{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "base_folder = 'D:/REPOS/LeanVersions/LeanSTP/Tests/TestData/'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The tests passes the with this data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "spy = pd.read_csv(base_folder + 'spy_ohlcv.txt', index_col=0, parse_dates=True)\n", "# Estimate the MACD\n", "spy['MACD'] = (spy.Close.ewm(span=12,adjust=False).mean() -\n", " spy.Close.ewm(span=26,adjust=False).mean())\n", "\n", "spy['Signal'] = spy.MACD.ewm(span=9,adjust=False).mean()\n", "spy['Histogram'] = spy.MACD - spy.Signal" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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alMaheqf5B2scLPs4lG+AhoMjXK1I9PL4/OyqaqUkNznseYuKM0iIt7LhUAM+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\nbI6IjfX9Lgm8KTN/1sC7z/zKYp5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spy.get(['MACD', 'Signal']).plot(grid= True, figsize=(18, 10))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fC8lsQZfHIjIaQwciIiIiIqI6XJxL6NJaoQn73EjkWOlA1sDQgYiIiIiIqEZKUWB0Pqlr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ukCmb5Wut5faD+YW6491+HCzDJ29nk1J+JeTwg4beDygpwtUwoTocp1mQTVSAc+L2B8IYlcXiz5\neSSEspy9oregdFCTdMhweVPZK4iytRwRXLwRtavfDwu1ogAyE1qpvQIADgxLKp7j4yF86bkbmgTw\nhgvkd71z/oDTilxe1GRMz+Wl52O1sddVwl4hkw5tpYMitM5dYyIMF+RzJA8hKt9s5p2glcJQ0AlR\nBOYLadxJlsf1xWTVEEkAst85WUnpkF6R0jUDAhrsmpbCs1cW8Xv/cqHh9wklzL0oKIW7RoIAgNMT\n62uJjECS5eGwWnRbCDisNDZ1uXG5QsK3EsxGMxgMOnW1AJgRAZcNggjEs+qRhfFsDn6nvmQOsbMR\ne5tch1uFdOh025DLixVbhOpFyORKKqfVgkxO/b8bWJl0riUj+wpKh/k6GiyuzMexa8C81opmBLlP\nK20WzMYysBfCCyvB57DCa2cwVyazYyKcBlvYoCk13hDSYbiMvcLvtMLGWLCokp0glxfAC6Kp7BVk\nvhdOliEdCpkOgCRl39rjxYUZ84VJtprSYXO3B147g09+/wo++f0reOLcnOqfQb7zeiszyQaKFg0W\nSu0VrhL2ilxhQ6MdJKkM7bOkAfr8DlioFaUDqWzTe6LaKIYCRLGRhiCI+G/fPosUy+Mn9g1U/V2Z\nEaww2Y2kOAQN3omtBQGXDdmcoGkNGwA8c2UR3zgx1VBTRi4vIMHyTdEMUowenwMjnS6cMgnpkMjy\nuoVIEuzs9zVMOsSzOQSczfXdawEyvqhZmxnP5ODTeSx32mgMBpwy6UDCLKu1qpBJvhYWC7MrHVxa\nKh0K77tWuk7sFbXWZoqiiOVMzpShnM0MslCplJEzH2fR63MoImgHAs51llOCq/MJ+b9LBQHPRDNw\nWC3oKrPooigK3R67akoHco2aKXOF7HKX2rzJCyJimdUbUXuG/Lgwu6yJUqsRtFqmg8VCYe+wXybN\n/u38bdU/g9yDjbRXANCkQY6ouau3V5SwVxT+s006KEP7LGkAK21Bv38lhHE5k4PPwTQdM0oCj2Zi\nGXz+met46rUF/N7bduLuQvJ8JdgYC2y0ZdXNWQw+LyCezTXVophMYLS2WBC/8OX5+heeJHsi6G4e\nUofgzpEgTk9ETTHRSGRz6xLqtcbOfh/mlrMNBWpmc+00ZWCljlcthRKfF5Di8rplfBRjY5cbN0Mr\n9golYZbEH6026ZDN5ZHI8qa2b2kZJEkWdO41zUBuOwOfg5HznJSC5QUI4vpgyjYawx0DUuDlSzfC\nZV+zsJxFX6GVoxoGAo6y9oorRc/rkkqHaBpDQVfFe7bXZ6/YjlELyOaImdqryHhcajyS/PpAR9FG\n1N4hP0JJrmYST2vkBaHp5vPV8MC2bvT67Hjf4WG8cD2k+jODvF+9Sgd/YRNFizB3rqB0sFUhDpyF\neylTyl5hInLPzGjPSjXCYFFtZizdXIGJBH1+BygK+ObJKXzm6Wt494FBfOjIRsW/77LTZSsz41ke\nogjDPee1gOwcax0mSfzCVxrY7SYL1ma87g6NdiCc4jAZTld/scZIsrzuC8yd/VKQ3OXbiSqvLI9s\nLm+qHS6jIEsyVSIdiE3Bp7P6BSiQDktJiKKIpYSyZhq1SRcCUpdZbtfWDHDZtK/MLCVd7/c7a14k\nlSMx2mgMI51u7B70Vdy5XUhk0etXSjo4S5IOs7EMTk9EQfiEUhsT05EMhqtUGPd4HVhQqTJzRY1j\nnmm+rHQosaAlY9QqpUOh9eiCyXId+Hxr2SsA4CNHN+OF33kj3n/PCHhBxN8dv6Xq+4eSHCgKdW80\nypt+Gsy/FdsrCnOqdNteUTfaZ0kjDAVXlA6xTK6pFtcENsaCPp8Dr07FsG/Ijz99956aPOJuG1O2\nMjMpVxE2z3lRewFTDuScXZmvf9FJ5OTNZF8h2NYrpYhX6jvXC4ksD4/OpMOufml3rhGLBcsLbdIB\nxZNcdSYq8UyBdDDAKrexy41EVqrdW1QYEtsh2ytUrg1VGGRpJKq1V4STLH7qiy9iqg5ykygoSpIO\nAUfNmQ6EnDeT/75V8LY9/Tg7HZM3gYohiiLml7PoVXgdDwSciKZzqxQ0F2eXMfYXz+Klm2G5GpiM\nE8WYiabLNlcQ9PjsqmU6kGN0Ws1DZPmdVlAUECmxcCQ74cWL0p39PtAWynQNFnlBBFNFit+MYGgL\ndvX78Oi+AXzh2ev44rEbqr13OMki6LLVTdYoyWepFzleYZCkvQTp0LZX1IT2WdIIQ0GX3PwQS+ea\ncscZkCa6XR47/ubn76x5EeO20/Ku/VokWGngqOZJNhPIoKdFkE0xyIB2uSHSYf0DvFlAJmZTERMo\nHbK87tdot9eOTretIdIhm8vD0X4IyuOuWjv9RDZtiL2ieyVMcjGeVaR0qLSz2AhChVCwLhNnOjit\nTEV7xdnpGF6ZjOJkHfkxqTJBkoCU61CrvSLNmU8K3yp4+55+AMCTF+fX/Sye4cHyghwAWg0DAel1\nxe0kf/HUVbjtDL72S4fxmfful953jb1iOZNDPMuXba4g6PU5EM/yquRGkRBVMxFZtIVCwGktOR6R\noM3BonPksNLY1us1XYMFL4igW6i9ohgUReEv37sf923pxDdOTqr2vpFUY211WgZJKrVX2GgLaAvV\nbq9oAK1515gApPnh9nJGslc0WYgkwf95zz488Rv3yVVgtcBVQemQKpARzUQ6aCnvKgbZ9bo2n0C+\nzqq/FXtF81133R47HFaLPAkxEpK9Qt9zSFGUFCbZQKZH214hgWTpqE06GGGv2NwlKYCu3I4jnuXR\no8CH7rEzsNKUXFemFlbsFSYmHWwWpDm+bDYMITXLefQrIcPlQVGld7f6fE6EkhxYXvnCUbZrtDMd\nVMdIpxsbu9x4sUSuw3xBVdCrNNPBv7o288TNMJ67toRffWAzHtjWLS+Y1wZJXl9MAijfXEFAlEOL\nKlgsyoWdGo2g24ZIifH4VigF2kKtO0d7B/24MBMzRcYTQb7FgiTXgrZQeGBbN6YjGXmsbxSNVk07\nrTRstEUTe/OKvaLyd0pRFFxWuqS9wtHO0FKE9lnSCCu1mZmmtVcAkj+1HsIBkCa85TIdkkTpYMCO\nYb0gu6ZaBNkUI83lwVgoZHL5unf7iZy6GZUOFCVNPMygdIhnc4YQYzv7vbi2kASfL98vXwnZnNB+\nCEK6lro8NtkO0ChW7BX6XxODQSesNIXHC3VmmxVUF1MUhaDLprrSgZzPekPB9IDLxkAQISeyr8V0\nRFo41kM6pNg83DampN2wv7AbXsvCMdPOdNAUb9jciZO3IuvG04UaSQeiNnptLg5RFPGpH1xFj9eO\nD7xhFIC02+mwWmS1wr+fv40P/f0pvOdLL4GigK293orvT45jQYUwyRV7hblIh44y49GtUApDQee6\n3eY9Q35E0znZrmwG8C0YJLkW+4el+vKzU+pUloZTbEMkNUVR