OCGkY8eO+v/kz507N3z48Pj4eEKIn59fQkKCgadcF/vrNFRXV2/ZsqWsrGzlypXMIIyPj8/Chf+9MB8eHs5MAxGJRCUlJUxjbW2tSCRqokZG69atjx49yty2srKSSCSsn7iBLC0t5XL5i0casi5/LhC2tWozjoU8dTrzs6fodu0rLUSkEdGsra01Go1cLm9sPs2Lz+dzOBylUmnsROrH3Nzc3Ny8srLS2InUm0gkkslkxs6ifjgcjo2NjUwm01+ZNhUWFha1tbUvHbZknVgsZiUO/S8L7b9YifRs3t7e6enpvr6+hJBNmzYRQuLj4z///PMnuvn4+HTo0GHFihU7duwwJKy+UDPwv5GEhIRu3brNmjVr1qxZEonko48+2rBhw1dffUXq/JttbW2t/2v/vJd3xIgRixYtioyMPHXq1Pr165migbn6/0Sc6upqW9v/N33NysqKEELTdGVl5ZUrV5iKJCAgwM/PrwEX8VkuGtRq9bJly/z9/RcvXqyvlZhLMt7e3oQQHo/H/J/dpk0b/UTFoqKiNm3aNFEjg8vluri46O+WlZWxe+KGo2laq9W+4PdcWnq+qvS8Z9efaMLTarWNPBw/6xZHUi4fPLTxoZjMGxmkmTETaEwubebtYXJpE9N8kzB0Op3JZU7TtE6nM+HLE01s7NixGzZsGD16NHMFihCyb9++p7stXrxYKBT6+vp+/vnnHTp0YD2NqVOnrlix4oMPPiCEiMXiYcOG/fXXXxYWFjY2Nvfu3fPy8iKE3Lp1ixnAIIQ8PczA6NGjR05OTlxcnL+/P1MHEEKeGcfNza2wsLCystLW1latViclJTFh3dzcoqKimGkDv/32G3OjvlieCJmYmCgUCidNmlT3tEtLS7/++uvHjx/rdLrjx48HBQURQrp06VJcXJybm6vT6U6ePBkSEtJEjaaFpnUFt1dZ2na1cx7GSjj+lQStq7vWxZWFaAAApiMyMtLS0rJfv34HDx48c+bMtGnT9FMUORzOgwcPmGsP2+soAAAewElEQVQKFEW5uLh8+umnzPV01s2dO3fevHm7d+9OSEjYt2/f6tWrJ0+eTAiZNm1aZGTk1atXN23alJ+f//QMg7pJMnkOHTo0Kipq+PDhdbs9HcfS0nLkyJGTJk1KSkpasGCBvmaaPn16REREQkLCDz/8MGfOHHt7+wacDssjDffu3cvIyBg6dChz19raeu/evcHBwSUlJYsXL1ar1QEBAcxXLrlc7oIFC7Zs2aJUKnv06NGvX78majQtFQX75dKb3kGHCXl2sVkvvJw73MeP5KNZ2LQCAMC08Pn8v//+e+fOnYcOHTI3Nw8LCxs3btyPP/5ICPnwww+XLFly5syZwMBA5irD/PnzR48eff/+fQ8PD0JI27Zta2pq9KE6d+7MDPj7+fkxn7Xm5uZvvfUW82i7du1at26t7+zm5lb34vjEiRM9PDwOHTr0xx9/ODs77969u2/fvoSQlStXbt269auvvnJ2dr5w4QJz1cPf39/Ozo55oj7JDh06MF+wHDdu3M2bN5nFFXx8fJjh82fG+fHHH1evXr1mzZo+ffp89dVXTM7z5s2ztrZev369WCw+d+6cWCz29/ev76tKNf/1sJbAiJcnrKysZDLZM192nU6RcT7IwqazV/c9rBzL4vf/EK1W/q8p5DnjXYYTi8VqtdrkLlcLBAIOh/PEN5VbPgsLC6FQWF5ebuxE6s3a2roxXwE3Ci6XKxaLpVKpSqUydi71IxKJ5HJ581+eaNWqVSMjVFdXNz4N/RA9NCcsI92ClORuVyseufgsZiUaNz+PW1Sgert34ysGAAAAgqKh5dCoyh/d+661+wShlQ8rAc2SLursW2m82IkGAACAoqGlKLqzjiY6p/ZzWInGKSrkPriPYQYAAGARioYWQVGTU/rgN6d2n/LNHFgJaJZ4QWdjq/bpxEo0AAAAgqKhhSi8/SVPYN/GcwYr0bilJby8e6qg3oSDny8AALAGHyrGJ5NclTw64eKzkMO1YCUgP/EiLbJSd+rMSjQAAAAG+8tIQz3RDzOXC6062Lf9kJVwnMoK/t0sZd8BhNuY3akAAJoKvi1pulA0GJmk+FiN5Kr3W/spip3PeEHiRWJmru78JivRAAAA9HB5wph0OlVB1mor+17WrUNZCUhJq/i3M5Tdg2i+Ce99BwAALRNGGoyp9P5/VPL8dl1/ZiugWfJlmsdXB3RnKyAAAIAeRhqMRqOuKr63yb7tBxY27MxYpOQ1vJupqq6B9P+2SQUAAGARigajeXRvk1ZT4+w9n62AgquJhFDqbm+xFRAAAKAuFA3Goap9WJL3s2O7SIGwLSsBqdpa/o1r6oButJCd720CAAA8AUWDcRRkrebyLB09o9gKyL+eTLRaVfe32QoIAADwBBQNRiCXZkiKYp3bz+XyrVkJSKnVgtRkjV8AjW8/AwBAk0HRYAQPby0TCF1buU9gKyA/NZlSKlU9MMwAAABNCF+5bG7lhX9Jyy606/Yrh8POUgqUViNISdb4+uls7VgJCAAA8EwYaWhWNK3NSVsiEncXO73HVkxeeipVI1MG9mQrIAAAwDNhpKFZlT38vaYqs0Pwn4RQ7ETUagXJlzXtO+has7OnNgAAwPNgpKH56DQ1RdnrHNxGWNmxtpQC//ZNjrRK9VYwWwEBAACeB0VD83mUu02jrvDs/CVrEWlacCVB80Y7raMzazEBAACeA0VDM9Goykpyt7d2+1ho5cVWTP6d25yKclVQb7YCAgAAvACKhmZSmLWGorjO3nNYjMm/kqBzcdW2dWMxJgAAwPOgaGgOtbI7ZQXRjl6f8QSsfSuSl3OHW1Ks7BnCVkAAAIAXQ9HQHAoyl/PNHBw8prAYU3AlQevgqHH3ZDEmAADAC6BoaHLV5QlVj/928VnC4QrZisl9kMctfKh6O4RQLH11EwAA4GVQNDQ1+mHmcqF1JzuXkSwGNUu6pLNvpWnvw2JMAACAF0PR0LTKCw7Jq9JcfVdSFGsvNbe4kJufpwzqhWEGAABoTigamhCtUxbdWWvj8I516z4shhUkXtTZ2Go6+LEYEwAA4KVQNDShkrwfVbVFbTssYzEmp+wxL/eu6q1ehIOfHQAANCt88DQVjbryUc539q5jhda+jY92U6HcXFpBCBEkXqQtLDV+nRsfEwAAoF5QNDSVojvrdZpa5/ZzGx8qrVYx8v7DI1VShaSCf+e26q1gmoudxgAAoLmhaGgSqtoHpfm7HNt9IhA2dleI9FrF6PwCFx7v8BuutlcuETNzdec3WUkSAACgXlA0NImHmSu5POs27WY2Mk5arWJUfkFbHi/Gw9W+RsbPvKnqHkTzBawkCQAAUC8oGthXU3ldUhzn4rOAy7NqTJwbtYpR9wtc+fxDHq52PK7Z1USax1MFdGcrTwAAgHpB0cC+h5nLzEVerVzHNybIVblixP2H7gL+Ife2djwu704WLy1F9WYgbW7OVp4AAAD1gvl0LJMUH5dVXGkf+DvFafhrmyyv/fB+QTszwSGPtrZcLj/9uvmZvzSe7dXYngoAAIwHRQObaJ2mKHutlX1PmzYDGxzkirx2zP0CX3PBfndXKy5HcCXB7OI5TcfOtYOGYG0GAAAwIhQNbCrN31Uru+sbsK3BERJrasfmF3QyN9vv0VZEUWbnTwuuJam69lCGhmHRaAAAMC4UDazRamRF9761cxlhaRvQsAiXa+Tj8gv9zM3+8GgromnzP2P52ZnKvgNUgW+zmyoAAEADvKZFg6WlJesx826u06mrvAJWCl8YnMfjWVpa0jT9RPvfldIx+YVdLS1ifdqJtBpq/17qfg49YgzfP4DPeq71R1EUk7mxE6kfLpdLURSXyzV2IvXD4/FI07xLmxqXyzW5tCmKIoSYm5vz+S3hV60e+Hy+hYXF039MAJrOa1o0KJVKdgOqFMUF2d87tpvO4bu8ODiXy1UqlU/8np+VysbnPehmKdz/hiu/WkoO7CWlJapR47WeXoTtVBtGIBBotVrWX7emxufzORyOyaXNlGgmlzYhxBTT5nA45ubmKpVKo9EYO5f64XK5KpVKp9M183GFQmEzHxFajte0aGD9r8ODW19yOGYOb0S9NDJN0xqNpm7RcE5WMyG/sKfIYo+bi7BSYnZgL6WQy0d/pHNxJS3prxiTubGzqB8Oh2OKaTMfAyaXNjHNNwkzEKXT6Uwucybn5i8a4HX2mhYN7KqtziwvONDWdyVPIK7vc8/KaiLyC3taCve4uViUlVrE/E44XPm4STo7+6ZIFQAAoMFQNLCgIHMF37ytg8ek+j7xTHXNxw8Ke1la7HF3sSh4IIzdT1tZy0eNo62smyJPAACAxkDR0FjS0vNVpec9u/5Eceq3JcTpatnEB0W9LS12u7tY5twxj4uhHRxrRowhQosmShUAAKAxUDQ0Ck3rCm6vsrTtauc8rF5PjJPKpj8s6iOy2O3mYnkr3fxUnOYNL8XQUYSHnwgAALRQ+IhqlIqC/XLpTe+gw4TUY+Wlo1XS6Q+LQ0WWv7o5i5Ivm104q/HrUhuGBR8BAKBFQ9HQcDqdovDON7aOg61b9Tb8WYfKKqY/LB5sZbmzrZPonzOCa0mqt4KVvUOx4CMAALRwKBoariTnB7WyxMVnseFPia2qnllQ/J611Xan1lZY8BEAAEwKioYG0qjKH+V839ptgtDKx8CnHK6Szip49L69eJu9jWXsft7D+4r3hqt9/Zo0TwAAALagaGigojvf0ETn1P4LA/vvk1T9u/DRUBurXU6tqd0/cSrKaoeP0bzRrkmTBAAAYBGKhoZQyO6VPtjr7D2Xb+ZgSP/fJVWzCx8Ns7HaYW3B+2U7LZf9d8FHAAAA04GioSEKsr7kCezbvDHdkM57JVVfFD760NZ6q4Ariv6VcHm14yfrxHZNnSQAAAC7UDTUm0xytfLRyTe6bOFwX74K056KyrlFJWPENlu1Sss/9tNW1tTH03QcLsHGdAAAYGqwMEB90Q8zlwutOti1/eClXXdXVM4pKhkntvlOXmUZ8ztt36pmzARibdMMWQIAALAOIw31U1F0tEZy1futAxTFfXHPXRWV84pKPhLbbKl4bHH6mMazvWLISCz4CAAApgufYfUjEDo7vDHNunW/F3fbXiZZ9uhxhJ3tlof3zLHgIwAAvBJQNNSPSNxDJO7x4j4/lFUsf1T6sdhmS3aaGRZ8BACAVwWKBpZ9X1ax8lHpDDvb9SmXsOAjAAC8SlA0sOm70oovS0pn2tmsv/w398F9RfgIdYdOxk4KAACAHSgaWLO1tHxVSdksG6t1f8dhwUcAAHj1oGhgx7rHZesfl39qbfH1qcMchaLmg3/pnNsaOykAAAA2oWhgwdclZRtLyz+zNP/6r0M0xakZP1Entjd2UgAAACxD0dBYa0vKvi0tn2/GWxG3n7aylo8aR1tZGzspAAAA9qFoaJTVJaWbSysWcsmyuP06Z5fa4R/SZubGTgoAAKBJoGhouNUlZZtLKxYT9dK/jjALPtJY8BEAAF5d+JBrCJqQJcWPfyyXLFXJF5+NU/t1UWDBRwAAeNWhaKg3mpDFxSU/lVeuqK5YcOkMFnwEAIDXBIqG+qEJWVT8+Jfyyq/Liz+/elHZb6Cqe5CxkwIAAGgOKBrq50+p7JdyyfqSB5+kJWPBRwAAeK2gaKifITzqTPaN4Id5tSPGaDyw4CMAALxGUDTUD6eqsmd5Se3YCG0bJ2PnAgAA0KxQNNSP1smlZvIswuUaOxEAAIDmhm8J1h8qBgAAeC2haAAAAACDoGgAAAAAg6BoAAAAAIOgaAAAAACDoGgAAAAAg6BoAAAAAIOgaAAAAACDvIJFQ1VVVX5+Pk3Txk4EAADglfKqrQgZFxcXExPj4OCg0WhWrVplaWlp7IwAAABeEa/USINMJjtw4MDGjRvXrVvn5uZ26tQpY2cEAADw6nilioa0tDQvLy97e3tCSEhIyJUrV4ydEQAAwKvjlbo8IZFIHBwcmNutW7eWSCT6h+Ry+cmTJ5nb3t7eHh4eDTtETa368rHixiTJ4ZTpdLrGRDAKDreMpmlaZ2IzRSiKEIoyvbQ5FEVROq0Jvk9M8e1NES6nRKfTmdw8KIpT2rD3Ns+O6jfAlfV84HXwShUNCoWCx/vvGQkEAoVCoX9IKpWuWbOGuR0REREVFdWwQ0hqqsKSrBuZJwCAEd2204