{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Matplotlib Cyclers are Great\n", "\n", "Every now and then I come across a nifty feature in Matplotlib that I wish I'd known about earlier. The MPL documentation can be a beast to get through, and as a result you miss some cool stuff sometimes.\n", "\n", "This is a quick demo of one such feature: the **cycler**.\n", "\n", "Have you ever had to loop through a number of plotting parameters in matplotlib? Say you have two datasets and you'd like to compare them to one another. Maybe something like this:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting up low-pass filter at 3 Hz\n", "\n", "FIR filter parameters\n", "---------------------\n", "Designing a one-pass, zero-phase, non-causal lowpass filter:\n", "- Windowed time-domain design (firwin) method\n", "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n", "- Upper passband edge: 3.00 Hz\n", "- Upper transition bandwidth: 2.00 Hz (-6 dB cutoff frequency: 4.00 Hz)\n", "- Filter length: 165 samples (1.650 sec)\n", "\n" ] }, { "data": { "image/png": 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/VkAT/pNPbu9xpBgMF5DCPwNcnvh9v3pMowq8BLhXCPE88Crg7l6BWynlp6SUN0spb56cnBzCoW0tXEVi3ZbOaupeY99P/mTHB6IVPkD1wAH23n47XHUV5PPsvfRSwmyWrONEhO950VcQIGdmNif1sRu6rfMnPtGfwP/bf4Pvfa99Q9BB5WEen5TDJXw9K1jjjDqdH3hgOM+/FZiejor2UoV/YeAC8vAfAq4WQhwSQpjAu4C79R+llDUp5W4p5UEp5UHgAeB2KeXDQ9j3joImfJEgfGkYAxM+xSKZ224j3Bc5YpcePsyV110HQEk9xtgYFIvRisE0Y0tH+H58o8k0Gluj8FstuPpq+Df/pr/C/9Snol7frhsR82YofH2hbJalc+ZMNF/4wQeH8/ybCR2knZmBl7wETp/e3uNJMRguFIUvpfSB9wNfAZ4C7pRSPiGE+JgQ4vaNPv+FhF4KX3Z3yVwNn/gEGWXbvOiGG9h3+HD0+NhY9H18PBqMQjQMHeiwdGJshcLXc3dzuf6Ef/x4O3Do+5tD+Pr93ixL58wZuPVWeOaZ4Tz/ZuHpp6NYQ6MRKfyDB9tpsyl2NrZI4Q9liLmU8kvAl7oe+0ifbX94GPvciegm/NAwQIi1Ef7Bg/DiF0c/FwrtRmNqLi5jY9HjdBG+75NNkGjQbNLuxL9JaLWiTp29CD8I4NFHo+wWfVye1yb8Yd6Q9L43U+G/+tXRamUn46674Lnn4I47IsK/4ooo4JxiZ0PVpUjPo9VsUiwWyWQ2J7yaVtoOEd2WziApmT2xa1f0XXfLhLbCv/56+MxnAMio59U+fyZB+K3FxTUf/5qhFb5hRCdtsgvmfffBy18e/Tw3F3133eEofM/rTDfUhD9MD7+b8G+5JdrnDs7UCf/2b6m/9a0s3Xsv3tRURPhbXZeRYs3wVVxrbnqae7/8ZR76wz/kzJkzq/zX+pAS/hDRrfB10dWaCX9iIvquu2VCW+Fns/D610c/68C2EISGgZFYvlu6lcFmotmMFL4Qy1V+L4UyLML/ylc6ewYNm/C7Ff7Zs3DgQDSP+CMfAT13eAdhfn4e9/HHOb5vH9bsLM6pUzzjOMjU0tnxeEQnAwQB40ePcu2f/AmPPPIIi5sg2lLCHyKWWTrrVfgTE1E2jgrMAm3CT0L7+2pfScK31YzcTUWrFSl8WE74mnz3748fOvnss1hzc4Sjo4QbIWfb7vSmh2npSBmRvfoMbdsmWFhg2nWRl18Ov/M7WzJsei1wHIcHH3wQEQR4lQqGZWFYFueFwNeZVCl2JObn51k4dw6Iem9lXZdco4GUkiObMLIzJfwhIrZ0ggCZyaxf4edyUYBQiOWWThKHDsU/yi6F79XrBJsdBNIKH3oT/lveQviJT8QPHX38cfzFRaxikce/+13q6230liBkINpvJjMcha+f1/eZmpria1/7GrJW4+GjR5la6+e4RXjmmWfwVJsNr1Iha9sYloUzNoZsteLzMsXOw+nTp+NkCxEEZBwnno0xMzNDc8i9sVLCHyJihe95+IXC+hV+ErpgawWFb5omYS6HYVm4SnELz6O22Sp/JYXvOMh8nqOJlgQZ3ydr23iVCm6jwf3334+9HpIOgs59eV6UNjkMwlfP67ZafO9730Oq+oYgn+f0rbdiT0zQ2kHtCoIg4LRKvcwEAV65jNFqkXUcnJERso7DyZMnt/koU/SClJKzZ8+2CV8pfMOy4mr92dnZoe4zJfwhImnp+IXCwG0VVoQQkcWjff0kFOFPTEzEHr5XqSAzGbKuu/mEv4rCr/s+swmbRWcSeeVyNLzFdXn00UfXvt9uhe/7UT+fYVg66jOsnznDlX/1VxiWhV8sghBMv+IVTN90E9PPPrvx/QwJMzMzeAmF6JfL5BcXCUyToFAg43lMK8sgxc5CS62+NOFngiDOtDNVrGt+yLG4lPCHiKSlEwyL8AGOHo0UbDd++IfhzjsZHR2NPXyvWsWtVslstcI3zY5ArL24SM22I7JUyAQBWceJCF8rmFOnqK/VE98ChZ87dYpr/uqvyDUa+PqmBvjFIs2zZ9e3MtkEJBWgtnRy+iaVyRDmctTOn8e/0Lt/vgChg7IZzyPMZCAM40y7nLJ1UsLfwUgq/KBQiKddbZjwdZpmNwwD3vlORkdHYw+/sW8f9csv3xrCX0HhTx0/TmAYnYTveWRdNx7eArDr8cfhgx9c2357efilUvTYRgekq9eQtW2ynkf1+eeXEb5hWeyUXk8x4UsZ9VxSx6rf9yCfJ2PbQyeOFBuHJvys50WrMSWIgNjHb7VaQxUXKeEPCZ7nIVVZe8b38YtFZDZLVn1tJkZHRwlzObKuy7G3v53n3vpWMp5HfbMDt308/LNnz2ItLBCYZpt4DCOa8StE3AoCopN9zQHmXgrfNKMA90bTENXzGuoiGz96tOOmtZMI33XdOPAtgoBQJQoEuVz7fTdNMo6zKSl+KTYGLch0jEh7+NBW+DBclZ8S/pCQzITQhB+upY/OBlAoFPBUUDfM5QhNM2qVLOX6M2EGQQ+FH4YhTz75JFnPI0wQj18uk2u1CPJ5wlyuHajyfTKuy/m1BEJ9fznhG0Zk62w0q0ErfKW0xp55pifhDzuYth4kSVwEQWwhBoVCvCoJ8nmyjrP5q70Ua4bOwMm4Ln6hEGXpaA8/cd0OM1MnJfwhIUn4IhG03QrCB5CXXAIowldqH9jcC11X2kJM+M8++yze+fNRF081wCUwTbxSiQOjo6BuhHGgStk8Z9cyYCQIlls6uVx0LN/8Jvz936/7JbkqWNZB+F2WTtaycBxnOEttz1t3U7bkZyuCIE4D9ovFDktnSwL4KdYE3/fj88dsNHBHR2OFH2azXJbP88pXvpLbbruNq6++emj7TQl/SOhW+NrD3yrCz1x2GUA8FlET6tCW8mfPwg9+0PmY7qUDYJpYtRpHjx7lpt//ffY8/HDc8sEZGyMYH2e3aSLK5YjwdWdPzyPjuszMzMSW2KropfBzuUjh/5//A1/4wrpfZkNV0Qop8QsFcq1W7ItDNGlM1zsM5b196CH4+Z9f178m959Rlg6AXyh0WDpZx8GyrDQffwehlWh5kVtawhkbQ4Qhpu+T2b+fPYbBnj17yKlraFhICX9I6Cb8xv79zF933ZYRvnHgANBW+Jrwh2bp3HUX/Jf/0vlYQuHLQoFnn3iCMAwpzM9TmJuLCf/eP/oj8ocPk1laIlupIFVbZ1Cpmp6Ht5Ygc7fC9/024Z89u6FsnVbiGJYOHoyevkfQFoa0epqfX3ebiWUKP2npJBW+Wq00dFuLFNuOpE2TVPj5MIQPfQh+8zc3Zb8XH+E7DvzDPwz9aTssnSBg6eBBnv7pn94yws9rwjfN2MOHIRK+53Wq6pmZqNe6ShdthSFN1SQtv7iIWa8Tqtc+ccUVFKpVWFxEFIsURkbalo7vk1GENLAvrhX+H/9xdBxJS2dqakOB22ZCNVuTk7jl8jIPf/fjj/PaX/3V4RD+wsK66gd838dKvM6kpZMZGYmPOTTN2N5LCX/nIPlZ5Op1nNFRRBCQC4KoyHKTeOPiI/zvf3/taYADoFvhD6XKdg3IX3EFEGXDJD38bmJYN1y3U4l+/OPwmtfAy17G2bNnqSkvnjDErNcRUhLkcmSzWV760pdGJ3CtBqUSpbGxDksnu1b7SSv8z342GuGXtHTOnt0Q4bvNJoFamYSGQWP//mUKH2DiqafWRqDPPQd/8RfLH19YWJfC776RZ1Q7j1Kp1EH4SYU/7DL9FOtH8po06/XY0sn5ftsm3QRcfITvupsyaKCD8D0PqUhjqwhf7NkT/ZDNRh5+wvJYGkYDrW6F32rB61/PzNwc3/ve9+KbjNloIFQufGiaXHvttZT1kJRaDYpFSuPjnZaOmoa1MGgXSq3wXTc6jiThb3Dal1OvEyTaTi++6EVYu3e3d51Q+61Wi3C1vP8jR+DcuWjM4513Lv/7Oi2dbsIXQUCYzVKtVpcRfiZV+DsOyYB/Tls6QYDhuvGAo81ASvhDe9rtVfiooC1ERJXsjT8UW0cTrIbvU7csHnzwQcIwjIjFcTATKr00McEh3eAtofCLo6MdCl9/t217sMwXnYfvONBq4dt29H7rjKF1Knzf9wlsm0A1rAtzOZ742Z/l3K23xsGzON0xl0NKuTqJXncdvOlN/ScaDUnha0unWq0i3/AGaiqzQwdtIVX4OwnJ89zUlo7Ow08Jf4joHm4xtKd12fXYY/zQJz+JWavhjI4CW0j4Y2M8e+wYQIeHn7Us6sPwmrsI37Usjp88GSvcQHnF+cS+Dl93HUKI6BdN+MUi2WIR/a7ExK+eeyCVryptpety/PHHeeKRRzh97hxn9L7XSfjNZhOhZgRDe7BMsVhkVH2eQbHIN+64I2qjPAjhQ6Tybbs/4a/m4T/99LIK4u79akunWq2Se+97mb/++uh48/m4iKy104ah/Of/DP/4j9t9FNuCDoWvLR3VLXPHE74Q4jYhxNNCiGNCiF/r8fdfEkI8KYR4TAjxNSHEFcPY77rgeZum8Pd+5ztc/o1vUFhYwFHtELaM8IFqtQrQkaVz4yc/ifH1r0cbTE+v3+5w3djSCcOQhZkZAk3mtIODZq0Wr27yiiSBDkuHfJ6CelgTvvbxByJ85eG79TqN6enIzjAMmup4/HUq2WazGaU3dk0SK5fLVBK9jBqXXw6ZDBnXXZ3wd+2KblD9FP4gls673gWPPbbsWJPQlk6lUiGfz8fV3X6xSFZ95kEQ7KzUzEceiWYeX2QIwxAncZM36/U4S0fsdMIXQmSBO4A3A9cD7xZCXN+12SPAzVLKlwF/Dfx/G93vurGJlo72et1KJSaLbSF8w0AA2VYLo9UinJqKctw/8IH156gnFP6zzz5LoG0UhcA0ybguhVqNUGUM6dm7QIelQ6mEqT6D2NJxXbKOM7jCBzK2TdZxInWbzeKr/bm12uA5/QlYqi2tVvg6eFsqlToIH8Arl8k1m6sTvh4A4zi9V5YLC6v3ALKsjlVAGIadal11WZSGEcVLiFYl0JlGql/jjkF3PcVFgiTZC9U/x61UyAQBwrJ2NuEDtwDHpJTHpZQu8DngbckNpJTfkFLqM/QBYD/bhU2wdKSUuK6LpwjXTgT5tpLwi8UihhqcPvuyl3HJww+T8X2Mej0iiLk5WK+frwjfsiyOHj0aD3nRCE0Tw/M4ODKCceWV0YPdhL+4GJ3M5TJm1/zfXKvFG3/mZ6jNzq5K1mGywZltI3yf0DAI9HB3215bqwYFy7LIBMEyS6cv4Tcaq8dH9u2Lvjeb/RU+rEx8XTcLy7Li9+gtb387/+y97+XVH/4wGEYca7ggCL+7J9JFgqSdY7RakVDJZpFCROfJDif8fcCpxO+n1WP98B7gy0PY7/qwCQo/2Y8cwFZ2jmEYmzZ9vh+0yp967Wu59P77yXgeuXo9IqbFxfWnLKosnaNHjxKGYUehD0QKf0+1SsUwQLV56CB83VxNKfyM45DL5WIrp3ryJGajQWYA1dxUWUeZMOyp8DNrbdUA8J73kHnwwcjD15aOymsvFovx+xq/HQmFv+INSttex4719/BhZVsnYadB284RQUDW9ynNzIAQiERV5gVB+Fup8HdA7yONJOFnbZtAfVYyk4myzHY44Q8MIcRPAzcDv9fn7+8VQjwshHh407oRboLCT/bBB2JrZyvVvYYmpvqBAxRnZsj4fluJ1mpRGuN64HmEjtMxXSlJ+KVdu6gaRhQj6EX4+r1QCl80m4yMjMQKv/r88wAYlrVqQZOVUNVZx+lQ+GE2S1Y1Y1uTrXPiBOHUVE8Pv1gsUigUotWTgq8IPwzDlUlUE/nU1HLClzJS+OXyyoHbLoWvb4i5ZhM/n+e5t7wFr1Iho8dhkiD8RCsIuIgJ/9pr17+6hUh5f/azQzmUDoWfyAojm43Ol+R1M2QMg/DPAJcnft+vHuuAEOKNwIeB26WUPc9uKeWnpJQ3SylvnpycHMKh9cAmBG27h5e3FOFtJ+HrTJ2M5w2H8F0X37LirJykwhdCsO+qqyKyt23QNQEJAuog/FIJmk1GE+mZo889B0RL3JUIPwgCnMRryDoOI88/T2vvXvxCAXd0NJqq5bpr61UUnB4AACAASURBVHXjuvjNZjyeEjoJH+iwdbTCh1Xy2zWhLSwgg4ATJ05w//338/Wvf53H/+EfkKUSjIxEF/rZs/DmN8OJE5CsnehS+Nq/zzUaOOPjzL30pWQti0zifNPHHBSLGIn3a0cRfhBE5+RHP7r5+1pcjNTzevHss/BbvzWUQ+lW+LpmQosfEsJi2BgG4T8EXC2EOCSEMIF3AXcnNxBC3Aj8GRHZTw9hn2uH40Rfm2DpJBX+829+M8//838ObA/hj4yMABFZZT2PjO9j1utR8VWttiFLJ0yW8odh3Kxr//795MfGoue27SgzRYhOpaJP4pGRSNG2WhHhKyIbGVDhz8/Pd6hdw7LY/eijTN90E0GxiFcuI4k+i4ELuQDpOEjHwWi18BSxh7kcQggK6nV0E76hCH/F/HbPg0IBubCA3Wjw2GOPMTc3R7PZZPYHP6A5MkJgGNF5OTUFjz8OH/kI/PVft5+ja1UaK/xGA08lCBi2TbYH4e94S+fECfiTP9nc/QRB9LWROgTP23jrbYV+Cl+EYWR9biI2TPhSSh94P/AV4CngTinlE0KIjwkhbleb/R5QAT4vhPi+EOLuPk+3efjkJ6O83020dDK+j1cqbUuGjoZW+LpjZsbzyDWbWDrfe50K37dt8DzGn3wSujz8K664IiJ3TfjFInzsYxG5tw8s+v4TP7FM4fvFIoX5eQLTjAm/nx2zsLAQV/IC7HriCazJSZyJCeoHDnD8x36MULUEXovCDx0nfq/cxE2zUCjEtQQ6AwYiwtc9y1cl/LExwtlZvC7bJj8/jz02hh2G+K1WZDm0WpES1Z+TlMssHb2/XKOBVy4T5HIIKckmbrAXDOE3m5H6XkdW1cDQttpG6hB8f2MrhASWKfykMNrEtgowJA9fSvklKeU1UsorpZQfV499REp5t/r5jVLKS6SUP6S+bl/5GTcBS0uRglIKX3uvw5gIlVT4SV97Owg/n8+TS3TM1EHbjPYv13nBO40Gwvd5+e//PtWTJ+PXWi6XGR8fj0heE36hAP/xP0aepMZP/VR0UReL0ZfjUCmVok6Z6iSvHToUDQ33/b5FQvPz8x2EX5ifp6FSH71KhZO33bauKU9SxQKMVgs3Uc9QSFyMScJvXnop5akpYHVLR46NkanVOo4boLC4iD0xQWAYnDp2LCJ8y2q/j9Am+kQNhCbtXKOBW63GAiPby8PvInzbtldvB7FV0Ko7DDfmr68GTfgbUej65jSEG9MyhX+hEf4FAceB2VkCyyL0PL785S9zzz338NWvfpUjR45EF8EXvwi3r/1eFCv8HUD4EKn8mPB9H7PRIKcJdJ0qx2k0or43jkNhbi4KbhoGl156abRBsdj28HsFnRJFWggBxSLCsshJiV8q4efzNPfti8mpV/8fqfrtiK6btN018zfM5Rh97jmazebAw7ul65Lto/A1kpbO0uHDjKqioRUVvuviFgoIKdvHHYbkGg3y8/M44+OEhsG5U6cIteXWbLZvzHpVoF5HMiUztnTUeZb08DOZDPl8fhnhAztmAHtMohCp/M2Cfg83qvClRKrxlidOnFj3PIQLXuFfEHBd5PQ0Z06ciPxnpXJ83+eZZ57hkUceQT74IPzN36z5Lu4mcsrDHUD4FUUCWdeNbYqcVqHrOOkdxyGwrJjwi3NzcR7+3r17o426Ff5qKJeh2cRQg7ebl12GVyrFAcZePn69Xsf3/WVK2d29m3xC3Qa5HK/6jd8gPzc3eDsB10X4fpT5Ui4TZjKEuVzH8yYVfv3AAcpnz5LxvJWbqHkeLaXA9XHv+9a3uO0nf5LCwgK2Ivyg1aKuVgzMz7cVvlanSuF3tNVNWDrRA53+b7FYjHoc+X7HTXLH2DpJwl9DvGXNGIbCV+//A/fcwwMPPMBjjz3Gt771LZ566qk1PY3v+x0iJOs4BAnbcDNTMuEiI3xnagqv2USEYaRSPY8DX/0qL//d32Vqaop5fUE//fQanzqh8BMR9u1U+IGaKpXxfbxikfLZs1Fhxzou9hmV3qnHERZmZ6PpPKUSY2Nj0UZrJfxSCd7+dvLPP49fKtHYty/KKOmeJvWRj4BqDaGDsJq8dNA4e/nlHXny2lvPhOHgHSLVzdFotaLAbzZLYBgdCt8wjPgGEJomzb17qZw8CfRX+dJ1sdR5sMzSmZ3FmZhAqs+qce5c9Ie5uTbhdyn85H5yzWYctFUH2PH8xWIRhMAvFHamj38BKfxAN6Cb7sw5OXbsGM+rhIPBDqUzjmNYFn6h0BYWqcLfIO65B1ot3EYDoUge4E0/8zNc99nPcul993HZffdx6K67mHn22eh/vvWtNe0i6eHvFIWvK/ekECwdOsTEk09Gg87XcdLPKUUv1MqnoH6f2LOnrUySQdtBFf7995NxHJzxceoHDvSeJvW970U971EZOrSJ01c36Pzhwx12i6lIPuN5g3eIdN2oZqHZxCuVkNnsMksnOuy2ynfGx8kr66nffgLHwVP/o49brx8nH3mExmWXxfabpclkbq59Y+5S+B2E32Xp9CR8dnDgNpk5s5mEP4Sg7Zyq3DZ62GFHjhwZOBbY3cso6zgE+XxK+EPDf/gP8I//SGNuDrNejweDAJTOn4/92pd85jNUjhyJ/nBmWRnBikhm6ewUhQ/tcYdLhw+z+7HHsMbGkOu42Ofm5jr66xdnZxFBwHiyVmI1D78biRP7mXe/m2P/8l92EJPrupHXubgYESCRwv/Rn/zJOFjqKpIvX3NNBxFrZDxvYIUv1ApGWzqa8JOWDnT6+GEuF+dO91X4PQjfUCrPGRujdtVVUe8j30foY3Xd5ZZOj/2YibRMYJmlo29WfrFIYW6OXY8/DuxQD38zLR2tqjdg6Uyrcy7b473zPI9BC0V7KfygWEwJf2io1/GPH8dRU5jyCSWRdZyY8IH4ImeNVb47TeEXCgWy6rWEhkHt8GEqU1PM3HADstGAZ54Z+Lls247bBsfPr4K2o8lgadLSGcSHTBB0Qdka3VWhtVotJnzHcbBnZjAbDQqKHHS+/Oh11/Ul/EEVvlAB7tjSUR7+Sgo/NIy4NUTfG4vnxT30RRiy7957KczO4larPPv2t4MQ0VB3z+sMrnZbOj0UfvXkSZqXXdb28LsUvj52r1LhJX/2Z7zmQx9ST70DCX8HK/xms4mtbMJeCh/gnLbjVj0Ul9f//M9TVByTdRz8fL7NFamHv0HU6zSeegqhLpiCblZFdLf2Eoot6zhYExOEa2i8FYZhRy+dnaDwhRBUKhUCpfDnrr+e6Rtv5MRttyGOHYM3vGHg59I2SkYtWf1iEbNeJyMl+STJasK3rDUr/KpqReF3VYXWarWoWGxujoWFBcZUv/+M7yMzGfxymcc+/nFyIyMdyvvsq14VbbdGwjdaLZAymgucyxGY5jLCX6bw9Xl1113Q5eXqG2VS4d/0iU9w+K67WPqJn+Dkj/5o/DwZ3+8k/G5Lx/fjlMzqc8/xsj/5E8zFRZYOHOjr4etjb11yCWParmQHEX4QtG9oO1jha0sTeit8YE0Kv3L2LGMqTmhYFkHq4Q8R9Tru8eOxEssnCN+w7Y5AmmFZ2Lt24elsiQGgyf7lv/M7FGdn47TMnKrS3C7o1ExpGFh79/Kd3/xN/FIp8uGVRTII5ubmeMmf/mlMRl65HAVvpewkmFwu+lpYGNzDV+9PVa0UtPVgNBq8/n3vi7JWFhdhfp75+XnG1UWS8X2CXC6aOqWqmovFYvx+P/yhDzH7kpeQ8byoi+kq/Vp8xyEThuRrtTgu8O3f+i3c3bvj7pPtw+5U+BnfR3geu+6+G77znY5tZ2ZmEL4fP6cmjZxlUdbtJ/TzDKDwW60WUkpuuOMO9t97LwvXXQfZLDl9E+pD+M3ENLToqXcI4SdTZnewwp9TK1qICL87LRii97TbrukFvY1Ok846TmfQNlX4G4Dvg2UhTp+OLrxCIQ6yARie12FVaMJfi8LXds7YsWMUZ2e3frRhH+jUzCBBWLoLZKzEB8D8/DwH7rknXhl55XKUsROGy3t+TExEBDUo4asxfCNK4dcvvxwRhlz9+c9TPncO68yZqLpxbo76M89w6ItfjPuOhKaJNIyo6Iso77yUUEfJITCr+fiO+nt+cTFW4439+8nn88tu2h2En8sx9swzvOqjHyXTahF0qdT5+fkoS6rLw4fIxtLN2JIKP87J7uHh6xXD6LFjPPThD/P8W94SHVO1GvUq6uPhN3WthH69jrOueQHDxNLSEq46B8NslvNPPz2cUZy9sEGFn6z9MGybf/qBD3QIR41B8vI1X+i2HFlVeBXzRarwNwB1IeuukXpupEZepS1qZG0be2KCbI8Psx+SAdusZcWWznYTfrVaJTSMDospSB7TAEvoIAhoLC6SdV1EGBKYZqzw+xI+dDZN64dSCX7ohwAYUf/nTEzw/JvfTEFV00q10pJzcxS+9jXmXvxiZl/2sujYlMLflYgjdJNxfnGR4vT0qraO9mfNpaXYbweW2TkQ3Vh09ktoGBTm58nXamRtG3duLrKgFBZUS964OVbi3BOVSnyz0isFw7Li0ZjLCq+UPaXztmduvJHpm29uv+58ftnnkc1myeVyywhfSjmQGt0USEl9aYn77rsvVvhutUpYq3H//fdvzupjAwrf1zfahMIvnT8fp/4euususivUjnSjW+HrStvU0hkG6nWCapXC7Gy0vE+O3AMylkXG8zh3yy009u3DUIRvLC3hDKiAY8L3PHKWtaMUfqC86BjZbFvxD3BTW1paIpN4H4J8PrKFwhDhur0JP5frbKnQD+97H/z7fw+AkcvF3rjuqwNRvCUcGUHOzpJbWsLavbvdq940EabZQfId/rphsP/ee7nmc59blfBdJQzMej0mZ+hN+Mn9hLkchmVhWBZZ20Y+/DDceisQXdh2vU6YzXY2x9Iol+MaBq3ws5aFo+sa+ih8ncaXRLlcjlZVPbosFgqFmPDdxHu1bbbOO9/Jc5/5TEcBnVetYlgWruvyuMokGiocJ7IP10H4uuJbWzo60y+rpq295DOfieMjayF8rfBz9TqeGkuJYcDrXrfmY1wLXtiEv7SEMz5O1vPIOk5bPSmIZhNTCM7ffDP1AweiAIoitcUBZ20mFb6xgxR+uVxGKhWcRGCayFxuIMJfXFzs8JX9QqH9/5bVm/AH7eX9spfBq14FqlJxQql8v1TqIHx3715Es0l+cRF3ZCQeShLmcm3vOvGaNcJcLgouK+97JWjCNyyrg/C7UzK79xMaBrlmk6xlYTgOmWPHQGVrLC4uInw/+gz6EH5S4Qt1/rijo1FBWY9K2xUJP5/v2WmxUCjgjYzwD3/wByTNqe0ifP8HPyBQxWpaNbuK8F/6X/8rc08+Ofxh664LY2PrsnQ04etj1dk1hm0z8cQTHdsOkiCg+SKnWnEX5+awdu+O+MLzovbYm4gXNOEHi4u4+Tx+Ph81muoifMKQokq/Cw0jJmx3dJTWgNVzSYUP7BiFL4RAFAodlg5A69JL8V/2soEIv1ardaShBYUCQT4fEX530BaitshrHd5w7bUAMfl1KPy5OZxSCb9SoXLmTLT0V+9rYJrku6ZQdXj4hkGu0YgKmlZZrbkJjz/Z16Sfwo8JXyt82yZrWWSnpiKrTPX8yahWG0E+j8xk+ip8mQjaOmNjeJVKu14iUWlbr9fXpfAB6ldcQSZRg7IthC8l4sSJeI5ArPArFbK2zSUPPURlaoqpNSRNDATHgfFxwkajs/DpV34F/vf/XvFfk4QfZrMUlU2XtSx2q8HyWhQ1m80VYyNSSlz1eV5233288jd+g8A0Oy2dTcYLmvCb587hFYtRUKTRWKbwAUwhkIYR9Y93XULDwCuXsQYM3LquC2EYxwJ2isIHEIlWzRrf+sQnsA8fHpjws12WTpDPI5ITepJYi8LvQkz4iVz8wvw8lmlijY1RPXECb2SkbenkcuST7ZdpV5bqv2sVtRbCD9Zi6RgGRqtFJgjIWRY53au/0YgIXzXTC/L5KKMoGQAul8nn85RKpSif33HIeh5utYpXrSK1ylUEFToOtprh2034lUqlp4effA3aNtJ9oraD8P2zZ8k6TtzXqVvh55pNzFpt6IS/OD3NkmGwdPYsX/nKV/j2t78dXbdPPx0NnVkBOuCfCQKc8XEqauKbYdvkVRxMXyOrTT/z1JhQgKzrMvHEE9i7dm3pKNQXNOG3pqcJEg2klil8wFTj8WKrwDDwi0WcAWdguq4b+3vQ7u+yEwg/q8ikG06ptCrhB0FAvV7vsHQ6CD+Tib6S2ADhV6vVuLujRmF+Hq9cprVnD6WZmY5WwGE+T77L0ulF+FnPw7btFZWXl7AQ1mTpqH10Q87NxZZOaBi41SrH3/a2jqHvOjg3Pj4e2U+NRvT+FgpRBfHSEvzRH8UK31ME3a3wS6US2Ww2et/7WDpAR4EXbA/hLz76KBDZGUgZXzfuyAi5ZhPDssjXaiwtLa2aSjsoZmZmOHP8OE6xSFa9l7Ozszz00EPI2dm2ddYHjcTNqXnppXHRX851yaoq6uQ1slJGmKPmL2sIwJqc3DJ1Dy9wwrenp/EV4QMx4SdtDqNWiwhfXSxSzUb1FxcHaq3rqqZbGjtJ4Rvl8jKFD9AqFFYl/KWlJaSU8cmsu0eKYhHRxz7YCOED7N69eznhVypYqoWDOzLS7v1eLkfHkYBhGB2pjhBZbWEYrpiV4jWbsfoexNIplUoIIeJVYTcap07h+36s8KVh8PRP/3RH62xdaTw2NkZgmpi1WnSumiZetRrZL7/4i/GMU1/nbbtuB+HHgepVLB1QYy/V8W4H4TdUQNbQPfAVvEolzlox1fCb9bYeTkJKyRNPPBEXv2UT58D8/Dz++fMrEr7nefF5owlfY8wwMGwbZ2ysw/Zcycd3EvOXj99+O/X9+7F37UoJf1hw5ubwi8X4ItaWjtSkUiiQWVwkV6ksU/iGZfXsyd6NbsLfKR4+KMLvQQJN01yV8HXGgT6ZpVoF5cbG+toHGyX8ycnJzrTI2dmI8FWRklutxkFoc2SkPSc3gThlMkH4sHLDML/Vis+RQRS+ECIKiveZPVo/cSLat+8vy5KKoQh/fHwcv1ymODsbixMvEXzGcaBUiiaOsVzhx4S/iqUDUSprdhsVvv/cc7QmJ8mpjrXx48VifJ7q1idzaygO7Ifp6WnqKnDvVasdhA9ELVRWeB+Sal2EYZQlpo6zGARRGvf4+MCN6VzVoM8rlXjiZ3+W+oED7YDtFuEFS/ie5xEuLkYXkTrptcIXmlRGR2FhgeLoaCfhFwpkbXugQhD9IWpoEtjKu3Y/GMnGWgm0TJNwlQtKK6xY4WezhIYRza41zd6Ef+AAqCKq9eCSSy5BmmZ808xZFm61SksRvpcI2uZuvRVuuGHZc/Qi/Bd/+tPYfXqdBEFAaNuxd6+/CyFW/AzLyT700NFDyVLN97rnI/Qi/NHRUfxqlaJajc5fdx1nX/3q9nauC+Uyvk7n6xqY0aHwV7J02F6F7/s+4dwcrb17o9hKgvC1yALIK6ExSIrjapienmb8yBH2fO97uJVKJ+EHAUajgbfCNZ4kfN0Y0dqzB79SwXTdSOGPj3e0W1gpw0hbOpojnn3HOzjzT//phafwhRC3CSGeFkIcE0L8Wo+/54UQf6X+/h0hxMFh7Hcl6JTCpKXjqCCf0CpubKxN+NobTij8QU66nazwM8UimR6KOygWCVZ5bfq1Zy0Lt1KJFX5+JYX/ildEU8PWCdM02a1Uvva7taXj6h716n01f/ZnQbVVSEITvibjjO9z6X334ffJutLL7G6F36vKNonR0dEOha/z573JSWwVdOyegCaS75ki/Ewmg3nJJeSXlvCLReqHDnHuNa9pb6cIP1inwk+SSZhQ+J7nDWW856Co1WoYrRbW5CS5RqOjPUGYy+EXCshMBlOtqgdZXa+G2dlZLvvWt5g4cgRfWzp6WphaZbRWWOkm7RmdpWNNTuJfemnk4WtLZ0CFH1s66pyoXXklrb17LyyFL4TIAncAbwauB94thLi+a7P3AAtSyquATwK/u9H9roYk4fuFQpx9A7T7VYyOgmVRVlOHoJPwV1P4YRhGXm2Xhy+EiL3kbUU+T7ZH5Z5fLBKscEHpgC1ECl+P4XNHRykePNhf4UPnKMN14IDqi6/nynrVKvUDB3j+rW8FaFtUffavCV+TcUbVYLh9VjS2bUe9eXoQ/koYTYgEiHrjA9T37EGom6X2a0Glyepj/qVf6lDjpX37OvbdgVYLWS4TKnXal/B/5EfgxS9e9u/JlUqQUPiwvFXvZmJxcZGcJvwuS0dms/jFIq09e2JLx7btDQVubdum0WhQUtl2ughRv35dKeuscB0k1boIQ2Q2y8kf+RGcN7whSsVVCn9Nlk6XCICtdQOGofBvAY5JKY9LKV3gc8DburZ5G/AX6ue/Bv6Z2OTOYktLSx0KPzQMgmIxIgJ9YSlSKatMCWgHbQ3bXlVlJIuuNKQqZ9/OxmkxCgVyPdoG+4UCcoWbmQ7YAnH1scxmeeYDH8D8iZ/or/CHgEsvvZSwUsFWBOpWKgTFIk//1E9Fx6Nz7/tU8+pc/KSlk3Uc/D5BQE34mmy10u8XsNUYTdiAEAWUpRA09u5tT9xKzEcYGxtDZLPRzfIP/qDjucpqCHtPwq/XCQuFuOdTkvBzyX7973sf3Hhjz2PtSM0cZi7+H/wBfPe7A226sLAQK3xDtSrQq7hcpUJQKNC87LIo1VGdextR+XqFWlJWXmgYBPl8PItAryT8er1vBldS4Wd8H5nNMnXrrXDLLRi2jeE4yzx8x3H6jruMFX6X9XahEf4+4FTi99PqsZ7bSCl9oAbsYhPRQfhK4SMEi1/9KoyMRISlyLCQCABqhZ+1LHzfX1EFdRddQWTp7AQ7B4DXvpbwn/yTZQ/7xSJiBcJPWlm6v1BoGIzqtNZNJHwhBIXJSVxF+F6iuEoIwRXXXBP9sorC15ZO1nXJ+n5fwnccp5PwB1T4xWKRjN6XaeIXi3jlMs3LLovJRNd1AFHPn2y253GPHjzYsW+Av7nrrqgv/9ISXj7f7uWSIPxKV1pqP2jCD0yT0vR01JaYNRC+lPDzP7/88W9+E1Tx0WrQK25r924MNR9Z23PFkRH8YpHGZZchs1kKajW2kWZqS0tLICVlTfiq4jnbRfg4Tt/Mml6WDkB+1y5EoxHZnWNjy1om91P5Ot4XdomVC8rSGSaEEO8VQjwshHh40P7SvRAEAU2V1xsrfEUA5de+Nrrwcrk4F1rk82QT5fK+UviwcppVL8KXhrFzCP8Nb8D48R9f9nBQLCJWCC4lCd+wrChQVSy259euZOkMAcbEBKMvehHQnmpVqVS45ZZb4t75/RR+srEZEOfJ94tZ2LaN8LxY2eug7WoKH6Ci2kG4IyP4hQLf/MM/ZOngQQrz8xRmZ3nVRz8aL9937doVvWc9AqvlXbuilh5Jha/y5r25OVzTRAQBpbNnqZw6FRP+SFfhWT8kFf7Lf//3ueKrX41f+0CwbfjUp2LlHcNxOprF9YPjOFiWFQ2XUWo+12jE12RBEb5XqVC78kpG1dyDjbRYqNfr5BcX4/dKZjIdhJ9rNHDLZbKuG89KTqK7rbZQVkwmkyG/a1eU5ZbJ4FYqnW2tVzhux3GWzcyAC0/hnwEuT/y+Xz3WcxshhAGMAstMVSnlp6SUN0spb55Mjs9bI+pqmZbtUvgF3YZUX3ja7jBNzET1ZHKY9loJf0cpfHqrQL9QINtqLV96Npvw0EMdOdCGZVG78kru/+3f3hKFD8Af/3FkHQG3/tiP8aY3vYnXv/717Nmzp5322Wf/OtiqyST2ihuNnkFK27bJBEHUXkN5yTAY4Y8k6gOCfB57chJ71y4Kc3PxGEazViObza6o8AECRXpJhLkcwcICdi5HJgh40V/+JXsfeigmsdEehYS9EBO+Oi+1BTkw4WsC637/BiR8fT7lWi38UimyTJtNQnVcZqUSxdpKJRavuipuRjbwPOIeWFpaojw1FefO68I2rcazrotXqZDxvJ7WUTdpa++9WCwiqlU4f56wWIzifQMqfL2a7Fb4FxrhPwRcLYQ4JIQwgXcBd3dtczfwf6mf/yXwdbmJDbn1BxgHbZXCjxWRvvB0QNM0MRX5y1yuY7bqaoUUwLK0zJ1E+B0+r4JOO20sLUUFMPo1fvSjcMstHUvp+D1M9H7ZbIXPlVdGfXnGxiiPjHSSr/65j8LPZDLkEys6DcO2e16I8UVoGDjj43Fgf5CLUPfxP3/zzUy//OUAEeHPz0fWCVA9cYLdu3dH1bB6ZdkDcmyso60DROJDLi5iZTJkPI/J738fIA4wr5nw1WemA+JrJvzuQsQBCV8raMOy8NT1mLOsqGJbCAojI5x79auZe+lLWTp0iBGVUbVehS+lpNlsMv700yyqmQvm0lJ03utrVo2ezLpuT8Lvvu61pVMul6FSgXPnkOVyhzjU6HWexQke3ZlbQiwbsrOZ2DDhK0/+/cBXgKeAO6WUTwghPiaEuF1t9hlglxDiGPBLwLLUzWGim/B10LaD8BOWDqYZ92UJs9mYEGH1UmlQJ4+2ErLZHZGDn0S1q8kYat5tc3YWfvmXo/RUALWUTt6LsyrvO5/Pt4l3sxU+RKsv3V8/iUIhaumwQlC8lOghpFtdZPsQvm3bUVdLw+Brn/50TKYDWTqqF//sDTcw/YpXAJHaz9p23HMlE4Zcqis0V1D4YmKip8KXtRpOPs/osWPtxnEqKWCtlk7sNav3bqsVvpFU+K0WGTUlLV+tcu5Vr6J25ZU4Y2OY6jnXS/iWZRGGIRNPPcX8ddfx3FvewtnXvKZD4Wc8b0WF34vwpSb8Sy6Jbn6FAl65TK5e70gz7ScsIBqlmRQjpmluaYLHUDx8KeWXpJTXSCmvlFJ+XD32ESnl3epnW0r5TinlVVLKW6SUkVSp/wAAIABJREFUg/UeXieShB+oE0wmCb+HpaM7LybTMmFwS8dTNw+5Awm/p61TLNI8dw7+8A/byu3UqWXb6ZtmrO5hawj/xS+Oesl0I59ftd9+sViM7JBcjlB9FoZl9SX8jOdFajrxvIMQPgkCjiEEzvg440eOcO4Vr+D522/nMj1icAXCNy69tGO+MrSbswWFApkwZEEFrPO1GqOjowM33NKvJc4eWmvxlX7f1qLwgwD+9E8BRfhBELWFUB1XjVaLjGrpbFYq8Wtxq9W4uZrv+53dLQdEU/XqGT9yhPnrruPx972P2pVXkimXMRLXrF8qkXFdXNdd9l50X/eZJOGrzymrBua0LrmE0cTM4F43qpgruhT+VrsBOypoOyzoCH0ySyfotnS6FH5BLY9jD3+AoG3S0vFLpUhNrlKhuR1YpvCJCN8+eTIKxCk7AqVKkzBUFWoH4W+2pQMRsfcorOrXM6Zzk0KchqdtjF6ErwfQZxL58hoDXYh6m66bg71rFxNPPcXx22+n+du/Hdk5sKKlk/nUp7De+MbO48vlIt9bKX9nbIzvfPSjTL3udfH8gEEQE74e5rHW9grrUfhPPQW/8As0m0081frZLxZBCAJl6WiFL0wzTqf1qtX4xgTr8/H1hKpcvY6diAVmqlXKSk3rFge6F1J3RlBPS8cw2jMXDIOMKtqaveEGdqvGcNBf4e994AGu//M/7zjXtporXnCErws2Mp4XZTooT14mpyMZRqeHbxhxvrrM5aJlWqOBUNWI/S4M13UZPXaMK/7u76IUuh3UOC2JXkt/v1AgOHIk+kUf7/R0Zwtf2gq/wy/eCoXfD4XC4Ao/4eX3snScPsVM+Xx+MPWs/ucKlVGk0dqzByEl8soruUankcKKCp/JSXZ3DRvXow91BpE7MsL0y1+OXy53jHZcDaZpkslkyGmFrwg/CILBipvW4+EfPQrAou4umRguE+TzVIIgKkTL5SBxbbqVSqTwla24Hlun2Wx21EBoZCoVJp94ArNWi1blalwnLG/l0NPSyWTaHKJqJwDmr7+e8aefjn/v1Z3VcRwKs7NUpqZShT9MNHpML5p78Ys59qEPtS9irbTK5Yjs1LAQiDz4oFCgdugQu1R3v34qw3Ecxo4eZeLIEbxyuZ2nu8MU/sjIyDKfMCgWMVTPF1RPf4jUaQyd6ZTPb73C74disa9Kbm8S5cS7eq6vED2DtvpGXpifjytlYQ2fn7pYD1xzDddee218fj32b/8t933hC9z4trd1BuRWUPhAlIWUgFaCSYUPUaBvLYQPkco/q8bnJZMMBlL561X4tOf6Gq1WbHv6hQKlIIjOIdOEhMKXuRyBaWKofa6H8FutFhnPWzbtLTsywu677uKSBx/sCNpCZ5GX53nLrCShjjduwX191EzAMAzsXbviuANEK8fu/3cch6zjIMKwQ+EPZB0OETug/n+46EX40jAwDhxob6SVRanUVremGd151UV77lWvYu93vsPsjTfSbDZ7XmCO48Rev18q7ajGaUkYhkGlUulYtvqFAsWZGYI9e6LMBfW+JVPGMp6HzGQojIx0vqbtVPi7d8M996y4SalUwrrkEu77vd/jn3zwg3gqV7qb8PXvhfl5zqugK6zhItTvSaHA1QcPcvjwYer1OqZpRul73cE4w1iey57AxMQE+Xw+Xnno80ln77hqpTY5ObnmzI5CocBj/+7f4YyNdbR0tm27p+XXgYTCr9fr1Go1isUiE44Tt5FYBiWWlmZnueLv/g63Wo07oQaFAkU9E/kLX4ArrqD03HPxv2pbxy+X12XptFqtngrf0BlYi4tkPQ8rofCThN8rUSMTBJilUls0/o//AWfPUpyexq1W24VcQOXkSZyHHyb/2tfGjzmOE8cPkoS/1Qr/oiB86ApcJj38JOEnLqKF665j73e+0/GcSQRBgO/7cR9va3KS7/7Kr2x5mtWgGB0d7ST8YpHizAze7t0R4asLSw9oePGnP0315EmCbjsHtlfhA9x004p/LiasgyCXwxkd7WnpaHWbX1jATnjixWKPFge9oM8dRfzZbLZzJdSNVawoIQT79u3juJqnrO0ofR7rbq/79nUXsq+OZPFVsjJ0IIWv3rfHHnmEE4mb2Fssi4zrIh5/HJ55BpJFfirjqz43x7Vf/zqLV13VYenkbTt6P26+GegcT+lWq5H9tHfvuhS+ZVkYXdkwADlVdZtfXOwI2pq1Gg0hCMOQTCbT8yYjgoBC8sY4Pg7j4xSWllgcGekg/P3f+AaZI0egi/BNRfhrTg4YIi4KSwf6EL4e/gzR98Td1pqcjAcW9zoB9JItHm+WyzF7ww1bnmY1KLqJyC8WKZ0/jz02Fi3NG42oAleNwTv8N3/D5KOPLs/Qgb4Ds3cKcrlcHCgNcznc0VEM2142CCW2dBYWOiydgS9C/R4Muv1KHr7CwYMH4/MntnQS8xwKhUI7zXMNiNsr5HIdhYKDEL5U5/9MYhxgRgW7petifelL8PnPd/6Tfl7PI+u6Ub9/bduUSpFlk3gvkgPovUolDtyuVeH7vt8zEC+EiDuFFpWHr7OffvRf/2uklDF39BJ4Iggo9Mh20/ahYVlxv6N8rUbQdaPSlg6QBm2HiWSXxyThdyxbk0HbhMJPEr49MUG+VkP4fs+TThOHtnS0atppdo5Gt0p3JiaonD5Nc2QEHAdZr+OWy2SCoCOn2C8Wl9tZ22npDIhkX3xndDT+nJIq37IsCALMWi32x5P/uyqEgDvvHCrhl8tlDh8+HB17F+G7o6Ncf/317ayfNaCjgVqC8AfpmDmvsrd01XLl5Ele+6u/isxk8Mtlzj/2GLKbJNU+MqqbbGFuLvbwzdHRyPtPvBcdCn9kpN3N0nFWHE/ZDTuRZ59U+Pl8HvHnfw5/+ZeUl5aW/R3atk4/S6fYw/oqFouQyeDpVQlRNlTQxRmO48RWWlLhp4S/Afi+H3/g3ZkXSQURK/xqtX2xTk4S/qt/FW8is1mcsTEK8/M9p9HrCyUezaY+7J1M+MmVR3PvXrKeR3N0FOk4NKeno6wF3yfjuviFQjRhqpfC325LZwAkCd+anIyCalJ2EL5t2+SXlvBUv3+NNS2z3/nOwVtCrxK01bjuuuvYv39/TEj6PD58883rsnOgP+GvNuA9DEMW9EAXRfjFmRmKMzNxJhTz81jd7afVPoTnkelS+Ob4eDSzN0F8WdVlFujwxKWUa2rjrF9Pt8IvlUpRgeFNN0WWju8vC+pqwu9n6RR7ZLvp99VNpJOaS0uEPezDVOEPGR0TahJ38HjQs4YO2r7oRfC3fxs9Vi5j3HFHRx97a/duirOzhGG4bOmrLR2tHHWxyE5LydTIZrMdq5yWsgXs8XGkbbM0NYVXqSB8n6xq4WpPTCCq1eUpitVqu8X0DkWyiZoefp5rNJYp/Pz8fId/D5voqw6g8CGyH2688Ub27N+PFIKDt9xC68//nKuvvXbdu+7w8Neg8KemppCaRNXKz6zXMev1mPBzjQbuwkJnbyaVJZMJArKeR15NnwMo7t4dEX7Xe6E/s8Wrr2bykUfix1e7KSURE36Xgo9XbXv3kpub66nwdQ+uboU/euwYuXq9v8JHrUrUDcOs1QgTfKHrPbI7IGh7URD+skpTrbSEgKuu6vhTcmm5ko8fWzpK4eve3jtV4QMdxTrNvXuBaHCH8Dya589HpeZBEKe02RMTGL2CkG97G/zxH2/VYa8LSYUf5PORRbewEBOCVo65VqtzhixrsHTWigEVvkZhZARRKPCia6+l9DM/s6Fdr1fhnzlzJlamWuGb9ToiDAlUNXOu2STTanE6Ubgn1bB1vWIUUsYKv7R79zJLJ3mMU697HeNPP01BXXtr6dvfT+HHN/HRUYTrdnTr1FhaWsJWsZ4kXvqnf0pxfp58j9kSPQl/aSm+SUIi3qezrxJT8Qatlh4WXlCEn8xCWZXw+yit5Lb2rl0UVB5xX8K3LB788Id59AMfAHauwgfYnZg3a09MRBksY2MQhtjT03ilEiIMyTpOrPBziWBmjFyu3X9nhyJJ+GE+jzM+TmF+PiYE13WjrIwupWcYxuZNKxtQ4cfI5zc0FL7zqdTUqx4efj+PPAxD5ubm2oSvFL72qsNcjtA0MZpNso7DCTW8HSBMEL5Wtn6pxMjICMboaJTq2RWLiG9K+TyN/fvjBnRrIfx+Hn58ExcC9uyJVu65HPd8+tP6xWLbNvMzM9EQFo0giJu5rTQzWBO+8H3MZhN08dUDD+B/4QvRMXUp/O0Qhy8owu9W+NqjW5Zn3KcvOXR6/W6lEvdT7yb8pKWzdOhQ3AdlJyv8juBrJsP5W26hdckl0TJfLblDwyBrWVF2y65dmGss8Nkp0Bf4wjXXUL/8cuyJCQoJhd+PGDY1TW6F864nTHNohK9vZN0KX0rZu1+NlNT/1/8iCILlCl8pWb16MhsNsrbN4uJiO59djY0Uuuod8P7/9s49SK67uvOf09333n5MT89To9FIQpaRn1iyHVl2wDh+AmYpm1Q5iytQMcsaJ8BWluKxNia1yWaziXEqSyBQmzjE2OaxJrBkTVigYltQFAWB2FgGGwOSjbElSxo9RtLM9Ew/f/vH/d3bt3u6Z7qnZ/r5+1RNTT/u9D3z63u/99zzO79z4nH3GAyscA8SHPvghakRwfeLlFV0lgqel5JK+SGphYkJiuGw/7/NPfIIl3z84+7/efo0A4cPl9YtVLlYRyIRLMsiOziIc/p0qXxFNuva8t3vEvrmNwFKk7ZG8NeGhkM6VQgKft5LH2N5Dz+YDdTJgm/bNsMBj/3JO+8kMzLixrdnZ92+AeEwES34mTe+EXnrW9to8erxBP9XN9/MyQsvJDM8jBPw8MtivYETed3COdC4h7+Ggg+6xlCF4EMNQT15ksF3vtOtSVXh4Q96nqpl+XMj3kXhpZdecv8+l3NXzGYyiL6DyMdiblgxWOIkQHDsi7bt29lIDN9P2qj4Xssu5KmUu+JVa4AKh/3/be6ll9xzvljkune/m+HnnmPOS4Ot8d1Fo1EWxsaInjhRVq9oYWHBzYDTuhTOZChGIm1dkd8zgl8sFst7UC4n+HV6+Pl43J+UrZzIyWQypdIDXSL4ABt17D5IMRJxVzbqomOe4A/ecIPbHLsLqRRuz8P3eo76Hn6FJ7iuHn6HCL41P8+eP/1TrnnPe4gdOVJd8LNZJJ932xFqgfe84Hhg7UnBtrHm592LglIcPHjQLV6mPfxIIB89H4+XC36NkA64x2R4FR5+XXduOhxZ0N+FCof9CelIOk04kyGSThNZXGT45z/n6J497t/ViLfHYjEWR0eJHT/u5uDbNiEvYzCbLRP8TCplPPy1IJ1Ol8UivUkb27aXxtWXOfEqBd8K1PQIfr6XV6sikbKUvk6O4QNVF+0ULQtbe/gqEnEXKdk2ExMTbbBwbfAaoXgsjoz4vVIXFhbKhaFVtU0anLRdyxg+aMG3bVK/+pWbbjw5ydCBA1UFdVF7qtaZM75n6pw6xcUf/zjR738fZdt+SCeUzyN6PiSXy/H0vn1+0beg4EdGRtzx9RIlKhYnlQn+KkI6wRROqTVpC+BVxg30TPDnJ9JpwouLfig3+fLLpCcmyH34w9X7M+jPXhwbI3r8OM7Jk6QnJghlsyUP31vFns2STaV8D7/Vq2yhhwS/srypd4Wv2uh5GQ/fcRx/0i4Xi/kHbLFY9G8tvRWbkUDpWo92fImNkEgkqGwfWdC35Xkd0gkvLGAlkx1/8VqJoJcfzLhaCNTVqTm5tx50gIfvzWvNTU2RTSYJZzJVBfWMTlawZ2cJZzLkYzG2feMbTDz5JKIUsm0bkUTCb0QOpcWHJ48dQ4VCFC3LvVvUAjf8qle5G3pzanv3lu0zOPaFVYR0MpkMcd1aMhz4Xi3LKs+GqRB8FYn4gu959kHBL4yMYN17b03NiMVibgr3iRNEZ2ZIT0y4tXq04HsXtnA2azz8taIy5OKdyFULQ63gaXlefjCkA6U4vneCVAp+O9KsVsPZZ59d9lxFIu7qQM/DX1ggVi07p8soE/wNG+oS/I7y8NcjpKPFJjM0RNG2CVdp/gEwp++GbO3h52MxwouLnL5JN7Hbvp3o4GB5hlPQuw6H/QYuGS2wo2edVdrBnXcuCRcGhbloWaWsFp3HvhKLx45x1Qc/WLJB/69LvlNtT1SHdoIxfC+k4wm+NT9PZIXFbrFYzO90ljh82PXwczl3XDMZRH9WOJPhwO/8DtO6FpQR/CaoFPzwch7+VVdVb66h8f4mOGkL1QU/2KWo0717j/Hx8VIXJvAn3jwPf0M87vcH6GaCgr84PIw1O0som2V+ft7/LivztTvKw1+PkI4W6MzwMIXlBF8397BnZwlns67gZ7NYmza5pbQnJrBTKSSwbsVvH1gooCIRfz4ol0xyYtcuRjwPH+Cee+Dhh5fsN5hO28h6AYCM/n6h/EJeS/CH9XyWCoX8GL7lCX4gYhDftm3Z/UajURBhcXSUof37fcEv/PrXruAvLkKxSCif58SFF7Ko06ON4DfB1NQUO3bsYOPGjQzoXpU1BX/PHnjjG2t+VpmHv4zgW3NzZYt21lUs1phdu3b5oZ2CF8OPxQhHo4xHo2sqNO2i7LsPhVgcGyN27Bizs7M1J/cS63mh65AYPrgefsG2CVURfKUU8zoXPRjSCWcyRAcH3Vz2ZBJxHAb1PI8KhXzB9zx8pTO+CrbNkS98we1wVYeNoAW/wbr92XTa99SDczNLhHVoCEIhxvV8VrHCwxelcHQfXoDBisWZlXjn/dzUFIMvvujH8H/jd38XTp4ktLBQCjEFynB0neCLyIiIPCoi+/XvJXEAEblYRH4gIs+KyE9E5G3N7LMWGzZs4LzzzuOyyy7jmmuuYfP4OOft2tVQKziPoOBbywn+/HyZ4HeLhw9u/vDll1/OJZdcgjUwQDib5ZxLLyWWTCJzc6Uqol1MpXinN2wgNj3NtF7QA+VZOo7jrKowWd14Rfvq5cYb4c//fM12X+nh1wrpzM/Po/RrfkhHNwvxej+TTILjkNKCn0sksM+cYeenPuX3bfVaNBZtm20reMlBG0GXgKio278S2fl5QsUiKFX2vVb18B3HX4hYGcMHiJ04QcGyUKEQwxUh0Eo8wT++cydSLJKemPDvFIonTxLWdXSCtb1CoVBb5sia9fDvAh5XSu0AHtfPK0kDv6eUuhB4E/DXIrLuyzQlmyWaSq1q1aQnFAXbRgoFRN9aeoLv3V5WLsvvJg8f3JotmzdvJqkXV41eeKEbN56b6wkPv1LwF8bHiU9Ply2dD3qC6+rdQ+MhncFBaKJ+TiVOoOXjYsDD91Yde8zMzPjHvFUR0hFPpLTgh/VdVHZwkPixY2zeu3dJDN8eHKx7bFdbAgIgo8/P8x98kHMffnhFwbdtm7GxMVQo5Keceg5e9MQJ0hs3khsaIrzCnYlX+O34rl0ApCcm/LUHBS34oUymbII7Go22pYx6s4J/M/CgfvwgsGSVjlLql0qp/frxK8A0MF653ZqTyaxatPyDU6Rs4tZLzfQOvsj8vF8fBLrLwy/DO6AnJ93Hs7M94eFHo9Eyjz2j6+kEqSyyt640GtJZY0KhkD83kx0aouA4/oKpYKORU7qaJLjdwIqhkJsXn82WSoj/1m+5k67ayQmNjbkpnLopkJeuHM3lSDSwWrtW3f56Kmbm9Hn56q9+FWD5SVt9fJ911lkUw2H//42k0xRDIaInTjC/aRNS0XayFrFYjDPbtvHTO+4gn0hQ9JI3ZmYI6ybuQcFvl3PYrOBPKKW8rghHgGUTt0VkD2ADz9d4/w4ReUJEnjimMypWxfHjbgenVYqWbdt+qdZ8ldRM7+SoDOl0m4fv48UrbdsVpB4J6YhImWeZGRoqi81CeUin4zz8dSAxMMDsli1kUik/pAPVBb9g28SOH6fgOK4XnM+XLlivfa3b4Uof8/EtW9iiL5jOzAwqHCY5MkJKhFAD50UtD7/eGD7gi20wVFfG0JB/fE9MTBDWd/LgCn5maIjoiRPMXnklEa/Wzgp4dfFffMtb3H1rcfdaQMZOnCAXyBhsl3O4ouCLyGMi8kyVn5uD2yl3VVLNTgUiMgl8DvgPSqlitW2UUvcppXYrpXZX5oo3xNVXw759TYmWd/Ln4nGsitRMX/Dn5sqydNbdQ1wvghdXz8Pv1ruVCoJpuVUFP+Dhr9jbtVluvBGuuWZ997EC8Xic73z606hIxA/pQClcWSwWOaMbhGSGhnBOnnQF37tTqow7e8fJyAgD+rOu2LaN+NAQ41NTSIPHUjOCn9PnpZcqXdPD37ED7r0XcJ2CeCpFXP9fVjpNZniY2MwMW/fsQXTj95WodBa8Y8qfE5ie9nsSQ/ucwxXdDaXU9bXeE5GjIjKplDqsBX26xnaDwP8DPqqU+tdVW1svw8Pw7LNNC/6pU6eWZOqcOnXKzwm20mny+osWke718PUiG6CnPHyAwcFBDukGHjUFXwvDugv+9TVPpZYRdEoKVTz8M2fOuFVE83kyqRSp5593Y9KeZ18ZkvKO+eFh0FUl5ehRdzvbbth5WG3dfqWUH9IpxGIwP187hm/b8LZS7kjItrnkootIjY25zcqnpog8//yK+fdBKp29yuYqsWPHOkLwmw3pfA24TT++DXikcgMRsYF/Ah5SSn2lyf3Vh7doqAnRqpWLf/ToUf9xJBDSicViHdnLti50zjXQcx7+YOAkqyb4XrpcKBRa/5BOBxD8H4tVYvin9PiE8nmyqRShYpGibWN7AlXp4cdi7muJBHjzI0eOuMeRZbmNTho4lvwyzoG7D1i51WEmk/EnXoMe/pJVttWIRAgXi+woFpFXv5q4F10455y67a7l4YObslop+B0b0lmBe4AbRGQ/cL1+jojsFpHP6G3+PXAV8E4R2ad/Lm5yv8vjpWKuheAHYvjgZjBsePJJXvXNb5bF8Ls2nAMwOgp69Z/vlfWQh+/hCf62r3+d13/gA0CpjG4ymezeC3YD1PLwvYWLM1q0Q7mcv0K24Di1Bd9bsxGLLRV823bLCjQgbl7GSzESKcvDX6nVYSaT8RdPeYKvLKu+XPdIBPJ5+PGP3fPAK8IY6B+xEksEPzBOuUSCeEVIp13ORVMzSEqpE8B1VV5/ArhdP/488Plm9tMwa+Dhe0KRr4jhAwy+8AKJV15xBd/r4tPNgv/zn5dOZC+k0yMefjQadYtbLS6SGxggsrDARffd57/vldGtbPLeqwQXoxUC5Qu8DDRf8PN58vE4hUiEguMQ8wSqWkinUvAPHy4JPjR8LNUq45zJZGp6xplMxp1UDiD5fH2etGXBY4/B97/vdnN7UCceNuAAeHf43l1IcPV2LpFY4uG3S/B7ZqVtGWsg+IlEglAoRK4ipANuDXyv3oYXw1/3+O96Mjbm5nyDe/Dncj3j4UOg8YuInx89o2/XvUnbsQa8uW4mmIFWdJxSn9VikZmZGXfyNtAJLJ9IUHAcop5DUy2k4wm+FxoMevhQOrbqxHGcsgwij+UmbhcXF8tW2YI7x1a3h3/vvfC978Hu3RBo1VgvoVCozOkr6rsUcBucBwU/Fou1reZWbwr+GoR0RIRkMrkkpAOlinqRhQU/D7+rBT+I58H1iIcP5a0dX7jpJp56//uX1FwZ7dLOXqvBO1Yr4+Re85ILHniAV33rWxQjEXKJBBKPE/bOpUoPf+tWePe7XcH3wjfBGD5AnatsPRpq1KLJZDLuKltKnaUKjYR0hobgz/7MXV9w993wF3/RkM1QrgEF23bbhwJzmzcjSvmC3865ot4U/DXw8AFSqRT5RKKqhx9ZWChrfjLYoBfTsXgnaQ95+MEU32dvv52Zc8/1JytD+TzRVKp7F82tAi+sU6jwol9++WXAXWUaPX6cYiTiJi0MDpaalVR6+Mkk/NEflbJ1Nm50Pf1IpLRtiwTf9/CzWX7ynvdw8Oqr6/teIxE3jLltmxvG+fCH4a5qRQOWJ6gBJy+4gFO6Bs9BnYrrCX47w79G8Jf9mGE3D79C8K102u1MH4mgwmFs2+74Tld14wl+hzcpb4RYLFZWHdQTunO++EUShw4xFSzb2wd4gu9l6SR0DXmPSDrtZudYFrlEAmtoqLRgrFb9F0/EvItrMKTT4Pg6jrNkpS0sn5q5uLjox/DD2SzpDRsgHK7vvLQsd9K2yYt+0MP/xTvewWkt+CcuuoiF0VEWdeShnc5hbwr+yIh7pW5yVePw8HDNkI6jm34DvTXh59VU2bmzvXasMeecc45fZsGLXW/80Y+IZDJMbN3aZutai3e8Fmwbe26Oa//gD3jN3/0dG3/wAwC/FrwX0nGCgl+rNITn4XulCCyrlO3SYAHDZkM6Id2JDuqsSOn9b03mxlfqQMG2/aqhj332s374t5160ZuCPzzsevdNptkNDAygksmyJijghnTs2Vlf8FdTkbNjee4593eP5aQnk0kuu+wyUqmU6+FnMtheHL9bF8ytkiGvp2uwtsv0NPEjR4DS6tCiZVFIJrGWC+n4H1BF8L07hwbPw2ZDOuFs1l8ZXHdIx924ITsrSSQSZRUwC7oNZBARaavgt7ewx3oxNuY3OWgGESE5NUXqwAEuuP9+fvaudwH4FwBP8Htqwk/HcXuR8fFxxsfHyS4uEsrliHlpfL0SjquTSCRCMpksawtqzc9je31steCrSITIxAQyNATeoqeVPPxgSOemm9wJ3Abx6vaHGwzpDHkx/ELBb6vYkIe/BvM4o6OjHD7slhcrBKqTegwMDKxvCe4V6E0Pf3QUnnlmTT5qZNs27Pl5zvrnfyaiF6dEAjU7wuEwwz3QDtDnW9+C/fvbbcW6Ykejbplf3cavptfaw1Qes87p0zi60FfEC+lYFvk774T3vW91Hv5FF8Hf/E3DtjmOQyESqRrDr7baNp/PUygUfA8f3LaFoVDIT0FdljUK6UC581fJkSMMAAARa0lEQVRN8DfUWX1zvehNwYeGVsktx4iXYSDCxJNPAuWCPzU11RV9bOvm7LNhhQ4/PUEs5q43gL7z8KEkPN/72MfIDA4SO3bM9fALBX+hYTESYXz7dndCtt4YfirlbttEGehwOEx4YIBQPl+2mKrWalvvtVBA8Is6maKu1dNrmIo8OTlZ6str22ULsAC2tnm+qIeUan2w9BX78BVXMPjCC0ihQDiXIxeLUYjF2L59e5stNKyKWKwUW+5TwQ+Hw8ycf77fzco+c6ZsvmpgZKQUA6/Xw4/F3IVWTdb9dxIJFsbG/HkFj+UEv9LDrzvVdg1DOtFo1O/uVenhT0xMVG+52kKM4K9EIoEaHia3cyehfN7NvY9GKcRiJCYne2fBVb8Rj7uhvy9/uSRmfUQ4HGZS93T1skfs06ex0ml/MnfD5s2lP6g3LTMadXPzmxT8aDTK7JYtJCvmlKpN3HqvlQl+JFJ/qvQahnQAzjvvPEZGRtxJW/3Zo6Oj7OyAzLfenLRdS0SQkyfZ+qlPMTczQzqVgmQSa2CAaAPlUw0dRizmpqDecku7LWkb5557Lq+88gq5RAIlgnPmDJH5eRbGxxk4dIihiUA/o3DYvSOqdXH0xDIaXRsP33GY27yZzd/5DgsbNnBa95WtJvi1QjoNC/4aLb4Lh8O89rWv5djoKPmFBa688sqOmeczHn6dhGIxBh2H10xOYo2OEk4mXU/G0J3EYtDm2+t2E4/H2bVrF/l4nMzQEOGFBewzZ8gPD6McBwkKZnDlbDUsy70YeILf5BqYaDTK7NatTP7gB5z7hS/4ry8n+KsO6axDORERYcN55zHyx3/cMWIPRvDrx3HcPrkPPQRvepObp24Ev3uJx833B2zevJmRbduQ4WEKQ0OcDQxu2YIMDpYLfD39eL1CamsU0jl+8cUsjI0xH1glXW9IZ1Uefh/M5RjBr5dotCT4f/iHrndoBKN7MR6+jz0+jjM+jjU+zsTiIqGhIddLb8TDh5Lgr1FIZ3F0lP233LKkEUolazJpG402vVCzGzAx/HrxPPzTp2HTJveg7qF6M31HMEun30ml3B+l4KWX3Md33+32fvVog4cPbmrjSr1tvddCzUza9knxPCP49eI4pdoglgWf+ESpSJuh+4jFmhalnsET/GLRXWl9+eWgV5X71OPh3323WyjtmmvcqplN4Al+wbLKKnrW6+EXQ6H6Bd+y1ixDp9Mxgl8vjuN29PEODJ3SZuhS4vG+iNnWxdatbiP7YhGeegre8Ial24TDKwv+7/+++/vtb2/aJN/DDzRpgdJqW29BlVKKbDbL5m9/m/F9+/ztVCTSeEinD2gqhi8iIyLyqIjs179rurwiMigiB0XkU83ss204Dpw61TeeQM9jYvgl3vY2+NjH3DDlyy9Xr0PV5OrZRvHKIgTbMMLS1bbZbBalFCPPPsvQgQMlc6PR+lfAG8Gvm7uAx5VSO4DH9fNa/Hfgu03ur30Ywe8tUikTkqsklXLLTVQT/Ho8/DXGL6JW0eowKPh+Dr6O83tF0+xGztNIpG/O62ZDOjcDV+vHDwLfAe6s3EhEfgOYAL4F7G5yn+3BceDMmaZjk4YO4c47oZdqIK0FXmOOaskILfbwwRX8XI0yyV6JYX/CVtfcKdo2ZLM4jXjslmU8/DqZUEod1o+P4Ip6GSISAv4K+FCT+2ovjuNmMfTJgdHzDAyUygEYXDzPvlZIp8UevuM4FB2nLKQD5Zk6vuDri0LBshpLyQTj4QcRkceAam7tR4NPlFJKRJbWLoX3At9QSh1cqXKdiNwB3AHtryq3BO8A6pMDw9CHeB5+NcE/+2x4y1taak40GmXGssrq4kfm51nUZcoBFnSxt6CHX8zliDUa0ukTR25FwVdKXV/rPRE5KiKTSqnDIjIJTFfZ7DeB14vIe4EBwBaROaXUkni/Uuo+4D6A3bt3V7t4tA8vo8MIvqFXWc7D37rVTbtsIX4MPxCzv/iTn2Tx1lvhwguBgOB7Hr7eviEP/4IL3NXzfUCzMfyvAbcB9+jfj1RuoJTyc7RE5J3A7mpi3/EYwTf0Ost5+G0gFotRqFh45czMMDcz4z+vFPyiZaFCocY8/Ne8xv3pA5qN4d8D3CAi+4Hr9XNEZLeIfKZZ4zoKI/iGXieVclcfd0jJkFgs5q60DcTw7dlZCsuEdAqOQzESaUzw+4imPHyl1AnguiqvPwHcXuX1B4AHmtln2/AyFMyBZOhVBgddse+Q7KVoNOqutA14+NbsLAVvxTtVJm1tGxUOG8GvQWd8s92AiOvl98nkjqEPmZpyG493CI7jILaNFItcd/vthLJZ7Lk5WFwkl8uRy+UoeI3LgyEd3d7QsBRTWqERHMd4+IbeJZWCz32u3VaUEYvHKVgW8elposePI8Ui4WzWD+V4+IJv26ZG0jIYwW8EI/gGQ0vxMnXIZIgdOwa44p5Op8salPsxfCP4y2IEvxGM4BsMLSWuPXyA2PHjAISzWdLpdFmtnGBIR4zg18QIfiNEo0bwDYYWEo/HXQ8fSh5+Nst8Ok0k0EYxlMuhRCjYNmLi9zUxgt8IxsM3GFpKIpFwwzSwJKRjBTz5UC5HLpGgaAR/WYzgN4LJ0jEYWkrQw49PT5OLxwlns8zPz5canChFOJ9ncWDALadsQjo1MWmZjWA8fIOhpXgevgqFiB0/zuLoqO/hp9NpACSfpxgOc+iqq0hv3EjINLapiRH8RjCCbzC0FNu2mX31qzm9fTuxY8dYHBkhnM1SLBZZWFggvLjIrk9/mqJl8Yt3vIOF8XFCprFNTYzgN8LICIyOttsKg6GveOmDH+Tk+ecTzmZ9D98jevw4W/bupajDOHOXX07o/vvbZWrHY2L4jfDww24pVYPB0DKSySR5fWe9ODpK4vBh/z1Lh3U8wU+kUjA+3nojuwSjXo1gJoMMhpYzMDBAXsflFyo8/Iiuq1PUjtiACecsiwnpGAyGjmZgYMD38DMjI2XVM5d4+IlE6w3sIozgGwyGjiaZTFLQ6dALo6NlTc0jnuBrD3/Qq+lvqIoRfIPB0NEkEglUIoESITM0tKyHn+qQ5i2dihF8g8HQ0YgI0dFRcgMDFBxnSY9bcD38RCJRtvrWsBQj+AaDoeOJbdhANplc0gHLSqdRoRBFyzLefR0YwTcYDB3PwMUXc/h1r6PodcBSCnA9/IWxMYqWxdjYWJut7HyaEnwRGRGRR0Vkv/49XGO7rSLyLyLynIj8TES2NbNfg8HQX4xceCHPv+tdqHAYJYLoTldWOk16wwaKlsXGjRvbbGXn06yHfxfwuFJqB/C4fl6Nh4C/VEqdD+wBppvcr8Fg6CNCoRCbNm0CKAvrRNJpZrduJTQ2ViqmZqhJs4J/M/Cgfvwg8NbKDUTkAiCilHoUQCk1p5RKN7lfg8HQZ5xzzjlYlkXecYjo5uXW/DyvXHstzkMPtdm67qBZwZ9QSnnrnI8AE1W2OQc4JSJfFZGnROQvRSTc5H4NBkOfEY1G2bNnD7nhYZxTpwA3pLPjsstIjYy02bruYMXSCiLyGFAtOPbR4BOllBIRVWMfrwcuAV4CvgS8E/iHKvu6A7gDYOvWrSuZZjAY+oyRkRHUjh2cPzTEws6dxOfmSOzc2W6zuoYVBV8pdX2t90TkqIhMKqUOi8gk1WPzB4F9SqkX9N/8X+AKqgi+Uuo+4D6A3bt3V7t4GAyGPkc2bWJDPg/Dw5DPg0nHrJtmQzpfA27Tj28DHqmyzb8BQyLilbC7FvhZk/s1GAz9yuQkHD4Mhw7B5s0g0m6LuoZmBf8e4AYR2Q9cr58jIrtF5DMASqkC8CHgcRH5KSDA3ze5X4PB0K9s2lQu+Ia6aao8slLqBHBdldefAG4PPH8UMIE2g8HQPJOTsHcvHDxoBL9BzEpbg8HQXUxOwiuvuII/NdVua7oKI/gGg6G78EI6xsNvGCP4BoOhu9i4EY4cMYK/CozgGwyG7iIahUQCnn7aCH6DGME3GAzdx+SkieGvAiP4BoOh+9i0CSwLxsdX3tbgYwTfYDB0H5OTrncfMhLWCGa0DAZD9zE5aeL3q8AIvsFg6D42bTLx+1XQ1Epbg8FgaAu33grX16zraKiBEXyDwdB9TEy4P4aGMCEdg8Fg6BOM4BsMBkOfYATfYDAY+gQj+AaDwdAnGME3GAyGPsEIvsFgMPQJRvANBoOhTzCCbzAYDH2CKKXabUNVROQY8OsmPmIMOL5G5qwlxq7GMHY1RqfaBZ1rW6/Z9SqlVNUyoh0r+M0iIk8opXa3245KjF2NYexqjE61CzrXtn6yy4R0DAaDoU8wgm8wGAx9Qi8L/n3tNqAGxq7GMHY1RqfaBZ1rW9/Y1bMxfIPBYDCU08sevsFgMBgC9Jzgi8ibROQXInJARO5qsy0vishPRWSfiDyhXxsRkUdFZL/+PdwiW+4XkWkReSbwWlVbxOWTegx/IiKXttiuPxGRQ3rc9onImwPvfUTb9QsReeM62rVFRL4tIj8TkWdF5D/r19s6ZsvY1dYxE5GoiPxIRJ7Wdv03/fpZIvJDvf8viYitX3f08wP6/W0ttusBEflVYLwu1q+37NjX+wuLyFMi8nX9fH3HSynVMz9AGHge2A7YwNPABW2050VgrOK1e4G79OO7gI+1yJargEuBZ1ayBXgz8E1AgCuAH7bYrj8BPlRl2wv0d+oAZ+nvOrxOdk0Cl+rHSeCXev9tHbNl7GrrmOn/e0A/toAf6nH4R+BW/frfAu/Rj98L/K1+fCvwpXUar1p2PQDcUmX7lh37en8fAL4IfF0/X9fx6jUPfw9wQCn1glIqCzwM3Nxmmyq5GXhQP34QeGsrdqqU+i5wsk5bbgYeUi7/CgyJyGQL7arFzcDDSqmMUupXwAHc73w97DqslPqxfjwLPAdM0eYxW8auWrRkzPT/PaefWvpHAdcCX9GvV46XN45fAa4TEWmhXbVo2bEvIpuBfwd8Rj8X1nm8ek3wp4CXA88PsvzJsN4o4F9E5EkRuUO/NqGUOqwfHwHa2aetli2dMI7/Sd9S3x8Ie7XFLn37fAmud9gxY1ZhF7R5zHR4Yh8wDTyKezdxSimVr7Jv3y79/mlgtBV2KaW88foferw+LiJOpV1VbF5r/hr4L0BRPx9lncer1wS/07hSKXUpcCPwPhG5Kvimcu/POiJNqpNsAf4XcDZwMXAY+Kt2GSIiA8D/Ad6vlDoTfK+dY1bFrraPmVKqoJS6GNiMexdxXqttqEalXSLyGuAjuPZdBowAd7bSJhF5CzCtlHqylfvtNcE/BGwJPN+sX2sLSqlD+vc08E+4J8FR7xZR/55ul33L2NLWcVRKHdUnaRH4e0ohiJbaJSIWrqh+QSn1Vf1y28esml2dMmballPAt4HfxA2JRKrs27dLv58CTrTIrjfp0JhSSmWAz9L68XodcJOIvIgber4W+ATrPF69Jvj/BuzQM9027uTG19phiIgkRCTpPQbeADyj7blNb3Yb8Eg77NPUsuVrwO/pjIUrgNOBMMa6UxEz/W3ccfPsulVnLJwF7AB+tE42CPAPwHNKqf8ZeKutY1bLrnaPmYiMi8iQfhwDbsCdX/g2cIverHK8vHG8Bdir75haYdfPAxdtwY2TB8dr3b9HpdRHlFKblVLbcHVqr1Lq7az3eK3ljHMn/ODOsv8SN3740TbasR03O+Jp4FnPFty42+PAfuAxYKRF9vxv3Fv9HG5s8D/WsgU3Q+HTegx/CuxusV2f0/v9iT7QJwPbf1Tb9QvgxnW060rccM1PgH36583tHrNl7GrrmAE7gaf0/p8B/mvgPPgR7mTxlwFHvx7Vzw/o97e32K69eryeAT5PKZOnZcd+wMarKWXprOt4mZW2BoPB0Cf0WkjHYDAYDDUwgm8wGAx9ghF8g8Fg6BOM4BsMBkOfYATfYDAY+gQj+AaDwdAnGME3GAyGPsEIvsFgMPQJ/x/A5EvcqkK6QAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import mne\n", "%matplotlib inline\n", "\n", "# Create fake data\n", "data1 = np.random.randn(500)\n", "data1 = mne.filter.filter_data(data1, 100, None, 3)\n", "data2 = data1 + np.random.randn(500) * .1\n", "\n", "# Plot\n", "linewidths = [6, 1]\n", "colors = ['k', 'r']\n", "alphas = [.3, 1]\n", "fig, ax = plt.subplots()\n", "for i_data, color, lw, alpha in zip([data1, data2], colors, linewidths, alphas):\n", " ax.plot(i_data[50:450], c=color, lw=lw, alpha=alpha)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's really a lot of unnecessary code going on above. We're defining objects that share the same name as the kwarg that they represent. We can't store them as dictionaries, because then we'd have to do some python-fu in order to get them to iterate properly. This is where `cycler` is handy:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the same thing, but now it's more readable and compact\n", "cycler = plt.cycler(lw=[6, 1], c=['k', 'r'], alpha=[.3, 1])\n", "fig, ax = plt.subplots()\n", "for i_data, kwargs in zip([data1, data2], cycler):\n", " ax.plot(i_data[50:450], **kwargs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can even cycle through more complex properties like colormaps. Let's create one that cycles through several colormaps for a plot:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(((cycler('s', [200.0, 125.0, 50.0]) + cycler('cmap', ['viridis', 'magma', 'coolwarm'])) + cycler('alpha', [0.25, 0.5, 0.75])) + cycler('lw', [0, 0.1, 0.5]))\n" ] }, { "data": { "text/html": [ "
