首先将caffe的根目录作为当前目录,然后加载caffe程序自带的小猫图片,并显示。

图片大小为360x480,三通道

In [1]:
import numpy as np
import matplotlib.pyplot as plt
%matplotlib inline
import caffe
caffe_root='/home/xxx/caffe/'
import os,sys
os.chdir(caffe_root)
sys.path.insert(0,caffe_root+'python')
im = caffe.io.load_image('examples/images/cat.jpg')
print im.shape
plt.imshow(im)
plt.axis('off')
 
(360, 480, 3)
Out[1]:
(-0.5, 479.5, 359.5, -0.5)
 
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAAAU8AAAEACAYAAAAzw/RLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAIABJREFUeJzsvU2Mbdt23/UbY8y51tq7qs4597xrx44Tx8RSHESQQxQ+ZSIEjSgCgQINOnwEGkShgxBIQAci92giRe6BiATiI6JJEAoSNBwQChGQIBk7xFJs5z2/j/t1zqnae6055xg0xtx1nsGvwetcI9WUSqfuPXV27bXWnGP8x///H2NLRPCyXtbLelkv6//b0q/7Dbysl/WyXtb/H9dL8HxZL+tlvawfYr0Ez5f1sl7Wy/oh1kvwfFkv62W9rB9ivQTPl/WyXtbL+iHWS/B8WS/rZb2sH2K9BM+X9bJe1sv6IdZL8HxZL+tlvawfYr0Ez5f1sl7Wy/oh1kvwfFkv62W9rB9ivQTPl/WyXtbL+iFW+bp+8U/8Q380IhwhEFUiAhUBEQACEBVCBTGFEoRCL0ENhSJg8+cAVBDJLwBFGGMQ7lhvuHckQEfHCPAgvGMCKoGF0xFCHHPHBSLy7SiCBLiP59fPPx21+X4jcHfcO6Ds18ZxDNwHY/j8N45HR0QRBDPDrAJQa2FZCnUxTJVaCmUt1FKoS6HWyrIsFDVKKZgZ4kHvncvlwuPjhfeXnctlpzfner1iJiy1EOZgAgxChdAgdKACRYWyGMVATRCE4Z0xgv0K3RtBz+uUQARiFCKCGHmnfYBqRQnUOqb5vk3y9QQleuBDaM05jk5vQW9BOxx3IcIpNai1sG6G1KCeCmaKqAOOD8WHIW5EKBGABzLvP6Fz7wQ691R+ke9RoI9BeF6raiEIKMHwAZLvA0ACwh2OIKIQLgSD9VRY1oXlVFjOxvm+cr47URZlWQqllPx9fVDOC/W0oWasW+X+9RkphuNcLxeu+87Th0e++uwd77584tvf+ozHL3asCagwImAI4cbYHUdhOIRAz+serVEkAEcAtdwvqoGIoyXPkZigEQSCioIIbQRileFgVRGFeqcsm2GbUjfh7n6jLrAsBcLwMQigHQPvwvVpcP0weHx3RXphf3+wXzreAu+OR6ACQuCAh4NCaO4lK8xnX7n/9I67bzxw9/rEw/2GqtJaY4yBuxMj+HC58uU3v2L//EA1r0MtH5jLQNUglAif3wfbKmybU6xgKqgdmChSDDUnYhB0fCjXvTNcIAwWYTnd85f/o1+S3y6GfW3BUyQHkqiTNyYA0+fNLqqISAZHCUIExDPAKqAgGsjtwHgwnxIEhASmihIgRnhH5u8JIiMj+VA1IgMD+UClBObz5wD8NjxFng+kqtzi/G8JqGaFMYJSKoTRWiO8A4JHR1UgBPeY98DJ8BxENPoY1GpECAMQFBiEa75OzaAdzgzo+RXhxEwWx9EymCB073mNoqCgOmOMCFZ0XoMSAh6SB9+NMZwxBoSiZnmfYxDk8yHm+4hBIPkMJTCrlFWp5gjKaM44nOjQO4yu9AbHPugtA2oAZoaKoxqozkcZ+SzxQNUYoQg236PPQ1LyfdAzYESGa3d/fi6Qe8sJTDPjqhloQFGk5LcAwUzg4fQ2GAvogBgDH8HeOsc+0HdCWY0vNuXNW+fu/szpDtYV1m3h/LBSH07cvTqznU8s60JZClaN5oPlvFKeLoQJPZyhg1d+Zrlb6Ltz/XDQn3o+rABbhdEG4vPeq+K9Y2YQg2L1ec/DQBRKEazMqzLHPBOOquKeZ6r3hlDw7tSTPAORUivLItSqqHq+piimmgmoO213jsugdzAt9OFkXFaEQe8dRBDVPJcKhuDiqIEomCkqmvdjM9ZtZTlVlqUCTq3bBCBB64O1DZZlwbdMdGJgloc+RFA1RIQhCuRZa95RV1gUqQWVYAAmQqihqogoPpSVOu+N4UtD6viBMexrC56hhgAemclUhHDyZkseao8xkajOICpYCEMdEyM8A9jtiAgQY544HSiO4diqbLXSrzu9N7x7Zh4F9UCUDFSSDz8mAr29sHg8I2O/BVq1/DvR+WciyTy0HTWnIASV4QX3PZOB5/WZ5Z+EIQK9Ox7gCv3IgFqAoLHNAGtSGZGJIjTR1RjQG3Q33OHYD8bwGVCViEE1BQ2kGlYE0chgCZRSEIl5oAYRio9gjEAlN1FGW8ddMcvDk3FJYCJLjyu1LNTVWc6DUirRHTRQjP0I+hEcrdOPQd9lIs54fi2tNpFSYKbY8wEojCaZQAIyexq32KqiQCL4kXAYuyW0iXlqyYATeCY+FaQoLiOrmADBkZIIaQzHSj4TvCMj0C747si14K3Tx0E8Qrtcub55xenVyt2rjbebUR/uefX2nvV8x939mXJXUMsksQzHroKYM+LCcVTqvnL36kwpB3sfnO4Wrl8efHh/0K8NPwwbBR8OBBKOlgx2GoppolVRp1jeIi2GaKAkOjNVIhJ5qATRBuEdB8wKRQpCHqhiRrG5SQyGD1QE0QIu2FIoODwOWu+Mnud3dIch+Ag0U20eItV5tgKr89yKogIsRr1bef3JJ3zyyWvODwu2GBEfK73jaCxeGNdOXZVxrzAGVQshgYgx7Dm65HVEngGk0GQCDHdEFWVwRLCIzfMfiAnlVPBwJKMyovUHxrCvLXgi+eDFjBiem1cFz9yf8U8h5IbwZsmhknD9+1bM10Mkg3DkBlO1RJs41Yy7hzs8Fq7XK/3S8Vl2glMoeOzgYFiW4RH47WCr4t8XNHxE0goRz3RBRDyX44JBOKV2hMHRnOGAZ3ZkHmLIsiaYr+GOmCYikLwn+54bUjE0AnXFbxl2DLrnV0RQinG0jlpQq1KXSl2CUhQvAuoMGWRwFtSUUMfpGVSHZ/JSUBUiEsXlfQoi5LkcAsFdCQbLatzdK+tdoKsg3gkpINB7ot4+Do5j0HaSNpnPzyyDOhKI6XNC9BEQeV/cBZEykW4msAwLmbh89I/JTiRLxDGwkqW0qM5naUiR3FsxaReTiT6CsAzeBWWMAp5oL4Ykgi4gBY4jMsCOStuFzz57x9oWunS2N5UHC3StlPuCnpRlW54ro1ICbUfuVzXqamz3hUuDoeC74+ZsZaG+qjx9fvD42QV/ChJIdFQ1qQdAXSZiD5glclYVgUUi+bxPgWngI/di0jRKEQVT8KQbugs+BkUWROqsCMZE+h8rL1VJuqIWLteWeS4835tCn88jzwUgmu/z+X4rixq6VtbTxrqdWJaVdV1ZNwMBj6C1lq9zBLYI292SlaYXVDSpAEh6R4LwLBZFlHBmpRKMDle/0lUpRTGAnmgYUUwrpsKik+rS8lurl//H+tqCZ5ZPiRJENQ/oDKi3oCITcd7AJGSBBjwHrY/fJyJLIBgUBPMsY4rYLD0OShFenTd66VyPK/1oCEmKSSgyS1G5Be0ZiJP/fOYEyAAKEoFaMOuVpBNCQTo6y5JeG9EK5ivRRwZoq7kRJTksE0F1Iaw/I+k+BtLynuw3xOXOUiox+V584GOgqizLQl0WtvNO7x2zwrIodVVKNZofhCkJDhJljxiI5ubxGZjUDGtACEfPIKkOIpUYQYTjCKIDtQ7aeXizsT3slNPAQxE/MRi4C/u4sjfjcnXGAYxZSeg8wApmv5UKuTElAsi83yCYFNpIvnZifgL/+LxmEvIAWyq1VtBIdMJtH83ALT6poUDUk4ezRJ8hAwmoEfgIogeY46qEdEpR1AtyTf6xR8OH0nGaBK5C16xeOoOuTikLozXG6PThuDtDnBadYTvl5ChOKcGoYGswrkLUitvgEo14cgpZ6ooGRUEZ4DariLw3FoIyJtAIxBPp5t6NWaZlslLJwOpjQM09vbfOsguVBBAWWZkRN5AQFBOKCVaEZTN6H5Sq9H4rqTU5abnRXY5FVgqqSlGlWKEshdN6x1IKtRbqslCLIZZnrtRCb509dtayZEl/htYdwlEM98Ete/qkfHoM0NQiQgNhwYfT8azK3MBTf1AxRsyqcJm0G6m5/KD19SHPSBQnNkuzMUswVSJmUBTJUnqiTshMdEOpMIUCmIE26H2k2AKYBEUc02AxhShE7FlSWLAuhllu6Bi5IcaIDMLPSJLnA8f8TUzOTUSSv4/M9EQeUjzLG6tO2ZT7dUFV2NvkiFpn+HzoI9Fd+EDDJ987ha8I+hiMCGoRxrg8F0KLCNQMPLUYxQtxyhLD7OF2kwlN7jLEQYU2rqjC8MAlQIMxD5UMEoFEh+IzCCrRlaARMkBAI5IXXgoDp94r9spZzooYbBRid67F2fsCIux9zDzkH6+PRO9aQcqNghE6nmggAo3kuiN0hsnkb4ckKeLhyPeV/pDoKA+foJbPcoR8FLxCkFDcBWMgckUxqElvdGkEA6mJsLUIo4AdWdaOVSk9aJdBoHA4pSivXm3cvzqxnlbcB+3YafuCIlz9gtrgGI396UrfL1yv77k8XWj7I629p9Rg8cDNsSpEd2QT+tOVtTnWjL04/eroEErN1JGBMUCcYoZ4n/dM8J4USOB5zWMkXncIF1QCj4GthlUodQpDfXCgLFUwLUnN9J5cMYDDaAOTShFnmDB03jex5K09z/DtyeDJg8tBVidbRddKXRdEnKEKBlIKthY0BoJS1biGME5Qrgfb3Skpm8t10mCpIWQsCNSd4U6JZB1kIstwELF8D25Je8hNuLKZwDO4F7OsBu0HG5K+PuQ5xaCQqZebJQKcS0SQmAjhhjJvPB2WD5+PQdRvajipQHoRijpmSpUsYRDHxySXPYPK6J2R/zh/tlbCZsDx5wTNcH/mN/MCJqMTUwWOwIoBAzVQDdZTxVZhu6+sW2Y1D+fyOLg8HfQejCMYHoxm+J6oTVVT7Z2/W8JoR0fUsVIwK1g4hYpVwwxKyTI+SyZNAUaTN3rcH9n7jo8+eVJH1HDvhDohgmmiXzeBDoyPwUYsSzHMkhLRwfl8Ag2W1fj0G8o1PqO+Wnh9f+LpqyceufDp/U/ynd94Yo8GM/ipCr3n81SDUkHNJw+cHB2SZZbOasJlon69IVDFUMatVBdFnkW9oBSwIpMLuwmQ5fsOmT9TO+FQYiN6x6UnfVEANcJmkshygh4NNUWi0tugAi7KMKhbQe6gnAuuQQ+nNefytOMD4mmnt3dcjsH++MSxv2P4ztF3elwpJnQZlBqcFiM8GM3hSLRW7kDHdEq875RDsSlg2qQz1ASJkSj6mRu+JZagjxTZcPBUDYlICmeMoKwV21bKpugqrFUpxai1zudhjAHendGdds29fOxwvXa8NxSdoOdGZd3C10fQMSQTtewNaknBcDGKjeQdTanLkmd2uh6KBDWcpRrrujD6gKnCj96p1Z4D6OBWlQTes7oNT1eHmE9RMROvSQbUYkZdoBSl1JrOGJwxKYHfbn19artNQtcngpyIymYZFbO0+K3lOdzKt4iPh+yG0m432gm63JS9gOJzk+TfR2SpO8bAW2eMQbHb71K2bWGMwb43eu/PvyPQWbUnAvJJPkfMYDcCs8BMKCssm7LeLWz3hfVkbGtBq3B5igygl8718aD3wXEddGv4HvOeKCpTzZ4ugTKzoIfPMjRQ5gZf0h6EZOa8bVz3oBRhCDSR5O9m4umalEWEElpwTboiVDIr90SmtqYaf6sMTueKbBVbhIeq/K63b1j1Dae3d3zry9/gR7/xhr/9+W9y2d8lAkTRnlvaQ6ilpCVsBn5Rme95VhKRdAehBBlUQ4W4VQNFic5HoWnuqbS8yLQ35d/drGHMIHorWWXuhd53vOc1RwU1hRFEGUR1sAw+RTT5YUgEprfEOrBFqWejPpREjab5TPeGD3h83OlH4+nDlevTlf3pA0ijVsHtitvAuTJ0oDUpB63pxKi60KTB6yBM8CK4GHwZeBsULVkJkDy6S8cyVDHGwFRmpR74yPNi3LjoTp/uE1XFZKGUyulhYTkbay2ojUSxU7SMSE6/HQcRQe9ObxDdUVE6yW3fzm4+lzwvCEgkIh4tE1hbC+vdhhSjlLyfRAY9XRRV4RhjPjMHcUyFUpRYCvu+p1UJRy3dHe5O753RBx58tDq5wRFYVdyhVJ+ARxDtLOtGrXVSHSP3/PgdGDy7gQ7NYHlDAbe/nJyVkOgBmchPDZfJNYqm6iyZQQqaCnhIikTe6VUQTz6jSictPgF+82R6kt8kQW7Ts+k+qOtC3VZGH1yerrTWcT9ShMqoTUZvm4j04OhQCMwW1tOCnZztNDivheVknM8Vq7CdlNO58/hBeDThehmoBFeUEQ3vybHZYqgZ3pIBDxVa75RS0r7hDmFYrAiVWxmcRHsHRopDCqNnsPWZDA52GlciOkW3CXGniET6QkcBMFyYvkFYT5V6MjYVliWyVJfBH/r9f4i6Fp4+fE6p9/z43Y/yrQ9f0KOisRF9R0OJkmWj6SyrJTdwPrtbOWEM0uKiVhh89CZWWxjuREl6hB7PFcJ0GKU5YBY0RKqmVtJF0MfBaJ3ePdGPQwtHTPDFEwXXQLdAD0XDYQ2oAyVpDLcD05Lkgg6KLdStYiVQHfSx0xp8eHREC+3q7B+uXB+v9McnWm/I4lg90ueoDVkOmjqyKbI6i6/UstH0wqoHSt4HQylXget0DAxFcSI63m8e1Zr8McGIQAfUIsSA1oPhHZGKR6WHoNWpJyOqIMUwEVatbKWiVQlpRKQFzqPhY6QX150imdhdoA2fQlAGZo/5bGbSc8nkNGJgTMErgn10XksQFEqpuKSjBh90DwSnx2DgHHHQfUdpeBwQmch8+LNvT93RCJqPFH2Hp+e0k+eoBbIKspS8o1YoxTDJr2KSbhU1Kv0HxrCvD3m6TyVMk88UzSJjorkbx3izmmReBRmptDqJNCTkmR8b0VJ5jKB7CjMhKRzdVNToMT17/TkjpV9uljhJ6iGSwoxuxulUefqw83TsHK0nsT6V2yytR/pS1YmhtL0z7iqiFa0VW41lW1i3yna3MICHh0JZH4Edlx2n04fOcjqDQK0ZEBlpnekjKYajtVSLEdQthTYT0OSaiFn+6pjooDOi08ZOG41jHDiN0IEtAr7P0nkl1dxEB7YYyVIpaEuSfyvoktzgm7dv+KlPPkEYfPN73+Qf+7v/BH/kJ/5+fulX/2d+vXyH63f/Jq++8Yq//rd+jbpWQnakCVg+Y7Mb4kyhTi2tUREzQUUiZVsy+N3UXEFQv9muZ9r9La6HjKA3muVWAvcxGE3wdkNrU0iSfA0ZKaRpE0I0T8dNBBTH6jSeW6FLINJZ1gxUuji6FDA4jgNC2fdBO3oayd/v9KcdPwbhB1o6y72wnAxsIBaINMQVDUNUWO8KdEFbUlhNlDoc7iEOZ3wYjB3My+TOkz5S4vtojOS3taVjwX0gsSQiYyBqrHdnlq1Q1y29w8PxSPRmqmhJ0WZMnn+PPS2BVlnuFPfOKh1v0I6WSHdSIhGp7FvkPe+jY7VMW1Vy9qKdY3S2aDTv7O2JOIxay0SRLf9snr7h6SyRWWElsA4IZ4wESBHTy+tpyh8yqJYVWMSY2LxixViWmpSRJAfqnok7pKew/QPW1+fzvBVbzx7D/L9oorqb79A0GFOh8yC7ahjpqRyePJ2n0d1MiJElgkQhvDFk8NQbxVJRxAcxdnx87DpK7mga2iY6FUr6DYuxboV1q6z7icvlyr539tZoR6LYLKHTGyYhtNZ4enzi7uE1QVCWyM6hk2JrZS0r23rPcr4H+YwegzY6Jyts9oaQFJWS1hF87OgAaYXjOmg+oAVDhBKFaKDF0VIpFKzIRJ5wjMFlv3A9Lny4PjJicIwrlJtfMAtfEXveiGoFxGAEJTIBpZk4/a+bFU5VGfuFT5ffx+/7xk/x9u2P83p/4Gf/wB/lD/8d/yC/+iv/B9/+pf+AL/adnzh/wreOK6XATk8ptKaPM+1QniqxJRHhGGJpVSm1UNcVtRQLx7Rf5L+RZ3pnWiNw99zUN74WfebCojs0ZzF5PmAik18cA++BDEtlXKEfQhXJQzT5z/T4CqbTFxgK1dFSnju3xjCexkFvg+vl4PF95+nLJ+Tq2TFmUFyIBrEGVssUQpUqK8vyivu7M2bBtsDj5UsKRusHsgzKOYirEiP9wdEcH9OVAozoqN1sNkmXtDETzmiMSAExWwuEkwhWs5tLNRP3cfT0eY7sABx9IrgbutOSrhgNyrriR/LXfU/jsU+HStJGBYkENW6KqFKWgtbsFHQGbQbOox1wDFyM7rOTbjoCiJ6U1fdReWjyqRGRGon7RLy5v236eSsVabMlRYSB4z4oZWNdF0qBakYpdQrBR/KpvxPLdmlt+vGynEAFmdyi45nwLQl5JLOhqeIIRfPmpE8r1daINP2KKc7IEhEDjHbs9NFRb7j0FJTGDlPDL6psZ8MDqlVK2aZ4oSBGSD7sB4NtXblcL89thm10Lq2TVM1IbifguASP7w/uHs54GMUCK0IpC3frA1oXXj9siC+oryjv8OHUagiZ5VtriVwuwnHt2SUlLTmlUGRu4NaCix00LSxRsjtKnTE02zf7I3tvjAiOfiQaF8U0lfDsykhOT5BptZI8jMYU3BKB1agUKtti/MjbVzw1ONdP+Nkf+1k2L3z1699kPd3x+3/67+Xf+tf+PP/1X/zz/NXjF1ntS7795cF2hvdPT4i25Olkdj9JmR1mN6FwUJfKeirU5RYY0zLlCN1zT9x4cBWm8y0PdHgweiRnrDKtTwJFs0zXW3tnoiwisDBoaTMa6oSNtAMtkzMlAwF49oR5egNUVkwqIkrrR/aEXQ4uV+fy7kp/1xmPjTEUrw1d53UfnToKYzTcglN94PXdG169fs26VupacHXO2yd89e4zjnZhHDvdhD41AxOl6SA0vcDSE8nGrWVTlWLK3hojsmnDPSOke3K9H95dsWKU2qn1BHQyRw3MFsyMPvq8j4LbCh6M6HkWxdGagZKqYAWBKWTe3BHgpbBWQYtS14Iuknzxsma5f7NgTTDTW5/P2PHhtLbTxs6I7ERDHTNL8Wj6tVWV0Xp2IrqkYDQFYysgURhjnyp7sK0L27ayrMpWyvN+HGNBo7KP9gNj2NfYnpnm62eh4LnMuJVxkWhidvWoJqoMyXL8ZhCXSQgbkPanvLH2LD7c1MbB8JFZ14PwVGtjgOs01VMyM26JhouVbE2UhO7Jz8F2WqhVqHWnd2MdhdEa1/3IjEsavN+9e2I9Q1nu2U6d2hfEs2vBtFKrcXc23r4VlvXM49NTqtAijOG03mnHgdsH+hDiyIN+8wkebiw+CfM2KHuwnA0W0EIa2I+R5Y4HLTqoUouCDeoiuE7t2gSzVN3FBe9MhZ3nYBrR6d5pAz69/0k+fP4ZDz/9B/jd60/w1W98wS/9rV9lf/8Zbd+xTfmDP/fH+VP//L/LP/Czf4n/5C/8AuM3vkOpZ37te9/i2gdFbl0kKcKFTgM2ii2FZassa6XUNLWO4Rk85RY4p5Dntx5qJXxk9aHy7L6IkXzxrd13MgJ4T2sLcuPlprrvQdRE5UgG2ZttLSK7cSCRm4lOXj7pBCe7bI4eOd/gcuCHI578uLeGF8uDPZRjD5Yl99pWH/jk1ae8fvWG890ZLQUp8HR5j1IZ/QuOx8+QzRknZzwF/ULSKs8eaSMZqI4VpdyVRJXDGG3g7yEuwUDyy0EGXC4Hy13F6Ww1+2MljZbz+m8CUEyxNVXu1kbSLB7UEJrE7A6aTSYJ7yk6W3AXpS6KFEnBcDWiOFpSDOpjh66MkHS+aD7nMQZHy+654en2bn02MATPIMBUkW22RQ+f9ER6TmNSEslRK6fzCiIsdeV8WlhLViFE0On00eF3Iufpx8xkDLQY4dlx4+7TYpNhSHxaXMjwlv3cGQTEZ0eMf+QqlUCHI5q8xvNgAsthFrgy/EAkGOHIyLJnH6D+hBnYDktZ8HBmGzgwOdPRn1VhM5sl/sAl1coW0I+WZfcRfPHZlaUu1G3h7lTRbYUoKAXVhfO5wFDqulHPxrFnpnN3qhuXa1CPitUd1SxXW+v0Hrh0TgDakQVKGfhwFs/W1dEtr7HUPPSVFJhsijUqE9XpvJ5UGc2WLHum9zZdtoaK0SZPfFc3ftfbn+L36I+zf/cDf/XX/xfWdcFaorP98eB//0t/kW/+tb/C3/Mn/wx/+k//Hv7sn/0XecfB2/t7vvd40EUwqTMAZWvqc/tcEc7njaUuyYUykKa0lokuu55uDoyP36gaYxzpndVstWP2Ps/O7Qw0kgmE6bGNMMJT6Q2ZrcKuORDEs7NqzO6rafjALI3pqVClgDcGs4/fGXvP1sodZCgy1e7WkhY4ds+++lXYXt3z6v4b3G9vuTu95v78wPl8x+CgyAYh9ENoR+f9eGS57xzHFTpIF0IHGGjz+RzhfH9meajYqqgWGoPtgOuXncu7HfakEaRAOZFe3qgTLKSwxMjkMzmQWSXc5gZkBdMickZAGyymKcbojYu+BXUlTKkL6JIcvVgG0ZzOQ/7OcRBH/vetW+mjlztBlBOM3p8RaUyv9OiedqruqCyYtrQkTi5UR+5hQViWhXVd2LaNUi27mjT1Fx+ebLpHui9+wPragqdO/jIIorXpISzp0Y4+RYFUeqX47DLKckJEiTGeobeaZ0eFKWY832DTRCU6AswYCjY6Qy2VaowOeHOsda6S1hFEMbsS5shhyBL49Bk+D51gWp2iMyL7vp0sh1RLWmbC6cfgqy8OtnPj+gD+2mjXpBrqktNk7l4v8HQhiiP2Ie0aXhA1wsHsffK5kV7DRpr51y2yh9mMdRHO91A2hRJZbhZlBHhP1do9KQWXwMrKsuRgBSxb8Ij0wQ6Zm8c8k1cEY+yoFE7LBn3n8+99jz/8Mz/Hj59/hG/98t+ktBTvesDdeqaUE20ffOebv8kv/3f/JX/wH/1n+fmf/0/59/79f5WLHWgsnDTz+q1VUoY+c83nTVkWR2t2icjIdlOw7KUmLV03vno+kYn+0geaLaCJpEOFHrlfJOTZqeCeyWL0lrY2sZwf0J3lkPT8Foie6jDeGGrZ503SAh5j8mwlZw0cnX4d+N6JViEaSAdLkbRfstympuc2BtQQ7u9fc/fmNW9/149wt501WtFrAAAgAElEQVRRVQ43zuL0aLy+O3h6OhivC1Ebd3rP5+M9T+OJeqnEceukg/W8UV4JdhLWuxOlChtG73C+d6574/Fp4EcDXzBT3FpO1ApDQ1JgvKa3VDQDZbH8WfNUzQUFGdxGILgARvpw8TTYT5XdNVFpOi3ANXmhajURP84YBiZzzzHnLWQJz2zjrpLtycMKPlpa7gKQMkVVmbk0y3oZ6SVtcUFkoa6FUo37beNhO3EqKwWj1GXuB82mA0ZyuD9gfY0dRsdH1KCavLbFc+dOzG4dl4H4eDbfdhy7DX+wbEGTGCiwrBOfag6/EJI/KeTAjuE6y/U8gK5pah8i9KsSV09kOZ6y9BvgVSmLokXx2V1h09NJH4gnemUkxzg80V/6JQ9Elet+5elp46uvnjifn3j7dqMfg2oVtHKuK3rOwwTO9bikkKGKVgMduDidmGWls50XHh6UxpV1Nc6vjPUMVNDlRu4rEsrw3NUh6aks83VLXSh18pnPquWgd0cXpvUlsFgwDzw60Rs/8vpHeSWv+NHlDdcvvuDy9J51XQnvbKcTH54eOZ0XHh7ueerKb/zKX+NVqfzeP/Gv8G/+qX+bP/ef/zzf2oNlSctSkIpstLy2asZySuGrTFeBTxJNemd4DneJkGTnnn1Ks7w2zXFuwI3ul4meck/5M692m6UgE41mUwIQgrcUUmIfRBXcnC5BLemDuo0h1CTnAWjep4PEc2aAJArz9tEBMHC6B6sbvTnelaXes9iZh/tXvHn1llcPd7S2cx0l78/oPD0+cjqdacNTmVfjXB/43D7ny2+/Z78crAHLurDebawnZb07oYtiVTmd7xmegWg9CvdtcL0ox3UQXZBaCe00h4X6XJ5L1UyM3jhoKIa5EYzsGR+N3tJ/K4tSJP2oIoEZieAKrOuaLbnz3mGCSoFpS4NIncNzKE3vfT7BoPdG2xsxBmXonGWQLgWTmdgErqOT9ZKiZdYbFkTPBpBwp1RyFsP5xP3DHXf3K6WkIGpWpvPDaTus5Xcg8ozp/E++MzsLPEjBZx7kbO4fz+184Y5Nc7iZYOI5dsvS5qSW3RV1qnvZs8z0o6VaGz0DqbXKkI7JSj86h0C75ia/fHDcLxxtsG2NuqTiblZm2cLcOB87lMZICqGPMVXcyK4WDTwOPrx/oq6Vddk4rw+cTwtdp7VZGsWESmU7bRxjZ0S+9tF3Wjs4xkHQKQu8rgvbVlEGp9PKdlKWM+jiU/HtSb6b0g7gRl/M7iMtihXFpGBWsfKRLwr3RB+t0Y9OFLDwZ8RvPjj657x++3tZ5Z7vfff/4v7uDrOFWtPSo4uhttL7ztkq4/7H+O4Xn1P+8n/IH/gj/zh/7B/+p/nl//YXGPWePoPN8Ozo0IBly2YCq4nuTOzZs9d7quLpjtBnTjycOY4t0WaQbaDnOU9z3/c5YGJaXG48megs+b+vvW+Wbwyl76mGR3e8GbWSPklNJT+modtHqtQJl27i4WDZVqIoA6YxPPdP7512GFqUUk6IGHVdOZ0eKLViN4/lIWk1a51aV2otnNeVkDpBx8GbT99isvKVv4MPe6rg4uhSsS1tXuv5BFU5LSsuwXI0rk8HuhbW1hkNGGmykCoMGTlcZnqKRedcCU8PcQYYIYpTvaIl6Pug1ET5Mgfg1FozOels4FB9pudu3YG444dzlbRHiWWTRtqHEn16z2lcEo6PhrjTW2P0yZkjLMUoNdNhcrTTZmSzEtOkr2otPDzc8/DqjtNpY11zeAyawiM+GEejVHv2fv9262tEnkk8i+ocIDA7gOBjG574RFog0+SuIpiA6aCqYgpmjpSpVE+vo00eVO12OAAMOrTZmTFM6TZoZVouFqNfB3sL9svIkuDqLItxLFlOWJmDY0UZnqLCCMCD3nqS26SRHSkgAzXl6fKEfshBuHfbHdvbypNn+XgMkGXehzS+MY4n9qNzHI+ZXMIxde7uVu5OW1IbCqf7wJZOWZ2B0saBiFCWhdYd1yyPshtvMJRnwcqKEAyQdfJ3dQ7h6HhRepkTr8jSuYRS3Hh9uuPTNw98eHzHUhfGtbGss81OglIFHwcilqPMSvKsX3z3O8jf+Cv8U3/iX+J//F//B3758W/Tceow+hFgOcx2sXwNoQMFj2w7bYfTe9CbT5SZT1WlZNk423kDEDNOdxvf+OQTHl7dsx8HX3z+Be/fvWM/jowSTAEpPH3Gt7F8AKGop98SH0gXGIPehWrZHixzxJ34R3+p3AZvaLCcKmUxRlN8Xbl+uNKvOQvTB1xL56wr5/NDDnQ5bdRljij0zrJVONKKdz12ANZSkU3wAl7nuLkIxmHwyZmrGGO/EDv0sWSwWBdsy+Ha27YBjt+tlLVRj4PjetAPJ46cO9v6HBZjI0v1YoyI5IUjz9UIz99vC9t5y/F2a7Yaew6HxaM/V5IiOrt8FGbX2G24eHSfZnhlHy1dBtPqJJG+7NEHx7URs/lDbsNaZCY9EfYbV2l5HSbpoInZkWclxb56Mu4fTmynE2Wt1GVJf/TNFyrJ1Y7uc+DIb7++PrU9xo13fyb/bwZt+iSMdRIockMEKSYIN3vSRAAlWCvUkkMcRJlKbpZ0JnmZ2dqXZV1qA4WrHWjLwcBt71AKyzHYr047xmz3gv16ZE8uCgql5lgzNZuCbcx+eMnBuxJYPSAGEQOVhePxwocY/Nq3foO71w9sh+ccz6tnqXVaU11vB5fHJ/pIgcB92oQ2OC0nTmtFpWDFkdqoy4aWxqUd2as72whVE425SBqEIwiSPzOgaiIexVAtOYmI9MGVWliLpJkeRzBWUxYtvNE7Pj2/pn32gbg2zqcTmGIejHZQt1Nay2rBx0gBbTTe1Dd89sv/J29+/Cf5M//Cv8G/8+f+dS51MCTFFAlhq5XzulJvpmUMH8mv9eYc+0g6wWeQcngu+8Sf6Z31tPDJJ6+4fzhxPq28frjj7esH3j9+4Nvf/g5ffPludrHNCBw3JT4FIr2hoj6II0fFUQqi0PXI4G1OzoC9JaGcK2kGshbW+5X7egK/49gH+4cL799deP/lhf2I9DpugS7w6tVrluU0PZYHdS20Bq01rtcrT0/vOY6n3ONSGNW4xsF2PnGyE2ssyP6BfnEirjl27qkTD1ka17JwOp+m5SyFrmWtXPbKflm4XA7a0Xg2jAq41zkoZuoTkx4Rh2JpWZNwlGCYoaU8u1RCbuMhb1WCcBwH++XgaIPjyCYV1RReITj2HRWjXxsWRtHpcOgZPL0n3WIzQbXoiJNVKz1HA9l8j3LzeWZ8MRRR4f5+43y+ZzsXyqqsq802YQPNTkPvCYJay+HkP2h9fWX7baKLp2euexqlI/Iik+FN4zE3KwuSKKF0RLJVzbSzVMWKU0ui0EQwOUpYRZ+nzQOgmX2GO3t3Fqv0vWM9qLZmT23NeZjDU4UrJRX/p72xXzvtmpmsiqSKLwBOEaX5TlkqVdKkbGshsPRd9sZ+Db731Rd89uFzfuzh1RxuW2hHihneL+z7het+pfekAlSNako9LZxOhVKExYRSBLHKjXIzz0DpczTfzWKCJmeFH0Cqyn0I197ydSxmy2swpE/LZaEWQWzgnuPDajHuy8qP1d/N29PvJuILDs8ApirTf5eDFVqkt9ZHp5bCh/fv6Vfjk083vvW//SI/88f+Gf7kz/0T/Me/+F8QtiV3u9ScQVpuY9JkBrUAl2wtnKbtrFT0eaZqjjQEL8L5dOL1qzseHu7YTivLYmzV0HOlFqH74LJfeXrc8/7cZm5zU+zjea+4a3bDNUP25O78sJz36IFW42OHE6jFHKZx4ryeuN9esdqZYiv7tfPhsyd+8zuf8f7xke0sbG8Xzq/v+eSTt5xOW9IQfXAcB8cRfPjwxLuv3vPuq/c8Xr7E/aCWc3o8i+BdAKduC6/evEJ78P6zRrtcGZeD6/sr62mhjm1Oek9bmopTlsJWhFIVrcJ+VY59p13bVLp5RnViSkXyWaNU3ZAwXB0Nwzab3U0GklPgc5pRVg2myraujDtn3w8e31/Zr0f6juenQIgKvY+c6NWCUMX7SGP/cHSHkINlilBmWdrfJme5eIImD5o74jlJrEju3bvtzOl05s2bVyxLpW46W6ALNudCMCuPmHOA47lq/X+vrw950vAhs8NDUJO0BoVD1DS2EvlZLZIoNAdvGCotVfXIKS4aTlbJAy2TPI7k6FQtgStZWqkmJ5K+2kBaBorRYVhOOWoI52VlW+8oNXnOUgqfhHC9XHn/7okvvvzAfmkUHFFHIlv2QmH0NuctZhsjNxZuDMxzivcXX36XN/cnllIyM1uqgWMc7I+P7MeRH1sxkr8sS8mOk22laiB1UK0QcsxhEgPvOeADyYEgLVt/YfaqF10YbTBGzgpw35Elhz9LFIpBqYrJwJJOpNYl0b4PFhN+7Efe8DP8XbTvXSkq2LoRInibwlkR3j098Y1Pf5xvf/Nv8/pc8NY4ne843VW++vAlP/3p7+fLv/Y/8Y/8ff8k/9V/8xf46pNAIgdIn26jwRCQHBvXxWke9Bi4NSScqsbouWcYzJbOgGhIrTzcb9xvJ9aSAy7KUtnWymlb6T746st79r3ReiCWfdoi+X0fY44yc6QsOD2H5rreiPgs82t75rZvHUuLGIttnO4/4c2bN9yf7ziX+zTRD9hfNz75xis+f/cZXz1+yetP7nj79lPWh3vqJoQfeFf69WDvO++/fOTLL77i8y8+48P1K6op22osy0oRp5vS1LOB2TqlFnxZaE+d/tTpeqVsG12/okuwbGs+t2qo5axTAmw41ZPSMmM2KxhjNFSTt8SSu6w+J4oJSFkwVqrYnBc6BSBhIvFM5u7TeiiwrYViJ/bDeP+oXK4HPhp4R2phjJxb0dmJNrg+XeaUeqjqtOWgGiy6UMrCuubHduiSn5wwwpMjH/153q6ZcK533N/ds64rr+5fUxdj2/Kzkkqx7MoL47o3xuxm+h1pVQqRiRrmJnWbPsocyzbNlMDsaZ904CAnVpvnNKCcbt0//uxU3p+HUs3ukSCr//y4DbLXHWU1pR0DlUKRYIhS1/ywtVpXSslpRaVUiq30Nvjw+pG7hy/57Duf8/R4mRPP56xCuU2N6dmxoyl+9TCqwmk7sayVvV0Y8YGyPTAk8ms4Rx/0cPrR0qvoqRyK5NDZtBUIamm30tl1tR+DNmJ+cJ3Qe4oeRRW6E9Q5zKTiI7mocRzQA7YFaAg1LTiihBnCwhjvMXXqtnJfFr71zd/kZ36yE+9aqp3MzzgikGKEDGJ0rh+euLt7nbMx1bkeB+fzQdXKr/zK3+Cnf+bv5Mfu3/Iv//F/jl/47/8z1lrnFPkc5CKSn+OU4qCyxxXVzlIlrWZtei47t7YEGMLAuF4bR2vUbckqYBGWtaRFZoFPvnHP0/6Go1/4Kj5kmabz85FuHVeTSfKRQ0NEPZ/zSPSVXkLQxaZAmHu2oGzbyv2rhVevXvHm/jV3rx5Yy0rfnad3j9idcnpdebO/omyF1w8P2DRwjz64+sHTh4PHxw98eP+Od199l/3pA8f+yMUH+9K4Oz+waKWNKz2EMGXoYI/kDxUjonJ513F5xyt/YF0HYQNdVkpURMiP3jDDqyPRGL4QBMeRg0aGgzNn74ZTVOg6PyJl5Ei3lJJyv8n8eJh0usxxdJKWoVsJn5OZCuezToprPH/wmvfG/GiF7Chqg9EGMTSfbxWiJeiSKIgUlnri4f6e0/qGUp0hB8fYaccjN/bFaqFqBsvTdqau2YSRYwd1imHO0S703jj6ldZ3rtenHxjDvj7BCLJKGo6pJUF8+1gMT5O7e/JQN/hPBN78I59nkYGgj/y0PpPnUuOm0mf/et7BbPafokLkbMzokWKHR9qNamT3z7pRy8q6LNRaqXXJuYn+fzP3Jk+SZdl53++cO7z33GPIuaYeCKDZDZFsCQTFCQRIGEmjjCYzkSYzaaWd/iXtpT1XkpkgE00DRC2ghcg2cQIIEkAD6Kquqq6szIwI9/feHbU416OaEFrbbjcry8yqyIoID/d7z/B9v0+Z5hk3KXEKvH19x8OblbTv9kb3YeDbho2lCqhScmM+TsxzZDmaw+G8v2O60tEyNNMHjiC1i+i3VfsewN6wbbJ2ZkDxTFq0N9Z1J7dmy6HmqNXE7601nEToY6BebMHhVCld2PeC9G24rgTppipoDaomXHFkOp1Cqp4nx1fIfcT1NEK07HIS78bYwRJJ79+94cX7X2cvO/6g1HTiyzdvmA8LKsr3/90/5xdvn/AP/+F/zW/883/CZ+fXiPfD6aSgOiyQSi0N7x3Z7cbqUAM5ax323mJaQCcOh1BS4827O569eM7VdGCKQozWmtWWEW1cXS289+FLNAjb2WRzbbjcegUapJwQnYzp2IHaSfsl5RMYYXQXN5xibjn14NVxPBx49uIFy+1i8p4qxDkQZo/OSqyR47JwCIGDU2K2w6j1yv3dOx7WB073d5zu77g/vWOrD+SSWd2Zddu4Ot5aeGG1QzTTqU7G5dmgBXOXvUugG9Nxw00e2TPihe4ulCND75lYXakYj7SNeBcZZhEVG7UhRiCQcWkqg9Qu5tG3JRFoq3axDhWHMBitQ7MsDiLCLUdC9DysKykleqmDtC+GHmxqzROBMLo49RMxHLg6XHFcFpbpQJwE7xbUXXETBNUyKtFC7RkvDR8jyzLjg8dNxg7tciEvJWot1Grieno348RPePz0Ds822lW18KWG+ZRVFNcKnTLAwGOGV52JnS9zFYCQbbnklF4s3bA7c4I4Z2mNX/mTzMYpcglpU7SZ6N2iWTtVvyKPR+84Hg9McWZZZpyLeOeoDeI0GWmGyRYEAg/ryFoRsQwksWWQuEDPYFhrE64fj0cOTyZqaKRS8JIR7expI60NqTKQc0rORiTvNOLsDYqMkkiIVpCd1iCnjdYcTcKosoVajcKt1dvt36AXS1lUUaIY4b2UipDs6+MAWH5S7UJUh5OJVBs3T1+ynA7chMgWK/VsAN3WGj2N524sbNykvLv/krSteAphWVA/sW8QXOX26hlf/MG/5fbnv80//Kv/gP/2H/83uCev0N4sQjbYhVfMgE7XnR4qPQAb+AJ5SDxVhJKFiprTphfuTyfe3L3j1fMnJpcJSlN7I+GA2Aihc/3kgDsEA2BgUI1SKjk1fFvoYuyAlgO5FZy0x3wcuiWaahhRDn2oRrvi8YSouCeOq5vFwgAbVI+R1zXhk/LefGReMy+ZOKVM9UpKhWPtvL070Uvh/u1r1vxAJrHuK36KJAriHF5nXFNyyeY6a2Y4qV7oJ7Mo5jVQ9Yx+5piPi0n6JNGrXeTiii1Wuli+k3dIydA6ARnwGI+XwEUhVkZVWbXiuuJqpnc17kILIBmVincWp93F5vCMaJwuw6xBIHZTR6g4VrdxOp2hV1qGnjA9dYGqKyFPyJWjO+UwLxzmI8t0sOdB3RDzQ3QTPsyglcJOVY9Um0d3qfgwEQgEjL1aah3WZ1sY1VxMGvmz2LaLjOtd+iAqjXaRNnSUfYwL5XHz0ccSwTyniqRCH0sDUWje9Jc+DHkEA4bc2/hR26HShw+6jEgIxYgq0s1q+ZhlHhxXtzPHww3eR5wKtQjnuNnXWHXQ6DPdiTE/h1ylc5nxGAWq126HmTuyxCOHOOMmm9U610l5I6XCtg26fLatZ9529rzbkD8ZzXvfC50ddZnWGzlDykJVW65odXQMbeedSZbIkHblgqgv5XJZjYWH2MZ6bxm6I1dP9EoXhzKzxJnzyfPND/4M+fWFYhXopeIfAbJ9xBV3phjBB26fPmNbT9SUDP0lQi2JL774gpdPn/LH/8f/zK/99b/B//pP/xHvXCSHgoVjDFF7MbIWUvHB2YXkGxS1uAUuzEjb2NIHo6B3fvjFD7l5cuDDV0/QbUB9e6NJIyyeWD3HGAnF43Rk0bdqCLRuHve0d0oaWfPFUWTjYju0EZH9/pKh1JoBLFyw10+IkRgiTmDvheOqvJXCBzLzDfcBV8XzdF64lsBOpTlhTStf1HfUdMc/f/sJeylWTaYCOEsfZeekb1mmWySdycNWWlyxZR2d3IA6LrdT4e0nb7i+OdJlZk2JOMZNIfpx6dh7MkZHLSbbUXW0XB9TvZ2zqJdhASenzJ4y0qDKal9bt3JFGoRoOfdTGHAcZws7y383idgjbnBWVBezte6VmnZ6KfTc7f3TBNUKmxCPppaRHunN06oOi3cc79Vh6+yWCKHiLLnABwSrzEWTzVd7p7VKzpWUMmm3CxR0JE/86Y+fYnpm5ceFyfbLVxCOi2ccs+xi7fz4u2puoZpl4LJAtEGwaAdTWxSbZYztYBezfLUhX6KafIE62sTaTfunFuLlPIRJWJaFw82RGGbbKOcG3lFyZV4i8z6z5INRm4ZE6HHAKmZrrDkj0RF8xMmEYyK6GR+90bNJ1GKIu5wKaW2UtNGSkrZEbVaFOzVfuyqgmV4SoLaF7krJZmkThFoqvXTyEMdTOiVb1pJeRP6XaIxLIJe3uaBzE95POJ1wbiGwcD0t3ExHgrxCpFFawTOBM3ZqkEH3Rkip8nA64X0hTEdOW+aoyul0Iu0bV8vE8fqK03ZH1TPPy8Tf/5v/Gf/9//U/IIsY8btYhW1unEJXE7J5HVR8mmVrDyHVZUShTi2LZ0SifPLlJ8SlcXWIJsIfWU5hVq78gq4QazX9n7OZJ11RDZSUSCmz7dkIWrlwXpWMub5EbWHUu+k6Lb7KYCulFqQr292JvCzkYrEpT7eZbz284joLrnb2tPPmzSfcH2e0wRwCt09viaKcnn3I777+PV7pwhdbYR9R0l2gpsR5OLOoFtNSN6WdG6k3tlpIWdBsBYPWTqvCZ3/4I/z8AToDfUc7tFzpsdkytVc6Jq8DeQwFNE2mIt1yvxiKDh8XWlRqKuy14rotaPdtty4prdT7yjIHrq4mDtNso6nWoFVCmLig82KwJdUUF3JqZMmkLPRkBVYrQqLYWOstRFkJbkF6MDCJGolNqgHS8QIecjY4cpgmcrLvx1fTQMuA0+ScyVtmPa9sp92WWM3GBz/p8VOlKv1/IzZMqtRHEJpzRn2xD7gMnwXfoEujJo/zlgWkvpF2a9O1mdZRx1jAjpPOhVWvF4WpmMBYHrdI1j6YGhLC5Aew1+Id/ORoJZB7I6wRnSZbSIRAiBOWAmptpvOOCpQSkbAwhcAcD7TiKNmT92DOFbWvqGwPNiwvkLdKSZXtnMml2twWYaMzi2npzFmjdnNeZm3VaNmtQc+Q90oulThFKzgNMUOlYfujxoVzcYnnFWcLoBAn5vlIdDMTgbwJh9sncN6ppbKXhZ5tZCBY3EOrHukLXgPOm8e/pMQyzYh24qSIt2XEAWW+ekpeV9Z/+y/4S9/5ZX7zX/xjXFBOuVBDgppJrEPgb19vz42SOiUreyrkMmAyPeOcMi8eiTYj9S7SauHN3Rs61/gYgUrwjujVoCOqFLGETDcIWlOYEGm0OpvuMFVOp5V131lSINfEaX+gshn6jLHU6wbJbr1ScianRN4T62llWuHJ28Lzt456v/Jm3+gF8rriQmBf72i98qYV7t684ed+8Tv8wiJ8Y3nO7939gOq6VZ4dW+YJlK5QT/TsKbnTsrBWTy7tKxDJYN6W3HHds94X7t7c8ey9K2qBU97wKL5Cb85eU61wSaN0zo9Cxlp3cWZXFgx1591kmunDzJQL+55Yzzs+CME7Suu4rnRXWfNOmCPL1WJxx6lYRV+zSQtbNzegdqKDqJ5SEjkJvQhdEk1gXz25gLa3SHP0LNSj2ZFrNUB1CM6W0NkcS73Zz8R5Z0SyvFkszaMWtXM+7exrsXjsLOSUKCX9xDPsp7dt/zH91CUH2sAV1l5diOgwDtohczCSuB1u0qsdnNnkQpNOtJwtVrdB62opDKOF5zLfZGgDnaJDY2YuJmwdH4YzSYTWEq1uIAGVONrbjmjDDzKRhZcprbnheDIqUNOBxkrCtBw4LgeiC/QKde/UIAPsC2VV9rNQ1kzPnbx30p7IpeLCJS9b2LdMiB4LtPP0bouk2gSqM/RcbrTcaGlY21om+mC5Ot3iRqQNOR62PLo4QS553IIQ/cLsjzjxeOe4vzvxrWfPcG/v8F7Qat+fSGdnp4dm2juvoN4kPFRurm85rSuKYwqdRiJvO61XAo03bz/lF/Rr/I1f/Fv8L7/9m6Bmc221UrrNrmvptL1Rt0beLXys7YqKs/bZQwiKOPOjq++IWiV0vj/hRAgxECeldUcjW0b4PDMHN0ZBY2mmWOXtTCt8OChhmoj7xrR7ctkJZ+W8W6XdtVFqYgR0mr6wVraSuN4708eJ9x4C773ZSWllbYXYA70rYT7Y898TaokpnB9O/O6/+jd897t/hV94/vP8u7s/JvVKFY8DSreFhrRurWvsaKt0r4YZjLD3TG3eOLO22TMJHcq+beQ6EZqD2th6JzgZ2mt7DZXcYZC0Lq6iror6QJgnYojMcRpOIcMF0idynsm58PBwYl1PSHX2XnXg1dNIqDPBfkrKnE1nXbOZDKrrI9fK3kdh8rTSyNX4vzbFy2ivrGejw6s0aruilJl9C4S4E6MnLJZgiyTi4m1+Pv4RbAdSa30UxG/bTt52ti2Z9XNPlP1nkOd5eVxO/cvMSPQrenOpAx0GjwcnjO3m8DPX1Klq1sXq0yhhBUYUsDFS2+MMxA1GoXz1f7KPHwVEB6Kzw0JFUNdAK7UnUtFHt0NvFSRhWX3VZEQovV7oTiZ5UXEGEemwzAeci7Ri0Im6KRKU8/rAuma2h0rZMttayWuh54wXhg3UDiqvjr431F/abkfNGGi3moi8tk7PjVrsOay1Ugd0o3Ub2E/OXdZuj9V/rWYlba0PeHAkxgM+GqYsZuH+zR3+dGJLlam18Tkr3gXT+HVnfNUwtuUCRRUfFmrO7Nu9wX+9EINwe3XNtp159wef8bBv/q0AACAASURBVHd++T/he9//Hun8BakKKVurmVJhXxvslbw1m0NuMpxHzYAUztkW19m4RFwd2mCovfH27o4pBpbFESdPGeT0SSZUlBBnelNSNmZqU4gDiJGLfY6b6ZprZtb1wdJGvbIn2MvJLimnuA6TRryf8GvlcHrgm23mhQS+IDNp5IqZGj1dHbJnvDicn5BaKGkjbUIumdPrt5y2B+63O5sVdka7PMZcTWhlR2I0nJ8zrkGRjJscRYc6rZsjSwSL1JXOvhU0dHqxuOgm/bHAoFuCgYkM2og8AYmKCybxmaeZ4KL521vHa8OrN0tuqVw/WTitB+7OD2z7Br1xjAs6omVS3fHzhEaH10T1mbwlejfwixVUluQgUobkyBnQeIj6nSrrfqa8KZzWd3gXOSwTcVYOx5mwRKbFESelkokhUIvJ9Ly3pVVKyTgDObOvO3nbSHmnpkbfCnn9GeR5/slHH4deGyJk8zMzDicefcuCbVVFv4KESBM7aFOhR7U4hYEe0wZFzbYlImjrVKoFTTWT/ZR2WVYVY2aKEWOkZxpX1A77thI8w6q5suUza1rZyom9rOa3bmNrOGyl6pSunRgDuRbjKUaPw5OTbTxb9exJeHe/sZ8scXHfN9JeTW4kGIN0zGSb6zSyZRZJN0iCWtvWUzGOZzauZK1G4wFGhVDMVupAxKMFmlRySta+lgF1cxXZE+rfME0zsR9YNKLR4b5cwU/I+YENc/uc04qmNmhNCt7TxHSo5bTz+rMfcXtzw93pgcNhJq8r8faG1hxrrVwfn/L2zeccywf82p/9K/xP//I3ebM3UsmsWyavFdkb297opVOymJSlmvfdrKWFWu0QlQKqAXVCEjEBfN6pNRN0QbsQRClbprqGK1C00aik1IyMLlAptnmWbvDr6Ei54cPE4VgJi+d8EtxZyWVHmmP214T5irkI3zgF/uLhFTdEznlHc8bFA6i1kdLguFxRipktSq/4xQ6kfF75srzm6fSUwzRzd7pHSibR8FjHoa2Rnaelgm9C7ZlEx2FedJvumDur9YYLFpHsVZC2Q5txg/4uzg+8n1JrMit09ygB8ZYvNcWJ4B2oNypXdKbuFP/Va8oLrUeiBMLumLdgi9RaDfJdbHSkosSRKyaLWOjbDoViDroAJYD6ioSOE7HRmXOP3U0Vs07nmtjvEyJvuN88h6sDe7/iQKTgScXjE1aNegOc+6bQKyUP2++WbG6cG5I6+bzRUmdbfxalSiNqA8YPeJR+Il9NKJELvfvi0hl087E5uoybajWe56UKqmpt6cVZgLOlknOCDDlDLQxZUzdakooJi4cX1opbS1vMuRuvs1Vq7Zy3M+t2Yl3vOa/3bNtqOUIyDWDxV3G4AgbGoHA+n7g6XpNzNgxezYQwk1sl7ZVt20dVO2C6A20nA20GkIdjyXn7VcWZRKWItenVlkq92rbYUkGdbUrFDo0YBm4sd3M2acY5hzOxI1mM9rR25eQfiLoQfcf3ial5A9HSOW8b0Ueub65J28qaz/i+E/xMJTEfrrg+3HD95Dm1ZJ7EiAtCnBzrvrO++xLqC8q68bWvf8D++R/xl7/zl/md3/s+f/TlP2PNlf3cyJtQt0Zv1ZQDjUdwswGuu+UBEWjZ3oglVUKcaM021bV2fM+sRfFPIzRPyyNzxxdEHNu+s5VqsrnaIQt+amgItI4ltLY+NLHmcAnXTxH17H0nFOFquWaZDvwFueWvH7+JI7KFzpYrczyYL703pjAjWPxJ9IGSEzFGa9+LQW7Wded6OhKKggv0ltFqZggxoTPSOi44LEVB0A6pVfpgPJRe0ap0L4TZMS0RP3fcHMYs2So4GTZMRlJBax0/OjTnTDkAtnCtNdPaRGm7wYSjx3cBtRGKc0LDo2oOvdaHIqV38p5hOLVcE4KPxBZp/YG+1cELqByOge4acXbotLOfsxHUvBCCxWV41FQjtZtpATeWxJl9P6O+EcIVvSdTbgyehhOgtEcNeK0jqrgVSqvs58J6LvS9ktefwbZd9BKjwGUaOcYRo74clJofn40+RneM/JlOHduyAlVp6k0TRrcb2g9rWDF9V6tC12ytqTPGpXNKNSSvzVoHkCLXwpZ3JCldI8EHpEBK9oPZ0pk9ncnlbNEBTUA7vU6oenM/jYwdO4wr275yXk/EONFLRR24fB6hYTvbADMYuuyrDedQo9uT0GzRlas9T7bVNXO7sSGHoLtDKxZWW4vFldimXYfezdIBjTFm9PtWG3XbkNLQLkDg/t1bXIUaDjx/8hHugqzDFk/beua8Jr72tfeJ6nj9oy/oMbNcPYGu5NI4XB0Jy5Hj1ZHzw4PNm778IUc6YYoshyNv36746Li+bvynv/K3+cH/+AVf/OHvGfTZLfTDxPl0RnSn+EoxSsVo7wAxgG+vnZY70hx7zuavzwVphXPZSeeVMEeu5iNSlLJneunUBlsqPJwLD+d3HK9M3xsmZ8J+55FWhofDPNT0Suti1t3jM2JzXPnAd90H/Mqr7z6CNnouXIcrcql0VQ7LYQj/43DAwRSDCdBxSA/Gb007H334c8zhwGm/ww+gdZMxhhJztZVaxs/LDlQXO6aU7vQ6dNLDLiyhEuZAJVvmuyraB9MVHYmyo4UfNc0FHde6BcDlko3e1YVcHa578M5mxRqoVCsgxDFHJbeViFBytRlmHgVGHt1gFaY5MqeZUhN7N2nfMgVq7nRXOVxZ9EkIBgoyFZKpS9Le8BG0BdN090KpO71HOvVxdu2cZyDuLycKKWVKzpRi/vmWK705tAdyKfTysyhVGg/tDPqKiU5GNhU2rPyxlDzgEi0LjIWSgrN5SG+dUjNevOm9XKZWsVB7HVtHB00FNwz/4myNqzyqrW0+KkLrmW1fwVcakc15PM7IMCkNUGxCpCGhUsc51GtFdOFSFfZBgKlFaS3x5t1nXF/fGgSBOojVnXM6k0qmpUyrxbigraONAfYYl0e3GV7pRlfvTQBrXyxGuT7qS4HBYuzDjcTIdFFc7zStuGBz3U4jJQuwa/VMrY2YG/u6c9rPPHXP+I+uv4VOGznvrDkxhYmULXfpkx/8kD/7rW/z6sP3+ezjP2ZLmfmYQJV9P/Ds1YcmTJ4yNSVurm9Je+Dh4cEsglHZ1o3+8ff58D/+Nb7+8rf4zd/+Hs8Ozyiu8W574BAi1Vs66Z4N4GEGEPvepNvSo+zWArcGpWakVaSbiuJUz5xPG+UaonNQlXwhP+XO9rDz2aev6Zp59uwJ0+SJi2e5WsjHK6Yp2jKhVcqwos7dcYi3XHXHd+IL/uY3/jztbaLmTGqV6GZq7/jJZqG9W/VkB5p1TJOzF36vjeoavnnu0jvel0CQCT8uhxJBWqZqHv7zrxaqYN1WkWoWSScGI8bTSfjlgERH98I8RXzwj92bdIvJqC0DDq/uEaijpsTCRcV5QbRS8o70GaWAnHF+IbjFNL+9mt0US+q8vCejC7bPUHvdVjEeQm3ZYMlzJJXJSGM5j3C5ynwTYABy6Gqz/t5pOaPVxky1gHZHbzbGEVcRqXTM7x+CEfBlmBVFQLtdWL0npJuSI6VO3itlh7wp+/6zeHheZELA4yGpVlrjxGyEQ0YwPvzf+71d0pe1jx20dCHnalvkOkTLqdKH39bkOIMsr90OkFbwRjwYIACbtbZWSTXhshGtQwhkHGUMnFuvxClQ60xrsLadnky2Y+l8jZZH/EUvtlzqjVyF+4d3uDBcGmJovX1P5LTalrwW6CMvvSqWxz1spuK45G+X3BDxjx74x4rBiYmDu0mRYORD9UxrJh/R4O1ikQxY1Gq52A+dkPdKPGcO8UhZK09vDjwPEembGRc0UorRzGspTN7xwx/8EVe313z0jZ/n4x9+YqxEP1G68snHH/P9P/gDPvzgfU53dxyWwLZnjtfX3D088PzVLV988ZqvffgR7Qd/wK/+0q/wvd/+l5zqxg/evib4CWkV5ywnvbtEzUIdo5feLWmxNjtcQ5igC066wWK8wVp6n9m3jZQbi1dSreCtKjJITWN7OLGnM/W8czwuNGnEQ+Tm5prnL57jnbXeRRshVw7TAY/nl+JTfvXFnyO/tqzxjuA0EuYZp4HcurFUnRLVmcDJQc4mbzOnVCP6SHI7LRUmH/HOM3kjLq09mTxKTTmBdDuEnEAUi1ZeYH/YUacU7+kuExbPfO1wM3gvTNNE7pbQUEZ0t7Q22nWHjk7N6WjrsXhqpwHvTDdcW+cu3aMeVCvBHx+jOhCoBHDQxMLiyrYj3cLVLvlDJVsqQMmJ0nfEFaZZKM6RWyageG+dBM1UIRY+B95N0HfwxmToxRJhw+TQWAY7I1tI4xS5wEpat26jNVMCtO4pzZErpM2kcNvaOJ8K+Sfvi366lWeXy5xzWPCGJEKwF0NrOvLa+6M7RNWEtAgjT1yG3ZCxLbRMmDqsYMCg0/MYX1xLwXvFucY024LHTwUXHNGJfS41Z1POBZExfzQRH8jwxEaHygwIUh1bz2MeVikFm0t1c0FdLJG0RikbuRZKtwgQJ8ZtrI0ho3BYuWytlAw5k+3O+ggsg1rse1GcEY0E6nBUObUzzubEF7K6vXC8mLymyiAJAa0VculG9CkJROlbR6In5MbVk4kn05G35Q21W155rs0qgVYRNaDEw/1Kr4FnT79OyjtNI1OIHK9NQ7mtK8fDgdN2YgqRu7sVJXN/d8eLJ085P5y4uV/5xZ//Nv/5r/09/rvf+Ec8vb7m7cNOC53gFQnQ90Z12IGf2uAANLNVusAcA8vBLkXnK6ls5ohqDmSn1DOpRDoYF6GUYRxoeHXULqR1J6/JAC8PK9vDhiMOEr9Ve7EoH33whO9ev8c3Dk85pQf2sgMXp4unVpurhRAMitHdEOIrrSbTJoun10yYIuu24RQO84Gadm6PTzj2E60WevOUam4e7dDVqsTW0iNwI9WG+ggDKdijsNxE3EGQcIkpaah3aPTU4YZLmwE4vAbD7Y33lapjniZiNL5np1NbYt3fWvvtJ05fCpPseBdtBKFYzIs3Fmt2mdTMwRaikvY0DAuexm67DG8FFNrQ2PHFmflAlF7MVZarjMvbeKA5m6xNuqHnTK7d8BqIs5rTyznb4F+kimIjwtos3qOUQk1QUx3PbxlKgzFP/gmPnyJJ3rZYtRvPU2D4Xof1q1liYufHCTt2IrTRlvSLGsnpEFEDftgNq4yqC9uCD5F1UcOL+eIs8jWYr/14OLIcvHniuy2emozFUrdDxkj9zm5j51GneFeotMHlhLLbuKB18+tbDhDm7RVBu1LVMg9yL7ShJ+jYcqt2RUWsuqxDRtRs6E8fMbfdI7Wh1Q6NjqNV056KyiCg5/H9O1QqliVsrVKWQdrG+rGkZSQLZjvw60zdOkULe9lJyRYVLe2s24Oh7ygWbyDY4S6CizPTfDQ3lO9EH5mXK4KPlJJYt41nz17gQ+T8+cfgOvO8UDPcvzszSWB5+Yy391/wZH+fv/TX/g6/8X/+BjV47vo9Vx6aFCRXDvNCbp13647UCtlm4Afnubo6UH3j+mYmTB70gb0uNOmUlOjZ0VthTWd73poz10tv5G2lto3aG70ah7InIe2Fbc0s8obmhKcvrynlxLeuv8avvvwPuHHKvj1Qdps/emfqA8sBdsT5aA6kbt2GOqAkvLZRRNjr13vlsBw510LclVQz7/YMosToKWQ0eRIzruwUsoGksWVNa4XWrJpEBaKyLIH5WSTMwuQjXZRdq2Wqax/5W+Ym8jKZEcN7ujRC8DgR5mVGJwtIa9IQnXE60VpH1VNz5+G0E5YFH4y9G12EXgk+gGuUIvhmTjjXvFHOfBvV786sjeYt4qO1jBOhV7sAi1S0V3Ib3UVxpG2jZSUl8GKHvkxDrC3OEjSd4LyxHaxdd2Y5beY6cl2t9W8GHarJLuDUssGqL1imP+XxU4Qht0H/Ng2ZirWkJoKXR+mlVTaNx+k1lxnpBb/PI8XFAryGk2jMQb9yMPUf++RmoWsCEh0uOrx3TDGyLNEyb7aNbdvNqy625XdiURXqLosK+/pjb7TFpFGpWyVEMzgwmL6yDoeUqtBcoUsZAnvjibZqKYwqNhBXBfEYQRuGTs/ace2DFD/GHq1aemDLBR8dXXTEkZgW1QLxPE3hokBuVLwvdLW+RLXhg1JxtAxqHkNSGbCSrXLQAHjWdSeO5EIzIHjLmd8TtXaOhye06nn2/AX3pxMP92+HlCjx/XdfMs8HvvHNr/Gv/9X/wwevXiESED1w2lbuHs5M81MePv6Y2+/8Bf6LX/pb/G//9nvsz2dk26i+Q63MzvH56YGyd57eXPGj+pbQhTB53nvvlsSZ7u9579UL1r3jJuHt9o7z1pAEe3uHNNg3kBoROqUXi1Yepg3B0kefXF1zf7on7Ym+bpa02nb+/Aff4L/87q/wVD31vLMlDEJSQZ1VnCoWthd8oORi4Btn2lvFKl4duLYQwsi0MulQkwZz5OwT17dP6dtOrQ7VFbKSso1cWhua1qGFds6BG/K82DnMgcN1ZDqCm9SiiL2aDEsdii0BvfNEb7PVJXgjinlPcAsN6GoFRS7WjTVvURgitsWuqXF+t6HiWA4LuSYYlbzzjnlZ6HW1cVTHxi3mdjH1yVgQW/BbMbrXqBBzzrZnKEDt1JSNvZu7QcBrZQ+JiYkYZysifB9OM6u2VfVx6dxaMzv0XsefO73NQDJ7ngChMR2Xn3iG/VRnnnbC/dgBOCyTj7KkS5oh4+j8E5eAdGvZv3r0y+gT6RcUyPgvfWwNm32AiBJiNDeKswAoHemYMTiCPxCCY9uTSX+6tQ8XcOqFTdi6IfV88NRQKd7oOtYK2iKmtkptmPZObCxxyVbSIX/xauOJ3vsg6YtJchSDPujFGDC2oLXb3+u28DArif090UtujODiGH2Y6QcNRixyjnGAG6Xq0Rmjzt60AtIM1LLEwO3hlrTuTMuB9dTY9tU0pOLo4k0of5yYlwPOO9b9xPnjM68++NCWNi7wcF9IeWc/P/CDXvjww6/xu7/9r3n54inT5En7mcPxQCoNuT+jeePb3/0u//cP/jXfaZ4aZiRMXE2Rh4c76t6QufPi2TP2uwf64nGzY11f881vvM+X7+55eR1p18/Z5UzTe0AporTS2Mpm+UIJxNsl2WoZjjFv/E57JRJkIpdMbMpRlQ/DDf/VL/89bmtjl42Uk7ESULvAukM0oM7C3LZtZQrRlkQYDtFABPYCVzVivfNG+q80YlyQ2fPiyUuOi/BWH6jF47NBvreSScXgv9LNceTUj9YXmhfCwTEtDnUFCQ4JHfXdTB1OyL1TamEKHleUQ/RMOnMIhmP0GoFAbvUxkVTFxhB1UNdzKTRXkRxt8bYlWoymgGnFkBFiFuDj8ch63keX2KilU7vJmNqAykiH3pXSK73Cuu1jJKMmXt+VvAktd8qWmf2E+IiEkX3lLdq4DzlkF1CxLqkOqFDNxQ7PXKl75XxKrGeh7NXsok7Ae3T5Gaw8DeRgL0593BXany+6TpqFgDlxlM5juW3VoGWzq1gL1sXa79Z0VFb5UQZ1ASNzCefC0g6dd4QxjFexeRTOjSdbiXFGxfNQzoblH4ebWQJtFuC9MuOpG5SRKdS7Ukc6aG1mJc1jKVboA+Rs4waRCmppgTrysVu14Dv1FuXhXSdJMwlTtQrDolUCfbh8GALrPoHohtMI3pICmyv4AOouo4yKqIfu0bFoMu6UR5sfgmvozeNFmALcPr1FvNGTpimS1hUQ1rzjvWdZrnDhiMbF5nA+8OrVK/Ox3z7ltD7w0Td/ji8+/ZQ3n/+Qzz9/Tfce75XPP/+U4IUnN1cI8PZ84rbs1LsvePLRz/FrH/wZfud0z+w8k1M+PFzz+z6Q98Ivvnifu+3M/uJDDm7hvpy49yu+C1//4JuA8t6zV9zxQ84lIlU5y85+duxFaWmlt04qBdezbb4nQd2B8+lMWXfyvgPKHDy308Kfe/mSf/A3/zbXuZLLzt3dRheY/IIUDFQyKRoi0zQD3chKOshbrUPUEZ1i2OBSK4c5GpijdYIKdT4i2liuX7IvhWduhvOX7K3jvGeb+jjUrPvQ7khFqQmjAWknHma681S1LbSppA24TTfzRUDR2pm9Z3aRgyqum9mk+4oG8K5bS9sSazN84b7v9G4IN/X2WrHd6JFyboQw5ovVzCg4mOcZaebe21KmCFQNqJjQP9WBussMmV9/rD59KeRNSVsh7Tt1FSCSSuVwGFlEHoJWgrcAOL0UaeNsUY1mZy622yilsO2F0jAPvG/oQXCTzaXF/4x62y86z37Zugtwaa/HfLDzFdDDAqMubiBrk1srQziPVZU60HW4x5b9Uqrb73VkpXTWc+J4vTwurlSHAqAoeMWJyT6cU6oIk4s2TK/2o2jjtux1LL36GAVgW9TSTYbRMFJ96xeSlL2oasnDmWHbTBWbd0a1xMheTeQsdSQBYjdovSyOxoHsVGiiEBoaLDpDY0Ncp/iKmxS00RW8U8uxdlZhlW7Oj5YcUsMjfFZKp2slTDPPb14xsdByNa2o2gypd0PeLctMnGeW45GwTIg6rpYj7758w5421Fl8SX44cVhmbm9vef3mc97+6HP+w7/4F/neP/unTHOkqonn4xxp0bOfThyevM9HH7wifVyY5yNL8MxAePWB5ak7x8vjNU/jQtTIF9sKsXFcZnLMHG+ueXF4wRfZ0a+UVTN3b1/Dcs2aAncLnM8bQqe2yhIjh35Ew8Sn647OM5ObuArKq1fX/NWf/0X+7i//NVxO5LKybmm8/oRSMs4FsgizX/Aj8jhGi/KQrpaO2RylWpRE653aGvM0kdJGaRlFcIM/OR2v8Vczh7mSa8XvkezNJaX9ZJBlBLAxilRbDtrc2eGCmsBdG6UXm9nLoEOUyl5NxjWHMKhYldY9sKM9UhHbrOswZuSCdlt2dgwc3OikbaO0xl4Lp71wlW5YZCFEj2/K4qcB2g5cXUdLaCBCf8DVnS0XNM74alEgpWwAlFJH4iZUVZoUI1q5hkwRweG8R71yvArWrjvTa6uD2jNu4BlLM1jNRdZYsknbqErLppLJueCDGQTCEojLTz4if2qH50XsDgyI/0UoL3RpX1WfFyHaxQBB/8qRbsNIo6U7k35Y0OZXB8vlc/17s0+BrsJ6zqynjcPi6cPy1m3Xb2Bt79FSRlZ7tRf0GDXoo+de6DVbot+wkF6q1IZR4YtYwpiIjlgNvvrY3sx6XEfGkjPPrfk5bPtYqn1jI+nhcdl2kXmB4EMArTgPONBodjyCgm9WTSv0UGjaB9TENHN1qzgN9Oypm10GvcGTp0eW6cj7zz/iar6ii/E9zQlj4N+cG/W0su+ZLo4ncSI6x5s3bzgej8zLDSEGTg8PfPLJJ9T9QG0F5xz7vvH5F69578OvE9TST0stOK9cXV9brpFfuLp5yavXb3DzjPZi44qW+c7XPuS8Zfxh5uHmligeCYHP33zJy1ev+Pz0I0Qmvjl/QExndk2UqwPn/AwtBffilu/97u/y0XsvePPuLXN4wtF7KMLNkxf81sOJHccrf8UHhyv+/q/8Gt9+/oKDNB7azk5Blgn2PDqEiIaJ4/WTi7YO7/zj65GRLgrVqEXNold6h33dEGk2/qn238RHuvPMxyuYCnuqLHuyDqRYiqb93DabPXZFGnYgSDMikjTUtbFhN7Zsq0LtBkAupVBwFA0UcUzzgV6HK6t3ai9MccJSVwu1JVI703ujtPM4hAqlNPbzHc4FnPPcbC94ykuurxZ8sUN5OkxMbmKZZqZpgiKUuRmrQdxIfLA+u/fBRqgV6UrNlZQr4i0SevELJdn7wHsIsYFknI+oxw72XtDuzZAQI1Jtuy7dFqz7nti3StoscK82y6pHBA1KnIU4/Qy27Y/Vov3JliI/JgS3g7COCtINwWt9PLQuSyOjw8sjXs1OwEs+0mVmJdRBsK7UMWZSWlXu7x6YZk/wnS5WBRwWYerm2/WiTN4OVxnVcskXQIl9Lb2bJ1ydI6qn+2KIsCqWy4JDx8w1xGjD8mKYud4ew2/tzSSVEAbtHvdjCyabc/XeobShQOggBRc7+Ga0etctV8d3dLIDEhUKxTzCwSH21ULPSFNUJkQCTRU/RfJ558mTI1//8H1mNxvv0jcSFapHXYVm8+FaVvMA550vf/gDxHUOhyPPXr1PKk9QlPO+8fzlCw43V5xOGyUncik4dfz+7/8hv/rrv85v/ZP/nb/03W9ztczcn0/klpCeaF/+MUjn9nhkvSgaWmfWyIsnN4CQa6Ufb/GqnLcT79/+PB3la8crnPN49RyffItn8pw/+vJjrp68z8NpJS8L+v7XuFoO/HF1fPjsBdFNrKVwPN7w8dVTiIGr3vj1P/ddfuHFc2IrnPeVba/U1C3qoVTEOaozDN75vHI8HszJlgpBBa9jnqo2mxRxpnG8zOXakOcVk9M9lJ2r5QoNEyEGJEKZI9N6IIVCSbZoUvV2QDfIeaNWk6uEcRFb21pQnR+Xpq1Bb47cK61AVuGBjOsTyEp3zshg3TLec95oqbDmnVQT57qb9KcmQx9uRjFLvZDOgqpnrxV1QtBnHHShboXuZ0ooJJfGyMtAJV6VPuzVMEDdl3FSruxpN/pRtYRL9c64n0P0bt1Qf8ya6ti/c3pZElnRYrpS6xZTsqVU7xZ455w5tQx84ohzxUcjcf2kx88Eku7HXUT1khlycU5cKtA/8XGXatI7HZ1+f/z/WvU3Fk7WoGDdxzh0mtWvInB6KAgPlFLZc2M5OnKpHJdAbB4/Mq5ba/TmxiawD4RdH/CNSq8XnSpIN31baBeyus03Q/Bm8xSh1zaw/3m0PzaDsu+lIWofJ94y10uuSDOdnqsGemipjs280Dy4iBFynAndRayE7WouI5xZ+ryqCY67kFPDYUSkXiz29r3nL/ng1TOe3NyyxCtu4i3LFIjSKQp716rnQAAAIABJREFUy8TDTNrPOB/Yzyt0R5yumKJlmz+8/ZLXr3+EOMezJ8/ZHs68fPmK3339byhpp6SVknaev3jGD/7w9/i7f/dv88nv/w4fPLuFurPe3TPPE5ILLe80F1iWwJsv37BvG9M0scTZMnhaJ7iZkhLXhyvuTu9oKXF1tVARAnA9H7hpjduaeHr7hC++fMcfffYp77/6iC/evuPVB99ganDz5BnnVjmVxi99+A32uvOtj77FL33j2zgsq6p3E+LXWsdSyON9xM8LHSF462KcC0YF6lYFKo1S9uENrxanG9zjpKqWYrPnLo/zfYIQjpEmpkO2nyO46EyuVXdqH7Zk57nEgIXJo8nZKEltUaIVSA2qyfF6q8a2dSaYO/WN3gNdFacd0Z2GLaQahdR3i/uoto1uQwHXEfu1dbRZoCJ94wv3Fh+MW+tcYMqNdLZ5aZyiRWpHhw9xgGsaec/sezaIeRe6QfjG4tjGDmi3uGNnXahpti8mmAEFGkeFjgO0DdYq1EHBb9SiQ50gTLMY10KEMDnibBHaF3L+n/b46YrkL3KfH/uzyJBxXILHxwLJzscfO0RHUdlrw42tfBEbNpvAVS4eTtBBlsZsZpdqtI328XQqpHom18LNiC1obWGZioFzR8RDq9bmXNialgjYHqUO9gNXa7FHXRq8J4ppzVTVNphjtplbJeWdXLZhxxzpnt0G9qjNTrU4JMjY7tv3IF2QppRsGfZd6kDoWZaQum7unyGO75ie1uK9QMTTisdJpHcdAvnO1Tzz4vlTnj19we3xwHW84uCfEMIQNjuP+sDL99/ny9efWSXg1KAqwLxMeKdG358jP/rkU87nlU8/+21evPeKr3/ta3z8gx8wRU/JO0ol3b/jyx99zofvveSzTz/hw4++zus3n9PPiR98/H2e3VwTDkdaK1zd3PDZp5/y/Pkzeu+c1jOlVA6zcn8+00rnfH5DjIGpmKtkur3h9HDCq/BsPvLy2Qsmf2AWBx4077x8cks7F+Jx4boUSjwQmlDXzPvXHxAm6LWw7ytxOUKDOUQKzfS43nP37o55OdjcundKqSxhMgF+G9P7QWpPeR8kK5PmtFyZpoAP1lF4JqZ5IUumSyV6h3jBLZ6lRQo7U/Zcc4X3ld177ss9TvuYxbexUJXhqTcNddkKTepjimxQ/6hsSZJhK7atvsBFMQcTArkbXPvyXjXffKMXgxD3bs4j14W2N97d3TPFwNXVFXM0q6/SkV6tRS7Ket7IJQOKaqS1MzlZRajN2nW64NSNSIlRTfeGd+awcx6cs/SHR/u2cyNxRodXRmzW68zFpWqVrzC6gxiROFFbQdXQjN7H/9/z66daef5JmjwwnDi2uCkCpoQ3IlDtanO32oAxP1TTVl40l8i4sZzp9kCQYmmGvXea1EcZj+glchTqOfOWhkol4HH9TM2wTAuEYJvSajev3YImGC6lWrZ6F3y3F26Qhngo6PDkCjE4I7Q7IfSAdxb5cfaeh7NS6wauXIa2j89JaQyXBdArbhIW1XGAgkgYujuQ4XMXbUM3O3ShxUYfNlywfB+Rbsg1jUhSm+2qY1ombq4nnt0szPNMWCY6iV0Kn79befnkJS+fv+SHn3zMYbmi58rrd3fk3RYHrz/fuL6+IpWnbPvKs2fPefHiffb1xOef/pC3d++4ff4MqRU3gS+F51czP3r9CeRryBt//P0/4ng18frNp2xr4RwSz58deXhIbFsC59kbrKWyrYm8rXz5xWtKs0v3kivl1REmz5R2fvT5j1gOM9e3NzgvTB6++fWPeHd/z+3VNef9zLv0hqP3PLm65cuHjRdh4dQ87726wYljTZ4QF/JWcU2oNSNOcfNEKokpmF/ceUfLBbbEHjJ+PoIK0vLjbN05pZbMvidK2fFB2fbO1Kch7I68ePEev5NOtkRqtvGOE2aSYIGaLBkyz3QvHBaBfMb3StkVxpKx0NCxsaZa92GkGDf84oyZprXxw09BdxU0I94u40rDx2GHrXYd967U5kdMhv392kC1QK+8e/2W6CM0Yfl/mXuzJ8my5Lzv52e5S0TkWlVdvc0MtuGAAkxGUSaKMuiB/IdlMpmMzzKTGQmjHgAKALEOZqZnurv2XGK5y1lcD34iq4dE87UVD71UVkZERt7rx/3zbxkLOY3E4HF+NZy2KutpYp5PrQC3pNRsvg+aa3N0oslFTV3oRK1R0Qo1IN7y4vUM/RVpE6PVFSeOUq0h885ohIIZvRDMPT/0Yn4HeMu0qv48t/6Tjx88huNMXP3YXT79Bc52B+evmZrhO8/RPizXCuBZjuma2YJt5c/YvY235UycF9t0nnPVUVjnzHSE3q/U6ugHRy6Qu4wXMf/EkhtdyeSelvdiF6ai1i062453mBrJiRB9wMdAcJbZF2Iw7LOZvDjvWNYVoTQ89ywEsDen1dyinLMNqvZmC1dVUbwdFM3aT8TiOdDOYApvxbVkc6mRoIi3vA7FsEc6hyalyko3RDYXPf3Q0/U9lMSiR0Rh3A4EF/jiiy94/+49adzgwkieZup6RLTy+PbA29ffcHG5JTT82gGf/+jHrNOJP/hnv8fXv/kVt9stx8c7Zk1cbbdsthtmKvNxgkVZ1yO+CtTEZhz48P49+8OBi6sbXOh58+6eGB2xi9R5NgltiDye9rx8/oKH/Z5L2fHhwz2PxwM3L27JOfN4/8D93QMvnj+3Q805jo/3DD4SQwAtaEkcH/d88sUXbDc9+8dHcralQsqWIyQ+mN1hVbbbC8AbGbtiSy0/mE58TVSnT4wZ02dn5nm2g1cc+UyaDzYmiqv4qx3vlm9Z0oSv5qDlxTooF4R+DCwZShWWU0E1gwSDsryR/UPxltUDaMPqi5yNusUO9+Agn1kftlQSZ9SdChZ82LLbqxrxPNUMrcM1HwWa4xKmOMoCJXNMB0pbZt3cXJPmZNeU2GckquhaWBcznMklNXMoh6ON3LW2fC37Oc4dtVO7T6QFH9ryrUEk7fuemjPncKLkUkwWTaY0VyxF7PcWrBada9J5Uf19jx+ueFbFPZHN9SNdqY3UWktbD59HdRthtRrucY4PPm/hRdUMDpxJh6Rx1SyFsWEc9ePIQW2qJrURAATNyrRPjF0x2RqWo15TZhgiNSdKMyyxFZc8mYZ8hB9MnW/KGxrtxBRM3jnGvqNzPSFG46tmTzA+PHqmmzQstVYrkCEIElrHLVhkawdBhVjsMywSyTXha6NaIWTNBN9uaFGKYgqjkvGRpubKRB8Ah3YBfKL4Felg2PWGoa4BnRxfPv8MKbC5GFinmevrG5zvOJ1WlvnIkmZSUVJRbm+eg8Bhf+Bhv+eTLz7j1Ztvueh6vv7lz/m9f/FH/ObP/oKxE/ZlpX64Zzk88vyzHzGfCjnBPGVeXl8wzTNv377lNM3s93tyrXSbysX2giUvSIwM40A5TDwcj/TjluM0M3Y905p5fntB13UMccM0H3n16huCdNy//8DNs1uO04nT4cjFxQXH00RFCRL4/Z/+Lp98+jnTNCNN2ZWLUea6YWOqFDFa0boWa2L6gPOR4CDE3pzT0wI1kZLl9UBlniYLHUvJ8nZaxO1ZddfFAX97zYevHrg7vqePHUtaSHlBc2Ft+GiIjlg8o3bkpTAxUYpFsegqZnBMpgah+ExdqpmrdGKyThfQYqR6l43pQih2FWejVlm5EqTh+inLE0tAq4GqWk0XbtlPJjWu1ePwLKeVD2/foblYAV1M9WYHhiC5Ms0TyzJj4Y7JuNvVY/Ca7QbOhU3VqHmqau5PYtxoEXun0OTbTwuyZjSthvODb+wVh5ZiSQlY9x1CsHpg22f0v1E9f0A/T9fMB4zsLo3acfZFLhjlorZu0pIs7IulfVDnFt0aScMhqS1ADqMrmH9/gwU0gP9YQH07eesZZ1VYsrL3k3kU5oosgRqhrJYVbVi5J4a22Kqto5DzexXEm6zSB8NTzFw2MI6dLY2ckcMtpE5wnZJdRViYZyhZ0NJEBFIpSXFRsZaGJ0DcV4/LydRGxeG0g5LQKeK9J9dEbjd3YUGiUMsKQfG4pxEop4kxbFEPriukejTttZtI1TP6S+qxcn27pZSV03TgtD+yrpV1MS/E6XSkpELfb4n9ltCNpNbBfHZ7w9B7Li4uWJaZPB1584//yOc/+x1e/f3f0JfM5B3HdeFlFxAq83REpdjhJY739w82fQjMaWU9Frbbke12ZBM73rx7Q1Ih9CMhCLth4P3DPS9fvuDD3Qd2uy2v37yh6zrevHrNH/z0Z/Rdz3E68OHDPWsxHHDNGdeyxre7gWWdmKaT3VxVyaXSDYPdkBm6rkNVcC4SQo+LXTOzadlWziHjDspim+ylUmolxo7j8YD3Du/N6rDfbOww73uiD7h+4PWrV7w9vWbsNoZd10yqiVyNTF+SUXmi6xg6qNvA3fxgKopsqjbjB0djnAQ7+KXQDEoqNJ/L4guxk8akqBbrUduBDfjmPGacyAoJpHjLfaoR0WQ+Es58KYK0tAaBeVp5iAcTpvQdXoVOAktJqFbWdSIXO0xqzU/QUhXFdVbIIsFIjfLUYjXKo9176Rwjo5VKaq7zHlTN01asRmhxTw5NVk/MMDyEaPcvJpQp/LcL5A9WPDOmbRexG7lW4yI+jelO0OoQacYayhO5XNqc/bSx1/bL0kYncs0Ilmg+fY2ML1JbciZPr3XWi3ubB9BamA4TXjtiJ/hYCFEZ+kAIHnEO5wpSPVU95xhe722Ln7OVbW0vIu2COzu5QIvBCBBCh0gxjEyNHBySUvKC1mok3uJBMq45JcXQCM7mE4LvPbos9v9F8cm4fUnNvq2qmmbeKy55qgfXq5GofUE6BV8ofqZ3gc5H5uXAfn3kwj+n7jPT44E/uvlDci7My4n7d4/03cDd3R3rCmk54KkcTytaChXHWuGf//HPCF74xc//nh+NnxC9EkbPMh24//o3+AG0j+j9THXCJgx89Q9/z09/+se8/fY3RL/yYX/g2e0zaqk8Pt6T08roI7HbsCwW/DZcb6muQIVxsyM2ly6A6TQb/9L3fHh4w6cvXqCqXF5dkubE435imhfDHkuhGwakmnZ62t/j+xVHZD6cSEWbbVxqY2CTpYYOI6Znaja8MjQJY10TQyfEzuS+MUYO+z0iie12S86JZVmaBttw8FIr292IiudXX3/NXb6j9Imu7yhSjG8piXa3NKpeQRu38+LiklAmTstsW3Vnn4dki8f2OIbOqEvB2+tVFKmONReTMmLO+dWbhLgquJaSKOLwmN2eBm/uWk5Rb+WkqkMk2muKEJyzrXUWHj4c2GyiPU8RC+SrZgFZvxPIJmI4peGtNl0GtbBDbXsQs8K35NOUMwVtqubzDsU1WE1JpVocORFUzghfS0z92NFKa4REzhPp9z9+OJ7nOeNchFJrw/ngo5rKnE6Q72J/POGNPFHlz8snxzkrHRW6bEYYRuzOT+P9+XucfAwjVm1LJrVxZV0Kh7yyGc1gIfQmF4sRfMjEzjdOmqmbVEyBAUKuBUsMp/0S7C2llAgxMAwD1amNK64SvUOcySiHfmgjV0ZKQRclr9UkY1SkF7Kmj2bYIpbT5O2zcuqMitJ08yUXnJjkLy0gvhJ72zAKDtGWUhpHwBGdZ+g8EjJrnng8HQip49rfcDVcMGrH3f0blmXm8f6BdbFRNC22TXZSmadMFyNX28jdm9+wu77mX/3Jv+bVr/+eb19/RefN3mzJC4f/9z/xL/+n/5n/fHdHp5X9w5HpOJF+J1nM72UkxIE1ZZaceXi8gwohjozNHcd7z+F0Qnygi5Yq2vcd8/7A82c35Kr0/YbXb94wjCO//vobPvnsc+ZlQYH94cDpeKCUwuP+ka6LbHaX7LZb5mmPJ3BcJk6nvY3qYk5JDoux8CE+XUPzvNCNliW/pESMShTTheel4EUJsWPcDpS6UoolcXrvnuzqHLDtB8J2y+nhjn/4+c95DBPH7kQ/dITek11CfabrOopaCumy5pYG6W0XQCF2Het0sgQFTUZxAiIQ1HK8RIoZyaht00sxt3srPwWXazMXt3FXq1KqEHzA1Z61rO16MiNn5yI04w9pkFUcOvphJDRfiLJamkNOhVKsgKW8UEuyEb0aropajnxVNVaAmgRbSxOWtP2FRc5Ui9RGkQrZeYpaeur5sdby1LFqY/EIipfQYEA7HPFw5o98P0X+hxzbz9LM1jprWw6fl1sN6USfqv9H7KE2jbqIOWm7lgOZazEjY9ROp/IRLD5HCUD57e1+gwpyyabqUCPm5iUzZ8F1Qi6BUh1dWem60JZPxeRsNZtFlxjOWKgU59tG/mn7RV1thE6ho/feKEVY0YsS6HwgRkcXAikEist2C+RMWRWSbTL7wWgkKopqMMmZBHz74LQa0dpGR55kdLWqpUxKuxGKQ3zEa7tQqsOmGfsMSjqylgFS5EJvyWWhG0ai7+j7nrIW7h7fMR1PeNebN6KaAGFZT5wOez759CeUNPN3f/MX/OE//xk//7u/ZDo+cAo9YxdJ68S/+z/+d/71n/wv/M1f/w03u0tCVP72b/8jz24+J2vAibAuK9PhEaXw+Hji+tlLTtOe65sr5nlFc2GaJsZhNJ4psKSVbdixrJnDZDBEjJElFW43F+xPJzOpWJc2hZhzTxd7M2SJphya54UP795xcXPFcZlAPOoC4iOKZy2VtMwN1+5QzexPM2M/4IKnkAliW+U6L9Sc6TtzHRLxTMsJ74UYR5x3rHnl2fCMbhz5xZtf8/brO/Zy4jFGwuAZth56gZDpekuyLJJbkmwh18Hyu9SzLBOlGINFiy0IpTd+ZEel83Z4VrXtdK6LFaFsyaq1Vrwq3nkkiynTxBGkw2VhrbNR3tqkGJynuoDTtmDCDmpPMBGpaqPWVVCzoispG8F/sUXc2TNCm8sT+KZ48ybPrC1jioZIlrPjGsjZ69O3sqdKzs2zVswj15bPxht15o7ztJhSKc1fQm1x25a93/f4wWM4zlutj12ytDwWKK0D1aexV5829GetuvPtA6m0rbfhqeLsl2OFsT5t1KQVSxFp3Dus8z13thVTf9SErBDEt1+NBU1p8eS1EKJQI08KHmgftIto/ig9NcdsBSmkFnFaSqGhSE3ZYKNQFwKry5ZCqTa2UCp5qehakAJkh+9ozkcJrZFSDc+xcC5bUtkIVJEwoJghgvOO2Nnp7zz4KJaM2Fx47Of2ZHUsaWaZJ3b6Gb/7+Y85vX9HdjMXVxfkUkyrvi7motOMUmJwLDk3wrNyOs0MY6T3wl/8+Z/x488/40HheNqzzEeiF/wQ+c9//Vf84U//OV//+teMlxcc9jPDxRX7+w/UZeXiYme8WheJsWOZVy6GK4sJLpmSFxBhXRd8DOTVXHqmaaKqXR8xBNZ5Ybu9oB+3QGGaC7mY1eCUDvRDx3Q6WSLosrDdbLg/7NldX3E8HI0pGyLbcSSVymleCP2W4CPruqBVWKYZFx1rzdScjCIWPONmYNj01Owp64rWwsPjA7V4hmEkxsi0TPR9R78xHPXdwyOvXt8x6YIPlhgZN4HNpcePFTfA5fUl3cYoOc5b7ExUT3fZoafAOu9JJUP0BK2ECMFDiCAuI84O7yqOnMWWqmd+tGZQT9WMFwfZWVeaBRdMTZcxQQZVSLEgWqlYN3i+vo0tYr6lRt12T7uMWoVlXqi1kFKyRY46pAuUc4N0bq7UVEelnh2YzvE95w6xWmNVihX8p/oiT/e79d5NhKDQBbvvvHM4H23hpa2J0vpbjdZ/+fgBLenav8SMg4Fm6HGm32BmGmfi+3eWXt9VHRkW+ttPWovJxapo8+GkKY6wX+C5yxWBVji1fZ9Wc6I/QwNlbcWv2ums2bTXpRhW41xt6YVGQobEOVLk/P5KMT9BrU1SWpXaDslUTfngxQp1ENP0WpqnPXLJSBFWbeB2NcwUqQ0rsgiFhuKeMQOc84hvMrkYkM40wCG6FnRXCM7yy8/GxqqwlEoqDs3Q4bjoO4aLa46PD0hQOufZbTeGD/rIw52NvVqF6D2xj+Cs717XBScZysJXX/2S66srLi933L1/R5AOKZnj8civvv0Nw9ATQsennz9nmiaWlHDUxgrwZkY8bp8wsfk0PdFm9vs9tzdXiMCyrqx5ZStbSqq8v3vP7fU1m80GX5U1F2peuL/7wLJO5PnAOHTE2FG84mNnxey45/Lq0jTVpYJmJESmaULCwLNnN6jrOR1npI2Vx3VGUmW8GknzgtOJuRSWQ6TmzHYc8F6Y10xOha43MvyaZtKy8Pmnn+LVEbYjf/qXf85xzk3QIGhUvId0yhRWgvPM8xHf7xAJ5gQWexyOdS3sxh1a4M3dB3IpVCyhdbvpETcjRDxingJU6yqTwWhKbdQdWzyrVjMgKdlMh9WuV+eNSF7aDiMbgGmdnhq04pwjp0TnorFlfEAxnLZgya8mybQGpIsRkXPiq0EAWhVL4hZcda2IGhxn3hPgo//Yaaul6jqx19eqCGcuqBXU6HuEzPFwIEbPuOkNy3Yt4afRHb/v8YN3ntq2gUozB3HSOjMBqa2Ftizy84LHeF7WVdZ8lnMaVvFkknwupLWaSgdwpVKdR8VwlAbNPBVw54wO5LTac5fccEVPpZjBcSjEzqEaKMms3kLtjNngvWmXMRd4xcj9AFoCOcG6FnKxEcXFM1OgmOehcxavKo7gvOVM9564BHJWe46yUpOd9KqKGbcKHY4cwDfIQsSWcXilGz1xcKYB9rZld77g2jay70CDLY58Z1Sc0+Lojo+kkNk/frBRsPfk08zZHMX3HQRlzAv7u4l5Wri6vjCieIxMy0wXHFIXgghZV+4f3vH5Z5+z2e04HR/x3nHVbzm+f+Dlz37Kh3d3PLt5gWZP7gdqnkkpM00zChxPB2IM3N+9Jch7bl58ybJO0HLXT4+PPJ6OeC+cTifwI103sOTE7WbLcdpT8kotCyUdWKYDUqELIzlVhosN/W7L6Tixvdzy9u0Hum6gHwJZhIwwDBvCsCGpMp9O1GLjZTds6XfOOupSULchpxPMD3gH4+7CXLhS5vB4YNjcsBk7QieknIjes910HKuJM/70z/495IUwbswPMwacFtuwF0+pwrzOyOTxoWeIkV5XRCLeK8RI8JHoI8sygYODU3bbRC8fAxCrroQuwJrt+4qa4U5LwZRiNDsRJYrS+RFfPfiKq9Fu1Zjx6kjVsSwLRU1NVaui6m3plFYUZzzZxppRCmmdrMgR8NEKrtTacE/a0tWWwEG8GXcjxBhZS0FLaUwMjw/SjIJsYeWeumiHYDCQNlf5fFy5u39HLYkXL56RfLKsI+wwsDrx/SFGP2jxdG0T7cWUPooBwa7xO3PbyHEe1dvi6AmHkKd/PP0LeOJ46Zm/aYIkyz7X5v3ZWn2L+K2QnTkmFDEc8cw71WY+UiuumsltKdVO4GCUBxS6aFktzsW2mLKiXz0NFAfUQqykCpLKk3eouGaITMBrzxiVuPVMbqbmyjpbXnlNBWqhLsHyaRy4YM+t3jh91VWkb9tmsYIXBiFEjLMnAGZQEbtAPzq6ziJpxZuJrDioZWVNnofpwOPjgec3Nxymk1FdUiHlle1m5PHxEVQJ0XP7/IbD6YFdt2U5nbh9tmVNKyUtoCuuRZl8/dWv8KHj+uoTHu9f4bzw2bNP+OoXv+CTF5/x9sMrogwM43NOuVDFfCmrV2JKFBWm4z3O94zz0SJTiiMtmbu7O8ZxJPhIqcLp+IGCsNlec5pOpCURomc+nXj76jWoY3t5jfpIPw6UKqxLwqG8+uYVFxeXtuwbt+R1ZTdu6PqeNStj7NhdjhQJ5KQsU2I9zWSt5HVuipmVWia6mMlLYV5m0rwwbC4QUZZl4nRYOR4fuXx2ZZaGVfiH11/xp3/7F4TrLT0GsziHtUTOsDpNQi2JaZpxfaJUzzj2SIk4iUhwxGBu8EwmL05zZn4QdmKWfbjODlxWus6ahCoFvOnFfWhwmShdbVt2UTrnyCK45hoVXSDVhHdCrBFN2XxKsQZH1aI+RAvzmihZQc/YvRJjMWewdk/66C3DzDVqUrsfFfDOMpKQwtYFis+UqrgQzXtCsesf1zrYFl9TpcEbZktXyQz9CIxoNQMW5wOlribNlJb2+T2PH3Rs10bqrE+o4pm/1f5Mz6O8PHWI3zUU+biO4aNCCX7r75xjWc9qpPaX7XVz431VLDpB5Ts0ByyOVc8mA3aSllKpTig5UDuh7wE5c+matZ0Y2HzGVKnNTo4zF8veY15blpBvI7YWc5kJHi/m75lT5tAthDmRV6jFCi5VcH0gNArWk6a3jVpnDqyPpkaRAPgmTaXS9dAPgb73hK5CcFQp+Gh7xnVecXEHWdgfTwQX6ER5fHhAcAxDz+F0wsXAMA6GQdXCi5fPcVJZ58p82tMPPVKFeV6JwWzHgnes68TDfeazT74gTQvLvPDFp5+z3888f3nJcb+gqrx48ZI33/yK3e6C2Pfs9wcuL6948+pEzsq7Nx/48ne+ZD56UjKnoTUtxNjx9s1brp7dcNH3BHHcffhArYX+quPDu/cc9o988smngCN2PT725FpYU6Kmle1mi2bTG87zzJwWumHLaZoZxktc5yEINSXWtJiXpKvMpxMUs/3TBvdUzTwsE2tODN0OJ8HCx6YTS17wAl20m3/77BP+n7/8c4bL0a6xAjUYk8QH95Sv5BpB3XwbCpnIlI5cxC2ajEfchUCUHk9HLQs1eY77wtAXtk4QZ91m8AEhEaMtXLNmO+Q1Ep3BUtFbd9hJtOuvjfdaz/ftR1GL96ZY67xnXSzZ1DjYkJZsKQvVKHex883Ao01pKGktjRrY5KO2XrdJ0IlRu8Q4TDlbUVRxjZaFsXXMFQfENcvLVmkUovd0u4HtdkSk0HWuMQXMoxY9BzGW7y1hP5yfJ99pHFtR87V1h+3u9xlwzW7Oe8MyvWs2/efAYseiAAAgAElEQVQMI2mEWnve7y6WztxKrbbVt1PMaEJncw97KUFdRktpHoY0b0HfqE/asMrabK7E0joL5AS+bbC1Gu1B4El/f/YtdSjeWbeYi3UJltlklAszoq1mKRetiMdhYEiVzSmRTycKZpRbRXEBJDqL2fDGtXM0jKYV6iChpQU2YETt43bBW4ZN9NB76AwGcS6gckCr0oUbyj5wtdlS1sIyLxQpTPNEWgsi5pM4DBvm6UjXQU2VzhVi77jYXbAshnfOyyMhOFJZrAOvPXGIeOd4/+EdP/ryJ+SsnJaVFy+fsdnsEA6oHjgclH685PTwnttPnjOrJ1zsGKYbOoWSMtNaDELIlTkV+s4zTScOh0curq9RhPvHI9PhPaETHtwAtTIMAz5s6cYNVSq7i2vevnvLsPVMpxWvZmKRSqWsC5fPnrGmlZwy8zwR+hEXL9hsL+mGwLJfjJgdPOtq0RwlJ6iZXJXj8YR6xzgEUimMQ8+hZoLCcL1ju90BjuHFc95PC76LhC7jsl3/qsZ5rCgqtiS0G6mgOJZS2dcj3j/i64hUUxdtY+TeeVL1dDUyp4XHg/kc9O3gVQcSBCfeuMS1WDRNsYhukx4LzkeqerJWQm0SalG0OMuy1zMvW60YKRYrki1/SMSR8opUc5Hy0ZkZ+ZnM+dQx2cLG7p/mPFUd4ooFMaLG0XSCiH/S2pvu37XFrzQRizbaoOLPG/xawWW6LhJCZ0T7J4kq7X6XJyPmf+rxg/p5fsxhb07vrm3WqiGg58/ySQd/tp/7TnF86kZFzBOxVdGPWzLTtD8V22JjgJ2Z52gNQO0Dd6qE1n/WWhA528QZ9mmcMqFKJYtRNwqmF/ceIqbiKLh2UNom2zvT23rnUXVGvcCcdwQ1UrEGk5YqOG8WdTGavjx2E75TMuC94qLHt5hk5z2x0TBqsSxuUNRlHKF1Aw6trhFIzJM0loRzig+0kKxIrTs0Veb8QBA4rvccuUBcIk8rNSeiD8zznhDM1OH2YiQtimXKF3JeUT1DBI3s7D1X20tqLQz9DlVTs2y6kW+/ecuz588odeXu/g4nHWO/437/SHSZw+GRofMcjyeuLy+I/cju4pbT43vm5cRNzVxsdrx69Z6uH6Amu6HF0w0jS1J++dU/cj0GlAuGlxtev5rxccTFDgmBy9tP+Pb1PX0XmY8zXgI5nUh5QcTTj1ccHmdytjz0fhiMmzvsSKlSU6LkzN2795Q1U9aE+nZN1pXSUh8RSGVme3VL0kQYOobN0DLpA7LZsKJ8WA589tkL9qc7pNaWowXeNTxSKk4DgsUF11ypHmaBox4YGqlZojLslKts0cYoBI3M88owOHx2JC/UFXoXcNHhnTC482hrgFrwwfwwtVCrBc/lbHxSqabvz7WQmzpIAcrH+8vSbi1NNjYOpnO20U+5Eqpr8JYdyj64Numdt+Uf2QHiHF10iOTWsSrVW6FVML+B3LK8zl0rFu9se1VtCzaP4J+WzkZxtInXPYkg/n8Yw3HuOJ+kma3btPHcfYff+duPswb+SUuuZwei/9ql6bfI9e0f0tpdq8G1faFt/BUCYrQlNZxF22vQKFTeGUJkhsgO5y17XUuFbPy0rBUJNjJUaN2BNDVDs89LBnLnXGxj7wNo95E9oGIgtxj21PfBtqVrap6NFcG+Zh9f48RWo14ZOd8hqS3dpFLdWY5m632fExt1dLFDXDEoTXsqmVQXPhxe8wuNXL24IObnoJm+H5Ba2WwG1nWlu7qwwLsabMEGLMvEsk4tr6fS96aRDyE0FY9QS2SzuWTTd2zGDW/efM3Ll18w9BsUIfY9F3VLttaFlDJd7Om7nlRhd3HDrnP81auvyOUlh5MQfCTlmXk+cXFxTTdsEPG8+/Yranpk98Ufcnv7OZvdyG53hUpm3O3YjDt+/dVvuL66YZ0eGIae/fEBccpmvGFJK4+HR8YhoGVhMzwj+C15VWa5J/otp2nieH808ncjeOd1xeVKKsnMrGOHD47NbsuaFyQ4xssd28sdNa0M44a42fLr128oPex2G2IvrMuRZZ3JOSPYAXWGobQYlUSrHdKzrnRyIrozhqd48exWoSTPNJlpuLhIKY6UTY9PUfJqdm+WNMnTUlWq+exqEUTPqQkOKQ5wlj2oxinOOTc4ziE1U0rztC1GQfJtkiw52XXp25I459YV0sLbsEZF7D7xNrLYPYcQo8OweyO6i2vx5IsSaoAYqWp2jV0MQCWv+iShjjESgn2W3nmKZpNtSjMH8Y7guidK5D/1+OHGdm2ORtqgDBwFW9RUSiscfOz6WjttXeTZeNioDUXPmObHbhS+0326doF9hEKtu2uxxlrrE9aqKLWa6axERbN7wigVbcFupjXXhpuurtCtDsWxdhmXgvkaukoIVnQFj1eHFFvulBbBUEslqVLLQh/tDWq20cWJQikEHF3XkbGMd1dcM0KwGIxI480V13DbatEF9UwQduRsNmQl2xZTEULvWFYlJOhioNFryRWKBmr0zMny1he3MACH054hRoa+52IY0VIpdSUnIYgn5ak9j4Aaf+/y6hJxyuPDIxfbHV00Y4q8PiLDJUWVH335u4zjhs32Ag0D0/JIkGo5U/2Gx/09ISf6rmM7DBz2J6QbrAMcBg6HZG7meeGw33O1e86L51e8f/ct9w9vuL16yRdf/gSJgVArV5stYdORa+H+/o5nz245Pt6T1onj8QEXIsM48nB4wKnhucdHj489p5RYju/phx3X3chpmnDO8/LzLzkcj9y9+8DF9Q3v796T5xMVbw79OeFDz93dA5c3F9xeXTOtEyUrm35g/OSGb6aJ//sXf8kv7n/FGkxBtg07JHYWdTGteKlUZryTZnAdmrxS6RwsJdNrovPmiBRUqRtHWoVcInOpeKckFXoJBlM5WFCiKr34tuTBFrftotBk70dpZjRrNi9TMc35nC0QzjT9Nrm56qFCzUY+PxdA8NS64DC8s4qFy6mYiU1wHpXeKrdXsiZcaBzNKITBEVyPDwZJed8RfOR0KJTkQAIi3ZMZcimV0hkUYYUzPE27tWHHAsh3HJlyarr/73n8cH6e8AQum7TPNVMQQdR9p4X+2Fme44nPBdIwEXu282hw1r6rnulOTYap2rCT+luZRnBuerVxwbSpDKx78zFTq5CSGobU8NWSTa7pmta85EJCWhRxk6E14xMXQiPl2muYsUmzB6vKMieSU0pnW2vBtu9LtpPbjn9P8BGR9PQzioJkb25JCJrMkARprIXQxqmUICil2s+/tgNi6D1rr7hQkU1oLAdHSU2cVhdyrag4ci4QAze3N0ipdCGYqqVJ2rp+IM1z68rTU67Ubrdjmiauri7ZvNxx2B/xrmO72eJF6PuetE4sy0RKlc9/9BOy71iOHfu7V+SScSJsNxfQBbIUOufo+4HpcGA+LTjX0fcBHx2/+fYfGfsNaypcDwPffPPI9uqW6+cv2YwjoY/sPzxwfXPLw/ER50dubwfevvkG8opznt3lc+Z15fBwQMgc5kf6sKPvdrgYqUW42F2yu7yi1GKRwi4yrxMfPrynG3uuPr3h/d07cJ6+j1SBvGb6frQFoVYePnxgc3XB9eUtXld81/Gff/W3/PX9V9yVR7YXA9OpkHMiuo66ZFwyGzWHuabjaORzabQ4O6xzTmi0ji0AffXsqiOpI50Kvnl0ppzw2ZnbuzhEhVTULOBQSlGc2oSEekpWo++oY10KaTW6XCn1ySc0hGhad1W8VnNIoz4tXEsGVeNLOzG4DI8VSBcIsTNT6PY93gviLal2jB1dB/2geGf4tm38bfwetwHNEYh4j5mMayVEAQaGweKfnTO4rVZt1L2AD/JUX0oxr96xfIfG8188flBLOkVb2p08dZIf90dtSy6OKlbMvMPkkPX8tu3vn/055VxRzJOpjeihjcptFoePXn9iapxy/nPkiUjvvW9u7JWUlM4LeWlKpqZiMt9AbVpYiwZGlOpKO18VF4SuceTOy6Fz1Lw0rbCqsCwztVS63FuX7ZS8rCzLYhcuZ9K83ShVjRdbq+KqxXTUco4HEbRhoM6ZE3hdALIZSGAHxjpHOGTU2ycfQuv8s0OLEsPI7cUn3Fw+Z/QdklZKzmz6kbImam152y0kLwZPmcE7z+ZybA77laura06nmc1m4NOXn7EsC2lNbK8uqbXy+ec/5sPdBz68f83r17/hJ7//RwTxPHx4i3ee6XRkt70kOzOcuLi8oKR7QvD89Kd/TNftWNZ3pLJwc/MJWjOffvGSvhtQJ9w+/4Qvf/y7hH5gtxs5PdzZwiH0hG7k29ffUktiu7vm5vqGr776BkGJPiAS6G+21FV43D+Cg3F7QSUzrSub7RVrnnHVsS6V22dXfP6TL3nzzRuGruMwr9w/PrBMJzZN0x6qcDxkNAjj9QX+YsvYbRGUx3TkkPbGkFC1gDev5LLa1riLuJIJdAjJmBzNitH7gKpjFOhU6QQ6X4mxUorxff2xcZM7b47y4lhzRdbSiO2Kq2aUI9Ds9lKLt9ZmeqymLFsMr6zFcO2s5k0q6pAgCIFUTDVkVCF9muCcA9+gt1JXOt8R+ohzQuwsnsN7cLWpBUMkRKEPjthXXMj0EUJXMZTE4ChVjOIo1nWLt92DF9ecr6zCeC9trDcxQIzCMJypSYoUJfYtTfF7Hj+gk3y7yWvDVs5daPuiiFnmm4C/dWnnAultoVSzNkOR+nSaKOaI/hGrsPA0e72PUjERoWhT5dRzGbbi58ThfMVH6/qitIiMbBLN4CLdIISg+Giv4wXWXJinQt+ZXlad2Y+ttRBKI64TDCNyFs0RvSOLOb6keUFXaVyzxLIuLOuKq5abJCheYS1GmE+lSdOqoKs3aZ1W22g7qMWhIRt+VI0ecG7I0xEOQdmcD5Ws9IMdYIEAKqRqWTWdMzXREAuuZpZlwaNP0rtaPaVklnWilNxwWMd2uzU/x3Xlk09vcU5I85Hb21viMNLFnt1uR6mVz370O7iu4/WbNyzpb9le7hi3PY/3H0glcX88stleoaqsi5nmzitI1+N9oeZCWjNXF9d88+0vOZweSblwe/OCZ88+oVCJQ89hf2TNR/b3B4bukuPpke2uZ+hvkDDw9u1bLnY9x3lF3IaSE+tSWOYjm4sB73uCNy1/FxylrIj6pk8vbC879oc9035if79nTQteCkNv6ZolmRdnP3bErmO6u+fijy8ZPn3O8c1XfL3/2jqyOYAEo3RUZ0shzYhqS3gE7zoKK07NOLgj4KSCZJMWOovPFhZsoS2oZNRVMhHxwtoWUKJm7KIKXYGyZvBtkjvT/FSMB71WO6ybF4QoLecIgpiXLmqbBd+26C4EarJt9zxPhtW2e64bAv3QMW4GvFNchC5A9LXZxDlTHbVOFc3GePFnkyDzSPUusBZlLZgaSs7tEqSc6fqOikUyp1zadGu7D+/FzJGlmVXrGQ74/hr2A2Ke9pO57/Au7YeIxsdqBbTq2XrLGcaJIzf39nPJ+86zWosvLeag0YWKtnS9hqE6cc0Sr326ct4QJWIXUSc4sfHXCLlGm/DJkRdFXCbGjthXfGdqIu8qOqspf2qFXCA0I9Zc0DiAWhSHBGlyyoJz3oLOgLSsTMtkMs6cSWklF4uO9cGMl0upaKrUVRpp/7wBtdHInfGqqLjg6LxDHayrkfVrNr9RXZT1uBo3NVUkJ/JsMSHFZy63F/Ts+N2rL/j0+jllndGcOc0TwcPmYtNcxLG4horx8prX6DAMqJqKxDkrrl1/waef/4S3797ha8T7kf0hUdXceH7yk99nt73km28/8PNf/xUvnl8SY8e8nOhDIHaWCZ9KZV5WunGgv7okLzPbccebxz21Vj558SXBjZRSePbshXFonbPx13fAyLAxJ/8gkd3ulru7e2RQLm+e8e7Vt6ypMI6OdZ3RutLFHu8i6zKzsOBdpJZK6BTxgdpVdruB0/GRYQN3719zmvaoVubjI30/0g3O8nvWhAyddZZSiZsNbvscNz6iGeZqNnUWEleaXNJMYoKnaa7NCEe9yZltIWNLwqCd8WlFsfC0cyPRtuPiiGLyZbxR2bTaOC3BU873STovcj2ennWFmpRanEGXTb8uAlIqfYxmDN48JahG7Nfmjjb0IzkXW1DGRmeKQhg7xk2k7x3BGHy29SdbhxqCYbfNh1FcRGptmOtKCIEgFpjoRCxiuCT0nDbb9iiZiU66Ft9hf2ZUKKMPWsqm1R5L5eU7hkL/9eOH6zzLeXzWJ7mU4ZBnI1Rb8z1hnMYvstOk2m/XNf20ZpoCQw3LafxG72nJltqWJ+5pS28u883EQO0E67rIOI7EvlqhqfIku8xZCKmSnaOSiL3SdQ7fSysiHiUjdbTwLWmsgXrmiK6MXWwBbb2JmbISo6frbAGTlpX37+/ZnyZkqeSa7MMShWQJiLlmdFFK2xyaTNcZ3KAOWnyHq8oQHePGCPLHqaDFM59qy7t2lOpZq5KXRF4r/U4JsTL2MDHz/OITng83SC4s0yN5PoAqMQ6kJbPZjZQ1k6p5KpZS8SHShYgW8DFSKG1hkFnTyv1+z8tPXxK9Y5lPpPnEq1e/4R8Oj0RxfP7FT/j005dMdeI//Mf/wH/3z37GMGwp4pFh4DBNjMPWOuTYjFWqsN3uOE0nvvziM0r2ZiCyTmw2G1KpxGifb7/ZUmqwUZLKOI7kLDz/7EfgPe9ef23wQ5rY3z1SKGzGoZmdQD/0VtTSwrqu4ISu8wx9ZFpty7+/f2yEcmH/cE8XA7vLG+Y1o2ni5vYKQsB1kc+/+LFF6cZIAqJ0PD4cWNaFeZqYl4VairlyldwgH4OKLIO9Uij4WqnBxlJB2usb9U5rRdvixAVHmUsjmLevq1IdLKUgTsgV/NlWrlGeaiO4a1W0CrlZyZGtt/MhMHTdEyfTOaW0Im8pmTbBRa/N40HwvTnoZ1dRbxQ7741n6hyI25gvBef3YIvkKu1AdoUoHi0OCRa/7M2/iTVXg6uq+dmq2U6x5ELXhUaDNHZIKZk1JXzXDtRgKkJHsXvqex4/oDxTbRv3lBfSaETykXJkKgFpwLGdnlZOvY2gamYBREvO63uh6y24qZR2shKAQvUtG0gaHUrlifhQihD6QNdVYlfpRxAi0yINxyk4XwiDw02m1cUpYWjkeF9BoxH584rWaJ1CrXgVXM04Fywq1TXTBWcXyhBNrYNzrKmjiJJK5piOpJqtm4sVJ4quhU68FdAMinUOqJjaxDXZqYOuF3ZXjm5rWt7t5QXTUYlA8ivLaUVX8yH1YqqltWRqH9iFyIt+x2XsmZfE1M+ANiNd2uIq8OHNB8ahI61royVBFztzYh8Ca8sWF+eo2TEfJ2LwvJ723L2/4/7ujjevXnO/f7QQuwK77d/x4uUL/vX/+m/4w5/9C/78L/8T/+P/8K+I3ZbaRZbpYH6QzjrxcRjou8i7t99w++ya/eFA122IMbLdDqCV2+fPmZeV3bbnMK/gOpbpSEoLEnpubm8YNjvSfORqMzLdvUfrSt/DuL0mhIGcKiH2HI4Hgrc5yIeIDwFa3G5NldPpyHKceNh/YLvbgDvZosl3rOnA89srqgj9bsvlzYZu9Jz2b7nSnzDnyq9//RsOpwfmZWWZF9KykFPGYe5XBQEfUL9QdaGqM3ZIqUyyMG46vPi21AkEJ1Tf4USJ6iB63CBUJ/jWsZriw3DuqgV8RxXT1yjGhmlxCtBcLr33uJqpWMG1TbqzolZtIgkRu4ddpeusO9SaiS6Ac8Z2KIW5LIjW5iCmBCI+9HS+45wKUUuhqFAbV7ZGh5OOXFZ6CdTVpr11VZbVsz8uzHkBcaS0WoMjH82PQwwI0rjcShctuTRGTwhN7VRTgw3+6ccPHgBXWzTA+aFVm/GqjdJnojwiTyFr7gnDtO4BgWHoGcZKjM4kjFSWqbbR/8wLNS7j+XW8YFSF4pBQGXcd3ZAQV+mHwKqJsmZCEIrLhNoTQraxBVM7OBGcZHOE8b4tapqySEz9IIDzmaKm1gClHy7pQ6QLHeNmpOsjqsrQRRyV12Hl+GhLGT+YH2MYgeSJW/fEU81qfE+h4n1nEQheGG4D4zMhxETfbcwUOc8wtq29ay7rIuy6HX6wTmXTj7y8vOXFcMvNcEkIjtN8jywrwTm6ccB54XQ6Ukvh/sM9m+2GlFZ2u12bErz5n/YDOS8WratCydUcmCSwn+DdQ+Gvf7nnm9f35JJR77m+zvzeGnj9v/2f/Nt/+2/47OVP+Luf/5o/+u//JW/efuBHz59zmB5Z15Wb3RUBz6Ir26sN+9/cs93seP78lq43t/Ld7XMU2IwjJXjevH5HWRKHacV7GLcjYehY88Q873n/5hW1zjx79gwnjmnJuNBZ9noMOCeMu575WChVmacD4+CY04pzjuP9hCp89uWnTMcF9Vf08ZL9Yc920zHsNqRa2V1dQlAep5V+XtF0x8Xlc1SE5XRgOiaWOVnHmTMhQOwCLgbUmX/mmQ8tZIoYhFPMmMDkiGJqMklilLcg+OjwyXBxH8Qy3VvCgm8jaqlmbm3TnyAukGsGKikVqEP7PTeCeltsibf4C1rcRc36FAfsnNkhahZCdKbsiY7jOuMa37pqJYhvgkg7rEuGktQgg4IdYsFR10Q/ZIZBWeajfUcq7JPnOMH9fm2OVOclsSdKD8Hgm+P0QFLrTBXT4Y9DZLvd0PWBECNaC7Hrv7eG/YALo4/KgfPpcibLn7fBZwqSGROcF0xqIHrDSUWsYIbo2W57y5smkouiOpOShdyLeAtv841Af47zRcjF/rvbCP3gcF7oO2GejaKkaqe+Dw3jnD9u7dXntrl15uwjJtcU5InaFPrONMTRzJKDQOwgeMd2OzIMI31nccQX2x0xeugL37pXnKY99EInnjUUfKrUKnQ9TaVkXQROLYRLoBsd22fC7kZMnUSgLp5TFOJgtI9cYeMHtpuesR8IcQSvFArfvHrN/Hjg5dUl0/6ez5+94CpsETxrKrDOzKeJNM9QM9N85PLyinmeEVHSeqTzziI/fDQX8NCR2PD63ZH9MvM3//CPrFnZfPEj/uCLH/N4OPDq7bfcrYV//1df89n1hmP+v/iTP/lXfP3uLXHoENexFMFVsxbrYqCmheg8KSsX241RabIyXA1kYBxGy6/XQqoO7wcWTeRS2G5NmonzpGmGrFxeXoO/JKE4jVxshdPxiPPCPM1sh5Galdh75v0BamFZ7ggx2O+lGxAXWdPCOArR3/DuzREtlYvrHQTH7eUV291Iygshevp+BCf84pd/ztv3b1iOynpKrPMMBSuefjD+b2cTWNCmFpPcOj+HusxcVkbElpIS8D5Qg2Wg52rXXggRvEJQ8xv4/5h7k1jb0jNN6/n71ex92ttGa0djO6x0dpCJKCgVVTUoKUUihAQlMUEUSCClmDNDDEFihoRgkMyRaIUoRFYBRRYUZFbZmbbDYTsywhGO7t643TlnN2utv2XwrXuzCqWZhrcUCulGxG1i7/2v7//e931eY2TyW3Xb58xcnifCk+Tci9AT0Vr60lkDK1YJAawpadP01q4/j6bWTKuVlBa52Tk5tGmRVhXeWCmrW39Nrda+9QplKSjlMBWBdZdMSYmUGmZRKx0LOisDSSwJmpcgQS7CrkB6pHKWmpSkZdTozRaVEvvjgWURY3/qM8si13pt9LoKPP7CM+yru7avxtwX/soXNqPGn5+eqxVpNdy2Jj9SV1Sd8AI1xlZCH7HByiEmwjJLWSkqXqNyBW1fLMeVkTRBKaJeGquwPmO9oekFHTSmV5RJOlx0W9DWygGYhTpddUMZg9UaZwP9mDG6UZaEwgk8WWuwBR0EgkDLUn+aOpwNa8TP0YUO5wLWWpRpJBuZ6566u0Lj0ErRB02d5QqjjcYNomqniAgpVdRS08NwBv2pxVHRZa2h7ZR4PU3BK8hFcXp5jrWOoDXeOqIuYGZOz7bcGm+zdT1TaoRasF5TykKOC8s8o6iUMqHRLMtMygvH+RpLpjed1HxYhfMd/XCf2/ffJpuFf/h3/zfMcMY333yL3eGad975DbTd8Ad/8D/z6c8/5M4rd/nZRx/ydPdnXNy6zb1X77GfDnzrrW9zc/OYucFAJZWIN5q0zJKCSZXbt2+jrCDalJJMtd/2Un4WHa6rHJ48o99suHPvZWK27K523L684KZWzs7vEKeDTOnaUFImR1HbrZEvd8mFMDj0ycgyH1/AVLSSzvYQHLcuB45T4eNPHmCDxRGoNLbbjouzkdoigzf0vaUEhVIdH3zwATf7I/ubK5ZDoS4VGwybYcv2ZMAZw9JmkplRSuG041APaDqkFSwTi8VrKz3tCETD+4otUJrGKFHgi1mdJWukXOKQoKt60b4qLo0mldSlkov8OKZCizKoNFHxS83CNNV6LXdco5nVkEtBmSi1JENFG1HQq173lbXSmpKpUjV0s5hsJdKsLKpqqEkaMI1hjnJoytAS8dZjcGAqRiUsGasKeTmi9IDEhhO0incN4wK6GDrT2Ny6y5Iyz653LMuBmAveK5QpOKNXf+hf/Prqsu02k2JD6+cZ0+fKd5GrwvOI5bobfZ45fZ42kpO04ZwjdEW8X77Q9WKfcUWTFkNJQkPCW5naZPGBMZItV0bhskObSFMJbRBYsK4MgydOkqwQPx1YrygpSwum15ggb742hWGj6HrF8abSouTdvV/rNZwCVSk5E/MiH5rmSIPsVZzz+MHitGGoGy7KHW6ON2R9Q00LNYvPFS9NjcEbupOCMo5pEU5obxXGeLEX9QvOyyM8l4r2HWEjRWVlqTir6E0gDJqx7wg+YLVhIbE77jkuB9I4U6vHmA5rDDlJZjzn9UM8rxl2NLv9DdpAWhbZ2U5HfG8Zx4Fhu+GlN79F7u9x/elP0KcnnF+c88lHn/Pezz7mb/7rf4vjcebD//JTHj29ZrSVd37tV/jgxz/m+z/+gKUvvywAACAASURBVDt3XuJkPCWVxOXFBY++2FEWMdzOaeWPzhNnZ6cYYxm3G6zxmKBwmw78CbpCUQXcnrff+SZ5ki/KYb/DWcfHP/uYk9MNT588YTtsUcagtcXZTOc88/FATpH9tMdZYVJqI4xUUsb1AeM6+nFDP/RoPP3GEcYtXz58Rjwe2Z6esD0ZiWVBo8A6+n7LcHGb+PgLfvDeu+yvrrBVAguzSoy+Y3AjnRnYjD3KWp7NjzlyvR5OWm471WC1RWWF7UC3ikVwj8b4FXhcMNZjakVZVmeK2J5aQ/bzK50dpShNvNYoaFojc4l0NOkqk6m14tmEijUCuKElEWmUiLe1NdKcyUHy5agi7upWxI6lNSU2VC4UHKYl5lzJVJyudGHAux5jOg5xR1KJVCI5F0pKRBsxylDUkVIMVVlqm2lVHnqagrGWzTDQ+w6QUjpnTlFacasLvH72Ek+PO57tnrCLB3EBaMvzNqe/6PWVHZ7bk47DPpEWMaWjJI4olJTn/9bzuOXzqGZbrxay+zRGnqzaNYxT2NDQTixIbSloK4q8Dk6uAVosrwISAackUikgkoTRFruuAJ6LLl3XWNa6VWMVxlVcp9BOfGXOiJKojWTKU26EjSYeZHfrvcKbhtWiGiplKFHx+GqPrhs2w0zKM1vXy5LaKHzwdN3IMPb0qSeaiKpaqEWdx/tG1yusD1hvCNmzzFX2YFoaRI2XdFRL0AyUJt3dySxUv+A6MR0b39hsBum/NopK4tSNeG1IStoWrWJd6DdykamzlYrVdj1MM3E+rtctS99tSXmH8Z7h7A63Xn0Ts73DkgMfffwJ42ZD31t++vRz3n3vXf7Wv/17pAq7myfU3Pjy8ISXX3mVN77xq3z24Y/Y7yficZJcvcooBYdl4SUXqC2iu54+eLwzONehlEWpmWZH/Hgb3IipjVQPvPzKazz4+AM+/uAjHnzxCdN0w7Q7QBPa/un5yP1XX+flV19l0wUUmqorndkw7XfYZKhKkaZE8AFdG4UoaRqnsT6I/atVlrjgveHlVy/Z3QSC86SyrAxJ8fra0KFb5aOPf0pJE995/Rt8eYh8+OlH6Jbo3Yi3js4YOmvQzjK3kSXOOAO2ztQ13CGhCdnJB2PFa9xWXUArmlJiCK+KrIrwOtdctwEBXrNC2NZB5UUCZ/VIKyUiqDLI0KOeK/ACs7FiZKBpLZUztZJrJdVEyuJRdjrLZ6c2aAGKZj5GcsxMeuH0ZEPwCD3JWFRVGKRJs6sOgmFaNIlCaolQK01bWovQNK0ltBanSooF3TSddTgUXls63wnnVK0Vz03hvOdkOOOl8zs8uHnAs/0TmhYb1C96fWWHZ9d5jHEc9gsxibGd1SOIEtOt4TlP8885ns8ZIiAQYB9kF6mNxtqKMg3vzAshyjiBcVhraUU6hMR+UFfRCYrTGD2iqDinMOJYwBiF7x1LjLRmMRSMk5IqF5wAhbXHu4R1mlTAB89RHwVEqwas9eJDs7ygRaWqODyZuFY3bDZb9vsrNicDZPciPmpsoR88/byhtD1BC/nYWEPxin4jcbKhH4mLYjITyvSAIuU92hk6F2lFk6xin46Y0MmXPxmM1figcVphtRJzsxGfnVYaothMjmWPNVWMxxFqXiSuB1QFulRaTZSVcD70p1zvJ16+c4uL80tee+tXsOOW5jzz1TXXhwNvvfM2H//0R1xdP8P5jkcPHwrizMr79P77P+eP/8Hf5/f/898H0/HZ40d8+1e+hSoZF8RStlgF2ROGRF5g6Dqur3fcuneJdQ7rEmoY6DbnFGCZIsEPPHv0gP/7H/w/PHu0I/T3efDEcDwqclq4vR2Y58wXn/0JX3z6M77za7/K3buv0oynzMsLpTbHSLCWmgrjRhJGSoM1omAfD3usl4NRgNmKy9vnlFSxOWOUYV7L5rqzDW3aoevCm19/g8fvvsvV7po+dJR5wdmANU4sPE5jvME3jc+GzgwseiYZcLpR2wxUSoOmNOCgSc5cUdcOoAStYLU0qNo1FqHqOrhUKT8ra3mi8Lqk4VWZjLUN0lppoZo8XJAD11ip6dYNUsxoYMmJ2BKVRkyZlBXWSH+QcY1aIg4PqVKTYqoZ5zLOuXVoUtAKyki7rXeyktFOcTPf0OoCTWxkqlm0Wv+MNckhXta9Z1Z4G1AslKo53Zwy2IFWPWlF46kmuff77j5j57g6PqS19AvPsK/s8PTBylQWNLv9kWUpYkGqlfXdBuRvz9NIf/6qctB5h3EJayX3al3DuoaxGWMrXe8oq8femIb2jtBZUoooJVejFMtaeq/X/04OqOe71+Atiy8sLSOdglKtKx3cjcZC05pqRMnUKjJqTQ2OzgeoBuvksFZKsSyREittgatHE8N4xXji6G72nJ965jnTUKQ8o1cLSO97fDM0Z9HaYYwjGBjGgPEaZ6XGIz/34imFsxrVgvRe1yoMzwrKRDovtyVrJNqGLWhjqTrjgqYZzXbs2CAi2z4tOCzEAiWic6EfBhqNZa0frmseOubI7bt30EYzbM+ItXH78pKb/WrwrqK8H+bM8RBBO7Q2WArUxnFOTGnmr/71v8Lf/p/+gJ/97KeY9aHgtIFamA4TJ+NArBXVxD2wxMz29IRuHHEuMO+fcjZcUmwgpSjTVKl87x9+n2fXhu99dEN/Yei3G4aL19H5yBdXR/L1wlb3bJ5q3v3BB8RiOTs9paSFnCuhG9aUi1jKllLoup6cZkBxnG8Yxy1We4k7Kg26UbMU/zmriTkxngyc3rqLCQNPnzzk3Z+9x5+8/wM+efgAazvONxd0yrHEie1Jh3UG6ww+GLqm6Yon1yz4wfoctdGhyJCLxBYVOO1wBjonwqxTM4tSJDK+yjRqmmDexPde13BDw1mZTGlSGuecwpiKdo1SEjkVrO7IqxbhdMMpiUY3XSm6kYsANoyxqCafp2zEYtfS6oEmYWxFJY3RjrQoYrIEY8HLWoJ1BVHXnWjvgLIV6hYTyiRUknVDMIbew9BlpqnidcMHhdKzOBVoHKfH9Kev0oeAmbw0nAZpxu1jQg1bqJFDvvqFZ9hXdng6b7FGE6rUp95cHZnmJBYHEE/mCtYQ1f3PUXNaqdXH1+P7grWS1NEGIRGpJjnV3Fgm1vicxlhLrQXnOzHzVrCuYJ08uYwVpqK1GrSSrpgVmaWUqPig6IbAMBqsEwNzLvLGOmewvuGKpRVJ61C1CE1re2bOC+RGzppG4bibefb0mmE7YpDfYy6JWOTn9tZgGXBNyfRretAWZ5v8MyfeVRPFrxdTkSd1k84lmtg0vNKUCMEbcQxYhVFiKMZWMfhraUKUmtZGNZqNcfjsMFn6mNrajDlNC3YtlrMGavC0UrC2o+REGEd8MAyDdAj1YaEPUrm8vzmy3ZwIKqxkoQLVNW1WIv/Jf/wf8df+0j+PN5qb3YGmDMMoxvgQAn1wjE6mnhgzwQQOy8TZ+SVLKQwbz7TXGNujXMC2ivOG9977EVf7wp+8/wV33/kGru+x7YQf/uT7HPYPePuNt3j1G2/x2Yc/50cPnvDbt1/m4cNrtLKMg8daIxUdRlBvFkm1GK1QypOirBRqTuC8NDi2tXBMyT6wlMIwdoR+ZHNyQWuKP/ned/ne+98nt4WzMFD8FpQRC++cyGnG+kpbe4ucVfS+57BMkqyxClUElK11wFKweIwWpTkEjwuOLgkM/MlxZhcPEMWK12hr90+T329FQNpVS42LUjjT8K7JwxYpr9NNYNQUI1O3qpi1xVUrhfWWPhgBg+hKW8sRlRZ/aC0rBEdL95B1DlqHwnO4SRgKzjWMF3q+bqCdJKlaKgTj6cMp2muaOtLWB5rRCmehHzRjtDhlGQeHCwrnFbRKKjue7D7l9ulrhNBhWyOtJv3OO8BTwkhj+oVn2Fd2eIagV7U5kEvFGcvN7sjxIL422dX8k8va53tPYzR97xk2mn7QONdLnrdGUf5KwdpG6AypX5v7vMIYsfLkVHHO4XRHjIlFR1JJjOMpIRTQYqOoiheggpihFS107yCWH20kbqk1qCKAhm5wgoPL+kU9qlknppwzJWdSVCytcBYsJMW0L+yu96ii6AdPzAuxJCKiInvXYUujOoEmG+3X65V4Lk3ZodVMzJFWNT4MWGOgHKlJ44wVdJ5dQENwAeUsLUrtbiUJsNnA89ZPaSBVuGoZjJODvTZqUkQtBup5PtByZpoWhs0WHwI2QGcVLlh21zsubs3UOmNReG145d59fvCT9/n177zDm2885NGTZ1zf7DHescSFe7fOePTph/zh/1H4yU8/IE6LHPDNSu1FizjvpENo09DVo1qiIbXTFxe3aCUznp5hTkdSKuRYSbuZn//8Ef/D3/2/eP1b32azveT3/r3f4+/9vff47//O/8Lu6iHv//jn/JW//Nt885tvQ36NTx5/yRtvvsP55TllfsKcZnJKdM5JUaA2LHGiCw7vOnI60oUBhSKliPce560IG7liNYQwMIQeO47YzQmPHj7g4y8/QLWF06GHi5HDlCmm4bpTipmZ6zWmauZSGeoIzHTakrXGKYdrkgdPZcEoRa+3jNbLNX+tme5DR6ekYG1zcsGSI1e7Pbv9njkeSCWurhJD5zxWO1qzYm734FzCklB6wSnDoheSCixltf2tF/jWCtY6rAnoVLFDj6OI+d5pDPNKdKqUkqnF0wAfBjQB6gbveppaSLmwP0qhnXMa1UlhnF1dOjpIy6wyCmM7FiZMrhQqpgOXNEMnQRPTV1xoWFMl3ggc4xM+ejjz8q03OO/P0K2Q0ozSGesdHZb4/3NEfnU7z8HjrMdbweAPfU8Xbnhqn3E8Ng77Bbm0v3DJU2sVVTpA6CvWRVywBN/WbfcqFtUksbluwIc11qWS+MtW4opWckhaB9p4fLU4L3sYreSa2NpCLWmNgwpxxlpL6AJ9L5HL59UIUgngMQhjUKvVfwko8osUDqxBAGVBC8W8ZohTIboMrVJbYlqONBvXyg+L84ZClqtjGICCrh6S+BFVSzgNyjRoRQQDsyGS1id8pjV5ugc/YJ2jaA1JuIYmKJluTKapiNUdVjt0NpSYyQV8qyw5SVthLsQkPTNnl7fJpYGyWBOotXLYH9Gj5oc/+GPuXT3m9r1v4rzjr/0zv8bPP/6UL59+ySsvv8Q/VeCDDz5mzjMX5y/zzbff5OtvvM6ffvd9Pv/8C+7fvc39u3cpMaKLoraCNxYQurmmMl1fc3Fyhu97bPAcria6cUuMDWMawfR8+NGf8aP3P+Hy5bcYx54//Pv/J3/8p+/z4Msv+fzTL6Ak5uMV3/3u9+n6wGtvvMPebJjUliX2dKrH8oTSKjlOUKQ2tw8dXdczxxnrHJVCyQlrLNN8JNdO+naMo1HlRuA13e1X4PQc9fQplxd3ebx7xPV05OzknN4LAjAqRTUDOkaUWzA2gTrgtdx0lmbwWRpbndWkZIUBgMMay+AMQ+fwnZDXsQ7te4bsWVJk3GzYHyO73Q27/RXTMeKtJhhH8AHvJKllfcP5TMkTYFAliTumRKqxlCiGdo1AO1AVpQqDD8QmjodSG6kqtI64FbzNGpG0naEYjVEOSiB0ga4L6KKINXGcZ4LxtKnS9xpMRQVW4aqKMu6kS36eBTJdVaOv4oZQWJyreC/0M6M9tSqyqcxz4snuC5msbQdqoVQBNTsPHf4XnmFf2eE59B3WeIJ1GGMJzguQ10QhS9fGfEwrzcXKtVIpWsv0fSB0BR8Qtl9faLWxFEk2CDC5oFTEdz05GVGytVzLUY2SEs66FWogfSj9AM5mFBqz9nAftVlJ70J4KkWuX843yFLu9dwn6pSXBb2RNUFc1hhhWSh1JqdKLWpldBrismC8lkbG5qDAcswoK7lgXRS970hV9sFayYGttMKoIP48lSk0tCn45yIYXj5YgNZWwCUmoJtkpzs/4qzsaZUJ1FTXPLHk4IUeFZnjxFiF0N1UZUmRlhLLEmXl4qVxslYYQoe1Tn4NYzCtcn31hK+9/gqPPn+AdRt833Exbvg3/ubv8Pv/1X/Ndtzy7W9/g4vbF1gNd+/eZ54KP37vC370o58yT1f8i7/7u1ycDeR85LjfkeMNWlfpAcoZoxrWO2iNcdgQl4zzHQlD3w20SabOR4+v+N//6Lu89Wu/RWPh2bOH/NkPfyAGbywnZ1v+m//1b/Pv/jv/Fl8+eEwfHnJ+fsL7n3/My3d/i/3THbsnnzDvbqgto408iMbtGXOaOTu/JOfM4XCN0YaqxLVh7fp5cIachKO5OT1BnZzSjMc7R28s985vMXZ7MpanSqFaz9IacUnMdaZpmZaMEWKSMw7dKppM7zuC07QgVKPWQNso8VHn6EcZUpQd8K0nJ0tXPDEbhk4exsO4JR5nyjKhWqHzDmMNXedxoaBNo5QRpQyWzPXNFTYpohLO7jJF1KhxXaHmxHbs8DpgtBbWgB/x7h5LfQTqCbBQzZ5WJYLddR1zlWu5t5XtZotXgURmf3zKPh5RTtMiDGYlLumGdhql5TpuJNGNjgWqQeMZu4AiIBZHhdEBRQdZqpVDH9BZc331kMuLW6vXPNEoaAv+l3Hy7J19YQxXSlOy4K0uLs4pBdKK0J+Pmdb+saoJFppya5WuIgRFFyqlaGr2wtdUEt00umF9wvhKyWLZiFHC/q01Upqx1uO9RxtwthC8wxtQKuBMYBkK87RgjKY2ux6cat15eZq2KFdWIG3DGSUxMKUoppLKQq6RahLKNsBTa8N7BWph9I7bt2+JOIUFV4hKcudaKWzzoGdSiSit0bpQyhHjtjIRA9Y2Oh+oLQnYIUkvttBvBJrbchX4sHV0LtA5vS7yO4ppdJ0wRFuT5X2pFaMqhzSxpIqvHp8q6bhbQcmKJVZylS9as/LAyrWQYqXGSOcsDz//nNv37vPJBz9kro3T2y/x2itv8m/+K7/DD9/7MT/74kt8zZSl8MGf/lBgMXPmX/sb/yxvvfEKrQZsSTz8/AvONp4uiDm6lCp0/RjpgqffbMW10Wa6zQYVNrSUKEvh048+5x/94KfscmbYBKZnOxyawThyE99vRfHOt97mX/rdf5n/8b/7b3njLdmDH/cLIVj605HdY8s87f+crWkdxzlzenYhDEslhv0IbLfnTIc9k96xGU9x/oRhdFLLIrsjyDP7m0fYeSG0wq5kUjpye7jNoVQO04HgA4MaSC2CqlR66VZXlS5Any1eK/rggYZ/PtLpBVSlGamE8X1PCCfkJjeeOVZSthyOE81u8N6R/UQtA5RCrRmrHSEYXJB9eilScJjzjA+a+eiIKRMT5NiYtABzpEGh0gWP1RbqhpPtbVRLzNmh3Ahmz5yfcmgTKc2EcInVPS1rgvU4rTChQmsMqmOpE7tyQDdPNArTV6orsvtf60Yqz4HMVbCR635eACcWIRJYWtE0axhtoGUDRoacablmHM7QWFJekIjoLz7DvjrBaB21rV0RvwpaM3hlBE81S6WEVnJ45bxSk4ymtoLzhtA1rBO4q3GKaZcoRfpNjFk9gLahTKFlK7DU6klJVgLSj1LQtsgBaiW65r1fn1CZ7cZTckZdJY5FGjCtRVoStWDeWNNKusmux5pAUw1rKzEfJUKn5FpsXBKRJ1tOT8+4uH2LcTPSaqUW2bWUnPBahAijDU1ZIFPLGq0sCWsTqQhNR1slHS7lKNSmol+ksdSarze6oFVe01ByvaMWnPLSWe492s6SfiqaaiWRUlomWENXLV4piJGSGvN0FNq4skg5vXTYWC1wicMSmZeFZ9dPKQrOz26hjKjxP3r3T7l77x7f+cZLfPutV4nzIn486/BWY3QmTRNTnFnaWkHbG5Z5j1GBmiKb0VGWhTTNbE4GmjIUrYjLjPYduh3xynB4tnB9nIjZ05pjXiYubl0wbk5QPMEpoDSudwf+0//sv+D9n/yUy9uXFBWJk+fOySnVzdx5+S77p/eoeWZeDjx59ITtSU8uhSdPnrEsiYuLi5UvoFjmCe0a1oV/LPJo8cbQckHlgooLNk6cXJywb1ec5Agqcr08YUZTyChr2FrHMXY0N1FqFQHIKYqCjeqwytJ5+ZyoYsWypxzWJnJMLNGwPe9wg6UzPYUOnxEKP4Jc9FYOpVqzHJ4lvuhtl4GkoY38M4P4pY3K6DUtXYu0GCjdhC/RFnxwjN0trDoV7+0agsmqw3cKVxQ5PkKpSMyP2QxfoyaDMxWtZ5rp0S1jfSZ08ryhLSQSDkWvNdqWtZKk4JzsX7XRJAWotcO9xfX7ECR2Wg05se6tHa0ZrKkoLKVNK6hHaPza/BKa5KXo3qGU5MZbEWalLiL0dMHRysQweqwxHKdEyVVAxUAjgyor4FWyntaZ9UosWV+rhZoSeklN1GzJOUp3UK3ECsuyAD2+k6u0MZbgB1CWRsDSQ6koCrnsMbbifUN7UE2aA4WvGHAqEFyP0opYkghbXWDJhZQmbNB0WbF08kF65ZU7bLcDzhlaNSjjQCcM8ntQdiXWrBEQiZYWUp1wpgMLuWacEkDJcwaVWeumtTG0rLHWS2y0Kpy1GCV5faPUuqsaCK7HOKlgULmRpiPHFLnwJ7jUKC1RmhFgQolY5zi9uCChMCZgrBCXUjqK4Tx4WkkMw0BcjszzzO3L29QGwWiuHz0i9wOtFLpguHW2oWqH7waWeSItM53zmFZ5dvUlu+MzLk4Dh7xIiZhTuLHjEBe03jJsTtjPM63ItXHY9BxvnvHlwz1NNV66c45XmevHT3jtO1/n7Tdf5pNPH3B1c4U1ntoK/+F/8O/z67/+G7z+2ms4H8i7yEsXF9y+fxtXrvj6197kgWtcPXsExTAtR/miNSl8S3kmp7Zmo8HaDms9tVVyWoRMHxwmBEnOXT3GNfE49/0Z++VIyY1cD/j+lK0PpKYoJHI1JK3ZnCi88gzDmaTI5j1xnrEBUI6WDDlOdN3a/orBWUPVBtt5vO0xvmeeMoq4Uq8sR0TFzrGhXCEtCa06Sdl4mcxKXjFz2mHwGJ3ovOHYsgw6RuxY2sjtrLQnDN0ZBkXNGe88TVes6oSvWp8RvMaUjmXWLMsV2+1d8pyIRaGWigsaazXD4LBJRMVUE2oNaDRVhOtAQSvLMAzkWDHKk+wsTZx6rS1vGoW03wIUs2CVglrXZJR0lC1xj9Dv5QD9Ra+v7PAsNa7kd6Gfl5qpa+e1NQYfFLU0sq7r2O3Wg05jdZEB3Kyd00Sc7el7xzzXddqqotarKodTZ5iPGpSIPPKXsCCXlOiLwSmDsgMYhdYeh8bonlbXIi27IaYdXch0YQWO5IzRA5Qt1lis7Ul1XqlHhhAC2i3k7EiposbKpmUGd5fz83OCV0JeN+IhLVlKtrpB8s/GG/KS1jibIedEKTPOenI1NF1QNqJ0pLaIQPY0VWlKK9JzrytI6hVr1rK3VjHeygTdLFZZvO6oLLSl0imPdiP6KBlq64KAklvEqEAIwqIZxgGtPSVl6fp2npQXfNeRlkbKFa1gd/OUcTtQcQy+Y3QGFzz92S2cDWy2I/3pLZzteP/H77Jvj6j5wHw8sLt6xJ27d1Alcf3shlu3bkl6pgiUZTpG+nnGlMxhv0MD3egpMTNd7ehP7/Hrv/otHjx+xN/5wz/i9p1bvPLaG/z6bx744bvvcX2953Iz8vbb73D/pVe4f/814bqWPW9/7T79+Rk6we7hzxlOBnI7Y3fccdZvmGOmAstSqM8K25MzrAvyMNMBY5wwNJV4KpVx1GGkzjuODz+jxMz5eMGSFupwSu8C58PM0mCqkalWJqA6R3YbxmGLNyPed5yEc/q452b3jKVM8p46mBdNXGYaGVvtSt7qSC1gjMZZzbDxKONpOsnNRDW8q6RZ7F8KRU0TEKh5woQFoyNVzaAt2oiXOHhD8I2aHd4pjN6jdUWy9pFYH+K1xrlL6urNbgSUU1TtCTXgKljtSSkSl2usHkBBbQvLXPDO0RkINmCAY0rQ1Frz4ul8wDkZqjQ7lD/Kd9YGAZMURc2Sb1fNiKilNR4nsHWtUTiJjSoZMkJwUqr3y8jz1KYwL3u8t6SUmdOyjsgZrRd8aJQiamotVQQTY8k1rbs/XtDhjbGSBlKQ0vM63oJqjdKE4mKyeNGaNdQiTxNtLaVkGplSIq05SSB1CmssxjqIDrVxdF3P2Fdiuqbpp1h/pDZFNVWIRHmLtR21zWgfaLNEGVER58tKa5LiuKF3bFe/og0ZpZMkoBQc40RWC44OZTuMMlh7JJdKbZGqjiw5EcqIwVCmCiZi/ETOEYWjJEGnWecRl4JcX8xKfGJFcIGYtjVC1rGmx6OoxuA7w2gu6LoeXSqdNZTDTHEL03zgeUd8yQ0/iuhXc2R3c0WJC0ZpNoNDE9A4xu2GB48e8drrX0M1TRd6tDGYfGC7HZmmI/ubD6m1cLx6gCoRrSvHwzWb0TOOnqdPvmToe4zK1Dxz9fgoCLec2V1f0WoG3VimA0+/yOSjJh8ODGNmmg78q7/z29y/bfjDP/qIcXiH3/zN7/Dayy/z5dMvuDg9496917m8OOWTzx/w6Mef8Tf+0j/Nyesb7HZkevg5Q6/Z31TKMjF0g1RBl0VA0LUQ58x4oun6EyFxWalUcdZTVcN4B6ZDaw/XT3EtgTEMqnFue/qwYbKea9/x9PAUYxR4TdPre9h3DOFCqPTBo3FstqdsN5c8ePAxx/kKrRrBB47zTK4LznfU6lbGraE2y5JELQ/eU8tMLRHfgXeG5Cz7XYQyU21cXRoLLYNRCUwjph3OKbyHxWX8oKUgEdmboypaF1rL5HxE22vsqm20Wsl1R8szTS2EzlEKBLuhFk1czBrTrpS2oDSUFPFdQKMYggMsNc1gnDQSKIc3Pc6B0iOp7MnqgDHCxcgrsb7kCjVjQ0eKSCMoFZrCe6ke1q2BEXtf8N0v5+TprCWlWfLeFVLaU3JbvZMF7wV6EAGUluZBDNoGtK5om1DGYrzk2tECpPRjWQAAIABJREFUDPbuueJthaTTVvHDtBf7QG3ELKyaXG2tbngngJJaErVkqkkyBa/1C1M9sOkcauyoKpDKYzLXGN1wdgNlg9ae1J5PvQs1ztJ33QzeGyBhLQx+oLMJ748YuyGu/x9SXbg5PKPvO7RyYoZ3htJEWa8qwypM5RzXD2QmxopTZhXN6hpRy3JFaQJ6VUpADc5bSllWgcNgtHxQnPFYlylakY8H5nSg5YnWTjFRM+8qTiniNOHWhkOZIpTUPyjFfpppTQzZLR25uTlSaqQLAXUjIYGf/eznXJ7f4mmKLNNEywun5+fElHEahnFDRXyxc0xkpUgp8/6HP6OzltA5clw45owLHqUlS3s47FaDP7SaME3z/ns/xYeR3oxUn1FL5K/+xju8fveUDz/d8fHDI9Ya3vraN4Tavs98cv05Wwu/9Rvf4tu/+ir3Xr9k/+gz8qPPiY8ecX1zRUwzvvMUNCYpWkyAKOs3+xtyzQx9zzgOJKT8bOw6nDbY80tqTeTphjYdORyP5DjTtYQPndjKjhnTjTSVqCpiamboLMlojC+ErqdzG6wxNBpdOKGlwiefLtSygqu1ojTNMkfSHJlTIoAkcmrBaL32+GSMnslElA6oVnHaUK1nWWR6rK1QYwGbX3RUlayE/TAoava0eqRpifOVVqU5ts0sSQIh0zRTi0CUfai0fMS4Qug8RWuU1bTihVqVqqy8/Hat6E4SL1US7BhcR1UJb0TsrVmjgllvVh2teTrfk+uVrPp0o9WMtZ2Izw1hi7b1/GmiChlnMMatV3wx5Xf2l9CqZJyDLGVijUwqE5mIrk7iYLaiOg21oZWhd0pSDzrQ3EzoDNY0Wp3FpK4ACs4ZclSCtfIduVzRcsQ4gcHmzGolarQCzvZYn1EYUeKqJCEamXneczZcgjbkbOm6EWXAuJH9EpiSwphMcLdQdRBISXXkdEDpBWs0S5EEhzYOHwo5V4zVuNBQ7gAtkEoilj2Hw56YEkPvMdailFisnHPYrElNGgfd+oZKck4o+zklci6S1CFhjZOJwnerWAHOKqzRmOcYMiOU/ZIXaBpcprSFzMyuPWFOe66nmVGfcGo6zAqVnqeFxoz3bp02pM0z54y2TpTKplHGkmMk6kwuUitrlOb62TPefPMtnl3drOT/xmbjKHFiivJFWY4Lx+UICnJV1GaIpaGqhWYZN6ccU0I3TamSly4pkeJMnBMxJmxQ1HLDtHuA6bdYP3L/3l2ySdw6GfjVRfHRzz/n+gApeIZg6LstL92/xVvffIPLly9JXzwk7h5w8+Dn7B9/SSoZtMMoSxd6Gh1LPJKXSi4L83JgM4o/MpfG2Hf43qG7HnNyRrEWjgfJd4eBUColz5i1C92qwtBtmCNU66kVlgrJ9qAmpuNTzk5eYexHaisY4wlhwOseVQ0PvvyAGPcEr0hZ08pCLXtinIklQzWyJ1ybMFXVq/I/EXMTAbRpOneyhkh2zCmS8oR3CWMTtQSZqENirIPcDptiTuJ1zimSXIKlR6kMTf68VLd+UR1Ke1STz0/wTQYWZXF2IEdNrYXOD+uqaiblA9p4nOsoec+UjivSUnLvtVZosmJ73mymVS/WrmpB2xXiHKD6tY9dhLGcF2oRFmvNTqyqrPl480sIQwY5xJZFxIhG4nm1Rq3ixxRzq1zDrTJQlaQFXBCOn6l4FyBPKKMxOAw9RksXtG7QdBC7Bo1swdhEShWtghCUjKEfvdScGkOlsKQjznpSLtzsP+Fk+Bp9v4GiGYeAdgYTLlD7I7VmjA6AF6CytcAEc0aZjHFQykxr4pXTLaOsFHehMrlcs2TZw5Z8pFQoLWBdIddKaRpnRqzpUPoZLqj1MI4vLFytWVLLLKnRipJ8cbOS+XcOrSwxRozS9MHT6oGlRFBHMmvssjVMhcokgQKtsTow9AO+OI7LREahSqa2JEJCg2meJSnSCjf7qxcAl67rGHvP3Vde5ng4cHVzlAoG84zLy3t870++xze/9Q6PHj9m6Adef/0u02HPYXcNLeOCpcyFGGdUc3RhoPOW0J3Qj5csZaWO10rFopVMnzf7a1rJVC1igyqWZbfjpTt3SESWPPH13/xNHn/8EY8/+oBvv3OHvjsntsp4esZ40jH2A/PhwJOPf8jjzz5m/+ALKBA2Dt8FrB9IKTNNE00J1Lo/6Xn0+Ea+0EDXdxJbLRHvNpyd36Xdvo/Slvr0IbqC14psDFkZci0YZ+mdphXxdOo24Wzj0BTVKKrueFYO7PZPORkvcMphvcUFzcgp9y9f5/LkLl88/AkPHk1Yn9D2SMxPKPmCPG9Xmo6lEaWRQTkqPUuO6NqwqgNVyUmha8fgLcEG9lNHil9inHqR8lPNQ8jUpgnJM6iBOWqmJdKiI5kGVFRLVCPQEpC2Va2MiKjOr1qBHHAlWZwVbFyKC8ZWrAkYNaB0QZEJoUdxB+32BN/Jd4BKLgdQmlIz8zyBmim1imBKL66VagCpzLH9KCyJVslpJqZK5y+FevM8M7W+F3/R66vbeSotDXc0cslkRBXTyESFbujWcEGhcNgVHWe0whrpIHGmYlqFJtCBnC3OWJq2oAtKVVR1GB1pNWKseBit01htMEoTnGbwTlYBWtNotDKzxB1WD8Ryw5Kv8O4W1johdiMCUgg9KU3ir8SgjSbXBcyCDVClVptcVkxWE1JTUxFlOyml02K6n+M12jechsYMasGZkYrEALswkvHMccIHjYCgLaVmShPvainyxFa6YpUW+0gpGCew5RQrOc9Yn3AGap0oTdOURxWFygqlFklhVIcjoKvBW48loGKm6URxjWV/JOU91WrSkljmmZJnUXd9BxnqnLh5eiWL/SJBg5wLn33+GcZovv/uP+Iv/3P/AvvrGx58/hGXZ2fcu3POcZqZpghGkx9fsZsWQme4uHuP88uXcFZSTColHG2t3IhkNFYpIrBkhbfP45yaef+My1deZzlekZ+dsL13G08lzjNfPPyc065DzZWrw8KjmNhf38jVMmX63hNL5nra06WANzOxgrKWzbhhjgv7mx0+eFozxHnm5slThtOek9MLhvEUdXpB60eYjpi1MnqeF/Iyi9CDouaCtwIUblaivbumoShig1kpnCkc52fslgecdHckuqgDXQeunnI4DNy7/CbOGm7mnxJLA7WQpivm48jYBbn9uEoqgjms2aDoyfMepwy6dsJFqGulr/GM4ZJSLDE/odZJyEVI9bIxPUPfQa1oepxxa5WHTHVGC3NCK1Gz5ykSgqZpiSx7H1B45ApZ1+Fn1SZ0JTiLCyOqZko9UEomWE+pGlULz+uZS5EerUqmESm5gNIoPNZ5ahbbVWtiokdplHLAjLEwzUeojuBOoAVqzP8fINE/+fpKJ09QUguLwSiLWWNn0jmkiGscUwGmGTGNuxXGYI34N1WVUrVmaM1IH6bWFJVFjdViA7LWyi5DCVZM24TTA10weAw26FW9E7tPyTu0Kyjds5s+Y6sCymqmmHAhv4B+5Cq1v7WC1YrSJnKdMC7gEByeVo4lHVHKkHOkmpmSepQzjG6Ld1t8gjQ39odnFHVDaRNOd1K3ahJeDXTtTCxDWtOqQB/qWmeimxJDPI2qhMZktCbHgkGaQxVihVLGrFdwAYLQRDDLSdNapiWFI7D1G4IdaHOmao0PQtgpcaapTEwTy5SZjoWcsqjsoaNiubm5oQsGp8X/p50h58x8mPBd4OTkhIs793n29IbXXrnPbveY88vblJhY9jMRxXEpxKrZnt3CKEOcNc+eXHPv9h2GoSNGL1RyVYlV40/vkFJCtx3OBiAxHa/o3Tl1mTFF4NDL9SOOHz+ipgXjAl+/c86jZ0+4evCAPnT8v8y92a5lWXae981uNbs5bURkRLaVVUWxisUSZUKCJevCki8sULRl+MJPYFjPQb+I38CwYFiWYVGGBVGWLYqgQBab6rKqso+M5nR777XWbMbwxVhR9IVKvhKKGzh3mYGIs/eea8x//P/3393dc3a2Zzg74+Ew8eXnr2nzPfvNuDYHbKitAoHpVMi10rC4qqOt02NlmmauLpIh+XoHpxv8NNFaXpcUPcvp3pwKtRg+UYRcCwnY+IBIZ576uqDRMfZ7Wps43D5Htg/s3YecpR1dN+C3EThR2oFu2nPdf5ND+YSlvMLnCU4H6njAyZZSbIvcyopy8x3qlPvbVyR3hQtnJgt4i5Z23hv8mi1FBSRjrPoeHzq220DNGU9HO0JrBhqx6puISytcOvSoQK2Ki6aD5xzo03atWC60fAQxinxboDphNzqk2uddpJmH23u0TdQ2g3TEHqqY39gi1RucRjp3gacn9UekeftRB3i6NNBqtUima0z5Bc4p0e/xydP+Mi6MrGfcQKtdGlCSUamjo5TFkiZqhVNp1TuDNyTWG9K899FSLaWspXBKXZM5gqUO7KenNkAbwTXGfoOqWOWF97akcoZrc6FBEERncl1sw6gjd/efc3ku4HqCOmrJNCnrxrmS24nmHHi1ymD1pGg1xKmLJD/QmiKhISw4N5CCQXG9d4zDI7p+obgTOR9Y8i1p0+N9TxW/9kd7S2xQV9+lwUtUzJ6UfERWSo3JBLJCKoz87pyJ428oP+hab0K21k/1BO8oVWilcl8P7N3Ipt8i2a5CSR2lFObTAqWyLJmcy+oBhLkIBQOF+C6SS0Zdox8GNjGg4UAplfH8Md3mgrQ9526q+O6Cz14c0KY8fut969/ZvOBm+ZhPP3sJ9Z4+ZM77yJcfJc4vnnF5/ZgYR1xMjLszmnTkeElS6IPRw6VsiMOORmGe7tk+eZcWA5ta+fyjP18rOwKlFkvniLDbbbm/vePTu5drx1AkDtf2We16ltZQKl6UcdhYtfCm53SaVyKx2Zd2w8C43RLGEVkyTh7QXGyZqdl0vXEgLzOlFfOCdj270DFpQ1teUW+JBIRiD07HwLTccpTPIMCuG9mHaLKWV4Lv2G42FDng0iP8Aku9p9V78ukMbWGd0i3aS612g3GK+MIhvyDKid5bLbNP4P2CaKW1QHQ9mTcVHJZnd86x3Ww56kTKSm2rdLS24wbfk4L1C7k3fFESJZ9QfUBbwqcOqeDUFp/RB+tgP2aObmK7GQkhEGOiNjHDfXFUUVQrpQWEDL4hbrEkXxppmI0KPE6suLEV83uXklGXUQygLFpY6hcUf8uQRsPn/YLXL+3wrC0buT1amZfzjhjret22MvrgHc03xAmhSwTvLGfugDeUbGVN3gQTfaMlid4sW1SEleRKSI6QA03iepWIdCkSu4APRkZ2NFxX0GpbxOZOSGsE6bl/eM75+TVUh1fbVIoKTRu5TLQgeA+qdWU+Ovpui0gjhm7th15QdpZNJtJqtThb6hE9kbqI0lElU9qMuIKoaQDe2dM7YJE7h0fqmzpm20TG0NHUyDMhGIi3tYrDzPHiHK7KagXRlc5fjU9ZCpVGrY3aGsEFSAOtObq0wdWILAup60ipY14qLnj2+zNKFXABdUbWV5ScKyEkunHDsmQOeWYz7nj09JztfsuTZ+/w9nvv0Xc96jwxRO5ubjhMJy4fPWKYM48eP+PliyM/+9lPeWs/Egbl4tzx8rMf8dVP/pTNZsv24ord5ROyBuL2gt3ZI6JOxFR58vZTQhrYhAYUPIrvR2qa2OyuKW3h/uaWtz54H6mF+TTx6ssviBHTWXtLCPX9wJQnc3BET4g9tRTuDq8I0fCGKVk3j4pj03dst2eWMIoJ8YE0L8hxsgdNK+RlIs8nQgwE39GqIzgoeaELq79Q1updl+hdx6KC84GTKkLj4fYTOs5Y+oUubFhKs9rh1fXovSe6geYLZVlQ94DTgeA8zc2rbu7sAbhk266TOcz3lDgypg25KCkqzjdElCqCSsW5bkXMBaucJjIMPbV6swiyhjFCYDPukKagb44cI97L2kSwcKLzlsunQauB2jLRRwTheD8R/DU+2tcZsaoPUcvWe+9o2VO14aNNu8FZRTZO8K4QQk9TKGoPvyoFVVu4+qAEdK1bnhFdyHoixPEXnmG/PM3Tm5gcfMJ1yTqCHD/3c4rLoDOiHqP/ZZzvUCrBWY645oq4vG7aPZ5oCDjnbCxvVhegRBxC9M1ywc3jtbP/I1qnioFDVkO+OlwKNAKtFaDRdKJUobZITBtyUytB80ZRFyfUPNOnYAZfEYtAesD3qES8F5o0w9UVA1iKQhcaIWZa63GhkDaZPN8T20DyA7pKA0olBltMtfV3kDA8XGvWI252DtN760r3KTXTqtpU0qxaQ9SkhqbgaLZZJJDzTG0ZdZVWhRYq/W6PzwGCEHsoAsNomfLTknm4P5IGZ9SnpXC4nWxbFzpyLggNQqDvz+iGM7rtI/7qX/+rPL58xOk08fmL11xfX9OK8vTt9/hwd27Ep9AxpnOqdHz11Wu+/4OP+OKnH/EP/v5vEsLM0A1I7FB6Xr26pQBk0Lphd9UbuFgyvW/gHSF2kCLu0SW7p++zef8bPP/+H7NxyvOvfkYQYbPtePvpni8//pI2T9zMme3+HJ0zodsQho5x3JFSZxLAklGUGAOnaSKfbkEXFqdEVVIu6OtX+MsL6Pe44x1turHD1ith6CllRhaTm8DRDR0pJuY6k49HgvNm9O4SzTmSq4x+4KRHKne8vP8Bp3Cii3tgj9RMqYW6HoxOE1FHWlMLXISZFmwCU7HPUcsLp9MEeUZZiDGwtIkm92z9SAo9ISp9B654pubw6Cqt9bTmib0n9oFRFRc8yzLhXPdzCr4EKCWvdPuO0iIuRFqbKSz4HFeS2UCukVAbxXXrn79w9/Al4zii7sSS7+wU9TbAuOZoclqZDpHozHNqFU2VJtlK6nQws7w3o73dwgR8XZN3HlwiOtNGRQ6/8Az7pR2eEW965JsK4WA2Bu8NyRZCR5NsaR+xL3vTEyFA6nagCe8GahOaTkZvUaG19VrUBKmV4JwdkOqoZDqv1BBwYgsjaZ6UPOpmvLOpwuqqvdWXro9C0YILjmm5xTlFxON8NY3b2FpmuI8eaQmvwUpYMJG8i4P1UseCNtvueVeIMdiEWQq4wG5zRqPj2B6YyytqOyeEgLaIkI24jaeL0RJO0ZNbQ1VW+5F56XxQRDKltLXateJ9pu86tDS8h1IWi9r5gNe1AdE5mmREF2J8zakm/ENjGzd0obM6BSmI87jYEVzgyf7S8vw+st/u2O3OCbFjXhrEwGa3I8Sezdl27bup9OOWpSrd/pyzNPDlixu2mz1/8Id/Rj+OXF5f8+StZ6TtFV9LPUup/DGR/QAPU2G/iahLkLb83u//gOsnb/P1b/4VLp8+5XLTePbeI/o+cry/p6nifWD77Fdxm7eQNlDF4dIl548+ZPriBb4O3E8TDw8nxs1IuH7GRpSxLDzc3+NRzjcjXb+luUBrjaEf7H1d63V351tqGqAtVkXcbylXe7rtBlqhzSdkyQb9FiE5qxFWcWvFh5oW6KCKNRyMPlFUSFo45NnqZsgEGp1PuKic6iu86zgebxDp8SuMO0ShG0ait0Peu2TuBfca9dal7lxAxdOa0GQ2P2ToAM8wBJvw3ANFDgTf4btGwNO1kVwrCNRijQopOZrMNK3EFHE+rXHN9aZTG61VYog0sWVx8I4UempVlnyPc2n93g2AgZRrnld/cqZUi2UHv8Ung954fwk05nxLqRnvsQeOe0Niw2pFaNSy0MRutk2g6gQoXkeca9YFtcY9VcXOoF94hv2SXjF6mzJ9YKlvmvw6XJgtu65CEM8QBkOk+YKILSSMjzhQc8SHRlPF/AUOKdgbo5jRXB2IRSBFPCkqNIc6v9qhLAhuvdaV4Ktdj50dot55SqtGvxabRHM54uhoYpqhvTGsJnsQMbvVkmdCiPbh9NW0VXp8mKF5pmkhJMX5ha6PDJszUjzjrHufoM+5e3jBUh8I0hPozfNYrWoEWN9ojwRFNdCkmo8zRoMi0GhNqGoapupC047BOUIwQZ/mEKekoJS64F1DtSC6MIsypnNaKBTXcDj2+0suH71Dr5F8mrm7f04+NR6OdzzMd/zss0bwsN/v2e6vGIc9U75nrpX6MyW5yMXZOUN8Rn91SQyJGD37M89ud0Yadzx75x2WJfPq4URtC9vzc37zb/7H3L64ZX71CajneLCE0/mzC/6L/+bv4PsdKhN0C1/7lbcZxgG/3TPNyhg3zFmZw46Qtvj+jOQa5XRD//iK3XsfcvfTP2O6e8ngPS+++IS2zIg4thdbnADBMZ/uzMNYhdAFWtfTbbawtrtWtQPi+PDA2cWG63hNPQrOZcteqyd2I7ud0PJMW9sCjJhhtxLn7SBDVotMU0uGSSNRCSqoF2oIHHEcXUA6Ry43qA7k7HE1Ed3WbjY14f2I9wunacGFSp2P4BwV+46oQtVCmWeiwyjxzhFjhw8CYQa/UCUSukQpxktYxFwfOFtezsuM88t6UMpaGRPWB7tAzXhxqyHfm+0JT0iBnCeqnHAkPGf42NEaNglW0+fD0FNytRuWT7hgkBvvQWmM/oxQH2h6b6moFVGX60JM4NwWVSgZlIBqRtceJrMlGRODlaYvUqjlL6HmGUJYxWOPV0FdtZ5mb9ONaCFEzDwcAlNtBG/09xA6grd6Pa/bdfo8Is6hrtqSJmxwrqOLkRCXNfutOAxE3OpqOE+J4O3wwVsqyTXTSmJQmgt4X1Et1ApgsbMUdyyz9VGXJtSWaaJIFWo9rRUMka4b8d5zmm7/oonPmdaCOoqYjSr1A8Ft6OIWR2Q/PmWeG9P0Eg0CsRL9sFaCzIBlkrXZFb21dfu5IvlC9FDFcGG1mCug2KEaYqA2WYV7xflClSO4gouODs/p2Cw/fXHO2F1y1T8j5cDNzQ0PhxvcfGI5HJhO9zzc3LI/v+TdZ++D9zw8THz1xVe8evkjcq1cPXqHp2+/zdXVI1KI5LxwWGb87Q2fHb5gv7/i6vEjVBz7i2uWpjx5+h7p5hVLmQnOcXdzx9/8T/8Okh948cM/YjocGYczDofGpUCUEy488O6zJwQcqT/D7c55+1tXuLZ6C9MGtgMubhBZWI4Lt198xPOf/YTbVy/Zpsjty8+RUthuz2yZ4hPDmCwEIIaSG/qBnBckRk4PB7o+0aVkV2IVnj59xv7ymv3jx/jNBiWi04m63DLPBd88pTp0KZQ60VphiD0xOko1CEdZt7yp68hS8JLoxNEC1FgYopJLpJWE75U+Kqe8gHZ415lfWm0qDDGttrWCykQINomZFt6Zw4JCKR4X4/qZMiDwdtfZgZgUj8U1x+2IZCEDbYm05hm6PcrMlE/U2jBw4AKI3RrXCOspz4QVgO7E3C+t6dq57uzgarrKeZkgG+rs8SLMy0Lfd4To12BMWIsjLRXISsJ3LqHOklbLYhUmp2Vm7IP5XJ3Hr/sB13q8N9aGw6p7mrNdgWoy8/0veP3yJs/QE2NvUxqVtj5pvfd452nqiWFEpJJLIQTMUBu3BN+j6tf/tgPXIznjXCWEFRTrbNttCR2PTx3RC1VmWnWUvGqszuC/TQpVFddFgiZc2hBcoPoTGgqlLEgTqlZaE6b5xv4hrVLE+pVaUzxCyUJTh0sNaRP4I8EnmtjVRkQBK8kqWVZQrrOYpyZUZ7zrCKHHObtCgZVTOTy1OPAnS0Sp9WKHALWKcRjT+uHEmzeT1TKy0pdE89oNZX+ySqNqRZjpwp4u7nn3rQ8J7oJ6SrSl4/nzF5wlq/5NweO6EdlEWtjw9WdfIy8HPvv8S16/fI73sD0744P3v8vb731IqcqLl6+4uXkg9JGvf/hNLs7P+eqLj7m9ueMyK5+/fEUgsDnbkWum77c8e/Y2rTXqPNviqd/w63/r7/KHpfHJ975H7S+5eOfrjJcb+lHYD48s7dQcH/3oZzAM5sntei6u3mazHRi2PWjD+cCw27NLe9rlOa9ffMIXr+85u3jKdLznvhbD/alye5/xaryD2A+8fvWKfujw3nPx6Aklz+ukljgdbsndyO7iCT5uKdHjs4UyQroAMm2ZkLKgzpOLafiItzK24K35NdiDPZdKh6d5hxQxyaSZv7lnZHTXLO3E4hdwJ9CGqCOFDhWPOoNnwICIp0qhiX0Oas1Iu0fa+jlyJj+4dZHYnCMkZRx7wyQOleCypXVc4qrfMz8ElilS5mwkf39OkRtam3BeEDVNkpIpq42oZOjx+KjEaD1bKSVqjtaj5GzJmVYged8ntDUWEWo1e93gesgB8dZL7/DUtiCcaHKyrX1odH0yv2eAJd+j0qNYksi7iItx3bWMlJaNXoanNX4O2vmFZ9h/sNPx/+f1BubhiPTJitlqbetkFKGlFSkXQTArSerx6oGerrOOlSYLAUPz11rwfoNzA50fCX7tcek6mh7pBkcnkWUpKEb7keYozfpUWhOcRPphxAVLIXRpsM1/SJSaqUURZpZqeqc62yg7F1CcWaJcsJrVVvBFSV0w/Ff8C4+mOMhZaNUSGzMT94cvuDz7gFKE4KxTZkgbVAQvpolpczQBQl1DaJVakxG5nZmAnVY7fGNi8QdS6KhOqHWiaSSqRT+dglBQTZymO775jW9yffWY+4cbPvn4M3abG8bwhA7P/uKaWAdCEJZ5omqg2408fueMP/uT71FODzz/7DO++xu/ztc+/BYxbfmXv/e7/Kt/9bs8nA781m//V3z9G9/lME38y3/xz3nr2XtcXJ/x937rv+TTj79gqQbfPZwOfO3997i9uefTTz7lcDhweXHJ4eaevBSawtMPv83PPv6Cyw8/xO9G4iayPx/xZcHROEwnKgtaCqUovmxI3YHTSXiSBrRzlgDabNk/ew9tJz5AePnqOVoLw9mlOQdypmmmK5kyz1Ar87xwtttxOByom8p0vKcfRjR4+gib4THn1+8g0ap8++LR0x355pa7+9cWTnCOKo6z7Tm788ccbl8yLfd4rWy2G7QVajXL2dB7yrJwKoXgHFsm6PPoAAAgAElEQVQfVqcINGn0jBQcdcmIBKQ1pC5Eb8MFaiV0UTds0jn3hwMecEFxmkEb2gRRqw9uq7fTO8d0nNabWmKzH/Bupus8ZQJ1gYiFL4KLlFyoNQE9okJuE64kYgeyNjUY0UworUFtJPGIAL7hnScGR8MM7Ck5nEScenzskVLZxJFaMzkfEMkM2wAZUrLQgQvQygzeao4TEZVEl0ZyrizLa7bjYFKdM4pSF0dUPbkVfPRoMRC0946cp1X++ne/fnk8T8yjGNNAkXXx4ppBg0My9iF1pcx7PAUtYlW661beOWcpFMFiSdGqTYPrEOdNK0odMShIJiS7CjWXaV6Ruk5iRZHWk5dKz2iWh6AkZ11EwQtVHLlYAZu4gjqYy9GI9dKIIVovigh1MW3S6oaha8nAI1SqNNxaFJuLGpSgOSjC/cM9fXqJdx1SF1BlCInU7cglU2WiNCNmS1VCqLYxVRB1KA237t+lCOCw1ZwSXMfmbCAkwYeC9wuenmU5cnk98t673+V4P/Px/fdpNC6vdgTdmm2EmYf6gkV6UhmNMD4kHPDxJ5/w+NFbXF3+Kt/89q/y8Y9/yL/51/+CV69f0vUDf/Nv/V2ePHvK9773R/z4o88IXUI1cXl1xdXlGX/8p3+CtMZ2e86r29dcXV7x/IuvrAfpeKBLidevb3ACQ99xfzhwOh64uHpMk46ffvyCOSubwXNxNjAkCME0trPxgqvrK6pG9hcXxLjDOSV5jyyNpjNE6B8/4XoYOH/yDsfXN8zTkTkfaWEm+A2tVk7+gTw9wDJzON6z2+9BG/PxnlYKfT/Sdx3b6zO6TUDn2dJhWDGdH3fsvANtTNORIJXTw826uAnsL9+20EPL1HlC3UJrzQDDOLabkbkY4CMvmcUrXQqMeCY6Qtvg50Yut+R8R15gt3kGQQ0Wop4hXuK2jiYHWpuR1dus0iiLsNQZqeB9Yhh6pEWmw5rKAYLf46ISU6a1TK4T3vV2y0sjjhHPQIuNUiKiM7UWHBaDbsGmPNs0eJxPgNHPVIzaLmogj+A9fbdBql3ls1gopY8bnCrLcs9SvyAkGDfW4+R8BioqBggKMRm7wvekMSBqNSI+WhU4dBZ7FgOLLEVxGJO0rbfdX6x4/jJ5nnSWYU8Q6KjNfGRU0GSb88715hHbRJaajQCvjRSzRSWd0YWcOqgRbSbMi2Zi2FgfeIzWqumjfTh9MTRdgDJ7pFnlbhVHa4Fl9gS164rl3d0a0XIEvzWIs7PccnIDuX1lFCVnfjxtiqisaSUDPDdRcis4Mfydc5G8NBwGuYgh0qmBCl7cfM5+O5J8j3OJkCzjH0NEq+NUjjTM5C5k65sO1kUtYob44Dcm0GNvvnOevhvpU2AcO2KXyfWWaWp88N53uH9Y+P6P/4Cri5HOjSTfWYpGA561C0p2JDlj6HuLtYYNL756ztc+/DpO4OOPP+L17QvOxg3384mvff1X+JVf/TW+/4Mf8a//0f/Is2fP6LqReQn81m//Nl89/5wXX73gybNnOOf4/POPGcY9L776itN0IqXENE1sxy3LPLHZ7bm7f6BMMz/5wY94ePWS88dvMV5eMudMyQ1BCb4RVw341W1jd67szy7YbIQYHdPpyDb21kGETfGby0dUF/DTyGERYhpoLxeWbF/+4D39EBn7C1pppOARNSlknirqjlxeXLIbHhlX9vwK1Uiejjgqqd/hNo40B+5efMX0cE9dTkTviJ1pb7mVv1iEdDtSjCTvyLWx5BPSLGFUWsFHSNpYmuBqZGwdSy1MUsnTkSkfcPqCobvCa0QDpBTxrrcOLr+lxQlZEqXc2EPYzajIKp85RCPejbQamI4C2O0nuErfm5dYRFFpBDdYUEMDSGSIbyFpw+yeIzjAigxTSIybRJ2UmDqca4Zi1AW3Lj+dV6RlmpsRPCFucCgxbKCNqAopbQhlYJEXBtQ5HUid4LzhKmPoV210sMl7laiCN8+mi45S59WVYinFMh/RVlanTUGDAWrQv4SaJ+pB3iw6TOB2GuxpqJ4xbVlyJuBJccvQC8vDS2YKLAecF5vQMEO3rm9ma+BDprSK95F5mojJEXxCWexJqZkYMpoaRQIhQEgezZVSGzUOlFJwYSL5N9dhiClSiqO2Sp8MdCskxBuwpCFmbSpvYMtv9Btr87SOoDWd1JQ8FZyzOlpFcNJTfeXkDuzHkUDPbhhZFk9Th7aIk8AyV4iFRAZnXdqWsGIF82Zi583rttLffQykkInRqnyfXH6LdhH45NMf0KSQ4oblGOm3Aloo9QBpS/Aj0XlauWeRzJJ7dv013h15/4Nn/OSjT2gNhrTlnccDh2ni1//Gd/jkpx/x+//P/42UEx9+7T1y8zzMjf/uH/63/JP/7R/z9Q8/ZPA9y6nw8tULnjy64vbmFRfnl3RdImdLjX366Seowqeffcr8cKTNlVYb42bP66++YlMyH3ztPcoyoWK3j2ETGMdHTIsybHa05nh1c0c6zqQh0g+XdqsJELtInmZ6n6idcHZ1SakmiRy0oXkiKOQys91tcOJZ5ol5OoAKMQip70jJfs8p9tQCYd+Txp6Wm02o97fkwwPzdERqWYn+UJeKBkVqJqK4FPFpAKAhRsSKnph68tLoWm/97XVCCexDB0Tuyi2tNmqL5KUnhcjpeMBve6ILBJ+A1T1SK7iAk46gA8IDPjTrblddddJGkwMqHTJ7+n4w+vxtZbf31FrI+YQuHU4yXdyvfekDsih9qGi7pHmluQNVCt73dCEQh/jzPiTvFeFNZ3yzZZZWpB0oatjBFDqcjHRpA3jykkEaUq+AZLfOdsJjOEhzKlRiNGI/ztkg5K19tlSjjLFaG5el2IMyH2iqxM6s8jixAMkveP3yJs9iFKW8zKS0tSmyKEUL4Ei+X6tcoU9bNqNnycLcbjktB2IqdMGWR61lmtZVt/RknVDuQBuRiPcjLqyLFbvjEwNUV36+sQveE4P1gSvCNM+QjlCSeT6xHHQpnhDTmjQppNBTRAka1hFf/j8H5xv0m+lOWoXaCq0JeSmcJnMQoOa7jERidVQfOLmJTXrTfLlDgiMmT5JIyJ7cFN8cPlrKyuMh+lXDBa0NglUniHMMKRFjw3vl/OKK1h54+eILYuqoS2cugVg4ZSPvlyIEUaLfEVZwsZeEk8jV1TXzwz0f/+wnhJDYdVubaMaO/fU1H3/8CdKUze6M4PcUcZx3Z/zX/9lv8z//o/+JtDVc3U8/+glPnjwmBcf3v/99vv2tb/FwuAcCNze3/Oj7P2a/3dMNA1EdWiv9ENlcntPUc7i/53Q48rOPfsqTJ4+RWrh5OLAsievQs9mf040DXT+w3W6N7h6D1e4OA4iiWZiPEyjM0wkvM/l4wo8Dj37lNzi+/JKHz37C/d1rXr/6nCiBmByokHNh6Bzb/pK33vqQy3c/xA0bXKtMzz/B1UJ0iYeSyVNBm6V8WsvM88yYEjEa/Df4QEgDIcW1OcGuyqpQy0zLM0EKm9VVXLxVy2SdKYIlftqM1JPdQponz4WTs2Vl8D0pGoAjeDVj+iKUZr8TBVwQghpJyCo8FO8GpHW0smUYN7hWOB1ORl6qlTw/ELHYZZ+uLKTiO4IrdKHnVAPNNUI0alnwEfHeKrO9x7kFlbYm8nS1bVWzGbGQywHvzthtLtj4PTjHrAekAniOc2NZFnwQohhbAK8s2VwGw3AB2JJdZcC7gsgEb2LKan1mVRq5NRwg1VvqyAfk31M9HH7nd37nP9T5+O99/S+/9z/8TlNhmhdEy5q+KZzygVqPuKD0/ZYUt9aL7sLqx1LmercWNnnQRm4LS7ZURS4V1OGc0kpevZBC0wrBAKdgeDgzz5rB3clqndIEqPUVpWI0byyH7+mJbkOMRnBBPVVm84Y50ztba6gYzUjWN8b7jhgTsfO00lYDdKVkAensChm9kfJVwClFZkJ0xGCCtg9hnc4tiVK1IDKbvBC9fdlMXQBWg5soSmXJebVkJR5dP6HkI0v5Crwg+YIlZ4RKDLatt9x8gdqIDAQfCeKRJfJrv/Yb/PDP/hSoDP2e7eacFy9uuL68RkS5v7+j63rUC5vNntKUs8vHfOe7f53/4//8Z+Bm/vZ/8rf5p7/7z/jGNz5EtfH8+Vc8efKEL58/53g8cjod+fTTjxmGnu0w8Oj6EdvdjpAiQ98jCo+fvsVmt0FapdbK7e0tx9OB7XZHHLaI75nnDCjbrfUixRg42+9ZSqZLHU6jeVyHnrvbl8yne+7vbxn6RGiZf/v7/xeXj97hnW/+R3TdyDIfgUo+3RJjYNxekPoNKXbEIaAJ+u0lkS3JQyiLbZrnzNnZGdPxyMP9S8oy432k76NNRhhMuraGgl1lf/4QdizzjDS7pTRp3E/3FMn2mXPCqQmH+QGVzFSr+TTpKGJ82jelia1Z8k0RalWmeeKUj0hYDIoczOMcoq4R40AII323IcaOFAb6fq0WcR2n6bB6VT0ixmUVEYv5NvMKi59pOuG9J4WNPQh9b//O5MwhEyPO2ZBiUUlnIBv1DMMZqhB9YEhnq7m+UmUGV6iykMsMUXCi5DahYnyKKnfE5HE4RCu1Hcj1gVahLL31S4kgYpDyECCGtDpxekpR0MB//jf+4X//7zrDfnmTp5ss3O8bDaVU81YqM3M9EZfKbntp+fdgf9XWBaZpgtZT60Twy1qfYYKzHVxWWVCZzL/YPLUFQPClQ5Plzw1MYnxBIy0pKTrooLm1X12FpjMpeII4qpoVasmFXAtdslyv84pz3nK7UkEjUi0SiNi2sdJI6GqFMB0yJU/LDm2WUnqDKRMxSvf96YZahf1wTfKQfMDFQGmeTbdbKyAmA0avJH1Vi/B5JziNK/wjc3v/FR+8/wF3p5e0+spgvJwh3qjyPniyHNA2E7QjtQ3ewaIPSD6xOfs6V08e8cM//yM225EURmTxvLx9wfvvv89Xz59T1+4inHJ+/ph5mrm+vuDx48f8yff+kNqOfOfXf4N//L/+E77z7e9wd3dPzplxHDkej7aJLY3NZuTq6pIuRLQKIpaJ326uOB0OnO32AGyGDRf7DfOSubl9zelw5ObmjuHsknnO7DbW2TNNEzEEhqHneDyy2Ww4Hg/szy5xsafNJ873O14vJ1pd+PinnxDV8eHTa7744R/w2Y+/x6MnF1w9e0ItVzy8HHDLzHa3Y3/5mKurtxh2F6Rxi+aFEgVxA60fKHc3SF64//wTK+uLI5u+YzoeqLUR/JtmgErsOnB2uHnveFORvd2NKD2qSl4m+s3IsZysyweQ4HhYJsQJ2yTQApVIWZN5Sz4CSs6TGcGdZykzp/mBuZ2I/kjXywoqtuktOBsCYqpW75sccznS6wCtELyVE+IFF6x7CCnEeG6sB52prdK8+VbBrD9NjDuRUofh7uxW5w3KSUjRsHLOvhtNGp3vmKYJp18wDheIK+ArDdN/nXN4TdSamUVAFjqX6BEe7j63wSF6BBCJODlD20DNZo9s2ih1WmE/Fu/UokgNxPSLu4d/edv2Uu2gQSyOFa3mdOgTy7KWQbV7Nv2eTfeY0maaGGk6rtYI0zGiFasBEetpVuwDlEvFi3kEnUaiRII0fLR0Sq1W56viiGn9e2HQAw80VbI0vEIKHSKO0+GB0ixt37yChJ+7BIIbiN1AkADpRJWBlCw7GxUoleRNv0TVGjNx1uanHUMaSdFRykzO9vfDKdEl0micTHEFXwu0aj4+7M2NIZpdKfmVbdgIwaZjzYGry2vu7l/h/GtCytRmJCvnIyFV1Kn58FZvo3OeitUodP4b7DYXPP/iEy53b7HMlePxDorjfHfJZ59+vE441jZ4fn5hHlwfubi44OWrV8w58/d/6x/wv//uP+XXf+03+PTTT3n69AmvXr3g8eMnPDw8sN1uGYdkOp9z0BoXF+drEqxRl8zF+dbYkc7sOUTH/vyS88stzz9/Ti4Lp+mB3X7HfjdYBYhz7HY7liXTD6Ynpq5nmh4Y9xeEFHn9/IbdZuT40Fvm/vYlx8MDTx5dMU8zh5fP2Z6dgfd8+Cvf4uFwYjNsuNzvGc6vCPsLwnhOmybQmTpGQlWmV3dMr284nm6sBsV3OG9VEGaJsekwpWQ/XbLqlsbKXbCJtFVZp9RAKwtePL4pnToGHI+6Pd55Tq0xVwPvDMkSOks+rtJUWBMzHtWVtKWKSEGk0fUd0qy5oUmzTblbED3SVEndyGme2G4CtS1Wye3Mf9x1UJcHSlHEO7KcaCLgFpz31vPkCkGT3SL9YAENXZF1qjZNqsOHHld7XDLyUZWMU+H+8JrWPCEqjSNVTpRiZnhpUMTR6noeKHgVWjhSiyd1Iz5GHMN6M5xYmqWo8M6izG2ynUQLONmirQeGX3iG/RIL4NQmMzWijEUCVzCqbpnnE8dl4WLfE2KPOgghrxsyi1rmXAz04TAqUwhUbz4xlbhmt2dYjCguQdAGuWZCWLummwAZ5/waGY3U5tBmV+vQQLwguJVyb3CFGsyMbkb9QHCG+K95pvMDLkXc2llU24ksleA6S0CVaramoiba+0Sr0YAGcUO36Sgyk3NmPgmUE46O87NI6MCLM/mhCrq6BHDdmhhy1gtPo9SF+eS43r2H5gbB041rcZxYjldcw/tG0YzzlRDs4HSuIwbHrrvk6aOn/OTTP+E8XiJ5IR/uoQYeXbzHy1d3bPqBcRzJtdAc4D2neeLy8prSKofjgW9+49v8m9//tzy+fsTLl6/42ocf8NFH3+f60TW3d6/o0oD3ani/WlimI2kzMM0PiDQ8gQ/f/4DT6YTzYtf4/cjx4Z7tPhkqLTwml4LvE9v9hpg6hnFk6HvG0TatrZlGdnZ2wXx8wOUH6Ddcv/0ezz/5U95/711Oh5noHfvlyLw88OjxFVIvOJ0OXJxfk+fKk/e+QT/uEBV0u8dv98yno9UY15F+P1KmwOW7X2eojaamDwYWYhgJsbduHrdeUZ1xKqepmj8Tu2KbXONW1oLifFg34kLv7HBVF4mykI8FhpEBhxajZtEapVib5DjsEcX8i75YpHFMVCIhQm0zfUywwmNwhTm/ZDM46lrZ4dVRS4euS7QYw7r8WgxIIguNjpwN9ebaQvTmGHFrYSN4gutpUvCaaJmVt/uAajb7XwCnA6V4WpsIfoPoQq2T+abd2grrrApZaqaSqLLQh4RrdvOqbTE+cO1W+HolYOxbUYP6xNBQaThXLWHoOnI9kpzBxn/R65eHpJPZbA5hwIrIbGKsRfDrkkdlYxEzFlh5nX7tLWnNsuxNFlKXqFVw3nrJWw0g5iWd5wJ+AgLtBAye2AopVev8ac20Ft9wQTBjY1vhqI6WG4JHw5tJwVOkGTmpVWJM9HFAZUA0EH2wcizv8NEZocaBakJ1LQoLPRIcJVgELLotfeyJMTF0wXTUMOKTbQIrwep1+4k0RvrODtvFReZWoHZ2VQezurgMmPH/bPc2wUXu755z+fiM4M04DCcjy6C4IETBKDze2gjRTMsbrh6/y5//8J9ztXkXlcS8vAbp2Y3X5KUQO8/QdUyTld3tLi+ZphNPn77D/d096irbzZZSCsfjgafP3iLGyvMvX7DbnfH69eufa3zzMhGDdViFaPR9gzhXNkNPrZlWM2jmeLzlrcdPWJaA90LXdWy2Iz4m4jAQQmIYt+y2W/MW9v1arZIZNz25TIyX57R8IOYjcbzg8p2vcffZz+j6kcuvfZ3jlz/FLQE00I9bxrNHxD6x7XZmLK/K7u0PbJIpQorJYrcU8qvJfo8tEXfn7PLEXcuIFKZlxntP3/drlDaukcVE6nvQN6Zyu6HM2XLaITpKrfhkSZyonlOpTHVmwVGwxJ3p2x3FOabpAR+FUo6kNhp7QSvLfKAfPCp53SoLYf1urSgifIDUCaInHI5lqTj1zJMwbjzQyOVICI3mKiRPm2fmZaIsDgmzfVabrOBuA24TFkR7grPvlBZde7wq3q+d7M1ksJatijvLgjZPSEqTarsIDz4MOJmpS1jrzDtCWg/C0nBpIKhSl8pcMjEM9EnxVKvoSMFSV1osXt1W+5WPNDnh/F/Gw7Oe8EQqoE4ZUkdUT6mWQ3YCAUfwA45Ik2bF9N6I77UVoIeoNK2oi2hTVCOQUF/xLtE0Mi+LMRdbMtpKUMuuriI36mhR8cpaeyGICnWuuATVC9oKgtIAguksthmMeOlR7UjRg+9Z2gkXAs4HRJW+G+hjMON1zqsonwgeFlFSDHShZ0xbdpuRJjPHPNGHHu8WlqXSnDBP97i4J3phN3SUEpkq1JoITszzScJH00Bj8PS95+XzF+y2G6QFhmGzRjqbXbWdJ4ZKSB05e/puS/Rb5nnmW3/lu3z6k4+4Pr9ewSn3zJJo4nlyccaLz58TQuKrl18RYuT8/IppOhFi5Pt//iPeffcpP/npT/lrf+03+fGPP+Lbv/arfP7551xdXVHKxP3DA3HVS1r7i/6qFDc46el7ON7dszvbczgcuL5+hOWVF8bNwJInmhjQ9urqEeo6+s0GlxLDZiSlhGetbOl62wL3iTgEQhftKru5oNzfwvGG/dkTaFBuvgT1XLz3LR4+/9TsT93A0G/QGAzae6p03qOvb/BXV8iwQ06B08vPiacbNjRev3hO2l+QVDkdH4gRDnezLdRUmaaJkIJV3foBXFiju/bR6lJiKRnFQDatNkqp64Kxo6gyn46cWiOEnv2ww9OYO2EuinpPJzNpTtRcOJzuUA2mhyMs00IclObBBU/fm+9VV/eHSsS7jtIqtR5oi0PEeLVzhnFMhFRoeqCLyUDcwYz9Io6mjhoaXs36lLyj+gnRByNCEYx2VmzpV1wjdNUy71JwUqBtqG2Na6YO6BCp6+TsaTSaAtGjM8SUUKfEzoImQRzqDA6+zI5MQdJEP4qRpKiWsqMaDKR6PL1Jai6g7S8hGMR501qisx16yQG/Jg5atQnPFZDSkCSrfcJqdKMbCL5boQaOkoXoOvAFHyJTaUDAeUeXouHHXEWksiwBDVCzTaoOI78gjhUbQikZEWHO2TaL4oi6TsaGuka9UqrSx4SL1sjXpX59ytoEG5MYyHglzXhvftIgIGJitOXUvQGIM/hdRzfsgBPzdCDR8OufW4vSciX29tTtu4GuZEtI1Q3qHNVnUlBSGhiHgecvvmTcXpHi3pwHRHzcowrTfEeMPTFsKLWx6RLR70nhnEcXG159+ZogoMXT9ATVMfbXvPXWM+5f31r76elk6Zphg2BaZd91nJ3tePnqJe+++z4ff/wJZ2dn3N7ecn5+zs3NDbVWUko/t4T8v8y9WZMlV3al9+0zuvsdIjIjMYNUUU2juk0P0v//ETLT1G1GUWQVqwpATjHde304ox62I9kPwjMq8JKWZgkkIq4fP3uvtb5VStFeIlGPXRwitS7c3d0xrwvDMDDPN1otpAR3b87M8w3rjBL9e2KIE2IM9+c71rTtkT+L957WOsMUEdPVVuWjujzcEXc2tHYhXROn+2/IxsE6U/rI23/8X1kePyCtgIu4YUDcgLUJMw3k60a/vGLPFQ4HTnxHvUTqbeZwWvn5T/+VECZc8Lw8znrbRPYKX7vDYoyOuex2nt1ZcbvdqDvoN1pHE41mdgrLdsNbw8PdPWarvJRCLispNba60as2izpBbVp0rvOsyj2J6C29w7YUJIhOdnUndons0U5H2rTipjVouVNyw7rGbdYVT7QRMZDyK8YExDo6lZQb2swU8UH3zjQwrtHqRuFG26s6Wq8q3XZh2xyKwZ33EkfDtuW9NaLtaw5PryjcBofpUbUHcwPRiVPwOMUt0Uuj49jSfkC2ylpvWFdxPe18B0cult40C+9sRGyHv0UwSBgnpch1vQXWUllN07ESffvlovy9edbbZq1qnA7xQOln9UwWbVDENZxx9B0IQm10Ae8iUTzISsqZWiEXg7iJjsZCnbEgZWeGKiC11k4pjdu87R/oqktoqdAz6lRy5JIZIngT6M1iumXLN/J2ZZwqxibEVeV1mortntavtL0J1DtVIp0f6M2xzo37e090E8VtpOLRz11iXhshmJ2m7/HGM3hL6x7bT1rA5TQUcThFPn36RAyW3gvi2IlVqvRbDggJ6Q5v7wle0XwiDisDp/Ed6XZhmO6w2RJbJ/gH6hJxh8Dt6aPCla2jFY3ELbeZ73/8gb/89BPfffsDnx8/cTye+Pz5ia+//oaff/6J+3sVk/57Ow57mMB75bCKgAseakdEBYgQA/NyYwhR0WdiyEV33r3XnW0qxHGg9Y73nhiC1iEbS84ZOqpwW6ui3X7Tq13J8Fio2wbTG4UH5wu1Vg7vvqfcLvRyI+UN7yN+OJFSwT98BetCfforMly0uydd4PqBZb3x1Xd/z+3jL1yeZ0SMquiwu0j2vnDZvx+9kdKG99qu0LtOJcb8qvg2vARqNZwPTrFveaUavRgs3dBbpiXNZm9VVynBnTCTobdI2V65LYmtrBi0fsJVIXQBr7dKdiyd4EkZqPpMtpb3ehzNu8+3pFAO6ViKgjT63maQC1vWYAdtwAbIuWpddtPmBcOvECChdG3MdWako02bBl1b6KrJUVLBO2GIE7Vu9JJ1L9wb3heQA6nNmOZoxRKMTqytV201bY5SOkYqlgqSQDYcSlnL2dDS3oiQMy46jPwNqu3WjLgwYDD05CmC8jqNxxjLmjaW9cbT6yem4R6ka/e3VGrpiDlAm4GOs0Yb88xIQzuDqOrRUoHJUmvDmUYTpdPQI2AQqfRu6TvQAzG0rhEv6TNpS/Rjw0eP9I6pXceIpdCaJ2+JzW84d9QKkO44HA7c2OhtxQb1k9I7NihqrLeKwevtO2gCqTagO3p1zLcb0zSwWkc3ZkeECTU1XucrR4RpOBB9ZKqNJIJvEbGN3Fd8nFi2Z8aDpaxei7NYqWLJxeCjhWYI7k7HWkaMGRhioFch+pHl8cqdf0Opqx4sybDOnSw+KwcAACAASURBVIe7idvline7r693jsc7tlIYQuDzh4/0phiylBLzPDOOEyCcTidSStR9z6zVJGp5MVb7qGJ0+x6qEeNIb4XDyZKbPkxdhGEYuM1aj+LjgYYnN0NqFdsqw64G1v37ti7qM6xppVExNlBaIxir6yPjadloV09Xk3UdJoIrbOVGdw47jKRrYn78zFjBf3VSG8v1GTkckId/IP/7f8Matfi8LFfyyweGYLl7OPL49AvWW3VWWPX0qpKupK9JDMZZnUys7vdzLuRcCSEAoi/RBtApJVOLAJZoO5N1HN3APYVSK9e8UupGHCLST9jeMKPFoT1BH2/vsUbZDdom4BEaLXVqS1grGFPIpWNlrwI3avmrjX23OkE31FyouYNpGBUbCNazbJ1tVTui+zWpt2nlDq3pikwiYlWIis7jPdQe2Laragy9AAnrLDFExnjAW0/whr44umncthXjKxCAhW2rWBNJBRXUuv73jDhEFHAcrOCcCnIUoWahJYWjS/fknsnVcBh/2yT/ux2evuuYHuWEHR25CLUslLxqY59xZClcb897bW3VSJkYnHhyVXbhFBXzX+pKlwomY80N1460qmgpYyzGKsm9t6r0lK4dRla8Gsu7hT1b22nq+/ROXQHd0LvgrZJbhmYpuVJTpslAKZ2CVt36YBl7pNZIzQVrA0in5kLJi47nRatSS4GUOr01Hp8+MnztWTetYmh9QWzEmJneO9YM5Ga43V6xzhOdIboj59PIkp8pc1H4rA+s6YUQNcERAjQTsXi82VFjRSn+zmoHkjDSm2cc30B1rPOFlG9QHCKBLV+Q1RHdHXeHBx4vLwSrXeMmOBUImvBwvuf9xw/Ew8Tr6yvOOa7XebcJbQzDyOfPn6h7F7Zz7suNS79EOaQ03YV28GFUtFnNRO/xWB19jSGEiPUDx+MJcQO96w3z+fmJ+7t7UkrqzKg67vkQSGnjYA3WWObLC8GNFKfprZYzRhyUjB0s5QWCtayXT5hwRszIFCN1Wfj8//xfPPzDfyYvN+z2RD18TXhzR33/r5gwEe6/Rzo8/uv/znKY+O7Hv+eXv/77vi+HUlWsHA9H4jAS4wgipJJJOWnyyAViNDiniMXWq9r6qtCyimelNqrIPi6vrNuF59t7Nul0MUicFNPX1ZIXiAQ/YAma8rMdEX0Bs4ORW4tUo02Wzjswe7cYfueDjkgXaopct6KQFApdFnLv+89WMDbRmygNqxqIhl4C1nVEknI5raUW9lum7HasTkMvHesuSDkP9/ffaA9RadSsUVDl4gakCT5s1D19d7tlvHVKn+q/Zv/MjvpTt4/8WnMsA96cQBxFjKYHJVAxf5tgkF4sPhyxzWFdwPuRJAojrjVrG6QPrNvGmn/CeuEwHLD9iBjPEM6QVoJxDMGAOZDKlbU94SQRQqEVKClAE7Cy12AITiLropYR09X72a3FSodWNLlkNFNs8UiripSzgrRK3zPMNQvblvChsvWF4D3BNazvDINnbU4hA2R61zoAY9llJ6+/1zqyC2CX2yt3p0jvkVYV3XUYD2zLvAs7A3Xei66GyNEFbDgSYuBSn9iWRIgBeqW2yhgHKoYqFmc8xnp6c6SUGIagLw8/4GQi+JF1bRzGCetv9KQtoKY0bCk443DZc3uZtZtedH+75o6xuudsdOIw0mpnaxshRqwxevs3hqen5y8//2EY1MeK2sX0Q+3wXjuXNLbosNZirdEupTESXcA6HQ2P00QBwnAk14bkgnFaFHi9XjidTl9un20H44oxpKSUfclNLWG1E4vB1kylYZwnvV4RDK+PN0zNrP3GN3/4n8jlitTG+c096ekT7jRQP7/i2nvaOFDtxOOf/8jh7p6Co45HXm+PnN7cE6aRdV0hqzvAO6fiZ0psvWOcjsfWx13sAht0/dBKJWVls+acKF3hGnjIaeGSFl6XG0uteD8wkLmWzLqsjMOdpt1EBZLeCsEoYLy1SsBDs7QSqW0Fq7qDtSosWk2jYmiMfsTIgVqgVUvOwmupnA4jnaoe65Yx3eGNo3T2y48h57KXtjpN6ZWyPy+y+zyv2N1eVMuqjFMSDTDOI1IIPqiPNK/kJGq6d6INrVbAR2rppARrqTgT9IA1FSva/+V9w9qkqSZGDtM7shmQXjHFUE2l9oRzfV+h/P9//W6H55w2Rq82lN49YizeHgi+s/FKTXprC8HwulxpeSPsD2nu+tYJdiLVBRCMgPcjJT1jTEHcK0YUKFDXRumGJhV6p+HAQaHoDqk1qukE56FUgtNbccmb3lisEMyvySBwopHO3g2tF+bbleFN2ElRA9BwwWCL07iu9B1MMpK5Yp2jFwVJ9NqQDGID8+3Cm7szxnh6K0ChZktwA3SnxWB+UuyeGfHhgA+B3iOzfQR3Y54rEhKdBRGPCwN9FygcUd/0LenOSSLWnHD+gLET1EpJm/JDu9YmuCKYprfruyGQt4XDqHUIqVTI2/7rsoOihbanRU4PD/z0008cj0dyzqSUCMHtB5r6GEspDMOwH+iO6/XGOA7U0omTjkzOeRzqLayo+V6cY9lVWuc8zjkyYI1lGJTBuiwLMUZyzlgXWddVx1jjuM2vjMZxfX3l+PCVwlbmV7wH60eW24z1HhFPrguOwoc//4Xz3R3Pf/43HqzHjZ7iHfb770m3F+yf/0oIjvN04vrpJ9598x3l7o5iOu9/+cA4TYS97ZFfYdQCfiejB6/ikbpBwDh1nWxL0s+DgegD3jtSq6yXG7kVuqizYzqdeJs866XwvF5JObNcM/b+SG2VlK+UXsFlnBNO3u5dXPpM1twxPlB7wroMO/O2t46zUT3NRGgeqlBToBXPmtIXD6dzho5QBKWXNdn3pJngIuK6Xih6x9jClp+JMdKodCrLql1daylI1ZaD4L1GRs22WxVl/7sFCtpTJF7tjgEheci50Hpn2yze2f15FYwVWtXYrgmOcXiDMOKi4SBHStY9eMrPVKMv8d/6+v0Oz/zClEeau8eWhgla4WusIcqBVhu9C6M/4IPn8fVntm0jmBvdBEqCw/AGKVByJlhHKVd9+0nSt5gd8bFpSVXRpIAmHVYQh3S1x4BQtkLZl/NDCKSMQhUQpOsHohZF/beO9hvRMLbRzEoqK7E6mpcv2XoxBbrF+0hDb7QWR8sz1UCvFmlqv/LiKWWlLhdMNJSmEOXaVnw84+0JayPnKbKlTetvzYR3ltw2xB3Y6kdKaXi7YUxmLSvnw0Fz05vQaqeJeic1abLh7ZVE1H+X9Qqu6BmxlZJmtWA10QnBQFpXSguUVMi5kNYbtQk2DOQkiA3QVfC53m5fft7Pz8+EoMmxUjQMUWvV1YixHA5qjwphYJpOuzVlbwO1WrjWasUESyuNbuG6XLHWMc8L9/f3+ud94HK5cDweWdeV4+moZW3imeeZXBac1xz1rVSW6wXpHXc8471j21aCFEKwLPOM8RY3BsxVuDz+GzH8Z6bzHeX1I9Y94E4jZVmJBfo3b1g+fyYeR25Pwqef/8q7uzuetg3pUJKSyjVd1rAx0lpj2zbiMCjgwmkSKDedVrxXYdGGuIdBdqtezsRxopfMdb3gjGM0hlvJtN7INdFqZS2Nz68/YWXQ8rOuuDfxM9Zq46yxmkQyBLpUqky7sDjjRVdo0nRSqS2gZ08g5bob0ROX5xU3GJzXkb33jrUNYyKlCcYrad+7zugVlpzrQmdGbKR3R06VedFseysZKxCjwm+GMWCkkesz22LJubOtG7lsenBKoLmCGMNQOzI21s2wtkJpEctA75VUMqYVpqPFyQkrB1rzOOuRsD8DaUOMQ7yiIH/r63f0eSZeby/cH09AVtO5GNJWcE7w/kDLG04c3gXuxq94vf1CHQxUZRwaN2iRWe2UVOl0ejG62zSC8RsiAWzF8asVyaq1xRTtkW7omC6yY9+aZs5t1/x3a5TaWWaFrVpjKWXvLRLAOFU4JbG1GdM7tuuOqtMRY4hjpJuyF3yBlcB828A5vHTKVrHGMIQJZyq9zF8qSowx5Ny5O52ZxnvGEJVmUzIlz4RgMX3CmDMhDKQ0c10qZ+uRUknrDecHMIZtSaTc9htB3rtgMrf1Wf2h4USV/cPbQbxWHkgf6LWxbQvBHxCnftlaMpZGqZWyCl48W14RYzmdTpQdYjLPMwA5q1rrfdgP0j2IUCvjOPLy8sLDwztqbUzTkdaKVs3yK9pvv60Zu79cdfyvVcUp7z232w1rLZfLhcEH0rZiEJZ82b1+8Hq50krjcJjovbFeXzmOR7qxWGdpZYXeib5TjOHnP/3Ed8cDJ1e4/Pt/Y/jxB8biydtKvCzYg2fbEsNLwg8Hfv6Xf+MUDLU5Xp5f9CbddqM7QlqTWnd6x3ttRWhNXQDOB7pYgjNqLZO+74SVfNT3fXG0luTBSWeqAxez8vr6zOPyTK0rvnrmrZJz5fHycRftOrVtGIqS5E0C14CByZ+QbhRuI0KuHSFiJGOIeKujulRHy9rsUIoe8K0Vcks48YzaaYF3EWszvVuic/RuFPXWMt0YTBO9+PTCLAu9GXKClCygImkMAWMcUKjlSndHlrWzLYFSRMXHpur9IShFH1MQWxmiw3nBGMe2aCLP2vBrTSS9qoecboh+xBDJ6OFrTMG1hvGW8Ld486y1sPUX1m3ExgdKX4EJZwI5X7EmKqiUiuuWczxjZCOXoskEGi+3j0whUsqGa53gwdnDbqtYKCUpGmsY2NZCNJ60NXJBe+FNYasJIxMBHbd98PQ2Y6z2oJd53fPeOkZ1I+RSySnRuuBswAZI5Yr1IJvgKcSg/UmNShMFE1icUl6koYhPg5PC2pWOb7rVvnMp+pbvQm5CKxdEGsHpsj96wdfM620BwNuRaI5E+xbigUu2pPyCr2oKrvmK7WdKrmxrJ1FAVlwYEHfEmsLr5Yk2aJwUyUh3DH7Q2pM8MgyBu/M7nl9XRlBPJ5r2MDSGEOhGO8BdHPDGqqFbVGXtvX8ZoafpoO4Hp7fEh4e33G5XjBGOxwPzvOCcQ8TtMOumxXRB47CtddZlJoQIaFOn9juJjoBtz8aLxmn1JVjVWeAiwQ2UtuDo3L15x3p9wRnLdX7l6HSH2Euhp0wSy/c//sDLn/+IE6G8/Mw8FebnzjfffqV0+ceA/+Ybrj/9K+PbI9/9/f/I41/+hRAs85IILuiOvKuly4eA3WsyOn2PCCuVS0onRk+tat42xuruUczO+vQa7KATZCOrcRGTC6UVbn1haUlNSEYF1sEZDRTUFWd15HUeEIO3imJ0Nqh1qFuWouxNhXSJepF7wzAh1WDpNLNQBHrXScLgIXdwemEIHk10tY44wdqAs0oxUyHKU4ohb0aFKxq1GGrV7Lke7obWCtIcrSS2fKXkAykL21p3twfgOrdbYRosJgjNCB31Wx+mAds961z3BKJqDa4pnk8pVgaqYHwnLSq6uaiWLXF/gyb51pSKsqUnvPO4HPHGY60jl5F5+cw0jBiUCuSt5zg88Hr7mZy0SGpNC9t2oUtn2j8oPhiQqMCk5mmm40xnGPRh9mjyIjcDmH2no7EtU8E0S5UATXuAjCTNXFetaS016TIddpW9Yl3QtFTWuy29YPqGWMVklaJd8nTN+AYnJP9KrYVuKzbsMI+klcm+F5QrbzE2YEzjMn/i63f/gBjBimV0jsvsud5eOR8dgz0x1zc0ZkbTWcvGKhXbgZ6wZmNJjXmt0AvWVaxZsfWK65FWCtebfp+nyel+qmboag1yxatB2uhNUUUe4XicWJemtbQCMQ7kWnl9vWCiCj7ee0LQvLNzbj/g1ON5OBzoXXef5/OdBiGC53g8kHPBWl3IDcNA751hGLher6y14ZxjGAaNI1qtiw77r3NK+rmylk7neDpRct49ip3g3b57hLu7N8zrxhQ8NV8RYJ5fmR8fsW3FfPuPTG/f4G8X5Hzk47/8K9/+z/8Lkq94gTo/0fNM/MP3PP23/5u3P35DSYVuC2OIvP/4HrMbz/XGXSlkrLUaLtgxbn1rTJOCaboLxDgg1iDWggsQAlinfqUOdb5iSmEcB76WrzDDAXMd+NPTJ/Lymdd20bGzGsUnikFawiAMNiC2Yp3FW6CviETtLyoeTKexIHZvRej9S0Nlrcq/zHlVdb6rKGdwlFaxu0/aOzC20dm0X524YyQtfW+5pHlycYgURAKtRhW0osX4ul82gC5cr59Iy0LeRtJW6c3qXro5ek5IHTn7CcSTuEBvOvZ3gzRhXtNOeOqIOMgGEy01rfS6UchKbLL7VMpK+e3+t9+RJF8d2MJaXnH5gJUDxk2IGRm8kLbOmq54G6EINnac90z+yFwWtrLRSAoxMAJ9AlFVt4mlF6eQCxIlZ6yriMk4FzV1kNU8zm6stxi9XRpD7xHaovUePVJJ9L7u8A5NRtUGtRgsorWw/rBHghM5o419Xn2FPTlinJAGpgd6nxgGw217ppSNYhPORrxRJXxOgmdWOG4XvI/MywulLcBRQbVO+Z3X6w1vvCqTVQ38UoXWRlapRBqtQa0ztVm2nBHpBNMxvdO6kmSc1c75WhymeWwXBnevh/hVWZBZNPef8rqLUHkn6+yFXU6J+waNgcYhsuWVnLPu7axlmiaA/YVitNd+N8nbfb90Pp9xzlNK3feinuPxSCn1yyGcvGcYlC85jqOCSbZNH35rOEx3UBvOO5zVG6vCQbSypFeNr97SgrSOWAN1oGaNE05+4lp/pqUXPvy//wf33/8DPxzPbGL4/p2i0i5NiOtCNwv2dSWMnekw8vpvf2KcLNeXFw6HAz/+8Ac+P36kVzXsey87BCdQ9tWF98qR1RW8MhqsiRhjdXUi0NJKR3f8OZedICa7yd7yZjpqnW6PBDuSHz/w4fUzW95UwDETgz8CK07Uo1tbVn9x17bK1ruOutuMWA2aOKnUeqM3rehWhpkCZGptiBV09Wb/o4uIookeY5Gd4i7e4aKlVUtpHmMV+iO50Gsn14IVwYbAMTpC6No/hiHvFSG5buQiIIFOI9fC4D3WnLRVtxqCD3h3IpcLKc/KERg9VSp540tho5hAzVUJQdJotiCiKaua94h2Wn/zCPsdTfIaoapNCfHBFKwURtsRK8Q48rJ8ptY90142gh2I/kzrkLvuvGoXLOCqxUtQ64+1eKM9JcZaGoVaE8Y1MBvOR6wLlGLZ1qaA4qB7x9oNBkPrWlaF6A2z9gVr9C1cM7TWyUXjY71Yuljdz7XMXG9UZoSGSKHUDUxjsOfdsN41FeQmMAu9FQp7Lt9aShekAbWCrAidmh2//PJnvnr4T4h00nqjlIUtvfLp6cr9+R2pKFbL2KpvW+uge4w0uhRq1wfXiGU6WrpZdCyiINJwFqKx2CYE4yn5RssG5yJ5LdggiDUc4h2lVtImzLUh3tCNQhlKyVg3aDuqsdTUsKPdb44okzIpuMTvlpyXlxem6cg4jpxOZ2LUD/e2pS8ADe89MY6I6Ghehsww6uEZY2QYBqyxCLDljXGMSFNFf4hRm0S3FS8GrKW3Qs0r0Ql5WRQUbDtt3WjbK6107u9OfPr0Aut7Xl5OPP30z/z4d3+g2Io8/kK5f8tYF5ooA9Y+X+m1cPft1yyXF7w4np/e883f/yMPxrJcn6htjwUbdRj0fT2kSSsdb4c4aEtN3zRrbXRSc9bpwWUMbm+BTNuMULnljbUVbi1hesGJ8PZ4pvTGp+szvVa8D/hocEaJWZ3KUi6sKWFED83atc7X2YHSC9uyER3g1Fu6rWDw+yFrENsoFIIH2Kh0tpSxh4HLelGCfTCIS6ybArSNCVgE1y2DPyHtyHxd6fmG8cJoA6Md8S7jg1Zql9bZVl3DpFageTo6VVpjOBzOWDLbmqE5QrwDV5nnZ5CMcyfi0OlNE09pa/SWKKFr/5HVNUBv6jLVKLNi7X7r63fMtsuX63hqM1udsXZmEI1iOReIPrJuV1qo9D7Rk0Gsoe5koqFpk2UjYxDaUnBj0PeiEUxr1LIqob0Weq5YvxJcUHgxA+Hk+fzpyrzNGBchdwar+zZrA8FvpK1QisP4hnRBmlGQavN066lpoDm1KUVzJFuYlydsbXgvVFNZ04oPB5zVupE1b9qzXkV3RlIRqTQTdlO+WnIMgpUKxvH0+SPTeE+MR3IpbPnCmj+Qy5VreQ+9sJUrLqqQ5oxHfq0R6BUJEPxEKZ3oDTZ6aIletdvJdoPtCdsibckaS/VC3TLjNOGNJbHx+PRCr50wBIZxYEud4Xgk7UAXFzylZKZx+DK2z/PM4XDEWksIgW1bEBGenp6IcWCaJu7u7gghKPl9S4QQiNEzjuM+6rOLQqqme6dq/K+4udPppPXTzmh23lhyTpzPdwDEEDTxFDx+GFguK+M0UreN27zgXSO9fCBI4sP797w5nfjh639iPbzSz99hjgO32ysPpyN/+pf/yjenkcfPH+nBcDp/TUFY1ytlfcE0x+164Xge+fSXP3I83HO6u2OZZ8TKF5W9tI61egD0BnStgKl0pdUPE60Jcd/3mhA16SNWrWRE1m1m8pGtNQbbdeTuhetyZU0L3jn1RKGZ7WDijmDsjMPXzNsrLy+fuWwVHweabfh4VJeKLcxlxTlHbY3UGiXlL1NCrRqfFWOp/YaIkJqhrzMlO6xT77RrsNVOa6gY2MGKw9eD8jer9qVbAe+sqt37wYgrrEuGFnT11ZVX6pyn9MyaNw40WhKsBEyPSLF0jrTmsU7RlNZqDLakTto6JQslN3LNWFsI0SmiTs3YBDOp3/Q3vn4/nqcYnNelOK2SyiuGgBUdcbs0pCshZd5WRmuootaKXhqtOozZAQbVQlWAbO6Zbg0mgohD8Kyb7lxKz0QZMDt41knEyMj33z0wz5nb/EJriTg9aFWAychwIGdYt5Wtr1jpe9NnxBtLTRtuGLFyR+9NzbrhgFsTW3rWkcuq7+0lP3GahLZTrFOurKnSTFFlW45YUQug7F5JZwK0RvQBnKW3SkkrIgpLWdZXtvaZtr0nhLBToirOngg27GLNrzG8pGb0LFhrGMNEa1DyovtNDMZWnIPBT9SWFQFnKst8wfrAtqxMp4N2GolTldjrz8jYSPAHQhw0mSKGLWW6dA6HI6fTCRHZ00eKKjuf74lxYBzUv6pxL8O66MNxPJ7wPnwZ8RWkAdNh0hXA7pfUg1ZFjmEcMLslaF435lVXMGlb1CO5Xql0xjFyu15we4tAywvb7ZHXdWaMnuvjIyVt2OBIL4nBq+BwnVe++eHv+Pz4xNtvvyW/vLDMF0qeOd3dk5Yb19uzCkQ3FYhSLaQ1K8IwOraUNCiwJVrOZNSGZJyKM9EHxklvaWIMste0iPG0Wql1we1KvBXL6IUwRIar42VbsFer++mWua7PGO80WNId01EbGoK1+HDmK+PJDxvzbeXD43tSfyYYwZs3bECpj1oqaCLOahuDdEvJkNNGA4gOFzytZbUEZe0KKynrvtNoJXQviTYrUb81rZixYvFmZKtdrYbWgHEaFMmdWqoKvaljjOL6WtW+I2csvScu1888nL7TGp3a2OrKVjvevEXMqwZTpOK8JqVateSiVPu+FrRsohBD2MEsQB+YDve/eYb9fvFMcUhXkry1iVbVuB3dismA6Yi3SHPUYljKpsi3ggb/qxBsAAytafdITTdMFbYimKkzTVpdXFolp0YcTrvnE2JwDNOE9AlvTry7P7Osr3z4/BdSnTESFRyAJQ4DfjlwuyW81/yrE08wntoLy+sLIR53gUO7lpxYblkJ6D4YqhFyX2i3R2I4saWFlDSmZ6wB2+l2xfpxL+vy2OKRvvcT9cbpGKllwckeYTSDtg3WhOz7K9HqIowNNGPxjPvOafdJulXjdbVgusFIp5lOLSuCpZrCnK/a+EnFNl0hhDAxDgOn8cxWM6f7e0ou5G3j+nrBO8c4HXD+SBhGbsvMmpXcPgyRaToSY+Tp6Ylfu3nevHmLMTBE7dOe55smWcQR44B1SoBvre8G+6jczmlSFb53xt0QX2v9j72mEX2oauHdg7Jec04s84VrWb8AQ7x3WBq36wtuOkJdoC1Y0RfbELVH3RF4uL/j5fmZVhPRe7Z15au3b8nTwLEKr5cnlpcriGjtrfU4gdfXF3zrnI8j3nlqK3T+u4SV1ylHWwMAOtYqHDnljWH0moO3v65hNBtuOnuflTBMIzklrtcL1hpOw4FTXDgNM6+r5zVDK5VuK9UUUsrc3Z04DW84Tncchjca86Tyw/cXfn78I08vP9FropkDwRau2xPdZTXzB2U6eD/SmnIjtltiMBZjlQJlRLD+AKXS0kpuBRkquTe20vHW6uWmaXSzt84QPTHq/3stndYVGJQLlKzwDpzR58tC7ZmcFb/YamaOExRNCrW+kHrBBxWBMUVfNF51Ae8jzTRqb/TS6bmqGNwqB3NHcMcdevM36PP0ZqRL2TPpSoMp3LiuwihHMJlcKk0aPkRKyizrQmOjJjj4O2J8wDtD84m8rmQS1+WGj0fyppPN8XDgPB7Z7Au9q6GWCuvaid4zjXcEf8YxMEX9IH14+ldqX6EEkKQjqomkEKA3nDngbCM6rVC93p5Z54k4nkhpxXtLHCJjvWdNL2A0gZFborTClldqh9QaNEcqho6DuOEcSNNd5TAdlBbfC8Yk1u2JcIpqKqYTzZE39//E+nkh1yu9Nbrk3eaykmuFrrclzA0jmdobh8HSt06vVWlRpZByofRdmXWGIRxwMhBLYxwPSD/gcPQCb97cs2Xt9y6l4LzjMB0pzWC9ZrDXdeFwfksuhWka9pz7ld41+fOHP/yBEMJe12HZ1szDwwMganEyhhh/BWL0L0JT30HBvXecc19+DXC9XndvoEFcV1ALEMaRktVBsa0XaBVLJ99eyGWjrBceHx8ZfGd++azsTq/jce6dmhfK54+8e3jHX//6Z2J8i3We2/MTp7d/YP2spXdWhOenJ968ucM5g3dqV6SuKgAAIABJREFUf5vGkxKgnCOvhfk6I4YvKjatfYmwttaoW8Z4i1hHSpkwqIDXaqJRoXXNgiNfwgOKtOusOWNFOMRxf7gb1jZaF1rfSJvwlJ44Hd8Rw4n7+zfcHb9jHCZe51c+ffiJ++ktrdy4zB8Z3RGxnt48W3nB+ro3JwRt+JVIToJ1lZpWnIc4OFwY8BKIQX26rW3kPENPZM0Vanqnar3IOHjEW5yv6jboQgVq65RqseJ3P6wKPoVMLolaumIpQuDD0y8cxyPSLEY0jm2Np9S66w9KhkIEFyytQE4qoLZWabWwlRnmjD0OBDkDf4M+z0EGsJkuia0nalt1VylCWyvOBUWNoZFKsUItWVmbdaRZZRseD3dIF67ywmtaSO1GyYnDcIZksENgOkwMIbJsV7pRSMS6LjzXF+LX9zixBG9oxWIkMMZ3pPYIJCgXmsuEUDBr21FnHmmdaCCLEEzh+dPPHN8WxtGCmfAh8u58ZtkC1/UXSq17ZbGKNHSnRPkue5e87GBYwxD8bgpXe1SXjPWOmjPL8kz0R6Qbogt8+/a/0Erjp0//G1VeMBLJWVV/rcBZGZzHhoG6ztSeSGvH9YHSna4HTFcBDq1SrqI7WU/Fdc/15Qa94A4PlLxRXjK96+Mbg8ftsIsQIqXqw/3w8I44HVnWFe8dy7Lig2VdV775+ntiGKhNa46NWO7vD8QYWJZZ46xOOB1PaPOh+kTVCdEZx0kRc/Dl91trxCFyvV6ZpmmPmKqiTMp4gZ4T2+1KzQvkhZ5X0nLD9kbwI3lW5F0rVTPgQW/AYjytGT5/+szd+UjJmfPdmdfXR55/+sBkoGSNCd7dnah5w1rL58+PvHv7QCpacJbLRhgjy3ZDey06aVtp++HpnEKbBZT34CJiLTmtCgi3dl+HdEra+FXxNiLEYaA7z7ZcGcfAWAzhdcRi6BmWbcGg641cFp5ffubh9JXCdaaRd2/v+V7e8dfoaPbKZfsJkzrrsoB0xvEAW6clpVC54KCCN7DurQs4R5eKMY5AJPYBqYZoPZjIRWBrScHOWbBdtLvdG4bocb7TUSZpK4bSqt4+u8cY7S4rveFtwIr6eQs3Srthe9qfpxlrDpSsa7o2L/ih/ccRKJ1cN2ppiESMNWzbhnWC9QFjVppcmJe/KLjI3f3mGfY7ju2A+H23kdlKwllLrRc8G1sJu31DCUdiOzY0citQdXwO3nKYzgzDiPWep/mZgzuQckIoBHfWxFGGOBxxNrLWm94Ow8j1+sLP7/+C+VrrCZxXiU1xapkuVe1ONeP8RvSO4CaCRcWVVsjom6vkK89PlRC+1V2lTIzhyGk44nrnUl7oTfBOdzR0FMibO70q8aWkwtIqrWyM40jdGTPiBkoVrNlI6ZE1jRwO3xBMIAyBH979E+v2yofL/0mtBcHTW8aIx44WpOEkchjuuN3072HcXspV1fbUnJC3wlO+kHwl2YWjP9Jr5OBGwp4+8SGwrAqyjdHz4cMn3rw502unitDE8O33P7Asy0481+jltmWenh733edZjQR7ouzt2/OetFFhL6W9G8drHt1ay+06czof9FYpRn/m1pC2jcN0YNsjkL/m6GvKmK4GdO894hrRQ3bCH//4J0YDsGEFtrTxzd+95fnzldIdh8PEbZ2xHdKyEIJwOp95fX7CuIHDOHG7Xfjmm295ua48vv9ZrT+1MkVHb5UQI999/z2/fHjP9z/+yMunzwSg2sYwHVluF6TpjfFX/+s4jjSEIQx4HzEmYFxAuiIRrVfxr+aiMcqmfFsxllwKiMfZget8Ye3Qgqcay7wWlrKQt5W3b5So//HxT5zGkcN05M3dHcId5+MJ+f5HNhZetxdenj9jZCGzUlrBWaFZTXQZaRjrsaYR44G0JrqxJDK328x0uttJ9IKpDmMc0WTWulFzxRIRsbigXALrOmGARqB1IbVGT5DKftEYIkOY6EYxfNZ6Bv8Wbz9yS59AVqJ3SFdoijpystZqZPAieK9hiVyKCou75xRhZwLvzZ6hQb1yvf0zdfj2N8+w309tt8rzq6WRs+5ISt2gL/TuMFagjaoYG6/hSulap9FuhLgxDmfGcWCaDnQqx9c7Xm4XjBHm8kR0ntLOrEtHbMUFiyVirVZuhJB4evnMVuDudGYcJm3ANAVBWNIL9Cut65+9f3NG6qBeNAptzThXwTRSK7SUeXn5zJu7d0jfR0s/cr77mvS6UbC0NmvkzFYMQFcyTC2O3KKKTrVipGB8w+2+ye6y1siWV9JrZTq+JQ4e5yJDrHx1+i+Ukvh0/WcajVJWQlALjP4jeDnijUb0WvVY40AWsIYhGMZwIi11F52Aaghebw8pZYYA83LDCMQQWeaZb7//Ox6fHnFOOJw81k/Mt/k/6Pi18vLysscnA8fD6cu4/enTRx4e3u5QkFEBHruRPITAbb4SwwCoMKi2NcXOHQ4HvPfkpAmXcRxJKfHp0yfu7+9BlHhlRVhbYZlX2jZzmCa+/e57rh9/plQF+87zwnK9EuKEP9zRu+E0TqTllZwS8/IKZcMZbbKc50JrmV/++heO92948+ZMXRc+ffiF4/CWrVZMKXz69MjbN+9YL6sKYh1yQaEnTg9HEErVJBYIw6D1IR3dZxpjvrA0u6Btp13TU7YHQHPyYj2mdcbpwGQc5faR2hQIfJgCdVW497YtyrE08O+//DPGWcJgsaqz4K3j7vjA129+5PHuZ3755ZHMgjEdh9M8vlZfafktQk6V6KMi8GSj9Mp8Wbg7e1qyLChsZ7ITrnse20wSsN1B05cFLtObriVq1SK2XFXZn8KEVG0AiH7UxokecNIZzyfOvGHeftIILPtzZRtBLC5YQtSG21obrWnVeK+Q2g1nJ/0zRi1JLoCYjWAP9LZyW/78m2fY73Z4plZ2u0LEgl73+15l2hqlGPAZ8ZbWE2KsVg3XDeca8/KMecsXc/VhuuPu9MA1v6f2jRAs1+0zp+iom6N1w+F4wLlIaYluOvQAMvD08u8sKXA3PRD9hBEPFExvpKK5+/PxLWJO9BSoW4NWuBkt3sJodLD0TlkW5tsrd3dH/QYbt8cqR6Q2cnM4Y6ho3asoggFjGqYaWrZ0U0hbwRvFgdVWMa3Su1ZOlPzCy/zC+fCt7iWD9v68Pf0nWm98fP4jTTLbljgNQk+dzkb3E7VbehsxflJrFOojnEZF0/UghHLC1EhoQmwTwQbG+4lgD1CF6TRSc+fH/+EP/PWnP2NMYJyOWoTWG9Fbnh6fmM73tNa4Xi8YcQzDyPl8jzHC9frCPN8Yhrhbl1Z1QLhAMAPjFPnw/j1ffz2wbut/mOOTjuvzfOP+/k7rUvbbaa16V1/XhTEO5C3RTGUYImvOrNvG48dHBu8R7/EmU7bO23ffUdEuHe/1NtSKULql5sLd/ZltzeT5hvMG7yJ3d/fc5pnb64WeM8cY+ObdV9zWBR/UU3q+f4NgKKWp0GEMzopyOFulpcKyLMD/x9x7dEuWZOl12/RV7v5URGSWyC4UC90NTNgYAIv/H0NyQLCxFoiuLpUiMsRTLq4wzYF5BjjoGmf5LAYZucKfP/Nr53zf3hUlK0pb6tWyaowi5ojUTTmhWvIcRMO+KdO1P9cCfcMp1hjxMdIXyVdvfsFsBMfzC5N/wkdD9Au5rpifGLM18odv/xvKOrS1hHDizeEdMsJO39C5iagEJSRGqRHGfSETpVCRWZFre9CgKiQFp0a0iQQfeTx+YnQHXOmQwmLNgLMgZc8prqQqKDQwTmc7ZB2Z/StN8DhTA8jsUFjS5lliJNtI399hjEWIhOtGnLQMduIcP5DSyhZWMhVxdctr3eyjy5wbfDpBraoxRktBmtr871fZW8VQRBuZWfM3mPOcQ24b1WoY9NCIQnIjlQUtJUUIYhSk0KyWxii0bh3wQmH2J+b0zJD36OwwwnLYH3hcJ3K6IFN7wno+fWDXHVh9BSXoOoMSmpA84kpKqiR8mIlKo2ps1HLZILqq3nJ7e8thekfOlXUJ+OoJIVBUBecoyTMoBQhqdrycPtKNe7IsECqUtUm/wgZVopGIKolpbRAFoxE5UXP7NwvRCDybuKDGilLmeoEHhGJLC1s88nJ85Ku7thWURsGqOYxfEXPg6fgHYk6sywXX3ZFEJecFWQSldtSsqbLDOgPqgtatZWVsR900aclIbXDSoITldDkiygVRFLEmbm/u+P3v/5UtXHj78DXjtCfXRKySeZ4Zp/aNPs+n65zzlzzcv8Eax7KeWbeF3W6Hc451Xa8jGtq88grurVUwL63znktl2zZSSjjnmOe2fEohXqnrkd1ux+ZXgvdoISk5EsOFyykxjQNOK+ZS2lOwtcynl2YtVQ2JmMLMTMTZiqgaZXowkRQzUimm3Z5tncm5NPDI0BO3tuU/zzM3hxHlLEJJHp8fWecL7sawf/vA6+MTikwpBWM0S9iai71IYtpwurWsLpfMuswY1+OGqc0zxx1ClGZdqBLh7LXNE6EWqvd4vwIZIR1aCkry1JRRvUVcoJi2N/ApIMOGVi0LLETi97//77juQN//75xOFzrj2PcDv3n773m+fOKHTyeylOynPVJKttWDSIS8EHx7b6Ru3MxSJNY1Ovy6zFz8yjDtG9mrZDpl2ZsdphtYc0F2A0JIVJUIKk7suOQNvxXC1kDkSwlooNZCTIFQ4XBjMaopybWccP2BbnjgvLynlu/x5dwIXyRCKDhnANHo+7UF4UFQREaQQGRC9Ggt0cI13CTpbxNJd1rgIB3WWBQFpVdynclRENICNROTbeoLVSk5koxAaUFNkkjk/cufONy85XRqLqAqmofaL5UcGhhkW0KLC5me19OJfR0Zh5G0JNb1gqgBVQaEbl4bgULUTPARgea33/w9u/0bnLPUJPlUH1mXR2Yf8PE6th0dxS8YJYFKFZbX+QOH4R1hvjQKfrlCZUVTxlJqE7b9NNOtUPWKVYaSO4QoVBGoSKiRWJocTKselSoxbmzlxGl9ZL97g7OmzTaV4n73q1YfXN4z1wWZwFqN0g3z11kF1ZBCY6Bq0WFUQapEzYlAI4KbNFDUNQJjDFZprDW4rmeez2z+jLWWZbnw8vqEEIJxemDc3eJzY3fOy8Yvf/kL7m/bwalU27r/VNUchoFlWb7UMPu+v8rgMuu28ubt3bUHT+usx0jft6vt6+srSkjGcWz/TS3NOVObKC+lQM2FbbmQ1zOdlFA80vbUpHF2QJaCVJLgA8Y4Ug6cXj4zDjd0w8BaBrZtgbBi9zu6fiClgraalAKu77hcZmrNrCEwjgPbFtjvbyFFUkqcjyd208SynK+52zYTvaxbaw5pRa2RGCIVhe66BoOWkHMkeI/tuitEJEHNSAoFUAKoFS1hWzeyrA32HD2dFhjTcdjfsuQLaQWfWuOt5IiSHdYoCiu//8P/yWF3S/fm70FUbG/4+uHf8R9jQWJ4Pn+LkQf2uwP6xvL6+sRZfkbKlc1fWNNM1+l2yIm2QZSDZj17jmGm61t+UkmJ7E3DRa4FXIe2ElETMSVyFIisIStqNcQtkmj5S2k0KQa8OLF8Dtzuv0YZh7YjxvXsjERXi8yCJ//n1rcXjeBWiseHjRArkjbOElJeifcKIVPTlucKSgGNs9Gqp//262c7PLc109uKVVeXUAFFQdR8payI1pstBjCkmGBLGN3yXSFDOX3k8fk9+/7XgG95uNzAHLFUYs5EAqfVM1XQQhNMR6clvduxbGdSOGI7hVY7ataUojG2B+HZ7w5M48Dd4ZbDYY+WEwjLx6dHljgT8xlQSNnh+karKVUgZGVLC8af2lssFpwwlOpRQtK6lxFKU8gOw9A+8CG2AXZpVzzrmpde5IwUmpBbBrJzPfP8ytcPv8XnM4vv6PsOIRSltA/o/fQben3L8+u3LPXUsp1FQE0sZ0/fv0HrW0QZ6eSIMZksX9nyBsqgzcBge+ICt7f3SCExamwKiBzxy4wxUGrrAG/bzDBMdM4S44YPnsenZ+7vHthPN1/mr5ufrwfnjmEYSCldJW2aYZiaUjdmUiqsy8rpdOb+/r7NQ5UihIZzk7IRG5RWXzKe8/nCOPQk34LbksplW9FaIWIg1pbcICe27UILcgichuIDVIGzGlU0l8sz23bk/t0vOPoNffWPD8NIsZWcA7YzDP1ADJ51TSyz57C/w5iK3wIhCfx24c1Dz+n0cq1ZQoqebZ1J0V+n0eD6nhb9qleqvsUoBVIgRbNWytIOguQ9RjU6V5ES3fUYaykxc7qcOS8rsWXI2Q+3bPnMbVjZ5ow/NdC4MI6cEwEQovDy+oH//j/+K5Pt+frNb1l9RFvDLx6+IdfI+897wpYw5pZhGNjtfsn56ZkPj/+KWuA8v7BtHtfp5p43hrgWbFdY44XZOUyxaGOvfFwwGoSpKCOIvoX9pVRflrxGKZIMyAq3hwdSdYQ0s8WVl/MTy7YhVM/YfYWpPSJ7RrcDHrhcXon5TKqJKgrb4kkpklLB2RapFdVQaTZcbRqKkVqIqd2KkQ5R8189w362wzOGyjpnBuMwWjX3MoWaPSU7SlWIIsiNVkW9mg99hVQbgKLGlR8e/wXxRrb+NpotveLTSq6ZkK5wpZoJ6cLN7T2yWvyi0EYyDW9Y/IJgxgjXQr9VY8QON3aMwwGleqzucPq2mROF49391zw/f0DZAyUUYg3E0gAJ6vqYXytsaUZURyoXsnRIYnNj19AqbbpvT5hopmnARcfsPSkFjLwCM2jQZG07rHYoLQhxJueFbTsyDr9g21aMNhhtWS8F59oBq4TD6YGX83cs68puSi2KRCTEE1o9IOWAEjuc1UQsMb2SuIDcWJOkEwPzkjC6w9eKKIL58koIrWn05uEtx9cT+90N/TBwmc88Pb8yHQ50tqO33VX9W75kMr8se2JsgOtrq+Mn8PG2eaxpVKEUmyGxlPKFAZpSoy216/vMzc5c21WFuAUu51f63rYYlRSk0J5KrVFobYjbTM0Rfc1WxtgqqqLka1a1w9gKMfLp/Z+4ubknB91Y57WiTWtWbYtHCo21jqEbrtf5C12v6YeOu35HjJ51WVvmNrXIjJLNoVSUQCmDD4HX84qSMPZtDJNChCJRBiILQrdZaNf1VOdaCsO0UZEAKAU7KPZSsObM6XhiXS5UEZHSYoeRaZyIPlNihSyRqhG/rLZoJfnxx9/zf+uR/A+C+7u3WJ0xWnF/e4d0knXZCGHFKIM2Fnm4J4uZ+nnFGMUWzvjsCesCQqOqQciCl5Hn9RXTuwb6yQmcRGlJSRvtORpCWImpGTaVMZQSGMY9N9M3DPaOIhIx3sD6yrJG1tXz/sdvuZvuUMUThUSqREkKpxufNJcFn+WXQ0SKTBWt8dTexNJaTbV920jVeLEojawVd8Ue/luvn48kv57b1Ul5bm/3GO2oIjKME/FcmNeMyG0QneLSliXZNApRbe5obSTH8wt99yeGbgcispZXNn8mh6YuLsmhFIQU2MLMvt9Ra2LbGphi6PasIaF1R9/fYu3Y5Gz5SAiJbQ3k3Jw45/OF87wSQmToHEZokqnE3FNFIddwnf/A5j3zvFHqQk6ZqiO91ddFWSLnZocUWZF9JEuL0T22ttC5qPJL753SDuVJjwglGczAvL6wLc8M7oFEaoQn6ZFsCLmH2oC6SnSIfeXl9CdirI3dqEdiUMzrinVQioHco1VD3W1aE+PWllbCE1WjdluRMKJHKsXDwz3adrwezy1rWQzb7Pn4+AnT9XS9oxRN349XFUlDAMbYvslfX484Z9ntdngfGIbhy5Wd6/XUurbY+GkhpFSTv9Xafun7ceB0PHGZZ2zfobTCzwvOWo4vL9wcJqLfkKLit6YdsVqzpgRSMq8n+q5ndAeyAcjEGIjB0ztNqgkrDafXZx7e/ZplndGdxYfA7nAgzAvRJ0rOJCEYxxGAdT1jTUfwnlIy+8OBVDIvLy9432jyOVeUapnOfjCIqz+rhbULxrWMcintViavCYhcM+qqw00xNCKWUeQYEVXQuZ7DGMhS8ZoLx/kRpzVd2XOz37DSMp9XUiwYIdhKpEiwxmHJ/PFP/wxI/v53/4m3N19hhaXTPYcB9hOcX19Z1wVZA8oqjJnoxz3xfGm8VWANkZQLWjbie+vBKz4vR6LSdErRZUvSlpITJbWx1eY3Yk4kWmwoB8muf8Obh98gSouxiV7gS6JUwzDsMUbw+PIn6uHNNetrgIy0HQ5FzJJt3Ug/+Zpsh5QtN1xyvX71XP9MwmiHRJJTbUT8v74v+hlhyD5QRWCZz+ymjnFyIB1aJYxq+K1l8xhjSQVCWIglYUyH0yshBJTusa5n3tb2y2UCqS5UMkpUnG5eoWnniMHzfPqRfjjg5ICUlVQSYDG6azpTZenUSDdOHJfKvBwR8hPnP8y8u/8t83ml1ErNK1ImuD4NiELT4Mr+Cn6l1Su1YpkDaE1MC6FmZCkgIRVPDi84dQvFIVNu1zWlWhuE3IDDpUNkTY1N8erMRCwB5wbmeCKlF2S2ZFEpZUHVgIge43bkbIlpQeuO/e4NEBFIhv6eZAUvrydi3vBhxawaYQulWLTao4cOdCGvjbjT7yeGuiOshcPNA85otjUwjiOlZF4enwn+DGT8Wkkh4TqHlIX5MmPv2my0kjifXgkhIeWenDO73Q7gS/B9WS68ffsV6qXRtUII15pmuW7mPUYbvPfshhHvN9ZrON5YRVpDM0bm0DrVss0Zz6cjnW5XYr82R1ZOBR+W5nrXzca5bTNb8PhlYXQdne1Ytwv90JFKxjjbfOFSo6RhyxsxB14vLwxdj9bXEUotbNeIljaaw+GG48srOUUup5UYAtZp+t4hCzjbmlimc+xu3jQSVFyAZlMQxkKp5BRBVIwSDUu3LggkW8yctzOfXk58PB15Xi7EEogqIBSM44jVis5YliWStkwnOkLylJgxaqLvIn/44z8TUuB3v/kv/Oru1xhaGWJdPYf9DTEGXo+v6MGheo2NI8p3lJQQqaKu5P+UE0JFUs5o21N84Wl5YnIHoqwoGVvFORdqSGwl4YNHSIEbDAjJuNuzP0xNKri1tEmMgbEf6ZzDWkHOgdfLJ3L1uNTkjAjZSjYFQgzEkDDW0XW7q3I6EWS7xgvyFbpciT6SEVg5UGSbmf611892ePbGoqVE1MpyWbk53OCcIWSJCJHDXpGvMx6qvmKsIloJum7CWdPqhTq3jXGtKCFRQmB0I9QoVWkK7zarSnnl8+k7bsZAzRIlLUIWOuvQyjUNMRUhMtYOvJw+cZmfmZcjz6ePiKQbOV1nqoggBVW1rrLkKtISBaqgloSRkmkcW8XODhQilUTMC/pK/onigkQSfPspaa2QSGIKjV4jekoVbCliM6jcRFcpBEpJPJ2+Z1IHYq4oQNRK8Mcreae0q0tUSLFjGH5CxTm0zkx95fn5M34MrNsz/Tg1p7kPWCspIqBUpgNqEawhMgwTxhjOlzM5eCZ3x+Pnz4RtRslMKZU3b96RY+AcE7cPD9zc3nI+H1FacrmceHl9JqXMbr+/zj/HL7XLeb5cZ5qCfL2u/3Sd995f0W2VGCKddagiWeeZsHlqzXTOoq1GbpKPnz9xGHuUEFAyndYsl2NTGBvdwtQ5tWKBEKQcEFk2fF4WdMqRU9NGGKnQCKyxpNzskkJWpFaMdmTzkuP5FRDshh2XZWEYR7qu4/R6xFjTRgfWsMaAs5ZxGLgsJ5Z5ZhraKKPrB1Q/IpWlKomuuhUK2n3yWnWs1wqjIsdMSaFlhUVDI0ptEUohRMHPK4tcKVOi1w4lafoVo1hUIsy+ueSlwMeGbLNK8+23/8qyRerv/g/e3H+F9BWlBH5bMb2hLJXj8YlhlIzDiNa/4Xz5xPH1R4xKLcCvKtWkZodNK66z5KjIZSEC9srkrDFRYkLWTNw2qoHOOLqhpxt6hFJY1b4s17Awz2dyKbipxxnVzBIlkfIZITNKg1KOmnJbxCaLkQpVLcUbVD+gdSPNL+lMpTZoy0/vs7BULdgqOPPXacg/2+G521XWy4Vq9l9aFuOuQ7Mj45kmT8Lw/LS1g1CIlie0FmsExlhCXMlbQXWgpcKqpiCOmyDk0EL1SiAQV4OiwdjCEj+g6XHdASk1pUZSatdtyKS0UXMhZ3g+PpPKkdN3nzDSYjpNb/f0dsd8DkhV0MoSr6CNmiRC5tZHF005MPaaUlWLmUhHLoJlPeKUwViPrmdE2RF9hgzaVGTRiFSI2SOEJKZCqgVfZnprG2S5JpbtQhbnhsMTBms6Usxc5ieUcsStBy0wbiLHSudGOt1BSajRkELl+fVT0/6eJ6bxti1QcqYfWtPF6hGqwukmx3o9PpPTyugG/LKRto2x74gxcH97YJr2HM9HfvXNN/h1ZVWSxw8f+c3/9ju+//47qNB17ktYfls3hnHg5eUFaLqOEPwVMReuSg7xxU00jSPz5QxS0HUO13WUmjnPZ5w7EEODdwRpeHl+Zjd2zKdXdsPQZptG4Ne1BfCVJYQV6wz2an4syWOkxo0DVUnm5UwumW1tVUptTPOKS1BWU2Lh5u6BWDJhmVmXlfvbWz49PaGk5OHmjloLl2XGh/Bl/quM5f7+nm2ZEUAKkWwzBkkMCyIrhFBQCkVUlNOIahquLbeIlpKFrCTZe2LwpJy53e2Zt5Wn+YQTFVUyeSnUnb76qQqyEyjfnD/oBvcgtNuOqM3t9cc//g8WH/lP//ifeTh8hTbt87jGpvPQpeDPTd3S6RHGh0ZI88e2EAuBIlrEqFZBrhGpWw9ey6ZHISdy9IgqMKWhEjcRSaW1tbQWINoTpHWKPEdC2EjZ46PDuhG0REtBxiJEvfqi8lVBnCjZok2HLJK0JSLtIaXQbAipakSdiHNj0WYhqMIjjCbqv8Fte2dH6MGHF/p+4PlpZhgU2lqs3rGpBnnthx7ZWebzBaEMXTc0wvWVjBKiJ2ye3vTkYiilR0mIoRBDq5TFyP+PAAAgAElEQVRZK1CqYdhSAUHCGYGPZ6yxCFFY/BN6EQz9AzUUqjBo1WRri/fEmBhcQSowfcfD7Tu6r7/iu+/+Jz++/pGWklQ0P1dGa4HVzePSW4dxmpQySEGpCmVBlICgYmRF5kqpkhQLqYQWHsYRcyLExiQ9rycuEbq+PbVQKsZYYsokTpQ8kFEgEltYiUESo6BzI1U2t5OgooaWrRZSc9jdU0Xhw8snEAvBB6bdjt716E1xGCeUMKQ1cVnPVJ/JsbarKYrNHzncjBjbkXPl4e07np5ekTLz8f13pCy4TDvu7u/48ccfmgeoVrpuIKfE6+srNzd35Bx5fX1mt9ux20+kHOk7hw+N4bmu65U2BKfziWEcOF8uqEmijeZyWdFS8vpyRFMxVKzVRC9Z5hWtLfPlhBKZqMSV7FRQql2Jk9+Q+Wpf7EZKbfRyayzTbk8KG1a3BlgquSECK2zzQucGqtD86rd/z+unj6zHI/OycH97S4yR4+WE1hqrGwegGMnl6AnrTDEwjj27YUcqopHvRWlXdCSFppqoUgGaKgRi6KlioqQAMaCjhZTIosFnTqczm09XHJzAiZ4qw5X63tB3tQaEzWhrWE9be5rOpVWFk7giERXvf/gLtST+8Xf/sTnbVbsV1JIwnSP4SKY93JAkmg5UASXwKrGFGUoil0TJTQ4nzU/LrnoVLDatSKoJKVvLyccFpy0pr4S8YWRPSIXeTby9e8fz6ydeXp6QJmEqbUZsDbW2MYFSXIPyEqsccctU0VBzQZVG6ReJkktrNcVM8Zo1tPhXlhWZMuVv8cnTSomykho21uUT1nR8fjzz8HZCCEvv7rnoQtcVhtqhi8CXGSUkUkmqSFAcQniq8ITsoVx73VUj6LjMJ6gLzkmmXY+TGgQMbsIoTaq0J40MSaw8Hd+TimLQPUKPSBQUDbk9XVQNTk/cTn/HYfya/fQr7qavEf8y8d37/0mltqt48tQaGbrC/e1Ng9o6B50ipPYBsTmQqsdpQ4kZjWcLmZQgxUyWhlw0MRdyTe36KCJbKDTvsaeTEqUkVWVqCoRcSUk2HXJJBC/YfMRvgS62RVT2G96fGfuRQU900rDrHthG+PT8yDlfyCWjbhWdnPBJMd5MxPBEKp6SEsYOBB/RUjNNt4zTyOvpSD92PD898/z8iFCSw/4OKRRCwLwsDRIiFfvdHqlaNbItjDxKiWt0qTWvfrJJAtcs6YL367WmmZqqwhjmdW5JA6vxy8owOPw6s/iF+5uJ19BA01pLnFGcT0egNcKss6yLxxiDtG1ZpVVTYDs3NElh9AjRkIerPzOMI0ZNXM4n+v7qiw+elDLremEa94z9nmVpRYBxGKhSkoLnfD4iaqTrLOO+9fG3bUWtgeQy/W7XjJA0T5Uylpob/EPJFvImZ7KsoDVi3CFzIS8roxPI1RKfCzHPvPoTc9rYUiGnSrISZKSIq51Wa6o1dJ1gXTz+CvwOIVJjorbnMiqJTx/fk5LnV19/w9i3br+WGuU69vs9Pl6IcYVqEKUd5CVqSoCaB3xYSLniY8LYch3HJXxuY6UqBSUXsmjs01i2xhzwF2I3E9IFYRTGaUrKjEOPlDe8rokcV1zXmk9NOy5JuRKTR+tG2LLGQgqs20K95qcRmc5KlDDkWIkhQJbkXEmlZcvxoanL/8rrZzs8z3GjF45x6LksCzG80vVv8UvBOIUxB8YdqHllh8ZJxZwEOS8YfY9z92zbCzFulFwIvnlejFVIJRpJXinWdSULgdgA2WGNJEXQQjZitBAs68aaLvi0ofSItAcMFiUt1u64LJd2MMaElJb7/T/QuxtEyZA1v77/D5xPz5y3E1qVq888Xjf7Gh8zO2mxziJTIYUzRmeUSEix4axDZN8gCdJxPi2k2v6eFqpW5DLj+kIMmXX1KNXTdeb6LZvpTCWI5vPOPrexQxVsy0atgRwEQiekLSgDJe3ZHf6uvQeysAhNh2ZdZ4wRXJZX7u4ekKZn2wTG7fBEQoXz6ZX9uMcNI7HCH//8B5CF+9t3XC4X+m5iGHcIKTi9PGOt4RI8OVfG21uUNU0UptTV4W65XC7c3t5ymc8N8iH+V5/9///atkY1T1fx2bZ65nmm5qZOqKllIHOtPD4+cnt/x8f3fyGmgBEFbRzQINkptXlqjJGucxijCDEC+gogMVgpWNYLqVSM7lguG+Okub2/Y5kXuq5nnc/omnAoLs+PTIcb7LhDCti2lcObt/jLBSUs83rku++/xznH7c0NVhv8FjidT/iw0I036G5E2EZRklZSUmkkHQE11/aEHFNryuSMqm3hYYTgbtgh30myrpzXwGlbkNbQm0CRPS/LJ8adZux7hDDkfGaYNOsGl9MrYfNo+ubEqhlMpu8dKc68f/wzDzdv0EZRZMYpiesnlBxYi+eyNGliaz45cgqt0ZMdOYlrbFC3/bbKZApxqyghCDlRVKbQdDA5Fkr2xLzw/PIDu8mz6+8peFzTkHFnh4bJEwaJoy1ERSuWICil0b6kaASwQgN9S1mJqbWshBAIaailo8aAVhJtDIiKkE3V8ddeP58ATjXz5Oh6+v6Bs58RekHIBr8lVqzo6acefEALiRCRbDS2v8Eah5GWkAXr9oksFogDVbVN337s8d4TU2ih+RRZfCIVTZaKFCXIgFKQamyU9pp5Pn/E7B0xzyip6M3YtLGp1byePh85v/vI7c1bUqpXv9CKFs3aaISijiNVVGIx5OiQhjZPoQFOtKyELFDSUIUnxg3FHm0y+8MeZ+95//kDmUDKFWjB8BQliDaAJ2Wit5gCQmeyLCinqCIhimEJGSFS8zGVSg6X679hxY4WPRdc1txPX10/CBVjDF4046hQmefjt+zuJ2SZoBT2tw88xQ/c3d4xuj21FNb1wrpdmHY7KoLd4dDiRrUddIfDjnW+tNaGaH5zVQv7m1bZG8Yev3m6rv28pumq0pDyCzX+J+yc1s3L3g67rl1DBVgtyDWzpQ2foTdtg71uhefPTwyuAyOaTrj8r78vhNhIO7mQcmyoM+1QyrCsc8uOCoW1Hd5vdEOPsR3rtgCVfthxno+MQ886L1y2lZvDnstyolZYLzNCwPbdd0zTxLTf4f3K4faWSuX1cr7ecAslS2ox7UldXTfFKSNUhzIahKZKTVWVtJzROVGWU9NyGA3dgJQG5QuqVu76Pb99ANed+bx6NtmTDZi8NCGim9jthuaJr0dCSlyWjfWSWpvr6uua3J7JjWjTyifn8wt3+zeMhz1OaEoqSDKDHYg2cb4sgABl2nteRJPeCYcSrWLd9L/y+rCQyVuFVMk/xbVoNwtrLTGsSGN4fnlPTBtGGrLcsL3Cih2uNNOn0BqhJMGvQPmyWPzpBqMMdFIjKFjbPldSQBUaCBQiwmaQEmUEWrW8aSl/gzPPXBODGVFGo03PzdRTVCLkJ5y6JWGIYcZYhzQdPmzElHDDvhG5c8KqCa3OlCpa9KK+MGlHZ0ecq7x9GNE6czmfEBWIitVnpKtUmRBKoeTVnCckWg34mDn7E52ojM6hdW1OcjyXc+CyJP7lD/+Nvt+haHPEVBaQG32fwEuUinROIKlN+JYq3oc2G9Kq/aCkuiYCDFVC3w2kYrC6o+9uEHbgT3/5E5f1ic4ZyJIYMla37nuMM0oUJOrLta7k2iyhKqHUiE8ZoyXOtLlvFoaVFsoOFLxYefTvsa7xMaVIxLghlYEUWGbPk/4RdejotKZkGPcHLp+eCZeEtY51XXB24ptf/46SJX/59l8QVB7uf8lhPPDp84dW/7SGH77/kbdvvroWC38yMEIuzcApRJPu/RScb0zTFmA2pj1lD8PEPJ+puYGEjdQs64pVGWsUy+lCEYlCpu86Vr8itOSyHDlMBzrjkD/9P5xpmd1hRCp9fVKpbGGh73t82K4HuMRaR85tmy/1nvl8xOiOzloupxO3t3dQBK/zyjR0EBPx6mYvtbJubdn05uGBFFYSuX0xqragKRliKo2cvnlUbym1omq8btB7EBLpDErtwHtk9qToKSkilEW5AdUL5HxG5ESv4e3UI7TmwxK4hA0tLE6NmDrRTQZnN5RwLQedFmIs5E3idM80TRz29831rgLKQa2Z73/4M99Igx5uqDVRUiSlC0o0F1BgJeWNQjPeQisHpNosmm3JqhhMT9EbgdrYAqX15WsFLd01g3mlgBV4fP2e3kzX/UXBaYMSPcq2Ln3NBSsngvfMyzOlBmoGIy1SRmS9LuuMI+faRn+NGItSBaMNVjuMiRhdgOYY+2uvn+3wTFVRtUJIRzWa3TRSS2FeTuRqCPnchF/SIKkkBb5mKBFdClJISk1sm2eZA9IqpI7EJHDWoTrJwWk63TOP4DeJXyuFyrqu9J1EUeCKoypBIu1AZyVC2AYfFhnn2kY35IXO7VjPK5+fXvi//p//yv3t16S8IkSiEFAkjBMIC87Vq9/FcY6ZLAU6B3LKLeBvm81T5iv0thpupr9D1rENzfU94Z3Ex7X5xWtGSkMlYo1A24RSoHV3zZyCVYCIJCtgbXMd4zSDMAwGqjGMSDyCEiu5SLY8sywrSYNPoR3OJbUGDJLH03u0G9l3N3S1I0SJkJocAsuWebh9YNrteHl85vPjB6xV3N7cIYTicr5wej3xm797y7c/fMs//Id/5HQ5o7VC9443b97x/v0P3Nzc0fQTAu8jyNoWDNenBiEFOTYNsZDtIPvp+t5Zh5GGdZmhFm72E89PH3h5+sCvv/6KaRyY1ws1F8J6bceMHaRMLhUl2/zNSn0FOnfUEvHbBaNt80HJBpIIvlBzRVvF0E+sW8SaBoE+Ho/c3N1hk+D8/IrVpoEsYr7WSn1Tm+TEw8NbPnz6SGeHa700NCe6hFoKSgqUHdqCr7b6YK0FpG6/6togcNQcUKLxZvO2knVG7QZMuiUsM3MJZEErI8SKXzckmk7fMto7rNTsDxtWQMmBTKK3A6fPK50+8PDwtvX/lW4kslpALqzbhe+//2fW26+YugO1ZKTMLbtcPUIUrDOUGompUpqSiJozQjWQdhGBItrMWNSCrFBSgtw24EiNKoJKxYcVrTQ9ghwWiqyY0TWltR1QQjSL7hUwrp0llxOZgKQiSqSTBVMSm8/EfCShiSkiqkRWxaGbKLUwdLJFncyGEJbtSvH6t14/H8+zKGYfGfoGIS61oIwBaXi6fEYWjTQDoUZqjKQa8SJR0srA4TqA9vgUyNUgiiIH2JaNvrtQqqYqR9cptGjzuiQkMcEaPYnQ5FMFciooaVHVXeEVBafAGIdQgf3YN6mUAlN2LJdXPn088fJyRNtEPyr6ztJZddWwKqbRUovFb4VtjZxSYXDNGiiyx1IgNpFZzYrzZUOpE4fplpSa13vX93x1+yveP/6AxLVrv1jQBoZRIIskxIiRXeu/G0mltDHEF4siGCXR1aN1j5UjtljcsLuS1J+5xHPTxSqBkwWrKrUmlNak7Pnuw//Lb77+9wjxFW7sKJtBColTGmUMTy8vrVJqHdN+4v2P33P/8A0vr8/s9wMhbhymPUZpPrx85Otf/JLO9SzzTMmF3bTj9fV4heJqSqhtK0zz1UihiWHFaUOIES0lnbVtAbUDa6Amw3w+IrXiMB3wl1eeHj8wTgf2u4GcPKZr6QWTcpuPX7f3KQWEkO2wpCJQODsirmV075uMTkrJus3szMS0u+F0PDeXvNYYrTm/PKOVZH/YtYO1G9i2teUUZZPNRd/I+ofbA97Ha3tK4twOY1sou0p5VWgbstKIuCJEpgpNkU3LojtH2co1stSAKCV4ai50pmPc3XKm8vH5I0tceUmeJUU6NyGxODdilKZmyW58IKTIvD0x9tD3BvKIdpK+a517kxUxJlZ/QmsoJfN6+oTfFnJJKFVQylKJzR9FM77msrWwvKBRxkpBZo8qkGrXboRKtqu3sGh5aJba6xeGoGA0GJkRsTFHU01c1gVrJpI/N1V5t0eg2oOG8rhBkJNBVPBhptQNZONO+NB8TZqK1u22J4UiJN/gA6KJKWUbM//V18/obe8hVmqoHG5vSIRm15OCl6cj1Vfe/uIdtYwoqUipfTuRCmf/Qi4Z79vVRwsLuSC1pkTJuqz0dqIpuhVIhe7bzCjlSp8MwSliSZQtEdOGjyu9dIzdHVPX4+N8Ja1Ybg4aJQwxgJx6np4sP37+gTUB21UTkTOyCtzk6F0bWOeUr/1qw3HOnNczWnSUWpl9ZhgM9bJyc3NLiJmn589ocYeQE943J41Rit04En1sYGjjkGrDSBCaJkLLglI0KRdKlWQyUmWqgBA3tmvLxiqDsQOj2qOkBdsTFKwxks4ebSTWKTRtkZbTBWkspMLmj9juABjMrifPM8tpJubatCSi0Pcdf/zTHxn7AYFmGiZcb/jhh+/4h9/9I9//+S+8/epd8/lIyel44p/+6Z84ns5Ak71t29b64saRUmncRhrh+6fttqfNmrUSrNuKkAKjFDVtzEsgJ8809VwukZA8Nln2N3fkFHFaoa7uH5RmGAZKKazLBrXN2ZqRs5H2ldK4XnI6nRiGjnHsOZ1OSBRdZzmdjoTYnhZ7Y/FroFR/bbhUTN8zX2ZkyTjXM59PhLDx/PrCYbq9Qr5Bu6ZZptRGhrpGoRSCYtr7SY1It2swCzLSCupaILQUhAC2+EpC4WRk6gwP+3s+XhaYIyElumGkpMZdNVT8GtFWMXY37LsbzvFHpjvw69xaWspBahEt2Mh1pZbEMPTkaFl9pJRIDCvKaDqriaopiXOWRH8tIUjZSiVF4+OGzpLVb2RpEcLSnjFl25CLinUCZdutQORAuUaxKm1rf5kvdN1C5zr8ceZAblCRUsglIJVphlvtGLobzsfPrbGom3pjXj1atS/MWprLvgpLyu2WksuGRCJr91fPsJ/v8NQwSUevBFbklvtEMFnFYBeW9AEjTUtPSlC50qHpbE/RGpEEKMFgFPNWGxezCiQGmRTZO6ScEEpTZUSllsTUKl2dL7Zto0UmURG+bVe17nn75nf4MHO8fE/NHmUVD28OxE2hmdgNEyjNx8cfWcLKPBcUCiPB9hohDEplSr6CTaqm6yopCXL0FNWc8TEpqInXY8BYxZpWfPxXbnfv2NZ0hRVkBi1JypKqRCmHtQalCkJIShXYriNETwyFQiKkiBQFN0IImbXoJhzbTuz0hJKRTltSAKEMveyZOaOERkvdMqtCUDENKuEGLpdHOjshxQODdRgEPgvy5jleWkvqcj4yjR1fvfuGFFeent+z29/xzTe/4fH5mYc3b8i50o2ObVv5xde/4PHxkePxxLQ7kHMmxnwNkTd/UM4ZHwJNxyyx12pk2ObGSK0F6xw+bihjeHz+iJaVoeuY9jds20aIGVUr0ziRYyDE5oRXQkOVLSxfFSlFQghXent7ignBI7VgGHo2HzG6w5p2gB4O++vP6Jof1o5+1GzbgjYaawzH45mcE+syk1PCKkXYNnJOHNOndlj3Pdt2wnUPTIc7hLGt6VILaQtIZ2ByzWNUBEIpShEIXcGBVAViJM4bW4RzOvG6riw+oHTH1A90ZkUJT0wVrWC5rLjbtsDLFbR27A7viKeAz69U56lF4qNAC0uphYTHuvSFAypFAmEpuSPEyOZTo4qJVkEmF3yMlCzbfkFLEAJRe5KvFAVCKdLWevmI1rprNVILMmN7gcip/RzD2m6OW2FLFSUFUm44Z/H+GaU1tWaUGoARrYfGh4gNN3e7r4QYuWxnjBGQISdzLdc0m0WIEKJAaE3Oc0uj/JXXz3Z47gfJzlj2TqPVStfvWRYBdWXsR0raYaSi5jYvTDFCKeSS6UWHcCNJF6RU5LCRZKHWQM2pmTmjJSmD7gYkG95vuNo2bJ2WrLnFYZQG2xuoid5qnBxaON/ekIfA8+kP2Jzo7A3D/oYaLYMdCFFymc9Uu13ncYpSDGHJzLmFdjvTN897kQQ8KEWnDblWKK09krPjfDkh9YlQI6LOHM9PDP2e7DOiKrQ0bZsv2iGolW4w1wo5/3/MvUmvpEeaZnds/ib3O0YEg2RmZdakliD1qqGFfr8ASYAAdTW61VINWcnkEOMd3P2bbNbCvHIj1VZFAgRXjEW4w9zsfZ/nHI+UBWs0uZRG5peQkkfYSpk02+KhKJI/kYTg0HukLtcts0cAsgqM0jg9YpVGykKSkiRbBbbWwhzO2OMRZI8sbRYZSiTFwHKeuTnecnv3SIyBn3/5I/f3D3TO8fHjz9zdftM+u+FAd80Hnk8vKKPZ/Ma333/L09dnDtMRagaaMkIpjd9Dw7PVVo91zhD29qi3WuP3HeN6Sm4aC6c0cffc3PUk3zroUnLF2rXqbimFCsSUkFKhTPs3xkQtBVsbYUcb0ej12jL2E/vu26y1H3l5vdB1bRMvlWDdPEPfIaTFx8TuN47HI09PTzjXseWNy7Iyjh1hDeTdN51FBawm7IEyFpR1VCURuSKNRNbalMy3D8TTGdNp8nlDmaamqVFQisTdPsKYSOdnTuEL0Wm2LJCmQ9gzSnMFgBfm5UI3CGIO+CWhrcb2PdYNkD3sohlV85lMQx3Wct0S5Io1Fe1Eq51mS6qtzNGiqIXsA6pKdFVsPlEliEFdAaTN6pprU0KH1Jp1e4ScLEMvsEZc23+JiiHFnRgTPkLM7TOtNE6B0JUsAntoag+rLMfxjql/YJoeCNvOZX5m3S5oOTN0AhMTNUX26FG6+eObyhj2JEEOCOnJ4le4MLq7HZEROmuRVaBlxZgGCO6cwqeOFBM175Ra2JZALTuyFIztUSpRa8JYg+kdJW1QWqarlIpEI4olRokUPdIVTqczViiMEVRjqUW0WETNlLLiwyvaFLYl4pwjpsC6byhd2fYL4zSSisWYA3cPgnfz94hzJKiVkiJhSyhhqFFggwYjMMJiBFilSTm2Tr2Q1KtfvVaBqF17KeaFXCK+tgNJIdBCI/SAVANSSKSwpAhCaQSe5sBZW58/F5TWGO3opaCWQmc8Qq7ELeFLJKxfiTHjY0XLlsUrCoqWmM7SD2PL4BNAJGoNbfThNMt+RqmvCCsxoUU6iqikEDkem4hvXXdSCNzdPzYS/LKy7x4pK9N4YN13+mnihx9+4O3jI3/66U+8f/8tnz9/5O7u4UocisQgrnnO2D5PYxE1k/xG5xymhTrxuyfHALlwOEz86fln7t9/y1IFMUSMNWgjibHVXFMqWGPI6V9oSK1jrYxCaf1n3e8ePDUHut61zfue2PNGrRDjdgU3D9d55Q2X84l5n9m3nb5zbFtogOLgubm94fXLE1JKhmli2RaUap6mUitSyGv+tJDD3r4fhwlRKvU8w5XPwL5iettEZRR4eUWoFl/L+4X1ckH1ll5J7saBEjNlF0RheP/4DTEvLGsipJ1cAl8vJzqrSSRK1sQ9EEMhRUXaNX73pLQjhIbStaxkhZQD6jDRu1bbDTXiNMTShGvymrOse8Jcb4jVqOZJlwljoHMaLet1qRbYQyREwWgbHLtz7cerytguUHUnikIio22rdk69bqlOaagloTVYcaBTb3n38DfcTQ8sc7N1PtxYOnvg6fXHa1QtE7VnvEKnpWjiPuMse3H4GKm1x/waD89uEOhoELWSYmA+v4I0CCLaVJSGIgo5Ji7rM6eXE04XlB+Q8sR0bB7vUivaCFKxCFVBeGKKbOGCUAaDwkiJtROLDS3m4oEMSmv2LPFZgHC8zq/cLF+RVbfnb1iJPhC7iDWS1/mFUQ9c5ldKTdzfHqnyjmWzTSGbPPvuyVoghUQpi1YCpSUBjSZQ2UlFocRAigVlFEN/h9SZTntSXQn+3J4LxbcYBYWcZ6SMFNFYp8k3OAQkao3U3EAKtWQoLSMpJPQHjVOO1QW2dSFuAiF6tliAQMoBUqZYTTEGpdtszciWNUzFU3zLG6YgeI1fcIcOq+9JFcDiOknN7TCqVw2ukHA+PxFT5OHhfavgPr8w3TSWweP9A+MVnKG1RmvDYbrh06ePOOfaIZoi27ZyPBwZOk0pCSloKt4c6Z0hlvbk0kqRg2wHXfIIKsu8c7g5krJHKXP95lWWeW39+HXl5vamVS5jIZeK0RYpICvBvkXmeeb21mKMpgWvC6D+zCIFGMeJcZz4+vTE5fJCGntKhS0m5hmGfmS6mbi8nti9p+/6lmWmoFUFJcnUqznUo7cNuR8oIiFVJZZmAK1hR/QDYd4wnaOmjhwDqlTMdEPxidPLR3zKBDJVGMZu4OvljDGRwRZ8mPHiQiwbwmt8agQqrRxshrQ6YqjsW2VeEzGK1k0vW/uBRzJNN9Q04LdM14PSkW4MeGBbNwSuJUaMIhIQuTRuhEpkmdBSIcmIElrpw0fWLTIN33EY3nN/d8fx0DHvn3mdfyTlE3vwZDqMg14bpIhXZYZGKk0MhRoVbho5dneM5sjDzXfo+sLXGFkuZ17mJ1LaMTYT0wq0LKcQLZgvZaOTTXKErVyJS7/ChpE2ms5Y6qqJPjJfvmKsIVdBLZLD0CGqY0mJy+o5zQWjIlKd2WPgXvRI4VC6ublrTU385iw1FzZ/Yg2RoYOh6zHS0I83LCW222QypCDYkmAnoEvrsf/y4Y+od4Y6P5PVSqqJZVkxpqfGCzt/Ivvm8ZZSMNoRLRW7tviw4MNGKlcFBB6hekIKVJFQpcEkSvKkUMi1vwrcWghZ1pHKgWhHdv8FimkRm7IhdctxylpQqiNT2zxzvyBFxgiDdArXjezRNxr2JFu0xgm6YundgLo9sq8FHzI+S/aQGw3JGi5xoy+ugSl8IclIEZlcdkSNCG2JufKyfUQ5h6PNJUOcGcYDTltk12aSy/mE3yNv377nzbvvuJxmQi7003TdbGteX155//Z7EPDuzRt++fkHXNdjrOH8emLqe0SpV1LUgpQNehz2czvck7/eQEHUiPczd/ePbPNKCjvSFJblFescNzd3xJAQ5OtSodD1Pcuy0HXdddZZIJe2hEbbt30AACAASURBVEsZKSzHw4TfE1K2+XPXdaRYGYYRH1aWeeXTp5+4Od5xf/vIagzz+YVxPGA7zb4ubPOJy0tsm3fRNstaGaxp7iRQbQsuJVo7So3IfbkWMArm7gg+UfwJXcD2I+l8QgiFtANVNB696xUPruOnX/7AvG1c4olqNtCSUi9oE1DuQvKfyGJn3hokWCqHFh0iOvYtc5kT5yUQU6v7ClGaoVMqSmoUJyNHVCevaYKNEGZq3VDKtPJI1lRiM2TKStXtMzKpUPbKHppBNtdEqZrj4Rt+881/x+34HcfDxDRYhv4/IFTidP7AH/70d3xe/ome2KKF1SCFJQvJ7gWUA6JGtm3h+28O5NJSon/723/H1A3805929v0PpLyR2VF6b0uqWoBKyoIqRIsRVolzFmPKn6Vw/59n2P8/R+X/+58QPNJocjX4AotPqFIQWqO1Q+sbqAO1Bga38rXO5D2jRGkelrozjn2bWVqLkBVNm92loMhMbGHnsnzk27ffYa3BaI2Y3qHtzLatoBs0YDkpYvIYNDlGzssHhDYUrv1qObD5iHOKy/kVvzZntdMGqTSju0Vpj9RtMF6ILYiLIZZC1ZboN6oULQEgZGMyyuEKxZU4LRC0aptRPRLFsn0AlSlojOqQsgFha2mgEGUyIigkHTlawlJb/EJ15LAyn89oC0YqrO1R4kANBufawL+EM0Xt1FKRoqAq7GUmVUhxoZrUutAuQV5BGrLQXPbAQd0iaebC25t7+vFA8pFcMmELzOcz9/ePODdyOp2oVfDwcNe0xZ39s6tcG03Xd3z48IG+75jGnqcvTxzGiXVdOUwHKpXT+ZW7uzdtQWRVUwBfTjitUUIjEaR95nD3hrQ1YHattM2t0Tx9+cLd3R37HpjGCe893nucs1eDJX9WgnTW/dnWuW07xlhKydSrwK3rOvZ9vR6wAiUV59OJWgp913G8uWf3nnVd6K0mhSYb7PueZVmxqvXhtZKAwpjGtOz6AaEM2nSgmmpYKdNg1daAbt8nckQbBT625pZqo6CSWjrk229/R/38AT+/srBz2s/UvBDzzBrOrPNCyJ7dN9h3Z98wuBFZG5i41MgeY1N/cG3wtP0sygi89yzLTEqKbtipYiPlCOxk2eSJVWbOXjT4thKkGohVNdkaFkOPjIBUbTegOsiCcRi5vXnHu7ePaCE5n1/o9IG3d78FuZO2jxjZiP8xa0TpsO6Grjugaubl9ZnX08LjX9yTcyGGSG9GDt0RIzQ+LiCbEbfKBWhg+1p2fM6gINWMtm2kJ8Sv8PDMeCKOKAtbySRpyVK1PBeJ2+kNMbYvRTpIftE/kauipApJMZ+h0pw1pawYI5A109sjWSm2KhFlZ90unNwrnbV044hShqG741V+5mV7QshK7ya2DE5KVM2s28LhdiCGq0tG9mz+GXS7KYS8kWOkmmOLz8gDVjmKrQiliXlDa4fAkEvDcRl7ZAkvSNEiJf9CeKm1ErxH0uI5tTbOqJb3CHVmTycG01GKw5oBrSHkQMoRJQVaO2qk0W6qIa+aqCq5CNCSsG/0xmJtJdUG5hWloEVF0xZwtTRNa0mFmBRrDMR0wQrIJeKkxMhMqStVGqQ0rNtL86ubidHekgogPcknot85Hg94v1OYOR5vGIcDnbUk7+m0ollsCsZI9m3BOcc4TsznC71WyJrZ1pnbm4lUIjHuTL1j21fW5YwRkn294A4jQmj2bUeLRCkBKTNSgDIDKW28vLxwPB64zCc617PvTXPsc/6z4kMI8WdE3rIsbSnUdX9uOSmlKUWyzDuLWLi7uYXaqsBKSFLYWednqAf67kAvKiElTvNMbxQphiukoiNGT6PlF7Q2lOs4IAMYR5USgWqfS2epoiCdQ2YDxpLmjbyuVFlQCOoeqLJJBUPYmePemKbGUNLOvD0R/IzrOzp9g0kbz0+B896gMbc3oFF0BqiZSgS5NdVGVVeKv0Fca48pZ2JqDZxcdwoLFd+MtyIjyooQEuEc4aq3mIxGqgllRpCtrZZRpGgAidaJefuFz8+0coc23B17jFFN5eE30hoRuSJ0wQkw2mH0O1z/llgDomR6t/Dpyx959+33PN7+DahC3zse7iceT7fkrz+TZEGIDkTfgv3XlIUv7YdDGgmyBf+Rv8Jne60FHxdS0WjXcTvcXat4G1paejs07mDcsa4BWn3ZEPRUCqJGrHLI6rBKouSK8hUR4dAfsaXQ6QdO60wsT7yev3IYHtptR4x8c/fviPwnZv8B7EiXOjor6a7sSEqlHxRGmzZb4dB6s1KThSSXSkLgQ0Wb3MguW09lQ+mBnAVZenIVSC8QTtLbI8v6sfmWZLN0UgvLtrD4HasPHIaxKWmJKOHo5JHOjkgOxBDQ1mKEwTnY/EbllcjMHguDHiBLRInsOZO8JJXCbk/0fcDpiUpi2XZijhg98vb2O7pOc/oX502uCKGppWNbL43huBcQuc2iVUWbSE4RqQa0M/i0MV+e2f3evmultlu96Xh8eIu2DVb99esH/uK3f00MgT3MjMdHts0zOov3G6/Ro2pDppWaGDrDsp5RSnAzTWzricvlgpE0MZ4q5BqxuikpfMyIbSb4FlsSNPd2yhtUgd/9FUFnrr36oeVGd880dEiprlzZA6fTK/MyM07NKVRzIqdm2JTKsKwb1uoWk5EbSUEqmn3xhDVirWXQksP9DZdlQ6qebZkpNdAZg1EOQcXvK4ORaNNjtKYJfBQihVYZrRJlFEVK0A5qRDlJji2Q3qJ4pkG/Y2SZPa+XZ57nV4ozlCpZ98juF7TucbJHi1uW8wvnPaHMBHnAFoeopRkVdEBXiFz5bFKhbLuFmmtsXIr2nA8htwuCFGQkWSUoGV0NSie+6Qcep4m7cUAbSRawxsq8Bs57Ys6JOW2UOUB94XT+QNxnTs9PHG800krOy0d+efpnQvxELyJTbc4jWSW1LNS6t1m/CEgT2c6f+b//4X/mrjsgugp5blxYWck1k0pAaI2RFhELNccmEawKqdoSVRuJM5LE+q+eYf929szwFSEOKNWhpaOzHcoo/OqQVWKsY9SCOc6c0ie6SaCCaPqOrNuvV9IIq6/zGIs0AUGgd4pR37IXR9+NLMmQ8gvn+TPfPP4eLTqG7o6s/pZ//OkVyY60CmsmOjM2RYdoN7JaSosGCUeIG/serpEZT0iBwYyQOtACJTUqWbSqhAyL9+3JbDQ1gHUHDr1i2y+UeqIKT8W1vOmyMxcPBbQ0pLwiZPszjXL03YF13YklQFVUaejcCExczh/x+8aJp2v317YbbciUmkg5Uooga9Aise8ZbXo6O9LrO0bb090/snUXXl4+tEpgzjy/FowD6wRCGAQKRUZ3AaMDQZxYYiXPIEtmGo8Njlw9rps4Hu/aASQmaqn85e9/z+n0wsvTCds7Do8aYyTn16eG8BsPaKsxWlBKg+zu84l+GNBdx5fPnzgcJ8bO8umXZ5SUrNuGswdijRyPN/gQsVfPkTEa7wsP7qFhAK1r884YKTmjtG6MBK15fnpmnMbWNAmBN2+/4fX1lafXF7QUTL3D2Y5yncE2UrsmF5DaIRHEJTNMU+tFScE6X9hrwo0DcQ1Uq1j3yr4uRFmxnabWDjFLXDdAavoYIaEoizQOKRvcAjsg9IE4n5AkdNc3XCIFoRS1JAQF5zr8c+JlPeOjpOqOm+N3qMuElhWhKmMXQDZ5cdgj9t4gSoXSPOZKKazWzV2vHErJRhsSCqccFosUklB3nHzHvAuW/ZliQouPiY6jOfL2OPK7h7c8HAaGyVGJvKwesWwE3/xcW9hYLgsxLlSh6PoOe/4Dqvf4V4hlZ/Gf+PT6z9SaOVgDQjP2siVFxMjovqEzHcviEWLFdTtfnv6Bf/zTb3g3nYnhmZQNRYJxB2oRxFSIopCLwukBXTWptupxEgFpErV4jP0V8jyVbF90xI7VU7v+R0mtMB0euD18g7KWNXr+8ccPdAePjfX6LKzEAKXY1kAQFrGXay9ZInJhOnRM4shJr3SxshU4L0883nxH348oIg/Te8Lj/8BPX/8OoSVaFJTyGHOkEkjUBn6lgTdq7Ulpo16/aNGv5KFDyYSiR6qJPXuQAVETuirCttEri9AjZInWA9PoEFKwp4KWqS280ITg8XtEdI7VRxCBw7HnmlWhtzfs6w8YY5F1QElLP95yM9xxvnzCp2eCXEhpI8TEtntS2VGq4drStkLdqFlSlg2nbxClwy8CoRUPx/c8Tm/49Pmf+BxaDa/GTMwQNpiOCttHqnYUsxF4Zs0V427omAghoqzl7dtviKnw6dNn7h8emKaJruuIoXC+fOXl9YX//i/+J2KKPH36wE3nuLm/wVpFTpGYWlTsMs90Q0/fdaTokUCnFcGvnE/PPN4+EsvebpRoQtrIOXM8TizLinOWz58/8fjwSE6pQT5KBjLbsiA1WNNmib1zzPPSWlGdZfOJcbrB9h1fPvzC6+uJ+weJsyO1wLZv+BTpu64J7tDc3N7xww9/5N3bNyir0ONEmC+snz8jpcQYw427IceEDxdCylQRGPuJnDIltzYNxSK1pWgF/YGqJHnLKL1ijGl1Rjx1j23uagLCDaRQGW5u+L7+hi1tfEyRmBUlWh7vHpj6yPPnJ3ob6LsBtc9UFJf5xHhrWNfYbvMiIrVmFE0LbqxA6YREoyjoLNBa0Zl7SpEYPV3VKGdcpzlUyRvb8WgtBwXOCGreCZu/4vcWXs4L6xZZLjP7vCJoniRXOyiFLTwja4uq+RBQoqOInTmuVFlJEkb3O6zVhDJTo6JzniUkjNKMRvHDT3+PHwNZLlRzxCrBdPieUj0vL1/Y9wvOtChhKTtGCqowV6PpiSAENf0K1cOqvkWLFb/tmH4n7C2bGWPimzd/w/fv/x3giQX++ef/jX1fML0h7z2zjYRVkGIh+AazrdJRtENLCDESfKAbYexGLngGeUDayuXyxN3wPdsWUCIjs6Y3t63Lmtt8MtWdXAW5ZdkpudU8e+PwKrDnHeMUsgpy8tRuRWMxxrAbhQ8JJWu7/YjCvn2kP7xD6Vu00RitGPqR0/kjcw5XtF3G6J6UNRJHrYrz/AqiMNwdqSisrdho8OGV43DEqI5c2pPv4fG3zLtj2b4g6oxDkWNhXT3amfZ3o9r8KYSF6OHjLz8hq+Uw3vN2fIcWAiEX3jy+we+vhGXmZd+acqKopk7uO5QYMJ2kpkItoulJpKWzIyJHXl9eyaXy5s0b+m5A1CbE+/jpF3Kq/P73f00IC/O88bvf/panLx+Zl4Uhl+v8tTE0c4po0RP9hiiVEldqdsyvJyi1LXBqJpWd9eq2ubm5IZeWMwy7p5bCus6ICjlnjJJI0ZY3pTTQRywZ2SmmcWi3UymaTnpvm9jvvvuedZ6vcrLE0HUYUQk54H0bc5ScSFvieDjy8vSMURLbOaxWbDR7Z0oBax1KG4buEWMU8hrTcsYiraEaC0VT9g2pe6p2CCmRLlPXuf1wS4EwkjwMyG2l+kSNHqVgP51RQvPf/PW/R374iT99fW5pkO3CoesbSMU4nHYY0YHMXJYzojb7q7YGpVvJQrrQzJwopDAUsVJrIMrMZB4YOkuNTYD49vb3lP2Ezl+ZlMLkzLpHvr68Mq8XhICXrfJ1mfmyzZzCil8TpMJtLxitZBgkboBiAjW0198eKyFs1FjJpbWU9uBJRVDlzs3tgIqthag7iZkbiT4bzXpe+Tn8cNWdHBG1uzrBAooFJT3V78iqcGrA551EIJbIXg2KDq0P/+oZ9m92eJbikFhyeObsTxg7knz7BR/dxN3tIyV7Dj5i1ERUCi1063drqJPFqCOhFNa4IesASIow+JrQYaXqM1I0XUSKBa16KpJPzx+wYqKmQpYCmUeEminCE0m0xIqiVMnum81PyPY0m+wRYS2Z2PrfBEqNbHFhB4po0IRSI1JmrNV4sTdPuu1Rui2tOtNzHEZ+evnKl+fPZBLGHnBuAKmw+gYlTnz58srU3yOxmLFyGI5I4dn8E9lkOvOmeW5E4mZ6xAjN+csviPiKUak9/dSRTt1jhoqPM5tfqbVyWWZ++PEPPN6/gkgcup7BFUrakDU1NW4sxBSRSpGjpAaLLM07rq1DxiZj21IhhRmdwUjNNPUopZsbRwgu86UtDg43hJhYtmd+8xd/wS8fPyJqZOx71rWxOkMIaAV3tzd8+OVPfPfd91wuC493R+bLmZILx+OxbUNlU6y4znK50CqFITFME/s647oeqiCEZtysXKt3QtCN05Xio0ilAaRJsdWBlSTEQIqB9XLi5uaW4XhgnVdCiMQYiSGSS/P0aN2880IIrDEkH1j8C1XSWLGhxYmEEKAkQkmEVPTjAdsNTf07jahuaOg568jKNF9KAWEscrwj+RXCitw8uj+Q3kyoPVG+fGQ7vXC5PPF5ncGNnC4Xtj2xp9pSEFHjYyTXgBsU+lIouXFD1y2wxZb57FzXNuwSQq1o2XB4Sss2pxeRNbzg+gYO1sVi6g01bzjVYaUgeMXysvKZRBCVUguLlyw5sdeNqAKyZpzV3PSW3kQONwZpC55Cym3sFHwlRYWsPSJHUmnivZrhtb4ydZ95HK5tpBhRJHLwpNDUxat/QcmBm8NOloZYmmJ42zwSiS6SGjKxrbwIKpGNQ5YDRmlE+RVu29d9w6oerSZCWCh7JIWCKhkrFb3RZNPC5vu+k3NFGo2Qht60iELFYjvHbfeOfdtQqjZ1gOmI0iJ9pMaAJxNSbEsdrZiXM1bKK3B15H78jqfzj8SyU+qOkBZRFaJqqt0bdUc+oKRgGkYO8obLunCKX8liZ111a53VK2TAWbIIyCywCEpxxLoT4hMlF7rje6y55+YwYvtH5tVzPj81T01tfz/WOZQakOqFz09fMW8N+TUxDh1aQChfWOYzQe304wGjO0R23Pa/5/b9LZ9//jtOr1/oxEg33NKNd9jecAqFtDyTyNRQWcOFX8KJHCLff/sbfChIuYOuKNPAtSlmhIjUbEnbRB0N2e8YN1Nqo8vH3GOlRArH0A+EkqgpMA4WozVfX17Iqako+m7iN7/5PbnAvi385rvvSSHy9Pyl/UAdjvTOIYTg9u6GbV94eLiFXMi5kFJiGkfO8wkpWx2wVnj37j0xBGLaSRlsPyAXj9bNiLlsO67vkKK5pUJs4wGpNYM6EMKONpKSEyG05pTRBucc27ZRaDGrbV6Y5xOiVIxs7aS4R24OR4qo7KIQS0JmRdgDpjOIvm/ucNH6N9a0pZVfLhgt0MMB43qksU0EFzzmfmrtHpFgj9RuxFhFyR3snryeUWKA4Rb5CLpm/vjD/8mWCx9+/Ge+XM7MPvLh9MQwOajfEdaZ2S+EuLYRlYYiM3lPyCuWr+RMToKlQt8rqgyIoimlpQ86k0G/cvGR20mTtkQIC4OCRKUKyVwrc0pctp2dijIOJTVVgpUGTSFS2nPdZPoetMwIbck+se6ZZVkIUROCJNeCVoaYQWlHSgonEl+//gy3Zw5uwiIhrmgqKRRi3BCyZXufnv7E0L9rzTLhufgX7nRlNApyhlxZZGSrGb9r3owPaGMx7lf4bCdnMrnxFfWBdY8IGUAKMrD5hZAj63Zi8SdKqsgKVgqs7HD6llo1RQVCvmBH2+qaQmF0jyiyZcHixmU9seeADQcOtw8Mg0XkJuSSSLQ+Mg3f4E8bJV2QIqElJJGJIZNEZFBfGeVE3z3i+h43DCyfXthCINdnBAElb8g1cTwaVM1IVdlTZY+SIis5eJTdUNsX7m7ekbzCccvj7SPef0HGmVwc0KNVx830AHVl3RaeT8847djzgjbNkliz58v5Hxj8DQ/3f0nnBkpJjPYN377/Hynp/+LzLz+gx4TtB8bBEeQNWn7Ep8i8b3SyR0rD+XTmk/2BYhaQ1+hXr+mPFW0tMRWEyAihCQFU8MT6hBUHFBqHQKkJo9ohpaSCkjidT8zzTAgBawzH430LmpfE6eWVd+++JaWmjl2WhbvjHfcPjwS/YayB2tIP1hlSjKQ1MQwNcuycIyXPOE2EcMJ1IzFlun5qdUahcF2PvgrL+uFAKgmlBTEGQOAXj1EFpQtCtpFB2DI5eSRNhyyEYRpHUg5UJHboGUNimb+yxieMGlDWsS7gxqm9HqpC5ITWESRYB/EajZJag4RhGKipcdaUKFAyeW8tIqMdcT7jbg8NyJvm5tLCNZvA8IDQjnr61BZ82uLe/4a/ip7//T//r7hu5PXnH/nl9JFQNrZYEXlGJAglMc8zMbf4lFAJO0lMMo1GlFqQTBuJqAIpFFJ3lKxaG8t4jN6QIrCEQkw9KYMwufXEU2FOmbXCTkumyCqoqhBTQuvacG86oY0gOsGqBEVWSvAsq+JyLqxLm3fGkFBaUqwF0VFIZNFiXkkETqeviHHh2B1ICUgSmwRz8qBkw1mGC5v35JKRsmJUQZpKkYliU0vHlFagcJ2hSI/rDf3o/tUj7N/s8IzBI11rVxjtsEbgUyTnwhY8p/WED5HL6Sve71it2fZMVoFdwyQDzqZGTs+RGFPLvAlFyhtaj6RaQArW9cxeAkVq9H5GyxsUpbVUKMTcVMadPjIHjxXtyW160ZzYBHxZUSkhze8Yh3v6rNlz5Y8//h2pelK84KxFatXc1iajXOsdIyLRp7ahzBfyEng9f8aqBDJDjYxdTxEJlGffzyg5oKRkGo8gd86XLxg9YvYGbE0lUdJKyonPT6+saeHbN/+Bm/4dCYHqHnnz/b/Hl4HT+pmDDKB7jHSIJEgeStJEUbDOknMlbpLO3ZFRrPsZpwvuRuJGxeXi0bJHmRucHKj7M1XueFZ07lDVUeSB0/mEkwrtOsLuW+h7nHBdx77vvLt5z7I0Ba9zmnXbubuZ+PHDR6SUdP1AzoVpmnh9feb9+295eXllj4Wwe3IqRNUQZ22zbvEhoI0lxIAxhlIK4zSyLMv1gA0o67DKXmNgjU6vtQahWC4LJTauZkmSGCvkSm81WUDJkTzH6+0tEjaPsZbhMLHO7fbZdT0ogw8RrStKa0IICAUptmWm05WcEjlVilbkrHGup+9HalEQUnumyw7Rd+1WWAuiu6doQ7p8xh7fAKZlP/UD6Y1BP32A0xP0hsdjz19981f8L//lP/G6vXJZn5FaYI3m0+UTcatQFWsuKHtEioIxYK3GYskRRGyyuULLyzpn0MYQtoqPhagriUgVFVkCot4TMewVtOopMrHXmZAgxUrMmVQisrSKqywGY6EfSgMZU4lFUGOgZIlfNMs5sa2ZPUSkakAYgcCOBqk1Ie7EuJOlI5K51B1ZOgqKVFpf3RpFqqJxUQNscUYi0EIwHCxC+Na3N4okwe/Nq2SVR/UrmATqV4ikW+YTighmJItCzk3a1Qb9Ky+vnwk5c5lf0DJidA9K0/Q4hTktRLkhS2qRi6TQYkBIMLKpFqQShBjppp7lspDUBlhSkSh9/aKb9tSWxTCNDyjd4cqKD18pNWOdaoz4nNnrTiwvGPM9yo68efhrvr78yOvpI0pdYyOluc1L8lRpENfwvrSRIjNWGfIW+MMv/5Whewt4tApY6diFIIS9OVZkyzHKWpmmG4IJvL5uhJgbLd8YcqqN1F0NX5+eyPk/w/vC3fgelSylWIabN2Br40weBLJqtOiIYaMkx5YTksRwN5Kjpuy2BbKVYqsrGonQFTUUnD3Sq4lejmjXc45/BLVAtqRyILIhhcVYzbLN5JS5f3zz51jQ/f09nz9/5nA4Umvh0+ef+d3v/pKvXz/y8vKJd2/eMw0jWkkulxnXDaybRyqND+3W200Tfm/syAwgDDFkIAH/omJuh6vSGg2EEDDWoHTjjkrVtzm2VvhQsJOhlkLc1sbm1IYE+CIgRJzO+JAb+q3W1sTKAYTk9vaBWjVSqQYvSQ38G1Mi1wKxsm8759MLh2miWdsqSRayEWTVE7O6Lo8klfZfYkKaEZS9zmlH3HTH9vwL7vY90ngapMHBdM9+OuM//kzqDUkKHh8feXx+5GU+tV55yQgF0jioI/e2x1mLNo0s1nX6CpdxxE0jhMX1khBP1P0FH2aqCPhcmM8J6RTV7MiSMbYwjt/j5EBOlT0t+BiYF48PiQyImBmExPWuXSxkwdmBlAKlBJTtSHknR0NCUmq56lkqUlZsJ9tYriRKEnS2Oa+etxWnFcOgrjPwTE4FnyMIiRCVkgqlglSKEiJozbqvkCRRVIrMbAWSEEirUV2g63a0bYaIf+2ff7uQfJGc51d6F1HVUWVHrQZKYY8Lr5cXfCikvHEwt+h+JCRPEk0xLHX7gFJ9waqeHCaKiDgzUATEvCNoW+ZB3lFV5rKfKMI2QLEwVAKhQs6CTgkGewNFk4NC2YCQK1o0MVwpUITn9fyZt3ceIQ3aFu4f7jhtH9umOos2L/MBa0FuAqpE6IFad7QwODPiQ2KPmddT+//G0VFrumo22lNRG0nOHtf1TOMDsgh6e+bzl1+oSVKEpuaWlcvVYPTAvDzz48f/QrrbOfTfQNbomhhdx3R85DDekQNIeaTEc5udpsLLacFYw+HQIjO1JrIUVKkoJhFja48UmbCDbiScHJCltUy0gEIiRc9o++briRkpJT62CM6gJOfTTKmJt2/v+Y//8f/gb//mr/nxxx8QOXJ7vGUYDiAFMaVrjE2Sc7u1/UsjRxqL0BnnLKVUSmnPy33d6YfhiunLeL+jZKPQj+MRoSWlCOwwUGmz9IJAqoS8lhUolQ8//8T3v/2WZVuQnUNWxXzZcFrh9+Y92vyOcz1CWmqpaNfqlSH6pi8phZwzKUXW+ZUcMpTEl/mFrnM4YyD3yBIpwUMKdEKyCsl09wBdB8aQpELlgCiXNvtUE/aYyOsrYugQRqOKR1iN+fY3fHl9oYTEViI/f/3CaZ+xtiPLZqhMNSGFwZkJawcUGiXBGInVFiULuWj6YUIKSUqBQRyxo+GlRLZ1o6QGP0YKkqqo2qobIgAAIABJREFUuiKFpNa9Qbmzw/tE2CLrtrPH1JZNSuGuBQjtwBiDqgWlKxmuuLncvEUV9BWzqK1gjwvKjhjTwN9+D5AVaVfsuyd0klQ9pUo6664cVlDFUmUHVaAL1JKQGUQO5NhmnLNuKLqqHGYE12XGQaO6RCmRHH6Fz3YpJSlm1nDG6rEZG82IsxO5SNbFI5Ukx8T37/9bYgmc9wuiPuPzMwUPQkF2+F1CKmiTEUUz9hO1CHJqJPAaBGN3zzBMbPHEsr5yd+PQaiCEijCKlGBwHb2DT8srIVSUVQgbECpfndSRLZ748vr33N/8npQFqIjtJLK0QyemHspA2BSKRlVKPqLFDUYYbO0RrqJEJvpmwjTGsfmEVAllK+gd4yLFR6bjEXtNGnz3/oF9e2ZZdnxKKG0otafU2PrYZkBQ+PD1HzkPJw72DkPBGsW373+D0T0lKkISxJTRQjdndsm8nk70neL2RqH7Sg6FLXm0AyF7lJWE/MoaP1L1EUpqeoXcbhNSSlKOxLojkISwMo23vDy9cJwGkhd4n3j77hv+6Z/+wDdv3vLLzz8BEi0bu2bbtqbn2DdibJzNw6F9Ra217KXNMY3tWx1RZUIMHIcbSokYY0lJ4K7fd2e7duhvG7mAthbtOnJuXEslBKpUpFIs5wtU+PryynRz4PZ4ZJtn1m3lOI7tRdCN7c/vRmIMDMOADwFZC1JCyomcK/0wse3PLPNC9AFKZZ1n7m5vqCT2dbkemn3j1IqWUVRW48OC9ZJaFdo8kK2jzmdk8EirYepbMiUmiAlFopaKQnD/5hv+/of/ymnd2Ypn2wPrspCcpLuKB3PK1HwGGguXIpHR4n2lt1xLAwptLCVndBWkCH6Nrd0kEhCpJSNkRsmEFE2+mFMh7pkQEzE1VkAOgSIEaIsPlZFWcBGioKQm50wOiV1USixQE6pqpDAYAbIzV3+SaJehUslRsc47KVX2vYkRjemb00hqpBSkUBCyjWVkzXSiMMhEkZUQPXuSbLmyxYB2iunWYFVlcILBmeaUSpn/h7k3+7Hsyu70vrXHM9x7Y0pmFVmSSi250bZe7X/egOEHw4Bhw36Q4am71d1SsTgkMzMi7nCGPfth3yrAgOU3Q4wXEkwmGJE8d5+11/qt71vXX+F65jQYYjPErRLKhvK+X1UkcFveqLnrAULaAI1VI49To9QraaloDY2CM5paLDkHvD3SciPvPZeZ0rXb+uzU8V2tMLsHFJkaK80WrDG0HLHOENOVWgO57FzXM640bG2g+o63sYpqCq+3X/oaXZlJeUMboESqDtTWoHpK0cRUyAsgEUEjDrYc0c4hpWL03TFdC9Jad9BLpMpGqn0yeds3Xo5/SasCsvLbb59o1fD+duPtfAFdSaFAtQxmwIuQJfL18x940z/zwZ04nT4yDRMxddBEKCtyrNSQMPSfbxxgj28s2xEvigLUDFVrlHYoLNM4kNuFc3gjrg0thmHyuLjj9SvWPHaTI6YPXtKONZ2cnmIE0ZwvZ3IO5Lh3G+XgyS3xcHgmp0pIXbPsvb/vma98/Pgb9n3DD0OHTrRGzZlWBWMdIZeuutUaA1g7E3NGO0/cdrT1SK5YO/QqyPaKNKZMk96bjLmyLgsozb5HFqXQynQlxz1ahNLUCrlVrOtbTEpUT0gIKNFsW7i3HAZKLexhY3AjL8/fsO0Lh8cJpw4Ybe4oPoMSeuyt1g52HmaULZTLG9Im1KCoIZHjhk2KYqY+QMkLLSWkQHy78uX1K8Y/c/36j1zWTwyTZkgj7/uFdSs0yZ3qLpG4X2nNEEsixoRBmGdNLYIxjmEYGLUnKYOWBLL0atD0622m0HKD7ChEWrlgGKlNQ+uRLKM0e66gFE1XYqos24p2Ho2QyKQYiKERyp901QsHP0O1eNPjXKf5RCipDxbLfTheIIaOEtRa06pBUYmh3xLDXija4WxgMDA5hWqZnHeaCOdrYYmVgsIfBdyCdx6rNDncKFUosbBvv8LK03lLqwdSudIwpBoxynG5XLkcbkRfcAOkdO1KhCzstVNQhsmibXd1c1eDigg5Kqhw02e879sPpW040zD2gbI7cgxYbci6D3LQiZwCxim2sPTMW3zlunxlSoqWHdoUcuuRhbw0nIucl1/QMhDy3Z7ZCspEtFW9YW00WQpG1R6PCCBMNJW66vhP3zeOXA1VOYLs3PZXXDOMg0GaIl8VNcGoDxy85+Ad4/DM8+m3fP/L93x++8KeM8vtxofHB7w2HHggbY1Pn3/AnxrHx29Yt0ATYQlnSr7ycNAUL5hHIeaEDop5mBiOT50fmm6oGMmx4h8moKciBpt5f/+ZvURqGslVIYcbm1acjIZs0MxY4yg5Ektm9keu5wvfffd73t/feXyaWa490O6cJyUQ0Qyj7YK8VtH3vufH336kIFy3ncNhBpG+kaUUYg05Ju6wSFoVtLWsITDPM4hB6QK1ko0CbdDG9YpL9D2W1V+8IUWuy4XBO1qrfP/993z33Xc0hHVbGbxlTwmrLTEV7NxBxiKdSq+NJeUOjv7xhx+QGvmr3/8tn0UI+zt+PPH09EQlo7XFWof3hpxCX8dshYxisv4uM9zRGsKPn9EfHjCHF9LtTD5f0S8PcFe9NLpU7bZe+PzlEzenqC6xhcBWboS2kPOtHzJ4as00CQze3F9AkVZW9hKJqWGdwVThuiYGcTzaA95qtIdCQXTEGEUOwrpuiHKYViFnmu0HmVYGryd2G/B2JwtAn7DnWNj3HcEQS6EVyAXilmkM7GtBlYbTDaMNVmmkCSEXUuxvKaUMWlWsMz29oButFnIutAYle2JSVBpWVcaDMJqN2nqOe18KJfaK1g0K5QRtQSjkbIgFSjGk1Mj5V1h5KjPjpoFAwmlLK4a8Z47zEWdHtLZc1q+cbz9QVWWQA036hoFqE6oVtAV0o1CIqXDZP6HkhKzC6SEx3K2GcS/E+Io0BwUyfTPJDK3zBEnc1Mrgu6u7SUOMkGsiZsHQ+2VVQKMJa0ETqUpjjWHwA7Ft1FTwDuQOV44t9m0G67Gq9wnvPggUrpPkax9cNAFtLIaRvDbOt8p8fCDkxud//IHBan73mxe++/g7Tg+PWDswzp5GxViL5G4BNcMETRjHmXEcSK2y5Z3L9Q1lFZfbF4zLXck6K5RqHDGUTXEYHxn8Mzl0x3jIaw/HR5iHE3V1MA6cxt+T44Xz7UpNETD4qaHUBkyMuA5HyRlplff3N0Qp1u3C6C3X9zPzPKHFEEPqbqFceXg48uXLly4Xi4mUC1o7Ymnddoe+03wEmvQprMT+gCuL8SMpZ9ww06R7gKyHWhquVLTxyH3CnvaMEo1oIcZIrY0UI+M0ElNkjZFYG7kKad0p977svm8423+P0xrnOtKu1H6NX24r8zjyy0+f+fzz9xwfnjieHhD6xsw8HTC+o+eU1oxT75maYWKejrjxiOiJRiLsO8YI9f1CKwp3nKlWUWtE1AHRvi9/5Bun0weG6ZX/4/u/Zw3vHKeJ0Dbs/hXnNmJSlDygtcOaEaMsVVdSUQiWVoQ9JUoRfOtrxM6N5NZ9VoUOwmlKum+omc7DXQrT1POptP4clxp7iSgNqz1KZeyoMFb6YEpAmpCLIE2hjaa1cPfWay7hxvPDC7F0DQ1/ouzn3F80NSOq3z6d0/3mh3SHV4GSMymavn7rBNGVZAopRLYsLCkRKFgnDFPD2YpzltoqIe7kogFDLQN5/xXutmfRVKUxwwEtCScjoSY+PH9Eq84mHNTEpz2R2GhOYWXE4qhyJIR3pCqMsRQioipiItv+1sPty0qZRoZyQDVDCImcdlqDWruFT1002krX9ZauLFZSua0LWgs1C7n0zRBwqCKUmOHWq4dh6AMLpz3zg2NfdkpuOBy5WtQ95tIErO/h/tPhSAkrl9tKiYXcPNY7jFFIM/jxAzp7qBO0iTo02m3g7f2f+OreOE7f8s3zwPE4MTrPtt8of/wDSiyTt3hvSaEhxjE/PNFaQrnGHs/UqAHH4+l3nM8/YkzD6oxRChkGjtMjFkNzB7gk6nAA1dgDhEtEBkcsiqYGHCPeKK7bFdH0hYPWKNRuACiFlDsZXWvDOE2UGrldrjw8PPYepB3I+862J56eH3h7eyWlnfM58nB85On5A3uq6KGDHGiqT05rV9Mq3ZUjxnlolVTB2JGcM1o03AV5og3e+T4o0p4qFYzgtGHbbvcWT6GiqCiutyt7KuQq5FzZbxtGT3+mLlGlmzWnEaXUn0P01+uVddmYDwdevvkAtVFyxB2Gu0KlX/lrzozO4ZxBKcV8emAYZ5RWKK0JccdODms0NUQ0kbJ+RSaLmh4ot1fErGAP2GGm7RvkjPMWkcay3bBKcTJP2BM9Q6oC2w2MBmP6kK0p3R1gqya3HZEu2iul4ZymKQPVsZVITbUfn6L6QCw3VPW00ChisDJTlKIpKC1Q6opVmopG64IbGs5qtAajVB9cjQeorVsTmmPZNkpqXK+RVUXGYe69bQxaOZIkWgMQnBvQ2rCuG60lSobchJI7n7NWg0bRTCBLJsVMipW3a+O2KaqB8aDwk2YcMpSNLIpceoJF06tOFX+Fh6dUwenu5OEOs9XOE/PCy/GFkhtvy8ZyDvix0UzDDgZlRnSzXJYzEjODy6TUP6RN+r/TioDKoIUoGVKkSP8QpdwNgim2/ntKRKT7axYd0T6SpUDtvMCsCgqLVEeVRG1wXjJbeWNwO8+nA073Ptx8mpE4w/EZ656xurKFC6+3HzECp8OJWjQWx3K7oY1GF0MrXbOgncKoiiyWcfoNqdmuY32yxPxKE4UUS04GIyOYhcfjI8fpM9d9wU8PqGZQU0FSxY19HVGZSpOMFI2Exsl/y6oD++WP2JPH0DdDUo1Y3WM3k2nMjydiUbAnbsvKugWGVTFMJ2q1GD3yfPSUmmkxI0YwVmF1/2dKNZzS1Fa4Xb6SU2I+PlJRaD1i7IHr18/87ru/IGyF23pmHEemw4km4McRZT1xD9RcsFrfHeqaWjMhRKxR0BrOWFJK7GnHOUcTIZXuPlfGobT+M8F+2yNCI5XEuu+I6jE5pTR72KApjvML63JGUxAaNTXiFrtxsXauZFSW4+SIcQfJ3M5dn3I+XzidnruDpzW8Vn1SXPtGja6ReAmoweHGkbJqtlZxRsMguOmFbXln1KDmp57UCDt1XToU2Q207Y385Q+oh4/oaeD2eeFy3iDc2G5XEhPCxOQ88bBT20/9MGHowx6zovQRVeAoDqUiKvY5gjUOo0e0HdhzIcZKTQGRxOgGtBasUhRxIJWSLDU6alE0tVDyRiGjq2D0inaWcdSgMhqNKN2hNsPUc6S2k8egkGNClLDsldEbUjZMzjLpQtKdpDQ430WH4hjnEylvlLqSQ6WSiCF0kI80mkCAHp26wuXSaMrgZ4MbG2bMaNu14SlWYtFUuvaZnH6d65lad82sdRboPh5lNKkmlu3Gvm/c1hWrHfPoUdrfw9zd0OeN47bdoEi3HCpLtaXju4zQ7YsLWicMBm2HbiKsCm0aWncsW941LSVCyATJqBw6bkwpWi19W1JXvFGQFdN44N/85b9ino+IrugmHRZxHFAkjAjffPM3PD99SyqZT7984j9+r3n98oWw77RSECrSCgaFFsi5Q2wBnJlwg6G0C/P0W0Lq16XHwzNNZ5x7wNsHqDMldX+RapFGpbSKOIFYmaYD1g7UuqIU7PuV0dt+rSqVVjRkTzhblDXoQVHyla1ldDV4U5jGIwVLXjf2pLier4TQe1TGjXS9u+Cc7ZPQYjrYonVdq1KKJpqS+gOt7lK6FCLzdOLr288477guN9bbgrGK+TgQU2Uae2WRQmYYfe9z3iMv2qg+1Y2REHqFe5gPnbSfE157RPX/7jB4cirQFNb2fmm5E+Nj7PGwUmO3JxahFuHt/ZW//Pb33K6fsVI5Hk7UVrle3tDS0Eaz7ldi2PBOk3Li8vaV2R+43m4cHmaUErTuJCVaX3k0RlNqvT//im3bqdqih4YtGfEHrDshYhnmR27nzxx8QfnesqJssN/Qx9/Rjo+o9BOf/v1/YNkLoWQ+vf3C5/c3bsuNbBVSevhdlMcMgrdXpEEOGq37VVh0d3+JaqA6dFop2+HPpXVJYql9918EJRXJ/QASIxinOvGoaWqNZEqfReiMmxrOO6x36EF3aaEM5JZBN6yzzMMB72ZOR4XmJ9L+E9vUSHsiptTh46mAbkjL1BxBObz3tNQHbtYI13W/554LtegunWuV2gwhFfZQCLHv2DujOA7C5Cqj7fHIUkofkJZGbv1FLUpw7leoHm7Sc3yt9YgLtVCLIYtmz4lUM4hwPD4yjR5lu5PZOUcuaw/3Rk2IF5TVOK0wdxaiSCcalRK6q8afsFrjtENxYNtXoos9WmFGKCMm9mZzqLdOVQoJ3ATNsIVM1oGHk+XffPd3/N2//i/52//sr5kPE6/vX7luX9nWK9bBXm6cxomHyRCK4+wGjPgOLs6hB3PLjtph9vbPIrDrvqGb7bm+JIS80LRlj4EkGzkvHMZ+QJRyzzyKQVdhtiO/vF+5qK/I8chkD5jxqQ/MyoU9v5LbhS0LWAe29StjOuKVh/tBVFgxrjEyYpSB2vCTZlKWWASlLNe3r2xbwEllMjMg1NS5AUZbWhaaFZzWHaxsugfHGUtMiXJ/UD99+RGlFaf5kc+fP+Gc5fDwkZQquhTMdFcOu4F1WVCqq1usNaQcKaUH4ddlw/mRy23HWtOrUukrhVo1wp7uh2rtQrKYiTHen4+CiLCuOzEmcm1c3q5sW9dSbyEiVnDWc7m8krV0b5JWhBA4HSe+/8OV56eX7pFv0ldY0RgjiPTKs7WK1j2XSoOqep9zmge0GREU3g9kUVy2hcEl/PEF9+GZtgRaabQHi6r9lkLZqfYj6uUvmG/v/A//7X/PP/7yT4i78rr/wlauhJRpxeCSI5bA2iLiVkYvKDVCtQgZJ65zcWUg5olaCyKuv2Br7umCHHsKwnToshGFNRqxPaKllaE1RSqBmApawzh5dIFh6J9dXK/+Kw2VYo+KuYmHp4/85uVfIW3g8fDKw+E/8e/qv+V2W7FuQBlLqJlSui6mpMKeNib/RBNNbdLjSBhKEnLW0BRNW+RPB2gyLFsmpor1Fj+AMzuDAVoj1q4Ot9oSpaHagELjTMbp6Z89w/7FDs8Q7y7xVEG6WlXI2DYwDRPZaKq6INrc82gQciKXjPOGcRgpJROVI9SVNQeU6rvqVhuaKlgBoxpaVozyHIYHnD0y+p0vrz/SSEyzoyQPLvfhSzaUnFjahRBXNBO6GUIObJvCaIOTbuWU2g9q7xzLJryfbyxhI0xCSsIW4edPX/n85Z19y+TcbaA6CxNCy40QFhapBFPxVhFjQeVela6Xn6hW2Euv2ta3M7fxnXV4R3FjnhyTPXE6fGR4fyfGwG1XCAMPwxGvPbHAdvuCmEwoZ0pxFALGN5zM6Kz6U1ANLSeqaBapJCMcWmKMhXmwiFisbjj7yL5cUa2rSNxwRNSANCHFSB5aXznFdxJ6Dj3WJfT9cRpxubLHzMvHbyi5sa2RcZrIpfNTB+9ZtkCqQtk2nDUcpgPbHhjH6a6a3UkhMfoJmiJsG1TfmZPqvobZ5D7Z7i+pnAshBGJMKKVQSrGuW0fTNbhe31j3G+M08sNPP2BUZo2Jbbxye/8Ko8co1RXWBoJK/Xp46pnCSuV4OLLFQCk9MRBjn8DX2vDW9l1yZYD+Z9pbHRpR/RBNKbDnCNrgD0fEAjUj2dB8T2CQAmIvoAaO3/wV//nf/Rf8wy//wPef/oEmK7e0cr4mjBu6Gjhl0JmP332L0htuEOIWkDbQOKJsRUnBJU/OpVsy5U+MiZ2wBUJOaKOg9go+lMIwGpy2oBQ5BdbYFyWMVyhj0cOMnkasnREl0PrSSyoROxgqDWNOIBNh31HGcJwfmKeBIqH3jFshlYhzlrI3tHQ4zPX8FWN7NEorIdXSGfcFlNUYK12gd7/V1SC04tBOsLbgre8Vt2S0CN53zcqpOVK11ExPkuhfIRhkXS4YmTBKY7UmxoZSBuMsy3VH2w4C8bZbKvd9JaStm2/qiB8Ux/nApgplTeQau7YDhQDW3B3uMYHrAfT5MOH0EWs9b9cvnJc3rO7646oaIhqnRkIpKGWg9Jyfkt5auC07/+4//Ee8eWCrK/Np4rJeCTFQWmLdbnz69A80VfF24nZJ/PL1lfP1lWmYGA8H1KCQFLHSyKmw1MRSE6WB7K23C1LhyWq8qiTRUAXVHDk21vOZr/pn9jJj1DOnYeLh9Mzz4Zkv51/IMZFt1/+qHpGntkaOEWndCpliQOlGVoWqes5TqGjrac5Sc2NLCdECRuOLQhnT1/WawtgBVTSlZWLZ0JQOoVaGRCJKQppDU3oIumZqTtAqYV/7kEp3bNv1svaXz3VlmB5oAtfLlXEceH1/x/mBjx+/4bZcKSlhbFcIhxDZ98DLy4F93++OoXYfZpR7Van+7CcKYccYcyd0dVp6a41tW2mtsv35+cqUoggx8Hh06DtZvuVEzgozeEoO+HEmx8R0nFi3lePhiRwWUoxIVSy3Sw/pN7BaKCKQO4FdGY09aUY3MkwDRYRWMt51FUitlbpce5U59lB5TgGlPGYcqM70W4yBEgPL2xnjB2qB87qx7rkvXYSdbdvJsfHXv//XHHhEm6+gb+TyjkaQMiF0o4M2Ge8HKq2nD1Ii5Z0tx7vn50/8XINoTSkNRkduiVwS8RaJJWCyoGfDODsqtudpqUCi5Bu5XSixkOTGj58y6t4LDTWy7l/wTnhwM+uuaLnhJovU0j/bypFiZttXTBFAoUSDNIwyJFV7ioJ7FjQ2ti0TA0BPAGitUbpSzd2j5QRrDTH03XqVhC1XFLonB/6Zr39BnqemqoK3BdMTxtRUCbHTsuOeSOFCThtNLHu8EBP3lb2C1BkzgNVd4RGWlRQDmHZ/63hazqTY2JYbU7Q8zDfG4wMt157dVBdEN1q70qqmlQO6jZ34ogxKHFoNeOtxdqDUyg+fvvDDj/81YkA7w+nxwIfHbzg9HaklsqSNGN4xyhEucL3dkLvCtFUY/IQaRloMVA26eSQ0nFPUO4g1LSvzg+doNINTWDUhUkjJEdcL76Jo5lvidMLMI/M889uHb1mu72xhJdvAHq5YJxQWSoFcNFIitRlag3VduqRudNRWqbEyWYsyvaGPFWKtXENiT/muHc6gMsY2jPeUJJRcCGnpGym1oNMFDZ2kLhorQq4RBEqt5NRdQKfTB5brwuHhwNv7lflwotTCuqyoXNnWjeu68JvffGRfNkorLOvGfDihBK7XG+PYlcHOOZZlw94xbznn+7U84ZwnxtRldNWRUrq71yGEgNbqTn0KtNZ7tMu68vzwiNYKZ+4q4lq7DG8YyaNhGmf2PZJrwoki5YRW/dAMIaDEoGahSaPmDmCOYWeaZow01usbRhJiG9ZOfYi0b1TRNNXVQXX/gtKPiJ2w1tGsJtdENRM2J1hvXH75mZ/e37jedtZb4nwN7DukVCm6R4+++813fDx+i68aTWItr1gdEL3T0pmWBW08zvt+cLZK3COiIJVISmsnG2lLzj33auwEMUFSSOtFSgwrew4U1xBl8PpKm/qATylhq2eaRBoLJSekrOz7F9btlcfDdzhj2eKG8451aRjVUANoo2it2xBSKYj0/38lFYzu7QdRFdU0g+vrmKoqSmqkFAkhUVs/NK2Tfm13hWo0ShW01ZQaoBVShS3CGjoYpjX5Z8+wf7HD88kdUSrjbOtKYKlEKWzxnbg7np6+YbYTn98+se5vtNq68yRFttwBxFPu18G4Z4iKHDUd/x57szsrym4JJVJy5Kt9w6qZUhOt7ug/mSzVSmtCyolYF0wbsc1SqGjdYQHKWHQFcxq4Xa+cr+/se+DTz6/UvwXvYXYHsjqyt0SsFT1UDk3TkuAUDMqRasWIoIaBVitWeU52RHTP0ikMVZf+VnQO4waMzgx3JUDOsNUVF85cwsxzPjLpicfjB+bxyO18Zt/euFyEp8NLn9RWR0saqyy5FKyeODw/4f0BMY4tbezrFwZpve86eLaUkbCx3wKX2N3fWhmUszitgUazuoMwNLQWaTRydgSVSK2hW6K2jFRNi9cO3kX3KmO5kFF8/WVhOpxIcaOEnW1LHA4T75cL3Ic7X758xhhDqYXr+xu1NrYtYIxDJN4J70JtlWHo3Mycc4cc58zb+3sfXtHzmTnnP++fx5hYlqX/eq2UFBBpPD4c2G9vGLGkuONnj24KKw7vJ4oI5h4NKnntPiHtsMaxrRfW7WdC9Hh/wJrOEM0pUPPG6FzfQPKetgcaA4yWNUZabVijKEb6HnjYULlRm0ONDvEjOjdIheXzK//XP/0Tf3j9IzEuWDXRgkXl0vvjIvhx5NuX3zC4htZwWzNrzYgDVbbeblD3F59xDDKRYiCrRAsZYkNqn9OXvVGLUCKgE/uoaOnG4Dv1qHNfNYPpptUdodUV0xL13rc0WveXq0BtibQliqqUBE0LDw8vCBcu288Y1/DeY1yi1UgZFFrPfI3vGFVoJaJaQymHwnfwDopmNM0octuIOdPuQ815qkyTMEyaUAJIBAXE/jzkYkixUGvDGYNSDfNrvLYbqTgNSndepK+FECop7DwfHzjNTyjxiJr4P//9F3LtlYUTxbLe2JYzD4cRbV0PtuZGro2YEjYp2pCh2C4+S4otRy7uirevvf9SPA6Pc5GUI3vuSgcphSadPq5o1BSo2qLMAPd93MenZ6Zp4u3rG+fbG+fzF377MoGxqNYooZJq4jDOzIeEUDBB0XKmYEhNUMUgOIzt20hGCoKiICQdkZLJyrMWEK3RxqJHoZWKtoYqlWu4cd5vvLiRUWtejie+vlf29JU9FVLp2x6HeUTNA9KOlNL3f/18ZJpOnVy1vvIaNqQElPRDL9eVWhPZe0wHAAAgAElEQVS3241ludJaww2e02linkYQWErjukUaG9Z4pvmBwQxI7fAG1QRdBURo6DtdX6G1YVtXRGv8OLMuFz58/C1fPv3E0/OHTpQPG0LP2H3+/IWnpyeM0VwuVwBKbcQYWbaFl5cXzuczLy8vvJ/PDMPQr+tKsa8rOfe4Sc6dY9lafxErpViWpZsTlerAC+7QintPtOSItppxmkhboDZBmz7I6MmBjdYWrNNoM2GcxTlPrUNndeqN1graTRStem8PwQ8HEEsTjRmOiJnwqnA7nym1YNSEG2ZoBTGCeEcBlB1RuZHfLpzPZ0RZtrfMH//wA0kvDH7E2N5nPR6OPL+83FsBia/rK1/ev0eNG/ODYnKNqtc+cRdoCLoZsgJapuVKLRVdBWmaplR3uYtGV2il79Qrkb6hqtRdIy+IzmCu5CbdXGnB+cygJ4waqSmTcu6fadsHUDU7xCqOjyOJgZRX/BhRJkAV9lXhc+Pl5eFeJJR+5VceJX0YZVAUEYKOtNRf7P0lIvhJYZzt7ii6Y6fU2iEoFaSNKBGUAe27mtt5+8+fYf9/HpD/X1/bLVKtMGtD032yLk1jpTGPEy0LRXp4NmXQ2jPes5BKVfbY2ENGpXtWtCm8HXFD/5GMLmTJSC24sSsWctrZQpdU6aZQ0bDHK9ZqJu+psfU9aRa0nrBVsYfEXgPOOJQ2aKUwWuOOR6Zp5nl7JqxfuZ6vzP7I5Gc+HC1vy5Vc+we0pIQxAyUYqvIY1XDWYUyFJt3fLvnuCBeomaoL17agAKkKpQ1RN7JUBg2Vwrrd2JY3brX0gLAxnJ4fWfIr1grOCdY4BjeRUkPZhtGekmGcwfuuar7cQs8ups6fRBeMJKJsKF/QqWG0MLiM48Lo+mGYakLyyh46XEVPhskeGOyEJEvNhWILpg1oUbBDviuDVZVuaCyJaTxQS0FJD5W/v7/TSuH08MT1emFdVz58+IBSmuv1Rq2Fw2Hmer1wPJ2gCcdD/+v5cu7rklr/ucoMIQCdtrRvW09s5PzncPsweM6XN0DudgFLzpk9bGQJnI6/uV/hB9AazcA0HlCqErUmhYi3M7Umao0c5gOD1fcEQwEtiILJeVoD6waK9JemdiPaDZh5ooadaZqIcaU0oYnq9gTjwDq0nxA86MaaIv/j3/89v9wWrukCLpP2laIK7Z5UeXp57CugufF6eeft62dCbug0oJqGOaF8xNsADDSESidl1QYlF5x0IHKtvTIU2wCFH0as79fgHkETxKjuKtSNKoqwCdbrvsKJg1p7q2qE6XCgZUvIO60Fmroyz4KQSHFnmg0xG67rj4gUnH0kpp6IQGX8XDHOUGLP+baWsUrwWnPLCVoBqaiW+1KAUVTTe6KmQRVFLL0VIAjWOazqf18bHTRjpnsa5v/9619OPbwXYigYK3iEWCqp9pDyl9cf+O43D4Sc2LdLZ22OlXk0OKMwBt6A2AQtDm81o+8H63icsX4k1Y2472zLjX27UnUhcSYjSO2DFO0UMTqoUGOiJk0Kmr3G/iYsfYik1J3QpBr7tuKGgVE5nHNorXk4zCgSMYATxewfgIHXyy/EalnXHf98wMwHlGzAgnVn/GBxrUMQghRet1+wSjNMhqwj0ipKLEpNKAXWCfsKqa4dOrFvfP/a2A/dWlkMPHzzwqE5UI1mb2TZaeUN7UZys1CFUBbqOrAGxxIyX768E26hI8O8YGxh9JEsmbFqtDnS2BiMY/T9SiRUbIpYV9l3zbYltn3hafqAsxPaaUqskBRKZZoWGoVRz9Tc8L6SSsJohdaFGFfm8YGcCopKsRYw3N5vHA4nLpeFh6cTl+VKzYXj8UQpXaPxp57knybbAPvWQSLX6xVjzD3XGdFKsW1bh4vUyr5v/aWVMrrvyNJa43J+Y3SOkvpaZwobtWS0GEY/sISNaXAo55j9SIVOeyoRZw3OjfhaqdK6FbPlnkEWOBweeHj+yOHxCTcdsX4m7oG0hb6gMB+g9h4e1tOsgXv0q3FD9op2I9XP/C//03/H+/I9WtX7i3pn2XZ+/5cvWKsQNFtcePvyRlozsxvIWyOWnq0eqkDb7jv9GcqBUoRWC7Zlako03VcFaqtwvy0qnXHOc/CWXBJ7VUgpFBSj0ligJcOeGpOzqATKgzhDChUIDNZwHGbAkPKZVAqDPzIZw7Z5IDHaR97Pb7wur1AFrwcsvYCpVShekYpQleFoDS3lTjITw0Luz7wWrDbUFEm1kVREDBjXZXFG9+2nRiSGyr5BS4KWiZZ+hRtGMcXuJdkbpTmyQA47isbr60/kaO6Ir4BpK6p5BjF9Sm0VRkMoqdsolXAaLNPssPOItjNFH1nlhqoDhgNbeKO2nZBvaGtJrbFzQbSghwGphiaJPUbibhiGjGCwuveghkEzDBMqKt7evhD8yHwYGYcRJboPG5Si6k7WsbabBXMOjHZG9IB1IyGvxHRDygVTLcootBSqqsxDZY+fUV4YtOoha21QqlDrAzsZG6+0tBJyIzXPl/VMim9YNzOMHusU1n3A2A07Kkqu7OHKcv6ZwU+I6pGi17iQUt+oaGnGVI9nwDmhsqNN4/HRYp3icm3kcO8ZFs1eFYNW/So2NCYa1y3wtt+YS4QcmYYB5zRKPEjnCQzmSEl9qyuVgmo9SC+t3iNlhduyU1JjmD37vvJ4euCybAyD61GoHPvuck6k2BMW0IHH5k5vn+eZxr3SDDuPw+OfD9FSK5frhcEP1FrYQyCX3BFk0ic1tVZQGmsNTk+EfSGnHU3D6u7xSXHvve195/HpAYvGSMV4Dw2Ud1gjaKPIoaCVYrCeSmUcRk6PH5ifnrH+BOIoKaCMvoOjPZPz3Y4gCnU40pwDGrIl3j994h9//IT3A08PH/j5y/eksvQ42zUwHAYOh6lXXzRu1ys5wMPwADWRVeMWNi5fes56JJDNGatONB1pFNClv0izJu6ZIPeaVOs+BNN9Q7DFhOSMqg3VEt4YnPboKoTqOQ4jpjXKdUNCoZgMvuEstOGGGItyHmcc29LztoMbsFZjjKfVCXc8sKvC7fVncuqCQoPQ3APT6Am5V5Al7hh1B4Wrio5CVAN7SoQUeuWsE3ZIWKsYLIgp/fuLOzkKcVekxaKiI+RKLr9CMMjzyzcs65VUdm7rSqVSsqHVBC1yfv/pHkvKiBZCbizBMFRDrg2tLSp3uIAypQeHacRS+852HRm8hyKkkFAcyNFxebuSUkB0v34o06gkcu1kG1EabTMpblg99g2ZlvGDxhjD4/RETJHr8sZ2vjGEmaN/4DA73m9nbnlHSqcEaVtJ+w6+MAwTzs2slzfO1xv5fOM4OZ5GzUE9knXu4BHt+kilNSQpWpYOKWm9dzrdd4NFZXJaiHHhNd7Q+cgYZuZpwI+Vg55pu+LgT3zzzSP7HPjp5/+NrXztOblbJqVGVRUjN05OcdIztSpiaeSWkdb6fnHRLKzkEBEMDceWC2Dx04gMgflBkWPmsv6IMRalKlksg+o7xlqbrrdNneg9GtVBD/W+0qmEtF6ZjCa0AmklxEScHFCYponz+xuqZox1UFvXeWw78zh3lqMxrMvC4+MjYd+7x6hxB3/UPl1XCpqwbxGl6Vtf98FUrQUlPY84HSa0aihTuC43JmcxxmKMIYRwr07fGY1hv75jrWPfCtN4wA8zYg3mHtr3XnU/jjbMfmCYj5j5QCiKmgK36zt73nBW4V1XNVfADlOvPLXuVoKmoS6MzvN6fed//3f/K7FuPD498fk9clkuWGX57TcfUJKxeuJ8vbCtO87OGGfJqWuVSxNCDoy7JTshh4KZFxQNN3YYS9wTWQrF9IRL2ivNgFW6/2wZKN3AaWpj1HJfMQajRuzosM1jU6ceLdfQ6fo6M81CmVQvWMKOIAzOcXwcOR4j0zTg7MDL8Ujzjc3uzO6JFBrOHjgen1DjhNZQaiaGjbQXSIWQIl/eL6RU2YphLxWtM8b2WJKyPQ4Wt07iUg1yNNTNEpeGCh6rhp4Zrr/CyvNpOtKs5ry90kqm5AAEUAltuj+ltl55Ve69yDUQXN9IWkOiasgxksSwSeV82RmSweeA1h4thorFOc16E2qyKDWTbxVUwlhP05GsEilpQGF8QzsFzdByRunG4AZGC26w1DbxF9/9Fd//lLjebry/fuGmv/L8+NJBBW8/UqviOD3w29/+jnmeqaXx3Td/g3EjcV/5kiyvrzfO9cR5eOfDnBj8BGOlmplVaxyRSTmMCFE3NlnZY2QygmoKh8W11NNzEqAorqGSc2FIO6paTqcnTuNfc3DPfPjdN/zNX/5X/P2//W/4xz/+z+RsuFwqboxo4zttXFeMdBd8LH1t1JnGyTsGN7BsgRA39lioud61v4Z5VqiSUePEbRX2uOCNw4hCpDfpVdbs64IShfOGbV0oMWK1QnJl2254PxD3yjAeKLVgZ4tRlQ+PE5NTvNeANcI8HaFKz2gKvF/O+HFkD4FxHDm/v5NzQYnBase6rtRaMVqzrus9ltS/f6T1zGTtlkUqzJOnlYQxY8+VlsxoHVD/H1EnZzQxLFgzg2nEFPFe0MbSVF8lNcailcap1sPzMWBPjxij0cqSasFYTbhdSUE4fHPC+b5g0AYP2iBVqGhUaVxff+SPnz7xdnvn57ef+PT2M6UVlBsYysa3z8/MY4dw3643fv75ldY8QiYYS8yN1ApiNKZ6wgbaV7RJGCtYu2FNYXCG5BTRKFSuWCIxN1QxOAPeC6Seq1YiRJWwzpJpiHXU1pdbdCrdepoaKhXWtDA/TuTqyEt3FO23REgVbwNpN8QQWI5feXn8gB09zir0aPh4+isGd8QOD9jDiPW9JZRzYFl33t7OfP36FUF4enrEuAPh8o7UynDqYJ5WM3sKbNcAqdKyof3fzL1Xs2TZeab3LL9d5jFl2oEARqQwQd0oQoqQ/rf+hW40EyOGMBwS4AgE0F3uuMztltXFt+uMLgBdqpkRFdXVXS775F7rM+/7vFWzrQ3WQq8dN9rRdT2mGua2/NUz7OdD0qmB4B1mK+xtBmdQSiAftTWU02jdi92uFFqUxMi4LbSiybUChr1CmXde5owLniVk+qnSDQKNyEm8sY0iLd4uywptgoRTIdtrY0RYP46V2pTkf28RxY4Jmqd54dvTgMrCqvzm/gf25fckfeX6EtkWaQVy2ygFxu6GuBq+e/cNb+++YxgHlFGcxlusHjlP73n6FPnpMXIxmfOw8vb9iBscynqelkQOjtIHjLc0pWl1I26RITgGOxD3Z/b0gLVV4B5qJ+WCr2fWJRK3R0z7zDf//m959+ZX/GAcf/Pdr/mPv/0f+N//w//Guv2BuA00s2GNZtI9nQsY1ZFXx1pWko+cjrwbsFgD2xrZ9owtFh8GBifzqYJmCBaaIadIMZYWkJlxLBijsTZwuVzQRnP/zTdYrXh6fMA6S6sFaxVjpylNkSrcDoHOB8g7o4dSC52rvLx84mbq2earwE+0eMWNUrR2DPlDIJdETkkWUs4xz5INX1vEWnf4n4t8XytD6MQ0UeQA2dYXemd5fvrMzc2Zl8vK7c0NwXuujyveB7Q2tKYIoQca67oyOodGoSVYAmscU29RDam+WmHbrhRlMMYx9BPLMssCa+jJVmN9oA6BFhvEleYCW4L/8I+/5b/88R/5+Pwn1n0jlYbTlvffv2MIlRAM27by04cnPj8sGHOm7/yBPjRIwVixzlJbZFsknBCd0CNo1dAq4ay4dHwDbSx2tLQNglJIslKh5kYzQmHCiAGgZYPWHrsXbKnoXDDB4IeBzjiKamyxkfJOvBi22bHXym43mv0MvaEGMNeP7KvlFM7cdG8x1tPQVF1IrDjlcV7ju55hPHN/955vv/slHz8+8cd//Veqeub2RvOuvwWvMcXIZ3d94foQWRfEAZcdJcvKrOssKgRyazSVSSX91TPs50PSpUpzGlpH8J3gsHTDmpGcE2mvGKtx3h2HqKcWQ9wqW4sEPQgtXCliqsRdoa8b1mu6pTDdFKbR00C+ULWhraMqxVoqKjWckUC0PUn0rHagbcVqTWsZ45Rkcw8JbwvX5SfO/Zl9k3awCx3b1mGPqmNdCqXKYP8n9cD3b/8dZMfN6T23t7c8X5+wOtBU5HTuSZvh5SlynRPlnDh3jpPr0FWxYbisC9kZbsId3g/U9kLZn0hKk5tmDO9ISQLauhDIZSflRE6A0ZQd/uVf/gnrAqEb+NX3v8Qpz7ff/prf/O3/QqwbD48X8la46sgaJPgqmJGu3XBZI3tMNL8xDl427PnQ8zVRONRiSbvAL3LLlCIPb/ABbTy7rsRtI+SGVfB8SIlO0yjxzMAwdOQsMbj9cEIrh8HiKow+UGqi5JVObcJEjRdU2SRGZb1SGvT9wOX5mRDCYbdsYraIGymJaH6eZ4zRzPNGqTtKScRuLeXwn1tQDdUUYwjs2wtln3l8nsklMlU5WKHSUFhrMU1hNLRWJNJCNVrJ1BRphxtKaXVkBFmqVqCtbLL7iZRh20TMPvQCFGlKYbQXiEy1MDjqeqHMuyw6ted6SegIdV3pgubt2xNdkDyitVa+XJ55eNmY5wRtRh1oOEyTKtYqtN5Q2lGqpuw9xW0kJ9HASsmSKxgZo6im6ToryxcUWoM+4MO6iXNHi16JVrV8NhB+hHEK12k4MqWu+85eCvEK6anSaDQbMb4x3Bi0c2jlWPdCVYoWFfGaCGHDWUV+ntnUhm2Vcew4n+6ZpntCsDgz8M3bjtN4w8enjzy8PNAqTMNb0rZyqTs2Z1T3gnODgEuUw2iL0TJOGroO48Wdth3Anr/0+vm87esD2z5JdafkAVI509JAjleMFU0lzeK6Eacntm2HvmGUQBacl7lc0p7VJtZ1ZZ4jcdfUulFLI3iLKRarFMmINu8rgajlzKnXWCxbzXKgV0BlqtEEXXG9peiFZHri/hHNCHEipcIY7jH3hg+ff2LbVjk8s8Eay6cvH/ndH/4F/3cncTgNE/s+83T9kb4LBKcJ7zvylrnUDWs9JS54NdK3jofsuO6VGq/04TvupnucHni8vrDnhDUKs1eCGTl1A8M4UFvisr6w5cR1nVG1Z92v/MM//kcuLzNP//5/5P72nrTuDP2ZX/7w3+HMn/jp0wuUJmaC2lFTZujfMNTMy/yEMYo9zpSm2feGMUHUAEqhnGGrmX3bMFWLTMUvtFzJTR7wrin2WqhZc3u+kw9p6LAUXq7PWOcptRG6QOdHIFPYqMmg2o6hYtSOMhFjYLl+xhjP8pzom6KgeXp6Zt5XHp4e6LrA2I0slyvLLnZM5ywpZbZtoTaBH2/7Si1V5uTaUetOaZpgCgrJaEdJlntaFh4/f+S7735B2he8u2G8ecc2P1JIOAU5rmRjhHu5VDlQ9YnB30q0rmqcxzO1NZzviQWeXy5AkbGN2glWoVoQ6Z5vFF1pqWLxPDz9mX/+wx9IMXPjR56s4TxqptNAIGOxrFFxua7sa6EqjbJeGA/GYGxHI0JTlJJoxuGMwgWpvvdsqfMm7NOm5X3oStWaqg1opKBQ5rBKKrQXEEqrhaI0LR2RJbaBGXGjZfAa7wR1mEsBVvI6o6jYk8YF6EeFPhuGUeODAJpVqSjV4/QbvL3Fmp5t25jnmWUtGFuZJyOzewq3bmLoRjqb8Xak97f84q1GK/H4l2wpEeJaqf+9oreOPvQYazFW443DaF4VG7UWIUD9ldfPdng+rxeKgVyu0la1UejSKbKsC7VG+i7S9xNK0lqpuRD3jK5QEW+yyhJkNRqFDnID7jmRomZddmpUGN2jtcztsjbARqwifm5uZ+gMbIZ9VpisWWqmmoax4sGuTUkyovJ8evgTrp0w9oamjFQJRuNdz64T257AQe8Dnz59oO9/x3Q6yZylSCpobhu9cgTruD2PqMWgSsHbd2x7YuqvfKNh2zOzHfkbf+b2/J6SduLLZ54uf2TfnwEtWkDTMXiL6xxWR/pgyUqzzEniIWLkt7//T/zuj/8Xb27vuD2P+A6cs9y/ecd1r7RtRSuh6ITgqBjeT/+OoD/ijMwIm1LYVskVOuPJsRDbjjniics2U41BKdHYmlYJOqCqxXtPsBbdFM4KsekyX+n6nuv1gnOO0+mM94GHzy+Mgxe8XlskjsH2ONtRXEb7nS1lHuMjejegA/vzF1LKXF9eKKcRozUvlwsN8M6+kpSWZaFRhBrURGivtRZNoFb0/UBnEsFBq415ndm2lZobicTl5QmlofMdYQh0/UCtCdUaqmZikW1xyYn5ekUrg1MO3Q9Y37NvG/0oyxulPFOtrMvCuq3cnAV6IjIzRyoV1xoq7uzXK3/880/8p9/+A7//8z8w7x8JY2HQJzCZnAvr485WEnOuRBoueLrS8Foz3QyMIRzYvYb1I2EaMFahtFgXt5zoA5zHCW96bBtQzaGbx7RALpG0XZivj6SYsDYwnUZaK8R9pyoBgmjjCP1I3w30ncUbTdcNKO2pTbHvO/u6k2KUytUolNG4XtH1BmP0ke1l0dVhtaPzA841rPEoGq1BSkmqVgq4Rkfgxp84nQesdWzrRimZnATPqXWArLHa47VD9wp7gIe01rKIFSqKyNJQonv+K6+f7fBMraLqgtGJ2DYul519a7QYSXsWqUnYyWPCrgZQtKapBRqZphwoT4sFoxWuKIJpJGdQwWHzRtkaxVVsSBgrm3xrPHbwWLPhPQzjhLeW0WqudaHGBZLiGgu77iX50mtxieiKUZGYHjEWiuooJR+sSEffORQLtQit23v46fMf0P/SeH/6hkzk5eVHmr5im8XWEwHF3TCQc2aJDbNUWotoZ+kdFG25P/3AL77/Dft8ZX38wH75RCyV+XJB2YDr37Kuhc52DN0NqTwTWyV7RYoFHyxBKZ6evvDxwz9znjzffveGu9tv0Cpwf/eG+ekjKq+UOoMeUNZSWsdw+pZSPuAMtFbFipciLcNVFRqb5OK0hg6ArewpU/bMVncGN6Jsj25Bli6lobUmpSSplbM4fu7v76m18vz8xOX6zJvzd8QUMcoydmfxR1tNyYoxRl5WgTPnvLHnSESR10SpsMwXQc3NG0M/sC7iILLWUUomHSOCr1pPABTcnyfe350JNGgbnz9+xDnPOL6nxoVtvaIpWGWocaP4HmWdxCCnhDeanCI5F4kgLhuXWil54/vxV8Tlyvtvv0d7z3yZSW0jFtGfhuBRymKMo5QNr0fUeIfaN9LjIx/+/IE/ffzMl6cHtmXDdR5tE1Qhn6dNMz9XsI5TPzC4SjIWPXZM/cDdzR1T12O0wZpORic3I9aFgzkg2Vq97ZlOE955vO/xVnStCs2+JV6uz7xcXkh5x3lH3w1QFcu2siwLzlmmYcAFTx86iY1u4tpRRuzHZAGM7Elira2y+HBiGCu+9xilyUnUGIK9qDRt8KaTClaJeqMpiK0I9q9WSYioDVVkbDD6UUYoptCsxrlAF3qCCWilyCRqLaQkxDOlDVrJAWqMF7K//Tfobc85cx470B5FZc8S4LRuja1kWgFdoeQFbY82u1W0kW2m3GI7xEbad5z1KOc5nTx2AKVvIe+UtGGoUDVNFUqueDdyPt3hnWPoA4ZEMwWfwTvD1Wf+9Jy4pELJirgnGgVlJJe7FU1tn8hVqlKvFV3XY73CLAWdK8YbhtEz3byBovjXj/83W3pB1QXlIjMLb4OlFU1T4I1HtQ1UYK0NXwvjaLg73/Pu3Xvejm94yYqgHSpnLJWbocf6CbJmvL2TALJO5saq7mATcVdQK80kpiGgysDTwxdKXWhUBjcyGGheC6ylJbb1ARduqKVD2wnfvSXFT2iXMKUj1wsxbpymkZvgiHvl+fHKlR1dHc44thQxpdEZ6P2ZOz/S9o1+7NHAy/NC5w2tZt6/+w6N488//p7Qd4x9OJY5EHwQIb21hC5QcqXvA77vQDkeHp/Z0kLcM+uys++J8e7EfH1hnVdUS+xxlyVMsTRkxlZbo+YkW3elOQ0jdzd39N5CjaxzRRuHNY2+6yj2aGObwlmD0TLrCweSrVpouVGI5LygjReM3nIlbStfPmju3n7PniPTdMaiQVlUtlgtba8xFtsNtKBpPtDsHao9E+NP/Pj0TM6NX3//a+5OE3u6ymHnB9CeZd3IP0iIYi276KgrOB04jSe6rpMqT2vG8cT5NDGGXiIwkPhlpQ3eiVWzNskHCqEnhICzwlG9XXrm+USMka4bmKbp9Xn+Kgnruw5jrUBgyuENVwrrHSjw2rKtkT1tAlHRhr7v6LqB0HeyJM5QSyQd70MrwT8aI/IvYx0VUFUO4lwb1mgqFaXAGo33AWMGmgKFSOScs0d1Ke66XBJ73Ih7IhWP9/JeldZUCurfolSppELNmTB1lBbRtVEbUDq8McRNboVcoe6N2hylZpxRGNcIvTnCzywoT+cc3eQYpg5lilSpVaOx6Ar7tlBQlGJpqWH1e6p2lKxAedZtp6sFozbOQ+KSFU+fy+HXDWjlqS2xx0RNWpYMJFqTFEetwTklLUNJ4A13t2/4+9/8z5zGW/784Y/89nf/J/NlwYWO4BRb1lhtOJ9PuGZJ6zPrdSW7RjdV3OQwvQYi67Lx+HTl86cX4rWgvabaytR7dJAgjeAcpWV0VaAs93dnbm8sa81c1keueyRYw+1pIqeNpy9f0LcNaxXBW1LuyanhXWNdHjBGU6PBunucdyz5R5wxODuivcI5mKaJEhRkw/L0gmqG3vT4DlpyWOVpTbHvkd44SUHcdqbzDapkpmGAVvnxxz9htOFmHDEKUk143xHciAsO6zwhdCSVMEb8y3c3J0qpZAVbukh0b4yY60Y04jZa10WQfEUeKm1Erylpjge+0FumYaSVysePP2ItGC2miH1fWNaNvvPCjxShKrVmaonUbPG2R3kHJkBT1OKgCWKxGyaUygTvUTXjtSKtK854cozUZlAoFJqcI8o5VOioaFScaXEjYzmfbvyn/hMAACAASURBVFlTk0vEekqNjNPAm7dv6bsT22VhuVxpGoE6Xy/UWmUpagR6kmIi5QQ1s8xX4vWKc4FpGrEKYXMivEytNUZ3TOOIUpp1W6k54azl/vaOuEdKE9+4aoAx6CMuOpdCipEY5Rl2zhF8J+GNygjNvTO4cGIYekFBeof2luCO6BhTSUeEuPNaZE9Gv45bUpaYnZIStYncy2gjmL5XYbuS5IHjWymFkgqtifqG1tDqaN07iZZuNEqVDCytRR3x114/X+W5N0pfMbnirKLs4Jyn+izhXBquUaIRtNayvaSinUQEONthVME7aS28MRgVKTWL+Do30lYpuyaXF3CO1AoteTZf2HNlnE6UHDDFojSsccf1GsoV5T2ladKWcdYSfM/oO4pKXOYsgn4KTVVUBepKawbbgzcVMza+/+GX/P3f/U9MQXPqJz5+/szjwwsqHV7bagj+hA8dJhYwHdd9ZY4SZTC6Sm2Rl+eP5Gz448c/8K9ffg/zlXO7hZZ5eXlkug88rQ+cuWPdF/HOB8XN+Y6pu+fh+kTaZtTYUbudbffkWsn5iXVvDOaENx4/DZTUME1DnFnSE+PpDorh9v57wmp4vvyEqjdQFV3X6MOZpBolXbC1oKxl8J7e97QVlPIS91s5YoMV7775gX254LRl2xeW+RFIDOPE3d09y/WJkhOYDrTFu0BT0j7JZamwVuGdZjplYs1se2LfCtfrwrzMhNDTdVaUAcag2vEAd+Lh1ihUq+Juem295yMRwEueunDPsZ0DA7lknLbEptAlM+jKvF5k3mZEijaMEzlnnHI0nXh7fkdVDWM0d+++JZzfkpLmskey7lGq0FuH1opgrZRI/gRkiF8gG6ybCH6h9zP7NtM5S9dP3J9vuLm5p+t6XpRlHHrGrqcqmSvWKhR7rRXLsrAsC9u2vPr9L+tKSk9c5xPns0BsTDYopRjHEzc3N/R9f8yGd7RzWCv/PRfhRdQq8ctf3V3/b0NCzuL6alVhrSHnwpZ3rJUZuDUOaye0lq9t05LOWUqRPHol6a7OeRn1UClFkYsAZsjgvMccM3XrnfzaJixSBQfr1UhljZD9tTXYY7ZMtVjrXl1lX9MFrJVwPrle//Lr5+N5bgst96Qlkb2jUPBakPqleozv2NtC1hKt0Xcj1misc3hdqWRp55TcIrla1lIoa+Zl3diWHds0poDVnuYk20hTiPvC9TLz9OAZuo4QAl5pWt3Zs8e6jsRGf2qkL5aSNKbL2DYQTEfrVy7rRm2BQiHVStoauShCW2lBMZSJ9+/f8/bNG7yx/PjhM1M34A1QhfiULBSVsGFk04VlW/myXWj1sOLphusWvvQf+Hx94cvjn2h2QU+Kpa50ZqSaQNpFEvI5btBgiy/cDDe88Y2mN7wBFQwtRnzv8X0VrWyBSqaQSRrcEcS37oXrani+vHBdP/Kr8A3bGrH9LX0r1LijMtS9sCBoN5qmpsDgJpwJeDvQeo1VE4OdGJDBvzeV+fKFPgTWeWeeL5zPb2ilMh5Z6KWCtz0hjFhrUUoDBa3rQVsvONMoVgAg1ji6fiCEna6zpJxlUZBlkeK1xnvP6eaOrhNyzrZvOO1EcqMr7fj5NI1uWirFVtBOY4xDUfBBXEed0lAyuRRqiiwvEXejMLpDG03oPEprOj/StOX2zT2n8x3hdAJrsU3RN8/LtlG2SOwc02mUiBQ0FCFK6SROqC3u5Foko1wbbs6jyLBy5cPHj3Ip5ULfH59l53FuAqUY+h7n3EGUuhyHWialxLIszPMVrQ3OW0IQvarWmpxEvWKtOXSzVaJPFEd21H7Ap7ejqsviIlNy+PkjHVQdl971ekUbmTtbbfDW4bw/oMWHsw9ZZqnSXjPYtdbknIVfoOTrWo9sMaMN+y6RKa1WWq1o5J9Va6S0oYymlIZSDYXCakPNRRx73osWV1vMsbQS956WdOvW+P8oPH9GkvyuGXLF6EIrEn1hES9wioVGxRm5eVITyYQyBm20WCsPFqO1DlMdtUa2OTM/7Hy+rKRY6ILn1AeqKdKi6UoqhW3PordjJ8UVbzs619F5x5eHhf7WgPX0odDOje2SoAyo3mJdh2sWFSXITZeKwlFqIsdCriJ3ur0d+Obdr5m6M7FFPjz/SFMLt7cDD4+P5GRpRr5w1jp8gLlA1zpU6tC50oxh3h1h3kHNbPMnKgs6QGuKYhJjd0MzDaV2tn2jNss17azLA7Z6phdLtZWmEsPUYXSkKjEMdPaOUnZxgzRPbQGDoqHo3QnT3xGjpm0IzXtrjOoNe4xYCrZVfBN96dvhLWdv6V0gBI1pluI0rRRcA2UDWisuly/o1ljmK/M6c3t/i7W92AOtREZc14WbSQ5EEPH6us14b3C2J6dNkilLwmnogmcs0PkZWmOPkRAs+6tMSeAuSsmmX9VG58MR06GpWVwk18uFd/f3UCH0jvV6pbbCum+8f3sHNTB0ToAt5QDxBkM6tsc+WIKV1t1qi9KG/jygnUcZC16qsIJYGk3LEtWxzZQh4M+eqiq6RmpRqOLZt43nlyfiYQkNoWMYZJt8vV55fHw85njtiGM2XC4HQvA4nLqukwqwlVfLqDWWdd2Z5yvbtiElbz2ih+vx73ceHyVszXsPyMGplJDX84GUk7mmLAJB0ffhACDr18Vcaw2l9GGUsDjnXtUOMUaU1jjnXw9CrQ2tQsnpGMfsFF2w+hi7aPmk1iToQVUr+7pRi6QIGGtRRosdF9Hy1lKJtR4YOgVRqmBAaFrOg5Zfk5uML2JO3H3zl8+wn4/necqUtuPqhGpKHCwpYb1nfr5Qc8VqJcLaWompChSgKGJr5LJDq1jX0CRUrdjV45qjr42WE9pCrhVtA5VETY1cAeUgVXLT8vttkVVnNAanDWnX3Nx5RhexPahSeZmf6fqOvrf0fc91rczzE0o1aAVnDWDJzbHtM2N35k1/Q0k7H54+8tOX/8qaPuCDJedIyxqF5270mOAY+g7fKVzw5KbQKZKrorlALBHyjrKGcB7RprEuG4krNgdGdaLpQm6RuEZsHcnZ8OVxRp3uGIae0+Ali1vtKJoASYxGN0eLitYCtRiCH9DBkfrK2r2ga6XuGj17us5hVKM5WEsElenMiLGK/q5HG0crjdISKUcuLzPrtmK6QEGxrzNai4Qk7xd8sDQMe8z0XUfTmj1euM5X3r15jzaaFCPeiy1SI6FwKQoBXjVQFIJVWNXovOPu7p5UHsR/XuVwytkTo0jgUhRZkbYGrR0pRcZOQy2cb85s+0YXOl6er3hn0DVT605OM6duwDsnoOqY6IJsqoMTvmlpiVINwzCilEJbqZpu3r1FKHHHhjgn5n2n5opXiqG3qBxBO+p5gqZQzzPL0yPzvojrrlS0MYecRlNbJeeEUpJg+jVTvpZn1sOvH0LHts7M8xXnDLXloyp0GO0Ac2TWJ+Z5wRhDCP6oTAvrumKMoeu618OutcYwDDLHDIGcM957pumMMeaoPKtAVbwX4wG8VrxfK9lt2w6q1UbaI9oYkkt0fU9KiZLl75qOKrm2SjNywAXfMQwebcBZKz/v+DW11lcWq0yKZOZbc2GP8bWtN8ZgqiamxLb9t2pcH7Za4PhzG7/8zf/6l8+w/19Oyr/w6t8XdI5oFCVXXDdQ9UwthdDBhw+RzmlC57Ao9hhZtopTGa2qMBKNBkSPqbXDekMoDe+haYPrHMZZOUAlTEZoLrEyLwWjZLOYtUSWGioJcQnp1jiNjmp2rMkMJ4Nyjal/Q46KJzWzvMx4o8Dko32s2Ko5VrF8unwi43j4+IEPH35kS59Q1WJdI8YVHRWPy4XzPvC2v6V4yzplHq6PoBXKeIbOYUwTr3fVBDOKnVDLQ2gwaDxaWW7D3QFWPuH9wNSdCcZjraZphLKvJPbWNENNhWCC3PgajHZ0vqNR2ded1R+ZO0eujjtExMARrqWwDfpebLRea6puxKQpVVDGRh9iagy6m5hfHkklo5Q5NIQOrRqqyRz485cnptMbGd43AYIs64zVirjPGGOJccF5TztwgdZYwaTpzL6+4K1m36TS0ErwagpktCC0GcG9URhCwCgobWffF1TdGcdAj6bmhDyCsK4btjeUouhDD50jlYzz4WAxVGhVqsrWOI0nmrWgPS8Pn7l98y0VhzpSDWrKqFopLeN9h7LQ2o7y36BbT1KFz88/8ePHP/Mwz5IRdRweKW6glBD0lfidYor4JpZQZSy+6xisp9TM588fhV6lFCF4SmnUsh0RE+1QHEhsCcj8N4TAvm/EGFnXlev1St/3r5xUpdTRVktbrs0RZKdkNrzt6ytkGoT5mXNi29Zj6VPJRehYNcsIxDrPum8HnDhTa8M6S6qFy+WF2hJdN3JzvqXve7yWWJXrs4ChX+Yr3nu6vuPufCPxxLkAipzkojFW2vI+CB0rp8jL5Ymnp6fXSvrrN4zEA/211892eIbRUJcFa06cwj2bUQI4OLaU65p5fsgEA8omeuvRLjPvm4iyMehcsb1j7DpqVgJCro27NyNrPr4ABWJNtJzpQhDvta/QhI6jmj2SIZXcNDS23fJcCjk27FSxvSFojW47umUaCqUV25ypQeYj2ik6q3Cq8Ga8JajATx9/x7w88+nHL8Q9M88VpVd8Z1jXmawbL3Pj85cerQLdoGnVo7PHq4DvzpzHE4O3VL/jlME6TclQsjA1jfU4BkyTw48icisfRqbphHFOEiO3lVYrwXtC3zFfZ9Zl4dKudCFgrKXrFM3JvEorBVqo6rWUY8aVXzNdSm2Uhji3khDna62vjNNSC0or+r47NreGXLJIUfQZU3v6YNi3nfM0cXNzwz//7h9Jeeft3ZnWDDFnrDFcrxfuThMpJnSQGGOUo+SCc4FlW9Ba44M8+C/XZ4yWqhUjigatNcMwMY0DOUdxXSBRwMv1BaMjl5cn7s43bGskrs+M/cC8rYydhwZKVVJeCU20ht45csmApR8Hai7SHqOIOTOGHhcsIfRo14HvAEd3dnhfiWlBAf10wgZHDV7smLpHD/eY/olL/sTD45V1mTmfz0zTxM5BuzcOH4JUmdrSu14wcUZhgsFpeyyHxGLonKPzQapDJARPpEuTUIbSUQGmROcD4ziyp0iKEWfdoX80lFIPiVF6nWmu60roAihDzpEUJVrcG8M4jUzTmWEcma9XqaRrobcdOWehY12vbNcXjDGy/HEB4yylVfa4cV1makk0DD7s+GUmbrIEu1wuzPPMtsdXW25uBd9Eu1mPDsQ5C1SckQA7pTQp7/jgubu/xWh9cC0yaGELvLb1f+H185HkV4VOmmbDEfEJpRi6sOOdx/z6Lb/fP3J5LtycPN4CQeEGR67iTbfWQsmoZBmHEU0h2MB1r2zrTN0bW23EdWcImr40fLU0VxgmhQ89acvsSzqseJasQNWNLStM8gxFoZTGhw6PuCTOw8C7X9/wm29+iTfmGDArcTsYuL0ZOZ07TiGwLQ1dT3x7/hWu9vjQmLoB+41HVUPnAt4YTueJYRh5Vwvq3mCBYRgZhwFng2Q4pSyyFtWoOVMp7DUToyC/OjNCreQqt/e+LbjqqUd7140doQukmEVYXjM0uM4r4zgcCwl9LAYEaHG9XF6TJr8KylNKlCIHhTp+vO0bpVVSFYG4au3gbbYDKiIVknUDVI0qkWVbGbtAaZX//E//gNGKLtwwTaOkIZqex8dH9n3lRVduz7dyWB2HoeDIpKoUwr+TuRWQckYbjQuBYZwYpomuC4TQY41m2ze0ljTRfZ+J+yNQCKFjuc7c3twRt5VxHDkNHdu2EkIvmsJcGTp/LC4aOa7MJYomtQvSVlPRNQMG53qaC3C+gwZmb7TR0tVNKiE/gO9BSzokiLBRO8vN7QmlvmO9LhhrscYe71kiVpzxOGepSiRnvXO0ZiTe2Guctxgn0qnOe9SR4/T1ZYw9DmLD0Jq8p9YoRUYl3opete+7I0wvcr1eJW0yRmqV9j7mSH2sxwhBFnTBWaq2aKM4nUe6YeJ8c0PcIzlLvtV2oANrqVzz5ehoEsaI0yfFyLbNLPMLtTaRLGlN2lZo9fXv671lPE84L+MErRUpRXKK+OAP8MvBeK2N0HV0YTpMECO1dSgaMWa2tVArxJgpf92d+fMdni9PBVMVOl04DT1ly8z5AeMcJxd4d+7ZfnnHf/0vTyxLZRgM3RRoIaOrQzeNrWAQ2EdrUEwjm8pXDV+JO+u8Y5qoEpzSstE3smXdlQRamT6S94KuoGNFW4XzhmormcbZTtz073hz/o772/fcDG/onRfboPd467FGk2qhVYX3FhcsaBlOf3eT+Zu7O4m/PTaOSmlKLgTj0bbJPNVLvrVC4ZT4dZ1xuODRSqQeKYsAOq6R1gq9gkXtlJQ4QKJ456U9pb26bXzncdYQU2S+Xli2BYUieEfww2ursu27VCSHHGXbNmJKMjcCtnmhILf7aZxE+qFlVKGVxjhHq41SFW4Y5MB3BmUM3jhK3GlKkUoi5w2dHMuXz8cN39j3lVJuGPqJmHZeLi/0nce7nlIVqoD3IjdKJR4xCY1aKq3IxnUaBmLKMjowhn6aGPqBWjLXg6rUVKP30gHEFKFZztNEThnrDNu+E0Jg6DrWbcHZgLIdxELMmZM16Cpb99ZEoJ3SzrYaxumE15ZiDaO2grvrhA5G69B+wE9CCFLay8UrdDygUpYL1y9f2JYVqzSnbsQZQ0rx4JY6+j6gtEV9PWDSDhpmZ4hrhFq5e/eWsR9e7bCtITrGIp+TlAspr4xasx8b9K/ZTjFGUIoQAuPQMU1nvHPEGOn7XtrtVlnXFb8sPD8/c7mItlSkSCILG04jtuvY9p1ahDetlWStl1yoFJpR2M5xP7x5PXy1lkRScYMp+TM3GXeUGGlGFlFGC3+gtUaukU5blBZiv6S7KbZ9EfVFzKzbhlKKYRiYpoxWUjWnJMCbr+GAHLNS7bu/eob9fCL5RbSA83Ohbn/G2EYLmafPhv5tw3WNv/nhDQbDn//0hA2gfaGoRraVe+cZm0E5w2XZ2JaF/tRRS0bXjF42TMzcaAveYGwjl8Z1m7HJiP/WOMxocd6wu524ZpyFaCNmAD867s9v+cXtr/nh5tfc3t/QhzPeWXDgrMdZqXpD18lMpWmarmICqEfIVVVM928paZfbr1UwTQ414+hH8WKLM8LSWj2qOyg0OmOxVmOdwVdDKAO7W0T0WzLWeFIq1Cx8T3FjFXKShwSlcMa90oXUUW2UUgldT+ecOG5qfU2VfN2upsTDwwPXVSKh+75nGAbZ5BpNlQJB7HJa4V1/XA6y3S610GoFRMKCdlhnKUk0m8tyARIxiv3z5nyDNY51ndGqCX3JIttXFLlkhmEgF5HO1OMBqcciIO47JUecsxgM4+mGqgyPTy84t+HCyHV+QSsjjqtWyTky+CN6wnU8Pl0l8sV0rPPMaZpopbLMM43C2HWs28rYH+6aUjE+0B+X6c3NDTkngu/wwwlzvoFwolaD2iJtdKAHUD0cJPz/polp5Fj46cef+Pj5k0QNp8jl+kzOO8MwSVqk1nhvAUVzAidORVrSuSTimjitjRYUpWbZYB8dhDmWLF+/ztZajDHM88zz8zPzPJNr4XQ+c769oR8GMHKg7utGrsfW3limaZIqMwTu7+8B0Xxaa/HWYL0smq6XCyk+EoIXkLkWyyYNBu+YuiBv/8gUiilhUGQd6ZxHTxNtVK+XtYyHDg14rczzTIyZx6/pqEVkbEPfy/umYSrSXRlDjDvral55BwK4BmfNAb0WRYL5t2jP7I1nsD1KQ4lXhmBR3RnjLPuW5ENoA7/44R7rOz4+fgHdsE2z7TsRuL2bGLzHecvzy0aLkc4adFdIQ8F6TamahiFWRdUO6zW9D0zdINrArkdrw1ZWsYzFTFUVZQveG96ff8H7219wO50YxwFMJauIqYaYFnKR/8GNTE4J4zTO9vJMHPMX7wOqZfbdsW0rplTx+AJaN3QrstBCPnjKWoyxr6mPSiEtZs2Awlnobm6orbEuCzlljPaUnFi3lafLhefnZ3JKhM7jnGNeFmlvvnImj9tdG9k4vv74WCx8bdNlJjbigsc6xziOeO9f55xoxTiO9H1P343CcTT29SC2rR2b4Uwp7dAMKloz5NiY5wumZbyXZcQ4nHAuEONVHtpSaS2Tc6Lru1cgBMoccRhJPMmHeNs7z+PLVSJww0QfJpwNkiZaMzbPfPr4iZQK796+YQyevu/Zt0eMCmz7gjONqe+hFLZl5TxK5XdZXlC64pNCG0dKCectcavy91SVdpDrjTUEZbHTANMtxThMdwfOU8sqYXvWgHGyXRcJt9gXw8B0vuXpesFUxxoTj49PBzD6ckh+DF3nj+/F8qq0pnOeqe9pnQdduFyeD2mRQx8LnK+V5dft+deI5hAC79+9o719Kx2Is4zDAK3x+PjIernSkA13P/QYa17h0LKpD4TQvWpBVS2UPVJqPT5/kFKk74fDoSdjI5Qi10SphbhHGkKByrWQU2IaR/TpREOI9sbIAlPRpCOqlaEf8UgqaopXlnWj1EqqjaHvGcaRcEjVOKrbgyWI7zu0d3CYGbxzdKHDHqL5v/b6+RZGpiN4LfGgeHo/Es4neu8ktTAVkhXKzS++8wSreHx8phQBIWxk1loZnKGvCj10xE22r51zTNMtVncoAtpanBowrsdaSx96+m4gOJmBGXNUiy1TcoOqebh8YE8rt/09p2nABi0VY5a5TkVmfjGtvLzEY9hccaHn3AtVKQyiySulkOIqQlxVyVmjNaRSaBiWVdId+96jiizNxF2hj1lNYdsWrPMobQ6pSnu1qcUUUUoOQBscQxlZ141cKmGa6F0gLiuFRspViOYlYaxm27ZjdlzJqyxeQgio2sBohtNEGDtUk5ZYKUM+bvp93+n7CasGhv6WaRhRWoAOKcWDZKOhNNIeBSnYCiVlcopsKaK0wxqP9wOnaeJ0OhP3jVbF1XLqR1Js5LpCa/RuIB8AY6stwRsu244xHud3xqnDXjvKLtbPguHluh4HiCG1QqmwRxGBd65idKbFgusM27rQOcXUB+IeZescI2YYUQrSfkUPPTFHNLJsaYPgy5QWQX9Lkq3VLLjpHfX8N2IWLw3lDSpZ1LLRWFCnM0WPIp9SDYWBbuTbv/t7fvjb3/D86Uf+6T//H5zzGfWg+fTTB67rhWE8MY39MdfLBBc4DWe63pOL6CZrKcQYmaaJb97/gqIbqUSMNugqXU5OG5eXR3KuhBC4u7uj6zqGLJKhvO/kPUpbn5MsjHIiLQXTpJJLMR3UfM22zChlcM4Q8/6qu9SH6sJ5S22JXBKX5xeu1yuKhvOBpszrwugrbGUaz3Rd93pgfp23f73cxTGkGcezJJsaqYi/zumtta+SKqXE5J5zEliJkYJFZFsaYw0cv+/XavwVrP0XXj8fVSntlGZQOmG9QbVAr3ssmxB7roWWZWBfCjjX03WVx4dHtGr45rBxpMaR83DDXe+pVWONVFrKdWhtAZEmOBMOX/PRK7SGNYZh6BnHEy74Qy+W2VaZizxcHgVwkDNKNXKuh/RC9GNf5yPp6LlqrQy5koxh8I5WC/8Pc+/RK0mWpuk9R5l0c3FViKzMEt09GM4MxWZAcMsF/zFXXHDVO2LY08Ou6q7uEikqMiKucnfT4pzDxWfuUQV0LQgQqHYgkMjIuDc9/Jod+8T7Pu8yy3Bea70O3d213Q5rG9H3vTxJldCjpOVldcgs8sRdZrQeyQtBgEklNzOOI33fMwwDWZZRlhuSxEmVTMApQbK5MsfHSNt1+CgXktFiB5z9AuFLpTnPM8656wW0+JmxX6UnzjGNy/pnEtIsJckSyqIkL3PmSVwglye2UkoWCutyoW1OzGOHUeBMgspK9mWxursVQ99BCJKAuHjZiM4LeV6xBJijZ/GyAAth/TkSmPyIxqONYlPmJC6y2VS8tgOfnp5ZFk/w8JOf/ITD/sAyPzL0PY2aSd3CtiggRPw0k5Vbhn6myDOR0oWZed1El2XF2A/kWc449XT9CWtkxJEVOcZZbJZi04TcJQTlIfbE5AblA3E8Mx97+uOZoGbStiY73KHyLWBXMblaKe+O7duveT91vDRnejWwrQ5Umw15XpAkoqToupYQPD7MDF1gmEdikANrnAbGYSZLNyilaLoao4UCZo1b/eKecRTQR9M017njZfSS5yscRIUrhKdvB4ZhkErUOdI0Z/FhvY4VRktuU13XeO9JV9+7taKTloWfpqqq69egZQwg3VpyPbyMMTgnlf4fv8ZxZBpF6O7X+WeMkcQoAQgZR7a+d7PqVFmrU/mcrUjorEU7RzQitSJKB4DSqyrjX3/95Q5P33KqexId2Nhb8ClT41lsFCTdHPj8qabaeKpK+ILbzDCnC3723B8euDm8JSsrdsmWxMq2TCnWONoctfpkl5USLr7csCYvzuvTS/Rten2KXW7cPMu50xqUtM7eB6aVKn05VC5bSxOCVENe2pTcWiYrEp+4zDJXShO0NiSJkqp6XsQbv14c0lInMhNdPMsyi6jYObQzzCFc5RXTNK6RuVxbpu2uwhrLNI80dccyj1irZOvdtfgQBH82r+xJJRKreRQvsrFycIcVTzaNk7i5lGKaRpZ5hAhzP1y3lpcb7Hqxa8ui/Ir5mq/zqMsSQiklEijkfccQqYpS5npLYFaKNM1IncR9TFMvyDqEe7AsC9PYySbVLziX4kePUZA6xzAOWCubl6zIMM4QvDyc/AJN05IkCQ/3d1KxjzNEQ3aQm3maZ1yarPKWyDSt80wjNkBrjGgdA2hrV4gEGPtl9pYlCQFFlhe4+3ew20se1vEZbIKKhro5893HbzmUOdXixa6YFERrVy91FDmciihtefjq5zx8/wO+m6mKSqj3SsvfdQPjZov3nrprgEiRlxhj18OzoesGxmFgv9sTvTz4/LogSZLkOqaph1pjhwAAIABJREFU6/oqOauqDVmW0XX92pp7+rEFIlVVSUKotlSbLaAYhhe6vgUCziWrqJ5rHPQ4jis7VVEUpYjdnRg3AJbFswSZPxrjKIpAlmXXIuVy4F2utYtCwBgjiy2lUTrip4llkjBI0MzTyGCTP5EcpanItYL1zAFMtCvfQnTjSsk4S12snsX+Xz3D/mKHZ0QgvV5FMqMJWjMNnskPdMORaW1HPzY90xR4uHtHXuRsF7HofXXznsP2HrQmNan4wI0WF4Y1q7MhMo4LTgl2S6mIsRrrpAIUu56TD33dtMUY0SZye1thzEFmMV4cEV3X/clBcHFImBWMEGKkaVv22+1K5ckEKpJlKJOidVxRYYsQytcnm2gpA35eOHeNQBvqmjzP2e12zIPUtnlaXaEFF21eCGLVTJMUWS9J+xdjJE1SefqPA+Pqj06sIXWOJbJa4ix2naEpLRvzEETA7JH54jhOsNLIE+NWKYvoONMsZVvtJDBrnT+Ng7luZWH1CMeVdqM01ljmacY5Q9/XlEmK1Y48sZRZyjieqc892+pGNJlqhhiZhoY8ScjyglEuIpJEHFJLBJdscM5jdY0PFwiuRSHe5TwvOJ8btFLiqzYKxYIx6os21UgmDhFG3+NsYJkFBu20IyyKLC8ZJ5nLg7nOt72PhCVwe3tAY4guR2dvgBJtes5/+IBJNdMwEMdIs7Q4W5BPM3aYMJv8enfEKFVfJGJdxuHwhvPrM1kMtF0t4XoGhnESGEtZotbqKk0Tgvcs3q/JrwpP5NTW0nQpifxIkvS6MBrHkWEYrmAM5+z18Hp9FRF517ckzkl+epqy3WWkmZDzX15e+Pj5I/Mycntzz0++ekeeZFSFzMgvI6YlzCJ3mmaWZKEsN5SbDcVKPbrMyud5vs5kvffX+X+apteFZbgsP+3abRJZ7CKLdiVFo8xz/VoETFetKoD2Uqn66AnWr2Mtub8JgdTKgyUv/vUz7C92eJbphjAtJIkmsRnawDLNkmUTNXEJxCmiAyxNYCnFyfL29kBV7NmVBxKbEKJUOSwRDNgkWS15wmo0RuNXx7a1FpfYqyviittHdJPW2HUu4+TpaTUgIttuGKiq6nqRLcuyiozlh5GvtrJzfebHz5+JwHa3EyDsKNEGl5vhsjGM4cuFcfmeYW3bALquW1uqkaIomMZxFXsXKKXpupa6btYn/CjIvHFk6Ef84uVXlKG8s1Y+I+TASRB7o3EOlzjRShp73cgbv0IcrGNeJnwQLzdW0bU9bdujrWZbVWR5KjZVc5HCLNdZk/eeLMvWbWZYfymcTZinmk1eiEY1z9iWhbBH1yWT1eCXhWq7ZfaBbuhIrBGNowq0w4DSFqMtMS5iy4uwyXJezj1d7JjGibIoxGWm5QD33hOGAaMDReLInGMaBzblRlo/FH1fS3WXaZq24Wa/Z+g60iSVGZ9W+GUisQZnDaL+EYhNP9TsdneoTLNMLUotqKKk+PprlvoFf6z58dMfuLvZseeGJBe5moqSjYTSqLCA8kRt0dGwvbtn/LXMiqdp5qU9Y1by/e3tPVVVsSwLfd+zLGK3TFxCDFHcYk3Hfr8jKwqss1SbDVobiMKTqKpKCoBVbQEyx93tduz3e969e8s4DmsFbrm9vcUlApcex5FNtWM3jjw/v3A6NVj7xP3NDff395TVBu89OSILGkcZgxAVkZYlRMoivy6zrLXXUc/lANWXUYO110p5XmZiVCzzQggpaZJijCWsXeA4DuuDIAUU1ror7+DSbWltsNqQrdIn5klsnVozLgtaKXL+9ddfLrd9nxJGy9AthGVmOLcYIy27soo0LXFLz2xTXNzge4UpSg7FPdsyWyUQfvXACrcwKJGshMWL9Cauou94cVOsINXVg3shwOAFRKCt/pNB8Tx74uoHNlqTVxVFlvM4P13b7TxL0UqTWocPAZeltMPAdz/8QPb0xG63I0vTa6V7Qf47m4iQen0fbdcRiGyyHPlBW5qmoT6fRZqzLCtSrCfLs1XO0zFOI9Yk9F2PjxPLNBNCvFZSl436pb3XWhF9IHXrVn0FMVw2kNbKAapQUuVlOVpvcKs4uxl6ltSjtaHaHrg53GCMzAWHpmfoxLNcFCVpmlI3rcyOQP6c9yzTgFZgdIbRmk1u2JQl8zxhtGIah9V+GdFKKuuXl1eSxIrwPpcqJMaIn2dM7tDasCwjGomrTo3m1NX0/cwwDAzzLKSexdN1NX4JZInipnrDMo7st4UAJpSS9xwW0qJgmAbatmFbSqU2tB1u5/DDiNGRIYjNcrPboTxYbdlsdkRboG2FThLmYWJ+qdFlTpLA7W3FMo/88O237Hd7kVYpvR6cAJHoZ7w/Y7JbYowc3r7h7ddfc/r0iXkaWJaZU9OS55PM9kMkT1KqPEfbLd4HTqcTUz/gR2m740bUKZuqkmvciPZ0WUQXefGwj+O4HjAyInKrymJZ5mtkysObhzWXa6Dve4qiJk1ED/r6cuTx8ZlPnz5y9/LA7f0d++2O/WbPbnvDtjrQtpIUGmNgmSfqWiq+bKWcaaNkh7Hek9a61SXkmGdP0zSUm1KKCh9kSTlOoL843uZZlmWXBIHLbuFCamIKX+71RSzGonPWLNMMCHx592fOsL/Y4akSRz/1DEpa4TB71KwJZiRRUhWaLCc1B1yak2cZuXE4uxBYmOZ1FhmkFddOhN0RQfMba8HDEsNaBSUYy+pIEBvhBW91OdTsFTIg85m41v/LIodQBYLe0opoNWmaMGmZVUalcDh2psKUam2r9ApCCCLrAaqqwntxZVwOK9lgyuHYnE4468AaEucwSsmSpG3kUEhS+rYHepLECawWtdomDabcXAfzwB9JjqTqRSmhoTuLVoqwzqXk17JWwjPWWtph4FTXMiZYK+s5LAJpUIY0LQhRMc8SGdzUDcPQ4qzkXs/zKJXSONJ1PShNsdmxWEeeJqSpYZsrUm0YmhaTJKgAd3cPEAPLtKCcom6emeaB1BaoxNL0HUnqsDrSDgNpnq7ADI+zohdFKYahpe0numFiGGRhdZlxqxgo05wkMeSbgiRP8dOAH3ucNnRtj8lzxm6gyiWWwhhNP4yM88ymPMj2P7F4PMM48PbdW0I0EA3Fm58QswMBjc0qjIXTh28ZmjPb7Zb7hzf83d/9F34+dLRNTbCPFLcZ0TgiAYyF4wK6JiY7VDS8efiK77/9LaOfudvfU212zPNE2zaEOGB0QpFVbPcVMgqUSODs/oYPHz5wbs5sdxXjNIicaNV/AphZNs2yF2CVHInm2LmEJHEsy3S9tp6fnzmdzjiXkGUp9w9vuH14y+xn2qbj5eWJl9dnQlhwRuO0wy8RndsVLJIA4gKSCBLFhQRljMSR6FwSipxzq5VSOjStFEmWMsdAQsA6TTfNLPN0HUFcUlPrugYUWZZeK87LyM375UsUdQikmQOEfRp8kNiOLOfdnznD/mKH5zD31H3LOPdkDoLzKK/Rk5ChC79DFRlaZyQuI3XikJn9QhjHq9f2Us4nSfLliYK0j8YarBa6S5EXazUpsqB55jpPEVy/ubbQfs2VMdYKhTuK3KJp6vXg61Yqj6LIclyS4BLHOIws/Yi9yETmiWkarzIL4Eqx6fv+uoGUgfq0yoYMPkZSm+PWaFuQkUJRFDgrlUHT1KuFUtwSWZbTtu3VjSEXnCKE5XqQXirtrhtWXV62WjH1dUsvINtZYLLrxn8YBj49Pwm6LEaSIsUm5fo078jzXATUw0hdn9HacKONuJOmhaY50/cDWZqwKQt2d3uM1WzKkt0mI3EJ2ljyQkTpr4+/Zz5+Jowz/RipigqDwdgc7XJCXGianrIoiXFiHBeiSckKiaNWxrGEnsiCsyKUzvNMDvNlQZFhidzdVCRO+JfL5FEBUuNo25r97Y5xlqhjlzgWJZIql0gm+eTBuZRFaarNjhgDXTvz9v1bDOCnAW0KNBnBj2jlcWgaHziej/zsZ7/g5eWVtj3TjyOxbUm3HUbvAI1Skags/dMLxVuJ2kjLihhg6HrapUFry+FmKw/G6Gm7jvP5zIfPijLPVgq7wIyrakNZlqtWNjDPCzoRl1EIHq0z6rpmmkasNdzfv2G322OMpe876nq4PlSV0vT9QNu+UBQFd3d3Esa8SlVTazjstmxy0QOnWUZZFqgoWuVxlE29UjJCupCMnHNXhJ1zCcZ6eaAHjzVA+NIdCWzEoENEEXDrskeq5oUsy/G+5XQ6rzsK1ntbUHPykHDXLX7btrw8nxgGwRM6d0kQ/Tcoku8/96u1TuFVhETgHEM3MnnPMnRUbktSpliTSWZJDMyLBwzW/KmE4HI4iQZTJCwusSRJSl6IRU3kCfE6W7kctJevn6Zp3eTZL/KJ9YoIITAt/kpZCYsnydKr1Ssq6LuefhpJtBysqXWEdZl02caKNi0IImz9f8TVU1wU+TonDMTFs8SI0YrSSmBXuSnxYSFNLdnqyBAcWEWapvzhD38QqEOWrwQcjTEyKB+GQS5SpYirXe54fF23zBMxRLJMHkBER9eOLF7mvMJGtLg8JSyzWC61tEGXB9g8S3v89CjxHUaL97vrGtruLPERiUGrgLOGm8Mev3iabibqie224jbf8XD/ntv7e86PH3l+fuLOwenjIy7NsEnktT5TpilhDkzTvMYoaPplJkbQNsUkM0FrXJJxyHJihCR1skDxM+PYoePCfrdhUxSk2tL3jehCpzN5XtI1XqQ3COs0L9/QTyPb23eyREjFXz0tC8e64/7+lqrc0Q4z1btbdFHhmVFkhGVkev1MnmXMfsu5PRFnQQMGv/D4+MT7fANxARZUdESl8E7TffdMsbmDrSNJC1xaUpT5Gmw3ENfM+mUO/O7Td4xTTQiK9+++Jkkcp+OR3XbLbrdjmibqlVXgvUcvZo3ZEJVD4tLrEnQchfV5GW/JdbZhnkfatsVaw263J8/Fvvj44SOfPn9g8TPGOe4ON3z99VcUxUacS/WZpu3IsnSd96sr11MUGSLVUyqs94Gj7carDtkvnnmSQuCCj1MhEItS3sPqxZ9nv35PjzGK3W7DNA18+tQCsjfZbMRWvCwTz8/PjON4lVtV1U5MISs1/98kGMS6BNtHwix8wph4orK4JGXxCm0KSDJcYnFWnhzaWEx066Egyx5jDGh1FcxaazFKoTWS312WAHgvN1eWZVd5hpCCxBUSI6tDQpYfIfj1sF7WVk++vzOOoizWykwO12UVXDfnM27NWsmTlLIomGMgKEiM/YLoWqNaYRXoRjDOrjNXty6WuII1DELy7jqRkajVnmZdinMW72fqesBaTZqWmBXVF2Ok7y9AYMcyiXA9SR1N21CfTyhjQImt8cfHnr4bsUki2/9lZtsKDccHj1aGpJBDO4bIOLZYK6zMeZqZlhlNZBo6mvMLddPi/Uwg4JIUZS+IwIW2a8UdU27I8xKtFO04ce4aqk1GsT+w2e8J0ZPnFcfXJ45PTyzeyqwvTekn8dyPYw/aEmYtqgkfCUGhlMNHRVRiEfXLgo+RLN9gtWJTFmgTOA1nlnGU5Z9OSMqUwhXsNrcseE7nM/df/RSXFyR5QZalDHWDniaMs+RlCeOISiJp5liCxaHQQTzrxjjM9sDwfKIsK2JceHl9pR06UBnPT/8iG3rzc8CAErJ9HFrS/Yao5/UaHrnfbdjnX7N44VfOy8QwaG5vDvz1z3/Gt99+Sze19ENDtf1qPQRkOWljQIDHWh6+2uJsyjwvtE2P2kg4XJ5XYnP1fsXTObJMOrfX146mfSUExe3NG5Ikpe96Ru9xqUMtCpsk9NPAj49P/OIXW27u7+inkdj01OcWraXK7PuBosjXWau9PoCb5kxeJHTNhDWa8qYUMGAaGfqe0/EsmEJryFL5ervOaiWQTjPNPT6IlDAE8LMoRk7Hnvr0itKGc9vQdR1pkuDyDJtlBCL9NBG1JAJY9+ezh/9ih+fhzQNp37OMnqEfCXOkmycW1aODku24sasucLV/uRznUqzj2q5ffl0Bp9fA+uUqaL8k+wEYU1y3iZevu0h+tLKr6yAKaYVI13YCY0gcYVmuzp9kpdNorfAK5mViUxQUeSGABe8JCrbVlqIQWO48LTRNwzLOMsg2jt12xwVc65VHa6mwp3FiCQtxCSi+bOSTJFk1kmGtAuqrA0OqAM00zZzPNUniIHqaVg6qJXiGvmeeJIKBELDOYdNkjXJYWOYBqzXOOqKKdH2/pg6KF36Zv3yu49QzzeP672LxW7zn5fmZcWhpRhGTZzbhXJ+xzrLdHLDaEkKk2ldU2x1ZWoilkEjbw+l0pDu/0jUnytzy9vYth/0e++//Bz59eub16Q/4QSjvRZLQtGfG0a/SlQQfe0AxDhOL8hxudmgUSZKyEEjTRFILtKDZiI60KEjKAmMMD+++Zru/I3HSWdyNPW9/+jOKciOMyBDoig5jNGmWYbUiUXB8eSJ1Dms0mISoJ5TyxNnQPj7jvee7jx847LfMoyzNjqcTu80Wa+TzNU5gAc3jB+rvf8/DN1+h8su2WHOz3eApmZeBJHNXBmX0XpY4ZcE//fqfaeqeNHlmu93inIwsNuVGOpFxREVNO/UkxpGVGX72ayt9iWiWKOLSZiSppR8ajq8nXo/PDMNIWWzEkpvnIm+qI7v9Aecs5/OZ19dXuq6n2my4ubmRexPNME2rxMuhTWTxE/0oAvd57jmfT4yjpGaO48Ttwz06XaV4wVx97d4HNpXcyz4GlBcZ3jSNjOOwdpcGv8hozriECEQdqEpxwt3e3eNWZq3SGps4jDb4NfcpyyTi5s+9/nKVZ55wv9+SJRkvdcvjx8+8vvRC8jYJhUsw1hAFw0KWZ2yqEmdTrFNXB8LlJZKhNbRJwx9Rt656tT/28V4O30tYlLUJaZ4S/MI4DCSJRAkEL5xD7z0uza7jgaEfaOozh+2ObV6ySVOUEn3jPCumZeZYv6JNJDXiq+/7gefnZ+5u9tzd3aG15uZwR30+o62lzEu0EU1c38mhrRViafRfBM2X9+BjpG3ba0yCVNJ+1bJp+r4DxJccQmD0ImFRMWK1KA66ccCfpRoZh04qfK0wGookp2kazuczm83mOta46DdD8AzTAGgSl9J1HedzzefHZ5JXh0kdfo74zLPZ79lt9xRFSZGn3B5uKDZ7ymqL0Rqz0n6yNGNZRkkvjJH6eMYuI/vbA0Fp9vsSl7xn6me0DoQYMMUOnj9zrBv6eWKaA9MUGOYJbRO6tsNd0hOjx5otRb6hLBwuhdRVlOWerMi4uzvw9u1PmJbA2Hf4eWK3260qifUhEhaSfMW4FSUmzYllyc3hLSoG5vmMJUIwYAwxdgQd2N6/oW46Pnz3Pd3U0/diAnh7dy+OnKHFZjl4xenlkSl4jsPMvZHWOEsc+8OWP3z8A/PUo7WROWaW0bYtWZKw3Vdok/Lb3/2GunmlH3qqzQ4I7LeVJJKmKfW5ZQqeT0+f2E5bqu0WguJcH1kW6YqGYeDl5ZEsy9cMpIa2HdDKsd+lq2yvx/uFqipJUmF99n3LdluxLJ6//du/Zbfb8dd//df000A7DBRKsQRRsiSJA/jiIIqOarOVDilJcHnC66kjLDXbjRzW1XbDpippmpoYNWWereOlBL8s9F0r44dpQWvF4bAjy3OW4PEhkKUZSkta6OU8EJeSdIm5TVGA0xaT/BuMHm7bhWzNBLq5KSB6dBKoz+CngDUJAU2SOfbbG6rtjs12Q+rS6yxCxLQTqywS72ecE7lFURRXWMF1iXTBp8F1MH35/aarcaklSRPxv3ppnfylffeLVMMrlitGT5Y4lJI2VVrtGa0N9/f3LMtE2zW0rcBao4JpGNDakRYbYtToFXu12W85n84wRtI0UhYVlsjnx6PoXteZZ7HOe6Y1TmCepYJVSnE6nVaRc1yrDcM4huvMKMYIVkvaoNKoEGnHHj9DqlJ5SGBomoahn6mqDQ9vdlgtS4WL5vTyuujs2rajazuSJKOuG17Pr5zbhqkbKYqczX5HXmwoy4q7uwN5JnwB4xKsAWeQzT+KstzQ9j0uM0zOk5hAc/SoMPL4/W/Iqwad5IzTAnaHSjK0GklVSraMmGlhbgUxtyyeaRp4/vyZr969p7q/5/V4JEmlg5iXkTk4yuyAc2IxTVKx8Ir7aFpF3YGxaXFZzma/px3HVWblSFyKdjk6TQnaQinieu0TtHEolcnP2ZVk5S3PP/zA6+nEqZ/47ve/o20aopc28dQ2pPUZ7QP1+SwHg/fUp1f0D7+l2lQMzSvDONHUI1ppMJFoJQeo6zqS1FKkG96+0xir+Pb339N05xUCHBmG8botl630slosI4fbG77++j11fabrWtq2xnshv59OR7qup65btDIcDje8vH7i2+9+g9GO9+9/wv39LV3f8PLyTNe1K1NTOAnH45H/+vd/TwiRNHGEZRREZGLAZ6RpgdUZebVdtcWaLCs5HA4orelaiXNx1l1nrM/PLzi3IctTYlzo+hGXGVKbUFUJcYkk+UJYPGmekWeZjKOi4CpjlFyjYezlXIgS1SGIO/EnLTowh4U/o5H/CzqMTEKMOfOsyRLDvrzBKMc0RLDgyNjv9tze3HK7f8N+tyUrZJljtb2KZadpuFolQwhXB0JRFFwiUC9/9jIYvmy8L7CANE0JxKun+zJQH8dJUFdr6R4VDL182NuyYnLSHtze3l496tpanDOU5Y7D9oB2lnGe+OGH75iWQFFYjucTTX3i5z/7KYHA3d0tb9488PHTBz59/sz5fMKu5JthGNjfFmgDQz+v7qNGLIp/REMCxF+8TIxjT11/+TxA7JSJETJ29IEQISlz+n6kzAuUgq5teX19uVZU0zRdP49wlZGYq6e/aToZIVg4nU48vzzz4eMf+PzpkWmYyfOCTTeilONv/uY/UFU3jEON0pphEP913/fc3NxIa2clyVKjub1/R+4SnPI0zz9wfn0FVXJ7v0MlgayCcYkou2VUDcYWJK4jek8MC8GL0+Qigzkej6vAW7LDkyRnuz1gXSKz2lX7m2U54zjRd5O4krLsupyTWIqZNE3Z3d6QFCWYhKANCuEogMbaLUQjxCAdxVarLWFYePn8kaaZqV9apnHEpQlN3fHhhx+JUTztT8/P9K0ssOY48vjxO97e3NJPHW03UZYlRZny8noUa+52y/F4ZJ5nXo/PlOWGw2EPKD59+gx4qqqiyLKrMiLLcr5a29cPnz7y+emJn379M8oiXkPhliUSo2EYJvp+RCKaU5TWPD0907Yt+90NeV6w3e5lcRrkMxfk28R+v79ex4nL1/8mvFEfozBKvcW4jNu7HVrrFToz8Pj4WcYoDw8URcHp9LIuKSU6pNyUlHnOOE/Xa3VoexKXUOUlmVFEJR1NWDxjHFmmmSzNSZKEdumx1opEsGnYZDlJKfrkrpNr+9+kt90mEhQWyFA+kCU5VuWENxlD31DGjDf3b3hz/55NVpLlFq0Rl0zCVdYAX7zTl0PkoqO8gAQukqA0Tcmy7PpnLv90zrHdbtcDsGOZp3UD6InBX1tcvT6953km3xrubm5Ik+TqhLi5vSUCHz9+5P7+DW/fvSNLEoyzvHl4w+PTI8M48XR8gRAoKmEh1nVNiJ5Pjx+pzzW91aQmIQTFNEW+//5bNhshzYfVj980Ndvt9mopFReP/H0vMqVLxEHinGTeDCNz6KUlKgq5mdIcPwdO5xPjKOOKi1h6GMaVhiOf3WXEcVENVNVGooJ9YLff4RJHlmXcHu45nc5M80ieFNhEUbevtN1JoM1ay0xruNCOBGTSdS2n45k8zwghwWYlRbXl8ceFv/uHf+Z//d/+E6QbimQHBooyIeoS3VnGMqJeO4yVSmTxC0pZyk1JCCIY74dBoiiyEmsSgQqnG958fb8uBT3nc8tuu0OtwWpZVqCNPGCtSyjKjUCkbYr3oK1GqRxEoCRVS5hR2gFu5XRayCr+r1/+N/6fv/8vPB9PAKgwU5Ubxrml7o58//FbNpuc3WZLXlSU2w1pklKVJce65p9++yuWYeE//vv/jq7zWOuoqh339/fM88y33/1uDVZb2O32HPZ3KAV9LzjCp6enqwj9m2++YVNtmeYZT+T59ZVf/vJXGKNIEkdV3dD3A13b4b0mBOj7hpeXF8qyJE3ddYTj/cLpdFrvbMM4epY5XB+8WZbxcPdAnpZkZUGSCalqWSbwke3ugLXieroI8vt+4JK0KczNhpfXpy9VdpJcTRr7N+85P7/wL7/7NYkxbIqS48urdGBZQpgXYZhOQZJqjSasTro/6T6bRizKWstce4XhHP7cGfb/33H4/+318dP37DYz1WZkMJY0dTgMm9sNWWfIfcl+c8t+syEzTirDQUCnORkTXyRHKkgU8RLjFSKgjSEET55m10NVfLwyWzHGkiRqnRFKzs0UAnEJMAfGZU3amxYJDFudCHmakboUox2pywBF07akSUpYAsFcNvqWJHP4GOg7wW7ttxXTNJFaS9e1PD8+8+7NvdBumobmtRZWYppfBfu6b9HaMk0LaSqJidZBXqSEuBDigpKJIVluQbm1vcnpuu4qpTqfa5J1XjrPM2M/4ueAj36d00oVW1WlyJemhSTPWHygWVGAm01JYiy9n1mWQN9LBWytxeqEm/2O7aZkeri/jhWESA6J1Syjx/tInhlmrzBK0w8di1/ohxGDYlMUojs0hqTIiWGHdjv++j/9Zza3X5EWFTaXWOJ5nlh8YLIWlSYEq5mWAFExLxPjPJNnKf06cijyjDxLWZaBGDOcFf2v6P5kDNQ1LWmeg4XUJgKGsJa+bYXAlRd4v9CdXsWYEfe43K2KNk1QGqMda0ISq2WIJMv5d//T/8LT0ytz+I1wM6NnGIWIhPG0TcN+t+P2/q0oAbRkxidJQtSw395TvM0xWU6Ikd22oB9qvvu+IfhInpUoLPmq8WyadnV6Zby+vrCtNix+4e7mgZvP1JVhAAAgAElEQVTDPb/+l18zThP3t7dkDylNU1+vu2mcKfKC+7t7Hh4e+Pz5kU+fPrPk47pQCtyu9ssLH9Su5oiH+3dst1uyLKVpmj9a5to1LNBeaVBpmrLdbpmmmb4f+PTpE+PYk6SGNw/vyLKcrmvkoevh86cnirLk3ftvuN3ekZcbtHOUu5IyL4QvMQ74xaP7jhypbi+WZmM02hoZoXlZPgUdcJmjHxpenl94fPxEiBNLH0jWzu1fe/3FDs9vf/+Jm62nLBOUsxSptBRlluFMQpFLG6cUqzZvvrahLvnStl/8rtNi0cFDiOsBlH2ZdYaIW8W4EhOsIRqCUYQgcQBT36/OAvkeYVlkGRKCxG2sQvzb21u22y0xBOq65ng6UVQVRSr8xyR1fPXVV9zf3+Oc4+Xl5XqIfP78+eqD324rwrLw+OnzdWSQZ5ls5ed1G76+0jSlruurtOrSOo/jeP0MZPOvGYeZPBf9bJYV14NX8mcUSWLQeloNAR6luW5DheQ0M8+jLN3mL3PVy+dtnKVYlQZ1fZbPNwoNZ7PZXDV4F6F+tmph//j9XtmKhBX+KxvsAKgoIn9tItbmxHzH269/Sra7xWY5+XZHIGBsjksKmq4heOkyrEtRKuPcDJzODfMSmKdxlaIFYkw4nU5ordhuDxRFsRK4LrCTSD8MFOMAGm42G9yKKyNx+EWgzPM44VBYnWIxSGKRZ/G9AEHUmryIkKrkM4K/+nf/ga2z/N3//bd8/PSBIs9Q6k5+hollv7tht9tR5JLL/vT0SJqmV4Tb2zdvubu9kahc7/FeZtqn04lxmCjL7RrMpthsZBtebYR2T/R8+PBBuiMNL8dn8jIlySz91BGC8GmHYaBt2+s11bY98ywH5rt3767tcZZlV9/7RQuaZfmaKS+uua5rvxQ4q0EjxsD5fEKv3YxkZnmyLF0XuJ5lmXh5OVPXkpVUlRvGYeS3v/0tRVny059+Q7WraPuGrhfnnrWWt3dvqJsznx8fqc9n+rS+LoPERGOu949cq2JiSVPpRtuu5vT6AsqIZlgZis2fc7b/BQ/PsDiO55ZxOqMivASJs63KlJ+8/TnR3HN8fUFHv87kzLUF2BTllZoEkXFZSIyl2lRM8yyuHq1Ji5xpXpgvkiLAEASovLp8pmkQb28Q65ZWguHP0pQQA8oi/vQsw1rL4XAgz3M+fvrEME8keUqxKejrhnJb8f79O87nMz/++CObsuTx8VGe5iHw5s1bsixfh+odwS90BDZVxTCO19zpK7VoJSjVbXsVo1srzMNl9vSDQCAuC6SLZ34cB7quX9UI8botl++nOZ/Ff55lOV3fEuoarTVd12Gt6G5fXl8JUXNz2FHkOV3XMk8zuS0l1iMxlJtiDRQTh0a9fp9LZQEX2lS4ckflJstErB89aZ4yjSPF3T2vzy/SWRT5KscCpXN2D19RT38gLUu6eRRlwcpJnZeFxc9M88w4LWiX8npsabqBZV6uDiqtFSFI5vjj4yMPD++u4w0Q7es8T5zPZ968f4uzRqQ21Qa/LPLQLEv6pmMcOvbv3hNcis5zQpTvY4HoR+YwYPNSwMbAJVPr8fMf+Pa735KkjpvDzRXXdnNzI9vi1fXlnMyW7+7uhWgVggTQGcPQtfhFNL91WxPWtvPLgiah73uAdda3MI0DWll2+7UVH3rSs8VZy3JBJq7VZLbORS8e8Iu5w7kEpcz198TV9uXBOM/LVfVx6WTatr2OeC6mlDSVwDWlpGPz08iprjFrlpBSmt1uTzcMdN2J+TRyfH3GGTG8DMPIr375j/zV3/w1N7sD59Mr9fFEUVakRYZVBosiXQ/i5+cnnp6e6Ht5uFdVRVVVvLw4lJJ5cYyydHY24+27n5OlwgKewyxj7D/z+osdnkUwUk26SG4sCzCPC+e5w98FZrVwPD8xLxP39/dUxQZtNdoqIcGsud7TuvjJsow8TUXwvcwiXl8EHDL0Pcs0Ya2h77uVzTldqdQ+CJFHJDiax5cXmYEu/jojyvOcYRCpkfeeru/QxpC6hE2a44eJJEmvF80fvv+e9+/fY43h+PpKP8lixCWSTimWOmFqHs8ncTgU+ersaNcbSXy+/txgreV0rGW2ergjTYSoM44j0yxLs6oqGceJ0+nM49OPpGlGtdmTZQUvL0eyPOdUN3SNZNXc3d2tsiixii7zzOuLVAvzMjHPHX7uBQAxy8Pl6eXIptqwrbZM4/wnmK8vNJ5wrS6bpiaEyM3NDaf6zO06F75Irtq6YVNsVilYwsePHynynMPNDmM14Fh8RlpuSPOcf/nNb9jt9tzeHCS0a1nWGffIualp2loSNqOHPxrtXG7gz58/crjZcXt7s4J5M5quZVpkLLPZViQuQUVQOmGcPZ8+fc8mz3Fv33IeJr797ntu7w/YIiUqi1IJxJmheSEtC1xSIXeddACsmL/u+MQ0nUEFNnmBXyvKT58+kWUZ799/dVWBHI9HkkRGTFOUWfvpdCTEif3+QOJKXJLQdR1ZljH0I0lygb/oK16uWV1sN4dbvv76G4qy4Nf/8o/ywJ1n+q7j6fl7kiTjzZs3K1C7JMbI8/Pzem8lazcjn2U/C1n+/bt3QkvKC1b1mtCSEI/8paN5eXmhaZqrw6koCoHcTCO7XSVkpkV89qfTC+M48Pb+DVnyFafziX/4h3+Qh7FJSJMEpeC3v/k9p90zcxyJM3TDxPHbIw8Pb4irfrntauZ54vb2bgXcaHa73fXhfrF5ijNpZhgnjBEU383tPRgxEfy5119OJF9ouklT5BaXikvBGEu1OVC4lDD2TF4xTa+kWUq12rCkipOsobjm2Qh/0jO0LbNfiMHTNc1ahU5X/aNUH/5ql5Stneew25NnOUmWCdNRaZa18gthYRg6wjKRrhe7c/ZqWbuET8mGcKJta6ZpothseHl9ZfEet85Lz+czdV0z9OJ2CmHBJeIBvxw+ZVlepSSXOeTNzQ3ef3GGLIu/BlaNoxzoSeIIHrI8p9ocUO8u1O7yCv5ouxZtJab2/v7+ehFduACH/YHd2oaFIFrToR94en29tjpqtZu+rr+XZRkX+rng0Jbr+wawa2jcpcW8fF1iLdMwMowdRXFmWRYeHh54fX6haWrKTUYIXhxUy7x+Lob7mzs+fvpMucabjP3API6M80Q3jHx+esKveEE5PKWylKWhxTr45ptv5OD1ntfTCx8+fOAnP/kGpRSHw4GhF6PAZrOhaWteX48keY5aPH195uHtA8alwgpVXioXAmbl4QcVUVxyiaRx937mt7/5J/wy0rYdRmm22+o6k77YIi965DzP6PsBUOILVwiDwV5QhoE8K9iUW7quJc/t1Sm33W65u7tjGATIMkwjyloebm/51a//meNZWt37wy3ffPNzfjbKrBEUNzc33N3JKGG/34sUrevE3rv+vO/fPJC5hMVLxtBlptn3Pc4JivBCZrosUy8LxyzLrlCc1FhePj2LI68oQDv2+1umaeTv/9t/XVURKfubW5I0Y1wEgbjb7jBO0zcnTsdXsJDne77+2S+IiJa3bVpcYnn37iuUMmv1LGMJiNfguktbLzrRlGWZ8fNMUIpj/UpVlX/2DPuLHZ77N3t2iSWpwJqEaQz0wwAqp48LwzQyL6AwjL2ESF2Eus5K1LBgqgxaGYahpz2dGJeZKUi+ilL6T3iA8gHKjDTLspX8s2b/WId1DhMtu91u5f6lLIvE2wrGX/Hhwwe++eanfPX+K/q+41zXIp0yhvP5SFilGlm+Wr3aFrO2CxcPb1EIqTzGBL0GqFlrr5iuLBMx/uPjIyEEyqKiyHPev3vLua6vdKCLR945R1jg48dHjLVsyoK4Hn7LIlV2lueU1QajhTY/dJ209s6SuoT9fk9ZlpK/HQJGG+bdRiQmRco4zhxPZ7bbSrbUN8U18bOuG8yapOiDXLiXSs9ayfdW2tDWNdMwCR2flXDv5ear6waioqoqHj9+YlMWpLkjxlxsuXrk+eWJ/c0Nddvw+npEKTivW/TT65Eff/zAp0+fmaYZqy3GaS4xyhcc36G6ub63cRzwYSYvMnb7HafjaZ2PXfLfFW1d8/U3X5NYcWElaYZODMYWeGPXgzMSFRLTsni0++Oqk/Vw0fz0m2/4P/+P/52FyF/9/K/YrAzN3X53hccMwyBb/TxlnkdilFlhuakk9iTNaZua4/GFthvYbirZ+htD33WkqWSrf/vtt8Qof+83b9+QpSW//OWvaPuWn/70G8G7qZQ8z9hutzw8vGGZ15iZaJimGYUlTXLOpxZrEqrdRhBwYcElCWMrVe8FXCxW4cuDPX7ZR0ySXxWCv3JwX1+PdGt8TJIkPL4e6fuew36Pc47d7kCRl0QlDNa6rrl9+56yLHl5PXKzPzAvGqzj7vYBvGNfPRBV4OX1I28e3hCCp6kbTqeGTb5h8gKuscaxqTbM80xVVVeDjeDvckYlhdXt7kCY/g06jHY/u8FlKQQY50hMFowtcMGQKiepiCYntxa7CsyHtSILnvVJ5mmajqZpr9UYCoqiRDuJN73oOEECxS7yClmAiP9dK80yRb777vdkZUHuhKmZ5zlZtqPr5EB7904WQT/++COfP36m62p2+y0YCAqM1SyTyKb6YcA4J1WIFbHwPE9YC5fIg912T14k64ZTXEPb7ZayFPdElv1EbiYlWsXHz5/5w48/cjgc5Adf5KRZSl5kRG2Ii2fupdI+dR0fP3/k/d0D1bbi9vaWJLF0Xc84dWijKatSyE3asNkUHI8vbKqSw34vkSJzSqs0GkVdd6gQ8PPMzZsHrHXU9ZnEpThlyBK3Lhlm7FqV98OwQoglXCsSGYaZ73/4luOxwM/iMKlub9k1Z9r2jDHw8fkj5W5DEQu6YRaUHoqmHlCcSMuMf/zHf8JFy/F45lgf+fz5M7/+1a8Yhp5pkuugzHMS49BKYjvm2TP0jm1lsU5A2otfeHv/Dr8s1O0Zm4pOdxgXbGIkTx3Fsnr0y13F6ekTwYp4X00QjRDy89sdvp9grInpVmJhoiISiMvAfrvDpik3O1lWvDw/4ozM2BOX0p9r6QLwhFQSEbIsI6qAnwayNCVNLLEoVldPRYgSH22MwVmLdW4Vpr8K4zPLMVrz+PxKPw68e/8Vi/c8HO5pmprzuebbb3/H4XBDkZeSDrBuwENcyIuUhze3jOPIfr+jqracz2csCp2LA+1CIxMt5vE6t7+wQS+H6aVTuVhKb9b5al4USBLqxAXGLPeKSAgX79lvt1iTU6Yl27eF3F9YjMk5no8MY0fXPzIOI7/85S8xxvDNz35BkWX4xXM+ntgdDmSpqEleX86EKGCQzWbDjz/+SD927HZbiqLgcLiVlIL4b5CqlOYbwiwcz1RpVDAsHiqXY4MMsz2s8Qb+SgUqqw0qGLpOrGFt27AsQifPsuRP2t7LS+yMgSxLr63qBYjcNA1GG9IkJStKzvWZejnz9u1biextW5JEYCLn85nHxyfqWnBwNrXiPIpwPMpBYo1bvbkzm8rgjKOtW/ALj4+PInAuCpm/Dh390NM0zerZFavaZbHSrz70aZIFjzaaarsH4yjSlAi0/YC2DmMdPk64QktEc7IntY66PrG8iuogSew1/8VaR1EI9i5JEsZp5Ob2hjyXNjzNUtwmxbiE3eH2Kow/n8+8HF+xdma7leycTVWuLb1oUMUH7zmdjpjV0OCXgCcw5RPH1yMffviBtu3YH/brw+TMJi/Y77a8vJxYll9zd3fPClVFrUF1r8dXlHE0p4m+eeF4euZ33/2el+cnljCT5ankmVs5sCWJVNIcc+fI0xTjNK+vz4AXB8sw0M0THsXxfGLuB+7v74mrySJNU5qz/My32y01htfPT5SFeMVRGmMtIVrGuiZxmph7kuoNAfDDM0YrwjLyP/7H/55/+t0/c9jlQvBXUZCLWS7cWOdIkozgFXd3DzRtS1OfOZ9bzMuJNEnZ7XakacrQdWRFvuYZCo9hu91eFRht1zFNI03Top3l57/4hfi8ly9g4CzN+c//+X/mdDqLuy6KnTfPZf7++PSZw/6G21s5QD98+ECe51cmxGXpJkFvy7WDusyiL20xcJ3HKiUdxrWdDwGzts6XNn9ZZPmUZZkYYFJP3/VMr6OwCZxlmmsef/yRpMjo+5FP7Q/s9wf+3/bObEeONKvjv4gv9siM3KuyNleVx+1mGDEzCAmNxEhICHGHeAPEowwXPACXPAnwHsPSuMfudtsuuyq3iMzYNy5OVHqQpueiJNQgxe++pV7cJ+M75788v/0ReZ7i+TaGJj1erZKwH9uWSL4kiTFMjSCQHagyFE0Km3VI02gk8Xvef/iOs7MLXv7xX/zOGfaDDc/NxzVaWWHUYDg2Va1T7lLWWsZ0tMDybZqioOr0go/XcWhRulwj9/u4+9IcoHSFZRvHq/Rjb8rj1ffxqiilVuIb32zEdTIc+JJknhdkScHt5WX311TdhS5gu92QZRvRabo2LRqH8ECDLN6DwQDX89lH8ks8GopEJPA9lK5I8uRYlfB4nSzLjDTJpPLD0rrBXpKlRbfLbWnROeQHJmO58vu+T14UrLon/fX1dXcpj0mqugsFbrC6FtFgJAk5eZ7jOFa38+H4B9s0FdAwCvyuRmRPfDhwerpkOBjJtReNtpUcRNM0mc/nvHv3jqapOgdPi66LDtQwrOPRwDQUdSUXX388oKwrijpjMva5vDrn7XfvCMMdv3nzitV2ReCPsHSLcBcxGg15uN+i6yKZKZuCRpPLreu43L3/yCFao9FwOIQopRi5Q0DCqTVT4Q78Tg3VSdU0hdZUtG3DIY5IswRd00mTnGA8ki/lqmA+mxLkQ+I45tP9PXku0XxFVVDkKWVdEa83srvUdWxXjgqO6fHrr/4D05KeqBd/9Assd0BbFpRFCm3FcrlkcbakqRsM0ziG8dq2S9sYXD27lCNglspLIS04XVzw4kdDHN9nt9mQxHLUOz+/BE3iAH3PJdyHPDw8oOs6m82GPM/xhwNMz+HF9XPu3n13HLKjYILrD2nrEs0wMQ1HOuu77qLdbodt27w4+YLdbofjOAyHA6qqxrSso+xOrNLqKIh/LJB7VIrIMVE0tKenp0wmE7bbbRed6ByrQ8IwPLZ0PjoDyy5ToigKfG9AU0OapYS7GNsyyZOY8XjIaDpDKZ1JEJAXYhRJi5wkzsmTBMM0SdOIqt3j+5/7kd69+8B8nvPixQtefvGS/SHBMAw+fPhA2zY8f/4cpczvnWHa7+sl/t/kz/582TqtTq0b+I5HYyqSIqcpGp6dPmPuT0nynKZtGAcjloslgy6w17Kt7kmQHoW3RV6QpQmzxYLBYEiaZDKA2i59utstKqURxzFZVhyPJbL3UOS5NAxqXbp6i4jIJa5OLt+SZWig6Qa7cIvSoG7kP4bneZLi0pTM53NM0yRJEpI0xTI/F6fJ4A9pG0WSxjIAu4DZx6dO1UXhKUOx2mw4OTllFIyI05RtuKOtayaTKY7jsD9EEtKrGdC2OKaBaVoUVYVumMSHA3ESkyZ7HNfBsx0818O0JCG87eQkWReBtz/sReZTyKAfT8bo3frD8312u4iiKIiikDRNCAKR2ci/X9VJWKDIKn7zm9dcPbtkMhmKFEoZuJ5HkqZy0UbnkMY8rFckcUIUxSSpSEeausa1pJvc9R3yuubj3Sdm06k4Q9oWTde6/RzUbUXT1iyXS8ajseRdVg1pnlG3FWVV0lStpN9XJYdwR5kXeO6Q09NTVqt7BoMBzmCAoZvYhqJqJF3n5vYZ49EQz3WIdhFJljAIhuiakt6jRmO1fkDT5YK7P6z501/8kvOLC9brNXrTioGgKDAtRVs1GKYtVSp5Qd2A4zpo6BhKYbsOtusRbbfUdQ5IuaDv++x2IY+NlJNgRNu07Lc7lKHYJQeCYMI4GJPmqbQsaC3BZIpGy+vXb3Bsm5OTU0xLPN9NI9pepcxjvmWapjRlxWDg8+n+nru7D3gDH9u2mEzmnbY3lo+RNOX+0z2maTKZjEVVYprdcVFeOXd3d0RRRJIkXF1dMZ/PKcuS/X5/bLOs6xpavcuiVaw390hXV4rvD1COQVVWeJ7LdrOlruQwNxoFlGWFozQxTeQF+32Ipis+3n1ktdqwC/d4A4eTkxOWy3MWixm2Y/Lm9VupGtfB9SXrM0kSThYnOI7YTF/+yV/+zrf7DzY8f/azWatXGqUyUKpGMzXQG1xlc3P+nJk3p2hLhsMRk+FILuKuh2mZeJ580ou8IMfqrJqPF7RHScSjxwO040K+6b485MtPUrR93z+KvIMgoGpqlCa/qI/96KZpcjgcsCyLJMm6uKsc05bWzKQbqoahjhbORwFxlmXUTYPb/dKu1w+URcvZ2Zm0fpoiidB1A6kJaY9HozhN2O2iYwpTUYkc6NER07Yti5M5dMVrpjLI0hTHcbFth48P950I2aKqSlarNbQ1VS79LsPumSc72ZK8EvlWHMU8PGwwlMGz60uur69Aa6jKmiiKME35Rf4cwOxg23KEsyxJo9pHB968fsNsMePq6ux44HvsmLFtG9txiKOoq7LV0JWJ5brUVUm42wM6pmVKn7suu9cP7z8wGA6Zz6YUdQW6JtmWRcFmtSKKIm5vbxkMBqRJCrpGXleyN88KmrrzqZc5SZJQpAV13bCJNtRVjdIN9vGB88WSk/kCx7YoypzTszNAVgDb3QbLtvAcl9lkKs0CKAYjn9vra1AOlpL/sdGgSDNRMBSSKq+0BtBpNQ1dNxgMh5iGRdXUaC3HRPS2lZDgz8YC0cne3d2x3myYT6YMPZ8syzAtk0MmaU3D4ZDZbMrhEPNfr77m9uYZy+UZDw8PaBpMpzOSZM9qtaKqasbjMfPFKd+9fctXX32F49i43YqpyHOePbth9bAlyw6Ypjh1gtGU+LCnbSHLUjzPO0r6fN9H12G93uK5Pk0DSZJyiCM0pHBOV+LltywbyzTY7baSwWDblHmONxh0O9OKoT/kP//r33j58kvC3Y7DPuJ0viCMQppaGjBrGsIwItqHkj8xHFMWFbbtYTsOi9mM0UiCoV+9ekWSJFxeXqJpOtvthlZrjsflxy/0Q3zgL/76b3/n8PzBnu1FVtG2OmXbysFBE2lH3bRytVQaFycX4pSwbBxbrHGu7YLRHL/OdE07ZgrKDjTunEjW8dcsSRJ03WY4HLDfh5LiYpis1xtAroGP+6Jov2c6m7LbR/iGJ3u2teQiiq6wwXVt7u4+4Q9sXEOGhqGMY1iH5yn2+z1hGLJYLI5Zm4YhCdee5/LNt+8kqFkTayCtTpZJWtNjWrZlWUdfPdCVwKUsl8vOGWNI0GtTYhgaWVZidiJ6gDSLGQycY89Mmqa4rsNqtaIxLWbzOUqp415XGSbbT3copVgs52h61Q3LLVl2Qtu2krbTlNL30mpcXFzy9devjm6i3W6L0jW5hEeSRH51dYXvi8Tqt51hd3fvOTs7YzAaUJYV0DLwfYosp6UkCGxsx5UmTaPGMBw0DebTn7Ddbgl3O07OT2XfWNVE+4jJaMxiNsd2LM7Pl6xXazSlaDsXTNPQ7WUN8kKaKIuioGmlWnk4lL+XNJMyvTjZY5kGnu9JXF5dU+QZJ97ZZxeP67OYzRgGAxwnoKahLGIcy6ApCpSlcDyXsqqZTMc0VdNVUaQ4XV6BbYkMzqh10lxWK6b5uHoqurK0Fl1XvH37lul0ys3VM7I0JS8LHjZrbn/0nIvrKz58+MD79+9J8xRLWVw/u+rWVBvSLCMvMu7v79nvD1xeXlIWGR8+3IOmWC6X6LrOYrHgzdt3DIMhVV7x63//d0ylc7FccnH5DF0ZhNFWgj2KgiAIuLu74+7ujp///OeEYUgYhuKWc1JefvElu92BrNNDNw0kh5AgGOIMB9zf38uHSlNh2grHtQl3OwzD5HRxwmq1wnVcHu4+8s2bb1ht14ynM4LxFM9zsB2Hqig4v7pmWmQM/YFUm9ctw+FIZHGpqBHu7+8JggBAAkH8AScnJyRpyjCQDynTstjutgSj76t/+yEdRo5J05QorabVIC9aUXYYGqbScScBs2DWPQV1HFdkPcrWSFPZhQw9H5Te6STF5uV1l7uqkvKnuqrxHIfRYEgU7dG6TEbH8RiNJFxBMgml+E1DviK1umG/C2mb+igg16nRaEnjPW4XVCJxX40ks+wP3Dy/oSwrTMsmDCOqukXpiqYsj3IrXdN4dnlJGIVy3GhbbNPCsSwOWUGW5LiOI18TnS30MdDEHwYyXOuSBhH+N1WNMiRJKs9zKiXDSZkKvRUbXJZlnQ7PZLlcylK/bThEMbYle+AsTfEsl6JIKbMMx3LRXZ26bjkcIrxOa6vpluQBKJOqarEsl7KsO6tdJUPcdNhsdyxOFmzCHf7gVPZZbXvUUI5GLyXsWtfRjZoWyMpSUuxbDcf1JM4P6fdO4gJDaeSZ1Dm0WgONPO0/bdbkXTK53v3zy0vBII4TvIHUCld1Q60AamhKhp7DYD7D8wc8ZhvWbU2eJdJRj7QeZJlU5urIEB6NxmLMcBwsyySOE1F8pAmT5Qmvfv2aIJBKh4E7whlNcdoaVeU0ShoIRqMxWVmgDJMyL8jrHB2wDAulGWw2ayzbwlASAycOMINnV9fyHNZF5zwMxmimSRiGrFYPNDVYts94MsexLKIwwjAV3353xxcvv6BuSr5+9RVFA7WuuLi5gaaRamtlMp1NieI9lmOgK8XJ+YS8iqHW2OxCivoN52cXGIbG+dkZSXwATT/mGbx+/RrP8xgOA87PJ9zf3/Pp/iOz6ZSqClCGwX4fMZ5O2K7XfPr0gGUZ2K7BIdwRrdfopkFZteyiPbe3JZ7jMJufUpU5v/jln/HN23cMgzFtC4vFnMFgSFVWGEpjtfrIPoqoKzHQHKqKq2fXPKxqsaU6ztGYkBcpk+mIqikp64KqlraAN2/e4DiW5Jx+D+pXv+OKrB8AAAYXSURBVPrV/+qQ/D7+8Z/+4Vea3mLYCl2BDKCMoTfij//g57y8uGU0CXBc+5jhZ5oGeZpSVjLQ6qpkHx9E+2maDAaD47NQ/jB3/eGOw2a3Izrs8TwfTVPHQfK5TtXo3BIuH+/uoBW3xmw2w3EcObAA4X4Pms5kMsbzB50etJBntzLxPIdPn+7/x4XR832qLpy1bluSOEPTTJQyCcMIanmm2Y6JMuXZOp1OcX2RcTxuVjRNoyg/p+JLbasEJT9qF13XoSjyo+C6quqjhbNpmmP81uOV1DTEpeL7PnWXY6lprfSpo1GWFdF+z/n5OaenJ2i67H+rqkYZiixPCXf77hnfMplMABleplK4roc/9LEN41it+6gsMDvbariPRJLTyLHHdhxsy6Gq5KvcUApx7GhyaVWKJE1ZnC3ZbXdYj/8spqJuKvl7+60G0TzP8X2fh/t7WYlYFjfX18f+o4uLcx7XHnVVUdY5RZVQ5XmndqgwDZPT+YLZbM7N9Q3z+ZzxeEzT1IwnEm7tOR55FhNuN3z77XdUJVxc3uCP52iaQV1KMEq039HS4rguRSG2XPkRBtfzKOoKZVhMpzPidE/ZPdlHo6DTUWZAw7vvvmEf71GmQRLHWJbF6ekp8/kCDYPJdMrrb36D6TqcXVxwfXOLpuuE+y1Xl1cs5qe4rsPbt9/y6f6e/SGkairWuy2HeE+Rlzy//YMus0G0wHLk2gNwiGM+vP+AYciPx+PuMklSBoMhm82Gpmk4OTlht9vy7v033XHJOEqUPn76xMNmzXA0xvbGWH5AMF1wefUcy/Q5RAmfPm64urrl9PQUy7aZjOeMR5NureCQZSmT8YimLlmtHqiaFtfzyfIcw7TZbLasVitm84U49uqGH//hT6g1DdN2mMzmaEqhmyZpV3s9HAyIopCiKLh9+dO//10z7Afbef70l8tWGTqGAVpTkSYNtjXkT25/zB+9/AmL00uUVlE1NUXxOXuzqqVTXNKUGpQlhxjLsgiCUZeeDo7jSsnZdsshjplMJpLsomtomo5p6tRN2TVGtijdPF7hDocDw+Hw+NWXpimbzYbBWATWTV3R1FIxYdu2tC2Op2iaKXUeukaWZ13IQdV19XhdpqZBU7codGqgKHOaoubkZI5paiRFjm5aknmZyh4p3IRst1smkwkNn4uz4lhKrTzfw7alXVP0dPIF9TgwHy1pUuxVyHPxUW+nrK7So6QuZSdsmDpZnjIKxuIcyaTtMAhGtFQopaOhqOoCtIa3337AMh08z+16aFKifciXL7/EduVZqrcSKm3YFmVd0hYlhqaDJn1NtuPQtqB0Jbrbqqaq5JCVZgdxDRnSZf9wv6JpW5bn56zXK5JDfLz0TiYTplPxjdfHwr32GMjieR5pt9+eTifswi3rzQrTcKjKWsTjtkswnKDQWZ6fda4u0SaqroHA6L5sdU1WFEVREkd7DnnCbr1hcbLENm2C+QTL9anzHM+zqVodjZq668Aq8wK7U4YkWcpgNJKUpVasrYaS+hYa+RGIorD78zmgzGJc30c3HQ6RHF5syyHLCl6/ec3V85vO3NHZVFHMpxPuHz6KBrmq+Xh3z49ePCcIRmS5JGW1tJRFTjAIWJxekGcJRZlQ5ZJ/+XD/wHw+oyhb0vhAGidcXt9IlUYhx6YkSQhGciBzXQlgef36Na9efc3tzXNevPyCb759wz//678wGAwYjyecnZxx2B+4vrmmqWt2u5AoCnn55Y8ZjyY8PEiknqEMqrrCdA122xDbdjg9XVBmMftDTLSL8Xyfh82K9WaNrmn4nkcwHDKfzzsd9QHbH3RyKckJjsIdVSUzIE1TsixhtVrxV3/zd/+3DkY9PT09/5/5PZkhPT09PT3fRz88e3p6ep5APzx7enp6nkA/PHt6enqeQD88e3p6ep5APzx7enp6nkA/PHt6enqeQD88e3p6ep5APzx7enp6nkA/PHt6enqeQD88e3p6ep5APzx7enp6nkA/PHt6enqeQD88e3p6ep5APzx7enp6nkA/PHt6enqeQD88e3p6ep5APzx7enp6nkA/PHt6enqeQD88e3p6ep7AfwMxN3MTwR/1iAAAAABJRU5ErkJggg==" alt="" />
 