qGi4ydBZikV6posLa2LigoYG7X1NTY2NjoH3J0dLx27Zr+bllZWcMOIeQS+VrzxiRpZWUlk8lM7ssdYrFYrVbLZDJjJ1I/AoGAw+HULR9NgoWFhVAoLC8vN3Yi9WZtbS2VSo2dRf1wuVyxWCyVSlUqlbFzqR+RSCSXyxswtOPeiL+BhJBWrVo1+Llg6l6pOQ0eHh45OTnM7ZycHHd3d+PmAwAA8Cp5pYoGb29vHo8XFxeXm5sbGxsbFhZm7IwAAABeHa9U0UAIWb58eVFR0cGDByMiIvz9/Y2dDgAAwKvjlZrTQAixtbWdPn26sbMAAAB4Bb1qIw0AAADQRFA0AAAAgEFQNAAAAIBBUDQAAACAQVA0AAAAgEFQNAAAAIBBUDQAAACAQVA0AAAAgEFQNAAAAIBBUDQAAACAQSiT26MZjGLfvn1OTk79+vUzdiKvhatXr6ampk6bNs3YibwWKisrf/vtt2HDhrm5uRk7F4CWDiMNYJCjR48mJSUZO4vXRXp6enR0tLGzeF1IpdLdu3cXFhYaOxEAE4CiAQAAAAyCogEAAAAMgjkNYJDHjx8LBAJbW1tjJ/JaqK6urq6udnZ2NnYirwWNRlNSUtKqVSszMzNj5wLQ0qFoAAAAAIPg8gQAAAAYhGfsBKClUCgUZ8+efe+995i7t27d2rFjh1Qq7d2796RJkzgcDiHkn3/+iY6OVqvVb7/99uTJk5nGkpKS77//Pjc319PTc/78+SKRyJin0SKp1ert27dfu3aNoqjBgwePGTOGaY+Ojj5//nxtbW1QUND06dN5PN6KFSuuX7+uf6Krq+u2bdsIIdevX9+zZ09paWlISMj06dOZR3fv3n327FmKot59990PP/yw+c+rRVEoFN9///3Nmze5XO7IkSP17+TDhw+fPHlSqVRGRESEhoa+oCchpLKyMj8/v0uXLk8Ev3btWuvWrd3d3V/aCPCKowFomqbprVu3Tps2jbmt0WgmTpyYlpZWW1s7b9688+fP0zSdm5s7duzY4uJipVK5ZMmS48eP0zSt0+lmzJiRnJzMfC7u3bvXiKfQYh07dmzZsmVKpbK4uHjs2LEZGRk0TZ8/f37mzJmVlZWlpaWzZ8+OiYmhaVqj0aj+Z/fu3bGxsTRNFxcXT548uaioqLq6evbs2Tdu3KBpOjExcfLkyY8fPy4qKho/fvzNmzeNe45Gt3Xr1o0bN6pUqrt3737wwQfZ2dk0TZ87d27x4sVyufzhw4cRERFSqfR5PWma1mq1O3bs+Omnn56IXFBQMGrUKOa34MWNAK88XJ4AQghJSkrKycnR301LS2vVqlXnzp3Nzc2HDBnyzz//EEJSUlK6devm6OgoEAgGDx586dIlpqetrW1gYCCPx5s8efK7775rrFNoySorKwcNGiQQCBwdHTt27FhSUkIIycjIGDRokI2NTatWrd55553s7GxCCJfL5fP5fD6/vLw8PT19yJAhhJAzZ86EhoY6OTmJRKJVq1a1a9eOEPLgwYPOnTu3bt3aycmpU6dODx48MO45Gl1GRsbw4cP5fL6Xl1f37t3v3LlDCDlx4sSHH34oFArbtm27efNmZqrjM3veunVr0qRJJ0+efCKsVqvdsmWLg4PDSxsBXge4PAFEIpFER0dPmzZt69atTMvjx49dXV2Z266urqWlpYQQjUZD/2/aLIfDYRqLi4utra3XrVuXm5vr4+MzZcoUY5xBS/evf/2LEPLo0aO7d+8WFhb6+/sTQiIiIgQCAdMhNzfXy8ur7lN27949duxYLpdLCCkuLm7duvWiRYsqKyt79+7NXN3o1KnTqVOn8vLytFptVlYWLk98/fXXNjY2hBCtVpufn8/UW8XFxXfv3v3ll184HM7IkSODg4Of17NTp067du2KiYmRSCR1w+7bty8oKOju3bsvbQR4HWCk4XVH0/SWLVsmTpxoZWWlb6yurhYKhcxtoVAolUoJIV27dr1+/fr9+/erqqqOHTsmk8kIITKZLCkpKTQ09NtvvyWE7Ny50xgnYRouXLjw888/u7m5MS+1lZWVmZmZWq3es2dPVlbWwIED9T0fPHhQUlLSrVs35q5MJrt48WJkZOSqVasuX758+vRpQkjHjh09PDy++OKLuXPnBgQEeHp6GuWkWg6xWMzhcCorK1evXu3h4eHj40MIkclk6enpK1eunDFjxpYtWx4+fPi8ns+UmZmZlZU1fPjwlzYCvCZQNLzu/vrrLxcXl4CAgLqNIpFIoVAwt2tra5m5jd7e3pMmTdq4cePSpUu7dOnCNFpYWPj4+HTv3t3CwiI8PPzatWvNfwqm4oMPPti1a5dOpzt+/DjTcv/+/c8//7y4uHjt2rXM/76MuLi4Pn366O9aWlr269fP1dXV3t6+X79+zIu8b98+Dofz22+/7dq1q6ys7OjRo818Oi1QQkLCp59+6uXl9cUXX1AURQixtLR8//33bWxsvL29/fz8UlNTn9fzaQqFYseOHZ999lndDs9sBHh94PLE6+7u3btXrlw5d+6cTqdTKBRjx47dsWNHmzZtLly4wHQoKipq06YNIUSlUvXs2fOdd94hhCQnJzs5ORFC6l7W5XK5zHA6PGH9+vUffPCBu7s7RVE+Pj5FRUWEkKKiouXLl0+ZMqV37951O6vV6kuXLq1bt07f0rp1a/1t/YvMzHiwtLQkhISEhFy5cmXYsGHNdD4t0qVLl3bt2vXll196eHjoG+u+PzkcDvPSPbPn00pLS0tLSz/77DNCiEKhuHbtWk5OzsCBA59unDx5ctOcE0CLg5GG193nn38eHR0dHR29fv16R0fH6OhoGxubLl26FBcX5+bm6nS6kydPhoSEEEKkUuknn3xSVlZWW1sbExPDDKcHBAQUFhZmZWXRNH38+PHAwEBjn1BLJBKJjhw5Ul1dXVJSEh8f37FjR0JIbGzsoEGDnqgYCCGZmZlCoVA/p4QQ0qtXr/j4+MrKSrlcfvbs2e7duxNCfHx8zp49W1VVVVFR8c8//3To0KE5z6gF+v333z/77LMn6oBevXodP35co9EUFBTcvHmTGVF7Zs+nubq6Rv9PUFDQrFmzJk+e/MzGJjsngBYHIw3wDFwud8GCBVu2bFEqlT169GB2xG7VqtXIkSP//e9/W1pa6j/t+Hz+woULt23bVlVV1alTp5kzZxo795Zo0qRJ33333SeffEJRVP/+/fv3708IycnJOXXqlH43y+Dg4Pnz5xNCbt682bVr17pP9/b2HjZs2Ny5c7VabWhoKPP0cePG/fzzz1FRURRF9erVa8SIEc1+Wi2IQqEoLCxcvHixvmX69Onvvffe0KFDi4qKpk6damZm9umnn7q4uDyvpzGyBjA9WEYaAAAADILLEwAAAGAQFA0AAABgEBQNAAAAYBAUDQAAAGAQFA0AAABgEBQNAPVQW1sbHx+vX1hQj6bp+Pj4xMREw0PJZLL4+PgXdKisrLx48aIhoSQSSUJCguGHBgBoGKzTAFAPDx486Nu3r5WV1ePHj83NzfXtiYmJffv2dXR0LC4uNjBUdnZ23759NRrN85bRTElJCQ8Pr62tfWmo5OTkMWPGPLHTEgAA6zDSAFBvGo3m1KlTdVtiYmL0W3w1v65du/7xxx/GOjoAvD4w0gBQb4MGDTp48GDdvR4OHz48aNCgupcnlErl7du3HRwcnJ2d6z63qqoqNzfX19f3iZhqtTorK4vH43Xo0OGlmyHl5+eXlJR4enq2atWKEMLj8Zj9w/Lz8+/fv1+3Z0BAALMVVr3iAwA8E0YaAOpt1KhRcXFxSqWSuZuSklJeXl53b+uff/5ZLBb37t27bdu2ISEhzA5VhJDFixfb2dkFBwfb2dkdPHhQ33///v0ODg7BwcFdunRhNv543qHlcvmgQYM8PDxCQ0OdnJzWrl1LCElOTg4PDyeE/PXXX5/8z8cff9y3b9/09PR6xQcAeAEUDQD11qNHD1tb29OnTzN3Y2JiwsPD9Zcnbty4MX369B9++EEqlRYXFysUiqioKKbbunXrYmJiampqLl++vGvXLqZ/ZmbmxIkTf/zxR6lUWllZ2bVr10GDBul0umce+qeffkpJScnPz5dKpevWrVu8eHFVVZX+0cjIyJs3b968eTMtLc3b23vgwIHBwcH1ig8A8AIoGgDqjaKokSNHHjp0iLkbExMzatQo/aN79uwJDg7++OOPKYpq06bNmjVrDh8+XF1dvWvXrjFjxrz//vsURQUEBMyePZvpHx0d7evr6+zsnJCQkJqaGh4enp6enpGR8cxDy2QyiqLKy8s5HM5nn30mkUisrKye7rZ06dKsrKx9+/ZxOJx6xQcAeAHMaQBoiNGjRw8ePFilUt25c6egoICZ5cA8lJub6+/vr+/J3M7Nzc3Nza27jTKzwzUhJD8/v6ioaMmSJfqH+vbt+7yd5GbOnHn16tXAwEA3N7f+/ftPmTLlrbfeeqLPkSNHvv3224sXL9rb29c3PgDAC6BoAGiIoKAgkUh05syZa9euvfvuuxYWFvqHbGxs6l4ykMlkhBBra2uxWFxZWalvV6lUzA0nJ6egoKDY2FjmLk3TcrncwsLi3LlzTx9XLBYfOXKkoqLi/PnzBw8efPvtty9dulS3Q3Z2dkRExHfffacvSp4Xv/EvAgC8bnB5AqAh9Fconrg2QQgJDAw8ffo0UysQQg4ePOjg4ODm5tajR48DBw6o1Wqm/cCBA8yN4ODgs2fPFhYWMnc3bNjwxhtvPG/OwezZs5cuXWpnZzdy5Mh9+/bZ29tfv35d/6hMJhsxYsSoUaOmTJmib6xXfACAF8BIA0ADjRo1KiwsjKbp9957r277lClTtm3b1rt374iIiLy8vO3bt//4449cLnfu3Ll79+4NCQkZNWpUSkqKflbBkCFDunXrFhISMnXq1Pz8/N27d3/zzTfPW/HJz88vMjJSJpN5enqeOXNGoVAMGjQoJyeHefSTTz4pLCwcMGDA0aNHmZZOnTrVKz4AwAugaACoBwsLi759+zJflAgODg4NDe3QoQOzRoKjo2PPnj0JIebm5snJyd9+++358+cdHBxOnjwZGhpKCHFycrp+/fqmTZvi4+MDAgI2bNgwfvx4iqIoijp16tTWrVsvX75sbm6+b9++999/nxAiFotDQkKeSGDSpEkWFhZHjx7Nyspq3759cnKyl5eXRCLp1asXc+g333xz586d+v6RkZFeXl7PjA8AUF8U5kMBAACAITCnAQAAAAyCogEAAAAMgqIBAAAADIKiAQAAAAyCogEAAAAMgqIBAAAADIKiAQAAAAyCogEAAAAMgqIBAAAADIKiAQAAAAzyf0xOYRwbbMADAAAAAElFTkSuQmCC)
ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10")+xlab("Model size")+ylab("Changes")
![](data:image/png;base64,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)
---
title: "R Notebook"
output:
  html_notebook: default
  pdf_document: default
---


```{r}
library(ggplot2)
library(ggthemes)
d <- read.csv(header=TRUE, "~/sort-perf")
```

```{r}
d2 <- d[d$test == "set-model", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Set Model")+xlab("Model size")+ylab("Time")
```

```{r}
d2 <- d[d$test == "append-half", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append half")+xlab("Model size")+ylab("Time")

ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append half")+xlab("Model size")+ylab("Comparisons")

ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append half")+xlab("Model size")+ylab("Changes")