8Dmt2tgriNJBQTW6a42Cu610qA3t\nWalGIDK6qUgay5lc0yodGkElT21SVjo0z43qttGw0pSq9XulkGJ5eeJab4JwLM3BxlhMJa2sBcMd\nLkwbPMkQRdGQIEkA2DXgA8cLcltBLRBFEVm+rXQg6PWpF85mpNKBtlAY6XTjVCGw7h4FLUKAZLEo\ntbPYCEJJFn6n1dQTLbLYKidVJ6RmuQrESsjk+LI7yKQ2sxYyo53poC3u3dyJJMuvCyQkSgel7RU9\nXge293rx/PgSjl1bwqmJKH7joa2rrgWfw4rFeBaP/OWP8evfeBUX55bx4fs34qn/ehRbejwV31+e\nN6oQokxCVE2pdCgxr5kIpzDauZ5I3TtkvjDJVlc6AFKIJ22hcHZaLdKhMXsFICl3lzXY9FMaJAkU\nqphzJTId2ps8itA+Sxqh3+8AbaFw+XYcogj4m3DHuVG47dWDJD325iFjKIqC32nTvL0ixfGyQoEr\ns0tXDdE0h6DLWlPwp5mwocOF6UjaUEllmstDFI3x7+9sIEySywsQRXP1sxsJiXRQJ5wtkTWuvQKQ\nMnYAqQpQaU5QwGVVPfx2SWGQpZEgC/hyxDcJFqxf6VCZdJiv4ZpLVwimbKNxEILu26dncPJWBEJB\nEk1CG3t8yq/lo9u6cOpWFH/+/SvY0OHCe+8aXvVzn9OKM9MxTIbT+N237sCLH3sIv/vWndhWReUA\nACMdLlhpCtcW689zIqgUdmokOly2dXY3URQxEUrL41sxtvd5wVgoXJqr326oNqRMh+acWymF00Zj\nR59XFdKBz0vZdo0q4wJOqybzbzLPVkI6OK30msrMdntFLWifJY3A0Bb0+x3yDduMLQKNwm2n5eyG\ntSA7O+4mUjoA2jGtBHlBRDYnyAsKrk55fTSda0prBcFQ0Ikky2tO8FRCwkBibHO3Bzbagkt1kA7Z\ngt6v/RCU0Ouzq0Y6EK+2UbawTYVJ+X2buxT/jp2h6yYvyyGUZE1dlwms7PCWIh1EUZQzY+Zi2ZrJ\nzTTHlw197CvYEWupzawUTNlG4+jy2LGr34d/PjmF93zpJbz5L3+MfzoxiYlwGgGXtSaC9ui2bnB5\nAVfmE/itN21dZwfwORi57vn+rd01LU4Z2oJNXR5cX0gq/p1ykIksE7VXAJL9aCnBrlI7LCVZJFke\no53rMy/sDI2Ay6q6WqsRvB6UDgCwfziAc9MxmaSrF+S7ayTTAZDC3LWwV3B56e+zMdW/07Xrmra9\noja0Z6UaYkefFxcLkrBmzXRoBG5b+UyHBCEdmszDGnBa67Y8KAFJxSUkVb2LhViaa+prboMJGixI\n7ogRSgcrbcGWHk9duztsQe/XVjpI6PM5EE3nVEmETxTaTIza5dpU8JS/YbMyawUgJXKXyzWoF5LS\nQZkk3SgQUmBtg8X3zs7i889cR4rLYyjoRCaXr3kim+byZXeQPXYGXgeD2zUoKMy6K91K+NsP3oVv\n/PLd+PR79sFhteD3/+UivvPKjGJrBcGh0Q44rBZs6/XgnfsG1/28uE53tKtycGQpbO31qKN0IM8B\nm7mm+Q/t6IUgAk9fXpD/bSIkPedHSygdgMr5YEaAz7due0Ux9g8HkGB53FhqjAQLF9qOOhsMHva7\ntFE65GpROqyxVyRz7SDJWtA+Sxpi14AfhCD0O829K6QFXDYGLC+UDMNLsTzcNhqWJmOLR7vcGF9I\naib7J7sTjdsrmlvpsKGw4zFdoltdL8SJ0sGgXe2d/T5cvl375JMoHdqkgwTS8lAqTPLlm2E8/Onn\n8P4vn1Dko45nc/AZGH771j39+L237cCRLcqVDjbaIntW1UIoyZlf6WAlSofVi5WvvTiBT//wGgDg\n7o0SeVNrrkOKy8NVQZUg1WZKSodnrixUTYAnO2ftykztMBhw4t7NXXj3wSE88dEj+PavvAHv2NuP\ndx9cTxxUgsNK44vvvxN/9XMHS5KPpFq7z+eo6/vc2uPFTDSz7rqtFRkuD9pCKQrH0xO7B30YDDjx\nVFGF6UQhu6iUvQKQnsHEkmsGvF6UDgc2SGGSZxq0WJCNuoYzHZw2bYMkFahD3TYa6SIC7OxiHrsH\nfbq3nDUrzDUatRjuGPDJ/93Mu871glgnUiXkrcks31TNFQR7Bv0Ip7ia/Lq1gLD55Hrh8vXtzkpK\nB3MvCiphQ4cLNsaCl0rUnOkFMsnxGiR53tnvRSjJ1ty8kOWJ0qE9vAMrIXGl7tmvvzyJyXAKx6+H\n8PKt6tdaPJMzdHLhc1jxkaObwdSwkLAxFuTy6pGkGS6PJMubui4TKLJXrFG4LBURAPds6gAgWSxq\nQYbj4apA6vX7nZiPZ5HmeHzoa6fxrVPTFd8vzfFwWC0t7xM3CyiKwuGNHfjCzx3ER45urvn3H9ze\nU7aJguS9lFtAV8O2Xg9EEbi5VHuIcDHSXB5OK226XCeKovDIHX14/noIycJ851Y4BcZCYTBQuinN\nbWNkdawZwAsC6Cr1iq2ATV1ueB1Mw7kOKxXLjdsrkiyvOoleS5CksyggfzKcws1lAY/uHVD1eFoZ\n7VmphtjVv0I6NPOuc70g/tRSjH2S45vSv7p7sJCkPKNNkrIaSgdRFAtKh+Ylulw2Bu/aP4DHXp1V\nPQRPKQgBZBQ5tqvOMEliI3C0PYYAimro1pAO2Vwez15ZxJt39QGAop20RPb/Z+8+gyTN7zrBfx+T\nz3PCnHkAACAASURBVJM+q7qqy7bv8dMz0miMNDNo1EIIGYyQFhY4FlhxrGCJhdjYF7ALB7sbsAcX\nd0HcEQdHECx29xZuYwFhhDRImh55ofGmZ7pnprunXVV1+Uqfj7sXj0nvn6zKJ5/vJ0Kh7qzsrJzM\nfPL5P7//z+gHMi5zGBFJ8LWng7uADEojyVJN0NuyLNzaKyMaERGNiF6mQ7/NJPNlA/EO/YgWM1Hc\n3ClhI1uBZVX7w7R9vA49IihY3O+HdqUC3dw+b0+4uLg2XIlFUTPGbnKF68NnFlDRTZy7cAuAnelw\nbCbeNpiaYqbDgRBFAe88OoXnhxybWc10GO6c4W7G7fmc7eD2dOhteoXklS79jTO++rvfwaBDrxh0\nGKEj0zEv1e4gU3IPirvoa9VMMlfSD2wHeRj3LKYhCvB6dfitKdNhgIuFvZIOw7QCH+j65OMnUdQM\n/Ld/7LxLOCpuhs5B9R1xJ1i8fGMXn31lFX/69Ss99RNheUU9L9OhobHfly6uI18x8P0PHQHQ/cIQ\ncMsrghXMi/hcXuFmChwe80yHVtMrsmUdZd3Ez33gdjz5r9+HI9MxqLLYd++Yota+pwNgB7o2cmUv\nu6ZbP5FOPSIoWKqZDv33cwCA4zMJSKIwdKZDsaJ7JUbj5sHj05hNKvisU2JxeSOPky3GZbqSHSah\nHYQwTK9wvfPoFC6s7g1V7rOZq0AU7J5ow3DXxTs+Bx288ooegg61ver+5sUV3DEtts3QoWYMOoyQ\nIAi4ZzGNVFTuKx12UiSdoEKrBkD5cjAzHWKKhNvmknhlROObGjMdBmkA52YGBL2k5+7FNB47PYM/\n+foV39PpeuGeZA9qt2g6oWAhHcVvfeEN/PR/eRa//OlX8d+f6R6A8TIdWF4BwN55VGURtxrKVP7+\nlVVkYhF8222ziCsSsqXuC5m9knYgjUWHocjiwFNwWnHLfcY906FVeYX73JcyMRybiUMUBbzjyBSe\nubLV12PbPYnafw7c7JoLq/Z5orGZZaNC2QhcU2VqzW0keXI2OdC/j0gi4oo09EV2t8DYQZJEAR+8\nZx5PvX4LJc3Alc18x8wQ9nQ4OA8cm4JpDZfdu5mv4FBCGbqHm3ts+d1Msjoys/vziykSyrqJ11b2\ncGEti0cW+L3dD65KR+z7HzyCj70znKk3brpoq5Nnrqx7QYmgObOcwcujynRwXiu34c4gFwvuju5c\nn125x9H//G0nsbJb8nZE9lPhgDMdALuvQ1k38SPvPoZoROzakA6oDTqM54JzvwmCgIVMtC7Toawb\n+Pxra/jgPfOISCKSqtxTpoNdXhGsYJ4iiSMprxj3ng7V6RXV97VVwOQ9p2fw8o1d7PUQdALsC46y\nbnYsh5hzHt8dedvYV6JRvqJ3LNeg4Dg5m4AiibinpqdXv1R5+GO2UBnf8goA+NC9C8hXDPyP566j\npJkdgw4Jdbx6OmghmV4BAO84MgUAQ/V12MyVMTNkaQVQzZTwu7xCM0wIAnrKXnEDeX/+rWuQRIFB\nhz6F46g5QP/kwSP4te+776CfxoFwG0kWWpVXBDjocPpwEuvZsi8j+Bq5r5VbljPIwuOS0wn61IA1\npePk/XfO4cRMHH/w1cv7/rsLZR2CcLAZA999/xLef+dh/PJ334OZhIrNXsordLe8gl/vrvlUtK6R\n5Nfe3ES2pOOj99n9HFJRGdly54WMZVnYK7K8wr1wnwnM9IrmTIfaoMOjp2ZgWsA/Xuot28HNgOq0\nizyXdoION3vMdKgw02FSvOfUDF749x8cKuVakYYfc1t0GkmOq8dOzyKlyvi9L10CgI7lFSlVRkU3\nfQ2eDsMwzdBkOswkVRw7FB+qr8NWvuLL+cJtjr5T9LfPV8UwEZHEnpquusHmv3z+Bh47PYO0Go7P\ngV+4KqWRccsn2mY6BCxN2ZVoUSvsF/e1SkVlRCRhoIXH5Y08FFnE0gTUmYmigE8+fhLPX93Bc1e3\n9/V35ysG4gfc/fufPHgEf/jJRxCNSDiUUHrs6WB/LlU2kvTMpupfu79/ZQUpVcbjzujJVDTSQ7M/\nA6aFQJZXmJa9Q++HjVwZ0/FIT023DpIkClBkse6C3ws61GRpPHBsyp6Uc6m3STnu936nzASvvMJp\nBtgtQJ0v62O9K039GbYpqOJDpsM4l1cA9n/jB+6ew9vOqOITHXpgdCrVPQhh6ukA2H0dhsp0cMor\nhpUZYXlFr6Nl3WNqt6jhe9hAsm/jvWqgQHN3bhobSVqWFdieDkC1Vrg4ikwHd0GryAOnRV9az+Gk\n04xqEnz/g0eQisr4g6/sb7ZDoWIgPkaf0V6DDmWWVzSZjivYdl47zTDx5Pk1fODuOS8wk4p2L69w\nZ3OP02eiF25wwK9dwvVseexLK1y1ncYBuwlmRBK8xStgHycPHZ/ueTxv9Tu6/fE1k1AgCNWmrt2a\nsBU1wwtmE6myNHzQoWKM/Tngw2fsTDNFFrGUab9J4q4Vc2MSdAhTTwfADsyu7pWamjH3aiPnzznD\nbci/63N5RamPSS/u974iifjQvQu+Po8wYNCBRsbdCWpccJV1E5phBba8ItaiVtgvubKOiGTv0A26\n23FpPY9Th4NfWuFKqDJ+6OGj+PtXVvEv/uSZvkdIDqpQ0cdqp2gmoWAz18/0Cn69u6bjCnaKGkzT\nwjcvbWGnoOHDZxa9n9tBh84LGfd1HeeU5Vbc5lh+NZPcyFXGvomkKx6RmsorZpNqU0OzR0/N4PzK\nnheY6sTdbe20my1LYt0iu6h1fu3tEZzBPB+S//xo/jrumQ4A8MQdhxGNiDh+KN6xyaCbXdZL3539\noJsWpB6aDk6Kdx51+zr0n21a0U1kS7ovmQ6yJCIVlX3PdMiXez9W3O/9s3cergteU2+4KqWRcTMd\nGqPT7qItqEGHeItaYb8UytV57YMEHTTDxNWtAk5OQD+HWj/1vtP48JkFfPH1W/ir52/sy++0x9iN\nz2e03/KKcd/l2k/TCQWGaSFb0vGZV1YQVyScvfOw9/OU2r28oqQHcyqIKtvP16++Dn7tWu2HmCI1\nlVe0Cpg8enoGAPDNy92zHdzMiW6L1Lma39N9ZKbOTAfy+FFeMW7nr1biioxPPXEan3jXkY73S6r2\nxR0zHQ7GPUtpyKIwUAN1d83iVw+gTCzie6ZDP8eK+9/xfQ8s+/ocwiJYqycKFEkUEI2ITRfn7okj\nqOUVrea/+yVfqabZDrLbcW2rAN20cOrwYOO6xtVsUsVv/0/vwomZOK5sDje/vFfjlukwnVBQ1Iyu\nTemKmgFJFMa+5n4/TTvjY9dzZTz56iref+dcXVCml/IKL5gTsF4Z4S6vkHFjp4hNZ+LGerZc18/B\ndf+RKcQiUk8lFr1kOgDVvg5A5/IK07ScSQPBPB+S//yYOBOE8goA+DcfvAP/8uzpjvdx+3+NQ08H\ny7JgmOGZXgHY5T6zSRVre92nZzXazDuNh33IdADsUfB+Bx2KWu9rvXuXMvjbn/02fOQMSysGEZ6j\nhg5EQpGbThS5gGc6REfa00H30mwHWXhcWncmV0xQeUWtEzMJr/HUqNnR7/FZtLknbfck3k5JMxGV\n+dVea9p57b5+aRMbuQo+eM983c9T0QiKmgG9Q5DPDfYEYSFfS/Ex0yFf1lGoGIEpr7hjPoUXru3g\n4f/0efzA734Nb2/mvckStRRZxMMnD+FrPQQd3M9BosuIy9pMh06BQjeDhpkO5FJkEWV98PWFbpio\nGOZYnb+GkXSOtXEYm+k25A1TpgNgN2PuZWR3I7ckdManQPVUTMFOwd/pFf2u9c4sZw60wXiQcWVK\nI5VQWwQdSsEOOrhfTt12nAeRL9dmOkh9T6+4tJEDMBnjMls57gQdLMufTvydFPqo89sPbk3k9e0i\n3u6Q7VHSx3s++0GYdkZtvXLdTg893ZAJ5O6kdUrfDeooUj8zHdxF5+yYj8t0/R8/cD/+9me/Df/q\n229HrmwgXzGa3nvXo6dm8MatnDfhoh139Gq3GuU5J9MhqcodA9Ruo2X2dCCXHXQY/Hh1P29B6z/T\njldeMQY9HXQn6DApjbp7dTipdv1ubMUtr/CjpwNgl1fs+F1eUR7v8bKThGc5Gqm4IiHfcHHujoUM\n6sjMeMR+3iPp6VBp6OnQ5+7kpfU8DiUUb57xpDk+E0dRM7CeLXuL+lHJV3SvL8k4cGsJ//2nX8XV\nrQK+8YsfaNnIqKQZHJfZ4JBzPLy6YgcdlqbqPzu1jcraHTtB7ZXhBR18yHRwgw5ByXQQBAFnljM4\ns5zBv/ngHdjKV9o2/3L7Onzj0mbHUWgX17KYjkdalmnUcjMdjkzH8PpqFpozC76RW3rBTAdyqUM2\nkvSCDhPymaoGhf292BxEWDMdDqdUnB+gibcXqE74c87IxCPY8zvooAV3ml7QBGvLhgInocpN9axu\nCcChgF4YRxX7sBlFecVesfrlp0oiKn2mWF5az09slgNgBx0A4O2t0ZdYFCvjlTFwyDlpX1jLoqgZ\n+PuXV1rer6yZgduNH7WphH2heWE1C1UWm3Zd3FFcex0mWAQ16FBtJDl8dpC70xWUng6NDiWUtjuU\nZ5bSSKoyvn6pc4nF66tZ3LmQ6ppe6wa2TszY38ftmkl6mQ5j9F1DB2vYRpJuFuak7N66zbtzZf/X\nXP1yMx3kkPVMmk2q2MhVYJr9nUc28xXIooB0zJ+L+qlYBDsFzdds13Fb602ycB01tO/s8orqicI0\nLfyXb7yNB45N4ZhzARk08RGNzCxpBt5az+H2eTv9d5CFx6WNyRqX2chdwF/ZGH0zyXxlvKLfjRfK\nf9FmikdJC0YDsf2UUmXIogDNsLA0FWu6YExFu6fvlgM6itTP8op1pz53LiCZDv2QJRHvPnmoYzNJ\ny7JwcTWLO+dTXR/vidsP4//8wXfi8dvsDIp25XjVXenx+a6hg6UOG3ToccJKUIiigKQqj0V5RZgz\nHQzT6ru0YStXwaGE4lsPhEwsAt20mjKoh5EvG15gi0YrWKsnCpyEItX1dDh38RaubBbwycdPHuCz\nGk5sRCMzX1/NQjct3L+cAdB/ecVeScNGrjxxkytqLU/HIInCyJtJGqaFkmaO1U5ROioj4swGf/TU\nDP7x8hautcj4KOkMOjQSBMFrJrmYaS7LcfvLdJpgUR2ZGazX1v3M+NFIcj1bhiD4V587bh49PYPL\nG3k8/J8+j999+q2mn1/fLiJfMXDnQrrrY8mSiO97YLkapG6T6VD2pqJwOUY2RRqup4O7Npmk3duk\nKuPiWhb/+SuXD/R56Kb9voStp4Ob3dZvX4fNfNm3JpKAPb0CgG8TLEzTQlEz2FNnn/AsRyMVV+S6\ni/M//OoVzKfVQI+bkUQBqiz63kjypes7AID7j04B6H96hTe5YoLLKyKSiOWp2MjLK9wLhG4d6veT\nIAiYjtvp4f/xY/cCAD79QnO2Q4nlFS25YzOXpmJNP/N6OnSoGQ769Aq/ejpMx5WJTS1+4o7DEAV7\nYf3itZ2mn19YzQIA7lzonungineZdlQMaNkOjQ7LK5olozK+8uYGfvVvz3vNCQ9CmDMdgEGCDhXf\nxmUCQCZmP5ZfEyzczYRJyQoad5O5cqCxkVQlr3HkG2tZfPmNDfzoe463bKgVJDFF8r2nw0vXdzGT\nULDk7MT2u/C4tO5Mrpjg8goAWMhEccvpID8qbh+ScUt5nk2qOLOUxh3zKTxy4hD+4vkbTbWNJc1A\nlI0km7gTLJZaZDq45RUdMx3c8oqA7Uj7Or0iW+7aQDHI7phP4cu/8O14z6lDWGvxHXNhLevcr/ds\nMnfEcrvMOO9zNUEXiDQcVZaGayRZcS+kxuv8NYzaTZ7GPmH7STfCOb3CzXTod2zmZq7iNcH2g9sI\neLfgT6ZDocKgw34K1uqJAideMzLzj752BYos4ocfOXbAz2p48Yjke3nFS9d3cP+R6vzffoMOlzfy\nkEQBxw5NdtAhPoKAT6OC04dk3DrK/+r3ncF/+vh9AICPv2sZl9bzeMkZA+liT4fWvKBDp0yHLuUV\nEUkI3C5/tZGkHz0dyphNTWZphWt5KoalTAxre82L6wurWSxPxbwgVS/c3eZS26CDm+kQrM8VjY4i\nizBMy9tV71fB6xMyOZ+pGztF78+jGFfeKy/TQQpX0GHQTIetfMXXcjy/yyvctd4kZQWNs8n5RqKx\nlFAkaIaF9WwZf/HcDXzsHUu+1ncdlJgi+Xriy5d1vHkrh/uOTHm39dvT4dJ6HkenY1469aSKK/4H\nfBq52TnjtlP04PFpnHF6fnz0vkUosoi/bGgoWdJMqLyAaeL1dGgRdFBlERFJ6JLpEMwMEjfTwY+g\nw05Bm9hxvLUOp+2Z9I1ZRBecyRX96FZe4ab3ctFLLq8kasDspJLX02G8zl/D+KWP3u3tto/6/N+J\nO71CEsN1jk1HZSiy2FemQ0kzkCvrvk47coMO/Ta0bKegOSOL2dNhX4TrqKF95x7If/