打开examples/net_surgery/conv.prototxt文件,修改两个地方

一是将input_shape由原来的是(1,1,100,100)修改为(1,3,100,100),即由单通道灰度图变为三通道彩色图。

二是将过滤器个数(num_output)由3修改为16,多增加一些filter, 当然保持原来的数不变也行。

其它地方不变,修改后的prototxt如下:只有一个卷积层

In [2]:
! cat examples/net_surgery/conv.prototxt
 
# Simple single-layer network to showcase editing model parameters.
name: "convolution"
input: "data"
input_shape {
dim: 1
dim: 3
dim: 100
dim: 100
}
layer {
name: "conv"
type: "Convolution"
bottom: "data"
top: "conv"
convolution_param {
num_output: 16
kernel_size: 5
stride: 1
weight_filler {
type: "gaussian"
std: 0.01
}
bias_filler {
type: "constant"
value: 0
}
}
}
 

将图片数据加载到blobs,但反过来,我们也可以反过来从blob中提取出原始数据,并进行显示。

显示的时候要注意各维的顺序,如blobs的顺序是(1,3,360,480),从前往后分别表示1张图片,3三个通道,

图片大小为360x480,需要调用transpose改变为(360,480,3)才能正常显示。

其中用data[0]表示第一张图片,下标从0开始,此例只有一张图片,因此只能是data[0].

分别用data[0,0],data[0,1]和data[0,2]表示该图片的三个通道。

In [3]:
net = caffe.Net('examples/net_surgery/conv.prototxt', caffe.TEST)
im_input=im[np.newaxis,:,:,:].transpose(0,3,1,2)
print "data-blobs:",im_input.shape
net.blobs['data'].reshape(*im_input.shape)
net.blobs['data'].data[...] = im_input
plt.imshow(net.blobs['data'].data[0].transpose(1,2,0))
plt.axis('off')
 
data-blobs: (1, 3, 360, 480)
Out[3]:
(-0.5, 479.5, 359.5, -0.5)
 
aaarticlea/png;base64,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" alt="" />
 

编写一个show_data函数来显示数据

In [4]:
plt.rcParams['image.cmap'] = 'gray'

def show_data(data,head,padsize=1, padval=0):
data -= data.min()
data /= data.max() # force the number of filters to be square
n = int(np.ceil(np.sqrt(data.shape[0])))
padding = ((0, n ** 2 - data.shape[0]), (0, padsize), (0, padsize)) + ((0, 0),) * (data.ndim - 3)
data = np.pad(data, padding, mode='constant', constant_values=(padval, padval)) # tile the filters into an image
data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))
data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])
plt.figure()
plt.title(head)
plt.imshow(data)
plt.axis('off')
 

从blobs数据中将原始图片提取出来,并分别显示不同的通道图

In [5]:
print "data-blobs:",net.blobs['data'].data.shape
show_data(net.blobs['data'].data[0],'origin images')
 
data-blobs: (1, 3, 360, 480)
 
aaarticlea/png;base64,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" alt="" />
 

调用forward()执行卷积操作,blobs数据发生改变。由原来的(1,3,360,480)变为(1,16,356,476)。

并初始化生成了相应的权值,权值数据为(16,3,5,5)。

最后调用两次show_data来分别显示权值和卷积过滤后的16通道图片。

In [6]:
net.forward()
print "data-blobs:",net.blobs['data'].data.shape
print "conv-blobs:",net.blobs['conv'].data.shape
print "weight-blobs:",net.params['conv'][0span>].data.shape
show_data(net.params['conv'][0].data[:,0],'conv weights(filter)')
show_data(net.blobs['conv'].data[0],'post-conv images')
 
data-blobs: (1, 3, 360, 480)
conv-blobs: (1, 16, 356, 476)
weight-blobs: (16, 3, 5, 5)
 
aaarticlea/png;base64,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" alt="" />
 
aaarticlea/png;base64,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" alt="" />

caffe(14) python可视化的更多相关文章

  1. caffe的python接口学习(1):生成配置文件

    caffe是C++语言写的,可能很多人不太熟悉,因此想用更简单的脚本语言来实现.caffe提供matlab接口和python接口,这两种语言就非常简单,而且非常容易进行可视化,使得学习更加快速,理解更 ...

  2. caffe中python接口的使用

    下面是基于我自己的接口,我是用来分类一维数据的,可能不具通用性: (前提,你已经编译了caffe的python的接口) 添加 caffe塻块的搜索路径,当我们import caffe时,可以找到. 对 ...

  3. 高效使用 Python 可视化工具 Matplotlib

    Matplotlib是Python中最常用的可视化工具之一,可以非常方便地创建海量类型的2D图表和一些基本的3D图表.本文主要介绍了在学习Matplotlib时面临的一些挑战,为什么要使用Matplo ...

  4. Python 可视化工具 Matplotlib

    英文出处:Chris Moffitt. Matplotlib是Python中最常用的可视化工具之一,可以非常方便地创建海量类型的2D图表和一些基本的3D图表.本文主要介绍了在学习Matplotlib时 ...

  5. Python可视化库

    转自小小蒲公英原文用Python可视化库 现如今大数据已人尽皆知,但在这个信息大爆炸的时代里,空有海量数据是无实际使用价值,更不要说帮助管理者进行业务决策.那么数据有什么价值呢?用什么样的手段才能把数 ...

  6. Ubuntu系统---安装Caffe (+OpenCV+Python+CPU-only)

    安装配置Ubuntu14.04+Caffe (+OpenCV+Python+CPU-only) 记录 [作者:Wu Ping.时间:20180428.] 本人已经安装很多次的Caffe了:从开始的初探 ...

  7. 机器学习caffe环境搭建——redhat7.1和caffe的python接口编译

    相信看这篇文章的都知道caffe是干嘛的了,无非就是深度学习.神经网络.计算机视觉.人工智能这些,这个我就不多介绍了,下面说说我的安装过程即遇到的问题,当然还有解决方法. 说下我的环境:1>虚拟 ...

  8. Caffe CNN特征可视化

    转载请注明出处,楼燚(yì)航的blog,http://www.cnblogs.com/louyihang-loves-baiyan/ 以下部分代码是根据caffe的python接口,从一次forwo ...

  9. win7 64 旗舰版虚拟GPU-VMware下+vs2013安装caffe+matlab+python

    转发请说明来处 Win7配置caffe(无GPU) 配置环境: 必须:win7 64 + vs2013 Win7 64位旗舰版要升级到service spack(因为是在vs2013下,想安装vs20 ...

随机推荐

  1. [jzoj 4722] [NOIP2016提高A组模拟8.21] 跳楼机 解题报告 (spfa+同余)

    题目链接: http://172.16.0.132/senior/#main/show/4722 题目: DJL为了避免成为一只咸鱼,来找srwudi学习压代码的技巧.Srwudi的家是一幢h层的摩天 ...

  2. Mysql实战45讲 04讲深入浅出索引(上)读书笔记 极客时间

    极客时间 Mysql实战45讲 04讲深入浅出索引 极客时间(上)读书笔记  笔记体悟 1.索引的作用:提高数据查询效率2.常见索引模型:哈希表.有序数组.搜索树3.哈希表:键 - 值(key - v ...

  3. AngularJS1 学习笔记1

    什么是 AngularJS? AngularJS 使得开发现代的单一页面应用程序(SPAs:Single Page Applications)变得更加容易. AngularJS 把应用程序数据绑定到 ...

  4. BZOJ 2301 莫比乌斯函数+分块

    思路: 同BZOJ1101 就是加个容斥 - http://blog.csdn.net/qq_31785871/article/details/54340241 //By SiriusRen #inc ...

  5. VC6之MAP文件生成及格式

    文件生成方式: 在 VC 中,我们可以按下 Alt+F7 ,打开“Project Settings”选项页,选择 C/C++ 选项卡,并在最下面的 Project Options 里面输入:/Zd , ...

  6. 报表工具Report Builder 3.0的安装

    工作后第一次尝试独立安装一个软件啊 话不多说,总结一下过程 前言:已经Baidu了Report Builder 3.0的安装教程了,就到微软的官网上下载去了,下载完成双击程序安装告诉我,要想安装Rep ...

  7. windows连接投影仪后桌面画面和白板画面不一致

    windows连接投影仪后桌面画面和白板画面不一致: 一. windows 搜索: 投影仪 选择相应的效果:

  8. ActiveMQ学习笔记(9)----ActiveMQ静态网络连接

    1. 启动多个Broker 在win10下同一台服务器启动多个Broker, 步骤如下: 1. 复制安装目录下的conf文件夹命名为conf2 2. 修改activemq.xml中的brokerNam ...

  9. oracle查询优化之子查询条件优化

    环境:oracle 11g 现有a表与b表通过a01字段关联,要查询出a表的数据在b表没有数据的数据:sql如下 ) ) 因为flag是虚拟字段没有走不了索引导致这条sql执行起来特别慢 310W条数 ...

  10. 浅谈htmlentities 、htmlspecialchars、addslashes的使用方法

    html_entity_decode():把html实体转换为字符. $str = "just atest & 'learn to use '"; echo html_en ...