```

```{r}
d2 <- d[d$test == "append-10th", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 10th")+xlab("Model size")+ylab("Time")

ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 10th")+xlab("Model size")+ylab("Comparisons")

ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 10th")+xlab("Model size")+ylab("Changes")
```

```{r}
d2 <- d[d$test == "append-100th", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 100th")+xlab("Model size")+ylab("Time")

ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 100th")+xlab("Model size")+ylab("Comparisons")

ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 100th")+xlab("Model size")+ylab("Changes")

```

```{r}
d2 <- d[d$test == "append-1", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 1")+xlab("Model size")+ylab("Time")

ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 1")+xlab("Model size")+ylab("Comparisons")

ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 1")+xlab("Model size")+ylab("Changes")

```
```{r}
d2 <- d[d$test == "append-2", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 2")+xlab("Model size")+ylab("Time")

ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 2")+xlab("Model size")+ylab("Comparisons")

ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 2")+xlab("Model size")+ylab("Changes")

```

```{r}
d2 <- d[d$test == "append-10", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 10")+xlab("Model size")+ylab("Time")

ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 10")+xlab("Model size")+ylab("Comparisons")

ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Append 10")+xlab("Model size")+ylab("Changes")

```

```{r}
d2 <- d[d$test == "remove-half", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove half")+xlab("Model size")+ylab("Time")

ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove half")+xlab("Model size")+ylab("Comparisons")

ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove half")+xlab("Model size")+ylab("Changes")

```

```{r}