jVyyhqRqAb\nSNaye1X4l+J3fmUPpgWviSTQfzOpt9ZzE91E0hWLyCPf6SgGIOUuE4vgO+6ew9+8eLPugrLMRpIt\nuT0dlqeayysEQUAqGkG248hME2oAX9fIkBcwtSq66WVOTLL5VBQVw8ROTQpvRTfx1nqu76BDt8bD\nbnlFED9bNBrKkCVR7tpkkjry/4snTuG3fvidAEYzrrxXYe3pIAgCDifVvjIdtp2+C9M+Bqrd8ood\nn8srJqnp6jib/NUDHSg3Jev3v3wZ7z55CPcsde/6HQSxiL8p/m7TsvuPVIMO/YzNMk0LVzbzE91E\n0mVnOoy2ptMdxzROjSRb+fgDR7CZr+BLF9e920qaGcgd+VE7fTiJdFTG8lTrUb3pqIy9jiMzjUCm\nwHsXMMbwc801w/Qeb5LNp+3A1Fq22tfh8kYeumn1NC6zlhsAbJvpwPIKauBmOpT1wdYY1fKKyToP\nVMeVH2SmQzinVwDAbErFel+ZDvZr5WeZTywiQZFE38srJilAN854lqOR+siZRfz8h+/E4lQUP/vt\ntx/00/GN3+UVL9/YxUI6irl0dRfWLa9oTPFt5eZuESXNxMkJbyIJ7E95RdFtJBkZ75S7991xGNPx\nCD79wk3vtlJAL45H7eMPLONr/+4DbRfimVik40KmGNBeGW6QQPMh00EzzMA3Ae7FfNoOltf2dXCb\nSA5aXlHqEHQQBIQimEO9qQYdBi+vEARMXFbSqMaV9yOsmQ6AnS3YT4aBm4GpSP6dNwVBQCYewW7R\nn+kV7gYWyyv2B19lGilJFPAzZ2/Dz5y97aCfiq/iioSbO/6d+F66vluX5QDYi1DLsmsII12aFl3e\ncMdlTn55RTQioaybMExrZLsN+XIwMh0UWcSZ5QyuOiNEdcOEblqBvDgeNVEUkOywsEh3CTqUNCOQ\ndfcR2T5G/BiZqRlWKIIOcykn06FmgsWF1T3IooDTfZawxbpOr7B7hbgNhInUIcfcFir2d9Wkfaa6\n9UfZD9WeDpP12vain+xboFoe1G392q9MrL/gRyfFCc0KGleTv3ogGoGYj7vtu0UNlzfyzUGHPmqx\nL63bQYfTIcl0AEa78KiOzBz/E1FCqU6IKenu+D1+tfcrE4tgr2PQwQzk6+pnpkPFML0gxiSbczId\nbtUFHbI4OZvou1GvW+rULjMuqJ8rGh11yD4sBc0Y635Eg/JKlQ5wZGY10yF8x6zS5yhXN9Mh4nPG\nzVSLoEOxYgxUcsGRmfsrfEcNkQ9iEaltumy/Xr1hjzy8v2ZyBdBv0CGHpCp7PTQmmRd0GGGKpXsi\nSgSg+3eiZixttT6cJ9B+dSuvKAW0QackChCE4TMdLMsKTU+HaERCJhbBrWx9eUW/pRWAnWETjYgd\nyyuCmEFDozPs9IpsSUe6j7GuQTEWmQ5GeDMdFElEuY/X3v38+n3OSEZl5Mr1gadf/vQr+K7f+nLf\n60J37RQf81LaSTH5qweiEfCzr8CL1+2gw33LbTIderhYuLSRx8nZxMSlU7YS24dmUm4jySBcDCRV\nyTsBe0EHNpLsm1te0a6HSkkzoQbwdRUEAYrU3/jdVgzTgmWFp/fAfFr1yityZR3Xtop9N5F0xSLt\nzxdB7RVCo+PWwA96zO4WNaRikxd0GKueDj6XDASBGunvPKI5ARq/S/IUSWwaAf3Weg7Xt4v4f869\n2ddjFTm9Yl+FY/VA5LOYIqOoGTDN4TvCv3xjB8cOxTGdqB8r1M/YrEvreZwKQWkFUN3tcOcrj0Kx\noiMWkSAGYDcjocrIVwxYllUzfo9f7f3KxCIwTMsLODUK6vQKwFmk6cN9V3kLyAlrTtfOXCrqNZJ8\nY8Amkq5O046COoqVRsdrJKkNFnTYK2pIRydv51YUBaiyyOkVB6TfMe5eeYXPAZqI3Bz8WNu1A8S/\n+6VLuLpZ6PmxCpqBiCT0XTZHg+GrTDQA98J30O7StV68tov7Gvo5AL13sLYsC6t7JRyZjg39XIKg\nW2M2P1xYy2ExE+1+xzGQUGUYpoWybrK8Ygju/O92fR2CvCNtL9KGO14q3gIyHMuG+XQUq85C9sLq\nkEGHDtOOynpwg1k0GtUsx8GO2b2ShvQEZjoA9trrIMsrwjy9Qo30F3QY1TmjMdPBNC3cypbxiXct\nQxYF/Orfne/5sQplPRAZrZOCZzqiAVTT/Ibbbd/MlXFjp4j7l5uDDr02k8qWdRimhem40vF+kyIe\nGW1Ph51CBV97cwPfee/CSB7fb+5EhlxZ9+a6B/Xi+CC5QYd2fR2CXHvvT6aDW58bjsX2kekY1rIl\nVHQTr69mEVckHJ2OD/RYsQ4XSu70CiLXsI0k94qT2dMBAOKKPPSGw5OvruJrb20M9G9DPb1CsqdX\n9DLGHaieM/we3dp4PtvMV6CbFt55dAo/++234x/Or+Hpi+s9PVahYnBc5j5i0IFoAH7ttr/Upokk\n0HtPh528fZE0FZagg9PTYVSZDk+eX4NuWvjofcEIOrgnzHxZ98orokwV7Fv3oENwpwxEZKGpBrZf\nWsgyHZanY7AsYGW3iItrWdw+nxq43Mru6dA6QF3STNYTU51esxzb2Stp3vfZpIlGhi+v+M1/uIjf\neeqtgf5tuKdX9DfKdVTnjMbzmdt7Zz4dxU982wmcnE3gP/71qz0F7Qqawe/ffRS+o4bIB351UX75\n+i4EATiznG76mddMqssX506xAsAeIxQG1YDPaHo6/P3LKzgyHWtq7DmuajMdWF4xuE5BB8uyAju9\nArAXfeVhgw76aJqCjSu3XO3GdhEXVrO4cz458GNFI5IXEGxUDHCvEBqNfvo5NSppBiq6iXRsMndv\n404/rWEUNcNbN/Ur1JkOcm9rUpd3zvB5EyTiZFy4aoMOqizhV77nHlzayONPv/F218cqViZzvOy4\n4pmOaAB+jW385uVN3DGXQqpFKmSvY7PcecVT8XAFHUZRXrFb1PCVNzfw0fsWAzMJJOllOhjVTIeA\nXhwfpE5Bh4phwrKC+7ra6ajDBR0qI5q5Pq7cUornr+1gM1/BHQNOrgDcoAPLK6g36hCZDnsl+/tr\nUssrOmUN9apQMbCdbz8euRPDaSQZxp4O/Y5yLY+okWTjNKZVJ+iwkLb7cL3/zjnctZDqqcQiX9Y5\nLnMfhWP1QOSzqA+jm4oVA9+6vI0n7pht+fNem0ntFMMVdIiPcGzWF15bg2ZY+MiZYJRWAEBCtV+P\nfF2mA7/a+5Xu0EjSmwoS0AtuRW4eMdavsPV0WMhEIQrA3720AqB1CVyvYh2DDpxeQfX6vbirtVe0\nL8gntZFkp6asvSpWjLZldN3oRpgzHfoLhrmBbr/HLEcaGkmu7ZYgCsBsslpifN9yBudv7nV9rKJm\nIK7y+3e/BHMFRXTAjkzZu2DPXd0e+DG+cXkTFcPEe28/3PLnvaZY7hSc8oqQ9HSI+VTa0spnXl7F\nUiaKdx4d/AJjv9WVV7CR5MBSqgxBaJ3p4F4wBrX2s3FnaBBh6+kQkUQspKM4v7IHWRRwf4sJQ72K\nRsS25RVBHsVKo+GlsQ9wzFYzHSZz93bY6RWWZaGoGciV9YGCOl5Ph5AEX2v1Gwwb1TlDkUWYVvW9\nWNsrYzapQq75PXcvprGRK+NWttT2cSzLws2dImYSqq/Pj9rjmY5oAMdm4njs9Az+6zfehj7gYv7L\nFzegyiIeOXmo5c97bSbllldMauOoRqosQhT87+mQLWn40hvr+PCZ4JRWAPWNJN0dIKZr908UBaRU\nuWPQIaiva8TH6RVhCToAwBGnxOLe5cxQgbxYpMP0igD3CqHRGC7TwQk6TOh6wC6vGDzoUDFM72J1\nkGwH9nQYg0aSzuO5j7+6V8JCw4jze5bsPmmdsh2ubBawkavgwePTvj4/ai88qwcin/34Yydwc7eE\nz7+2NtC///qlTTx84lDbBWevY7N2ChqSqhyaiwFBEOxmUpXhdm4bffH1W6joJr7r/uCUVgDVoIM9\nMtMpA+DO6UAy8UjH8oqgXhxG5OEzHSohayQJVJtJPnhsuEVpu54OumFCM6zAjmKl0ZBEAZIoDBZ0\nKDnlFZPa02HI8opSzbrBzRLtB6dXAOU2WVuNKoZ7zvA3QOM+nntOW9srYS5VH3S4e9EOOry2km37\nOM9c2QIAPHyCQYf9Er6jhsgn33H3PJanYvijr10Z6N+vZ8s4eqj93PeeR2YWK6HJcnDZc+/9zXT4\nzMsrmE+reOBosE5ACcXt6WCgpBkQhOD2HjhomVikc6ZDQIM5SkO370F4PR3k8OzwLbtBhyF3wqIR\nCWXdhGnWZ5uUdDeYFczPFY3OoCVRu16mA8srWinUrBt2mOnQl177jLk0w4Qiib5njjZmAt3KljGf\nri+RyMQiWJ6K4fxK+0yHZ65sYyoewenDg08mov7wTEc0IEkU8KOPHsc3Lm3h9dXuDWsaZUtax7rL\n3ns6aJhOhCvoEFeGS7FslC/rOHdhHR85swgxYIsJWRIRjYjIV3SvE36QykPGSfegQzB3pJWGLWBr\ntwAAIABJREFUueaDCGN5xb1LaUQj4tA7Ye7nprFULuifKxodRRZRHuDi2iuvmNRMB6dUybIGKxer\nzZLYzg+S6RDe6RVqn5kOmm76nuUANJdXFCq619uq1t2LabzWIejwrbe38OCx6cCt+YIsPKsHohH4\nwYeOQpVF/MnXu88D/r+/+AZ+5Pe/AcuyUNIMlHWzY91l7yMzK5iKhaOJpGvQus6La1l8/a3Nptuf\nunALZd0M1NSKWklVthtJaiZ3TYfQNugQ8B3pxm7fgwhj0OFD9y7gm7/4HZhLR7vfuYOY87lp3KEN\neq8QGh1lwJKovZIGRRYnNpAVU2RY1mDjRIH6qVfMdOiPV17R4+eyYpgjGbHsbshpugXLslDRTe+5\n1ToyHcPqbutGkpu5Mi6t5/HQidY91Wg0wrN6IBqB6YSCj71zCX/53A3sFjqfwP7h/Bq++uYmzq/s\nIevVXbbPdHAXDe26nrt2ihoyIRmX6YoPWNf5i3/xMn7hf7zUdPtnXl7B4ZQa2BNQQpW9kZmTutjc\nD7NJFbey5abbC2X7eA3qa+tHeUW1Pjc8ywZBEHwpXat+l7cOOrAHCzVSZXGgC+u9oj6xWQ5ANYA3\naKZj7TE4UE8Hw+3pEL6gQ699xlyaYY7kfBGpKT3WTQum1bqkdC6tIlfWWzYdf/Zte/Ic+znsL57p\niIb044+dQFEz8N+fvdb2Ppph4rVVu6HNp1+4WR1r1WFBK4kCFFmsq0FsZbegYSqEPR36nV6xni3j\n2avb2GpIqSxUdDz1+jo+fO9CYHcvEoqMXElHSTcDe2E8DpanYsiW9Lpsh/VsGf/7kxeQUmVvVG7Q\n2I0kh5xeMaKZ62HQbsxv0BuU0ugo8mCBwr2SNrH9HAAgrtj/bYNOr6rLdOiyUdRKmDMd1B4nqrkq\nujWS84XilGxohlltnt0iW+xw0u7zsN5iI+GZt7ehyCLuG2IUMvWPqweiId27lMHDJ6bxJ19/u6lR\nmOuNtRwquom4IuGvX7jpnexSXWZpd9vRtywLO0UN0/GwlVfIfe90fOG1NVgWmuZzP31hHUXNwEfu\nC2ZpBVBbXmGwieQQ3BGJN7aL3m3/y1+9jJs7RfzBJx8ObEaRnekwXA8Ur7wiRI0k/eIuiNtlOnB6\nBTUaNDtpr6hNdGNpN4DXahpML2oDf9sDBB0M04IkCqHsm6RIzsjMvjIdRtvTodwhW8wti2sVdPjW\nlS3cv5xpGayg0eHqlMgH3/OOJVzdKrRMzQaAV27uAgB+7NETWN0r4eXrOwC6N3uKRyTky+1Prtmy\nDsO0MBXQi6FBDdLB+snz1dGmtWmVn3t1FYcSCh4JaGkFACRUqdpIkhcwA3OnFdzYsYMOr6/u4XOv\nruFTT5zGwwH+fCiyCG3YTIcQ9nTwS/VCqbGRJDMdqDV14J4Ok15eYR8r/W467BY1/NYX3kDOKW2V\nRQG7xf7LK3Qn6BBG7oV9uccAtma07rUwrEhNk3X3GGmVUdEu06GkGXjlxm5gy2mDjKsHIh8sOBHV\nW9nWTWtevbGLhCLh8dtmAABvrecBdC6vALqPhnT7SEzyzkYr/U6vyJd1fOXNDSxl7Pdpywk6mKaF\nL72xgbN3HIYc4Ispu6eDgTIbSQ5lecoJOmwXAAC//dRbSCgSfuLxEwf4rIYXkYafXhHGng5+iToL\n73aZDjxmqZE9vaL/Y3anMNkjtOPKYEGHv3r+Bn7zHy7iW1e2AAALmSi284NkOpih7OcA9D5RzTWy\nng5StaeDe4y0ynQ4nLKDDo2bgS9e24FmWOzncACGKvwSBOEQgD8HcALAFQD/1LKs7Rb3MwC87Pz1\nqmVZ3zvM7yUaN/Nu0GGvXabDHu5ZSmMuZd/v0kYOQA+ZDkrnMoKdkAYdYn02kvzSxXVUdBM/8NBR\n/F9feMNbbLxycxdb+QqeuOPwqJ7qvnDLK1JRGYcS4Sq18dNsUoEqi7ixU8Rb6zn87Us38VNPnMZU\nwMuXFEmyG26Z1sDjwbQOO0rUWbuU8CJHZlIbqtx/Np9hWri5U8RH71sc0bM6eFHnWPoPf/0qIpII\nURQgiwLiioRf+q67cddCuuW/e+6qfWniZrEtZWIDT68Ie6ZDr0GHimGNJOjgZk9ohtWxp8OhhAJJ\nFJoyHZ5xmkg+eJxBh/027Kfh3wL4gmVZtwP4gvP3VoqWZb3T+R8DDjRx5tJ2RHWtRaaDYVo4f3MP\n9y5lMJu0L14uOZkO3Xo6xLrs6OedZkrJLo8zaeJOI8leZ3U/eX4N0/EIPnjPPABg28l0ePrCOgQB\neO/tsyN7rvuhbnoFaxQHJggClqdjuL5dxO889RZUWcRPvvfkQT+toSVU+zORG7D5GlBtJDmKGt1J\n5wYVODKTeqXIYs9p7K61vRI0w8LR6WA2vO3FXEqFINgbLrNJBZlYBLGIhJdv7OLn/tvzbV8zd1rB\nTSfosDgVHWx6hWmFPtOh10aSmm6OqJGkOzLT9N7vVr2sJFHATEJpCjp868oWbp9LBn4zIYiGvVL5\nGICzzp//GMA5AL8w5GMSBc5s0j4Rtsp0uLyRQ1EzcN9yBtNxO/K6sluC5ETnO4krEjZz7U+M7m5/\n2BqRJdUITMuuiY51eQ01w8QXXlvDd9674KXbeUGHi+u4bzmDGaf2L6hSUTsjJl82mKo9pOWpGF64\ntoNb2TJ+7NHjmA34ZwOoSTPdKw9c760ZJgQhnF3bhxVrM/64pLs9HXjMUr1YROo6LrvR1S27LOzY\nockNOhyZjuPLP/9+LKSjdSWRT71+C5/8o2/hP3/lMn7m7G11/+bWXgnXnebAN3fstdfhpDrw9ApJ\nDOfxKksiRKGfTIfRlHu6zYw1w/SeS7veEYdTal3Zs2laePbtbXz3/Uu+Py/qbtigw7xlWSsAYFnW\niiAIc23uFxUE4RkAOoDfsCzrr1rdSRCETwH4FADMz8/j3LlzQz69qlwu5+vj0f4KwvuXigAvXLiM\nc5Gbdbd/7aa9u1i8eRFfyr6JVATYKQMxycLTTz/d8THzuyVsZM22/+3PrNqP/eqLz2P3UnBOhMO+\nnytX7cXC5774NKainf+7z28a2CvpWDLX8dIzdj3ns69cwGLhEl66XsD7jshj/9nqZnfFfj1u7hSx\ntaHt639PEI7NfkjFMlZ2dcgCcH9kDefOrR/0UxrazU07OPnkl7+J6zOdg3Tt3s83L1cgCej6nUXN\ndsr2wvilV1/DbPZN7/ZXL9vH7TPf/DriEX+COZN2PIbVzmYZ23sGcrn25/9GX77unAfeeAnnbgRn\nPTCINxv+LgCYjws498KbuAfX637mrpMAO9soKgHrK9dR1Ax88amnIPYxieL6jTIMzRj4GAv68SmL\nwJuXr+DcuZWu993aLiKlCL7/967k7O/TF19+FWnVfu/Ov/wSjBvN5zZJK+HSSvU1v5Y1kS3pSBZX\nce7c5tDPJejv537rGnQQBOHzAFrNkvulPn7PMcuybgqCcArAFwVBeNmyrLca72RZ1u8B+D0AeOih\nh6yzZ8/28Ss6O3fuHPx8PNpfQXj/jrz4ZcjJKM6efbju9q/87Xmo8tv4oY+ehSyJWHrxy9hZ2cNM\nOt71v+lv11/EjTc32t5v89nrwAsv4onH3oNjM8HZ3Rj2/dx94Qb+5PwLOPOuR3DbXLLjfZ/69CuI\nRq7hX378/YgpEhLnPoupuSO484GTqHzuizj7rrtw9t3HB34u40C8uI4/fPUfYQE4dewIzp69d99+\ndxCOzX68ar2Jc9cv4AcfOYaPf/i+g346vji6nsP/9q2nsXTqLpx9YLnjfdu9n1/OnUf05rWJeq/3\nS7akAU89iWMnT+Pse095tz+vXQQuvIHv/Pb3+dbIdtKOx7D6ws4reG13BclkpOf389knL0AU3sTH\nP3Q2lA1f517+ChJJBWfPPlJ3+9c+8xoU+QpUWUS2pCMVV3HPHSfx6bdex7sfey8Sau/7r39z60XE\nc5sDH2NBPz5jTz+J+cUlnD17put9f+OFL2H+UBxnzz7k63O4tlUAvvIUTt9xJ2aSCvCtZ/Cehx/E\nO45ONd33Mxsv4umL695r/qffeBvAK/jRDz/uy5o56O/nfut6pFmW9R3tfiYIwpogCItOlsMigFtt\nHuOm8/+XBEE4B+ABAE1BB6Igm0urLXs6vHJzF3cvpr1F5WxKBVa693MAnN4FHZpJeY3IlHAtMNzX\nLlfuXKNuWRaePL+G995+2CvDmE4o2ClUcGndbuZ5arZz0CII3FGPQOsuztS7B45N4XBKxU+/7/RB\nPxXfuI1u1/ZaT9fpxahmroeB19OhoT/PTqGCdFQO9OQcGo1qs+Tey6GubRWwNBULZcABsNdLrUaM\nP/v2Nu5bzmCnUEG2pCMWkeqmYPQTdDBME3KIvwf7GeU6qpGZdY0kte7lFRu5CgynAeizV7Ywl1Jx\n9FCs5f1ptIb9NPw1gB93/vzjAD7deAdBEKYFQVCdP88CeBzA+SF/L9HYmU9Fm3o6mKaFV2/s4cxy\ntaOyOzu4l9rqbo0kw9rTIeW8dtlS55rMV27sYWW3hO90GkgCwHRcwVahgrdu2UGH03OJ0T3RfbKU\nqZ5A2ZRuOI+dnsU//uIHcHSC6qKTqoy4IjWNDuvHqMafhUFEEiGLAkoNTe62CxqbmVFL0Yg9vaLX\nZsmA