'alpha''cmap''lw''s'
0.25'viridis'0200.0
0.5'magma'0.1125.0
0.75'coolwarm'0.550.0
" ], "text/plain": [ "(((cycler('s', [200.0, 125.0, 50.0]) + cycler('cmap', ['viridis', 'magma', 'coolwarm'])) + cycler('alpha', [0.25, 0.5, 0.75])) + cycler('lw', [0, 0.1, 0.5]))" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cyc = plt.cycler(s=np.linspace(200, 50, 3),\n", " cmap=['viridis', 'magma', 'coolwarm'],\n", " alpha=[.25, .5, .75],\n", " lw=[0, .1, .5])\n", "\n", "# You can print the cycler, or use nice jupyter notebook support\n", "print(cyc)\n", "cyc" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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KQ8MYhknWNDCl7G0qajp7RK0M5XKcscBdXUhEHEArQqeJs3jnxMID5dA4IpPbdT6tFbI4hNhnI3bzAjdeE0eg9qgfHgbES3eOPL5m2GKmc5dG2OgTcQCdsQl1iNuz0jcfj0KMoA1+l1iFdKMmrXCVdlTHiRq0w3XaM2/hLH5wpJIAKQeTCvkTzNz8OvXGwfHQzZbL3bm1+36/xXWFHyQ3dtTL3xci0U43PLhE6WrrcLHb9ZvLm//WGrpByFqnS83psOp0aXk+sVJ46x38VYexySmqQ8MMlUoUiiW8XJFwR32PgmVxYWiIKyPDBM21XSsUIQSx7xK5JxNfLoTEvPwGwsqgVYxWCq0VIl/GvPz5g19fGe25fWBXYrW1I7b7iIk4TuSw4C5ulqPdSXjlMsQKzZbLJYnwgdyZafy4QzuqEyh/V4ehWEd4995n2b2zKyIm5fikrpUnlK4bsLZ+eNFpNLs4HZ9i4fgbU01XI6VA9azeDYSAWB9sMwTh4WphR05iKTt+gBNFWMN5dGTgr3dAa7woou355CwLt+VRnBIUiomIDwOnSWqvBFEiJBnTpJhJLGCtYlQc7uk9D9p1RGxg5GyEeXActYpivOuzdD6+TdzxMEs5cs9dIPfMaWSxgvXKb6HqS2i3jSiPIEsjh3JzWc//BkFjFe13EIaBNsxk89TMgLnl8hB2FmPq/IHn286ytwK7JHiL6LXXkI6DefsO2vcJY022Mkbh8nlCGeHG+//upOcSNpdYEYLJ7IU0LPEESIX8CWVt7aBNxt2srrXvS8gNyZ6uByFOLmNRWJJW24fTFcamqkhLJhmnQUTz1grucgsNdMOQmUaTYTWxy/deymRg0KWK3sbmjuuI/ZC44+F8sEK08jEYkvzZUUrPnyV3amTgOLs3Zln/q5/h3lverG9gCInz9jUyZyao/M4XyT9zFmNk+uifQSaH/dU/JPr0fXSjhrRzqEYNpJmEW/YsZPPKawe7abbRiToEoYu1vo4IQ7RpEg4NwfaKkEIQfO1rBF/4AsbCAmGuwOSV34Rf/y0td+EQgxfIwMeLO3TiJsW96pTvQEc+tGugApAWlMYQ5uEzS59kUiF/Qqk3j14rpNl07ysJZnpIsu7EPfetYMOq0xosY3fp2J1kDhlPbkyWiXRI9fRwkhHZK78oTYPqs5METZfYC5GWQTSUZWatzqWxwWK7EyEkZrZA2G1vfg5RxyNqddEK4vUIIROhd+/W6N5dYeiNZ6i80l+zt3ntDkt/8UOCpTX0js/TjCOiT+dQf5WsQPLPHK9jlrAyWM99YfNv1W0TffRzlOtg5IoYV17DqI7uc4Z+tNZ0b/yKyr2byG2lfpVhEIxP4F64kBTY2SCXI750iRjoKhcDv89nvv/gk4m1Fa4dKOQ6DqF2E9rL9K0UVm+iS5MwdgVhPH2lh7eTCvkThtaahU9Xee/7N6gvtVGxJleymbw8wtSVUax9Qg6V1sSxwjyEy2AQ5bxkakizVO/FbseJ68KUETnLPfD1h40lj04VKUg1sHaKEILShVEa1xbJXBhGWgZrHZczQzH2Ia8rN3aaeOE2KvCIg4ionYh4uOiz020sENSv3sAaLpA/Mw7AWqvJzA/fxFheH1hBMVIxkYpR95axrl4je/EU8pif+Qbx8hzhtbfBTaJXNDrJGD0kWmvUR7/EmL1JrPsnXRnHZBcXMLoOzosv94v5xjXpGL+YRR78NaOlICwl8el+3CVUAZYcvGrQKoaF98FrDj5ZewlCFz39uadazNPNzicIrTVXv3+dv/v/3mN1rkEcJpto3abH7XfmufrdT3Dq+1vq9+uvvDBu8Mp5g4mqgW0ElOw2pUx7v7ImAJiGZKR0sJB7YYRbMLFG9o6xNmwTa6RA4eXEZaG1ZqV9eFeTNAxKpy+TnzhL3AiJaiH+LRfVGrz5JxA0PrzLgtPiF0tz/PCnb9Ger+GGAW4UEik1sF6XF/h05lfw7+zvjlCtNv57H+G99Uu8t39FePceelsoZdxcI/jVj8Bzkg0JIVCdFuHV76M6u7ouDkQv3UMtzm3Fsg/AarbI3ru352fgj4yyn299g7Ay0ueqiffrE9qY31vEN/Ca0Bg8rqeFVMifID5+6y43f5VU1rMGWHi+4/PhD28RR4OjBTK2iWHc/08in5G8cMbmypSBZUYHijgIzk8MH6paYjdINjqNSgajnEWYO8YrBbJgU/nGZaS19Rl0goNdO30jEgLDzuN+3CCqRbBPgIUfx8zcuMudlRXmnSZmw0H23k9pjR9HeHHY2wTup9NqE60PFlsVRbg/v0rnez8i/OQW0ewC0Z1ZvLeu0v3uD4iWVwCIb7yza3UihECrmOjmu4e6XrVwJ7nmAwphZZaXBq6EskYGnS/iTp3et8pknM3iTp/uH+seW8taa2gdwucO0Fp8qJUjHzapkD8hRFHM9atzmxZ1fo9i4J4TsPzp4FDD0X2s3ONwarTC9EiZ/fqOSCm4PD1CtXi4hJW4t2kYopFZE3O4gDmUx6hkMas5zJEC4kylT8Rh703Yfd+rGxz4ulDFrLodFBrV9WkG3kCjdEPQd54v0opOtDsmXmuN/9ZV4rvzuz49IQTa9fB+8gvi2hradQaupISQST2XA9BKwXoNgKzMsu/35XlIp391kzNyZI0stswRTJyie/YiKpPtE3QtBcHQKM6l5/qSnaSQmHu4VQg9CA4ZeRW6hz/2CST1kT8hzN+s4W9LkslmLNrCG2gFLt+uM/3seN9jhiEZHjp6vZODmB6pMFIuUGs6rLW6hL22QTnbZKxaZLiUxzzCKsDq+WeVhFBpTA3SMhAY9GoWYmsIoE+PzGNkZBpZ60BXU933UGjQ0BGaWGvCUhZlW7AjCUtpTagU9jYfs7YtnAGTbrSwRDS/tP/7x4rgg2vInD1wk1prnWRbHoCOIzY6skohyUgbX+1OIAOSqJ4d5Q6Geg0pStYwnahJODJGODyK4bQRjQZqdoFoaAhx+tyu/pwFs9LXqGLHBRw49h0vOOLxTw6pkD8huJ1+q05IQbVaoF7v9EUSKK1prHWYX6yjdNKmLZ+3eeXFM8fe5NyJ1ppGR+N4mmJWUC0YnB6tcnq0et+lYcvZDJYhCWNFJEHEGrkjZt0CpAZv29sMF46eom5kbbKnRvDmB69gQqXwNzYUx8pEeQO60Dk9jFvJYdc77Ki7SKQUVq+yohagJqpEZ3dH1ES3Z3d8ThGCJoLEZaPJoSkT1VbJvHoRUV+BHYIotMK49LkDr1OYVpJE1FsZFK0icRATDfBdayFQ2a2Qv6pVpWIlDSNyRhFbZgmUhwbCn70D1z8FP5kU9N+9hf7m30M+cyl5XyEomftEE9nZpG77HlmrfUgTzAdT6OxxIHWtPCGYO33FgG0bDA8XMA0jyYB0AxpNl64f0HUDPC8gDGMyGYu5hTpz8+v3narvh4r3ZmI+mY+5t674ZCHm1zMxXrCR6Xl/m6lSCkaLvZWDBktslhrvs8AlIHqGo20aDOWPd5OXnj+9p2HYDbcmT3F5DNkbgMpYtJ+dIqjmdlmVmsRqR2vUSJno5QuYxm57SjW2b/CFSFYQwgURg4gRoo2klryjWca48CKIxLrWcQRCYlx+FWP04Bh1IQRiaisEUiAoW2XsAS6PcGgYnckgkIzYI0zlJvueH8uexRAm+hfvwoefgOeBUmCa4AXwvR+he92Xhu0pMvv0/BRCQmlyz+f7KI0jBnyOTwtP75U/YUxfGkXKG7uE2LIMRkeL1FbbKKUxpGDkdIViIUu5lCWftzcTSFbXHfwg4tL5sWML7vUFhRfqvo1LP9RcX1C8cv5k7IbJcom1TpcwjPf05gqSH3cInBmqHPt68ucmqLx2geav7uzatI16Ii2enUKeHSUbbW2otq5MgtKMvnOb7Hq3zzJXaOKJYYLf/hzq4iSFAwpkCZq9WUn0PYrwQXdBCKznfwPz4ueI528lIn7qEsI+fLKMOH0RvXQXevHjUkjKVplYx3ixR6hDlBBw7grjmXEqVhlzQOq/LTNM5i5y7+1/jV6pwcbGumFAqQj5PPziV4z+/h9TsoYOHlj1DLRXQO2zWS1NqB4vFv9JIRXyJ4R8KcuZ58a5+/Hyrue63YA4VknWphS8+tULZEuDb/K247G43GR68ujlRt1A0/V3u06EEHQDTcdTFLL3L+a2afDsxBjXl1YgHBwSqElCvs8NV7cs+GMy9PoV7OES7Y9n8ZbqCJKJzxwrIc5UkeeTpJucaZEzLdxenfHWc9M450YpfbpM6e4qhh8S5TOYz52j+PIlsE0MIRgbUK5WDlWJu0lQduJOGTQRCQRdjOHkuxKZHObFl491jbJQhFe+gnr/LQi2VhqGMCiYBZAG8sXXkROn9zlLb1RNB3FvKfkCZJJ1i9LQbGPaWfJd63AiDgg7j57+HCx9sOn66cOwYOplRObk93ceJx4LIV9cXOTq1XeYnZ0ljmNGRkZ49dVXeP7555EnVFb0SeC1375CY8Whudq/e9/Z2AQV8NyXz+0p4husrTtMjleO3Dw5CHXSlHmAq13FMPvRMu1rc3hNL/Hhn6oy+eIkoxdHj2wx522LF6cnmV2q4fsRGo0KYpQbooMIocH6dJ34ss+9cz5xxux17BSUsxkypom9URHxEBQuTFK4MEnY6qK8AJmxsYyITrvRd9xwJs98tOUWUTmb5ktnaL50ZvOxc6Uq2MmtN5orDByDeeEM0b2FAz8Xmc9jVE+mqbGsjsBvfAu9dBe9PA++B5aFGJtGTJ9H5g4ufAbg/NfvJzXW1UYt963nVKOFPXnwZLAdkaugz34pSf5xahCHiYAXx6A08VQnAm3wSAu51pof/vCH/OQnb/b9GNbX69y4cZPTp0/xz/7ZP6VQeLpn4w1yhQy/9cev8eFP73D342XCICIIIqIopjpR5OzLk4ycOdjSjmJFvdlhZOho4Yj5jMAyxS6fchzFdGsOwUefIjYKY8WwNrPG6p1VJp+f5LlvPXdgv896y8Nxg8RFZEiGylkuTI1z9/Yi3aZL3HIRhkC7Ic2fzxD4IfP3amBI5OencUazOEEAGgq2xWS5xHSlzHixkNReOQRWOQ/lRNDG4pi5dqNvO7OayeJGAev+4BRHWxqbrpSSZXO+lFimcbuOXl9AWFnk+FnM6UnMU5PEC8tobAQuu6xyAebzrx1q3IdFZjJw7pnkv2MSNxuYlSrh6kp/zXStkUJQ+vLXj3xOYZhQPZ38l7KLR1rI33zzLX7yk5/tESMrmJ9f4N/9u3/Pv/gX/31aQa1HrpDhC7/7HK984xK1uSYrtRZOEFAcPpw1tUHXDRk53Op3E8sUVPOw1t7ykWutcda60Ghtifg2hBAsXVsiU8pw8csX9zz38noHpxtuTuhRHLG86mCutVn78XXcThdrokxY79K9VaPrBsRKYVay+BN5/L+7gfrSaRhNJn0nCLizXidWilWnw3SlzJkjWra2YTCczbPm9WfLThXKmNJgzeskG5vbGMrmkEIwms1zoTyM0Jrgk7fQzbVeeRoN8zcwz79E5stfwH/n10QzCkMHyUYnAlAIKZGnL2Neeu5IY/4sMMoVZKGIGcfErQY6jhAIhGWTffYlZPbpjS55UDyyQh5FEW+++eaBAj07O8fNmzd55pm068h27IzFqcujyJLF0soBKc4kgttcdIj8ENM2GTpGD02Ay1MGUirqjiZWmqgbIFbXMef2TqEWQrDw/gLnXj+HYe/2ywRhRKcb9P0WkvrgEe12gF9r4y43ce+sA+CGIbFWIKCz7hCLmLBs411bxvv8JFIIcrZF1jSZbTS5ODLMQrOFFIJTlaM1Cb5QGaITBng76pqM5QqMZHI0Ao924BOjKdsZXhmZZKJQItOLsAjvvI9urm51ChKAVkR3PsCujJH7jddRLzxL+OkMevUORB1EPo9x+WWMqfOPpAFT/Nrv4F7/ELM6hFGposMgiUAxDCrf/P2HPbwnkkdWyD/++BqdzsEV/IQQ/PrX76VCvgeDUvW3o7Vm6VqN5U9quG1/M4Kl9v4y7lcu8uxXzh/JVy6F4PKkQaw0YQzX/+oTotmDm1ZEfkTt0xqTz+8ON3PcsJeu0k/Y8RG20ZcIFWu92dJNKU0QxYSrDpJQRpIAACAASURBVH6uhF4M6TbL6JxJ2/exDINqNkvD9Rgr5LnXbDFayJMxD39bWNLgxZEJrtdrOGH/ZpyUkuFsnuFsnpFsnsvVkV1FtHR9eXC7NxUTL9zCPP8SslQk8+pLwEuHHtdJEqmIbtwl1jFSSHJGHlsO9kv7sUurEOD9zlfRP/47RLON0AKrMkz5i98g9/zBce0pR+dEhFwI8W+BfwisaK1P5NfWaNQPfWy9fvhjnzYq5Rz3FsXAVHOtNXd+Mcfy9dUklrgnMkIIRAzXf36X5mqHL/7Ri0fe+DSkwJAQdvfIEByA7ww+VorE774r/M8L0VoT+1sCulFxUWtN2/OTtPhA47Y9yJqELRcjW0QIQRjH1DodhJSMFnIIDStO51gulpdHJ2n6Hstdh1bgo7TCkJLhTI6JfJH8gBBDrXXP7bAbISU68I40jvtBddro+Rl0b/NWlKpEU9OsmT6tsN2XVCYQFMwCI/YweTNx2SmtWPUXaEe9zd8r5+DSP0cvLqOjCH96ioadJ6s8bJnWED9pTsoi/7+A/xP48xM6H8aAUpl7YR7BgnrasCyDSjlHY0B98rW7jU0R3/kaq1erZPFmjdvv3uPyG2d2vf4wyAGJSnsxyK0CUC5kWG/294ekl1SDF6L9rcy/SCnCKMYLQ7xow90hQCniOKYZBqhOl2ouh9UrDbDSdqi7HsO5HKud7pGFfINKJkslc4TYbSGSWG9/93ejVYxRPnwt8eOitUbdeB81+2nfhOKvztO68XP806fQFy709whF40QOnajDRHacqlVlxb9HJ9pR10VKODW1+WeoAxbcO0znLmLL4zcwSdnNicTuaa3/K7B+Eufa4OLFi4cutXDhwvmTfOsnjsnx8sCqhis3dou4EFAqZrf9LZh5f+HYleWGzw8f6jghBKMXBguXlIKRSjKmjXFoQGgNt2vY5a3x+lGcpO/31QPRaEPiWYI1S7PWcbm9ts5yu0Ow7lC4uUrzzZsEH8zh1g7eTzhJjOnLAxowa0SmgBx/8Eku6uaHqLu3+kQ8UhHtsA1ocnNzZGdmBr5Wo1nylll0B4j4HsQ6pubN3/e4U/p5ZE3ZqakpLlw4x8zM3X2Pk1Ly+uuvf0ajejToeIq3ryvWWonwTg8L3nhGYpmD3R+5rM3Fc2Pcvlsj7jVFjiNFa6GdFFvpIQRUK3kydv/Por3WpbXapTJ29A3QqRenmP3lLCrenbiTGNQhXhBRPFth1nEwOj5gJpmFBYPhYlK4qlLKksua1FsesdJkLAM7CFn3I7KjJfymS9xrjKG06gsJDG1JVyhWh7Ob2ZimH1H5pM5wJ0YKQZDv4q16GNeWmb3XZfIbL2AXH7wLwBg70/OHf5q4UqREFCtYlz+PeMA5EspzUXO3dk3m3bi7tfoRgsy9e3inToE9OAN1zr3DaOZwEzaAp7r4sbtven7K0fjMsmmEEN8WQlwVQlyt1WqHes3v//7vkd+nRobW8Lu/+y0qlZNJiHgc6HiK//iWYmZZ0/HAceHanOIvfxETxXtbzcVChmcvTzI2UsIwJHEQbYqdEIJ8zmZkuEg2s3sTSwhBHBy+28x2MoVMEiO+w8fe8QKWm23qjkuUkRRfnqDe1tSaEastj7rjs7Dmc2fZ3bRYbctkYqTI9FiJkWqe0RdOIQxJdqhAbqSIH0UYvebPG6VXlNY4BZNuwWT9VPJbkqHi4vUGxYa/2dvSi0Ic38cyJO5infm/fpfIG5BJ+AAwJs5jvfrb2K99E/vz38J+4StHSq8/LnrhDmJHSYdYxwRqx6at1mSWlgaeI1Q+3cjBi3fvb2itiFRIpEKU7p/IW1G6r3WSfGYWudb6O8B3AN54441DrdPHx8f5sz/7U/7zf/4Bn3766fZzMTo6wte//jU+97mnaxf8lzcUfqj7oh8MKai3NddmFS9f2HtvIWObnJ4eYmqigtPxmR27i4oVlmUeuJmZKx9fWMafGcfKWsy+M0t9rk7L9XFcH2EKyhdHGHl5EpnNo3ViV2gNQRQnJXg1rLZCxiq7rcH8aIlz33yeuz+8Rv7cCOthgLneQYdJSrsQglbFZOV8gdq5ArrnXhpd6ZJ1E796FEWUfAOLmG43xr6QJEEFTZf6+7OMffHysa/7KAghkmp/DxgVhuj5WXSzjrp7A7wOolRB9PaZQjV48jLcwQlOUa8tnBt3yRqZ3jl8ulEbN3Y2LXuBIGsUyJslbJnd831Sjscj61rZYHx8nD/5k/+O1dVVZmZmUEoxPDzMpUuXHskY2gfNWouBfSBNQzBX07x8YcCLdmAYkko5x+XXTnH3g8GW1gZaa4bPVokNcL2Q3D49P/dj6OwQQ2eHmJ9b5frNRUpSkBstYGSSn2AcD+gDGSukiGl3o4FCDlC9NI5dzTH77l1sz8UYKdCqNehmwbHhbhGinIHemKi0ZrjmgtYUWwEFNyJvmAjAMgI63jzm+BD508M0by4y+sbFB+7i+KyI794m/uRDRC/mXa+vQreNXqshhkcRQyN774UccK9tWNztsI4TNXY9r9G4sYMbOxTMMjnjZJuYPO2cVPjh/wN8AxgVQtwD/het9b85iXNvMDo6yujog9/Ff9TZ637aSH8+Chc/f5q5ayuoaLf/OooVXTfADUKqr01wYyZpK5axTUaHCoxUi0dqCLFBSyhKA8sEDB57GMe7siN3kh8pMfmbl2leqaCiGPHBHN6vZrAbDufqijCOCDIG9Yk87WEb24uoNAJyXoQpN4rPCrKWRRQp/LU2kRdQujxB0OiSGd4SHaU1q26XWrezWYs8a5iMFwqMZPOPrHERz94h/ujXm5+yiiJ0EEK7BRq04ySVD0cHl3CISqWBjxsikRCBwAkbA0V8J52ohRM2IHWRnxgnIuRa6396EudJOZjpYcHHjsLY4QqJFVw+lQhru6u4vpC4KJ6dhnJhsOBWxop88Q9f4Jff/Zh4WxVBLwhptFw0cOErZ6lMb93EjbbLQq2JaUgunB5ltFqgmD9cKFnXD3HcLV9qrBTNrofj+mStIoVsASkEpiE3J6UkynBwYwE3CGn7Plongh/FMd7bMxh316lqSWAYvYW9CUHMxGybYtMi50bk3Qi58T5CkDNNTClROnEGxB0fb7nF9q4z626X24064Y5GB34U0fQ97hoNLg+NHCkE8bNARRHqkw+3RLyxjl5fSSqZBQFolfz7ZgvLOwvj5SR0sEdsWQTj4wPPbcsshrQxhEE7OnzgmiIiSGPKT4xH3rWS0s8bz0gW1zXrbY1pJIk+sYIzY4JLU4K3byhuLfb6GQi4uQAXJhRfelYMtBYnL43y23/6BWbeX+DeJys4TZdOGDL+7AhjV8YoDCdmk9P1WW26BGIIZJLGXrvhcnq4zVAxw+RomaHy/vVcOt6WiK+1u6y1O5ut6NywgW3aGNIgimMMKbEtA4FGyv5a1PWuy1KzTavr4c3V8e810H7MyvwqZt2lOFokb9vYhodlGMRKJeUCVEzGial0YkzDAJGUxLWlgb09F6GXfRQ2O5i9yJU1t8vN+tq+YZhBHHNtrcZzw6NUH6F6InphDnq10lVjHb261MvgJVnibfd/z86Qa5Xxp8dRxSJaa9yLF5N64ntQMqugB/fLFB0P6QXE1cLmOUxhY8ssrXCd0czBjS8OdY06IohrhPE6mgiQGLJAxpjAkE9+Ub1UyB8zTEPwR182+GRWMbuS1P6+clpycVIwW9PcnAdp9Ltgbi/BRFVzcXLwsr9QzfHi1y7x4tcucf3O8lbZ2x71VpeVeheRP4sQWz8ZjcViW2OZDrfn15gOIqZG965VsiHatabDmtOfBKO1Zrm1QjVfwTYzRCqm63eoFg1g60acb7SYrzcJG12aP71N1PI3Jyjzdh3X8fCX21QujZK1LLwwxJQSU0IGA7QmG3WQVjKx2dLAtszNFUBioPfOV8wRNLoYI0VuHSDi26/jZn2N1yamj9Un9EGgm0mEiIpjdL3W+3cITispNWvZidBrBVpjd7ropWX8KYHz+uuEe1jjG5zKnWW2+2HfY7LdpfS9tzFWW4g4RuWzeC+cw/vSC1QzSXs3J2owYk/dtzvKixbwo/ldK7dYdQiiFUxZJm9fRoqD+5c+rjzxQt5qh/zdWzU8X/GVN0Y4NfXoWEor9ZiFWsxoVXJqzDj0D9qQghfPG7x4vv/xG/MaMUA7RM8yv3hA16yOG+wScafrs1J3wB7tE/ENIiVoejmGcl0Wak0ylslwZbBlbhoSx/N3ifgGWmvqnX4fqxdlmBpOJoeVtsN8vUnk+DT+yy2UG21+ZiqIkIHClJI4VDRvrVK4UEXYFkEUE28kCGlQApCSvGGQMc2+vYWN5s7SMslNVNCxYqXrDGxivReRUqx2O0wWB/uVHxa63SSOHJQOk9IAGY3QYHgmQpqgoqSOeDaPLJRRmRxxbv/7pWQWGbVHaYWj1LXCVy7EivJ/+CnScUEItGEg/JD8Ozco5Eawv5zsyCutUMQY9yFDbngXP1rc95hItXCCjynaL+wr5kopCBvg10FHSQ9UuwL2MHJQPZxHiCdayP/mR0t870fL+EGS9PFffrbKy8+X+fafXDhy7ZCTxAs0f/HjLstrirjXAHm4LPknv5WlXDj+DyZSgzdDhUh86AdRb+0W2PVWsmQWeyVvaOgGBkO9p5fWWnsKeTmfpdE5Wv0Qx/PJ2xZaa+brSfage30Z5e6Ia48VQkDGNPGjiDhSqHUPeyyH3XOvREqB0hgZi/L5Uax6F+31u20sKTGyNqWL4xhZC6uUZdk5eszzctd5ZIRclKuJ37+9TKzDJMZe66RygRDorMb0ejW/c3lErkDGKiDsEtHiCs6AjU4pJEPWEGOZ0c2/RzKT+HEX//33MZoddK9gm0BgCANpGogPb6G/9BvbjJbj34dhXMcNZ1E6CTeVwkIOMDYAlPJwwzsU7GcHPx91wbkDO8Mioza4i6jCBaT9aHyfg3hihXz2Xpe//P4SUoK1rd7Hex81+d6PlvmDv3/Ipq4PgP/0E5fldYU0xGZGVsNR/MWPPf7sD44f+VDOwbrTl6wJJC7fA5oCARBF/UtT1w9x/YMTgbZbq64f0u54lAq73zCONcYh3Q0qitGtAEtInFYX05KEcYyKYtyZAcJqGZvbkhnTSLI8mz6ZqSJ+lPjcrZ4Fnp2CXLUAw0W046FaLkSabNamOl7FruRBCIpnRxH5DEHz6MlQbnS8BKoHgZg+g/7kA1ToJrK5rXyBALQUaKkRSkBma8LOGjkmOwZubhoncoi1QgpJ3shRsSrIbcs/S9qEKiBj5LEXHbDyaJG8Q9/PsetCFIFlYQgTQxzdcNFaE6h16u7PCaJtyYVCYIoitjGEKXcbE2FcJ1Yexo4NVqUCcD5NViQD3zAG5zaqdAVpHa2u/2fFEyvkf/PjJRhQ/NQ0Be+8V39oQu64isVVtWtFIIRgvaVYXIuZHj3e1/LKBZhf67fMtQZDwKt792zYE3dbZqOO2r1sw50uBoFNvyXf2kPIu0HAcCmH4/lbro4dKD8iurVOPN9GhzGZXIZrN5qULwwhLg8hhED5Wy4VHSui9Q5h3SVquCg/RpoSmTOxMiZTuQKxKXD8AKMXoWK+MoJodcCLEMUsspilkLEZKubInrKRvb6ixXNlVDw4YuYgtNa9rNGHH44oLQtx7gLcfHvPY7QEMrmtmPmNyBulKFtlytb+ddpL5jDrQS8nYXQE4huIjRLKcYxutiCK0baNaDuI4aFD9+3sG6eOccJP8aKVfhFPniTSbSLVxjaGyZq7fftBvExOnut/0KvtLeKbKPBWwDp/5DF/FjwauzEPgK67Wyw38INERFrrbRZvLzN/a5GlmRVcZ3D22knidDVBONjfqjSsNY9XnAqgmJP8/VdhuJh8sVLAUBG++SqU8gd/1TuTfeLt6dthA612thsTaOVSzHh7v24bWieuj1MjlYGWuXJD/LfmiGYaEMaU8lmGnzlF6ZVz6HKZ9odreNv6kaowxru9RrDsoIMYmc8gBOhIEbcDoroLYcRIPs9UuUQ+YyOkIPfyKbJffQaRs8nZFmPFAkPlPIVnsphlA5mR5CZKKN3FW5k91k1iycPveXwWmJeeg+rIxm7u7gPsDKLXk1MLoNxr6HyAj3yDklXdsr1ffRHyWdAa7XnoxWXodMHzIQxR//bfo6/domwevj7LBk54mzBuoPX+LrogXsePVnc9Huvdm+z4hwybDBsoFR583EPgibXIz5/O88mtVp9bBZIvLmcprv3iJsGOjb3lmRr5co6J82OUhx+MP6xakmQzg33WhoTp0fubW4dLkn/wOkRxEg9tGYcXk5FKgYWV1mZ0xs5Yde3eQ5tlhJl8NjpqY4kOhdzIjusY/J4bZWNzlsWZkTHcUBKEEV3fwY9cwg9XoBNimwb5XIbJLz+HkbdBJdeSvzCB3+wQWRIr0gRzddQ214+wDGQpi2p7mwuH7pJDdaSCbRiMlApMf/058udH0WiMFy7QubVC+9NlZCXEyBoYGQuzYG9apnHgM5ExWdRHE+XR/KO1BBeWjXX+WUIVJUlAflIGWAsQ0sQwSkASzipGxpC9cEwxdbgKjIYwGc+eZsW7B7aN/sPfhb/6AcwvJa4cIdDZDAxVEWjMH/8S4/N/eKRrCOIGYZy41Q5j7vhqDUtX+/3muypNxolffMNNpHUSvSPkgAlPQ+zDHk01HiZPrJD/zjfGeevqGp1tkQ0AgRfy2lm5S8Q36LZc7nwwy5lnpxmePPrS7yCytuDCtMn1uxHGNpGNlWZ61GCkcjK74+YRBHzzNabBUDnHeq92eS5rAzvig6MWelvJ0qHh3anWg9wqAKVcBssw6Pg2GousBVlLU8yViDyXFecuVjGHFJLSs9OQsYjCGEMKNEnHH7tSIBwt0f7wHqbj77LsZdZCWBLlhhi9/ytg/HNnGH5hmkx1W0yxBfZLZxh66QzNuZvoeHBP0bKOWTzirTJZePRS0DNf+hY68IgXbqNaQBAghcAQyb6MlhIxPIIc6mVQ5/KI6aQOfbh0D+/dn6J9F2NojNwXvo4s9Bs7BbPCeBZq/jzq7Cn0P/o91L/+8+T+y9hgJQJoyQyi5eDNfEru0uE7e/nxyua/JYe4T7QmjBtkzK2M8J2RV0JINAJUCFEXIhfoWVkyA2YejOw2UX90VlnbeWKFPJ83+Vf/8gp//v/Ocm/RRSkoZTWff9Hi9PgBl61h7voCmZxN4Zi9K/fj976cReBxZzHC88G24PSkwR/95sMPjTw9OYTrhbh+SC5jkbVNvG2VD5XSSZgWUCnmqO5IAsraJoVchrarMQ3I2f19NnOZIi1XbzN2BIYQaCxK504R3FtOrMJyDqVUEmEhkkV7LDQ61pSmRum8O0McRWRMc5eYCykxyznKF0eYGB9i9JWzTH35gOJXe7hBtNbEWtMKfOad1uaeQymTZSibIzegqcl0sUzWtNBhQLQ2D3GIHJ7CyD34qIdIxUS9uieWNDC2bUgK0yb32/+EuFEjWpxFz92BxcWkMqWVRZQryI3En1we47WvIC0b952f0n37xyBk0llp6R7+px9T/qN/jjnWn9BTMCvkjCLtqEGTdeKMDbaNQCabm9JEIFA6gvDgwllaa1ARGkUYb9WKlyKPECZa7+/bDlWLDFtCbhv9ZT6EkGghwVvbZq33fgsqgMBPxNyqgGElov4I8sQKOcD4aJb/6V8+g+/HRJFi5r3bRIctx6phZXaVCy+fvJAbUvAHX83hBZpWR1HMCfLZR2O7wjQkV86PM3NvjVbHY6RSYL7WJAgjnG6A6wVooJizsSyDpdUW1VKObMZK7gOzwru3Y4JII0Ui5FemJYXMRmXDDIbho3b60ZXGHh8muLeM4/uUB7h3pBCbFRHF+SF0y8fvBmQtK2kHFytU1wetMUsZ1FyT1aUOoBl76RR2ae+J0soW8Nv1vtVbrDXdIGBV2JTsDGU7S9P3iDU0PI+G51G2bU6VK5t22mShxLlKlXBllnhlBh0nbgWxtkBcGsY6//JA37nWmnrQZd3vEmuFISRFK8NYttgnxnvhhB41v0k96Gy6HQwhGLKLjGXK5M2tMgpGdQyjOgbPv45q1lFzd9Bry0kIZz6PmDqLmD6DtGyU28V996d9fUWFNNBhSOfH36Xy335711ikMKhYI5QvfoWFoR+ivN17T0a5TObC3pOrjjyoz0NzHgIPTYRttolKFVS5ipASyxgmiLasdI1GaRetYwQSIS3Eth0OKWxM2b/KVnGQWOJ75gmI5HlhQu7iIxtP/kQL+QaZjEG36RxexHu01h0CL8DOPpiMsKwtyO7R3uxhYhqSy+fGcL2QWr1NvdVlcTXpMl8qZsnnbExDokkiVFodj+FynumpM7Q8CyG2BNgNNNfmFK9dFBhSIATkbYtuEPaLuRRokdRf8cMYt9EhW8ph2BZGr9GFDCNCP6TdaKJzJnK6hA5itBdjxBDV2ph5G2nKTUtdxYrOfINb//FXXPqHr5Kp9q8gtNaEbocwilA914phWsRK0Q0DuoaNZ9oIIThVKlPJZFj3XJwgsSZbQYBqNXl1fJLJYolKJkvsdoiX7wBiW+VEQdxeRyzdwZrqDyFadtvMdxq7ariseR3mnAYTuRJnCtVdE0C8Mks88zGO7+BYJq0zl9C5LcMj1ppVv82q32Y6N8RUbrerUFaGkJW9XYj+9V+jAx9h9vuFhRDEjTWU20HmBhs7wjQpfeUbNP72r5LJrNfYG60pvfFV5B41abTvwL1fQdgr6SAlQkuk72H7HnGnTTh5GksOEckmseoSqiax6gDbPkMFhsiTMycxZZmsdW73JOqvgrBB2rtjyLeuBOIQMvtnuD5MngohB3DqztFfpKFd7zAy9eSm9u5HLmthGganJ4eo9nznXrh7MrTNJM295UqMHV2KhBAEkWa5oZgeNshnJB1fkc/YhFFM2Ks7LjMmynHxo4isbRLMrGA9cwoja7OxtWVaJhpYjrt0cpqC6yGkJFMwsGoeZi7pJpQxzc0MTdBkhguEjs/sj65x5R9vdZPSWtOuLRB2OyBAmxl0HEAc0RYG9UwJz7T73C5FO0PRTkoIhGrLhVHN5jaLZcW1uwObRQshUc0aauQMwpAIw2CuU2ehs3d7OaUVi90mXhxypTy2KUThJ1eJZ6/h6wilFXmtyTXWWH72FfzK7miQBbeOQDCZG1zdcE+iaJ+Smwr+f/beLNa27DrP++acq939Pn17z23q3upZRVaRLJOm1TOWI0FSAMtBAkFwAigIkMc85iEPRuKnADZgGDDiAGkcGzEiQZIjMxLlqESxUVWxSFbPam57zj3tPrvfq51z5mHts09/m2KRLKrqBwqFe/baa3drjTnmGP//j/vQM2tf/gWc5jS9b/4HzHCIDEtUX/gK5WeeP/uU1sDGa4dBfAyBKsog1qCiEXZvm3x+CU/N08teRtuzGWcWQ5xvUPWn8dT06QOSdmEQ5jYK8Y+OOdVKVQGoCugRqI/nEJtPTCDXZ1i1PtjzPhyP+G8C4iRjc69obFZKAZVSQJRkjKIUcyAOCVzCwMNa6CSGkizq35ku7nEpwXOgHxc3x0JDsbsbEacGYW1hjOW7KAnNuiIrBeTaEM41MFkGAqSjsBbyNCfPci48doH2qE9ye4jtJ5h+QjyMKXkejpRkcUqa5igh8CvBJKMfbXcZbnYoLxbBLBl0SaMBcpw1CyFABuRa00cSu+e7OjpS4RzZZm8NBswfNDh1djrzMxo9StDDNr3vfA2QpI2ArfkSXJwvKEv3QDsZsT7qsFpuYuMRZuNdDIZc5xNKobCWqVvvsvmZF848x91onym/gicf/Lb3Hn2G6Lt/deZjstZElO9f9y898RlKTzzgAJj+DiTDs1ZBlCiR2yIhc/pd0qkmid3EVbNIMyC3A6w9mlVLQmeJ0LmAtRlxvkHgLB8/7wGdUMpCjm8qYOKJcRrSh4Pv675c858ePjGBXD3ENPfjz/v4lT5+Utg9YxcT+i7hmePgQAhDkuZonEPxoIY0h5mKZe/GHte/8QGjQYq4sADlsAjUacbaYsDyLz3G1uYe/fUu4WITm1t0npJaW5RhlEDWPMoousmQ8Aur8NI62d4IYy3DUYwb54i8kOtnUmB8xfYPblGdrVG5ME3ng53DQD7sn9QdApBZS2ByHmYPN8oz+kmM375L1m9j4yFCSIRT1Gnzdh+MxqZyUm/u7ezhbWr03X2yFx4D997X2nbUZ6lUx3zwfUxnF2tyfGuxUpL5Icb18KIRMk0w3ulFyMKkzPKgUNU63rWnSd75/uR9Hwidwhd+8aPnyve2zt0BOLJMbg5/FdHbxFYyBBJH1nCooW3KAetEiRJl9+rkPSb5XXw1f5y5Ip3jJRWp4Dy3xI9pfRw+QYG80qywv3l/0/tjEFBt/s23wDwPre4Iay3d9R6j/REIQbkZUlupnXkDuzJlpD3kGZqT3f2Uuy++CeN5mtwoJqlbaxkkGa++krOxfQE+u4A3HSADZ/K4ESBKDiJwQArEAQm/FtB5dg6x26Xat6hBjDYFjVIGDrLkYaUgSjPMdheTaaYeParoPVt5WVgOPLwwK19/BxX1C8+ScRnAZgk2ygsutRXkvSIYpEaTjssSaqeL/cF18uev3vP82hj2ey0qN98CnR+OUTMGLxqSSIlV6vxSCLD/kIEcoPzzv4Yzu0jyzvewaYqs1Ai/8Au4CysPdZ5Ej9A2RyBwZYBzFh9bny+4EcLBUw1S3QEsOusAx+vs6sAUS0jKzuqx39daTap38Z3Fwyd49ULZeT8IBc6nXis/dTRma9z1nIdqeNamKj+2RufDoNsa8sPvr7O/00MgaM5VefTZFerTP75FRhvD3vUWG6/eJe4fWsVaawlqASvPLdE4MeknkAmRLhfqyvHfCuYKDHYTnEoZ1R9nVBZ6UcIwSScCpJvfvkH1Vy7TbjjIsmKqVMIYdjgQSAAAIABJREFUgzzBKEjGN/sgTulJQ/lSEzXMJ8wD4bundlJJniP2B8TtQ16844fkSYQ4yQqxluwhyg8AbpYgh93J7EvCCiQjbJ5hpcVmkPccTCqJdUYnGdHPEuTYSte5s0f+5AUI7z2kw1x/DeF4WCFOMS3caMRgZgHjnn/Nph+iPCCEIHjqeYKnzq5r3/P9Ws0gb9PPWuT2aN1bEKoqVXfm+Ni3+3zvSpbxECR6DyPOLpdK4RI6Syh5mqWU6fbxQO7PQrzHfRduf+Zjy1iBT1AgF0Iwd2GGu+/fe0bl4RNg7sJPd7SctZaX//wd3nzl9rHr7O7NFm++fJMnn7/A53/psY90exvFKd1+xPo7u7z1p++hlMQ9suUXQpD0E66/eJNLX1mjuXaY3VkhkEJTCRzGrDscJciiFKMN9iDAWGgPI6L0RPZlLPLuADnrsj/sEzh+4Zx3pH5srGE/6gPQiwuZtrtQQby0iXDl+Jizb8pMa8yRhbxUnyYd9jE6P7ZQCanoP+Qg5ErS58hYUGymMQnofobNc6L3MuLAY0RObg1RnhGPhz2MACdTyBub+E9cJDWabjoi0sXipKSk5gZUHB816iMdF+2XsNEAwbiWO/7M+2v3FticVUr6cUGbjO3kJpk5qxFpiXSPSPeou/M0vPniz9VZGLbueV4lS/jMMqhqjN0hN8XiLIVP6C4SqIVz7wnL8Z6XdAJM+QIMb53/gm4Vwp+eyd6D4BMTyAFmV6ZJ45S99ft4Kwi48Njyj0UM9DD47ovv8cZLt86+KC288dItpKN4/ucfXB13HvrDmM2dHoNhjM41r//ZO0RRitYax3UIAxf/SG3cWsvtl9apLdcm2a9C40iQUhydFEaeaIS1qH4RgPtxcjqIj5HtRzQv1mgNRtza3yZwQ2YqVRwpSPKMdtxnKijUn8pK7va7lEthUXYZW9KeOwCi7DHqHwYVISX1xTVG+ztkSfF31/MxQZntrc3D0seYOjfKs4mPTKAcmmFI2SsWJ+l4qEwWJl6dASbNi/ia5djc0L29TZrn2KUm1EunwmluNJ32Pr2OXwikTnyEXhrjSMWqlMV81nKNXApUUgySRkpGjWmSe1AJi/f9k5GXG6vvEcSPo5ttI4Wk5s5CdQF2r4O+h1jIGpIQUqeLtB6eOtyBZLqgIfpqFvcMhslZC5kMpjHSg3gbsi4FhcmC8iGYAX9u0hD/uOITFcgBlh9ZJCgH7N7ZIxmdvljK9RLzF2epNn+6EuthP+bNl27eM9sWQvDmyzd54vk1SpUHm5t5FvY7Q25t7Bf1aG14//+7zuYb24x6MXmuEa7Cr/nUFipUx0pO1WjgLi9yt1Wi0ZSU3RgpLDM1wTA9Xnu2WGR/gMgyrIVhfK+bFGarZXJj2O0N+WBvm/V2i/lmhUA5XKg1kEKQG0NYq7EWVtl4/QZJ6CCyHKnPDuIycGh+bongcpXW9iau61GpN5BKUZktttpJnnOz26HT6zNIU6I8Z5Am7EcRBkugXKbCwt881ZpemuApxWqtTmVmCTZ65HsdbJ4fUXQL0n5KOl64xHobKwVeJYA8BWuREnJj2TMJW4MO82GF8EjANVginaJzyxu1Bl/stghdH8cPSQ/43dbQWzzh6ncGpv2fTJ13mHceKIgfoJNuU3GmkMrBLj0FGz8o5oiehDXEakA8PQu2zVklEWNzonwTQ46vTvoAnX1fS68KXhWjk4LJIiRChR8r47N74RMXyAGmF5tMLzbptwcMuyOMNihHUZupEp7jE/KTxvuvbWDOCUpHYXLLez9Y55kvX/lQrzMcJZMgrjPN+39xndsvrZNFOY6jyI3B5oZ4PyLtJYirMPP807jzc4VtqHHpZwGjPGSu3OHRZZ+dnmCnZ8nzYkxj083p3Cq2rnGa3XPajlf3EUKw1KjhO4r90Ygkz0kzzaX61GSaj4o1KsnBwuLyHNf33wZjMVLguIelBhE4OM0Si19epbJQwXEd8iwlSxPiaMTU3AKO65LkOW/u7kyy8MVylZc319keHWzbCzHL1iBnoVLBU8Wtk2rNznDA84vLGOqYbA8hxq/tWFRZIfqG+tUa3Q96YCxir4+shszXFI2axZGQW4PXgD1j6aUxYeiiMfTSiEFe0D1dqdgq1/lBvcHj3Q4+gDFYKRnMLtGfO3/+ZeHhnSEFtNM+gfII1Ydf/G2aku1sID0fNXs4rs0kCdFrr9Bpv4e9egEx92DlSYthkLepuTOI8hT2wvOwfwt620yCtXSJy4KoVkE4Dk5eI9PnExiSfBclApwjLBRP3btEIpVfZOI/Y/hEBvIDVJuVn3rmfR66+2cPs/1Rjz2J7b1Dt8M7r6zT2xpM7hshBJ7jkGY5OtFkg5TWesTcL09hc4MYG3MJAdpKjDOD5zqsTMPylJ1QcU1W5zsvOeRJTnIfXn71ymEGNV0u8/yFi1hbiHwCxwE0DGKyRHMgDHXLAcHaNPHNVrEj9jz8S9NIV4EU+FWXynwFDDglb/LZjNH02i2as/O809oj1bqQyscRW/0+7ShimKZoawmEoO4qjFRsDgas1mtIJGXPY6la4/12iwu3e2R7CreucWoatEVnBuUrKmsV/IbHzit7MEqpOAnNaUE2thwwrmIJzS8Pe3ytXCPyUtrp6Jjas+EVzbubswv05ld4dDjE6ozR3CImOK5YNdYyyCM66YBBv0V4d5OlkWFbhbiVGunSAsH8MjNBg4b3cPfA8Jt/Rvzmq+hBt3BOrDepfvW3yNpten/2h+hoUNAAX/kudmUJfvPvIu4xvPkAo7xLzS0CvwiqsPQUdu4qJOORcb5HnL7BwQXqqiaZ6dyzT5nq/Ukgd9XUZKiEMSPs2NJWCB8pP76MlAfBJzqQf6zxEDs68SHH1qVZTrdfNAzTKKN1vbAIVYGCA7GhtuS9lDwrAsrU01fIorHgRRQBMfcyyrWQzBxvih7sSpWnWP3cBa5/64N7eFoUQdyvj5kGFoT1qHgQ5xmuUsVEGgN5Zg59Vw5ea6YMt1sICzIzpPtDwsWiRlpbrhY3uyvxj+y4hBDkWcp+NCLKMqy1rPd79JOEvWiEoxQzYYnPeYIVV+ALgQYyY1B6SM0P0a5Hl2Ii0GCvi68FQhhIDRStSKzvIuIMt+5Rmg8ZbUXUqgaEwkGRSEMWOHhxxrJJ+NztHjdLHmalCZ6DEIKmX6J8hI3SNpq9+VUcKRFYXCHQ4+9jmMdsx+0iA795nQs3tygrD0coMobknRblzQ3EzB1uPv0kM9UZVkqzD3TNjL7/14y++02EUsjxNCE97NP9g/+dbBQVv4XjHIpn7mzAi9+GX/zb9z23PsMASzg+jH1i4vzuhHIJIEVI4CwT5xvFYjhKiX6whfAU4TOLCEeS2yHGZriqQcm9jNZ75HoTY/rHX0eGOHIepRZOs5h+BvBpIP+YYm6pwQev33uo7AFmlx5Sdj1Gf5BMsvH2zfbE+yRshgx3huhUE3UihLU4jsSagtGhs2JMHUAeZRhHMkw0tupxdOL9Uaw+t4rRmtf+4t0zH69emWL280d4yVYWjBVZDEQ+uH2tARkGmOGoGFMG5ElGPIyxy3WCvQiMJd+PMHNV5AHjxZP4jfIxBswBdobFjmZz0KefJBhrGGZFTfvZQHHVU2OJiaWBoZjRkRec6KhLJRmwWZunn2X4UiHdI5OpLCAlNvQQWU64EBLvxSiHwvM6dJFZSnmQYMdhajlPSK53Wb3dpnVtkfzK8imXRYsl0RmO9LEILpfniU3GrcEO23Ebaw3uxjprt/fwnOBYk89ayyBPqOztUn39DfY+9yyOUCyE9x/0EL/xyqnsWiBIt+4WjfGpWY5lIcqB67fhF+976vsGUG1OS7QcWSdwJFv/65/Q/fdvoTsJCHBmSkz97nNUfv4SUoSU3cfI8htofTZn3JqIzNxEmz0893GE+Ph5jt8Lnwbyjwk277T44Wvr9LsjlCNZWGog1dn9nqPwQ5dHnlq890Hn4Oi4tSw5fCHHcwinQvbeP7T2FBQBYP9771G/tgrWFJ18bYoM2UL75jb//k6L2acWcJSkVg6YrZfJWhFxNyKol/jsbz/LG6/cIGkV21qvHlB7ZAa/eZzzK474TXtK4TqKLC9KHweUGCUF2lg6d/aw2lCbquDO1DDdGN2PERUfb6GGXp7CaTjHWDeMP4/refTTlFTndMZ0xlwbzHjpWHXkgTs1CkuJItMWgNA5IFGjETPb79PZahMLiT8bghRoa8iMRo9tZYWrSGol0hWFnq4gPIXsR6gsx0o5loVDmltKjkvouDRvtGmVygxWT9eaj7Ko99MRK6Umm6rFI9UFOkmf8mYX76Toxlr8PKWUFAuhEw+IVlbYWZDM+PVjtgNnwUZHynjWFs6EWYyJB4jcQE8hPB+UmfxOpNkDjb3z5L37U9aezRsfvHiD3u+/h3BcVEkCFjs0tP75qzSeeI7w0hpa3zk3iB+FMQPS7B0896mfmUYnfBrIf+qIo5T/8Eff48713WOCvPXru3RaQ6QWTM+ebdQjgM//0qM47of7GY/6eJ+0MCjPlNi/vo8ev46xlnyU0X3rDsObW1QvL4I15Jkm70V4JZfk/esM4xH1i02o+Hzw0k3+8tu3sIOUZr1MeaqEG7pQc5j/0tqkXn0SOs6wiUb5HtJRuK4icB2UFAx7A1ASk2lspunfaTG6vctU5XBotWqWUM0Slc+v4S/VERZKnkAdEcNYa5FSUm1OY7a3aUeHo8MmNrCAd+RHKR/Z1ltAxCl2VJzTtxYtINncZ9Ao4y+XCsm9OHJCLJuthL3FCpVqjelBD5Fkh4cIgTGWvb6m7HoT+9r6+9tEiw0qWUKmHEZj+b068t46aUToOJMFKN+8gxclx1We1tIY9QjTmLHRO3K4z+xfv8jW3/sN9tMec8G96YsyLKPTwirYjnqIvHj/ynXROi22TEmEIwx5EBTd7mr5gYJi1TnD1OoITg6FOED7j16ezAcVQqGTjHR9Hz1M+eE/+Kes/MM7LP3uU0jvwbJsY/oY00Kpn66O5GHwaSD/KcJay5/+/its3dk/U1XdmC7T3u2TxAme7x0TrVRqAc//wjUuP3k+U+F+qJT9ibVo80Kd9e/dnTyWx5qgHuCWNFmUkXRirDEICRu//yKLv/hZypcWsVKQ7vcZvfM+9fkAN3DZfXuH+E6XrVfWseNyzWCzTxh61GYqhIsVbm/3ufDVR44F86wX031zm9HtNir0mP1CIVm3JZfMz9C5Jh+lRLd2Gd7YJAx8Kr5HpVmnHycTxskBVNWnFvgs1WvUAp9Rv0c8GmKxOK5HpdbAcV2UFPTTQ9XhQflFA+m40QnH2xbSWLIkO1KyEKhySFZL2Htzn/mqwq37SEehKfoF7W5GNxd0ri3wndDhl3b3KQtbeGdj0NqyvpeNp/YcLKyWVTXi6rtv4TgCLSQjz+OtpYvHKIraGlpJYXCW6LSYVn/iovLztAjiR3oqBnCiEbW3X6fz2ep9A7n/5OcYfuNriCRC5Ie8fadWQ4QakxQqYGkFKhqhSyV47v6GWZ4s4at7j8fzVJNUn9aA5Edm7eokI3p7E5vrogeyP2D7336d/ve+x6P/9HeRD+idlOutTwP5p3gw3PjhJpu3W/fMVpqzVaZmKnzuS4/S3ikaNM25Khcfm/+RRQq+51CrBHT7EUEtoLlSp71+3FJVuQqMJRPgusVAYd93aX/rDXa/8VpRVxdQma8wMDmNiw02/vI66e7xIbfaWNI0p787IB2lVC9PsfPduyx95SLWQjaSJB2Ft7CErDYZvnuHwe1dKqszxPsjrLaokkvaHrDzp6+DsaTNkHihSiUMmKuWSbUmyTQWS3mpwVOPXRy/tiHKcsJqjXLt9O6mGYSTRiGAIySBUsRaczs3POoVNfoRgqIAZCclpaLZKMgSjec4DGarSAybf92idqFMcLlBZi13dyP2XJ/2C5fRY87/G7s5l42kFFg6sWZ/YMiNPSbamQ01zcCQaU0+zsTDNOX5zdtsTy9jtcFptXFyTR5ImJkqmsDja8rRGc10hDIGV2eFmRhHavgUilxvf5f4fnU8IHz2BfL9bZLv/Dk2TYusvlym+sSTyLBM99VXybpdsIUFgn3uKewT9xasKeEy6x+fDWqtge42JOO6eFjDrcwihYuxx8VkTr1MttsrLJNvtyZB3ALS8xEODH94l9afvc7srz57388IYEwPa7OfmVr5RxLIhRB/F/gnFLvR/9la+48/ivP+Tce7r68/0JaztdsnqLg8d58b4sNgfqZGbxBjreXCC6vEX0+IOjFuyUUgsFjyg7mnQuCXvEmid9AcVWMJf9JLGO30iTa6eGc4JGa5xncdkmFK2IqoBC6BkQxMQDaIEMpBKPC8Kv7nH2P/O2+y/50PqD22jHQVwzstkEUpwxpL2hphUg1rTYSAehjgKYUR0HxmhXd39o75p7tSMl0JWahW8d3D9zdfrpwiCVW9gDga8lpi8IRg1RG4QpAicLUmGRaipoPeQX83wQ0V0gjMXAMzXWW/N8L2A7gww/4ll70T1h8GQWekSVOPSBuMTal7IVGeojGApeEf1uT9scdMplyCLGP6te+T7Y1QWU4gXVKToMMALsyxW6+gdM5c3J9YskqKZFwCyZFgbh2FMPevYVtrsDffppT3CS8sko394J0wQOQJuHWmvvQlTJ5j8xzp+yS1CvvCRduzlby+rDDjrx4z0LKdDdj5oBh0fPji4IWEU9MMw+Pnmvn7X2b9f/i3IAR6zKiyjD1iFhaAGOE5tP/y7QcO5MVLfoICuRBCAf8M+BVgHXhZCPFH1tq3ftRz/01He+/BjFKFELT3Biz9GLxfKmWfteUpbm3s44Uuj331KptvbNO6sY9f94m7MSY3OIGDtEx8V/SR6T5uWFzsFku0M0Sck9hZWzQSHSUZ7A5prjbwtI+HIrdMPLkLaqEkWJ2n94N1dnfeGT/fUl5r4q1Nkd7ex2aGvB+TtSMGQlDxfZCQPTXPXmDhaBA3mpJOSPZH3GrvUy2VmJ2dw3Ecqr7PfKXCRu9wqHTZdRlkDlGe80qs+QHQVILUWj6z1WMtdJGyoEC6yrBwwccKSy0LGPU1rbtgm1XsTB37+CozgJtG7MVDkvEkoqRWIu6OKDkeDa9E0w9JdI7BMsqTovYsLK6EwGaQjgs5Ii/G2qUR/Twcv1+fPMsgTqj98Ba12YCKyA59tQEjJHLsPqg4nKVjfJ+8WqOkfLpZn1gngMURDjW3givdQvX7znexu+uQJQil8CpHGErDHqQJZuEC0nFgzLLxjcty+ChD3WWUd4+5H1adKTx1fHWz7XXYeotT/FshIIvxtjcw8/NE4WFPo/rFa8z9F79M6//+diGQshbpuYQry0jPw5ji88j7eL6fws8QDfGjyMi/ALxvrb0OIIT4N8BvAJ8G8vvgYfjfP06zo6lGGcdRbO10GQCrzy2z9MwCndtdPnjxA/Z/2MJRkqhVqGCBCZtF+QrniOWsjjRh+fwspvAVhyzNSAYpiQar82ONVxm6SAX1x5bxAo/um7fpv72BEIKsl1BareM/MovpRuSdGD3McC6HqGsz6As11Inxea7RVEw2bvABWAbDAVZrFpeXEULyxaUVvha9x2hMOxRCMFsqszsaEuU5GbCjLZ5U7Pcg+WCfkutx7ckKvl8MOU51jpRQaSiMtrS3j0/XqXshdS9klKcMsxTxyBr+Zpe5sIyLACmJdY6bxUR5OuFMO8pix4OPBYVtLVZjbfG9e1LhK4fAeMUCICQzm53CSPCADQNoKZFWIq0tArkFE/jgedy5eplq2qafHy+tbcW71NwKc90YtVvsIO15Jb0sgW4Lpg5HognHQwhJxWlSce5df7c6g533OBXETyDYa+NceprY7k4GMk//xheZ+o+f5+Z/968Zfvs6TrU+oTMKoTBJysyvfe6e5z0KIVwEPzsKz48ikC8Dd478ex344smDhBC/B/wewIULF04+/InE/HKTXvv+qkwLLKw+nIf0w6JWCahVAkZR4X6otWF5sckTT6/w9X/yDdobXWzNZ9QeN5YEOKGDX/OP3XelmRBHCLLR+b7ScKisVJ7CjA5TeFl2EWNjKBA4FZ/pF64hhKD31mHzVCqJnCrjTJWxBqZ+5VFuD4fY0ZC4l9NPEuIsJ3AcPtcskyiJkhJHysITSQjiNGHY71Op1WmEIU/MznGr26ETRYXoR0jmSxWGWcooz3GkpO77mGaM3BuwNFeiFDoIK46LCy2U64r2do6dOq2aLDkeJcdDJJbQ8cnfukE+totUtTLTU3UqtVl2oj5S5ghlj3OsTWFNoKTBMZKmX2TGJeUzyotyROD4iNyQlEu4cYwcK2pz5aB0jgaGlTIsrHDzkVVyX9A4J0D3sgHizuvM2iJLJ6xC5xwq37CDacwc9m+mH4Ia27n7YFN4dIoziKk2H0WbGG2HWGsQnsNn/tE/4vX/+r8nurWB8L1iJ5EKml95jPoXzx/2fBLqHg6KH0f8xJqd1tp/AfwLgOeff/7hXfv/BuLxZy+M6+T3Pm7l4gxTszWg4Bj/4APDdqeYUv/4quTigjh20WltCubAh1B8lkKPwHfp9Ea0exG51Vz51Wu8//X3MKOcUWPEsB0hHEl2gtfbuNRkaqHKaLN3biC3WOIsR2vDQBkikZAbWcztdCRCyQldzxyYa1lL7clVem+tI8+Y9KSN5v2tPW4OejTLIa1hMTHoSq3ChWpIxXEKrxQKYyxHSpSS5NYyjEZUxg3Qx2Zm0dYyE5YYZulYsg+uksfmdMpyjZW2odGQiCM8+6NQUiDKLpxTDlPruwSvvotrwZ2bId/dB63JuwOidhc7U6N8aZG06eClA1R+4LdeSPpzK3GFYiaoTvxnHKkoOz7DPEEJhchdbGBJKiVkrpG5RgCp8Hntmc/gzC0jhSYxMcvBPcRA1uL0OnSRNL060nGxpSqM+qeP1QX9kLCMdXzE7EMMn4h79z9mcmwHWELJAHV0uEQVnvmX/5jN/+v/ofPy6whHMffrv0jlSz7Y+NzTHYOQOOrjO2j5LHwUgXwDWD3y75Xx3z7FfbCwMsXjn73A2987x6oW8HyXF37hCbJMc3ezz59+XxElhU2sEILbW4prqw4vPGrY3x/Qbg/R4/KH5zlMT1eYnq7gPCDtqtUZsrHVZn+jj840XugQLJTx5yuMWiMaMyVWApfe9oCd7S7WghMowukyj/3644w2u+RRhtoboZOj2ZUlzfW4CQVeLWDq2SWMzbBSkRmDJxUHPTiba/Tg8MZTJR/hKdwTwqFcG7pokqzIwHcHI8CyVAq5UqtghZ2oMgXFEIdY53gUwTbODncDnlI8NTvHjU4bER+ZjjF53GEq9FhbbiDygP6bb+LUmBynpJyIrLQB/dTaMarfAUR3QPDquwhjKHk+zmwN26zS39sjjWKsAOsq4isLeHqPtKfBB88YhDbIPMKVAoTHySWk6pQKhk2ekHlTyJpFdfcxSmKURFjYWlxAzS3TdEt08g7L4ey9hUDWjic1GSIdU3ZK0Jwv3BvT5IzjwSoX8ejnkeohQsw5gp+zjz3/IeV7rPzOb7HyO781+ZsxI9LsDewZNgDHIMBzriHEg5dVrLVY0wczLD6DUCCrCFn6iWX1H0Ugfxm4KoS4RBHA/1PgP/sIzvuJwFf+o6cJQo83Xr5BfsJQanq+xs/9vWfQ1vLWG+u8uVUhSh3EOGktto0Z33snJW23WJg6nq2mac7mZoftrS4X1mZoNO7N093a7fHNP3qNnbd3yeIMb8zxLk2VmHlkCulIBlt9tDZMrzRQTZ8oyVG+Yu3LF6gsVPCqLt3r+1TXGvRvdSbBPMn0of+KgKWfu0jjapGtuiVN/51N7MwU0qkic42OU4QS2LEDpNUG6Ts4paOe6NCLE8TlBpkxDLOUulNkZ2u1EnbsQphqQ+DIwk5XCFwpSbQmlA6Ze7ye7yrFtekZEp2zOyzq49ZaPKWYKZWpjP3HeXINKyDbfhsxXiqkkAXbREmG9TqcocYEcG9uFXVuoOx6ZEazl40wtRBqhwuV88Emrb91lVK/jQC041ByFTZKKfY2Z5hdCai5JQLpMZKGnRc+h7ezib95i0RnJLOLlBfXWKnNo01KmD/AAi8l1gsQWUKsE0oqhGgIbgh5XtTG5XjEnJCweAlx6Slk6SGNqLyH8P/3H25WgJQlPO9psuz9Uz4rBxAiwHUvo+SDW14YE2GzTbBHBm5bsLqLlQHCWUKeNdLuI8aPHMittbkQ4r8B/l8K+uH/Yq1980d+Z58QCCH4ws89xjNfvMJ7b24w7EYIJVm9NMPihWm2NztsjWeN9mIXrEXr8RZbCLQ25Lnh/S1FzY8plU9nEsZabt3aQ4gZ6vWzg/kPv3uHf/fP/4r2nc5EJOSFLl7ZY7Qf0breYvXzKzzyK1dp32hjteHypWWGPlTX6hMKolf2WfmFy6z/xQ2kq0jaEf29AdYIgsDFb4SsfPUR3MsNdrsDhBCEnkvjqVl2/+oGylnDcQoVp/UUNip46slel9LycQ54qjXak7gX64yymPBIUPaO1JRHWqOkwJXiQAVPbjS3hpqlE/FApxnxTg+rDXP1EG/qbFUtQPWJNbK1JvF7r2PTGIXFqoBuqUKrMX/u85yNor7c8AO0tawP20UmP15k3HF2LDsDktiytfYYs3dv4KQRkbCEfgmTuMD5I9085VB65Apzzcuk5UXMTgvR2cK23oU33gQpGUw38ZdXSFYu3HPOJ0A8M0dp8w5i1Mfs7iK1OdwMjL9rU61jV66iHn/+wwWvxhK0bnLPdBuKjLf+8BN7pAjxvacxZojW2xgbARYhPJSaRcmH60MZk2CzjWIhP/H9CSHAJth8A+Os/tjHxH0kNXJr7Z8Af/JRnOuTCj9weeq5i8f+NhomkyAeRylxnJHmx82PskwjpMBg2dnusnZx9kw2jLWW27dbPPFdV8YLAAAgAElEQVREcMo46u2/usGf/W8v0bnTnWQVOjV0233yJMcru4Q1n86dLpe+tMbVX36EsBbw+JUFhID31ndJjpQowqkyl3/9cbrXW+y+t0e3KigFLmq2RDznc8NLqbS6uEfKPa6jqD+/iO0lGKFwlYMwFlX1yfb7xBs7SLeQ5utehM0hcizqyyvIfor/zjbBKMP1HNRsCT3dBOcw0PXSHAn4StJJU76zu49B8FnPAwHzXgA/3KL/3ibmoCQkIFycovnsGqXls+XjbrmG88yXMNEAmye4bomdaMBo2MdTqmiuHoWxiDSn5LokOmcr6jHIjpcnHCkJHY9AOcgkY7Qwy636DO54itEjoobz0iv3dJLEdXGuXEZKRf7S17G7d0FIbL9dCHkk+IM2am+HdOMOnS98Ce4hMIvnFinfeh+/3Sr8ug+Ct9XkNscYjW1HdK6skgzfpeRUqLlNKk7t/Pd4AsIrYRur0L51/sJiLcysFa6IHxJSlpHy8od+/gR6f7IbOw/CpmC6IO9vSPaj4FNl58cYrTHPvNcdsbvTR+oS1pYm17jOC86s1ZD37zKymsEgplo7PXQWiiZopzNievpwS751vcVb37xOe7s/ybCyOCfuFvVpIQXpKEO5Er/ksfnGNlYbrn31GnvtAauLTZ64tEC7N2K3M5xM/8mxpHMh1bkVzGiGKM3Y748KxV6UMohSyoFHs1pMYclyzV5/RL0SstBQTFUqWCTt0QBnqow283S+dYtsd4CQAqceYJSBP3wHqwRTixWWnrtIZdwPkAYCJH1buI/kxhQ89zznWzstcgqT2Wrg0+sPab34KqWRphkeaZxZiO7uE222mfv5J6k9cjwLzIc98v1NjMmJpcOmX6E3LBStCtiLhhhrafgBJdfDlZLZchlRKtGLRsX7OWNqfG4M/TRGKxd54KMjBNnYc3zH97n43OeIX34F2+1i+wMwFlyFrDeQjTr+C19AViqYYQ+9t4mQCtPvYLN0stCLvKBHens7hLdvEl08DG4iigjeeB01GqBrDeKr1zBSYY44H2YmnVjPWgFpYwpvb5dkZY1RPmCUD6i4deb8pcKC+EGwcA0w0Fk/40EB0xdh5vwgnPUG7H7tRUySMvvVr+DPf/TaC2tzjIlBdwB5fyGV7oLzaSD/REJrQ3t/wHCQsLvTx1rLrNxmw66hrUQIizEWi8TJ+6isw35LUCr75wZygFZrcCyQ3/z+XYa9mDzOiyajsSS94919IQTZKMcvecS9mDTKuP3t28ws1NjqGDb2LWke4qiQmSZMlTM+2NzD9x1avRFZrsdB/HgGOYxTjLVM1w6bQt1hhKskc40Ka3M1OkOXG9stOjsDvJqPVzvMxMS7W6gox3UUS0+tEM7VMKYYV2c06NRSciVDNEpAP9O8vL1LgsBVirLvoYQg/95tbCdiSNEArfknsj1r2fnLtygtNHAqRaBPd++Qtu5igVjn5FrTkLtE9QUyx8N3XBacQkijrWUhrHCx1mSUZ7w7XcZZL4L8UQfKk+gGElNWnNzw97IYEQZFTT5JIUmK7mqusO4IsbSAqBWZsOnuQZaB62HT4ne1WoMp5qjK0RBdruDfXZ8EcnfjDuVvfxORa5AS9+5dwrffQCzNkc4tU8kl6WCXPAcrPEwQoEtlcBxUluG29kinp0lMzCjvE+V9lsKL+Or86/Lotcbi49jmakFHTMf1bL8KzRWMo0jyu2hb7GKk8AnUDEr6bPybP2b9//gD9HAEQrD+r/6AmV/6Mlf+29/7kZuO1lqwbdDbYHqFLamJQThYUQJRptBGnvXk9IHcH38UfBrIP6bIssKytdXqTwKgJzOWuUnLzJEYF2FSgrSNn2wVDoXGst8acPHK+dSp7MgUeaMN29dbhcjnIBuPsjN37DrT6EwjHYW10N8ZsLVr2Ens4Q7BwJ0WbOynBGrcpAT6UXIqiB8gSjKGcUolPAye+4OIfGyA1SiHLHQ0g5Eh8txx4BOIOKOUGXAd3FpAebaKzW3RIB2/VjTI0Bi+0dtjaA2tuLj5ZyolPKWYLpUQSY7eaE/Kvf0koex5x5wFDz5c550NZp6/gslTsvYmQgiiPCMf17elMcwMWmw2DrnTQggcIdgaDfCVw1AnpPMN3NdvIKxBiQwdnlHrtpb+6jSjZETDP8F+2O+QvHkTsKj5OZg//nvbbo/0m9/G+/m/g6w2C09wwBoDeQbjxUMIgYoL86usOi6BGEPp5ZcQ5tAuGKWQowhxex3/yWewQcDIP5v9Ya0h7d5lpxJhbPEbdrM9YjOk5jSpu9NU3Ps3E0VQGWfnB19/wjC/TZp0OVlDj/JN8vd73PqX/xqpHKR/+H3ufu1FKlcvsfCbX73va54HazPI34OzmqQ2B9sDMcDKKYQ4y4r3x89c+dnRoH7CYK0lGqWkyfEbxpM5i85dlsV1qv23CJJNjspRoig9xX45D2mcY7TB9Q/Xc50bSmtLVB+/hCoduSiFwBqLVGPmiRT0Y/9UKdNi6UcKbYoHpIAovbc4aBAdH8ZsjGGUHDrrtd7ZInRdpsolZqsVZqtlvEGGfyADnykhXQm5QQkx4VUDOI6D2RlNgrinFBXfY75aoVkOMZsdxJHZqNbC6Jz3O7qzB0De3sYaQ2ZMEcSPfEdenk4YKSdxY32Dzp+/hP/K+1hjcbb3Ka/vU7m9h3OEaom1DBeb9C7OFWWWEzX08ge3QN+bRmc6Hcyt28hqE9mcLUpaQhRBfOybgxAgFSLPkWNFq7O9hRyeJVITiCQlyCzJOUOVjdWMdJ84H0yC+OS7ywckJmInWWc3fjh2sjYx3fRtUt3h7EaoZfP//BM00SnPcuE67HztLx7q9Y6d2WrI3z0jiJ+88A2YFtaeQceU/o+dhvhpRv4xhesqhsMzLooxlJITdsmxv0vJaJhQO4ed4nqHP7kXujieoqwCgqqPrdaZ+bXPoMrFFtgkGYMP1tn5+nfAWoSShM2ipq1KIcI52xjLWkGqPUKZHAuq5yHLNWmW4x3xVT+Q7GeDlGh/dKqBq9OipJLkmrQdFXpzW/wnpUDYwgclz3J0L8apl3CVYrXZoDFeoJphCPnpoBXlGVX/dJZs0nFwssWuID1HhSiODSQboztEvPg98jTFcz3MVA3rOpjdPeQoprTZJZozDJen6K9O01+bnTT8BllCzSvesxyOqOz3wD+nTGEN5D0wGem7b6AuXST4279G/I0/Ru9vH3mTAhwXCRjHncQlkaZnnRWrFCqTCGNJzOljrLVEeoixhvxkaQqI9JCGnUIIST9voxLFlH9/5om1lm763inHw5PQg8JjXdsIRxynIuXDsxeeB4LZgTMmE0kpMdYpMvLDNwumA+o4Y0nI85lPHxU+DeQfUziOIgw9OudI+KUs6HzRkWw26sT0+zmvro8olTxqsyUWr81QnzmsiR+tj0spWLw2x8bb28xemiN77DNYU4hxAISSVB9dI+sN6H//bRxXUZkeLxDG4Hmna4LGWqwQx3YJZd9jEJ+/KEEh7Dnw/S/73iSQ57kuVJa5nvg/Ba4DAiQC3ykojun+CKdxGNwEBbFi2BrhSMVMuYzvOtTHJZypUgnfddBnuDQiQAYCk9pjY3gOvNNVfQ67v3W6vm0tmeNizqCaeT/4gDTJiI3mgApvqyV0uEh/NETkGqMkW89fxoTHA+FRi13VH1B2zqEd5iNItsYydwHbHdJvGrwXfpXwl38b+7V/hdnZwKYRHHi3ez5OuYavfJRQ5AuLWN8/tqtQQuL6FaQRyFIZm59WSGY2wViNVZLh9OnAZa3FWMt4QiDdrEXNnT7mengWUtPGPIAi078wy+jN2+CAsRly7FporcWf/REajXrn/MeEC1ZzbJdgM6xNJoIiK0KEfHDmzofFp6WVjzGmpu893bwy9rU22rD11i53X9sh2hsRdWOG7YjNd1u88sfv8M63bmGtRSl5ShR0+bPLSCWoPnEVt+Qj1AlFo7VUr63hlVwaa42J02E9UDQa7pn1dCU0vlMsMFJK6uXgNA3vBCZTeYRkrl5BKcHddo+391v00owozYiz4v/tYURfGFJrqSw1qczXWP/aO+TdGKEkVghya+ntD/n+i2+xHRiGSUrZ8xAImqWQuWqRtYmVBoxLS0LC3KM1lj7bJLwaUnosxF/1Jtlq5UqRaSk/hErjOP3PWiyCfVHC9IZ0ohE7owE7owG9rT3EXreobJz4wgLlIHwXXfKxvktlvX3quzm6q6l6hVXv6S/QjIO4Lj6IKEy4TGeP7Pt/CYBz6QnwA6hPo5sz5M1pdLmKtZbSzCrXqpdYaqzhXHkCxwpc6RKqgED6SKHwrj19Li0wMylYS29uCuucnR8eLS9YLP389Gc9iSi/RyA9gtn//O8gy8F4wTjM3oUQrPzD336gc5yENb17yvqllCAD4MTvYUfFpSErY0HQjz/MfpqRf4wxO1+jeiuk3zt7a+h5DpVKwAevrDPaiwhDt2iuHfEjkUJw94e7OJ7Dr/z9Z09xyKeWajzz1Uf51uspQegiJSSDtGiAjuXyfqPM8mcWJkG8UvJ58m9dYnVV8fptS5YXfTFji5p4yR9O7veS7+IoyWy9wm5vUJhDnQFHSpRUrMzU8TyHbhSzPyo+d3ixyej9vWPH1z67Snm6ilv2kUDWj9l+9SbR9S3csk+3NaDXGZIEDsFCjdBzifOMZilgvlqZBBWpFM4jc2RvbLDwaIOg7qIopLMFzdEBBLotqB6hH6r5S7SSjGoyQOQ5upvSer9Lr3WDWOekoUu00mR4aZrqnRYqGeEKdaoUJoSg5oZ0swhjLcFen97V4yWH0riEVXF81laukL9547ScPesVmfhRmp/jIKTEtDaxOidau0z83ncLh8KDxcAarBuQXL3KnMloeDXsz/0nJFPLpD98DZvGyKCE99Tn8a49jXn/NeSd9rEauLbFXNL+/Az9hdkzf18l1SkK4ijv0/Tu7WmSn1HWOAtOs8LF//F32Pif/pB0vZg16y/Msfpf/gPqTz/6QOc4BXt2mekoDoK5MfowOxcOwruIlOcLtj5qfBrIP8ZoNMssLhXks3ODuZBknRQ/cHFdB8eRp3xVpBQMNwd45/itXHhygbaKeGe9oEgpJUlGhe2rciUiS7Chi++5hIHL1edWeewrlxFC8PkrlvWWZZBA4MJUWXB98/AGcJSkEvj0bMxCo8YwSRnECdmRhmzoOazMNqiXCrFSdxRTKfkT06/yo/NEdzrYceM3nK9Rf2Qem2l0kmMs4CjmXrjCxh9/n1wNqDVCmvNTxM8v0g0FjpRIKciM4W6nx3LzcPuvnlhCpQl+rdiNSHU863QaLrPPP4Y6MvPRVw5RuUFfO8hvvYMdxXSTmGxcknCijOp7OwRbXUxJ4rRHWMB4Eh2Ex2x7HSlpjO1tM3Oi5yEEM0GFuaDCcrmBEhK7vIheP9EwtBlHG3AWiwzGzWqdszPYYcsOES98mcq7b+Hv7SCsJa036T/2FMYx9PrrrJUXqLllgs+8QPCZF05dK+rqs6jZJqP1gmMOgrjksVWbQwfnB66yOiHXNwajo/H4wLMzVnuybHEfBFcWuPLP/ivy7pCGfAJ/dhZjByTZdYxNAIGUIa6cQ8r7UyEfhm1SKDfH95csI36CQRw+DeQfayglmZmtYoyhVg/pdiIGg/jQC1wp0k7C3EIdLCRJhnukbq2UJCx5lEIPKQU339ji8S+unflaT14N2Ukg0+H43rFEw5R4mOJu7lC7MM3MapO1Z5aYWW1MMlpHCS7OHb3gfTZb7jGmylS1xCBOMNJSCT0qoYfWprCklYLF6RpT1XHJZ/zZjjo3OlWfqa9cof3N65goo3JhepIxG2sLPxYBGEF1dZqdP38bVQuZ+s2naK7NEe+3j7Ufe0lCPUmpjBuaQgiCp5ZQwzYi1khTMGesFMjQQwUuJjy+CCopmQ5Cdr/2KiJK6KTJJIhPjolTyhv7qDjBk4WtQi032Bt7yEqIKPmYko9tVFCeQ9UN8KamIKyRW42bZ1x0A65WZlDBYUnMfeIJzG4Lm8T8/+y9SYxkWXam9937Zpt9MJ8iPOYhM3KuzBqyWCxWqYosstlqNslutShAkLobIKQFJW0kocGFBO0ELQRBAgFyp4WkhdDNJkWqxLG65spiZrKycojImCefzc1tNnvTvVo888HczdzN3SMyIjLtAwLIdHuTmZv/77xzz/lPqGJakU8c6a7nukxmfjoOorvoGFgmy6qRVB6ZJvUrL9PPbUShuNdc5kL2JJ4xuHMym59n3eygugt9ofKJ/cWB2wshSHWF3KxXcTZWMetVTCQ4D9CFWSieRqTHdu1nkGR/D2GmBZj5DKbt0Q7fR6neNaZYbRCyiCELONY55H7mWIcwzurdb5ibxKNlJORPOTNzBTqdRBQ9zyZWua3hDqZpUL9bw+iKXrGYJZvzUDpx+tudzqxv9M7R3IlpwBcvws/uChodUFqQL7i8fNHl4q+9dKhrPj09xscP17bSCK5tMul53P9wEdUJEabEmslgZh08x6KQ2f7i25ZJtk+AZk+mKf76Fdp3N7CyDgKB8hXSNonDCJG4iGFOZogzNhiC8revMoFg7o05Fmv1HjGvtNpbQg4QSwPDsTHTJqGKiZVO7g0kXaoP1tfJdnxOZnOku8ZZY+ttSrUWgUpmau7E6ASkFzcQSneLaRRuy8eOdTLpvhUgCimMtg/rdeLpAnosgz2X4aWFm2RrJQylMA2D6N414vwk1vNfQpgWMpvB+IUvsvSj7xGVN61fTVxhYeiI0LHwUw5mHOBg8HBmkoV2ecs0LGW45Cyvb7elQrHa2eB0enBFiRSSWfcki537aK0whIUUEtXPvVDAmD2JIQ2c1QW8taWtl0zpJDfujUXYWEKfehExMd+zu23kCeKDc+k9n70w6IQfsd8NIFYV2sEHeNaVgdG5kBm0TCeuhodB9k8vPU5GQv6UI4TgzLkiiwsblEsNQGHsqIqQpkBKSTrjkO4aZg0q+dudH99NLgVfvQItH8IYsu6+9hsDyXgOl05McnNxnTAIWXt3kdrtMqYf0vZDwjimdW2dzFyOM9+8hBQC2zSYLmQJVcxSJWmCCuK4O0BBYhoSaRqkL0xiaYmq+cnjeTtMbAoAISVB20cbgkjFREHM8nc+ZnoyxfzZcVYaja0xaw0/IFY68Q1HkMvkoO7jBx0QO+YxaU1gmETSYKPdptrpcGligoLrwcN1Cm6K+7XdQqPxVqpJUw3J71C2Qqzu8AjZPbqo+2jLACkxVjag6DHVWsBpNzF1nAhtFKFblaRu/eqPsV/6KrFW3JQt2l96GaNcwVotI+KYFfMUufYaTqsOcUxdKK5OFliYyCB2zL9sRj7rfo2CnWHC2etQWA0bhCrCkoPlwTPTzHmnWek8JFIhnpGhGfX6iUthULDH8Yw0VrXcI+LArk5PDfc/QLtZRHq7Ycg1pg4l5FpHCN3oLkIetG1AJ/wYz35lcJ23nAZ1e+jzb9rXftKMhPwZQAjBiZPjzMwUKJcbNOodlEqqUC6/chLR0YOKCbbQWlOcH86eM/UIJlxlUy4vnJ7mrf/7XRq3y8RRTBSrpARNdv0pyh2W/uY2b/5Hb3BidhwhBDeWS6xWG1RbnZ7yPs+xGUt5ZL3E9lX6YWKgFautskQdx5TevgtAejbL5MtzSFOysVgme2aM8xPjNIOAascnUoqc4zCWcimm02x02txveUzKEFPHW6nZ0DApu9vlY0prrq+v8+LUNCqIyFg2jmkSKLVVkWI2fYwdJmJGGGMZBtgmtP2t1KslJCIE5UrwHMbGNJ6QmEneKNlIiKT5R4Xo6jq602QhbtOOknWIeLxAPL79e+1wHqKQUnONilBUogZW5JOze6NOhaYc1Il0zLTb+71IKkpajNvdNn+/DasL6MBHmCZMziHTWTwjxenURZpxHVvaBKqDJonQU0Yaz0htTTZyykn1iVaK4O4yuuHjnZLI4sQOEdVQugc7hNw2clgySzjAenY3ghBzCBHf+hx0m1hVMI3+zofCKKJVBVR5iJNbYD4CM64jMBLyZwjDlBSnchSntoXlxMkC995bJvD3b5jIjHkUz06xXtdkXHCsHROFFDxcTyLxmQKM7V/1ODTlGyWitRZZz6HcaONYJq5t9dx0grrPe9+5jvXrL2EakpvL65Qbe1NAbT+g7Qd4LZsZ2yG+W8LKpzA9C2JN2Giz8v0bRE2fk187z/hz00lLOpD1LIJ2h8iSpG17KzVyqTiBY5oorVmo11CGwapXwIpDLBUTGiahsbfOWWnNYr3GhG2iSRY+bdegE8d0ogirk3hTSyEwhcRsh0jLQGdstGMhOgGZky7ZMznMlIXwXOLYw5R1zDDqDifY+SgkIAxAGESNCuty/2qK9bhNRSYlR1prGlGbrOX1vdnXwhautMjv8gKPtULFMfrmz9FL9xF6czwH6NsfoSdmEJdfRToeGTNHxswx4Uyx2nm4px1K+h3MVoNwdYPG999Dt3wMw2blw7vYE+NMf+tryE0L4soS+tRLPaPtsvYFasGNAytYDJHCEprtsdLDEcbLA4UcAPMCxHcgHjDeDkC4YF0a0KL/+BkJ+SPgcRvi7IdlW7zxrUv8+P/5cKCrqbBMrJdf4/99NxksbxswVdB86TKUG4J3b4MfJsHfjSUYz8Cbl7eG2h8JpTRX//Y6CzdXabQDTNfAKXh9LXZrd9b54NYCkSHIODb7/LnQ9gMWOyH2jWWq15ZJTecJOgFhqY5AkD6RZ/y5qS0Rd3IOZtombUnCKEgicgzG0l4SJQPldptwsyxSCELTZv/bYrLP1HwRbi0mg7EFeKaJZ5oI00GaO44QK0SmK1SWQebCOLl5D0NIhGEgHQNJkMz+VNvzObXu5tO1JlIxsYp4GNRpmxKn3+SdOMZYWYPqMjkJjYkCQoKKNe3IJ2X1f9SqhM09Qi61Rn/wEyiv7qndEADry+if/QD12i8iu12naTPPjGtQCpYI1XYqR8QhOlY0vv8eBBGm7W4dM1gvU/reT5j6xi8mP4iipFmpp4TWJG9foh0t04lLqF1lgVJYOEYR1xijHbzX9z3uh9L73yCEEGCeQxuzSYOQKkPXPxORSTo5ReGJaQCMhPzI1DearC9XqVeayR+fFGQKKSZnCmTHDje95LicvjKDNCU//+5tqqXG1hdKaxifzaIuvURDuUgJVnea2mIZfngV2mGSD9/ZY1JuwM/uwOvnj3Y9KzdWufHdW9z84e0tW1uA5lKD9HQGr9j7+ahQ8fBuCWPC49zMOJ5t7evP4gtN205Er/UgeeTdfM/Fl2a3BjTbWQcrbYNM+kwlAgtNRgWs1RXLtTpz+RyVzsEt3E7ok/PrSK2JpEHVzeJPT2MV0jh+m06083o11NvJow50/U26LwnIzDgInYh/z42te+fUhomKgp64NjJMOl6a+7HPRrtJwfaY9XLdAQYa9+ZdnAcLRJ02E1HyfibFQ7KTaa6fyhLZgxf+AhXRinxSOzy+02slKB/QjNNqoO9dh4svb/3IMzPMmxdpRw0aUZVYR0hbou+Vke14O/Le/DikpLOyhgqjxLJXGr1fxs3thEHKOoFnzhGq6g73QxtbFrrDvI/Wiq/1cBG8EB6Yp4H+lV9PkpGQH5IwiLh3bZFWvbfjSytNvdykXm7iZVzOPD/X42vyuJm/NMXJi0WW75SprCViPj6bI13M8+139i5aGhIelCDlaWyzN5KQEtZqif4cdrFz5cYqH3z7ahJF7mr+0UpTX6yhtCY9tZ2/CaIYHcUYWlNptilm0zwoVwc6JgJsTNoUUhbUfBzL7M4DTdwPIbmJWSlzh4Amgqe1xjMMhGXxoFKlE0VEB8yKzHXq5P0amwNH7TjAizqEnov44iX0X9Zob7QwpMRZrSHW69CtNMKQySPQehOVsrGnU0g7mZ0JJDnnrc/HQGc8OiFYcYSII4SA0LTpZPKsOZNkrj/ArFUQaCrFCSaK07hLK7gLSyAEnR2iJLVicq0O1QrLr1/eb6AQvgpJkQh5xkxhrd7c9zPZuubl+6hzV/bM5vTMDJ7Z/R17UA7+Ihms3e8YUYwKgkTIC1M9aZXdCCGwjf5rPUIc7e9NiMc/iu1xMxLyQxBHMbc/fIjf2j9H2W50uP3BQ86/NI9pPd4RTzsRQjB7boLZc9vTbB6ua6IYrD6/aT8Ex6bvtyBWECmwDyHkSmlufPdWd6FQoAzYnaMQQtBaaeCOeVvj4fw4xuumHqrNDpO5NLP5LEvV+kAx70yliM+Nk/pwFSkltgl+FFG7t0H2VCFJd8nE4U93o95NzxLbMJBS0gHWGk2U2JWS3nm9WpEL6tBNnwAoAWEUEq89oFSYga9cpvzex6Tfvo0uNbCkgZVxkjthyk6qV4IIWgFxVYJKInFhGrCj+UjaFsunL9FpN8nU1pG1Bn4oieoR3FklHS3irZXQrRZojbJMjGyKjI6IJsdQmRS7G2gEkOso1L01WlcGz9DcaR1QtHPoavnABXQAEYVQq8DY/gMc3Bdep/buz/q+ZrgOhucm1z5x6uCTDroWYWHIHLGqHbzxDszHPL3nk2DktXIIlu+vHyjim/jtgOX7pYM3fMxk3cG5btce/JptJWmYw7B6Y41OYzM3qrEKAxZ+NHTWtxc0zWIKo2tIFXcrW/Ipl9MTBbLuXgtQIQRZz2H6118g/6WzCCMpwXRMk42rqzTLLXTXc4Wu5a5G04pibNPAkqJnOaztBwNvGKmghdxRPRNrnUTxaFw0pooh7TD58gXUeJrm6XEq83mqL8wh5saTUlDTQHsOIIgrPqqlEIbs8c0WUkAuT8lJ4VdC6lcr1O+0iT5awfm7j3Gv38P94CZuvb35ISCjGHd5BVlvYS2uIetNxJ6MNjjSYm69nQyKGIDRvZPNupNkzTSHa8I5eFv3c1/Bmj2xtXaxiY4V6fOnk/c/exmRO14NtmkMnpHHp1QAACAASURBVJX6KPd52hhF5EMSx4qN1cPd6StrdWZPT2IMaI3/JMinBYWMptrs9TtSOqlQEYag2dn1moIzRYaKyHZSW6n3iK4znqJTbm/bv+4gaif13MKUpC9P9gjrpqZ6tsXJ8XxSd+6HKN1taHEsNtodPNci/RsvkX5xhvpb94nWm5hCc/3dB8y8PIddcLE9i1grgljjmAa2IYmFINwRgnumRTsMSdmDcg/Je1Jo/DhCo5OFyh2fj31/HcdN0TQDOlGErxT1YpZ0IY2sNME2MRwbO1K0lyRO0WUzvyIsEyOfo3TqItbtBdwPbnXLDhV2qQxojGaSczfqbay0TWgl1y+jCNFooW0Tc6WMfWaG3TZPjmGRwWGqDaWsJN4lvAIYt7OcTE0xZnejdi8DncENZFu/KyEQ3uBIfxMpJdP/xe9T+t//AP/uTXTgYzgO6QtnKHz1azB1FlE4/EDl3ZhyglAuoYb1aDEmMZ5A3fejZiTkQ1It1bc6KodFxYpKqc7EzHD124+LX7wC3/sIKo1EJKVMSgy/ciXRi3duwUYzSae4FpwuwsXZg4+7m95oS2BZJrkz49TvbRB1S/K2tgUM22D6F07TSEmqXc9oKeVWp+omlmGQT/XeDAuei5JJROedL+KdLxKuN1lbq2IEHdbGPdZ9n/OmIGUYSJGMd1NC0BBmz11KSkFGOkmFyC7aVgrVqSPQW3M/N68pkkmjEAD1FlIIspZD2rTx4wilNal8Dmu8QMpMpg5ppbFyHsapOYgqGI7GGJvAmDlDc20J5+qdrWuT9SYiVoigW8lB4gVjt0KivNMdP0biFe+H4ArsRgczbRCp5NYohSRlJA6OBSNNOj1OI2rTif3ujVEy503wYuFsz/uWs6fQd64d+DsXxVmkO1xLuplKM/Of/9eoTpt4YxUjlUK4KYTz6IoDhBC41mU6wVWU3v9GZMgxHPOIK/pPGSMhHxK/c1BB2qPd71Hi2oJfeRU2GppKE8bSUMgkYtHsJEUCm0OCTkzChSOIOEB6ovcPMuUmo9nylyYJqh2CSgcVxQgpmHx5htO/ehnDNjCDaEvIc6mDp6n4KzV4UCVcqrHRbiNsE/fUGN7FIsaJHLSSN6OAG80OnpQUbItx20m8wnceX2scFTGJShz8FDQtN0nLAEpK6k6aXKe+JY62TG4MZTe7fawdNx8pBF7XsdCSkuyOsj8hBdbsJKlX9jryyXuLqB2mWUanOwA77DXEEkrhROBbEtVdjRZRnFTmtDp4uTHquoVEJq34UqLRqFQyFCRrpchaSRRqIDmfndtzLXr2DP7DG0Tt5ClUCIEjE8/yrW0MEzl/ac++ByFdDzn7+Co/pLDx7BcJ4yXCeAW9p1zRwzJmMI3pJ1oy+CgZCflniLGM6Gn2qbXgh9eSRc3N7/PHC1Cuw5uXDp9amb48za0f3iHquhSmHJt6O0BojZN3cfLbOfOTXzuH0TX4cu2kUagThD2+K/1ofLRE/edLTGRT5B2HKI7phBHtW+u075RRr01DvvdrHSLwMmlUH5/sXNTGi30MbeKZFpYOSfl1Sk4G1U2/VN0cVQ12u0bWMIgsi5KbJdwx4EFP5KDPmkg7isjavfXb1lT/5hOr0qB35lA39bJnS4ERKVzXBctBhNs5fqE1nmGTMV18FWwJVTS+uRi6jSEMzqZn9hhkrftlysEG8cV5slc/xGgnw4ybtLClRcpIYTpp5JXPI3P7NNIcAx3H1N59h9atm6TOnCX3xud7KnwOQggD2zyJZZwgVhU0ASCQwsX4BAY9fNKMhHxIbOdoH5XdbwLNU8L793tFHJLFz1INSnUoHvL7btkGZ794ihvfuwUIDCnJpxyqze2srdaa8ctT2LnehdDZ8RxNPyklHET7fpn6z5fIuDZut7RzIpWiEQQ0/YBIKdQ7S6g3ppA5BykEOc9lMp3aav7ZiRlHeHEAQmIaZnf6kIWtNGmpaaUzKKUwpERmsyw0swyac6Tni+gP7ydpkJ0/311F4ti4Z/s/8mQtm52V0MqygRZayj5iDgKBdNPYGrCdpBEpncN2E4veUEW0Yp+2Cuic3TajMpCMO1mKTgFnR+eq1prFzjLVsLsW5KWovvYG1noJp7SKDENCabAxPsnU6VfIuo9HxP3VVe7/L/8z4XoJYRhsfOdvWf3Tf8up3/uvcGYP97gohMA0xpIbXXsdOgvo6HZyd7Sz4E0j7EfUyvwEGQn5kBQmsyzdLR0qTy6koDB58ELQk6LW7h91CwF3Vw8v5ACnXptHx5pbP7mLjjVp10EDtZYPXRGf+vyJPfudKY4xnktxc3mdzqDhxzdKZD2bXM9QaMg4NhnHxg8jQqVwSzHmfI6s4/TY4e4m3e0+NKToyctLKTB0zHRhjEgp1lpN7lcr3KqUkQg8y2TM9baGPwNgGcQvn8F4+2aP6PZUkQhB7ovPg98gvPUx2m+BlMjCFMbcJVJjE1j3HhB2UzhxLgPlCsqxke1O70SxbrmRZVroTB4jZSKUxhzbFldLmuRMm8IrLzN2YgqlFYYwSJvuVpXKTtb80raI77jmcLJIONlbTbIQrHHGSuHuY3d7VB7+4R8QVStbzUPCtolqNR7+4R9w7r/7Hw6dDtFRAJXrEDR6v/CRD601dHoWsqee6TTLSMiHxDANCpNZyivVoffJT2Q+0Tryw7Lf93Yf/TuQ02+cYub5aRY+WKa+WmNSJ57i9nyOhoi3GoVMQzKeTTGVz+B1n1xeOjVDtdVhtdqg2S0LNA2DdKTRIRipwV4WjmXiAG41Atc9cC7AZlOO0+eRXWt4WKux2KihlCbuWtUqrWlHIeV2m4xtcyKb2xoSoU9PEUuB8f59RCspBXKMZCqQmU2Ref0ydtEl/PgtUGpLOOLlO6hGFev88+Q/us56p55otmUSFrJYG7VEzDvJcAQk4CSLp6aQGFOTyOI40rUxxvPgd8AwkbMzGKfPIFObrT6DiXVMORjeZTAx3dpgzjt+pclO/OUlgqUlxK4nKCEE/vISnfv38U4Pn1/XWkP1BoTNAV94AY0lECZk9wYYzwojIT8E06cmqFdbhEMsYFquxeyZT96XeCeNRoeOH6I12JZBNuv1RKiFVNLB2e/7fe6YpbVO2uFcnyEWWifVH5BMxukXBeVTLvldgl17UGZjSPMXM9KcGhvjTqXSb579Fm3DJm/oPfNEtda00Tysbd+0DSnJ2y4b/nbyoxEE3KlucDY/ti3m80Wik5OIxTKi0qI4No5XHMM9lSysBVd/1CPiAEJIdKOMICBz6Rzq2g0qQRuFJpocB62xRJL/Fn6A8jwMw8A1LczxMeTUBNbcDPaXPr+nBX5YqmGtb9XOQftMu8WeBdDjEtVqqCDA8PaulegoJqpswCGEHL8Cfn3/qEUIaC6j0zOIPoOznwWOJeRCiH8K/PfA88AXtNZvP4qLelqxbJPzL5zkztWFfRuDHM/+xFv0N9FaU1pvUCrV8f3efK1hSibGM0wVs5imwSun4ftdvxVDJlGo0jA/8egcEHcjumWAh8Wwjf3NyTT41RZxECMMSc4wuDJTZKlWZ6PV6RH0ZACzy0y2iKqsEXVaW+PGtNZEWrO0e6AuMOGlqAadni7IIIpZatQ5mdsxOV4I9IkJJi+eYryw3WWrtUZ3WgPeg0CVHuK+/jIENVJLN1EiJFKaTipLrZLFqDWxUy4p18HVEjk5gTlTxDx3GmPmeBUYjeiQwxOg22TVIms9uvShe+IkZjaLjqI9r5npNN6Zs3322of22nCr9jqCzjqk9p8h+rRyXKX5APgt4A8fwbU8E9iuxcVXTlFbb1JartDaMUszlfOYmMmTn8h8IpOzd6O15u7dEtUB8z3jSLG6WqNabXH+3BSeY/K1F+HGIpSbiZifnUoahZ42UlM53LEUfmXve2ut1mgu14j9pEzPG0tx7f98i8K5Iqe/fIHTYwVqHZ9Ia0whyLkOdjedoqdP0q6uE7SSInvDsllRyWelVTKAetMjxDFMTmTyLDSqPWJeC3zCOO65QWVth3P5Pq3f++azTFRlBYMSophBd3zsKMbTmsJMDvPzv4OTfTx32L7TfYbZ75BR/EEY6TTZV1+j+pMf9/rQRBGZz72Omc/vs3cf4uE6sQFQh9j2KeNYQq61vgo804sER0FKSaGYpVDMJi3lsUIa8sAJPI+bBw/LA0V8J74fcfvOGpcuzmCbgheOaG9RXqxSXayiNaQnUkydnXhs3wUhBMXn53jwo5s952gsbNBY3EyBCECTKmbRsWbjxiqt1Qbn//GrTGb6N50IIUgVJkkVEq+QRrvDxlsfEN8todcbiZDnXOSZIvJ8kZzjYGQLrLYatDYdDzVUOh2K6TSmlBS9NKdyhT2TmoQQyHQeVS31/ZyM6TNE194CBNK0ILOzoiTGDJtAfyGvh21Kfo1mlDT6WNKgYKeZdLL7TvrZpN/Yt2HoX09zPGb/4/8E6XnU3n0H1WohPY/sK68y889+5/AHO9T7enYdS0Y58mNiPAUCDsng5XJ5+MfjTidkY6PJxMThI7zywwrXvneL6nJ9K8DUWpMeS3HxF84ye+nxPJ5OvTJPY6XGxq1VhBCEDZ/GYoXtVU1Ndq6Am9/Or/rVFks/vsXpb1w58PhxELL47XeI7y4D3QBFAA0f9cFD1L0S5lcvk047nM2P045Cqn6HWGtSpsW5/DiTXmorX94P88xLhFd/jA7aSW5cJ0OZjekzCCeFbjcTl8YoTNI90uiKvkSt3cMY71288OOQ240VWrsizzCOabUDltobzLgF5lL7G0OljdSh0ysCgWc8+kHDQkpm/oP/kOnf/qfErRaG5x2qhrwHOwfBcNOFcA4Z7T9FHPjpCCH+Gui3NP37Wus/GfZEQojfBX4X4NSpozucjehPaX04b4nd+xxWyNfvb/D2v30fHaueLIEQglalzXt//hEqUpy48mirGTbPce5XXmD1vRxrHy1Sub3GZhRupx3S03lSE3sj78rtNebeDLBS+/i4AqUfXsPfryqp3iH64XWsX34R0e3e3OzgzLsu0+mDP0thOVgvfIV45W6ywClN5PRZjOwYSil0pwlBC7RCI0AaaDeTVHGYvdfvxyHX64sEarAZlgaWOhUirTiVHuxQWLDzrPmlQ6VK8lYWc4ho/6gIw8DMHjP/7k1Bc3HbwGcQdgZhfbJzBB4lB/4WtNbffBQn0lr/EfBHAG+88cajTayNoFo9vKl+ux0QBBH2kIuyWms+/Jvr6ANq6T/6zg2mzk1guY++GUoIwfSrp5h6ZZ6g0iKYzCBNA3sfkdaRorFQZuzi4JtLUG/RvL2KcUBqSG+0UEsVjLneZhhriDWRqNEiuLuEDkOk42CffgkjvR3RqsWb3ZzujpmdKoZ2HZ3JY568hApD4nv3UaslFptlpGsg52dQuf1vImt+jZzlUbD7i5UhDMbtMUrBELMpSaLxcfvpt38Vpo3Onoba3cEbSRNyh1xEfcoYpVY+JcTqaItV8SEanFZurrG2VMUPI5RKKkhs0yDlWT3phDiIefjhMmdfn9/naMdDCIGdcvbkoQehov1jh+atlcR3xTSRUvR4nuw+r3pQ3iPkk6nBDnrKD2i89QHBveWepp7mO9dwzsyS/uILSNtCrd5DpPLo5kZikrWZ2tEKmRknXikTvPseOgyT0W9+DQdw7jwkmJui/fJl2Mdpc7VTHSjkAEVnkkCF1KK9qQijUcdeX0PEMdq0mTz54mNpBnociPQ0WprQWICw1bvg7OSTZiDr2XZAPG754W8C/ytQBP5cCPEzrfW3HsmVjTgUUohDjpzt7jdk58/aRoN3fnq7p90ewA8jGm0f17HIZ9wtYd1YqB5JyDu1DqsfLrJ+a43Ij7Bci4nzRYovzOJme2vLraxD1D640kBrvccSYDdx9zgCQdqyqfuDmvFJ6jV34JgmhQEOgCoIqf7VW8TlPnlarfHvLBI32uR++Qvo0E98uTPjELSTjkQhk9x5EOP/9O2tG0Er3nl9AntxDaEUrddfGFgZU486dOIA1+j/9CKE4GRqbstrJdQRwu+QuXkdq1tTn3iteJilt4jHpxHPfW5rZufTjPAm0O44BDWIut9hJ4cwH32O/0lw3KqVPwb++BFdy4hjkE47VCoH+0fvxLIMbNtEa1ipJqPfhIBzUzC+IzW5uFZlqVQjivpH7xpo+yFRrJjIp5BC7BkgMAzrt9a4+VdXe2wQok7Iw3fusfjeQy796hXGTm/XZY9fmmFh9eCFLHc8Q2Zu/5pKaW9HshnbphWGfZ9ydCeEhTLq+9eS9tdilvnX9joZbtK5ere/iO8gWtvAv34fw7QhaCc67HgIJxEZFcfo9Sro7WuM+uTFraUSxnqFeHKwB0onDgcK+SYTzjjj9hiN1jrxx99HdHykmcKRdm/zT3kF/fMfoV79xaTK5ilHCJFE4M/wouYgnny5xYhHwuQRPF0mxjNoLfjRx/DTm7BSgeUN+MHH8O6dZH2o2mizVEr8N5zs/o/SYRRTbSTRTip/uEinvlzjxl9eHehlo6KY6//fhzRL24u6zplxQsegFYT4+0y/mf7c/IFlkekz01tNQ4aQFFO91Sdaa/RCGX17FdHykzvfUoWx6yVaf/oO9WsP9hxTK0X75t6f96Nz4wGyeGrvBB2tERriXfeCvokfIbDvL+17nv06XXsPJUgtL5ONIGOmSRle/w7ORhUWbg91zBGPj5GQf0rIpB1SB1Rl7MQwJBMTGa4vwXo9GR0puv8MAQ9LibCv7KiGKZwdQ5r7f2U63cj8xIuHc6lbeu/hgVG8ihRL7z1ktd7gw4UVrpXWCV+fpSpjSo0my7UGdT/YKlDQAubePM/4pYOvxZnI4s1tL96Z0mA6nSHvuomgL5Sh2kZYEpl3SVkW0+kMaduCOKb8w49o3lrsOWZcaaAawy1CRxs1mDiNnDmHFhIdheg4Qtge5M8idonooEVZo7Z/CaE15IBiFcfo5ftDbauX7u07KHvE42e02Pkp4uyZIjdurhAEe9ubdyKE4MzpSSzLYLnSf26nFHBzOcbbMTjMci0mLxdZ+WB5YISrgfTJHLni8GWNQTugfHvtwO20ho///i6Tp72tbksz5zL2refx75bp3CvTaIWEIuL8C6eYevEE3vjw11H8xSssfftdom5TlRSCrO3ghYpqOwbXJn1umlQ3fbQTIQTVd26ROje79dnsaymwB4HQGvP8K+jTz6NqG2BayOwY0Y1be7b2DJt23MfzZ581D0eaZKwh89mtOiLcZ51gB7pVT/L7z0Cu/NPKSMg/RViWwcUL0zxc6HZ49gmSUimbE3NjpNNJmqRfEKzRICAIFd6u1OfMq7OoUFH6eA0EWDPT2CdmEbaFDiNM1WbutcPlIIO6jx5QJbKTSqtNyw+ImgHWjsVLaRl4F4t4F7dNypqOgzt2uLpgK+sx9w9fp/KzuzRuLm3NGg3KDVITWdyZPFZqcHoprLdo31sldSZp2jGyKYQp0QPWFnYiUw6yaxQmTLun8UdOjJP8MrdF2pQmgYroxCEajUQkHZzZwdUXRecxDVQQHFynPeKxMhLyTxmWZXD2TJEgiCiXm133Q41tmYyNpUjtEqKMBy0fNIowiglDhdYapUGbNUIa5LMeVteOVwjBiS+cZOzCOOurgjgzDhqkJbG8DNKaYK0TM3j5by/yIEMsIIwVra5P+c6FyUE0fJ9Kq8NY+nC5ejPlMvnl5xh74zxBOfFfWf/Bh6j6wSkSIQRhdTu1IW0L++wJ/BsH58mdc3Nbxl27MSbGkRPjqPUNNJpa0E6qVnQyPGITP45YmrBJ+w0mnN4nkZRhM+keQshTabRpIvqYV+3BTY2i8SfMSMg/pdi2yczMwZHxCydhqRzS6sTbje4aLCMmZ9VZKrXYqLaYHM8wlt+O9ryxFK43hu6zzNIOLTqBxrWHSyt4eY/UeJr2xq6qG8tAzhTANPAXSlADezKNMWSj0Wq9cWgh38SwLbyZpPrDdGyCIYQ8ofc9e1fOEtxbRg8YlgEgXRv3uTP7HtV+6Qrt7/+IjVYdvyvetmGSwaUR+aAVtRNF2vk07e580Wkv+f2nDYfz2em+wyQGXpNhoafmYfHOgduKmTOfOb+lp43RYudnnFazzpS9SsoMkEJhCEXG9jmdK5PxrK1ccKncYKO6LbSxNlB6QAQpDUr14R+1hRBMvdC7IClmCpgvnUJO5ZHjGVJX5hn/3DmyFyYGHGUv1XZna4jFcbCHHJWktcaZ6i1zNPMZct94A+H1T8nIjEf2m1/AzOzfkGIUi2x87nlartmTxnAMi5ybITx/mvKVbZ/uStAiUjFn0kUu5WaHMs7ajZi/iHb2j7S1m0KceLa7Ij8NjCLyzzBBGPFwuYJjauZzlb7b5DIulW40Wio3yKQcLMtAiMGdj4aUHNaKffalk1QfVKjcWwfHQp4YY2d0q5XGm8pj5A04ROtTrBTmMU3NMpdP0rh6cHrEnsjhzu6t4baKYxR+46s0fvAerZ99TFxpgimx56fxLp/CyB781BBrRSlnE3/tC1h3HuB9fA/ZaKJcm/j0CVLn5jmX9ghVjEZjCEnWTDHhHN2rRHppeOnL6I9+im7We6JurTUiW0C+8IVnoiHo085IyD/DlMqNA8vGxnMejaa/NdWnWm8zOZ7BEApLRoTK7O14tgxsCyazh3vUFlJw+dde4MHf3WW1mkw833rNEJiOg9G1ddWHEPJH8chvj2fJvnia2vt3Bx5PGJLCF/uvDKgwpPG9dwkX17Emx7B2NOy03/mY4PYi+W98fmuxsx9lv0GsYtyPbuHcXUg+nZSHBNwHyzgPlvHPnaTz3Lmtzs5W7NMIO8NXqvRBZvLoz38TXVpGlxYgCsFykFNziLHjDbMY8egYCflnmPWNg21LTcPgxFSBhbUKUayoNTpMdkv6cladjSCP0hIhwDJNbMvg0qwYuvV/J9KQnP7SOeRKg1otqWQRUmA6Jq0wIlZq6IYWANs0sfpE42HLp/rxEp3VGmiNPZam8NwJ7H2amAqfv4S0TGof3EOH2wuAWmusXJqxLz+PN9vfRKr51keEi+sDjx1v1Kl9710Kv/rlgds0Ix/36m3cOw/7tuALwL31AC0l/uXtVEcrDo4l5JDcDEVxFoqH6w0Y8ckxEvLPKEppwn26IXfi2AanZsao1FtUGx2UUkgpMQ1F0d1AmDmk5ZFLm8xPCCzjeFFaJmXR9OOeaM82DNqx2p6YPART2fSeiLH0s3uU3rkF8Y7j3C9R/vl9xq6cYOrLl/pGmUII8q+dJ3PlFK3bS4TVZDycM1PAmy8OjEyjRgv/zsKB1xqubBAsr2PP9F8DUK02zt2FA2dPOrcf4J85AU7SHHbUyT8jni1GQj5iKExDMlnIMJHPcO7UJFolhlsp18K2Hu3XqJCx2agHBNH2kGLTkAgJShw8+BqSYcnFbG8defn9+6y9dbO/FmpN+YMkDz79C4OLJw3HIvv88H76wa2FAf30vQgh8G8vDBRy++ESnSFqtaXSSZrlQnKNRxmMHOuYUIXdSUMmlnz6fVQ+64yE/DOKlALLNIaOyjexLYOxfZpOHgVCCE5Pp1kqt2n7MRqwTclEPsP9jYDogOYhIQQXpiZ6ZmjGQcj6u3cOCGgFGx8tMPbiqX3TLIdBtYfrjjxo23Q7pjPw1V5kM6kuEkJQsIf/XbXjDuWgQjWso3dE8inTY9wukDOzo5z4U8pIyD/DTIylWV6rHWqf8UN2Sx6FThhRqjXx4whhgGNKinkPz7bIeNPcXivTGGAz61kWZyfHyLi95X61WyvE/hDNLVpTubbA1Bcv7LtZ1e+w2mrQ6TbMOIZJMZWm4Lg9YicO8bQirMHRc8p0qAqDSA9z403OP2ansWRyTB0GxGsLYJoYkyf2NB+V/DIrnf42Ca2oTStqkzZrnErNHWq+p9aazp2bNH/6A3QU4V15mfQrbyQTj0Y8MkZC/hlmcjzDSqk+tOGREILJscczxR0Sb/N7pQrVVmdPy/dKtUHWczhdHOPK3BStIGS13sAPI7QGxzSYzKbJuv3rtf0hFnY3CfbZth743KqUaUe9KZ5GGLDeaeEYJucL4+S79df2ySlaH9waKpK1TwyedSonCuQsj3J1HRHFICXas6FPN2hUyGIIyayX1LQH7/+Y+M6HaL+V+Jt7GaxXv4p54hwA5VaJ9bWbSNtGpQbfqJtRk/utRU6nTgz1frTWlP/4/6L183fAMBFC0L55lcZPf8DUv/g9pD28yduI/RkJ+WcY2zI5MVPg4dLGUNvPTedxDlsgPiSdMOLawuq+qZ562+fqwirPzRVJOTZnJgb7bh+LASJV832uldeI+y0gtnzEnVXC+2tcbwcUsznyp2bwnpvHKhaISvvMAgVEysE+M7gqRAsDeX+FXL2Kr5KbiDIMVD5DPJHbEvTYNlHzs1zIzuAZNtGdD4lu/D1CSoTVFc6wQ/j2XyMLv4N/9W2CG+9Q8NsgTaJcjtoX3kSl+wt6M2pSi+rkrYObpDq3rtN6/13EDq9yadqEy0tU//rPGPsHv3XgMY6K1jFhXCLWdbSOEcLAlOOYcuxTmR4aCflnnKmJpGFkYbkyMDIXQjA3nWd68vGYLmmtubFUGipfH8eK60slXjo1s++0+t14xRwbQ7oRulN732esFNc3Sv1FfL2G8aOPoes6qYFSrYZ5V9O+u4x3dhbpdQbmwIVpkP3Kq8gB6Ybg6g2Cn3+EzGexmg2kkIQqIopjZLmKaPtEJ4sIKUm9+gqnx0/hGol4Rrc+6OvhouOIzr/71/jlVQQxGIkUmLUqhR/8O8q//Gt9o32AclAZSsgbP/0ByL3vSZgmnVvXD9z/KGitCeKHBNEymt5UWhivIYWNbc5jG4Offp5FRkI+gqmJLPmsx/pGg/WN5pagWqbB+FiaybHMY4vEATaabTr7eJHsJoxi1ustpvLDp3ly56dZfesWompONQAAEw9JREFUceuAxUdDkL+8NzJeb7cI+02rbwc9Ir6JQtMMA7K2Q/vuEumXz2G12vj3lmDTNkCAfXIa7+ULWBP9fXHitXWCn38IQiDHCsnTwuoaMhQ4WMRaof0Y0YbcP/gGzuneiho9yIpWSNTaIpFp9FbVCIFstnAe3MM/3b/1vhW1CVSIfVA1SxwPvHHq+CiDCfdHa007vE6kBg+QVjqgE95Cax/HfHwzZT9pRkI+AgDHNpmbLjA3XUApjdYa45it7cOydsAwhP77NA4l5EJKpt+8yOLffDBwGw0UP3eur1XtSquxdwdA3F3dI+KbNIOQrJ0cy7+7QvE3v0L69eeI1pM0iyxkDvRYCW/f7Un1yEIemc+hqnV0p5MMBHFdjOIE1skTe6/PdpPc+O73Gsfo7u95D4bEKq0NFHKASEUHCrlz8Tnat64hzd5cuNYaqzg9YK+jE8QP9xXxnfjRQ6RIYxn9m7ieNUamWSP2IKX4xEQcktz3YWn5/Wdq7kfu/DRz33gRI+XsETBpm0y/eZHJ18703bcZ9n9iEA9KA88X6XjrPGG1QbBSRnoO9skp7JNTB4o4QLy40uekAlnIYcxMYUxPIfM5dBCi1vZei3nxlT1e71prhGUhsr1+NtsnVUT5/WecDpOiyr7xJlZxtif61lojLYvCr/6jA/c/DForgrjPZ7UPQbx48EbPCKOIfMQTResBUeEQKKX7Tjfaj9z5abJni9RurdBeq4EGZyxN7sI0ht0/wtRaD7QGEJ1g3/NpvTlCTxyc1um3/2Hq/Ptsa566jG41iG79HN1qgBSIdB77c18nvHMNee1t4p2fodYo16Fz9vzA0wghD06rAMK0mP6Xv0flL/4E/+4tdBxjTc9Q+NZvYE082hx1pEpoPXx6DiBWdWLVxJCPv6T2cTMS8hFPFCGS6D8+gt3sYRY7e84pJfmLs+QvDucdIoTAFJJox0JnEMdU/DZOGCI7AVIIbMPAMbZNxASiZyScMA9fOy1TDqp5sBe61hrh9W9isp57HfPiK6hKCWEYiPwkQgjk5Cx+q0L04AYijkBA7KWpf/5LsE+dd97KDt0xKl2X8d/4Z0NtexwiVT94oz7EqjES8hEjHgWFlMt6fW8edz9yKfdIxlxHZcJLsdJqECvFYrNOvduQlJvwSD1IhNaPI5oiIG3ZuKaJZ5pbmQthWzgDTLX2w5w/SXDtxoHbGWN55PjgdIgwTIyJmd6fSYP81/8JaysfwPJDlOcRTk3v7+cCjNv7p12eDEfzlDmMk+bTzChHPuKJc5hFy+Pscxym0xlipbhbq2yJOEBrfrwn6aK0ph74tMKQtLW9aJq6MIe0Du9ZYp47c3B3qNZYly4cuT765OQForMXCKdnDhTxabeIZzx9/uPiiDGpEJ+OWHYk5COeOBnXIX+IkWxp16awj3f34yBt2fhxjL9rhmWUT1F/bnaPMVbi35780C4WyL62f8v/IGQmhfsLXxgs5hqsF5/HOnP0UjrXcDmTPoktB3daSiGZdaeYdJ7OKg9THqU5TGDKp/Hp4vB8Om5HI555zk+Pc2OpdGAFS8q1uTg7eazuvKjtU/14mdbSBjpWmBmXwuU5UrOD/6g7UUTKtMg7DtVdPi+ts0Vi1yJ9Zw270sYxTXK2Q10oxl88S/aVc0eKxjcxpop4v/x1ott3Ce89QHc6CNPEmJ3GOncGY2ryyMfexDVcLmbP0giblMMKfhyg0ZjCpGBlydu5IzkpflKYRgEZuSg9rLUYWMYEUnw6bAJGQj7iqcCQkkuzRVaqdVZrTYKwN/K1TINiLs1MIXvkRU6AyseLrPzw+p5qkOrHS2TmJ5j7xgsYzl7RXWs1QMCJbJ6s7VPutGmF2xUr/mwBOV8k1VGkI4hNg1YxhzN7Emke/89MZlLYL1/BfvnKsY+1HxkrTcZ6Nhf/HHOednjwegKAwMA25h7zFX1yjIR8xFODlILZsRwzhSy1tp8YYpEYYuVT7rE9Mmq3V1n+7tW+rwkBzYfrLPzV+8z/+mt7ztXYUUeecxxyjkMQxwTdGmlbGti7qlI00AoD3Ecg5CMOxjIm0TqkE93ddzuBgWdd+sSrVZQKSObNGsh90lhH4VjfMCHE/wT8+0AA3AL+uda6/xTfESOGRAhB/hHnwLXWlN65feB2zYUyjXslsmeKPT9XfWrdbcPAPsCOVR1iNN2I42Obs0iZIogWiVSvFAkkpjGBbcxhyMfrqb8TpRpoaoCPILnBx8pGkEOIzCMx8TpuqPBXwL/SWkdCiP8R+FfAf3vsqxox4hDEsaLebKO0JuM52H0ae1oLZfxy48A/GiEE1Y+X9gi5dcR0jtXHNGrE48WUeUw7j1IdYl1Da4UQBoYsIMUnO+1IqTKaak//bPLfAZo10D5CHH+N41hCrrX+yx3/+xPgnxzvckaMOBzVeotqrbnVHVqvt/A8m+J4vke0/Upr6MjHr+z1VRn3PNY7h6t1t6Wx5bUy4pNHShfJkyuVVKq1R8R3IhBoaijlIGX2WOd6lOWH/wL49qAXhRC/K4R4Wwjx9tpa/0kkI0YchiAIqdQS0RVCbP1rtQOq9V1GXId4fO0n+BNuCvuQ0fVUKt3T2Tnis0ZtoIhvkoj50bpSd3JgRC6E+Gtgps9Lv6+1/pPuNr8PRMD/Meg4Wus/Av4I4I033hglDkccm2qjlSQcd/21SCFotn0Kue2modRMgb4b98Gd3mspK4RgPlfgVmV9qGtzDJPp9PGirGeJzp3rNH/8HVSjjnRdUq+9iffS60/6sp4YSsVoWoghvm/go1SIPMaQ6wOFXGv9zf1eF0L8p8A/BL6hj+p+NOKpRylNbbWOijWpgoebfvL1typWg/2ud30V3YkMqdlxWgdMQ9JaM/b8XjtYSCLsSMXcq+2/nu8YJs+PFw9cCP200Hrv76j/9Z8mt0khUI0atb/414SlZXJf//UnfXlPiOEtA5JvcAw8RiHf9wKE+FXgvwF+SWt9uATiiGeC0I+4/XcPePDhMp1GJzFbMgQzF4uce32e/PSTizod26Ljh3vEXGuNaez9ak+9eYH7f/73qAFDmLXWjL1wEm+q/5AHgLlMjrRls9yss9Hp9Lgi2tJgKpVmOp09kohHpTLB7YeodgdhGlizU1hn9g5KfprQStH88d+C2BV7SpP2e2+T+dLXkd4nVyHytCCEgdbDpdWS58Tj3fSPW7XyvwEO8FfdP6afaK3/s2Mec8RTQtAOeevf/JzaSpLD2xRMFWsWr62ycqvE6//oJYqnH9PszAPIZVM0Wh3i3ZG5gHx2b42wO5lj/tdeY/kH1+iU6j3CI22TsRfmmXxj8DCFTfKOS95x8eOIVhgSa4UlDXK2c6RSMtUJaP3oHaKltZ79o3uLdN67ivflz2FNH7+y4XEQr68S16uIPjdO3WnTufkRqZfeeAJX9mQRQiJ0Cjg4vhV4x0qrwPGrVo5mIDHimeDD79zYEvF+xKHi7//sQ77+L7+I5X6yZV0AUkqmJwusV+pJJ6jWmKZBPpfGc/unfrypHGd/6ws0lzZoPiyjlcLOevv6kQ/CMUycPgJ2GFQU0/ruW8Trlb43Ad32aX33p2S++SbG+PFvmHrIuaVDY5gDF5I1CmF9lqt2ct08+WCSaPz4s3BHLWcj+tKp+yxdHzz9ZpPQj3j44QpnXz/5CVzVXizLZKY4hlIKrZPu0GGEKj07Rnr2yTxJ7CS8+5B4Pcm5q3YH1WglU3RsC5nPJu8lium8f4P0L33hyOeJVx8SvP9jdKMC0sCYnMV+/esI+3jlecbYBEZhgri6sedzN9I53PPPHev4zzJSeig1gWa9r5gnIj6GfATNSU9v8m3EE2Xp5hp6yFFqyzcPFvzHjZQSw5CPNtr8BAhvP0B1Ovi3HuDfvE+4XCJaWSd4sIx/7TZRKVmcjRZXiXeXVA5JXFrC/+GfoSoliGMIA6KFO3T+9l8fewiyEIL8t34TYZro7nBqrRRoTearv4I4hlnYpwEpcwhmgTQawfasqRSCGeQjcl8cReQj+hINWBDsR+AfbsTW047WGh1HICTyMVeehIur+LcfQp8JSTqKCRdX0bHCmp4grtQx+uT+DyJ4/0do1ZtSEVKi6htEdz7CuvDSsd6DPX+WyX/+X9L44d8QV8rIdJr0m994LAOWn0WkdAG3O9ZQJfnzRxxwjIR8RF9sb/jyQif15EsRHxV+fYNOpYSKIwRg2C6pyTmMx9ShGS2t9hXxLYQgWl3HKBx9kIZu1PoKhzBM4uV7xxZyACNXIP9rv33s43yaSRrWHk9gMEqtjOjLzMUihjnc12Pu8qMdpPukCJo12utL6K6IA0R+m8byva20waMk2qihouHSV/FGFXNicFnkfogBTxVaa4T16bkJf5YZCfmIvjgpi5Mv9Gvo7cXNOJx4/tMh5J1qid0tbUIIVBTSqZYf+fmi5RLmeJ49J+2HbSNTw09R2omcnh9wI9KYz33uSMcc8XQxEvIRA3n+l85TPDN4tJedsnnjN17EOMJ0+KcRHUX9UxBSEvsHT7I//Ak1spBFHpD3FobEmjn6zdJ+9RcxxqbRcZTkaZVCa4V1+XWM/NNZnz7icIxy5CMGYpgGb/zjl3jw/iIPPlxmY6EKQuBmHE5emebMKyfw8k/fIN6jIqTsG7lqrfs2vBwXmU3KzqxTc0lVSqW2+8QIz8Wan8GYOvqsTGGYOP/ebxMv3iG+fx0sB/PyaxjZT8e8yhEjIR9xAFIK/v/27iU0rjIM4/j/mTMzSZvEtsaaaqrV2CKt4gW8LRQUBauIoiDoRsSVoKAgiLWgC3EliCBuBMVNURcqirhQQdCNoqh4a5UqeMOqrZjWpk3m8rrIIDFNm9Q54zfn9PmtciYDeV6SPJz55pxv1p07zrpzx2k1WjQbberLqoW7zG8pastHODi555DZJDG4Mv8z19raNWTDQ7T3T3XKepT2n3uJZhMqFSojQ1SGlgNBfaK76/QlUR2foDo+kU946ysucluyrJaR1cqxjLKQwVUn0mpM05jq7EcegbKMZavGyHrwpqAkBs5az9QHnyFBZaBGZWz0kOdlq0epjS/+foUdu1zkZh2SGB47lebMQRr796JKxsDIStTDT/kZWL+OaDQ5+MlXh3wvIqieOMrQZReW8hWQ5cdFbjZPtT5Itctb14/G4MYzqK1dw8y3P9D8dQ/RalEZGaI+cSq1k1e7xG1RLnKzPpCNDLHsvI2pY1hBucitb+0/0GT33mlarTaVilg5XGfFUM1nqGbzuMitL03un2HXntkPbpAErWDXHweYbrQYW/XfbowxKyvfEGR9JyLYPTkN+vcHIUti8q8GzSPtTWJ2DHKRW99pNNs0DrMHSasd7Jsq126LZt1ykVvfmd0lbuF1cIHXyM3mcZFb36lmol6tEAtsJpVl4rjlx/aHFZjN5yK3viOJsVWDVCr6p8wjAgJOWDFApeIzcrO5fNWK9aXlg1UmThpm9+Q0M402WSZGj6szWPefrNl8/q+wvlXNKqw53pcami3GSytmZgXnIjczKzgXuZlZwbnIzcwKzkVuZlZwWuimi57/UOl34PslPv0EYHcP46RW5vnKPBuUe74yzwbFnW9dRKye/2CSIj8akj6KiAtS5+iVMs9X5tmg3POVeTYo33xeWjEzKzgXuZlZwRWhyJ9OHaDHyjxfmWeDcs9X5tmgZPP1/Rq5mZkdWRHOyM3M7AgKUeSSHpH0maRPJb0p6eTUmfIi6TFJOzrzvSJpZepMeZJ0s6QvJbUlleIqAUmbJX0taaekB1LnyZOkZyX9JumL1Fl6QdIpkt6R9FXn7/Ke1JnyUIgiBx6LiHMi4jzgdeCh1IFy9BZwdkScA3wDbEmcJ29fADcB76YOkgdJGfAUcA2wCbhV0qa0qXL1HLA5dYgeagL3RcQm4BLgrjL8/gpR5BGxd87hEFCahf2IeDMimp3D94G1KfPkLSK2R8TXqXPk6CJgZ0R8FxEzwAvADYkz5SYi3gX+SJ2jVyLil4j4uPP1PmA7MJ42VfcKsx+5pEeB24BJ4IrEcXrlDuDF1CHsiMaBH+cc/wRcnCiLdUHSacD5wAdpk3Svb4pc0tvAmgW+tTUiXo2IrcBWSVuAu4GH/9eAXVhsts5ztjL7sm/b/5ktD0uZz6yfSBoGXgLunfeKv5D6psgj4qolPnUb8AYFKvLFZpN0O3AdcGUU8HrQo/jdlcHPwClzjtd2HrOCkFRjtsS3RcTLqfPkoRBr5JI2zDm8AdiRKkveJG0G7geuj4ip1HlsUR8CGySdLqkO3AK8ljiTLZEkAc8A2yPi8dR58lKIG4IkvQScCbSZ3TXxzogoxVmQpJ3AALCn89D7EXFnwki5knQj8CSwGvgT+DQirk6bqjuSrgWeADLg2Yh4NHGk3Eh6Hric2d0BfwUejohnkobKkaRLgfeAz5ntE4AHI+KNdKm6V4giNzOzwyvE0oqZmR2ei9zMrOBc5GZmBeciNzMrOBe5mVnBucjNzArORW5mVnAucjOzgvsbJ4RHWAltkIoAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for args in cyc:\n", " x, y = np.random.randn(2, 100)\n", " ax.scatter(x, y, c=x, **args)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So there you have it - cyclers are pretty neat. Give them a shot, and buy a `matplotlib` dev a beer next time you see them for making such an awesome and often under-appreciated package!\n", "\n", ":::{tip}\n", "You can check out the MPL cycler page [here](http://matplotlib.org/cycler/)\n", ":::" ] } ], "metadata": { "category": "til", "date": "2017-01-04", "interactive": false, "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": "3.8.0" }, "redirect": "matplotlib-cycles", "tags": "python, open science, visualizations" }, "nbformat": 4, "nbformat_minor": 4 }