d2 <- d[d$test == "remove-10th", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10th")+xlab("Model size")+ylab("Time")

ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10th")+xlab("Model size")+ylab("Comparisons")

ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10th")+xlab("Model size")+ylab("Changes")
```

```{r}
d2 <- d[d$test == "remove-100th", ]

ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 100th")+xlab("Model size")+ylab("Time")

ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 100th")+xlab("Model size")+ylab("Comparisons")

ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 100th")+xlab("Model size")+ylab("Changes")
```
```{r}
d2 <- d[d$test == "remove-10th", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10th")+xlab("Model size")+ylab("Time")

ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10th")+xlab("Model size")+ylab("Comparisons")

ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10th")+xlab("Model size")+ylab("Changes")
```
```{r}
d2 <- d[d$test == "remove-1", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 1")+xlab("Model size")+ylab("Time")

ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 1")+xlab("Model size")+ylab("Comparisons")

ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 1")+xlab("Model size")+ylab("Changes")

```
```{r}
d2 <- d[d$test == "remove-2", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 2")+xlab("Model size")+ylab("Time")

ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 2")+xlab("Model size")+ylab("Comparisons")

ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 2")+xlab("Model size")+ylab("Changes")

```
```{r}
d2 <- d[d$test == "remove-10", ]
ggplot(d2,aes(x=model.size,y=time,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10")+xlab("Model size")+ylab("Time")

ggplot(d2,aes(x=model.size,y=comparisons,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10")+xlab("Model size")+ylab("Comparisons")

ggplot(d2,aes(x=model.size,y=changes,group=model,color=model))+geom_line()+scale_x_continuous(trans="log2")+ggtitle("Remove 10")+xlab("Model size")+ylab("Changes")

```