3dNhkvs5dJNUZa+5tqusG3j5+i4ePD6NaedYiysSYoodaOhnChYAaCGeXgH0N8pVM6yRNJJ0\nz0OaYXoBkFaNJAFgLhWFYVrYytt9vL51ZRsPnzgEoY+SGvLPsJ+G3wDwQUEQ3gDwQefvEAThIUEQ\nft+5z90AnhEE4UUAT8Hu6cCgA02cubSKjVwZhlldJFzdKiBb1nFmKePdNpuyT3y9BB3iERkV3ax7\nzFpupkPYgg5JZ2ciW+qc6fDM23YPh/fVjMScTijYLmh4az2PlCp7QaAgiykSZpxRmRy/N7xJXJDM\npdShgg4VfTTjz8IiGpFQrNQv1rcLFUzHwzXumHrj7sRX+ugleXWrGOqggzvFqdarN/dQMUy869gU\npmvOkQk300Hrb6KPYYR3egVgX9yX+8h0GEV2nPuYmmF6ARC1zbpnyvl+3S1quLlTxI2dIh46wVGZ\nB2WoRpKWZW0C+ECL258B8JPOn78GYDIKY4k6mEtHYVrAZq6MOSed+ZWbuwCAM8vVoIOX6RDrrbwC\nAAoV3dvdr1XUDCiSGLr0XLe8olumw17RXlDUTqeYjkdwZSOPSxs5nJpLTswF5tJUDJv5CjvhU0tz\n6ehQ5RWVEaXKhkU0IjVlOuwWNW/3laiWu5HQ60Z8oaJjI1eeqAytfiVUGbmG8ornnFGZ7zo2jS++\nbleA25kO9uvbqhyjE80wIYd0egUAKLLUR6bDaLLj3MesGJ1HZgL1pbjnV/YAAA8dP+T7c6LehPfI\nIfLZnDOWbq2mxOKVG3uISALumE95t7nj61oFERq5J8Z2KYDFSjhHJFbLKzrvUuTKGuKKVJcOOR1X\nsF2o4K1beZw+HPzSCtfylF1iwUwHamUupTbNK++HprOnwzCiERGlSmN5BTMdqDU36FA2eiuvcEdC\nhjrooEhNmQ7PXd3GkekY5tLRuvKK+IDlFXslDZlYeI9ZpY+eDmV9tEEHTbdQ7jIyM6na71WupOPZ\nK1uIKxLuXky1vC+NXviuVohGxA061M4EfvXmLu5cSNV9Ic720dOhttlRK8WK4QUmwqTX8opsSffu\n6zqUUJAt6VjdK+H04eA3kXS5zSTDGISi7uaHzHRgT4fhxFpkOuzk2dOBWnPP671eE1/dLABA6Msr\niprhlaNaloVn397Gg8ftdPra8oraLNJ+2H1Ywht0UGURFb23D+WoGklKogBJFFAxDC/o0C7TwV3/\n5coanr26jQeOTYUuM3ic8JUn8knaiX67ExUsy8IrN3br+jkANUGHPsorGpsjuYqaEbp+DoB90kmq\ncvegQ1lHsmFKyEzSXnjEIhLO3nm41T8LpCU304GNJKmFuZSKQsXoOvGlnQqDDkOxezpUF+uaYSJb\n1lleQS1Vyyt6y3S4umUHHY5Oh7crv3uB6QYSbu6WsLZXxruOOUEHJ1hgZzp03tBpZ4dBB+9CvxvN\nsEaWHadIoj29ws10aHNuqpbi6ljdLeHYocnJbg2ioXo6EFFV40ns5m4J2wUN9y7XBx2Oz8TxvjsO\n45GT3evKunVYLmqGd5+wsYMOnXs65Eo6Ug2ZDt/zjiWIgoDvvGe+rtdD0LG8gjqZS7vlXyUkB8jw\n0QxzJJ3IwyIWkVCqqYXeKdjfXdOJ8F7AUHtupkOvLQeubReQUCQcSoQ3iOWOvsyXDaSiETzr9HPw\nMh3i1Q0Ht7yin6CDZVnYLVZCnZ2kyiK28t2DDoZpwTAtKNJo1iMRSUBFNyEI9nNq15urNit2txju\n0phxEM6rFaIRiDXMYn/lhtNEcildd79oRMIf/8QjPT1mt2h8STMQC2k6fSoqd921zbXIdEhHI/jh\nR46N8qkdiAePT+M9pw7h3obPGxFgj/QFgFt75YHKijTDYunOENSIWJeZtVOwR7hxEUytVIMOvWU6\nXNsq4Oih+MQ0Rh5EQrVfM3dd8Nzb24hFJNy1YNfwu+UVMUX2Xt9+yivyFQOaYWEqxMesIouo9JDp\noDl9HyLyiDIdZNH7HZ1KONz133quDM2w+H17wLiCIPKJ1/TRGWN5c8du7HRiZvB0LvZ0aC8V7V5e\nkWvR02FSHU6p+LNPPepNTiGq5WY61Pac6Qd7OgzHznSofo/vFJ1MhxDvmlJ7/U6vuOoEHcIsobiZ\nDk7Q4eo23nE049Xw12c69F9e4QYKw1xeoUi9lVd4AYERnTMikh10qBgm1A4lpRFJRDQi4obTaJVB\nh4PFFQSRTxRJhCQKXuTcPZklhrjo9Tost5klXaiEs6cDYE+w6FpeUW49apQobNxg1K29wSZYVEbU\niTwsog1Bh+28fQHDoAO10s/0CsuycG2rGOomkkBNeUVFR0kzcP7mntfPAQBmnX5OqaiMiCRCkcQ+\ngw72eiPc5RVSj5kO9ud2VOeMiNvTQTPbNpF0JdWItwnIoMPBCscWINE+EAQB8YjkncRyZR2KJA7V\nvbeX8oqw1vAnozKubRc63mevpIUm04Gok5QqIxoRh8p0YE+HwbXr6RDmXVNqr5/pFRu5CoqaEfqg\nQ7Kmp8OtvTJ008LJ2Wqm6VRcwR9+8mEvEBFTJBT7KK/wjtkQX7gqsohyD9MrvPKKEZ0z3DIPQbBL\n1zpJRWXcYNBhLHA1TuSjmFLdzSqUdcTV4QICXslGh0aS8ZCWV6S7lFdYluVkOvBrjkgQBMylolgb\nMNNhlJ3IwyAaEb3SOwDYdlK1p0Pc+I/a84IOPQwKcCdXhD3o4PZ0yJd17DlZkI2Zju+/c877c1yR\n+st0KLrlFeE9ZtUeezq49xnVOSMiiaj0WMKRVGVc2cwDYNDhoHE1TuSjWM1JLF8xvBrDQcUjXXo6\nhHRkJtC9vKJQMWBZYKYDkWM+rbKnwwGJKlJD0EFDRBKQCGnQmDrrp7zimjsu81B4x2UC1fKKXFn3\nmkmmO2w6xPoNOrgTZ0KcnaTI1Yv9Tio9NHkc6nlIAjTDhGUBapc1cFKVYTmHEYMOB4srCCIfxWrK\nK/Jl3Yu8D0ruUndYqBiIhnTRmlJllDTTS+Nr5C46GqdXEIXVXCo6cE8HzTARGdECMgym4woquomP\n/85X8ZmXV7CZK2MqroR62gC1F5FEyKLQU3mFm+lwZDrsmQ7VRpJuFmSn839CkfuaXuE2kkyH+MJV\nlSVohgXT7BwM269GkmXd6N7ToeYzwKDDweJqnMhHcUXySiHyFcNrBDmMdnWHhmmhopshznRwdjVK\nessUZW/RwUwHIgD2BIunLw7eSJI9HQb3zx87gVhEwh989TJ+5r8+BwC4fa7/0aUUHjFF6jnTYT6t\nhra/k8vNDM1XDOTKrcsrag2S6RCLSKF+nd3MhbJudpycpun70EhSt6CZZtc1Xsr5uSCA5bYHjK8+\nkY/iNZFzPzId7MdsfWJ0e0eEtadD0llMZNsEHdxMB55kiGxzqShyZd35burvuGBPh+FEIxJ+/LET\n+GfvOY7Pv7aGP/rqFdx/NHPQT4vGWCwioWx0vyi+ulXA0ZBnOQCAKNrlSvmyjlwPmw5xRcJmrtLz\n4+8UtVCXVgDVxrc7xQpiSvtyHre8YlTZcYosYreooaKbmEl0byQJ2J8FUeQ57CBxNU7ko5giYdMZ\nhZYv65hJDL8QiCkSClrzwsOtDw57psNem74Obr+HpBruRQKRay6lAgBuZcs42XfQgT0d/CCJAj50\n7wI+dO/CQT8VGnMxRULF6J7+f22rgPecmtmHZzT+4qrsNJLsvukQVyRc67O8IhPiJpIAMONs8Gxk\nK1jMtA86VKdXjLCRpG6iYphQ5S49HZzPAEsrDh5XEEQ+iteUQhQqRt+7ie0es1BuPjG6ZRxhTfVz\nTyBuc6dGvex0EIXJfDoKALi1118zSdO0oJsWgw5E+ygWkbr2dCjrBlb2Sjga8skVrqQqe40kI5LQ\nsd4/rshtJ4O1slNgpsNM0g5cb+Q7l+mNuqeDIgu993RwNp4YdDh4XEEQ+aixkaQfpQ/TcQXbLS6s\nvUyHkJZXnHLmb795K9vy51mWVxDVmUvbC8a1bH99HTRztJ3IiahZLz0dbu6UYFkcl+lKqPYaLFvS\nkIpGOjZqjbfJIm1np6h55QVhddgJOnQrS6mOzBxxI0nNhBrprZEkgw4HjysIIh/F6hpJ6r7ssi+k\no1jdbd6ZdH9PWMsrDqdUzCQUvL7aOuiQ6yG9kihM5lODZTpozoUPG0kS7Z9eMh2ueuMyGXQA7IkU\nOaenQ7f1V0yRUCj3k+lQQSYW8vKKpFNekest02G0QQcL5R4aHLuNJBl0OHhcQRD5yI2c64aJkmb6\nMr1iMRPFrWwJesNoyLBnOgiCgLsWU3itXdDByXTwo8SFaBKkYzIUWcStfjMd9NHW5xJRs7giods1\nsRt0YKaDLen0dMiW9K4bDvGIjIphNq2tWrEsi+UVsD+T0YiIzS5Bh4obqJZH2NPBLa/osvGWZNBh\nbDDoQOSjuCLDMC3sFu1yCD+mVyxkYjAtNF0ohD3TAQDuWkjjwuoejBYzo3NlHdGIyDp0IocgCJhP\nqwNkOtiLcpnHEtG+iUYk7+KtnetbBSiy6DWJDTu3kWS23D3TwV2f9VJika8Y0E0r9OUVgiBgNql2\nLa9wA9WKNJr1qSo7jSR1s3tPB5ZXjA2uIIh85AYANpwvZD922Rczdkr0SkOJRdgzHQDgroUUSpqJ\ntzfzTT/LlnROriBqMJeK9p3pUHYWkN0Wd0Tkn1hEQqXLJvzqXgnzaZWjAB3T8Qg2cxXkSjpS0c7n\nf3ft1EuJxbYzlWwq5OUVgN1Mcr1LpoPu9AGSRja9QkCxYsC0upf9ucGnNIMOB44rCCIfuSexdWdR\n70cjycUpO+jQ2NeBmQ7A3YtpAGjZ18FuJMXSCqJacykVa31mOpS0cE/KIToIvTSSzJcNBtdrHJmO\nIVvWcWOn2L28wg069DA2081eDXumAwDMJpSumQ66k30aGVEwzC2vANC1kaSb4cD37uAx6EDkI/ck\n5jbZSfjR0yFtz0Je2S3W3e5lOoT4QuC2uSQkUcDrK3tNP+ulppMobObTzHQgCoJYDz0dChUdiRBn\nOzY6Mm33ttgtdt90iEXsnxd6GJu5XXAyHeLMdJhNql0bSbolr9IIgw4uVe78+T8yHcOvfd8ZfPd9\nSyN5LtQ7riCIfFQtr3CCDj6UV6RjMmIRqbm8osLyimhEwqnZRMtmkrtFjTV8RA0Op1RkS3pf8+mZ\n6UC0/2IRCbqJlj2LXPmKgTibJXuOTMe8P3fr6ZCO2T/fKzaPJG+0U2Cmg2smqWArX4HZ4XOpOxk6\nsjiay8za8c3dguGCIOCfvec4MnzvDhy/qYh85E6rWPeCDsMv0gVBwGKmeWxmgeUVAIC7FtN4/up2\n0+27Ra1uAUJEdqYDANzKlnB8JtHTv3EzHRh0INo/7kXz3b/yWaiSiIgs4kP3LuDXP3Gfd59CWceS\n0/eJqpkOALr2dJhN2s03N/OdSwUAYIflFZ6ZpArdtLBX0tpmfniZDiPq6VC7oaQwAy8w+E4R+cjN\nOtjI2icxP0ZmAnZfh8byinxFhyqLoe8of9dCCte3i9gr1e9WMNOBqJnb5b6fEgs304HlFUT753vf\nuYSP3xbBJx8/gR946CgOJ1V88fW1uvsUKoZv64xJMB2PeGWuyS7lFTMJ+4K52/hHANhxAhNcUwCz\nSft161Ri4fZ0kEdUXvGJdy17fxbYQzUwuIIg8pGbdeBmOnRL7+vVQjrWlOmQ62EkVBjcvZgCAFys\nKbGwLItBB6IW5tJ20KGfZpIljZkORPttLhXFx25T8O8+cjd+5XvuwQfunsNmrgLLqqa15yu6LxmV\nk0IQBC/DMd0l6DAVVyAKvWc6xBWpa/+AMHAzRDY6NJM03OkVIwo6xBUZ/+9PvhsRScDtc6mR/A7y\nH4MORD7yGkm60yt8WgwsZqJYy5brajvzZd2XnhFB506wqO3rkK8YMEyLQQeiBvMpp7xir/dMh7LO\nTAeig+altRer0xaY6dDMLbHotikjiQIOJZSOF8+unYKGaTaRBFDN9nD7XLTiZjpII0xDeOy2WVz8\ntY/gzHJmZL+D/MUVBJGPRjG9AgAWMlEYpuWN4gQYdHAtpKPIxCJ4rWaCxY7XaZpBB6JaU/EIFEnE\nWpaZDkRB4qW15+11gGaYqOgmp1c0cDMduvV0AICZhNpbeUWhwk0Mh3secEdWtmKYFkQBEEeU6eAS\nWFsRKAw6EPkoVhN0iEZE31LLlqbs3cnavg52eQUXG4Ig4K6FVN3YTHemNhcJRPUEQcDhlIr1ATId\nol3moRPR6MwknLR2Z/PBbSbN6RX13KBDL+WnM0ml6/hHwC6v4CaGzc14K2vtJyDppjWKXBMMAAAg\nAElEQVSyyRUUXPxEEPnI7elgWv5lOQB2TwcAdX0d8mWDPR0cdy+mcWE1641wcoMOaQYdiJrMpdWB\nMh1Yz0x0cGZTTuNDpwdBoWKXWTDTod6jp2Zx10IKRw91n141k1R76+lQqLC8wqE6wWd3qlErhmmN\nrJ8DBReDDkQ+kiURijNNws/Sh0VnJNbNuqADyytcdy2kkK8YuL5tZ4K4c7enYlwkEDVaysS8Y6UX\nnF5BdPDcTAe3HCBfZqZDK/cdyeCz//qJnsorZpMKNnvs6ZBhpgOAavC5U9BBN6yRTa6g4OIKgshn\ns0kFggC8/87Dvj3mVDwCVRax2lRewcUGUNtM0i6xcBsccZFA1Oy2uSSubhW8YEI3Zd2EIosjr88l\novam4xEIQnVqADMdhjebVJEr6x2/Cy3LsssrmDkJoKa8Qm//mhmmCUni+YLq8YqFyGd//lOPQpYE\nLGa6p/b1ShAELGaiWGGmQ0t3zKcgCMBrK3v40L0L7OlA1MHt80lYFvDWeg73Ltmdv//sH6/i6lYB\nj0Sb71/SDGY5EB0wWRIxHa/2IPAyHTi9YmAziWrJyvJU6zVbrqzDMC2WVziqPR06ZDqYzHSgZlxF\nEPns6KG4rwEH12Im5vV0ME0L+YrBoIMjpkg4OZPA6yv22MzdogZZFLgDRNTCHfP2XPM3b+W82/74\n62/jz791reX9y7rByRVEY2AmUS0H8DId2FB6YDPJ+pKVVpg5WU8QBCiyyJ4O1DdesRAFxGImim9e\n3gIA5J3FBqdXVN21mMI3Lm3hp//0WeimiUwswnFKRC2cmElAEgVcXLODdLmyjgurezAtoGw0LwvK\nmslMB6IxMJtUsemMzMxXmOkwrBlnDGmnvg5u0IHlFVWqJHYsr+D0CmqFnwiigFjIRLG2V4JhWl5a\nJTMdqu4/MoWtfAWffXUVn3/tFksriNpQZBEnZuJ4Y83OdHjp2g6cwS/YKlpN9y8x04FoLNgjHp1M\nhzIzHYY16zTnXO+U6VC0X+/pBMsrXGqEmQ7UPwYdiAJiMROFblrYzJWRK7uZDgw6uP75YyfwmZ97\nL04dTgBgKiRRJ3fMp/CGU17x3NVt7/bNUnPQoayZiEa4XCA6aLNJtdrTgZkOQ/PGkHbIdNhmpkMT\nVZbY04H6xlUEUUC4fSJWdkvIuzscXGx4ohEJ9yyl8fjpWQBsIknUye1zSby9mUdJM/Dc1R2kovZ3\nyWaxeSFZ0g1vTBoRHZyZhIJsSUdZN7xMhzh7Fw0srsiIRaSOPR12C3ZAghsZVarcubzCME1mOlAT\nBh2IAmIhY7eVrws6MNOhyeO3zQBg0IGok8WpGEzL7tr+0vVdfOCuOYhC60yHEjMdiMbC8Vk7k+/p\nC+vIVwwosoiIxGNzGDNJBZv5Xno6sLzC1a2RpG6wvIKa8ZuKKCAWvaBDkeUVHbzn1AwEgamQRJ1M\nO7t2W7kKtvJlHDsUx3w6is0WPR3KzHQgGgsfObOA2+aS+F8/8xp2ChVOaPLBTE3JSivbBQ0JRYLC\nZroeNSJ17ekgSww6UD0eQUQBcSihQJFFrO6WvOkVbCDVbCqu4Df/6Tvwo48eP+inQjS2ppyZ81c2\n8zAtu0na0lQMm6UW5RXMdCAaCxFJxC991924slnA37x4k/0cfDBbM4a0lZ1ixfu+JJsqiyhrnadX\nSJxeQQ34iSAKCEEQsJiJYmW3hJwzvSIZ5YKjlY8/cAS3zaUO+mkQja1pZxF9aT0PwA5qLk/F2mY6\nRJnpQDQW3nf7YaRUGfmKwY0HH9jlFZ16OmiYYj+HOmqX8gqDjSSpBQYdiAJkIR21Mx1YXkFEQ5hO\n2IvoSxv2BIvpuJ3psFWyYJr1gYeSZkJlpgPRWBBFAQ8cnwbAyRV+mE2q2MxVYFnNAVcA2C5UGHRo\noMqdyyt0NpKkFriKIAqQxUwUN3eLyJd1iAIQi3CXg4j65zZFq890iMKwmmfWlzT2dCAaJw8es4MO\nzHQY3kxShW5a2C1qLX++U9TYRLKBGuk2vYKZDtSMQQeiAFnIxLC2V0K2pCOhyBAEfqkTUf8UWURS\nlXF5ww46TCcULE/bY3lv7BTr7lvWTUQZ4CQaGw8y08E3s0k7oLDRpq8Dyyua2T0dOmU6cHoFNWPQ\ngShAlqai0AwLV7cKHJdJREOZike8STiHnPIKALixXQ06mKaFim5CZed2orHxjqMZiAI4vcIHMwkV\nALDZYoKFZVl2pgODDnW6lVcw04Fa4SqCKEAW0vbYzDdv5ZhWSURDcZtJRiMiYorkBR1u1mQ6VAzT\nuQ+/b4jGRSoawY89egLvv2vuoJ9K4M04mQ6b+eZMh2xZh2FaLK9oYDeS7DC9wuD0CmrGrVKiAFnM\n2BcFV7cKeMeRzAE/GyIKMnf37pATfEhHI4jJ9UGHkjMWjZkOROPlP3zvvQf9FCaCF3Rokemwk7f7\nPDDToZ7d04GZDtQfriKIAmQhE/X+/NH7Fg/wmRBR0LmZDtOJ6i7eTFSo6+lQ0pjpQEST61BcgSC0\n7umwU7Rvm4oz06GWKkuo6GbbiR+6aUKSGHSgesx0IAqQmYSC5akYvuPuOXzqiVMH/XSIKMCmnd27\n6ZoF9UxMxI2dkvd3N4U2ypGZRDSBZEnEdFzBZr5FpkOBmQ6tuJlv7ZoM68x0oBYYdCAKEFEU8KWf\nfz+7AhPR0NwMh7pMh5iAZ9ebMx04MpOIJtVMQsFGtjnTYbtg3zbNoEOdrkEHg9MrqBm3LogChl/k\nROQHN8PhUM2CeiYqYLeoeVMtmOlARJNuJtk602G3aGc6ZNhIso7qBBraNZNkTwdqhasIIiKiEHJT\nhuszHexlgdtMkj0diGjSzSRVbLbo6ZAt2cHXVJSJ4bW8TAetdTNJ3eT0CmrGTwQREVEIeZkODY0k\nAeDGtht04PQKIppsswkFGy2mV5Q0A4LA779G7uvhjlRuZJgmMx2oCY8iIiKiEJpNqgCAw87/A3ZP\nBwDeBAt3LBozHYhoUs0kVeyVdFQaxkCWNANRWYIg8AK6ltvjp3OmA18zqsegAxERUQjdvZjC7/zI\nu/CBu+e926ZUAbIo1JRXMNOBiCabG4DdyteXWJQ0Eyr72TRxXxP2dKB+8EgiIiIKIUEQ8NH7FqHU\nBBREQcBCJuplOrjd29Mxdm8nosk0k7RLzBpLLMq6nelA9WqnV7SimxYkiUEHqsegAxEREXmWp2Je\npsPFtSxSURlzKbXLvyIiCqbZNkGHkmZyck8LXnlFm6ADMx2oFR5JRERE5LGDDiUAwMXVHO6cT7Gm\nmYgm1kzCDqo2TrAoaQb72bRQnV7RXF5hWRYMTq+gFviJICIiIs/SVAyreyXohokLa1ncsZA66KdE\nRDQybnnFZr4h00E32c+mhWikfXmFYVoAwEwHasIjiYiIiDzL0zEYpoWXbuxit6jhznkGHYhociVV\nGYosNmU6lDUDKjMdmnQqr9CdoAOnV1AjBh2IiIjIszQVAwCce/0WAOAOBh2IaIIJgoDDSRUbjeUV\nusnyihaqjSSbyyuY6UDtMOhAREREnuWpKADgixfcoEPyIJ8OEdHIzSSVpvKKsmYgyvKKJl6mg8ZM\nB+odjyQiIiLyuJkOr9zYw3xaxUySkyuIaLLNJJSWjSRZXtFM7aGnQ0TiJSbV4yeCiIiIPHFFxqGE\nAkUW8eufuO+gnw4R0cjNJNWmkZll3WSmQwuK1L68QjftQAQzHaiRfNBPgIiIiMbLr3/iPsylVDxw\nbPqgnwoR0cjNJO1MB8uyvBHBHJnZmigKUCSR0yuoLww6EBERUZ0P3btw0E+BiGjfzCZUVAwT2bKO\ndDQCAChppjcekuqpERHFSotMB4M9Hag1HklERERERBRaM0kFALy+DpZloaQz06GdwykVt7Klptu9\nTAeJQQeqx6ADERERERGF1qzTMHfT6eugGRYsqzoekuotZWJY2W0OOlSnV/B1o3r8RBARERERUWi5\nmQ4bTqZDyWmSyEyH1hYyUay2CDqwpwO1w6ADERERERGFlpfpkLczHUqaHXTgyMzWFjNR3MqWoRv1\nzSQ5vYLaYdCBiIiIiIhCazruZDpk7UyHsmZfPHNkZmsLmSgM08J6w5hRZjpQOzySiIiIiIgotBRZ\nRCYW8TIdyjozHTpZysQAoKmvQ7WnA4MOVG+ooIMgCD8gCMKrgiCYgiA81OF+HxYE4YIgCG8KgvBv\nh/mdREREREREfppJKt70ihIzHTpayEQBoKmvQzXTga8b1Rv2E/EKgE8A+FK7OwiCIAH4bQAfAXAP\ngB8WBOGeIX8vERERERGRL2aTKjZy9T0d2EiytUUn6HBzp1h3u24w04FaGyroYFnWa5ZlXehyt0cA\nvGlZ1iXLsioA/gzAx4b5vURERERERH6ZTSrYzDs9HXQn04FBh5YysQhiEal9poPEoAPVk/fhdywD\nuFbz9+sA3t3qjoIgfArApwBgfn4e586d8+1J5HI5Xx+P9hffv8nC93Ny8L2cLHw/g43v32Th+7m/\nSrtlrG7rOHfuHF64pQMAXnnpeRTe9ifwMGnvZyZi4qU3r+LcuVvebS+t26/biy88j/yVyQ7YTNr7\nOWpdgw6CIHwewEKLH/2SZVmf7uF3tAp1Wa3uaFnW7wH4PQB46KGHrLNnz/bw8L05d+4c/Hw82l98\n/yYL38/JwfdysvD9DDa+f5OF7+f+ekG/iC9efQPf9t4nkH91DXjuOTz+7kdw50LKl8eftPfz1Bvf\nQEkzcPbs495txmtrwLPP4JGHHsT9R6YO8NmN3qS9n6PWNehgWdZ3DPk7rgM4WvP3IwBuDvmYRERE\nREREvphJqgCArXylpqcDGyK2s5iJ4etvbdTdxukV1M5+HEnfAnC7IAgnBUFQAPwQgL/eh99LRERE\nRETU1WxCAQBs5Crs6dCDxUwUa9my18cB4PQKam/YkZkfFwThOoBHAfydIAifc25fEgThMwBgWZYO\n4F8B+ByA1wD8f5ZlvTrc0yYiIiIiIvLHbMrOdFjPlb1MB5UjM9tayERhmBbWs2XvNmY6UDtDNZK0\nLOsvAfxli9tvAvhozd8/A+Azw/wuIiIiIiKiUVhI22Mg13ZLKOkcmdnN0pT9eq3sFrHgjNA0TDtD\nRGbQgRrsx/QKIiIiIiKisTWXtjMdVvdK3o49Mx3aW0jHAKBubKZuMNOBWuORREREREREoabKEmaT\nClZ2SyjrBlRZhCDw4rmdRSe74WZN0MHr6SDxdaN6DDoQEREREVHozaejWN0toqyZzHLoYioegSqL\nWN0terexpwO1w6OJiIiIiIhCbzETxcpuCSXNYD+HLgRBwNJUDCutMh04vYIa8BNBRERERESht5CJ\nYm2vhLJuMujQg4V0tC7owEwHaodBByIiIiIiCr3FTAzbBQ07hQqiEV4mdbOYidY1kuT0CmqHRxMR\nEREREYXevDM28+2tAlSZmQ7dLE7ZmSFuWQUzHagdBh2IiIiIiCj03IkMl9bzOD4TP+BnM/4WMjHo\npoXNXBkAYBhuTwcGHagegw5ERERERBR6C07QAQB+7NETB/dEAmIxXT82k5kO1A6DDkREREREFHoL\nzkX0meU0Hj4xfcDPZvwtTtmvlzs20zAtSKIAQWDQgerJB/0EiIiIiIiIDlpClfETj5/Ed947zwvn\nHixmYgDgTbDQnaADUSMGHYiIiIiIiAD8yvfcc9BPITCm4xGosugFHQzTZD8HaonlFURERERERNQX\nQRCwmIky04G6YtCBiIiIiIiI+raQidb1dGCmA7XCoAMRERERERH1bTETw82d2kwHXl5SM34qiIiI\niIiIqG8LmSjW9kowTQuGwUwHao1BByIiIiIiIurbUiYK3bSwkS+zpwO1xaADERERERER9W3BHZu5\nU4JumpAlBh2oGYMORERERERE1LfFTBQAsLJbQkkzEJWlA35GNI4YdCAiIiIiIqK+paMRAECurKOo\nmYgqDDpQMwYdiIiIiIiIqG8xJ8hQrOgoVQzEIww6UDMGHYiIiIiIiKhvcTfooBkoaLoXhCCqxaAD\nERERERER9S3qZDYUKgaKFQMxZjpQCww6EBERERERUd8kUYAqiyhWDJQ00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OpenHighLowCloseVolumeMACDSignalHistogram
Date
2013-02-22151.16151.89150.49151.89106292600.00.0000000.0000000.000000
2013-02-25152.63152.86149.00149.00245483200.0-0.230541-0.046108-0.184433
2013-02-26149.72150.20148.73150.02186331600.0-0.327170-0.102321-0.224849
2013-02-27149.89152.33149.76151.91143932600.0-0.248379-0.131532-0.116846
2013-02-28151.90152.87151.41151.61123724200.0-0.207749-0.146776-0.060973
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" ], "text/plain": [ " Open High Low Close Volume MACD Signal \\\n", "Date \n", "2013-02-22 151.16 151.89 150.49 151.89 106292600.0 0.000000 0.000000 \n", "2013-02-25 152.63 152.86 149.00 149.00 245483200.0 -0.230541 -0.046108 \n", "2013-02-26 149.72 150.20 148.73 150.02 186331600.0 -0.327170 -0.102321 \n", "2013-02-27 149.89 152.33 149.76 151.91 143932600.0 -0.248379 -0.131532 \n", "2013-02-28 151.90 152.87 151.41 151.61 123724200.0 -0.207749 -0.146776 \n", "\n", " Histogram \n", "Date \n", "2013-02-22 0.000000 \n", "2013-02-25 -0.184433 \n", "2013-02-26 -0.224849 \n", "2013-02-27 -0.116846 \n", "2013-02-28 -0.060973 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spy.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "spy.to_csv('D:/REPOS/LeanVersions/LeanSTP/Tests/TestData/spy_macd.csv')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }