{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NRMSE readout: 0.009201\n", "mean NEMSE W: 0.013561\n", "(2, 1500)\n", "(2, 1500)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEKCAYAAADw2zkCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvXm4ZkdVLv6uM/bpdKeTzjxBgIQhDAHUMMmPRmWOIAKS\n", "MAgXlVl/6hVBgUuDwAWuFxAZZRC8AsELyiQIQSAiKhqBgIQwhSEEyDz1PJy6f+yq8717nbWqan/f\n", "1+mTUOt5+uk6e9dXq2rNa1XtvSWEgAYNGjRo8NMNMwd7Ag0aNGjQ4OBDcwYNGjRo0KA5gwYNGjRo\n", "0JxBgwYNGjRAcwYNGjRo0ADNGTRo0KBBAzRn0KDBIBCRx4vIJ6bdt2Ks74nIL05jrAYNLGjOoMFN\n", "EkRkXkTeLyLfFZFlEbnfGGOcKSL/LiLbRORKEflrETkh95sQwrtDCA+qGX9I35rh4r8GDQ4INGfQ\n", "4KYM/wTgCQB+goGGUkQeDeDdAF4N4AgAdwSwG8A/i8hhzm9mJ5ptgwZrGJozaLBmIZZGniciXxOR\n", "q0XkHSKyCAAhhL0hhNeFED4PYP/AcQXA/wbwJyGEc0IIu0MIlwH4TQDbAPxe7PdkEfm8iLxaRK4E\n", "sDVe+xyN9UAR+YaIXCsibxCR80TkN+j33HdZRJ4mIt8UkWtE5PV07zYi8umYoVwRs5RNYxOvQYOB\n", "0JxBg7UOjwPwQAC3AXBbAC+o+ZGIPE5ELnBu3w7ASQD+L18M3btZPgDgAXT5DADfAXA0gJcpHEfG\n", "MZ4LYDOAbwC4F/JZysMA/CyAuwD4NRHhMtLLABwH4A5xflsz4zRoMFVozqDBWoYA4PUhhEtDCNeg\n", "M5ZnV/0whPeEEE53bh8Z//+xce8ndB8AfhRCeEMIYTmEsEv1fSiA/wohfDDef138fQ5eEUK4PoRw\n", "CYDPALhrnO93Qgj/GDOeKwG8BsDgfZAGDcaFuYM9gQYNCnAJtX8A4PgpjHll/P84AN9X944DcIWD\n", "X8PxAH6orum/NbCz2AFgAwCIyDEA/gzAzwPYiC5Qu7owVoMGU4OWGTRY63AL1f7RFMb8Bjqj/Wt8\n", "UURmADwKwD/S5VzJ50cATqTfC/9dCWn8l6Pb+7hTCGETgCei6WeDGxGasDVYyyAAnikiJ4jIZgDP\n", "B3DOyk2RRRFZF//kdhbi3sAfAHiBiJwtIutE5FgAb0MXqb+mcn4fA3BnEXmEiMwBeBaAYyt/C3Tr\n", "S7ABwHYA18fjrc8ZME6DBhNDcwYN1jIEAO8B8El0m7jfAvBSuv8NdKWW4wF8AsB2EbkFsPLA13+5\n", "A4fwN+ii799DVzb6GoBFAPeJ+xMJv84MVq7F2v5jALwqjnEHAOejO6Jq/d4aK8GLAdwdwHUAPoJu\n", "I7s9V9DgRgOZ9OM2IvIOdCckLg8h3Nm4vwXAhwBcHC99IITwUt2vQQMNIvJdAL8RQvj0wZ5LDcQy\n", "0yUAHhdCOO9gz6dBgyEwjczgLwE8uNDnvBDC3eK/5gga3GwgPmdwWHz+4Y/j5X87mHNq0GAcmNgZ\n", "hBA+B+CaQjcp3G/Q4KYK9wLwbXQnkB4G4FdCCLvzP2nQYO3BxGUiABCRkwF8xCkT3Q/A36I7vXEp\n", "gD8IIVw4MdIGDRo0aDA1uDGeM/gigJNCCDtE5CEAPojuSdIGDRo0aLBG4IA7gxDCDdT+uIi8UUQ2\n", "hxB6D9SISDs50aBBgwZjQAhh4lL8AXcG8cnKy0MIQUTOQFeaMp+snMaCbg4gIltDCFsP9jzWAjRa\n", "jKDRYgSNFiOYViA9sTMQkfeie4fKkSJyCYAXAZgHgBDCWwA8GsAzRGQfujPhZ02Ks0GDBg0aTBcm\n", "dgYhhOyLw0IIbwDwhknxNGjQoEGDAwftCeS1CZ892BNYQ/DZgz2BNQSfPdgTWEPw2YM9gZsbTOVo\n", "6TRARELbM2jQoEGDYTAt29kygwYNGjRo0JxBgwYNGjRozqBBgwYNGqA5gwYNGjRogOYMGjRo0KAB\n", "mjNo0KBBgwaYgjMQkXeIyGUi8tVMn9eJyLdE5AIRudukOBs0aNCgwXThgH/cRkQeCuCUEMKpAJ4K\n", "4E1TwNmgQYMGDaYIN8bHbR4O4F2x7xcAHBZfXtegQYMGDdYI3Bh7Bieg+y5sgh8COPFGwNugQYMG\n", "DSrhxtpA1o9KZ9+BIYLfE8FfxPadRfALRp+vieAhsb1FBIer+wsiIzwiuK8xxpNE8O3YXieCWxl9\n", "/l2k+7atCDaJYJ3RJ4jguITXuH9fnou6J/H/d4vg3cb9TQrPzxt9To7/H2vhEcHmtDYR/IEIVn2s\n", "XQT3SDQUwX+KYNULCEXwBJpvEOneTkv3bymC34zt+4ngM8YYTxHBA2L7ZSJ4itHnIyI4IrY/JoKj\n", "DDz/HNtHiqwuPYrgv4vglbF9XxGcafT5WqKnCB4pgs3q/sZETxGICB5qjPE0EZwf24eK4PZGnwtE\n", "8NuxfZwI1ht9gggOi+3DjfsPUvK8SndF8GERvNW4PkftIIK7G32OjP/f2pGhTSI4NrZfIoJzjT53\n", "TWsTwXdF8Kvqvojg4Wn+cS6i+pxIfX7ZkdXHieCM2H6TCJ5s9Hm3CDbE9vkGb28tgr+L7VuI4P8Y\n", "YzxHBM+L7YeL4FFGn6+K4K6x/fRER7p/BMnQjAh+zRjjtxM9RXC0CO5i9LlQBP8ttm+T1jZVCCFM\n", "/A/AyQC+6tx7M4Cz6O+LABxj9AvAwp8A2Ao85yrgM6G7Hi4GQmrfCghzsR2A8BpqvzK2HxD/3xSv\n", "LwBhQ2zPAOEkIDwi9vkrGvu11P4dIPwCjf2v1H5XbH8PCJvp+l2ofUsg3AMIu+O1Z9LY96X23wPh\n", "Y/S7dP0VQHgFXf8Vaj8jtt8PhFOAcCr97m7UXgeEl8b2R+n6F6h9EhDuRWO/g9rvjO3bAWFjpF0A\n", "wqGRpgEIh8Y+R8X//9SiZ/xbaOyLqf2N1bIQAvExJF7Q/UcRnscyHupzOfW5mtqb1Vy2UvsFsX16\n", "/P+EeF1SO14/Dgj3iO0P0fX3qHndkcb+OLXfFtufBsISyw21j44y9OV47Y9o7EdS+wNAeDP97lqa\n", "y+vo+s9T++zY/lqUn9NpvPtT+3AgvC+2z6XrF1H7dMWrV1H7z2L7XnGs9Rjp5MbUjn1uH/9/G439\n", "TmoLEDbS2F+k9hccGTqD2ndX959CYz/NkaG91GeZ2nMKz+9S+9lJduL/p9Hv7kTtI4Fw29g+j64z\n", "nX8JCMfS2JEXnwnAE/+9s5XY2pnxye34jZEZfBjArwOAiNwTwLUhhMvsrrv/IISwFXjVZcCWdPEQ\n", "6nAxgD+lv/kV3Dujt/ykCI4GsES/T956HsBz0H16EwD20+9vTe0/A/AW+pvpdHT8/5YA7kaRzQxl\n", "BfPoHGT6O9Dv/z9q3wvoshvV77kAnk7X70jt5fj/owD8bPo7Ruk8z/sAeD7Nx1rLuQD+hf7miHRf\n", "/P8iAL8PYJH6pKhkXYwWLxfBErrvVSRYyZCky6y+S/c4u9oT+3xcBI9x+uyOEfW3RHAogN1WPxH8\n", "DxF8hceNwJH4VUCX6UVgGdoeI8gvx+g83VsCcGjEIQBeDODf4j2WIS5/noO4VxZhltqJfvcHcBpF\n", "7gsi2Bjb8wDuCuD0+DfL0L2p/asAnobVcDa6/boEp1M7ReSnAbhNuhizDY7UfwFYiWQPddbyKQCf\n", "pL95PzDR5l/QyXOSic3AyjrXieAkAF+PdNhOv2e5fS36e5NL1E4y9B0R/AZdX0cZ1J6YdXxdumzb\n", "k6FniuBD8U/uIwD2xvZekR7NWYZ2SFcl+GGU1aSfs0Avmn8VgG/ENsvQ0dQ+F+hlLHEtWwD81RdD\n", "CFvDFD/wM42jpe9Fx+zbicglIvIUEXmaiDwNAEIIHwNwsYh8G52BfWZmuMSUvXRNp9S/RG1mwjb6\n", "+2dorA3ASplhEcCF3bwhGBlWAKNyTIRTqM104q+0nYyRwC4CXakozuOKiEeXlY6ltuMUAXR7Kwm4\n", "TBJkVDq6guZ2NKKyRaXi70xfT21W5Nuhb2Q2Uns/ObofYuQMjqB+64AuXY9tdgasyE9E5zwTrFJk\n", "dCfS7k/X14ms4FxGR9tTAJyEkfKLGutUAHeObZahRfThYc48t9Pfd6exNwArZYYFAN+i37Ais8EE\n", "0CsZsQyxUTuF8KzHSIYWAPwIMEuPbDAuhQ8/oTYb6YDRerZhpAeb0zwjbTlAupbavJYjAdxAf2sZ\n", "SnP/PvoylAzjEoB7xPY8fBl6NPqyy3Yh8frWALjUuw6jYHIenQzePs7ZdAYAzsTIiXJAAQA7qf1I\n", "Z547MHJ6p2O05g3xX6It76PuozbTDxjJM9Bf//WYMhzwj9vEPs8eOGzOGbAgzpHB2o5+JMeKnDKD\n", "RYyEYA59Z3AYtbejn5FwtMSKfBhsRV7EiHH65BTXLq8AVteYI7DT4TrkMkYR/DxGaz6G5ryEvoB7\n", "zgAAdlG7p8gYCXnASKg3Y6Qk6wh/TpGZzml+CVgpWSkWMXLQizTGPK1hPfrrZDw5RWZ+zsWoLfVh\n", "584BBcsQr5NxamfA62S5vY7k9lD0s1hec3LUm9F32pzBXYnukIYFV1H7KMIZMAowWIaOxYjP8+jr\n", "HjsDLUMczTMN9tN4gr4zSL9Zh5HxXFBjsX3i9QN2QAF0wVL63QaM6MmyuhDnljJqDhZYHrUM7YIN\n", "CxS47FV40jw3YmRj5tXYHFBoZ8CBQE+GnLmMDQf8G8hjAjuDGfV3T5HRF9h5+p+dQWLCIvrGi5mg\n", "o0cGZoKeS8J/CEaGYUHhSZuugr5QM34NnsES9IUtrXkDRs5gPeGcRd94aZ4zHqblPoWHnUFS2CXC\n", "zwq2iL4z0IrsKZ9kFDnRfR4jI70JfWfAeJhPgO8M5gnPHPp8S2NvxMgAL2IUPc+iz0OdBTIelqFd\n", "Cg/LUOrHvJ1Hf208rna0HsxgRHfmD8vqevRliHEyn3RFgf+ulaG0hiX0abELWKFtToYYDxtWwYgP\n", "h2HknNZh5MTYARyKvjx6awbyMsTywXzjgGIz9WG+sQyxk9N4Zqns5TmmsWGtvo5CK7KnCHPoR3KW\n", "Im+g65pRHkO04DGdmCEzGAnl+gyeJGzrkHcAjFfzJuHRBjjhnEM/M2BacCSXU2Smh6fIC+iXiRgP\n", "r5MjGl6XNl7auSa+HergWVB9FoEV45FzBpx1aBmyjKQOKDw5Y37mDPOsalt4DkFfhhiP54C0rDLo\n", "U3yWfLDT0TKEiHMGfTnJyRCXFzm7ZPmYR5+3LM/cP+cMmJ46eEx4NmLkDJieWoY8WdWZgSdDbG88\n", "O7SR8Kw4n0grHlevs+cMMFp3LngdC9aqM9BKpdNSvu4pDysyCwH3SZs7ev+gxBALDyuyxsMOg/Hk\n", "jtzqe+wMLEWeR78Oy316zkyNqxWZ73uKnOaijfSi+l2CnJMT1U5jsKNng8EKxnTmsorGCeqncTI/\n", "tXOzAgpN85wz6GUGFERwaYazWy1DbKS5HDkkG2CwApdcQMGRdE6GeJ37YfOH5cMLXHQfxqn52TOg\n", "5IA4oJjDyAB7vF2R1ZiV5nSQ1y2kK8xPjafG0fNacsGitndThTVXJopM1fPSTEhM4ujVi+q0wWAm\n", "8OmfbMmGTw0pPDUKZpWSTDzU1gpXgycJeM4Z5AzWMvoG2FNS3puZd/qwgGucrHDM6xn0ldTiG0d1\n", "c6oPj6vpp2Uo/S5k8CQZ8ubCEbugnPV5wQIb+pT+azy1MsRQk116erNeXWf65YKlZYz0yjP0nJXn\n", "AoqcDDGteX6c6bF8rMOo7MPOYA79aLtahmgMbaSZblYAoHnLOqBlSNOWaTVVWHPOAH0GAh1zdPSY\n", "iD0Dn8CewbAEfw751HsfbKbmnI4VVfNxyxkDTy4VT+N5iqyNNM9xnnDq8omO6qwxPAPsRVsrEZZR\n", "vkl4EsxlorqkfLmojufiORnrb+a9xzdPhqzS2AzyzqAmcGE82mHwmmv3mrQMeUaaAwqP/96+mcbD\n", "BisXLOynPhY95xSenAyxHLCsavnYT30WjT7aGWSDUpTlQ2d3Hv9zzgCZ4HeqsBbLRDoKsQTfU+SS\n", "wchlBrloS3tkS3m4rKEVmducWuY+Yq15Y6WkHh4WQi34mp6eIuciNs9gcB825FlnoNbgRXU1Rpo3\n", "zWsVOScfXh/L0euAQgPTVuOxDINnMNjRWgEFw4x6wrckK5oX3Gc24rQyoF6pEWUZqs0u0zpX2goP\n", "r6skQzXBoj4AoDMDlqmhMpSbyxzg0pYrJdz+qXAGOgqxiDPE2+aiLe5TiraG4KntkwPtKErr0Y6J\n", "+yzQ9RywwWLn5ikYGzJP2XW0BfiKnIvqSkZFb0Rq2daKzDQpGemiIsOJ2NVhgxo5LPXRAUWuZDND\n", "fXnzsTZwsRyGtX8ntE4uh+n9NSugqOG/KUPk6PR6PKdj4TF1Mq6nVCaqCVxqHD3zJecMhtiPwVAy\n", "DgcD5tXfVhRiRck6PbOEOmekeTPZira8sYdE7Frwc8AbjiwQ2gCzwWKh8oyn3mRlRdbOoGSAayIy\n", "q0ykszDmiWWktVJZiqSNtAatyDXykWSvxhmsyJCDtyZYqJXVahmqwONlBtrA5gKKGbrPDiAnQzD6\n", "5GRI03YZfUfnOR3LAeaM9DgyVCsfJVtlOQPA59tUYRpPID9YRC6KH695rnF/i4hcJyJfiv9eUBhy\n", "pXwSjZSlYJ6w1UTjXhSUoowVhjtRXW3Uz9c9h5EDxplTMGs9fHRRl2+sZx4sAzyUtjmjop1BcGir\n", "lddzOtZ1bRBKRy49x+nJh8X/nCIHuq7x1BiM2rmsXtyItp7ceHhysmoZ8gTsDGodiierngxZhxC8\n", "9Vi8nYW/Zk+GVoHa37JoVSOrOf5bmYEXUEwVLMZWg4jMAng9uldEXArgP0TkwyGEr6uu54UQHr5q\n", "ABs8I72CFjYhNSM9o1Jj1LQi56IHr48Y1zWeVaBOLZXw5JTHE3w2wpbB8iIpT3msKF33T7VfS5E8\n", "JfV4W7Nno52eBi+q0zK0t6LPKlmlWr4nqzUZnXc4oGQQvJKmZ6RqS408jlWasvDk+Aajf24uuWy9\n", "RlZrjLTuY+GscbSlbEzrTc4BebJqOqtJYNLM4AwA3w4hfC+EsBfdy7keYfTLbZRq0IyyxhrC7JzX\n", "towXlzVqDMaQPtphpGOJ1ikiTmVzxqBGkb0+KdoaN5KqxaMFOCfgNQpWE5Gx0gKrz6JbcuDhGceo\n", "QLWHyocX3NQ4Witz0b9LfXIlK28c7Whrsrua0mlunTDWWZJVb805PLxmDd7x4JxODJUhK4gx+8bX\n", "Y9/OmOdYMKkzsD5co9+TEgDcO37/+GMiclphTC1MFgzxyJMocklgao1XySCsKDX9Tt/nubCTGJoZ\n", "WM5gGoa+tg/oelqnV3YZyjdvLglKillrvKqzoSmtx8Nvya02kqXMYCgtWBbT/7yP5+nB0FN4ug+/\n", "piPhnpZ8eONYhrkU9Q/Vfd2HM3cgH/xuAfByTAnmyl2ykKvLJvgigJNCCDtE5CHoXh99W7vrVgDn\n", "/A7wiKO6NztvWUmFVB103Fqdl55pIo+jyHo8a445odFlhRqhqjEYOcHj0xi5MTjCqY38vDIQjHXW\n", "0LOkyF7JimV8Gk6nJjNknF72OQ2j4uEcYugZj7d+z/CuZF1j4AzG9RreLtG1aemKx1stQ17ZL4cH\n", "Tv+agAKqHe9/FsD/vS1w4VnAqVPLDCZ1Bpeie6VwgpPQf/UyQgg3UPvjIvJGEdkcQuC3ckbYCmDr\n", "2wE8FFh5n3zJYE3DqAyJ6modSimr0MIM6p9bmzcXT6hzvwVdL/UtGZKaPskZzDh9a/cDSrzVffQ6\n", "PQWs5e2BCiiGyjPPd9G4psewymG1zs3rA/SdQa1OWM6gZi7WkdBavbaCAY8uHABZclvrUKx11vIf\n", "WL2BPN8lBFu+jy6w3gO8lb93MjZMWiY6H8CpInKyiCwAeCy6j9msgIgcIyIx3ZIzAIjtCFbAi7D1\n", "GeUkgEMVuYYJnJKGQt+S0U/99Xy1UUk4c0c401yGOAyeY26dQ8YbiqekyGyYSvsXNXOxnME4UV2p\n", "f85IsxEo8d6bi+5jjZPa1oOYnhzWyipf97JBwHfu1th6vBxvLZzWcwhaVkoyNFSemLZetmytuXaf\n", "xFsHMJJbj/f8yo6JYK7cxYcQwj4ReTaAT6Cb/NtDCF+nD9u8Bd1HKZ4hIvvQvUr5rMKwiVG7MCLU\n", "MlYbEn1fE3gWo1cFWwLu9dEp6U5jDM1IC481l1yWsoyOsUsYPXaujQHPZb/RZ5ZokaKS1H+v6sO0\n", "W0T3hkaPnqm9W/VJvGI8PM5+Nc5iHCNtWubwzMGfi+Ybr5nH2YWRQ7dOvOw0xtC8HbdPymgX0Od9\n", "jXwkObTkTI/DsroLo4eeNO2tNe9z+jAeHmcPtdML6VgO9qr7lnzspvuerDIezdtFrJYPKxsaV4Ys\n", "eqWn6Pk+2ylvjGTQc7Jq8Zbf7zRj3Oe5rA1nAHSlHwAfV9feQu03AHhD5XAsnGnxsxgxZK+6b7VZ\n", "CJmAQ/sEdAq227ifhNcyBrtgZynch9vAyAHsi+vcpe5bSqrHKNFFt5OR3INOwfT9tIbSeLk+u1Wf\n", "RYycklZqPYZFc91/XuHRBmlXpG26lpxeCU+SD20wdjt9rHUkp2vRlg2DJ0PMWytw0X2SfsyjL0OW\n", "g7TWzHh4LhbN01zSy9+SA/J4YvF2v7Me7Rh1n7S2Dc79kqx6MsR9WIa2Ec4U6WsZ4nmn68mWSYae\n", "bO80/9O7lKz7eoypwFp7HUVacCLsIjqC7MVqI1ljmCwC5vro6zlF1r/zhNfy/FoJE+N5nVa0Y63T\n", "65PmOAubFsl4JAekac/jWVFQLV20gO9z1mmNkTOAlgPO4bQcrWXoa3mb65Nen7CHcKbynuZhLiiZ\n", "L/CQ2ymg2ItRluBlF5YewFiPNUctQ0zbnC6VZCgnN7z+FETUBCuWY6rBo3mxVMCp8eT65Og5p3Cm\n", "7yksGPfTGLnX6AyCteYMNAF1xKyNxCTMrjHYWsCHOpRaQ7pI61xy+ubWbLVLimIZyZzRK0VsNYLP\n", "OHOO1ltbbTDAUT3jZNp66ynx1uKnFdXxOj0jnpObGtqm+abMeT+tcyfs9dTwsGZe7AxSyciKkued\n", "63oNJbqkcXQQ48lHzRpyziuVbvcQzrTOWsdVI6sWX6xgje+zTt5sMwPNEK3IOe9cY+gtIdBM87IR\n", "HSVpBfeU1FMkXoeO6rQil0oJO1GOPCxHZylySWC1UaspJXn8HOJQLHp6vNVRXU30movYSg7DM5Je\n", "NlLjUCwZ0m0dMeusS//Oy/pyhsmieSqNWQZLy0eOt0PKhFputTPQtErXZ+HLao63iwqPxc9c5lqr\n", "E2mc5IBmMHJAXkDBY9xsnYEXYSWDlbxzIs4QJfX6aIHUjOeIoIbBQwXcc3qWgKcxuHyQczo5I8CK\n", "rKP0caKtUo094cw5WlaMHJ1LSqijOs8wl+hWo8gWb3NRXW1k6MmWN07J0bJx1yUrvl6ao+ahzvRq\n", "ghItNwl/LohhB6T5mX7HDsCbS202prP1ZIdytK3hbYm27NBryps3W2fAjLeiuhrDXFPWyPXRTNiP\n", "1QypMV7zWO35vT4sBGnDM50oGGqYSs7Iizy8mmQpu8kZxpKjnbRkotdsGUYdUOzG6MVqNUpaS/90\n", "+sNyQIwzl5Uyfnb0NaU57Qw4u6wpWZSyLq/sVjJYueymJohLp8/YSNbsI9YEFLnynef0dHY5TiBW\n", "w8OagOJm7wwW0RlCiwk1gjfUkLCyWamvF23llGdIySqnYEvqdzlFGhrVaUXeg27Tc7EwRo1hYiWY\n", "R3eigpU6rW0PRt8W0HSrKbvlMi2un1sBRW7PwlqDR9sUsWq+WTKUCyhq5pIzPDqq5FKkNl6WPNW2\n", "PYNVQ09tdL1TWLq/Dlxy9MxlI6VsjEtmnu2p3euqCdZytM2VN39qThNpZnNkrgWvlFbXbP6yA9qD\n", "PhN0ROJtylnXvXq/9VvLYHk1bi4TafzeMUfL6eTaJSX1Nggth2XhSfT06s25UzMeHmujekhAkVPS\n", "Gvy1tK0NKHJ90oZrekBRZyOcXdYYaSugKAUu++GvrRSU1a5TZyM5nLX0HCdK145eBzFDy0TsdFhu\n", "tR3QNgHEz/S7m60zyDGhtoY2joLl0rNxMgOvjzff2pTUU+QheFip9Dpzm4/TUKpxDLMX7VkOq7T5\n", "px19Tklzc7EcoGewdEAxZD+mVGLxeGhFlbXlMO3oeZ/Cqtl7WZe17zXuhmtundowD9W9kq5YOpnL\n", "hqzSaW4uqXRrnc5iPJ6urJ2jpaWP28Q+r4v3LxCRu2WG86K6tHFjpWq6xppjtndyIhd5lCLmIcLG\n", "WYI+tVRKD0vHaWuMWs65cgaWS+XH2YNhofbKNyXnahmV2g15K7ucNKDQ7Vx2ZwUUuWi8ZDy03Goe\n", "cplKP0Vfoq2FX2/IMz1rdMXKqHKnfDR+K1sfElBoPLzh7PE2h6cmKC0FLiU7kMuo0xhr52gpfdzm\n", "wQBOA3C2iNxB9XkogFNCCKcCeCqAN2WG1IqsGbJXtUu131rjnTOSmglDnszNbb5aOHkDmRW5tGdQ\n", "e/rGWpuXepfWWXu01FunZyRLp4lKD2B5AYXmbe64Xm30aEV1tTKkx/ZKmrk5ek7HM1hDHijUgUsp\n", "G9BOombsXNaXSmAWDz1nlAsWNB7v5BvTVgcuVlBayrpK+065QLCmQrE2nAHqPm7zcADvAoAQwhcA\n", "HCYixzjjlYjjRUG1UarVJ7cppvHsgX0qpBQ9liLmmsyA8SQjUTrxk065eMcsdRrqlYk8pS4pu059\n", "LaOiT4eNcwggp2Bedrku0kQ7vVpHz9Gj5dyGbCBbxsgzXt5Z9NoyUWpb0bhnsKxjlrqdk6GcrOQc\n", "XY1hHBql5zIgK0rPlYlqs8txy1FeQLEmN5BrPm5j9TnRGY89cimqY8H3FCx3+oaVyhNwzQRLCKxI\n", "1jvFwX2WsFoIWJGT8eJH0ocey8uVErwMTD/nkIvqPJx8Iiy9j6ikyCnC1JtypWcuuM1Ruhc9ekba\n", "K2XkAopJA5dS9Jjjp2X0LWdklYksGcrRtjbT8pxeDX6tTzW6n4uYa3UlV3Ybsk7LoVvt0nFrT56s\n", "I+5TdQZV47HaAAAgAElEQVRzE/6+5uM2wOrPXjq/e/xdgZkZ4IRDgLseAZx1GcZXZIsJh1AfFqr1\n", "KDO+FIV4iryR2kfEhVqnP0pGZQndS7M8PGw8N6B8RC7hCUafPVh9EiX3KoFdAA6FLeDWepCZ1zoA\n", "NxCebQ4/rbKC5VxTWxQ/vYBiDsD2DB5+QVopcFnG6nl5zj1XAtxEfTZjFCwkndircOaykRvgHy3d\n", "7FzX+y4av8XDcZwey1CpdOvhTIHY9VgdUFgvxxuKU/fZhtXHo9npBGPNnJl55ahMNvSuI4HvLAA/\n", "uAdw+S0wJZjUGVyKwsdtjD4nxmsGvPs8dAJ5VOyTY85Oal+N4Wf7j8Bqg1Ej4Ix/6NG12ihV742k\n", "9pWwoy1db2bjcVhmndoZcBqa+lzv4LHKALOEM7fJaDkgntcV6BuPmhIDy8ohxtiC1fJ0LVbLUCnT\n", "2kR9jqDxNqk17DXWuQTgOmoPkdVagzUDO7tMDzFaUXLpaOnhBZzcTs71BqKn51x1JL+ZrmsZymWX\n", "/M6g3D7iftTvwXgZiO7DMnSNWg87A40n9Tkqg8cKXNYBT/o2Onm+AMC/AHImpgAH/OM28e9fBwAR\n", "uSeAa0MIlznjaaFiI5HbcK0tE+mHSryTLRYePZealHTImftchJnKLRxV1qbhOeW19kZ0expHdfcZ\n", "Y5dO+Qw9TVQyGCUHnFtPTZloSLv0wjOvNFba32Kd8PrU8HAn4a8tn2i54eccajbKd2FUutV7TVbJ\n", "pPYZEu/ZG+t03rj8tGSolFGndq764Mkz24G1cbQ0hLAPQPq4zYUA3pc+bkMfuPkYgItF5NsA3gLg\n", "mZkhS8T2jJcn1N7RMV0mqonYrTIROxfryGcuep3EeFnOaB72w2A1Tq/2uJ5nsDwHVDov7c2lJtPS\n", "fC458Zyjz700r8bR1siQ7qPXWXOySa8zV1f28Ft8sxyt9UBbDT1L+lljGMfFo8//l45bpz7ehnzp\n", "NFFtUJrLuiZ1QPswJZibdIDSx23i38+uHK5kGL320DdoaiYwng1q7O2whdOqq+ci2Z3whWojRkK1\n", "Cf3Nv2vUHC3B8yJZ/QoIXkPaJwFGKe5QZ8Dlm9IpF26n+v02gxaWo83xM3dsltupfLKNrlvPVtRs\n", "mteeskm0vdrpk8PD6+cPEZV0Algtwzm59U6kecFC7vUeniHXcsPyyfg1Txh/wnNI/F3qc7XR35Pb\n", "YKxTz9tyopqeJRliei47OEunlkpHspnmU4G19gQyE3jIaSLrvTq5l8PVeuRSJMvH6LwzzXx9SGbg\n", "bRCyIfHO3FvHSb3odX+hz+7IG+vstJdpjbP5Zz1Doo209TAUOyDvSLCFJ3cqREfJFk6O0occC7Sc\n", "XikD0hGotaeUoz8HF9xH64Qnq94rYmo3XEsOvXRUd0jWV/PNAabtUFktZdElfubKUTn7YNH8Zu8M\n", "Sg+4lJg2tN47bplIp6SesFkfydCKqZXdw6kdkBfJ1kR1uVNLOWH3NjlrDb2FZ1wFKxkGqzRj9UnH\n", "aWsetLPeoKmNERvs3KsxOKqupW2pZLFP4S/xUztAL3CpDdAsw1zraGuMZA4PX+dngjxd0ceQa3TC\n", "e7ZiSJmo5HRKrzTR/acCa9EZ5KLkHAFLAp4iZmD1Y/U1NcGcwZw0A8kZaUupvT2DGmHbb9CTXxNh\n", "CWTNB3By5781nhI9S68oLr1OuebdRJbx8Mp+NbQd51giZ325UuOQwMXrYwUd3sbuTmdsSz5qNrBT\n", "5u692C3n9Er67tFCb5qXZMjb36oNFkvOVa9TR/1D9kl+6pxBbQ2tdP6/FHnUKE/OSHtRCOMslSz0\n", "XLyojl8/zSc+rHqvNXbu9R41gl97amkcJ15SMGudleeyq/BwO3f+v4Zu1oN2ut6bw1n7YFIpoPBO\n", "4qQ+tWUiD2fuDcNWn9JHlGqdDuuBNy82sLl3A+XWWfMOpn0Kj84urZNvXuAyzgGTnwpnUDIYpfeT\n", "eFFdyRjkSgmegrHz0DXunKG1rntOL/ed5NLJmholzeFPffTmn+f0PL7V4vHWOdRIlqItNiqlp4RL\n", "ilwT1daU4Kzz/0MDito+ngzV1tJraZELKHjfp2bPoPaNtJq2ekMeqDvswGPnSnOpvUw4tR3yvtY2\n", "xA5oJ7k2jpYeAMgxOFer4z7WWfxStJMr09RGB5YhKb2yYMiGp95jGCeqq9kzyCmYViqrTFRDKy3U\n", "Hm+tqG7cY3k1iuyVwyYtE9W8GkM/GMaHA0pG0tq/qMn6mJ+p1Jg2x7UR98ao6cNtfdzb24OZtEyU\n", "08kh+5KlNdcEpQknZys1GepP/QYyR2xDlV1HEKVaXYnZOkrl655AaEUex/OXBEVvePKmnP5a2zhG\n", "Ome8eMOTjzzqqHOIE82t2TJY3jHLIc7Vo4slN7lTSzkZ4oyudDhAZyY1784aJwPhuViBi9Y9PsI4\n", "xEh72WhOJ3Nlp1zJxCtHevsxvM5JThOVjtNaH64pbfzn1uPNZSqwFp2BJXhJID2DsZ9+qzeOhkZ1\n", "QzeQSycKcsy29ibmK/rMoR9JplNLpbdZ1hjgRQO/Ra+SIms8nNZ6NLTw6Mxg3Ayktk/KLjlKzxlD\n", "6xBCjZzl5sW01Ru/npFkOZxX41l7ULmN6n3GGJZxL63Zuq6/QV1bFh2Ht4zT08ma9YzjgGtPStWs\n", "Z22fJhKRzSJyroh8U0Q+KSKHOf2+JyJfEZEvici/F4bNMbVmA9k65eNFWBwdpBQup8jp0W+tYLpP\n", "wqkj5qSAuah/L9Eht2bdxztmWSPUOSNdMli1df+S4FtzSX305ry3zhrnMk7bWmcpKPF4u1AYJ8li\n", "znjMo+9crT7AagegaQ6szro8GbOMkYW/phzGzmuoYdayWhPcaMPslYms00RehaKmxJNzBrnKwlA8\n", "iZcTwySZwfMAnBtCuC2Af4x/WxAAbAkh3C2EcEZhTC14M/DTzXQdsAnI7/JZNu6zYkL9zop2uY92\n", "AKxA2njo+znBz62HSy+6T64OqtNa72ip1bZoniLP3OmstOYcnrmK+WrnqaPXWTWGxbeaPjOZPjsV\n", "vb0yARSvSjJkyUjqozdwPVm15NmSM214eL68T+I5lJzRtzKTUoSb5psraXqOk/vo7MWT1dzHj+Zg\n", "zy8nQ0m2ec3cJ/F/P0ZBjMAOuHidXh9PztaMM1j5aE38/1cyffUrrD3Qhg4YLXye2l4fS2mAziFp\n", "4fHG0MqrlcfCoxVZ32cjbjmdNEYNHt3HMlizamxeAxtAD3/qM2f0Se20Z6Hx6L65MWr77MdIkfX9\n", "hNPi7d5CH8swaprvovsl3tf22Q9bnjmgSPd5DRbvPTyesbFoywbLkgOvPVPRZ05dZxlJMuTxzRvD\n", "6pPT7fSd5FQh0PfTnHJ8S0GUJUOanlzqBVbLUI73eyrWk2QIdG1imMQZHENvH70MwDFOvwDgUyJy\n", "voj8VmHMnILp69ow7jf6pGsBdWOUcDIer49mfA5PreKV+iScljE+UO3dhfs1c0kKVrtmXqdWnhye\n", "PRk8Fs/3qt/q9dTw1nPGJacHrHbuubnmeOXJqkXbEs5aWa0xXpYMpftDZTgnQ4wfql3D+6H2YY/q\n", "E6id+13NXHLyNxWYy90UkXMBHGvcej7/EUIIIuJ96OY+IYQfi8hRAM4VkYtCCJ+zu97zrO5zypfc\n", "CTj5YuCFwGQETP+HzP0aBathZuozRJFLUbWFk4U5KUEyWAFlxdDtGeO6Fe3oPruc+zVGeqghD9TW\n", "9zU9LaOSygW6f47OaZxljGCo0YPTxxunZDwmcTqeEUzrs5z7JPKZM9Kan0N1vFb3WYZA19P8hsrh\n", "UPugcdausxAg/e5pQDiu+8zEu3JvgR4EWWcQQniAd09ELhORY0MIPxGR4wBc7ozx4/j/FSLyd+i+\n", "m+w4g397J4DHA/hPAF+NF9PJDmA8Qw7V1kavlF3UGnKeY7pWUsacUHmZTs7wCHyaeMYgOQOtHF5U\n", "qY3HUCX1IpzcOAmW6f8a3g9x4rpPAIAQEKQrctY42pwxqDHkQv1zeCZtsyxAta2S4jjtnPEsrdOS\n", "Q09va420XmeNAc5F4zX81zK0DF+vBmQgrz0fwHcBnARsfQ0gtW+FzsIkZaIPA3hSbD8JwAd1BxFZ\n", "LyIbY/sQAA/EyMhbMMTQ5wSCjQbQV+RJIoycQAjQMZ5w1hjxkuLtVevk/knYLCPpjbe7os8QRfYi\n", "xprSjIdH89aibclg5PBY/TX/LfCM+JBSQq6t8eQM05AS0BC5rZEhj561xrPW6U0asXMf0HV9f1pl\n", "opIMeeXqSZ3OVGASZ/AKAA8QkW8C+IX4N0TkeBH5+9jnWACfE5EvA/gCgI+GED6ZGXNaTFjxyPHa\n", "JEyojZSs7zxbAuutZ3cFHi34GnJ7I9My0sl4eA5okmjc4611AKFGkUt9cgGFhhra5mSoZr4dohFt\n", "+XccCOTKISWjpoMBDcsKj1cCLDkjby6cAU07QOP5apoDQFByO6RMVGMfrGydYejeZQ7P1J1BtkyU\n", "gxDC1QB+ybj+IwAPi+2LAdx1wLCe8nAk4TGKmZAzHvw7NsAeE1h5coY8t54aPDUOQwutXmd6VXa6\n", "70XA7HTmqF1jpHO01carpEi1fTTkymFDFaxWhjxF9njFcqsNubeZOk5AoQ19KTNYKbuGgGWR1TIU\n", "r+fWvAf2/o3u4wU3vE8F5LPLEm9zfdippvUw1MgQz6UmiNI4NQx1bh7/19RpogMBQ4xEzsDOqnG9\n", "GvPQiD2nyBq4NOUJrJ6Lpzy10esy7Fq+joBL9f5cHy0zAn+MmhJYyUibDiiEQRvlOb55/NcyBKfv\n", "JAEFG6xSWcHDkwsWPL4wWA6IoSQfOTxWYMLZZcI1Q7/TEXDJ6QwpgfFaWW5r7E3O6fN8uSqhZchz\n", "rlo+PFk9oJnBWnUGvHAvJR2iyLVM8ITaw5NVZJXue4wsRTh6zSxspcxgEkW2+nCKn2AW/rw9PHsL\n", "fVai5LhOPtED6gf09w+YVrtQ5qFWsJWIGdNXZE+GZmiduaxrnEzL0puSM/BorQMKT868oCMnt9oZ\n", "eHJo0dYLXCydZLxaVq31aPmwghuWM84GgWEyNMTRr60y0QECj8DLdN9TsETM/chHdfqhlxITcg5j\n", "xWAZ6TaDl5lMPaoLAfsqUvyhziCB5wySkmonbj1zsRP9jMlS5PQAVAIt8JyCB9gPo2neen0sOUvr\n", "YvCcjlZS7pOCrVxUVwrIhmSXXGrKGekc5JxByQDnZIjXqdfMMqSduCcfM3Td4q2WIe2E9lE5jDPq\n", "nKGvkSGWTYu31nFaz5bVBBReOWow3BQyg72wz+6bXtuL6pyUVBPYi1K9tJXxaCPJf/ORMq8+6pWj\n", "clGdVQ7jeyzUpTLRToWf+8wBK1HdKkWmDEgbRiuqyykYOxWmnxZ4dg6eM6hRZN2Hx7UCCn6eY4jT\n", "ydElK0MktzUPrtU6DAbL6fF8PFrVGE/uk57zAGxnYMlqDR4vuGGHAayWodqAwpKhGkOegHVyKJ7a\n", "4GYqsNacARsDjwleH2aCpcgJ0mPeaQzL6eQiv510PUe/njFTJ5vSenYQfq3Iu50+rKw6s2PBY6e3\n", "E2XlyfVhRbYyA1DfGiW1HFPOGWiB95xBTkkt3upMJucMOKCYQxlPTpF5LixDOdrqze40huYbR5Us\n", "Z97GZi6gSLjSGIzHKqtwQDFEhtI7yIDVhn6Io1+xASFgHyaXIS2r3lz4iHfJ6TDeocGvJ2dTgbXm\n", "DIYqcm3EHFS7ZOi3w2bUPtUnp8iMU0cHO2JbKxjj2U59uEzGoBWXcc4QHm0wWJGTgOeirdw6+Z4+\n", "rjeJIvO4tYqcczqew0j7BPzgIFAvQ54iaxniNSf67zTweDiXadN8P3wZYjwsQ7wHo9fC4MmqZ+iL\n", "jinOW2/eMsxmjtMynoQ/J6scII3jDMaJ2HUVwMOjN7NL9m5Hpk9yQFMrE63VPQOv9nwDbOLsQ1+p\n", "coqs9ww8Z7Do9NkHACFgr0i1M9UCUqPIrIS8N8GQU+T07dU0tqfIbJi8qI4F2krxuc2bfIwnGab0\n", "at90fdUmYwReaY7OnmE2lQfANtWfgfUhZ6RrZWi904f5Oc2AQu8ZcB+PhlqG2LgIRnzLZY7bnD48\n", "Vq6WzrROLy0EVpeJWIY8R890yu3j6f2ENMZOjHTCC1y0DOU2jXVmkKAm6veCUp1RTgXWWmZwffzf\n", "88g3YCQQ+mQNK7I2vlD3rAdP2ABvR1/YeC65jTAG7YAYOGKryQy8qEqvs6cIzj4JK9ge+IqcTrnw\n", "5rfGn/ommFdPsiY812HEW0+Rr0XfODOeRfSB/+byzW7UydANNBfGw6UMzTOtyFaZhPFoGWLeejJU\n", "6wyAvqxaAQVnsem7BRbkssuUpaV+VnbJjl7LkBeZ63XyPS7BsdO5ASPeMh4OaK5HXx4ZzzqFU8tQ\n", "Gm87bFll3l6P0ZpXnHsEliH9t5YhL1hLfNuG0Xq0HcoFK2PBJB+3eYyIfE1E9ovI3TP9HiwiF4nI\n", "t0TkuYVhk5JqBWPiXBXb2iOzM9iGPvSYQMZjg4NnO4CrCQ8zinHuorYWAgYWRDaAuwgnM/sG9A02\n", "w0Zq55we04CdASvYlbCdwV50tEmQi+p2UFsLPht6NsCMJ8FO+M5gAX1gejJv90RcgL/hxkZFG+Za\n", "GdpPxiO9uz7h8WSVDwQwTqafpi3jXKK2jvqTYWIZ2o5RCUwfz2Xe6syA6X49tdMrzxMeT4Y4M2RZ\n", "1RkHA9N6Hv2yaOLb1bBlaE/8DULoOQaNR1dBWIaYNlqGGA/L0I6IU9OPdWAZyulQe18IK7LCDlBn\n", "ICxD7OjXVGbwVQCPBPBPXgcRmQXwenSvIj0NwNkicgevP9UN08csgI7wzITrYnsvgKPo5+wpb0Af\n", "rqY2C+WhGBH4R+g7g/R67j2xHyJuptlV1D4ePvA8f6w2ky8hPGluP0JfkS+j3x9JbS2I/IbZ66g9\n", "i5Fir8NIka/ASBF3YbQe7Qw4cmPjBYwMEdBXhMMwUkydGbCjWwRW1smKzI5BZwauIkeDAHQKlui5\n", "A0Z2GXFupt/nnAHTk2VoI0b0+Qn6MpRe3rgb3SsmASr7RbiG2kdgdTmI7yX4MfoR4w8JD/dhYBli\n", "edQydBy1Wb4FneEHOjpZMrQTcT2RtofS75lmmrY9GSL9OJzwXIO+M+B9RJYHpoFeGwdvLFMs37sx\n", "knHOhtgB7SD8gC9DWld43YyTg9Ir0Q8orqB5HQu4JyYnhrGdQQjhohDCNwvdzgDw7RDC90IIewGc\n", "A+ARFcOvR6d816J7g2kS/O3oK/KPAXwn3mMmaGfwN9RmodxEgvc19JmQlGc3gKMJJysyK8uC+psF\n", "secMeGIhrCjC4egMKEIYnVCI8H1qszNgw3ER+gJyLbVnKJJlZ6Cjun+N+JfhO4MXoh8AWJnBawH8\n", "I9F2B+HZg+49Vc9HR2OOeFmRn4P4WhP4Ud2TAfwhXWdnsj6O/wkAX04Xo7Ng4/NlAB9R8wf6irsb\n", "wFvpb6bHRowCly+hL0PJGexBdAbG8VwOVADgG9RmGWC+/1AFFInXS4iyRvxe+Q21PWdwPYBN9DfL\n", "8ww52k3oGy8ud/CnbdkZ8Hxejf46mdaJ159EJ9OJp9eiH1B8DsAH0NkJT4aeAODR9LflDB4D4MX8\n", "e6LtOnRvB30JgAsxykB4zwbo5OdPY5tliOXse+jWnUA7gzS3L6IfULAzYKc39czgQG8gn4BR5At0\n", "AnmPit/tCAE3ICqQSGfk4obbyquyQ8CrMSIwr+U8ACkD2YC+F08G9MfoHA0AnBoCfkIPju0KATvi\n", "Zu1OAG8C8Nl4j53BewnPvdCPHpNAPR0jx/Kn6IyTht9HZ4gPRfcJUf49AHwIwJmx/VYAJ6u1AMB9\n", "MdqwvAHAp+heEpyj0EVY6wAgrjH9Zm8IuFpkhY7fpd+vCG4IeBuAt9G9C6mdlOX31Pqupwd85qJR\n", "eTkAiPSUYsWJh4ALaey9GNF2W+oXwsqX9hKwIdgbAq5Hl5VCpKekScEQAt4M4M3xT5ahf8UoSl5S\n", "5QAOKL4ZH/Q7KgTcILJS0tqOkSHbjU5Oz4l/syK/DyMZuhtG0TcwkoGXYkSL30bfGYeoF28C8E0A\n", "l9J6eM7vxcjgvAwjZ88ydBeMjOQPAfwD3UtzPgXADxCdRlz7/tgOAL4nspIF/ReA+8X2Cs1CwIsA\n", "vIjGvoDa6ZmWB6ULUW6ux4i/y1GGHh3vs5FfMdIh4FsAvkX3fkLt3bHP+9EHthUhBmsvinhYPliG\n", "3ouOvkDfGfwnOruAEHArhYfl/tIQsFMEiyFgj8gKD1aOlYeA/SJ4ObpKC3Ag9ntDCO4/AOeiKwfp\n", "f79MfT4D4O7O7x8F4K309xMA/LnTNwDYChz3akBejO67yfFemAXCk+nvw1f/PtweCGfG9gwQ5ow+\n", "TwDC7fJrDq8Cwmzm/q2A8JzCGI8Fwi8W+vwvIByWub8JCK8sjHE/IDyq0OdZQLhF5v4MEP7YuD4L\n", "hKXYviUQftnoczgQFmP7PhYeIJxK7V8Gwoy6Pw+Eu8T2IhDuY4xx6zQ2EE4AwvFGnwfSXE418MwB\n", "4dH093GODN2f+i8ZfR4PhFvGthj3BQgvt+4xTYDw7ALfHg+Eny/0eQ0QNmTuHwmElxfGeCAQfqXQ\n", "5zkWzRUPtzq0mI3t21l4gLCB+jwo0Vb1OZHaj9G0BcICEE6h8e5njHEyEI4heTrB6LMl2Q0g3MWR\n", "1TNpbbc2xrgtEM6I7XVAONTo81ggHEt99HpmgPBCn97YAtz69cCDPtTZTIQc/2r/SRx8bBCRzwD4\n", "7yGELxr37glgawghRmfyRwCWQwivNPqGEELtt5IbNGjQoAGmZzunlWp4EzkfwKkicrKILAB4LLqP\n", "4jRo0KBBgzUEkxwtfaSIXALgngD+XkQ+Hq+vfNwmhLAPwLPR1ckvBPC+EMLXJ592gwYNGjSYJkxc\n", "JpoWtDJRgwYNGgyHtVYmatCgQYMGN2FozqBBgwYNGjRn0KBBgwYNmjNo0KBBgwZozqBBgwYNGqA5\n", "gwYNGjRogOYMGjRo0KABmjNo0KBBgwa4cT5u8z0R+YqIfElE/t3r12AEIrLlYM9hrUCjxQgaLUbQ\n", "aDF9OKAft4kQ0L2B9G4hhDMmwPfTBFsO9gTWEGw52BNYQ7DlYE9gDcGWgz2BmxuM/T2DEMJFACBS\n", "9RR0e81EgwYNGqxhuDH2DAKAT4nI+SLyWzcCvgYNGjRoMBCyL6oTkXPR/65ugj8OIXwk9nG/ZxDv\n", "HxdC+LGIHIXuYzm/HUL4nNFvbbwxr0GDBg1uYjCNF9Vly0QhhAdMiiCE8OP4/xUi8nfovou8yhm0\n", "N5Y2aNCgwcGDA/pxGxFZLyIbY/sQAA9Et/HcoEGDBg3WEBzQj9ugKzF9TkS+DOALAD4aQvjkpJNu\n", "0KBBgwbThTXzcZsGDRo0aHDwoD2B3KBBgwYNmjNo0OBAQnwC/xcP9jwaNChBcwYNbnIgIvMi8n4R\n", "+a6ILIvI/Qb+/rMislNEbhCRK0XkQyJy4gGaboj/JgIReaeI/MkU5tOggQnNGTS4qcI/AXgCgJ9g\n", "uLENAJ4VQtgI4DYA1gF49XSn16DBTQuaM2iwJiGWV54XX4Z4tYi8Q0QWASCEsDeE8LoQwucB7J8E\n", "TwjhOgAfAnBHwn17ETlXRK4SkYtE5DF072HxpYvXicgPRORFat5PFJHvx4zjj9W9RRF5rYhcGv+9\n", "RkQW4r0ni8jnVP9lEbmNiDwVwOMA/GHMZj40yZobNLCgOYMGaxkeh+7ZlNsAuC2AF9T8SEQeJyIX\n", "lLrFvkcA+FV0R5/T8zDnAvhrAEcBOAvAG0XkDvF32wA8IYSwCcDDADxDRB4Rf3sagDcCeDyA4wEc\n", "AYDLT89H99Dl6fHfGRVrCiGEvwDwbgCvDCFsDCE8ovCbBg0GQ3MGDdYqBACvDyFcGkK4BsDLAJxd\n", "9cMQ3hNCOD3TRQC8TkSuBXAFgA0AnhXvnQnguyGEd4UQlkMIXwbwtwAeE8c+L4Twtdj+KoBzAKQ9\n", "i0cD+EgI4Z9DCHsAvBDAMuF9HICXhBCuDCFcCeDFAJ5Ysyaad4MGBwSaM2iwluESav8AXbQ9DQjo\n", "3pF1GIC7ALglgIfGe7cEcA8RuSb9Q2fEjwEAEbmHiHxGRC6PzuRp6DIAxPn9cAVJCDsAXEV4jwfw\n", "/QO0pgYNJoLmDBqsZbiFav9oimMLAIQQ/gtdBP8KEZlBZ6DPCyEcTv82hhBS5vAeAB8EcGJ0Jm/G\n", "KGL/EYCTVhCIrMfIUaT7Jztr2g5gPf1WvyCyPR3a4IBCcwYN1ioIgGeKyAkishldvf2clZvdZuy6\n", "+Ce3x4F3oTPEjwHwUQC3FZEnxCOs8yLycyJy+9h3A4BrQgh7ROQMdFlDgg8AOFNE7hM3hl+Cvo69\n", "F8ALRORIETkSwP8A8H/ivQsA3FFETo9r2armeBmAW0+wxgYNstCcQYO1CgFdFP5JAN8B8C0AL6X7\n", "3wCwA12Z5RMAtovILQBARB4vIv9VMX7XCGEvgD8D8IchhG3oNq3PAnApgB8D+J8AFmL3ZwJ4iYhc\n", "jy6jeB+N8zV0ew/vQRfxX41+qeulAM4H8JX47/y0phDCN9E5j0/FtX0O/Wzg7QBOi6Wrvy2srUGD\n", "wTDxu4lE5B3oTlVcHkK4s3F/C7qjexfHSx8IIbxU92vQgEFEvgvgN0IInz7Yc2nQ4KcBxv7sJcFf\n", "AvhzAH+V6XNeCOHhU8DVoEGDBg0OAExcJopfLbum0K0diWvQoEGDNQzTyAxKEADcOz4EdCmAPwgh\n", "XHgj4G1wE4YQwq0O9hwaNPhpghvDGXwRwEkhhB0i8hB0x/Juqzu1byA3aNCgwXhwwL+BPA0IIdxA\n", "7Y+LyBtFZHMI4WqjbysnARCRrSGErQd7HmsBGi1G0GgxgkaLEUwrkD7gR0tF5BgRSe+BOQPdCaZV\n", "jqBBgwYNGhw8mDgzEJH3ons3y5Hxm8gvAjAPACGEt6B7X8szRGQfunPhZ02Ks0GDBg0aTBfWzDeQ\n", "Ra/ybO8AACAASURBVCS0MlEHIrIlhPDZgz2PtQCNFiNotBhBo8UIpmU7mzNo0KBBg5swTMt2ttdR\n", "NGjQoEGD5gwaNGjQoEFzBg0aNGjQAM0ZNGjQoEEDNGfQoEGDBg3QnEGDBg0aNEBzBg0aNGjQAFNw\n", "BiLyDhG5TES+munzOhH5lohcICJ3mxRngwYNGjSYLkwjM/hLAA/2borIQwGcEkI4FcBTAbxpCjgb\n", "NGjQoMEU4cb4uM3D0X1wHCGELwA4TESOmRRvDYhg042Bp0GDBg1u6nBj7BmcgP5HwX8I4MRJBxXB\n", "r4jg6Mz9dQCuFfG/siaCRREcN4W5ZJ2bCGZFcFqhz4xInh8iOKKwHhHBGYUxbi/iZ3Kxz9+LIPuZ\n", "UhGclZvLJCCC+5ZocWOBCLJlTRHMi+DQij4TrUcEGyv4dmeR1d8KUX1uNSnfojzPTzLGtEAEcxV6\n", "c5sp4CnqZ+a3E9Mq4j+wr+sJIUz8D8DJAL7q3PsIgPvQ358CcHejXwCwtft39ueBv/vP7np4EBB+\n", "a3X/EIDw6ti+BRAWYnsx/n9Y7LMIhFkgfMUY41VACLE9A4T1Rp83AOHs2D4FCEc6c7lNbN8bCAKE\n", "k4Hw9njtiYRHgHBUbG8CwqGx/Skg/KMx9kOBsER4fjW2bwWE2dheH/+/U8KjxngEEF4c2//q9PkS\n", "EM4iPO8y+nw60mkm9tmg7h8OhC2xfToQ/twY43wgvCG2/wYIL3TouYXap6n7dyZ6HgOEc4wxnkvy\n", "8WQg/KHR56NAuFtsbwPCg9X94wjPBodu/5v6/CwQftfosw8I/zO2/wEIT4ntdWrNm2P7LiQrG2L7\n", "eYwfCHPx/6OAcBiNcVVsHwGEw0kuZqjPmawrCVf8/1ggfM9YwxLJ6juBcInR54VAuENsXwmEx6r7\n", "M0B4aWzPxrmI6nN/ILwztp8KhD0Gnk8lfgLhMiC8yZGhk6h9J3X/54Cwj/hm8fa5QHh+bH8cCP9k\n", "9HkrEE6O7ZcB4UR1/0SSj01AuMIY41lA+HhsHw2E0531xDW/4IXASX82spdYNfdx/k08QDe5rDN4\n", "M4Cz6O+LABxj9Atk1L5FBPyuUrZDiDh/Tu0/AsK62J6PQh2AsBkIR8b2LDrD/K34u3fR2M+n9plJ\n", "eOLv/o3aiWlfIWUL6IyfxPbt0HcAz6T2Y6l9Ic0l0PUXkhAGIDyT2k+n9q8B4Zb0u5+h9pFAuDy2\n", "P0fXv0DtQ4BwAo33fmonR3YXdI41Ke9hQNiYaBv7bIn/s3N9rcLzszT2D6h9UWxvQN9gPYzaW9AZ\n", "o4fHa4+ksX+N2vMYBQOX0/WrU7svcyEAYSu1nxvxXBJ5eSLJzSk03n2B8KLY/iBd/wdqfxoIv0lj\n", "/wO1/47ax1L7liRDx6u1PY/aj6b2ZUC4kMa4NravBcJ/0vVfpfbZ1L4PEG5P422h9gkYOZe/BcKO\n", "2P4G9Xk80SIA4Y3Ufm1sfxQIPx/lIKDT00NjO/Er6fVbaWzWz+OJ/wEIF1D7X2P7aIycZwDCPamd\n", "HGyyMU+msZ9B7WOBcHxs76HrrJ8vAMIpdP3/p/azogy9M167A/3udGqfDIR7x/Z5dP1caj9freF9\n", "1P7rkRxjlWyP8+/GSMU/DODXAUBE7gng2hDCZU7f7fH/vXRtPbX/A8A76W/+HsMigIXYvi2AdbF9\n", "CICjqM9dAJwS/95Pv/85an8EwHvpb6bTbPz/zgDuSambADiCxr0M6FJqAIF+/zPUPprmwvASAL9D\n", "fx/BNwnnnjQfESxSWwDcG6N130A/57V8EsC36W/eY9kX/78AwNPR0Q4ADgewMbbXxbLEZ0SwAX2+\n", "cWr8DnS8S7CO2rtpjn/IfWiduwHcCcCHRHAs/QYAlhSe78b2XquPCP5KBE+neyxD2+LaTkTHlyRP\n", "hwA4LP5+FsB/QxeRASM6AR1tEtwfwDPpb6b79dQ+jcoICxjxYAYjmmu4D7U3AriD0WcT+rpzC2oH\n", "KnksANgArMgNz/M+ADbH9vEY0XGW+rwNI1oA6JXM9kd6PQwd/9J6jsBIhpZEcDKAbbHvDvo98+b9\n", "AD5Ef/Pa9sT/LwPw+3R9XdQLxPWdDmC7CA4HsIv6MZ1fh+5b7UBfzvjvPwHwv+g6y/pOdHr9JC5P\n", "RR5voH6vAPD52GYZ4tL3SwG8kf5murNOTwWmcbT0vQD+BcDtROQSEXmKiDxNRJ4GACGEjwG4WES+\n", "DeAt6CuIB0yc9ereHanNTLie/r41fGdwcTdvCIBl+j0rchojgafIpxKeJXQZEtApWHI0ej/hBGpf\n", "Dh++Q+3N1A4YGYztNLfjaS4LAPiD8jxnFqh7o++oDqP2vqicAPAjGnszRkK9DiNDtIC+IjNv7oQ+\n", "sAFnheP9m0Xqx/Q/AlE+4vzYsSzQGOwMuM8TATyF50lOZxtGBuhW8GXoIvo9BxRMvzRGAq73Xkft\n", "W2Ik44cAOJbwXAUAcU+C+XQstX+kcDKeH1NbyyHTKa3hUERaR5qcTP35kAjL0Dr05bjnDDCi4TXo\n", "O4MkQ0vAyj7XPHwZYmcG9O0C83qO+LkeI11ZpLkdgSh3sS87gwVq70Ef2IFouUuwAyN5PREjGd6Q\n", "8EdHzDLE9m4j+sAyxHS/HlOGib90FkI4u6LPswcOm3MGLOy8MceKvIAREw4BcGRsL2LE4Dn0FZmd\n", "wU6F1/PIjGc9zXsRI0FmodFjXQUf2Ejy3AJGRmee8ByHbq2Ic2Kl5jkzfqBPA50ZJHrOo58ZJFhS\n", "fXbSPVZkdrrpdwl60RfxUytyGmOBxt6IPn33OG2gbzAYmIfL6K8njb0Bo+xsEf11sqzq02scCfYC\n", "ClrnPPqyymtOc9mAvjNgg5szCtupvZlwCuFZoDUchxGfeV5A3xnoIJL5y8ZsP9DLetgZpHkvqT5e\n", "ZsDrB+zMAEDPuB+K0TrXoc9bljOWIcajMwN2BtoOJZz74ctQCuoW1JxZB7UzYGB6rD1ncICAFXcG\n", "fYVjJsxhpHAzsJlwCEZCvaD6MBM4OtCCx8K/Q93jqC4pH+OZS3OOysiKw+vSwDgXKEoX9J0et1c5\n", "A3TGnwVPKzL/zQacnQEr8uEY8Wcd+oq8F+hOeKAfLTE9l9F3SKxwQr/TipxoxbzdhL4iM2218XcV\n", "GSMFZAPMTmID4VnEiJ+zyPOQ8fCaA0Z0m0NfhtJvtAwh4hSslk8PNK/TetgwLmK0ho0YydB6+PTU\n", "AQXjYT1iw7iAEQ0Px2gNS6rPLmBFV1ge9ZrZUWl7wbKaHOcK39CX58Pg675XJkp4EsxjFCRxILhA\n", "421Uc2FgGVpS93oyRA7dC27GhpuCM9CgFZmFep6uszPgPuwMWNjZMeScAR8xm0FfkZOwMJ45mss6\n", "rI6SPWCcQni08rBROcTp05t/Bg9H5suwo7pF0J4B+vTkGrunyMsKp6fIi7SeRYyMuY621sV5zyk8\n", "OjPwjLaWIS+q8/qw3HAb6MsqHw2cRV8+Em/XY0QPLc+WgSmB5jXjYflgR8vOgJ0ej6XtBq9zP61T\n", "R8mJtxzEefLMzhBYvWb+WweLrG/sABN/mLecmehxtR3S/E3A42n5SHTTMtRNttM3HlfbBx1QMH2m\n", "CmviLLcBmiAcieiztiVFXoLvMLoBO2FnnDlnwIo8i76CMaOsyG8JvkBp8BRZKw8bFc8ZMP2yzgC2\n", "MnJUx1H/OtWHlZ1pyG0dVWreMh6LtzwXbcg9nMBq58rtoQEF92E8Od7y5iyvTWcGnjxzH5bV3Nlz\n", "zVs29BbftDOYpeu1MsT7BNqJsXywrHp9GLRN6NFABWiWDOkslvvEQVbJrV4nz0lif43Hs0PM21yF\n", "IhcscvXDO1wwNqy5zCBGFToi0MqbgEsZHhNyjFqidi4z4HvsnVlJtYLVKHIOvMyA8bCycWSuFYxP\n", "GekImekZaGztUNhgWAqmaZ42eXVZw3Pm6R4bAw/PktOH8WjZ7jkdUmRe8zgytNANuKoEmNbDYDkU\n", "nRnsoj6WDC0ZeDycXpmIM7cFGo9pa8pQBO30GM8y6oKF9Bu978R9WFZzOjmHvuPyZIjXyQ5rlvpU\n", "yxB8OWRZrXEYOdoyP/fS2FN3BmsxM2ACAobxIkUGbAUb6gzmkFewfRR56BTfEjxdJkrKsYB+6p1L\n", "973oVUc4jCcJlZd66/2XdI3Bw+MpmOcwuD6bi+rmFG29qL/GSOcUWf9tKXIuWKiRoZIiexmdtWbm\n", "Gzt6Lau58omX9Wk8C8Z1HdzwWLmAgjfhtRxa68wFHV5AAax2BlbU7/FNZwbcpyebCqcnQ7XyMe/0\n", "4XFXyRDpB2/I3/wzA9jE4ZoelxLYq2oCc+TlOQxu5zKDQHh0Cchiam2fnDPwjHQNnjnVh5U9Vz5h\n", "PFp5Ss7AM9JLBk5PkXNRnYVHZynsaHU5SmcgnsHguSTD4MkQ09ZyBvxMiM5ASnzzDAaXN2ewOvvQ\n", "+xR8goijZ0sOc5FsLrvUZSKPb8zbNE9NT5ahGeqTkyFNH69MxPtOnpwBWFnnOCVNb805OZsjnFap\n", "Mf2OA9GfGmegS0EaWAE9JnjG00rPTEUm0HVlKxqv8fxawXKgBc8z9CU8uTpsGtvCy4LnlYm8iEzT\n", "peQMapzO0Cyl5AwsGfI2h3ORn9Wfwcooc3LoOQyrj7WJ6GWUOqNleibI8ZbppUG/t8cbw3IGnpxp\n", "J6llaJlw1shQzb7TOvT5VZKhmoCz5Oh1lmhllxY9f2qcgT59wuAZxqFM0H32A/2UVD1d7DmDktPx\n", "Ir9iZkDHSVlhtAHyIkxPCUtQ41C89VvlhjkYZSL10i1rPZ5D94ynLqvkICdDPN4+6uNloDwXXb4R\n", "+Ia+JEM5WbUM+Whx9qmlXLAgRp+ckdZyy85VOx0voJCKPjkZ2o9+4FKSmxpaaB3WoPdjSnzz7EDO\n", "VuUyA9aPtXeaSEQeLCIXxY/XPNe4v0VErhORL8V/LygMuSIo0fNbZY2SAc45A09oWDgTTiuqq03x\n", "vTLRKs/uvI3QM1haeWr6sJHO0Rboj8GCV1OO8uZi4eHTH4zHMp6ewuaMV2k/xiqZ8Jo9Gcr14YAC\n", "dF33HSpD3pq96NBbm6c3VpaUCwY0zFSO4WU6zP85p09JVofqhHVdO5VVOJ0AcaiserbKyy49+Zgq\n", "WIytBhGZBfB6AL+E7n0e/yEiHw4hfF11PS+EkH0lMoFZH1VgGQzt+S2FqI0OQNf1/RrG84ZbTtk5\n", "sgHQO+evjY5X753USHsnXrwxdDRcMp4rZ9Qp0/Hw5MbwDEaWh5nX/o6ryLk+7OASbceVodx1Diis\n", "PYMhTsfLDHJG2grQLFnVa7CMew3NvcMWNXpdktUczXM4vXV6epuzVfxbDTq7nM/0nQgmHfAMAN8O\n", "IXwPAETkHACPAKCdQe4stAZNnJywD43qvHRS92FB1fc1Q7zr/LoBT8AtIfAMcI2RttbplSTmsPoB\n", "sOD0rYnYa+cL+EZyqAHOKSFndR3S8aO6HB6vT0mGxnUSnF3qmnaCIWPw5mwuo+bfauc+g7Jh1PKR\n", "cHp7KXocRJxW1jWOHJZo7pVhSrLqBaU1dFmxdxVl1FkRnAL7JYVjwaRlIuvDNSeoPgHAveP3jz8m\n", "ItmPvGA1cTRMqsgWo3R/FlR936uJ5hxDTekDdD3h8SKZIeUb3ggbGm2VovFawbfWWVMmGNdheDLk\n", "RaxDDH1Ndmk5Aw8Py0euT62R1Bub48qHt2YL/6QlzRr+854N0C8X1/Ct1j6sCigoWw8YH8842SWQ\n", "p+1dATwJUwLL2A6BmsfivwjgpBDCDhF5CIAPAt7XmLYCOOe3gUccCTwEwJZ59GvcQJ0xnjTCrM0M\n", "aqN+T8F5HND12rlqPCVj7K2TYWhaO1TZx1mn7uPN0eOLxjktRfYyJna0JXrmjLS1Zg4GLMPMRnKo\n", "fDCe3Bx5LoCfUeba1rHdXFSfcFnPh9TwRMthyQHqPoBflcjZGGujvFbmodqR958F8P7bAheeBZxy\n", "e0wJJs0MLgVwEv19ErrsYAVCCDeEEHbE9scBzIsIv5KZYCuAi94OvPIGYAvQEYHfuw5Mt5Tg9Qdd\n", "t8bwFMzqXztfC2dNFDIkUtFt7Wh1tFXTLq1ZKxiQP3FSipLH2SCEatdG/TU1YW/MUmZQQ0+PtxbN\n", "SxGz5k8N32rkGdRH3/f4PDQDsc7X18hnrnwz5LdJbmfUtUl0kvt4Mg+YR0u3AHj9D4BPfxD4iy9j\n", "SjCpMzgfwKkicrKILAB4LLqP2ayAiBwjItHoyBkAJIRwdWbMRJAUbSRC6Kf9llEm8D6jj2b2fqMP\n", "P+yyD2Xh2Y/V89aKVJovVNuaa0CdIHuKPIe+gdOO1juLXqN4XlsrsuYr40l9LVrlaO714YgVWK2k\n", "Fj2101k2+mi+WHLGOHO8Z/ko4dlL1/epcdKL2IaMwX32Zn7r0dZzQN46U8ZU6pPDbzkDzgpZPkoy\n", "qfnG46Ty2TLsp4iTjdHr0XsgaQzPMZX2SdIGMs9Vt6cCc+UuPoQQ9onIswF8At2E3x5C+Dp92OYt\n", "AB4N4Bkisg/d65/PqpjTHLqnBVmA9dN+u9BnvOX5eYx9mT5agDgl5fueoec+O7GaqXouu9Vc0vtm\n", "0nltfT8Jnh7bUgIWFFZ8xr+Hxlw2aLvHGGPWoCcbstTebfw2GcTFOPYiRuf4LQfA62TesuIxzbVh\n", "5D58BI+PP86qMXjNPAbPRRtSS4aYXoj49Xo8+fDWo+V5XvUHOh7uRidLic4eTVgOLPyW09H02hlx\n", "7nXGW1ZjzNLvEh320nWmy26slrMkQ+lJYiuY82SI16NlyJLngNXrtBxHbozUR9RcvHG4D7/fSeNJ\n", "vGe6TQXmyl3yEEs/H1fX3kLtNwB4Q+VwLEw70TeCSQiSx2YmaEG2CJz6zGO1gLORZqVNOJdoDCuV\n", "ZTw8Bvdh/NwOGAlbesSd73NU4a1Z48mtP80xvYdlD1Y/jclj7DLGmKU+88Z1a467MDIes2qd3lzZ\n", "AGkDqNdjtRmnULvEtz2Z8dJcWM70mpPcJtpaNNERZk4Ord/qcZbQydA+rA5i4NCtxDdteDS/logO\n", "i84YFm/n47o8flr8Z37uQvctC+s+8y1HNw+nnu82wnmIcd8aYx4jGVqu6GPJEDsgPe+EP2UMU4G1\n", "9qI6rZwp9U2ZQYmRmmiWImtmasaygfME3Iu25tUYqcSUE1qOPPYZ60xOkedqGQNrjmn9Fv7FSNdk\n", "PJZhz69ksL0+s4r+vE7Nz3ms5pXnUHLGS+NPjpxpaxmmnKxoPNrRatomR7s/4lw07qc2MjiTDO2E\n", "HwBxVuXRdg79cpiXXbCc1dCCnYGmbU7ehxpjS4bSd0MW0JchHSx6clgzl3n67RJG38dYKPzOw1Ny\n", "krp/whkiTkv353AzdgZa2WuNZM4Y5IxKTggS/lx0PVTYPaOu16nvexHoOAI+V8DJa9P4rWir1Gbn\n", "muNnLhqsWafOUvQ692dw5saopa3GmYykdgaeDA3Fow1JCpyYtuxQPNpaWeRu57r+LTtab51W5liS\n", "M8vpeTLk0dAK8iw50w6QA0EORK2sK5fRlXhYClxZhtI6LSd+s3cGLOCsyFZEkGNCzsB5RlILwR6M\n", "vsDlMdIy9CXhtNbpOb2SUOUiKU+pvbLC0KiuRE/LMA9Zp8e3HF20Q592QFFas4XTMm5e9JiTFY/+\n", "nsGqlcPadqplp4g5t86a8XLlSE+GktNbKowxdC45nWQ7VFtZGKpP6c0Fewz8Hj9vts6gZLBKUeU4\n", "NcFctGN5Z/07vbGrjXRNeq4VeQ/8SLeUGdREJ7uRN1g169R9dHruKVhytNpg1axT7w14tFhUeEoZ\n", "UK2RyEWhXFbIZV1DHWBtuYHLREv0O0+GakqquUyrpJO5rGdodptemZFKcF6pcZzARcvwnMKj15nL\n", "9HLrsXSLgw7LDjBOL9O52ToD9o6WUun6ZK6WawleKVXcZeDRexalzela4bBS3/2EX0chNU7H29jV\n", "SrUHq9epf+dFr5ZAlgSfU28rxc9tVA6JHr1SAkeSKdPzeFUbUOi2dkBM24TTqzeXSpq5CDfxqJQZ\n", "1OzB5NapM62kE7lyWG3ZzYqkc5lWTcRc44AtumgZypWJavgzxFbkAlEPz9ROE61FZ6A9P3vHUmYw\n", "xGB4xkszhIVAR1s66s/hz0WyntPLCd44qX8u9a2pcecMvdc/lRWs1HcvVm+QlYxeMhilTUZLhvQ6\n", "vU3TUkBhGS9Pbjy5LRlJr96v52sZaXZ6mrbWgQRLVj2jVsoMLHryHkTu5JdFCw4K9xv4h+qbt07N\n", "fz4EULPXldMJK4uu1U8vWEu/u9lmBnojzCsTeSc0amt1WjnSMUsr2rFS0pIxZkUuRXVJCDzBK0UV\n", "NdmIVz/PRSE1zqVEWysbYINlKVgpSs5tMrLx0PTUTs9ap3eEsmadjEdnBixDk5RPLJxWOSzht2rc\n", "tRkAy9ZsBc60tlzWldtwzTkmPvnmbSAP2agu2QetK3qdezB6FqBWD2p4m9PJxM9F9AOBm60z8DID\n", "T5FrNohqIlkvqvMigiG13MQ0nVXkymFetJUzTDWbnF4aqg1JqXxjPYDk0cJyrlbWNYkD0mv2skuP\n", "n0OfZyjV0r32UiWenJylp1pLcqMzvZq9K6+kyvshOafjZZfjnALjsqcOBJm3XnbJuseZSS4DYb7k\n", "smgdrJVK0bmAju1Azg7pTfM03tpxBqWP28Q+r4v3LxCRu2WGK6Wh2jsDoyd2PW9bY0hqFbkUyZQU\n", "nIWGhVobyVz0ahn92k3R2szA20AuOVcr2ko81Iqk1+zxbejxS+8kiLXOcU8TWW3LYFmZgZeBWE4n\n", "x0M2hqntHYXU6xmCU2/IeyU4XVbxdKJmLl7WpQ1jqXwzJFj0ZKgUUNRuvOdoa+HJOUCWobXhDOjj\n", "Ng8GcBqAs0XkDqrPQwGcEkI4FcBTAbwpM+QQxlvEqT0tYJVPdEpm4dmdwVMy0lZK6KW+WtjEwFlr\n", "JOfRz0ByJbjkmGoMVq1Rs/iZKxOl39VkOp6yeydBak6k5QyTVVeGsU5dJrKMZBqDI+Aa41UTLJUe\n", "tNNtr6ziGeMc/tJJsdpnVRJt9WGHXHY5zrM/lq7sUXi8YK32ZFGOt7UlTcu5rx1nAPq4TQhhL4Bz\n", "0H3chuHhAN4FACGELwA4TESOccazIh8vqmPiDGFCqXyiBVyfREnv2PEUKXdagc8RW4q0H3Yazk6v\n", "Zj1spGtLJtamdc1JEOt6MnBJqWoVufY0UakmXBvV8SZr7XMouQegrLZ2TLW09U5z5U6csDH29CPJ\n", "ZOkEF8/Rcq4aT+6AR80RWs/pWaUZj7clw6zX7GUguSg9Vyaq3QMp0TYnT2u2TFTzcRurz4nOeHoD\n", "uZYh46Sh/PBMjdOxhMBifC7dro3kvCzFO2tsCWRuc1pHHtZGoGWMaiN2fu9RScCtenMtPfl6jp+5\n", "aKv2VSeW089lIJ6RHvoMAePn8gUHDpbx0hvINdG4R/OcYSpt7Fpr8Bw9P6tS42g1b3eq8UpGWsuz\n", "lg9dGtPBmiU3NRUKnktt4MJ99LurpgJzE/6+5uM2wOpPVzq/e/zdgdk54PhDgLtuBs66HH504D28\n", "tAM+Ezahz/hkJDehL+ClKMQ78smRR1L2QzESvCPU2FqR0pPOnuBdjZHwXg/fqByK/ppzwpZelFc6\n", "uVAyJIdhpOzrDTx6nV5mtA7ANTT2dZl1WnswnqMN6npaGyt1MiTXI79OLUMebZexei58EqW0v5XW\n", "vJ6ulzKDGWMuLJPbiG45p7uO2huNdVqlPr6uDaN3CkwHS+n6IYV1WrrKz5Bcm+EhO/cj1JprHVBq\n", "X48OrJNFs+jkTq+ZaZurSjilxr9YB1y6AHz/DOBy/p7MRDCpM7gUhY/bGH1OjNcMePd5AI5Cx6BL\n", "4Ufsi+iMfrp+A/wo1YuYN2I1g72UlBW55pF0vn4E+qcidDTOCmYZSWszubQpt5muH03jaQXbFwmv\n", "57KN1nkVRhFbzcYuOz0vGhespvMetU6updc4ow1qndp4WU5vO7Wvy4ztZUOHGfRkGdLOYB06I2W9\n", "J6n2/L12aNqQCEYZCNM2Ofdaeh5C6zzSWKcXOLGRTM6gZJgtvT0C9v5WzjBvI7po2pYi9t0Y6YdV\n", "rmWaW0fPlwBcoXiV7Ku2DxtoLodX0Fbx+akXRD5/BcDnATkTU4AD/nGb+PevA4CI3BPAtSGEy5zx\n", "cgQZWiayBI/LKrmH27xSgsapj+uVHIPn3KxSjhcp8DvdLUWqOSJn4WcnxXPxovFJj1nm5pIrWXht\n", "HSzUypDOLvXpqJwDLPGKeWvJUOnUUom2ubKjVwLUWSzjz9HWohtnkZYMD3VApVJfiZ41J8W0TuqI\n", "XRtgL+uzAscc30o2oWaPNPXh7HIfpgQTOYMQwj4A6eM2FwJ4X/q4DX3g5mMALhaRbwN4C4BnZoYs\n", "GeCcIo/zwquhTsdS5BKz+XrtU6qWkS49AJc7rVBLz5Kj1cbDO7tdUuQhzl2XTCzjWTIeQ9dZ2icZ\n", "QtvcBmFOVvR+kHXOP8lH7miplYFZTybXGOYhxx+tdZYeOssZ3dIhhBJOj876Cfmaww4ezlzgogNH\n", "61mRcezQ1JzB3KQDlD5uE/9+duVwHuE5wsgxwYp2vGjLE/BD0TfG18FmTuk5A6uUo8/ce/Xeax2c\n", "TBfLSGqDbQlbMsapTMYlG+uZh5rXTvCGvLVprBUslWyuMdaZvtIFlI+5lpwB8xaxfb1Bz5IiayNt\n", "nQSxojrAlzNv38kzzPwhIstgJH4GrC6BssPwjkWWzvZbtF3CqFw77gOFQ05n7Y9r20VjX4V8lM44\n", "rQ/q5Aw97ylyifg61ccKShM9g4OTHbe1Ue3RQh8OmJozWGtPIGsm1HpkPvJZW8sv4cltlrGA586I\n", "66iOlXGI57faOUXmh4Ssd6xYwuZt0OlH7z3nWhNJ1UZ1TP+SA2IjWbPJqJXd2/AsRZLTiOpqN5At\n", "Y+DxjWXVOoTAfax9CiuIGHJqaqis5oxkTj5LfTiImeTtA1YZuWad45Q0NR6r1Gg5rKnAWnUGpSLa\n", "/AAAHABJREFUNcy2jHSOIVrwcwYjV3vmbyt46TZHB+sweu9R6SSIhb90FDIJOBtpzwDoB2ksx2Rl\n", "L1bt1zp9ogW2FOHU0CKXAQ1V5JwSesdpS7StKc1YxlNHzFyO0rS1AhSmbUlXPD6XMi1vTyu35pxO\n", "smH2AjRPPixjnDOk+pmg3AOnNXJozWvI67RrSpo1AYWFfyqwFp1B7UMYVrRbSr31d38tRcrh9Gr5\n", "CY9VJsopbI3xsNas15lL8WvpWVIC653qniJbEY5lvPbDjl69dQ5J8WvoqddvOT29f1DDTx0xe2UA\n", "r67NWUqtkRwnG0rn8i38NU7H45v+bTLMOnDR0fvQOv04B0xq1jmEntyn9pmYoZlOzundrJ1BjbLp\n", "I13cJ/fQWcnoDXnakcexnkweEu2UInM9l6TIVsRsRXW1OEsOSzvXZLAsIzn0WKDF2xSxawWriepq\n", "8deUAGtkyMuGcs44l11aWZc1ho76vQy0Zs+iJuvK4anhbWmdWg4tPfBeUWMFHdZJMT62PE651puL\n", "962McV7v4WX31m+nAmvZGVhGuiZ6nUTA0xil2nPNxq52Bkkwc/Xe0rxyeLwSWEmQSsrG13MCXrsf\n", "kMb2SlZeVDfJKwu89Xi0yJWJco4rt55SQGGtU2cGtVnsNCNmzSuNR0evFs1zOHnfR+PxZEXTIhfV\n", "WwGF9eI9zROrj+foeXPey/r4XUuT7BdaQcdUYK07A4toNQ+GAfaGp2WYalLfUsRsncu3TkjklDSV\n", "TLSR8IyK3hTjaMejVW2d3mqnJ3atVxt70U4pu7HmZTk965hlzrlbxqtkMPi3tUayxomXIkxtSKxX\n", "TueyCx5jvxrPw6+zy+TcvWOW/DsrKy/RVhvJoUeCx8lAWCc1D61DFaW21T/HF+vFlDndK2VDuTlO\n", "BdaqM6gx0pZR0YTyyielsWuiRys911FIzdlpvbFbG/nxh0T0u4lya2Cnk1uz14c30JlXuWgrZ6RL\n", "bU+RS5F2zjDlZIhpu4DVUZ2HZxq1fMZvHSfVslLKDLSclWjr8d4znuNEuDXZei1vSwc/vFKjV2b2\n", "nNv/a+/cYz27qjr+WffOtNPp9OGQdvrUIlDSGl7FtCASBmxrQUPhD7UkEAKGPxAVgkgpRsAYE0IE\n", "FI0xkadECga1aXloB6hSQSiV1k5ph3Ycpu+Zjm3nPXMfc5d/nL3vb511997n/O6jv8v89je5ufu3\n", "zzp77b32eu19XotJooZJIvpsaaYC/dhcM+hjyF00/g6NlGMqBYYuw/PnTrAwk7XBYk1He6Xx+L1a\n", "/2qM3L3ofZx01zWD3H3cy5XJ+Xmz/S3tn/dJFobN9mzQi3vcJT6lNlLj6dPf0rUJ3JykaCY6ZD7D\n", "QFdL12C6dGWCvAPO2ZP/DsliHGOfufW62vU8Q2kV28UntUoqBb1hA6D1Q5KQ17Jg0cFARDaKyBYR\n", "uU9EbhaR0zN0O0XkLhG5Q0Ru62jWD7yPU4mPZKeymTghXfeir+3gMxP4+L1nqwQzYQzRMdsPz8fz\n", "cPxzwc0HAG8ouHr/QFsuoPV50rlLIa3DKu31d7WR2wJM9REGjnnY1UWf7aiSXOK+dpfDWNuDT9Qh\n", "n7Gf5GhyDivKouRIIk1qbi0faDvmPlsZvuz70nWRO+Wku3SoawuqT/Doe+dbKln0fembDNik0K5G\n", "vA4Nq89e5rFuyVjKyuB9wBZVvRD4ZvidggKbVfVFqnppR5uzDIxqhsahprY11jDItiC/nxeVfS5x\n", "/ATaAk4Zz5oMTU7xYOFdESeYMpnzJkn3y/ZlrWvH9iVuh6XaXltoO+W8coHRBsOYYXknFvuXWwFZ\n", "/pKhKWVBU6Tl6Z+JsPwnXRs5eaaMPRoyZuwnuuNeP7yxr03QWNn6YAALX3ce9T3nDHy/LI2XrU9M\n", "jjEIQF5WXidmSMvNz21Oz2x96rrPmgQfP29WDyN9yj/EduKHnfz1tZSscnbjV1q2L7l2omwjzxwf\n", "r0Op4JbT1VXzbqL5j9aE/68r0PpXWOfghQoDwdslaY5mbYIGmoCUE7x1rt6R5PhMMsjqPH3MJHN9\n", "tUrQRTORqbd9idmOPS6Jtr3x2nJKbl38j9J21qm2jyXa8E4tLnNL/Y3teKOy5UkW8vFteJqcPG39\n", "VMfxnH54Gh/EbTs+wB2hn76ndMjPc6SZydBE+cdxxvmZcMe7xpyiOcZCHbHz0keH+vbFy8vqWUwK\n", "xZStHCJtlw71ndvovOdCvdehUhvThqbLP2D+LxlLCQabzNtHdwObMnQKfENEbheRt3W0Oayy2cku\n", "CUrpbm8mU04FjHiuVZQ48VbZSkaaKlvHmOOT6qPPXrv45MrWOHJO2vPMGWBqa6w0npKziX1JBYPS\n", "3HfNbR+a2NeSDnlnMExfUjLPBb0uuS1m/lN62xUASn3xDrYPzz76vhg+Vi4RqfOsDuXmcDF6pqac\n", "Ot6l734MObksC9aUDorIFuCsxKE/sj9UVUUk96Gbl6nqYyJyBrBFRLap6q1p0pdc03xO+aHnwc/9\n", "BD4A5YnqMkKrBEvJcHIKYRWrL5+csR1joDylfuUUC0NT4u8dvXTQ54xwquP4sMaTc2opo/IBuktW\n", "8WGgUn/9udFhxf8w3HjsnOT66x0fhiZFm+OZSxa6Vl1WtsfM/9R4Utuysb1hbQtX7qurwzppO/8l\n", "nsMG8ZyTjjd1+HF2jaGkQwma334ebDin+RTC597OMqEYDFT1itwxEdktImep6i4RORt4PNPGY+H/\n", "HhH5F5rvJmeCwfc+C7yR5jsJd4XKXKTsq/jQzur6OK++DtjSaDNO5qRxr7lIXmoj57ByZWvAMFhy\n", "x7bt8ZyDmUzUewOz8o/OIxcMcmNLzWEfmVtDtg56WENek6jPZYd2PjXMp2bGUFoBpQJtKRhY+tR4\n", "Uts7JZpUvXfkhHFGvZ0jz9/KKsWn78qka5yxPNWDpm9Wj6mP/3NOPGf7XU49GfSMbHN+qGSfifKn\n", "bgN2AOfDhz4O8nssA5ayTXQj8OZQfjNwgycQkfUickoonwxcCWwttNnlgPs6Hp/VDbtN1JdPKqtL\n", "jae0xBumX15pmsFpK7vrCpx9MvYcTdwDjuW+bSx1W0XcOHPz2Sd77LtN5LGc20SlxAW6g86welua\n", "W48+waDPasw7cjsmHwwWI88+jjw1n10roOX0D363ZKl+KJUMjP7WUuDDwBUich/wqvAbETlHRL4a\n", "aM4CbhWRO4HvA19R1ZsLbS5W8XJZup2MnHNb7GTb5bnNPFLjyWU4M45mOlE/S7odu8UT0Ter6zOe\n", "nFyiY05l6Ysx0j79TWGxWV1fGo9SVtelq322ieYDbUa2fbZDpmg7jFRf+gSDrr7mVgaloGNlYVfA\n", "qeNdulqy29S1h3kd6inbVMDoI/8+CUUfPewasz93WVDcJipBVZ8ELk/UPwr8WijvAF44RLM5hbDH\n", "+xhh6u6lnMJ2TcIUeYdhjdBD6Wc8lmYuQVPqS4pnn738ri2ekuKnEog+RjpMYPLOMzWfXUv2voZc\n", "DHoGuWDgx2D1I8rKB3Fb7tKh1NwPK08//34LzCI+k9OXT4kml9z41WXO0ZX4TCZovA7FcR5LjDPe\n", "cZfqX5d+5Jz0vGxp5FjyQ7n2+iSCqysYrBByTi+195ozMKsoETYie+eaM+Q+BpYKWBbRufeZ+Fww\n", "KBlHamXQtbrIBQPfr1zA8DwnyPNJ9cU7+pyDmzP0C5DZ4y7N7bA0KR3KtZFLKLqCwawZ3zTlAJRz\n", "jL4vKR32elbCHO25z2XJfVYPth2bkc9v+4U5lEIbucBkg0FOh0q3tOdkmwvWfQMGZmwlHerry1Iy\n", "X5FgsBpfRwELhZOakKOZ+lQwgG4BL8ZhzGceCX7q9vJTDiDnpEt9mb9QTToY+PvFU3z6ZH62L9Yh\n", "eJ6TtNuw8lxs0JlPAIIM7R09sR8RmhmPddI5Q/KOfC7wnCOtQ6l5G9aQk1my29K06OMMcgEjp2cl\n", "+GDQFYBsvQ8Yth27dev9jtehlH7kgs4M6Vtxp2jrqpevv1MpNeajri8p+Xs/5MdlUQoGVle7EtcV\n", "CQardWXgJyGVMecCRioY2EmwCltqo7chZ2CVz+7D5owqPiUZafoY8oJgYJbEpW0Na2BrTH0uq4sO\n", "65jIAkOeoH3fuOWTMtIjGZoZR2PH5hXeB4OcM7ByTvHxembbTelQLujYNizNZIZmQdALWKBPZj5z\n", "DtjqrV1d5PSsTzDoelamb2CyOmTlWVpdev1IOen4UJ6n8XPrdWit/e3uFOvSoZw+H3U0PjH0QSil\n", "hyUd6pN0LAtW88rAKl5uohZsN4TMY4Ehm8zLZiF+eeif5I18UpmKDwZ+0m2gtVlI7mKiz9gjjVU2\n", "n+34YG4z6EnD8wh5R9/HCK0RLVgZGNl6x5QyUtsXL0/70JXl4w0sFwxyBlbSoZSBQXplEPud28u3\n", "OlTaSrJ96XKSEf7CbkqHcltWPtBbXU0lFHPmWE4/rDPK6ZndJizqkGnPZtp9HbCliX3xtuKdpv2d\n", "0yGf9ef0LLWV1sWnlJR26dCsa2dZsJqDQVdWl8vqIW3IEfE1ALGNlCF7R2JpDoeyzU5SsH1Qd1tk\n", "HM9hx8c6xtgXb4SlTNIHg2iMfbOtVNCzq4cUTztOn412GXIuGMRXSEeUgkFsM8UnNbelYFDSITuH\n", "8XUDqTYin+meNH1t0CcUUQ+9DlknbfXMP1yWg9WhCfI6ZGUbaXL6fIx2MPBjji+ThIW2l9quLAWM\n", "CZhPCksJhXXSua2xnB/yema3+vxWUStxMYHWroZyfijXl1lHsyxYzdtEqYg8Rd6pWKSW+BG5W8rs\n", "JBwif/EvKs1hyoY8lykL7YBi+2IfALM09slkC78a8cHgUIaPNTDtoBkme7V99G3Ylc66DA0Aqsy6\n", "uz9K2ZY15NLKIMKvtCJPFVkgP4ucDuUc/SHaH4tJBR2fvaYuIM/zdHf/RD6HXXsRswzm/zDGYSXu\n", "rMnxnAAOJvj4bYqcnsXV+pzjuUCHXL9yOpQKTD5xsfNWSijsXA+71ehpcu2m+FqeXTp0MENjbSV1\n", "p9SisNpWBlPmf2oSDjBQCE9jlaBkyH2WZ4doK+SCoJO5gFviaZHK+u1zBt7AbLZj4RWvZciq8/31\n", "WwzWwKKx55b4fumbumYQscZcTD9m+EzTzB3kA73NKqG8HdbanlNtJQg5/bA6ZPXMopS9WnhnkMrq\n", "vCFbGjufw6wMLLpWBj6h6OsyfEDsWi2XdCj1Kg8SfbH2Gl+sB21dnaKtQ6ltIlvv+Xjb8T4i8jnI\n", "QIdyK5CDjqflY3UIFm5pRtgEqY8OeZkvu+9eyvcMfkNEfiQix0TkkgLdVSKyTUTuF5FrO5p9KvzP\n", "7fceAPYaGmDeqOwkeCdpccztieYmwToVS2MnvsTHZ1gWuZWBdZ42YNjzTzDlruBg+Vs+VtmtIVua\n", "EyG59PWGfNSUrdO22dZeYL+htw4r9mUf7Qw+N2Zi3xKYDu3AwutOUZ5eh3KG7C+0+uA+ZepzCUUu\n", "MOXsrrQy8HQpHfLZo9Uny7MUGFrBwNhKbDO2Z7cX7erB0vjrZhF+/FaH1hpaG8RzOmQv2tpkEdrj\n", "PMnxtDo0Z5KYI7R1KJVQ7GcQmLxP8MHA626EDaL++Rzrh1LB2K/WlwVLiS5bgdcD384RiMgk8Nc0\n", "b5+7GHiDiFyUo1edV974+lZoT8JB2gHDwireQXfML/EjTmYg4P20DfmJULbK5jOsvaZ8suNp+Zxm\n", "ylMMxnOEwXisk36cwRLbbuVA83aqFA9oK4jtm339s822dpMOBjPABnN+Kas7bMp2Duz2zVPkDXkS\n", "5sfp5zSiFAysDKYNH7uV4Q35YOBpn4b1fLwOWcyaVdoptB2jNeQ9oTx/S3Doh+W5z5RPKfC0OjRH\n", "e5vI6lC0m/0MbpW1z9n4tko3Puw35fiKaGhvde2hvYq1K0PLp7S3fciU17qnhKNO7CW/ulwH8+PM\n", "JRQ+gbC/rQymGdiOT1ysDh01PHPBYI7BlqjHjBnnevLBwOpQpPF6uyxYdIOquk1V7+sguxTYrqo7\n", "VXUG+CJwdY/m1zNQqkdprwwONPyZpR3trRIfoI0HTdkaxQbzewftYBBfvDdFeD23KgdpT/yTpny2\n", "42kV7BmmvMsogQKPhLKdiyfc+Q+Y8sYMD4CfN+VWMAh9BziDdjCIsjoSfkOjdDa42ZWBdRDxvAhr\n", "COfRDrT7Df1DoXyMtrFYQ95pyiVD/rHtp9kysh/+eMS0fYh2ALMyszpkHRQ0ehhhHdspDOSznbYh\n", "Wx06F+aDXi6hWMfAsUN7fu28/4S2M4z6PctgDna783eb8pnkcb4p7zHlCQbjsUmUDwYPwryTzAUD\n", "a4/ggoEpX0Q7obC6GvVpirwObXN87ArE6tDtpjxFW6ejDJ+inRTati425VJSav2FlccGBvO5k3ww\n", "OA+Kz8EsCSt9AflcBoYP8DBwWY/zTgIeA96gyjYRnh3qj9JWnL8CvhDKVjg2GHwb+JT53QoG5sKV\n", "DwZR2aZpOw9ryI+Y8k7gXvPbGqLNsnfZtswFoGmCkYYLbvb8fzflXDB4K+2A9IQp20Czl4Hi/Z85\n", "diTwuSHIJBcMrgWuMb9TK4NXAQ8Y2R7BbKuosl2Ed9LMsTVkuzJ4B/CnoTxJe6zRkDeFMURYR7CO\n", "xmluVuUBEc5omKMiLWP/LwaBzzoiq2dX03YY1pBPZSCf+xnIwAYdv+WUW8HtoPlqYAp23r9tL7iq\n", "ctQ8yXtqqPM6ZPXuDFO2NN+jvTqxbyKeMBeC5y9Ih/5vDDxnRPiBOScXDH4TeL75nQoGbwn9sSud\n", "aNdTwHeAl6rylEgrKbSyfhvhnWkBVlejDq1XbenDtJHtOuB/gQ+oskOEC8I4VaQVDN7NwPasDh0g\n", "zAeN37F+yMrj5NC3XcDdQPyEsA0G0zS6Hvu67CuDxX7P4P2qelOP9nN7niX8J3BrWMJ/0bYTJuFB\n", "BquDfQyW2Y+ZNr4JTQBR5RWufX/rHJi90aAER1U5HMvA54F/DLTW4X8EiHL4BdoTHLOC5zGYwC8B\n", "30qMeZ0qUyKcArwn1Nk7Bu5mYHyvZWBkewhKqMpnTHuXQ8soW+MUQYBXh0B0KJwfb118faD9GoMs\n", "cT5bVeV64Prwcxqw37XeF2huceN7zBhY3KL5BIBIa952GD4zDBKJ/bS3U+L1DP/adNvW3jCn/+HH\n", "QGPgkc/HgI+Fn99hYIhfptneRJUbHZ+7w/93AN+KD+OFMcZ5O8RgO2cq8Ph0OGadz58zWN1cSNtm\n", "YvmVBMesmr2ucKYqe0TYBsRreFYfbwJeGsqvYeAMpxgEw1cyCFRXAN8158dgEse5Adga9Gnemavy\n", "JANdfRfw3FDeaWi+T/PiSmjm/Ouh/BDh9faqfDbSB73ZF4INBIdNEywI50S7nHf4Ydv5nvDzj80Y\n", "niSstl0ggCZhjdgXVtQxKbG+Y173VPmhqX8AOCeUP8jAD3lfGxPJPwO+EPT97DDeI+GcaRGeAO4K\n", "uvy34c/3ZXmgqkv6A24BLskcewnwr+b3dcC1GVoFPmT+Ng+OqYAmeRia9aBnGnpJ0FwD+pxQfj7o\n", "xgTNRR18BHSyg+a5oOd10CjohYXja0Cv7GjjTNCf7aC5AvT0DpquNk4FvThRfwLoRChfAHra8Pqj\n", "ArrBlE9N0JwLelYovwv0dzKykFA+LTP/E8P2LzPmBW07mnUdxzeAvqCD5jLQZ3XQvB30xI6+/kpH\n", "G8/uofMbe4z5jC6ZRPtchMwnTHlTD9lu7qA5PeqcPzdVNnUtPwR6doLmZNCf6eC/qYcPycob2AzP\n", "+Ag8/5PBV+pi5Or/gvEsHiJyC/AeVf3vxLE1NFnPr9Dsud4GvEFV703Qqqou0x2zFRUVFeOB5fKd\n", "S7m19PUi8hBN9v9VEfl6qJ//noGqzgK/C/wbzXLtS6lAUFFRUVExWix5ZbBcqCuDioqKiuEx8pVB\n", "RUVFRcXxgxoMKioqKipqMKioqKioqMGgoqKiooIaDCoqKioqqMGgoqKiooIaDCoqKioqqMGgoqKi\n", "ooKn5+M2O0XkLhG5Q0Ruy9FVVFRUVIwOK/pxmwCleenci1T10iXwGxuIyOZR92G1oMpigCqLAaos\n", "lh8r/XGbiPqaieGwedQdWEXYPOoOrCJsHnUHVhE2j7oDxxuejmsGCnxDRG4Xkbc9DfwqKioqKobE\n", "Sn/cBuBlqvqYiJwBbBGRbap667AdraioqKhYOSzX9wz+QFV/2IP2g8BBVf1o4tjqeH1qRUVFxU8Z\n", "luOtpcv1DeRkR0RkPTCpqgdE5GTgSuBPUrT19dUVFRUVo8OKftyGZovpVhG5k+abp19R1ZuX2umK\n", "ioqKiuXFqvm4TUVFRUXF6DDyJ5BF5CoR2SYi94vItaPuz0pDRM4XkVvCA3t3i8jvh/qNIrJFRO4T\n", "kZtF5HRzznVBPttE5MrR9X5lICKT4aHEm8LvsZSFiJwuIl8WkXtF5B4RuWyMZXFdsJGtIvIFETlx\n", "XGQhIp8Wkd0istXUDT12EXlxkN/9IvKXnYxVdWR/wCSwHbgAWAvcCVw0yj49DWM+C3hhKG8Afgxc\n", "BHwEeG+ovxb4cChfHOSyNshpOzAx6nEss0zeDfwDcGP4PZayAD4HvDWU1wCnjaMswnh2ACeG318C\n", "3jwusgBeDrwI2Grqhhl73PG5Dbg0lL8GXFXiO+qVwaXAdlXdqaozwBeBq0fcpxWFqu5S1TtD+SBw\n", "L3Au8FoaZ0D4/7pQvhq4XlVnVHUnzWQfN09yi8h5wGuATzK4EWHsZCEipwEvV9VPA6jqrKruYwxl\n", "AewHZoD1IrIGWA88ypjIQptb759y1cOM/TIRORs4RVXjK4D+3pyTxKiDwbnAQ+b3w6FuLCAiF9Bk\n", "AN8HNqnq7nBoN7AplM+hkUvE8SajjwN/CMyZunGUxTOBPSLyGRH5oYj8XbgDb+xkoapPAh8FHqQJ\n", "AntVdQtjKAuDYcfu6x+hQyajDgZje/VaRDYA/wS8U1UP2GParOtKsjku5CYivw48rqp3kLk9eVxk\n", "QbMtdAnwN6p6CXAIeJ8lGBdZiMizgHfRbHucA2wQkTdamnGRRQo9xr4ojDoYPAKcb36fTzuaHZcQ\n", "kbU0geDzqnpDqN4tImeF42cDj4d6L6PzQt3xgF8CXisiPwGuB14lIp9nPGXxMPCwqv4g/P4yTXDY\n", "NYay+EXgu6r6hKrOAv8MvJTxlEXEMDbxcKg/z9UXZTLqYHA78BwRuUBETgB+C7hxxH1aUYiIAJ8C\n", "7lHVvzCHbqS5SEb4f4Opv0ZEThCRZwLPobkw9FMPVX2/qp6vqs8ErgG+papvYjxlsQt4SEQuDFWX\n", "Az8CbmLMZAFsA14iIicFe7kcuIfxlEXEUDYR9Gl/uCNNgDeZc9JYBVfOX01zR8124LpR9+dpGO8v\n", "0+yP3wncEf6uAjYC3wDuA24GTjfnvD/IZxvwq6MewwrJ5RUM7iYaS1kALwB+APwPTTZ82hjL4r00\n", "wXArzQXTteMiC5pV8qPANM011bcsZuzAi4P8tgOf6OJbHzqrqKioqBj5NlFFRUVFxSpADQYVFRUV\n", "FTUYVFRUVFTUYFBRUVFRQQ0GFRUVFRXUYFBRUVFRQQ0GFRUVFRXUYFBRUVFRAfw/8NXVCXoNf5UA\n", "AAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEKCAYAAADw2zkCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvXe4bVdV9/8Z59yWXklIIwESmkAAX0MoQgSJISBFRJqC\n", "FEUBwYIvCAihCYgNCGBUmoIivDQVIoSWH8orvqG3AKEJCYSQXm5uHb8/1hxnjzP2nGvNtfe+956Q\n", "+X2e86yz51pzrDnHHH2uvZeoKg0NDQ0NN24s7ekBNDQ0NDTseTRn0NDQ0NDQnEFDQ0NDQ3MGDQ0N\n", "DQ00Z9DQ0NDQQHMGDQ0NDQ00Z9DQMAoi8hgR+eCir62g9R0Rue8iaDU05NCcQcMNEiJysoicIyKX\n", "isiPROQdInLTkTQeKCL/LSLXiMiPReStInJUXx9VfZuq/kIN/THX1pBLfw0NuwTNGTTcUHEg8NfA\n", "senvauBNtZ1F5JeBtwF/ARwC/BSwBfgPETmw0Gd5zjE3NKxZNGfQsGaRSiPPFpEvi8hlIvJGEdkI\n", "oKr/rqrvUtVrVHUz8FrgHpV0Bfhz4MWq+nZV3aKqFwNPAq4Bfi9d9+si8p8i8hci8mPgjNT2CUfr\n", "VBH5mohcISKvFZFzReSJrr+/dqeIPFlEvi4il4vIme7cLUXkoylDuSRlKQfMy8OGhlo0Z9Cw1vFo\n", "4FTglsCtgOcVrrsX8CX7ICKPFpHPF669NXAM8E7fqN1vs7wLuJ9rPgn4JnAY8FJ/vYgcmmg8CzgY\n", "+BpwN/rLOQ8A/hdwR+BXRMSXkV4KHAHcNo3vjB46DQ0LRXMGDWsZCpypqheq6uV0xvJR8SIRuSPw\n", "x8AfrnRU/UdVPbFA99B0/EHm3A/deYCLVPW1qrpTVa8P154OfElV35vOvzr178PLVfUqVf0e8DHg\n", "Tmm831TVj6jqNlX9MfCXwL0HaDU0LAzr9vQAGhoG8D33//8AR/qTInI88AHg6ar6n5U0f5yORwDf\n", "DeeOAC4p3D/iSOD7oS1+jvDO4jpgXwARORx4FXBPYD+6QO2yAVoNDQtDywwa1jpuFv6/yD6IyLHA\n", "OcCLVPVtI2h+jc5o/4pvFJEl4GHAR1xzX8nnIuBo11/850oY/T8BdgC3V9UDgF+j6WfDbkQTtoa1\n", "DAGeIiJHicjBwHOBtwOkR0A/SldG+psxRNPewDOB54nIo0RkU3os9e/oIvW/rCT1AeAOIvJgEVkH\n", "PBUY83iruP/3Ba4Frkpz+8N8l4aGXYPmDBrWMhT4R+BDdJu43wBeks49Cbg53RM+V6e/q6xj+sLX\n", "lyLBFcKq76CLvn+Prmz0ZWAjcI+0P2H3j5nBSluq7T8c+NNE47bAeXSPqOb652gZXgjcBbgS+Fe6\n", "jez2vYKG3QaZ9+U2IvJGuickfqSqd8icPwV4H/Ct1PQuVX1JvK6hIUJEvg08UVU/uqfHUoNUZvoe\n", "8GhVPXdPj6ehYQwWkRm8CTht4JpzVfXO6a85goafGKTvGRyYvv/wnNT8X3tyTA0Ns2BuZ6CqnwAu\n", "H7hMBs43NNxQcTfgAronkB4APERVt/R3aWhYe5i7TAQgIscB/1ooE90beDfd0xsXAs9U1a/MfdOG\n", "hoaGhoVhd3zP4DPAMap6nYjcH3gv3TdJGxoaGhrWCHa5M1DVq93/Z4vI60TkYFVd9YUaEWlPTjQ0\n", "NDTMAFWduxS/y51B+mblj1RVReQkutJU9puVi5jQTwJE5AxVPWNPj2MtoPFigsaLCRovJlhUID23\n", "MxCRf6L7DZVDReR7wAuA9QCqehbwy8Bvi8h2uq/fP3LeezY0NDQ0LBZzOwNVnfrhsHD+tXQ/L9zQ\n", "0NDQsEbRvoG8NvHxPT2ANYSP7+kBrCF8fE8PYA3h43t6AD9pWMijpYuAiGjbM2hoaGgYh0XZzpYZ\n", "NDQ0NDQ0Z9DQ0NDQ0JxBQ0NDQwPNGTQ0NDQ00JxBQ0NDQwPNGTQ0NDQ0sABnICJvFJGLReSLPde8\n", "WkS+ISKfF5E7z3vPhoaGhobFYpe/3EZETgeOV9UTgN8EXr+AezY0NDQ0LBC74+U2DwLekq79FHBg\n", "+vG6hoaGhoY1gt2xZ3AU3XthDd8Hjt4N921oaGhoqMTu2kCOX5Xu/Q0MEfYT4b0iiAg/Hc49UYSj\n", "RLi/CIe49sNFuKMIJ4vwlNDnuETr66Fd0t97RHhMZhwPFuGbhTGqCIdm2j8swqsy7fcQyc870cq8\n", "JY4/E+FvMu03FeGH6f+N4dxbRbi9CLcU6X49NrXfVYRfTbz7adcuIjxUhCURXhlo3UKEfUT4UxF+\n", "zrUvibCXCKeK8P6eOe2faf+gCC/OtJ8ywJ/bZtrfIsI/ZNpv0UPrfBFOyrQ/WoSXibB3kKsNIvy9\n", "jTH0OV2EI0V4uAg3d+37i3BbEX5GhBeFPoem44UibMqM459FeHqm/T4iXFOYk4pwi0z7O23sof2n\n", "evizQ4S7Z9qfXaC1rwjfT/8fHM69UoQ7i3A7EfZx7bdOPDtKhPuGPj+fjm8WYdm1H5bW5pUiPMy1\n", "mw7/rAifKcxJRTgq0/5/RKbL1mnMfbJ4cqb9z0R4X6b90B5aH0tyv1FkYiNFOC3J4r4i3CzM9VXp\n", "/wflaM4FVZ37DzgO+GLh3F8Dj3SfzwcOz1ynwBnd3+3/Fj6moLcB1dXXqYK+NB3/3LV/KLWd4/uA\n", "bkzt69NxnTu3BfR5qf1s134a6MdAX5W5/8sdrdu49mNBD03t3wXdALo+nVsCfbIbxz0yc3oY6KtB\n", "D3Ptm918/9a1/2xqv2WBPzanZ7r2T6e2jwX+HJja901HCbTOTMf3uPbnpLazCvffJx1v7tqfnviq\n", "oOe79r1A7wX6jAytAxzN+4PePjM+Tfy4r2s/NbUfAfq9zPh+Px0f6tq/ktreHfhzTGo/uDDXN6Xj\n", "21z7G1LbWwp9jNeHu/bPg74wtX/Wtd8pjemPMrQe42TxFNd+EOgBqX0L6P6g+7vzD3Gy+NDM+J4K\n", "+n+CfH87nXsZ6Lmu/YTUfpPCXF+Tjn/l2v81tb2z0GdTOu4X2t+ajv/l2n8ttb0wQ+tK0EPS+ZNd\n", "+wOTzCnoFa59GfRE0EcYLdB901HcOB4Pek/QDa7vRU5On+TaTxyQn1em4++49o+ktjcHWdzQtW+6\n", "D7xAYcOLk81cRXfWv92RGfwL8FgAETkZuEJVL85dqKpnqOoZ8MU30AVhpR9f2pGO/ie4N4Zzhr3C\n", "eR+NbQBOTP8vJU+8Dng43QB2duPmEBF+IV33LOCI9L+IcEmKiL4DK5GBAF8E3ivC6WlMNpeHAf+R\n", "6J4rskJLgd8BTktR/QlMMrffAJ6U+qx37fuRh/HAZy4WZZV4ajTXh3a7x7Jru70bM2lc4qIb4/GS\n", "CPdK7a8CXrpyufAHIvwK3ZzPdXR+zkVSV4isrA90PL1/ylRe4trPBj6cIsfHu7ncglSSTJGljW9n\n", "Ot4pM/8YQdq8NdGJOmM0vSzuG+5jc7NrjIbn6R2B+9h56bK//eneB/JQJrJ4hAh/lK57K7DydF6K\n", "Wk8AvgZ8zI3vv4DzRDgxRKn3pns/OSK8XISbunE/DHiwCAenqNrGfDpwL0fD5rAu0YnyZTw40LUZ\n", "H7b7Cx1v7XyUxcPS0a+BzX9lfUQ4KLXtz2pdfYQIG4B/Bd7u2l8qwvPo9P5zbjwnA/amxp0hY/oE\n", "8HgRniDCHzCRg1cDf5vG8fNurCvzF2Gd45Oth+kUTHh6EKuRbNjmT3U+YMsrdYEv+FnEo6X/BHwS\n", "uLWIfE9EniAiTxaRJwOo6geAb4nIBcBZsLqEs5oW+4jwTCbM2JbaRYSbuLTRhMgroDF1R+pzExHu\n", "zMQZrDgFES5yirk1HZeAK+medjLHYTSfDvy767PN3fdQ4Nbpf+9obkXnUMzg2OL7vvcCbhPutRdd\n", "9vRp1+f6NKc7p/Haum0xQiL8nQjHex4A65MyH0fgqYPR2mBzEFkZk79+WYRniHAPd60ZqMel/1ec\n", "gJvzucBP+Xmk838GvAZWSkk2/7iftDF8PgT4QzonYrguHR8AvJEJ3za7ay4GHuLHTScLz0ipt43Z\n", "ZG4ppeLRMG0Kjs+Oy9KVzrwxNFk8SoSHMJFB49/6ZMBN6W09BfgB8H4mPDX+PBT4E3ePza4PdE7l\n", "JrBi2AGOBU6AlfKgXXudu+ZZsFKysXttolu/C5iWxSOTY1kKfdaL8DgRjvQ8SO3r01yXwzmD8dr4\n", "tEmEX3A8NVlcEuEvk+NfJYt0L8+6zPUxni7ROYBT/DzSvJ4DvBgm5cGEGGyZM7K5HkBnL/6MCR9s\n", "PU4GzmHCt62w4vC2AY8I496Y5jpl/1K/E5nIQjwuBLv85TbpmqdVknso8Eq6iAUmDN4H+BGTR1hX\n", "nIEIn4BVtUITsGcC/xtWDKRn4BHALdNnLyxLdMLyeRt6Ol6ajiYcZhhs0czrXxvmszeTKNFwHayK\n", "gq5IRxOKvejW5VomSmGCexc3VpgYm/XAE4GP+PY0zs8lOj9ObdtTn9OAdzLhg91rP+CrziGsKCDw\n", "V8BXYGUfxe5jT4dZXdgMuPHJDJPNw3AwHY88rkzjM95uDuf3ddeZIzGjZpnQKkPgeK3huJFOkdcB\n", "30ptFhzcly7Tu136bEZnH7q1WVXrTjS+Qic7Nk/jz5PoQjnjQ8xWzVl6WYQu6s3Kokz2g2x9bM4H\n", "pOO1rt/VdHzeL1y7OdGyz5e6PjZOi1hjAGKyaOtk/NkbeDOdw4bVsvgh4OZMeG2yeCrwQSZr63X1\n", "34G7hbkuA78LXAa8K7WZ/phNiwGdzfEm6egd4RV0OrwPq3F1Gp/4zw570817C9MBiK31UjiavNs6\n", "GX82Am+gy0w/mdosMLkjnR7b/kEMcBeCtfYNZFO8VaknrEQZtuC+THRPmGwoMXEUZrAi42zBbUPS\n", "ZwbQRaZRkMyQmjKZsJpCWmTnBcwEJ0YXdo31iQbKxnkJ0wpowhDLDNZu5Tfj0wbgGDrDELOqW9Ip\n", "X4zGTCFtQ9srIHRrFKMxe1rMjHOMgM1Z+Cj2unTv6Axsk9QcbDTk3hlYe8kZWF+7vz0CvRKNpTFc\n", "SMgMmBhBW2ubk62bKbNhHd3e2QNdm8np+aFPdAbmkE0WhY5X+zAtizYH408s/+UCE5PFuKFvNG1O\n", "14Z2m/sPYSrStg3zWH41Y/uNdPS6egrdWsQykW08R1rRWfrA5KrUz66xNf1RoGn3is7Ay6IFZNEZ\n", "2PiMp1vCebv+cqadgcmcrU+0FReFcW+gcwRbmM4MTBajLVtoZrDWnEGpZmgGoK9MZDDh85G2P+4d\n", "jt4ZbKVjsDHZaFikFyM7M3Z9ChidgQnNsem4HM7buC4lpOZMlHk5HA8Kn300Bt08Iu8M0RmYgMfr\n", "l5kYiegM7BozxpE/ln57BTSjZvONEZw5uLjGNj7vDIyu3afkLO2zdwbQORPr4w2yv6bEH8JnX5O3\n", "dTBatn7R2BltMzbLTKL0KIuG49LR1riUGcDEwUZnYGO2J5Gi47VxeVm0Mdq6xTnY/Vdlr26cSl62\n", "crSisfO6agFAlEUb59HhvMlRThZLzsDGdVz4bPzxzsBgdM0ZrZRf0/EIVmNnuO56dx+br302nt8o\n", "nIEhRgglZ+AVctWeAatLTJ6WMTQy3Nd6Y53WrjVBMhobwuecM7Cxr9SW09GynWjsbKH9prM5g5W6\n", "bLh/3OSNCujPDTmDyB8fjRmiAtq1MTOI9X5fp7X/Y2YQDfjG0G789OUj+z9u0NpnM1AlZ+DP2Xxj\n", "dBwzpxiR9wUmceyRP7n6dgxmoixahBuzVJN3k0VhIov7uDZP67DwOd57JxOexlLfhnBtDFhyshgz\n", "g5IzMNmIWZvX+1pZ3BDOxywVJvyJvLbArRSYbGZ6H8Y+R2dg4zJaOVkszTfasp/oMlEpGosKGAVs\n", "atOOCbONgSVjtyV89vePQmFGxRZjQ7jOb87GqNBQEtb14bNHSQFtHNEZmID1KeDUxnE6xsi3TwGj\n", "sbNxDBk7z5PoMGIUFB1vfMLEZwZxfFEB+5xBzAzi+EqBiaHGGRh/YoRXykr8fQ1RFqOxM3inHzdq\n", "o/GN/ImZgR9TlMUh/szjDMbIYq0zMPjAxGBjjE/W2XrFNfZrk3toAab5UyOLcb4lW3ajyAzibrkJ\n", "mC97QF4Bo4BFA1UT+cb72LXRI0djl4OGz7GGGJ1BXBNlula5MRzjxrbd0/OnNjUvKWAuM4jOMvI6\n", "Pl1k987xK9KKWVd0Ap5GLKFEZ2DyE+XFO/3SfEt7TqUykdHz44r8GcpSPa9tzCX+RGMXy20escwX\n", "y1XWnst2hpylfwDBj3OWMlEpMMnxp+QMSlmYIcqMx8qTY+EeMUv1um08i463NnDLOYPInxulMyhl\n", "BlF5okLCdDQ2VCaKtUaY3tQtKWDuUcoSrUgj0orGLvb3iPyJji73nPZQNBYV0K6P/PT/R6cc5xR5\n", "3WegYjRWMnaGPgccFbDkeD2NWgWMyjymTBQzgsgfb8jjc+iGEn/6nKUhOoPI20jLjyfuJ8TvlJSc\n", "ZU2WOlQmio7Fy2K0YSVZLMlPjk+1/KmhF/UrlquiE4PhMtGN4mkiQxQK+xyjxOL3DCgb8EjDrvO8\n", "GHIGUalrjN1YBTTkIpiSgJXSWT/GyJ9SZhCFtibyjeMq8SfnLEvR2FBm0Ocsa2nBtEMfUsBZykS1\n", "zjIni7FkUWvsPH+GeN1n7KKtiA4uOt4YKPlxlGRxyLHkxhKz4JJ+1TiDyJ/YN/I+Ry+OMc4pBoNx\n", "nYRy1hntTsx25sINxRnENC1uvnhEAz5k7NaF6z0NW6hSNFYyDL5vKTVfRGYwZOxyJYP4pE3J8Ub+\n", "5BQwbpIN8Sdn7AxDzrLP2EVFLPF6FmcQS5bRSfbBaEaelsogNc5gEcZuFlks7X1FAxVpxTKXR8xg\n", "a4OJnK4OOctY0vXHkq6WnEEucCvxJ1YRxshifBAiymKNDFZjEd9APk1Ezk8vr3lW5vwpInKliHw2\n", "/T2vYjzRy5cMVE7AosCUhKLG2JUUsCSsOdRmBjFSiP09hmqaOWGN5bCSM4iG3fM6Ks2QApYi3zHR\n", "2JjI1zDE674vWw7JT3QGdr0PTGK0WnKWsQadM3aGIf6UjJ1HqbRTE/mWMoOhyDcni5E/cQ9siNd9\n", "tOIjr9GAln5OxGMoMygFbh5DzqDP8caAthSMLtQZzPUNZBFZBs4Efp7uizv/T0T+RVW/Gi49V1Vr\n", "fmUvKmBkYOmJklXDKtAaMna5LGNIAcfUxMeWQXKIzjI6tlg+yynNrM7A8yfWgUvCGo2doS9ajcpc\n", "MlBj9gxKztKj5CyHnIGhrxxTcgaRlq1vzrFEWSw9kx8zHI+haD6WejyG+FPS1ZyNKe01lWQxlnT7\n", "eF2bxc+TOeVksZQZlDLLWfgTx7WmMoOTgAtU9Tuquo3utz8enLmuT3E9xhrwvgihlHrWlJxqlTnS\n", "qBGwoQiqVHuEev70ZQalMtGQsM5j7GL21cfrkrMsKUCuBFai1RdMxEeBS099lZS4rwwyxJ9o7Pr4\n", "E+U6OoM+YzcUrfbxJwZLtZl3nyzWyk9NRSDyZZaMbqjO3xe4lZxlSRbjeuZoDcnPmnIGuRfXxF99\n", "VODu6f3HHxCR21FGLQP7DHitAvZFvkPGLkarfcYu7juUFLCUxi4xezSWU8Chp5pqSnKlNL9EKxq7\n", "+PidvybyPDqrvpJKyYDHcfSl5jH7KvG6z6gYSvJTeqRznsCkJmNZRDBRS6smSy1lBvMEbmNLTp5W\n", "jOYjX+J6eYzlTw2vd6szmPeH6nIeOuIzwDGqep2I3B94L90vembwuLt2P3ny9VO61yWfUmJg3/P9\n", "i4g2hlLPaFxKiujb4uLXpn59mUHJWeb4MzY1jzTnyZyiMuf2H0pOquRQ+sogQ85yHgUsGZWaaHVM\n", "SS6WRIZksTQu/3/MBkt86XsyKmZftVlYH69n4Y+hNgiM8uP7l2SwJN+5IDqu/9AjrjVlonj/9PnN\n", "J3S/mH/eg0TeH3/eYmbM6wwupPshNMMxdNnBClT1avf/2SLyOhE5WFUvmyb3ls8C/ws4D7g7ZQbm\n", "POOQUIyJog0lA1U69j3SOaSAJWHN0YoKWIrMc4/e1jqDnAGPtErKEsfTR6v0/YLSscbYzbJOtXXa\n", "0j5IX5loKHOK/PGI32MozankLHOZQSmY6QtqSk/pLTLzHvMwQ0SJLzXOknCupKtxnXIPnUQdLfG4\n", "JkstyM+v2+9WfVCVV4vICzI0RmPeMtF5wAkicpyIbKD7je5/8ReIyOEiIun/kwDJOwKgPrXq20Cp\n", "fYKjJjMYilYX4QxqjN1YWjlnWYo2hvYM+p4GGcufWTKnWTKDIQXMjWMgGpsqDY55wmWs/OTq/LUB\n", "Sc2eQa2zrMm+SsFW5GNNFjbL/lWtAY80crZviD8lxwLlgGRoXH2yeMMpE6nqdhF5Gt1vkS8Db1DV\n", "r7oX25xF96am3xaR7XQ/4vTIHpJDKXCsBfc5g1rjazRzXn4oap2lTFQb2XnURr6xLFGTOQ0poB37\n", "oqBd6SxniexmMXZDEXhpHLnvqRDOLZI/tTrSZ+zmyVLjnEobt32Gc15n4FFrfCPf5gnc+vhTksFZ\n", "srDd+jTRvGUiVPVsutcO+raz3P+vBV5bSa6kNPEYGdm3STYkJH1evrYMkhOwsXXa0jPnUK7T1kaJ\n", "HiUFLPE451hqSxelqKxvPPM4zVpai6ARnYCnVdqELvGlr0xU6yxLxm6MbvQZ8FoaQxGwfwxzrCz2\n", "ZU61wcQYxzImMyiNZyiQzDntEn9qgs+Zsda+gVyKUEqM9Asav7U3JOh9xm5saWeWaGPIOfRtHNce\n", "a5S5Vmj93OKcaue2CAXM0SrVaYecpjdQpWhsKCDIOZahctWQ/HiDOeva5wKTsVnzPJlun+MtfV9m\n", "KPtZRBl2VzuDscFNXyWgRKtmf3E01qozGFLEHDOGlGcMrdqnChbxNFFUgJxzmjd6zm3YlhSwpt4/\n", "ZOxm2TOYJ7IbW4rLjSf+FMSQcekzDKXvugzJ0yL2DObhzzzOoLTX0he41T6ll3PecTy1Tjs3t5Jz\n", "qrUZi9jj8ah9qOJG5QzGLOiucAZDAlZTBpk1culzTrMYuxKtsYIP08ZuLK3ceGrrtIs0dmOiw9qN\n", "bU936P41+yHzlok8jaE+NXsGtYHSLPI8JAO5zd/ahwb6ZLG23DlmvWr5M0sloGUGmfacgJWUZ5bI\n", "d1cal6E5zpKp1AhL7YZbDa+H+ixCeWoyg9rSTk1ktUhnMNZAzWLsSnyqcQa18ty3XrMEE6U5DWWp\n", "ntbYp3fisc/4zvPwyayZUw1/+rKtubFWnUHtnsEsddqSgPXVoEv3L0Vjwvjn5/ui+iEHV8Of0qbm\n", "kDL3jWfWaGyMsZulTDR2D2OWyG5MmWgRQU5J5oYci/9/bHDTN7ddYexm2cuYVVdrgq1FZj1jaLQy\n", "EfMZzNov5exKBfS0xhqoPuMya5nIR5q10VipvY8/YyOpZaadU222U+MMhtapb72GjF1pr2WePZ5d\n", "YexmcZZ9jqX2CZcxxq7kYIfmOkvgFu8xS+Y9S1Wh1uHNsuY/0c5gbOTrjd2sm3Z+MYb2HcY8Ljar\n", "Aa9xdGMNpze+Y6OxPgUs0ZjFWY41Ln3jmYU/Y8t5URZ8ljHvnso6ygaz9riIMlGOP0Nj7yvtxPHs\n", "zjJRbO8r7cziDIYeR6+RwdJ4doszWGjNaQEYinb6GFkbYdYwdtYySMm47KTeEMwiHEOK2WfsdmWZ\n", "qKQ8OWeZo6WF8exgMU8T1TjL0nFX7Bn0OcsxWepOyvzZ2TOnvrUvPbJdGsfuKhPV8rRGnvvu7/nW\n", "F0yMtT+58URZrHmAZm7s8pfbpGtenc5/XkTu3ENuLAO9saspEyl1aX7twpaMXlTmLZlrxgjHkLGL\n", "cxkjrPE37Mc6y5LB9rzO0ar5QlaJb1uYzRnUOO8hozbGGcRr/Vxy/LH2mkylb3xbWZ2plGSxdq5j\n", "xjOPPNcETCX+DK1Paa61WXyfDuec5dC4Stf59dqtZaK5MoOal9uIyOnA8ap6gojcFXg9cHKBZG7S\n", "28gL61ZWL8a6Qp8NdC/ejn2s3SuPr4vuyIxnQ2ovRWMlY7elQMvPaZ7IJdfueRAj323kDdS2zGfj\n", "WxyP510Nrz0/Y2TneVejgFtYrTyz1rFLxi7Kj9HMtRsPSs6ghj8bXfu2zHhKMpeT0Y2s5ls0drMG\n", "JkNlvRJ/1ru52Xi8LG4lL4t9fIvys8318TRqdDiXxZdkcRb+DMnkkOPtk8XTRVb6z43d8XKbBwFv\n", "AVDVTwEHisjhBXp+srZgOaMy5AyiotnnyNitrBawKKQ5gbI+fe0lBcwpdandoiDNnKsRdD/XdWk8\n", "1ifyNM7Z2r2SRWNn84089X1q+ePP+bmaAsa5Gj93kncGQ/zJKfMSq3nnDVSObz7y3EZ5/6rEh772\n", "aBBK/CnJqOdbLkudhT/LA33inEo67GnldNX6bgvtXodzBrOPpyVd3ck4WSzpapxTjj85fdvBtGPu\n", "k0VPaytwEHAoC8LueLlN7pqjC/QsAvCCvrWiPUbiuT7rB9r9IvhzJmi5++favbDaOROkeP/trs/G\n", "TPtOJrXKeC46uB3uc5yrjSee84K2nomhyPHHnNPO0GbRWOyzjdXj2+baI3/imlof41tcA2/QdoZz\n", "cRzbM/eP/LTxlOTE97W5er7Z9eacchlsad1iu5XAPH+igx2ak/FtexrHusy5HB9y4zL+LPXcL651\n", "bk45Xsc55Xha0tUoP319Sjq8jYkzGFofr8NRVz1/cnqc03u/Bl6HS7oa19wHAgvBvM6g5uU2UPeS\n", "d+D5e8MfKzz3APiIKXlUhCiQJhy5MtEW8kIZBdEbu5KARSGJ48oJq78vmT5W7iiNdwcTI78lHHP3\n", "zx23UDZ2Ma3um1McTxTKXJ+NhfORP7k1tbFLYU6w2hnE+9fyx4+nb/59fPMKG/cCzEDEuebkysZt\n", "2UXNnHK0jG9+vSLvhnTCt5cMeDS2fXOyz1YTL6155Gm8l3eWNWubO3rnoIX75GSRQruNp6THfe2R\n", "b6W5ub4f2QTP2QDP3wt+o+/NkaMwrzO4kIGX22SuOTq1ZfCiJXjxtfDSHXDf65k2KiXBM2Hd6dqi\n", "IapxLDnsw7XcAAAgAElEQVTlKSlgjpYdLdrwBhzKQhENqI9843hKfPBOIucsl1g9Rh/lxJS9ZCDi\n", "ePqcZWmOnj81c/J889dDp8g5/kRFy5UKfaSXi8ZyfXy759s299lS/5yTinPNyegOJqXBWgcXeR6d\n", "Ze5czqiV5L3PWQ7JQgwmfJCXc7D+fC6Y2M6kNDgUTAzp8JC+l2TRZ9FmwCUzpxJPt1DmF4leaU7b\n", "4L7L8CeXd/bybz/HgrDLX26TPj8WQEROBq5Q1Yt7xpMTrCXyAmjtlhn46GEpXOOj9lK7CUdMidcX\n", "+mwI94plEOsTo7E4J7/g4mhZmSje3yvPlgyteH3O2C05GlsLfWJpx/OntA7R6Ee+Rf6UIjxzpoRx\n", "2zhgEv1uKNAy/nieel7b2iwzrcw+I4nt3pF4vpWcpd0nyk/kj3e4sU9O9nMGw66HaWfpZTEnCyX5\n", "sazbl0xy4/JrntPhUnDjZdEbSs8DG5c5FCncz+tdnw5H55TT4xzfoox6XY289uMq8drrcCnzLq0P\n", "LLBMNNfTRDUvt1HVD4jI6SJyAXAt8PgBsn7StuB97fbZFnRT6OOv2Rra40JvZ8LcaBC2hvZtPe0+\n", "coF8NGZ9ouD5uV6TPu+VOeejQU8rGgQT2hIfDkw09mKab1vD9Ra1elpDffwamIIuJzpDPC3xzTuD\n", "nXRrHvmQ44830vF6KxHGsUfnYO2eb15+lpgo+KYMH3LGxeboSzsWHfpzuTl5R1fiz0ameZqT62jA\n", "fXs0dp5GTq5yumpz25Q5txXYn2meRhnxMrjdncvxtKTDdm+b08ZMn1pZjE68xJ9cux2j/YnBlPXJ\n", "yeLacAYw/HKb9PlpI0j6xbDP/hjbzbtvBK4s9Cn1tc8mVCYc8ZrlTJ/cYvnx+D5ekHzE66OLdaHd\n", "IgVYreieP+sK7bm5WZToz1k0dkWYQ85w2Ny0cG3t0caTG2vkteebn6t/ObsZzsjTHH98tBj5tp3J\n", "G7i2hXM5WdwIXB6u38Fkc7Aki3HOkcc7mfA4J4s5mYt8i5lTDU/7+GP83JHp0xcQ5HQ1J4N29Hwr\n", "6b83fpFWn81YzrTHTDf2LQV0kZbxzb7sF/W4JHM5uY4OZcgO+ndLz4W19g1kGG9cfJ12VgNlQpUz\n", "mLVOyRuEGLnkIpaao1/o2j45BYSJYYh9YqSZo+Wd5bzOIKfMJScUx+Vr4X1z6jtG/uScZU3fGOnZ\n", "uCwzGMuXODf//6xrnjNyWwp9hoyPBTljxlHS1dI1llH10fA6UbteY+ZU6lOSxdq55fqMdZalPgvB\n", "WvttIqj3iDkGDhm10nnP0Fx0OObohTU6g6E59QnYkCCV7pGb25CQ9vGnFLUuwhkMzSnnDEpzGlq/\n", "nPEtrX2Jlk/vrX9cr7FyNCbyHYqec/ypDUzi3Pqc5ZBcxzJRX58hHfbB1qwy6HW11oCX1tNH6LW6\n", "WuMsd7szWMuZwSwMHOtIvIDB6tcflhZlKM3fweRR2lrDUJMSjzV2NcZ3FgNlGIoSa5zlWGeQM3aR\n", "RqlPTSBQS6vPodQGJn1GpTSeWvnxpbihOdVEqyVatePyDqU22Fp0mSj3uS+ar5XF3NzG8sfPzWhs\n", "L/Tpk725sJadQa2Q5IzvPAbKMNZDL9L45sY1JBQ1kcNQWWbIWXoMKVGfs4S6ssyQAZ/HQM2yXiWa\n", "Y0oXNY63NvIdcpZLLMZAGYxWqYxXE0wMzW0RZaLayNzzOrd/1TeeRZYsvUMx1OrXjcIZlBYlx4x5\n", "ncEYYze0sDlhLUVjY4zwIpV5HgU0DDnL0rjGlImG5uQzuXmdpS+plGRujEEY4uksmcos2eC8+1c1\n", "cxtaNx8AzOsM+sp6taXUWZz4LFlq7bqNcZY3yj2D0mJEBVTqnUGN0bXFGDIMfdHGvGUiU1w/ntp6\n", "8RjjO4+zHCoTlZR6kWUi6H/ypm98Y5R5KDqcJTOoKRPFkkFtydLPKY5rrCzWyE+NThhsTLPuzfUF\n", "bmP1y76v4GnMI4uzZmF9/BmSxRuFM6hNz2CYgUNHr4BROBZRJhq7mZhT5qEaYok/6o6lOe3KMlFp\n", "br7GWppbTfRcq8xDxm4RZau+8cxi7GrLRX1lonkDk1zmNI+zNNQ63r5ontBW6tNnwMc6gzH6HmmV\n", "2n3wN9b+/EQ7g1nqkKUFHdos69uEWcT+Q61ziil8TdYzVLcdE83PUyaq5UvfZn0pSry+0O5rvbOO\n", "J1enHYpWx0S+iwgmCG3zBBMlQ1UrRzXOch5dHZLFWQKTmvFEGkMlwVnKRLWPSufGM8tcZsLMewYi\n", "cjDwz8CxwHeAX1HVKzLXfQe4im7Q21T1pAHSu1MBcwbKEDfLhiKG3B6GoZTmlxRglhLYkJD0ZQal\n", "Y5+wzvrIYs3+Q1SenLP0vPE0aqPVuOZ9T7qMiXyH1mtINhfheMeUiSKvI88NfU/LDEXAs5SJZnGW\n", "Q3I8hsaQnsf18vshs2bxcAMtEz0bOEdVbwV8JH3OQYFTVPXOFY4AxiugMH8dskYBa750YohRqwmH\n", "RbrzCOtQJFcy4F5Yh56UGBONjd1A9usWaZV4HPk2Jiss8Sdn7Ajn5ol8Zy1Z9tEa85SM7+/bjJdj\n", "Nmohb+xqZXGeMlGNro7ldU0pbiiDypVhCefG0oLhwLambDYT5nEGKy+tSceH9FwbI+U+1ApFjoG1\n", "nnkW41tLI7c4szqDmjLRGAU01NIa4yxniegircgfG9fmClpjjUvO2JVolUoENcpca6ByZas4npLx\n", "LTnL3NM7JZ7WBBNxPLWy6J3TnigT1QRu0XYYfyLPN4frIp3ceIb0q2/PYIxjmwvzOIPD3a+PXgyU\n", "3l6mwIdF5DwR+Y0KuvNEUIboDEqbmjWpeUlpYnvuyydxPKWozGjlUs84nl1h7GYRuFmjsT5akac1\n", "mUEpshtyvLlxjP1m6yxlolmUeqwselpRlkzGSvwxWrPIz5hAYOxPW9Q4y5J+R73zgVtp76kUmFwf\n", "rjP0Od4xewZjM8vds2cgIucAN82ceq7/oKoqIqUX3dxDVX8gIjcBzhGR81X1E/lLzwC+8dNwAnDc\n", "YfDrsJjId+hoQuNRMlDbCu19AhajjXj/68N1PlqxcUSBH0r3a4zLUOQbM4NcZFcyKiUDbvzJlTBK\n", "ziDnLKPSlCK70rjmcZbz1MSHDOaYwCTKYs64zCqLNcauNvId4yxnkWejP+TgcryO/B4KTErOsu8H\n", "Bsfy2rdlstGPA399MtwG+Nx9Mn1nQq8zUNX7lc6JyMUiclNV/aGIHAH8qEDjB+l4iYi8h+69yT3O\n", "gP8POBm4IDWOyQyGBK20KMbwmg3kGgEbq4DXBRoGr4C1xs7aY21+FmWOGZXHEH+GShezOINYp/Xj\n", "GKJVE/lGxxvnUioT9e1fjZUf2xz3qDV2fZmloVZ+cmWQRRi7yJ/ax4r9dwMihgKTUhbflxmMdQZ9\n", "8lMrizn5yejqKcApHwHuCfw7SNFOj8E8ZaJ/AR6X/n8c8N54gYjsLSL7pf/3AU4FvjhA1xbKDGRU\n", "wJKwwmQ+JWcQhaXP2C2Fc6V0MWfshspEswgY4Zqxxs7o+XORL0PZhkfkdan0lUvNI4YUsC+CmlWZ\n", "c8YulrJqjZ2Xn9rApC9zihha88ifPmdZW7KcxdiVdLUmiy/V5mucZW3mFB3KIstEMKxfNboa5SZu\n", "1veVTOfCPM7g5cD9ROTrwH3SZ0TkSBF5f7rmpsAnRORzwKeAf1PVDw3QjQsbJx8XHKb3DEqRb1/t\n", "MMJ4U9p/2BVlokU6g+jg+sogm8OxJhob63hrIt+xBpwMrXmMHeFc7HNdaO/bM4i0hjZ9FxH51jjL\n", "RchirbM0GfRjiA97RFrG475gK6I2C+sr7RCuWURmULIVkT8eQ7bM+NO35jNh5u8ZqOplwM9n2i8C\n", "HpD+/xZwp5Gko+BHRpaMXY7GkLHrMwi2KKU0dqgm7lGb5ufGUxKOIf7EaL7P2EUBi3PKPQ02tNla\n", "84RLpFUqFdQYuziesc4SytH8kLPM0SBcM1YWczRLxqRPfsY6gzHOMt4/Osvcpm8pc7K1nkcWS7+/\n", "VHJwfbpam6XmyrBDTybNwp+S/KyJzGBXISpzSWhzEdRQTbNkoHICVqpplqJVX6eNYyv9vlBfucH6\n", "lZzBEH/6hCTOqaSA/qeQ/dHG1kdrzPcwYhZWKhnk0umhyK4UzefKRKXN35L81DiDsZGv/2a2H5u/\n", "3xhnWSoTDT1ampPFJfd/jlaNM4iYR1eNbiljiXJdk1mWsrDoAGcJ3MbwpzkDJpMbihBqaNQKmPEh\n", "t4EcDdS1gWYcTx9PjZbRKI3PGzp7f7GhZOxKRs6QM3ZRmcc4y9o0PzrLZaYNVK3jze1dlPgzpIAl\n", "h+3/H3K8fc6gNjCJJcuc/JT4E3ndZ6CiAbc+URb7nuePYxvKUvsi30hjjLOMGJLFkq5G2fF9S3te\n", "kY8+GyjxZ8hZjnky8kbpDIYYGJHbNIub0fNkBqYkkdYWVmOZ6fJbLDlFh1KiBdOOqtZAlaJL/3/J\n", "8fY9i28Yqh/3KWApFTYeRwMVN7gjPY8h+SntE82ShY0xdrEMUnKW/sfl4jrFwKS0bgZlWhZjfX1o\n", "PGOM3VDgltOzoSw1OqdZnGVf4BbpRX03WYx9c3OLshiDrTHyU8oM4pzWxDeQdxVqo42IXM2uJKwl\n", "AeuLnq9Jx7gYdjT0OYPoUIxmaW7ecBqical1BjlEZzBPNFYyLtGAL9G9HDw3jugst4djLjOIMhwj\n", "3CFj5+c21hnMEq3GACBnVEoGPMqi8Snqikc0UKXAxGiWvoi5TNlwzrJnYKgt7RiN3HpFXsessMSf\n", "nK5GWbwmtMd7GdYxzZ9435Istj2DAkobbqVoNVc7Xg7XRgW8OtxLwnUwbSzsXIzqcwKWSz/9/YyG\n", "jaOkgBuYXqNY0zUBixFMdAY5g1VbkosGJEff7h8F/rpwnTk43z8a/ZIC5gKByOv4uLDd/6pAI44/\n", "x+uSApZKcv458VjPjs47lmkMS2ksHtFAmdxE45tzlqWHREqBid0j6tkGpmXounCMRm/MnkHcnylt\n", "9AvTwUTMUm2thwKT5QytKIu1mYGXH5tvSRdsfLksNdqk+E3kOJefaGcQhcA+2y+iRgU0JVtmsgh7\n", "h2ujAl6ZjjEz8MJii7A+XDuUGZjy5X5vJD6pEBUwOoONDDsDoxXnFBVwkxuHGZs4B5v/5WE81s8b\n", "dju3Kdw30orOwObjDVccc4x6xjiDGJXa/c2AlspEnj8G6xON3NXksblAF8rGLucM/PUwrfCxb9/3\n", "ZUrOoJQZlPiTc5bWJ87J+BSNozKtL1EWowE1wxkjZl8Si1lDdFLxhxkNuSx1qExUksX1TMtiiS/e\n", "Znma/to43xgARD2bG2vRGcRoxyb9g3SMwn216xOdgRnIKGDGWBNE7wxiGrghfB5KPW18OY8dM5aa\n", "aMz62BiHnEEUyKuYFpj909GMfhQwc7z7hH6bHS3j08Ywnijwm8P1fcYu8m4oGoOyMyiNJyrgdnet\n", "Kd6+6RidgR0vS0eTM8M1ro/R3yvQivJjMmBGKWfszDBH/sQIPLepOVQmivyJgYtlcb5MZOMorbXN\n", "1eZu47mSaee3XzpGWYy6atf5TD1m1CaLcW6lMmMuM4iyV5sZ5JxBKYu38dh41V0fnYHpqjnFKIvG\n", "t7mxFp1BKTO4NB2jgbqa6UjNrrkk0IgKeFg6ekNrP6thAmbOwJheisbsniYQ2yk/vWDtcdx2TzPs\n", "Pho73I3R6MO0s4wKeDllBTSjHwXMBO/AdPQKaDyNxu6idIwCb+O9SToaD7YxXY4acga5DMr4c1A6\n", "xkeP7f7Gnw3h/MVMP8V1cDqWNrLNGZjTMFzDhHcGkwv7UcdSmcjW1wcmJvNRFqNjic7Aj2t9pg2m\n", "97FsHDH4uZQJD21s9ntl8ZFoG4/NNTrLK6h3BlEWD2I1Nrv7RGdga136FQNbX+8MYiluOXwu7Rls\n", "z/Q5NNwv8sd0xcZr47+EaWdg8zabUMri58bMzkBEHi4iXxaRHSJyl57rThOR80XkGyLyrArScZfc\n", "GGoKOMYZmDLFKN6cgQm1j8a+E+5vyvGFQMM7gw8D56fPXojOAB7rxmXnbDx2ryiQn3H3trHdzI3R\n", "wxs1mJQlrP0KJkJYijZiZGeCZ4Lo029zBrFM9N1AI6bmNn7vDP4u/W/zNj58AfgLJkrjo/gvA69n\n", "AqO3F52smLyYbJvCfS98tvH/kOnM6ZB0LGWpJVm8hgnvDGYQLcgoBTtHpqOXxW+k/yN/vhTGZdgG\n", "vBB4q2szB/sq4JmOfjR2Jr9RFr/GNE+PcmPMzcVkcZbMoLS/F2Wxzxl8N7RHW3JAOvr9vdcA32LC\n", "D+Pbd4CXAV8N47br/pbJ/I0/tpaxZGn8svHFzOBHTAcmFpDFzMBkc+qFYrNinszgi8BD6X5YLgsR\n", "WQbOBE4Dbgc8SkRu20PzWqY9414AqitMyjmDGI2ZApoziMp8NZ3ifi199tHYC4EXEJyBKpuBO9AZ\n", "D9z5barcT3XFQK1z7R9X5R/cXNYlWl9WRVRXhMAr4D2YGEmfGbyM7gVCUVh2JJomcFEBL2G6bm8K\n", "GJ9minVaiya9Av7fQH9Tuv8VdMbbjKF3BicCv5U+r5SJVHlz+rxKAVW5XpU/UJ0a9w5Vbq/Kf7k2\n", "U+aH0ilhVMxvA3+lOmUwbPznMC1zscwQHZspYF9mEEuWJovRGVyfxvDhMO4tdLL4CKZlcTtwqOqK\n", "g1txsKqcocq/uTEspz5nq/LnbqzWfgGwv+OPz5weCryCiXwYf94NvIPpp2Ki/ERZ7MsMzMFGB2wy\n", "Gh+x3gx8KNA3WdwK/D0TB+xLk0cAj0qfVxyiKh9V5ZaELFWVa1V5jupUELYj6fC7mczf7vNYup8U\n", "tTn4+X8x2RKYlsVPMi2LFmzFkqXxes87A1U9X1W/PnDZScAFqvodVd0GvB14cM/1RzGJPA3fBp6Q\n", "/r8O+Lw792E6ofwD4OlMmHo+3WJdDtyV6a+SX6vKfqr8ZfpsjL9elc+q8iKm9wxQ5UvOgOdq3zBd\n", "CsqdizBnsFOVT6qyjSBgqrxZlVcQnIEq/8NE6WB1tHhP4CXAB4Fvuva/Al5KF1mdz3Qau5nOKa36\n", "qXK6KOmFdEYwZgaocpQz4CvRmCpfUOXC9NlnBiR+xjJRCUWeqnK5KpcSotikzL/nrl8xdkmZ38e0\n", "0fh1ute5moGyuVwFnKXKDrog6IOO7ueB9wC/CzyMiSxenMaxAziO6aearlflVFXODGPYosrFqryD\n", "vCyac1nhAf0/uBixIouqqzLrlcBElfcmJ7+qTKTKq1V5BGG/LOnbUU5HjH8K/CLwLOBdwOdct3fT\n", "/ejlZrrX6EYHfBXdb9o/JcznYlXeqoqQl8XHOaO78tCCKj9UXRlXjm9Dsph7tNT6myxepDqdUSVZ\n", "vKPr57P4vYC/ZJI1GH4P+F9MZ/Fbgc8yHQjPjJl/m6gSRzFJzwG+T2ecs1DlSuBKEY4i1VCTEr0p\n", "/b8PgEi6XPE/3fpxEX4p/f9c4Pmpz3+LrHjgrcDPJGPrsUQXgX3FtZmyvpdOGEu42P2/Lc1xPZNU\n", "HiYLHKMiw7fS0UcfT6MTlheFa/8TeCJOyV3WdCs6g/1aOv78Z2p/BvAMkS6qV+Vs4Ox07rYiXdqc\n", "IipzjJ+EFV4LcDRwWYogrxVZUYoz6JQ5YpnOYH4vtF9PZzS9U7cSQVQEw4/DdQD/Jx3vySS6hM7Q\n", "XODm4fEs4J3Aq1m97/AAutLZu2DFqF0OIMK+6ZzJ4m+l/++dzpM++9/gukCEX0n/vzTdD9VufjIZ\n", "2Wmw4iQNS8BvMpEJmBiV/2CSzXqYYfK8/iadodjI6gDhfwJNj4uYlCi9jvwWXUT9h+H6rwEPZLUs\n", "WmnvMDoeviK1W7ZyJnCmCO9J7e9l8ovHjxRZlZ3tlWT7Algli8ezWhZMFt/IxAF5LNGV3M4P7VfR\n", "ybnvY042BqWG76ejj8jfSFcGvUO49uuJfs4h/xLdev4Rna5eDyDCE4DfB94AoMqPmAQrIrLiwLaq\n", "cpfUZzFQ1eIfXfr6xczfL7prPgbcpdD/YcDfus+/CrymcK3SGZb0d9NTQV+Zv1afDXp8pv0k0Cdl\n", "2gX0FQVaDwS9Zab9INB7FfqcDCqZ9kNA9wPdCLo+nNsIupS7Vzp/D9DlTPutQe+Qad8I+owCrd8D\n", "PSbTfjfQJ2Tal0HPKtB6EuhPZdqPA31Uoc/DC/y5DegRhfsfn/6PfDsgHY8u3OtI0KMy7etATy/0\n", "eRTowZn2nwF9WIFWQW71d0Fvn2m/PehTCn1eUFjre4GekGnfp0cWTyzwet/Ubx/QvTPnJSdXbhyb\n", "CrJ4twJ/nlug9Tugt8q03xn0qYU+rwddyrQ/EvTOmfbDQB9ZoPWLBV4fW5BFAb1Z+n+/cG5jOh5f\n", "GN+RBbu0lJOrdO4xOdlO6/q4fJ+3/ttqW4nmrhv7Jx3x2SEiHwP+QFU/kzl3MnCGqp6WPv8RsFNV\n", "X5G5VlV1UT6uoaGh4UaBRdnORT1aWhrIecAJInKciGygK8XkSgoNDQ0NDXsQ8zxa+lAR+R7dKyrf\n", "LyJnp/aVl9uo6na62vcH6erx/6yq8RGthoaGhoY9jLnLRItCKxM1NDQ0jMdaKxM1NDQ0NNyA0ZxB\n", "Q0NDQ0NzBg0NDQ0NzRk0NDQ0NNCcQUNDQ0MDzRk0NDQ0NNCcQUNDQ0MDzRk0NDQ0NLB7Xm7zHRH5\n", "goh8VkT+e9b73ZggIqfs6TGsFTReTNB4MUHjxeKxS19uk6DAKap6Z1U9aY773Zhwyp4ewBrCKXt6\n", "AGsIp+zpAawhnLKnB/CThpnfZ6Cq50P3A9sVaD8z0dDQ0LCGsTv2DBT4sIicJyK/sRvu19DQ0NAw\n", "Er0/VCci5zB5abzHc1T1X9M1xfcZpPNHqOoPROQmdC/L+R1V/UTmurXxi3kNDQ0NNzAs4ofqestE\n", "qnq/vvM1UNUfpOMlIvIeuvciTzmD9oulDQ0NDXsOu/TlNiKyt4jsl/7fBziVbuO5oaGhoWENYZe+\n", "3IauxPQJEfkc8Cng31T1Q/MOuqGhoaFhsVgzL7dpaGhoaNhzaN9AbmhoaGhozqChYVcifQP/vnt6\n", "HA0NQ2jOoOEGBxE5WUTOEZFLReRHIvIOEck9Al3q/3ER2SwiV4vIj0XkfSJy9C4arqa/uSAibxaR\n", "Fy9gPA0NWTRn0HBDxIHAXwPHpr+rgTeN6K/AU1V1P+CWwCbgLxY9yIaGGxKaM2hYk0jllWenH0O8\n", "TETeKCIbAVT131X1Xap6japuBl4L3GOW+6jqlcD7gJ9y976NyzzOF5GHu3MPSD+6eKWI/I+IvCCM\n", "+9dE5Lsp43hOOLdRRP5KRC5Mf38pIhvSuV8XkU+E63eKyC1F5DeBRwP/O2Uz75tlrg0NfWjOoGEt\n", "49F03025JXAr4HmF6+4FfMk+iMijReTzA7QlXXsI8Et0jz7b92HOAd4K3AR4JPA6Eblt6ncN8Kuq\n", "egDwAOC3ReTBqe/tgNcBjwGOBA4BfPnpuXRfujwx/Z3UMyeDqurfAG8DXqGq+6nqgwf6NDSMRnMG\n", "DWsVCpypqheq6uXAS4FHxYtE5I7AHwN/uNJR9R9V9cQe2gK8WkSuAC4B9gWems49EPi2qr5FVXeq\n", "6ueAdwMPT7TPVdUvp/+/CLwduHfq+8vAv6rqf6jq1jSune6+jwZepKo/VtUfAy8Efq2eJe0HHxt2\n", "HZozaFjL+J77/3/oou0ViMjxwAeAp6vqf46gq3S/kXUgcEe6fYfT07ljgbuKyOX2R2fED0/3vKuI\n", "fCxtXF8BPJkuAyCN7/srN1G9DrjU3fdI4Lt9c2po2FNozqBhLeNm4f+L7IOIHEtXznmRqr5tBtoC\n", "oKpfoovgXy4iS3QG+lxVPcj97aeqljn8I/Be4OjkTP6aScR+EXCMG+PeTByFnT+uMKdrgb1d3/h0\n", "VPt2aMMuRXMGDWsVAjxFRI4SkYPp6u1vBxCRo4CP0pWR/mYB93oLnSF+OPBvwK1E5FdFZH36+xkR\n", "uU26dl/gclXdKiIn0WUNhncBDxSRe6SN4RexWsf+CXieiBwqIocCzwf+IZ37PPBTInKiiGwCzghj\n", "vBi4xQLm2tCQRXMGDWsVSheFfwj4JvAN4CXp3JOAmwNnpKdrrhaRq6yjiDxGRL4UCWbod/+obgNe\n", "BfxvVb2GbtP6kcCFwA+AlwEb0uVPAV6U7vfHwD87Ol+m23v4R7qI/zJWl7peApwHfCH9nWdzUtWv\n", "0zmPDwNfo/tlX58NvAG4XSpdvXtgbg0NozH3bxOJyBvpnqr4kareIXP+FLpH976Vmt6lqi+J1zU0\n", "eIjIt4EnqupH9/RYGhpuDJj5tZcObwJeA/x9zzXnquqDFnCvhoaGhoZdgLnLROmtZZcPXNYeiWto\n", "aGhYw1hEZjAEBe6evgR0IfBMVf3Kbrhvww0YqnrzPT2GhoYbE3aHM/gMcIyqXici96d7LO9W8aL2\n", "DuSGhoaG2bDL34G8CKjq1e7/s0XkdSJysKpelrm2lZMAETlDVc/Y0+NYC2i8mKDxYoLGiwkWFUjv\n", "8kdLReRwEbHfgTmJ7gmmKUfQ0NDQ0LDnMHdmICL/RPfbLIemdyK/AFgPoKpn0f1ey2+LyHbgOrrn\n", "txsaGhoa1hDWzDuQRURbmaiDiJyiqh/f0+NYC2i8mKDxYoLGiwkWZTubM2hoaGi4AWNRtrP9HEVD\n", "Q0NDQ3MGDQ0NDQ3NGTQ0NDQ00JxBQ0NDQwPNGTQ0NDQ00JxBQ0NDQwPNGTQ0NDQ0sABnICJvFJGL\n", "ReSLPde8WkS+ISKfF5E7z3vPhoaGhobFYhGZwZuA00onReR04HhVPQH4TeD1C7hnQ0NDQ8MCsTte\n", "bvMguheOo6qfAg4UkcPnvW9DQ0NDw+KwO/YMjmL1S8G/Dxw9KzERNohMvzlNBBHpn48Idym0HyLC\n", "xgLN7Ne8Rdi3dszp+nUinFg4d08RljPtB4pw8Jj79Nx/SaT7AcFFIdHcp3CuxLf9Rdg08j53Kaz5\n", "wU9Rvd8AACAASURBVDn+pHW7xZh77G6IcEChff8eWTyo0OcmhfZjRfK6JsJNC+3ZtUlrPSWjuxsi\n", "7CUy/QObIiz3zGnvQvt+PfKb1e8eWkX7k1vP1H7gkM3andhdA4mKnP1BJBE5o/s78OUi7/+aCJtE\n", "eEW4bAvweBGeLMKxrv1PgUtFuI0ID5nQZL0ImgT50575IhyWFurHwKsyQ3oisLMwp6tziibCZ0R4\n", "U+b6RwOfK9D6BPDATPsnga8mRfTjPkqk46EIR4X7v0eEO4lwpgi3c6deB/wg8ef+7vq9E3+WRHhl\n", "oPUJER6R5vQk174swv7AM4FrCnPaKcKhmfYfAP8cG0W4n80pg08D9ym053h6N+CbOUJprr8gwgne\n", "qIjwDBHemtrv7dr3S31EhMcHWheI8KsiPFyEm7v2h4vwwbQOzwp9zEldIcKBrn2f5KwvI2XSAb+W\n", "zuXwIxFye3HnA5/N8ODedOuQw2aRrCz+PfC15KxWMvvkkE0WVzk4Eb4qwkNEuI93WCI8PsnWMSL8\n", "QuijKXB6UZD5WyXHfwWdLFv7BhFuDfx2nJMLIK5N10R8BfhIbEz8uXr68hVap2ba/xH4XNIjL1c3\n", "A65P/8eKyOXA00XYN8z1DBF+mPT8Z/18RDhHRE4ROeUdZi8L4xwPVZ37DzgO+GLh3F8Dj3SfzwcO\n", "z1ynk//1JFAFvUPX7K9TBX1ZOv6Faz83tZ3j+4Dul9r3smOgdWY6nu3afwn0y6B/lbn/O0A3pT63\n", "AV2f2n/Oxgv6XdCbgh6cjn8E+lvp3AbQe2fm9EugzwI9yLVfn869B/Q81/6zqf22Bf48Nx1f6to/\n", "k9o+EfhzUGrfNx0l0PqHdHyva39BajurcP/90/Hmrv1M0Cek9q+59uNBXwf6DLs/6E3SuY+C3iS1\n", "3x/0nqDLiYcbUruC3gn0ZxzNX0jtR4BelBnf76fj0137V1LbpwN/bpbaDynM9c3p+DbX/u7U9pZC\n", "H5PJm7r2baBvSO2fde0PS23PztD6LOih6fzPgd4VdAn04aAPTO1bE4+PT7w9EvQh6dx60AdnxvdU\n", "0M+D3sW1fzud+1Dgz61S+6GFub4mHf/Otb8/tb0z0JLUbvq1X6D1vnT8L9dusv7Cwv1t/e7m2s8C\n", "fX5qvxL0RNDbgR4O+uegj0jnNoL+cupzN9B1qf3xoA+l05nl1H6RyQHoBe5eJ6b2Ywrj+zOTSdf+\n", "0dT2/sAfk/llG1/Xziq6s/7tjszgX4DHAojIycAVqnrxQB9LR7cVzpvHz72PYUf4vFc4xpTtMLtn\n", "Sqv3o4vSbwcrEc9hIvxyuu7hsBLlCLBVhOOAjwJvd3S/DXwceAzwJ679YandoqA7pHYFXg48UITj\n", "UgRp87w78NMpMjieSUa3ITN/zwN/3ni1PVxr9zCex1KSrcFSitgEuE1q25nmsUmEW7joxu4rKcLb\n", "ADw1/Vn7p0V4I/AouqjO8BDgR+n/n3P3gi6D+kXg/wIfdu3/Afy3dOW+1zPhzy2AI9IYb+0iNsv2\n", "fHnF+kSZM76YLJRKJV4WjYfGn2URDpBJmc7uteza1gHHp/9FhHeK8Bzgp8P97ynSRZrAnWCSkQD/\n", "BdwPeAddJG/9PksXhJ1K9x5yW/N70b2GFhEuFOGOrs8dgfslWby9G7OP8MW1r7c2WV3S2+HP27zD\n", "udi+IRwNVsJaEmFjWgvLPo0/p4is2sO0ck+KqjmU7kGW33TXfA74Ap1s/b5rPxV4Z/r/k8CD3b3e\n", "DTyOzr79PyY8vQtwS+nKWS9mWr8iTBZ95lKyf5sKx4VgEY+W/hMdo24tIt8TkSeIyJNF5MkAqvoB\n", "4FsicgFwFvCUMi32E+G5TJixPbWLCIfLdH1tWYSbyuq6347U5+dEeA0TJ2CM25iMsAna1nRcAr4D\n", "vI2Jw7CFeirwTpnU/syg2kIfm47XuvZNwAmwMja71u5nODB83ptOcc9jsj5b0vHngW/E9sSfV8mk\n", "bLaigCmtvyl5nh7q2o0/VjayuZpALgOXAK9koqTGn9+lK8sYr22uS8AfA7dPnze7ed4F+CXXR9Nx\n", "L1bj2vD5gNTXl8CuS8dTgd9y97/eXXM+8NAw7o0i/KkI7yIoYCp/fIOJkbfjpmQgo6FaFuGF0pXg\n", "7Fpbh6fRlTdiQLKBLpiwWret8xLdS6F+h8m6GH9uzeqAxnhqczbj6Pm2M83vWFbDr8eRwG3d9aTx\n", "fgr4IhOZs5LHzdN1sQS8nq5EaC+x8rJ4lAh3Z1oWDxPhdCZ8W+FTkkXbK/Gy+C3gzUzL4u2AA51D\n", "Mp4Knf6cHOYudPKzDFP7BLEEuiV83gc4nc4pR5m7K/A8JnyzuVrZ+kGp3fizUYSnifBe12dr6rMh\n", "yajJQrRpC8EiniZ6lKoeqaobVPUYVX2jqp6l3VvO7Jqnqerxqnqiqn6mh9xjgZcwERYb3yHAD+ki\n", "ZFidGXyBzjsbjLmn0ilhZJx9NsH3wgKdoTFlMwW0SHW/dDQBtHGasEYF3MS0gF0L3YZy+nxVuNfe\n", "6f6bmRYw2wA3vux0fZ7OJIr00dj3gA8QFJAuQ7nEtRtf9k9Hq1V6BTyQbu9jVeTLxBib4zNe23Vm\n", "7KLhOoBp438VrNp0i5mM8fPKdFQmfPcZG0ycpY3jCtcHOj7/IV0mGDODB9BF6rbWNqf96LI+q6t7\n", "WXw+XXZo97N1sDkYf6JTMMfmAxPostboDC5Nc7Jx2T08T2G1LF4Tztm11yVa9vnScK+90hi2wpRx\n", "NaNqcmzj2SccvSx+CfhPprPU04D3M+HHSuCWjqb3K1kqnfN6GNPOwKoOucAEJjLiZdHkIusMXBAa\n", "9xH2ddfZNaYLVnFYyQLT0fiyKqNJ83g2XfYRM4OfpQucog2LujMX1sxOdoJFLrFkYYyLC7yObnFv\n", "zYSpJmDfDn3saE8D3CodowIexbQCXpKOZiiNlo3PnIEJgjIRnPi0ggnhIWEuBhvfD5h2Bkeko/HH\n", "lOq4dDSh9mWi/emMQHQGJqwrEW8Y70HheuPPETBliH4Q+kRjZxtnXgFtM9Tma7w2I2b8WQ7nbXw2\n", "V5jwPToDO9qmra31SmaQjt9h2hkcGq6xOcVMzmB83JtpZ/Dj0Dfyx0o9PjO4Ih2jLJpht7kaf2yu\n", "dg+fpUZnEBEzk5ilXUTIDJjoajTgttY2Z+8MDqSTgSiLdoy8jjR9YHJpui5m8TZv0xVbC+OP8e16\n", "125lpeyTRY5WLGvZ9Zc5+ibjUb9MZ2wu5rS8LB5FN0fjj8mrrY/pytrMDHYR1oejMT3W3Xyd1gS4\n", "tGewUgYJtL0zMGWImYEJ6zGBpi2wKaApnVfAfV2bP5oy2RyiApoxgNXlDpiONvYLn/vqtDHSjql5\n", "5LVXQB/F+DHbnOwxz8gfM0LeGVwZrjXY3I4Lc7B79GUGtg6RPweFzyupuaNRW6e1+/fJYnQGdq31\n", "jZGv8clnqSY/sYxmtKL82JyN1+YgYRKYxMzAaN08fI6yeDXTmYF9jgbcAqbI6779K7u25AxiiXXJ\n", "9Y2yaLTM6BpNWxOTEe8MSoFb5E/UVR+YrMq23H3inCzIsPWKOrWZ6cAkZhU3KmcQo40aBTSY8Nnc\n", "oje1z0ZrS7je33dnuPagcD6Wi7wCRmUmXGvCGo1djJT9GA3Wx+5f4wyMVyZgEq4ZcgaePzEas2tj\n", "5hQV1SugL3H5a4yWRWPGaxu/yYI5FmXC92jkojOKxs4rU4zGDFGZoyzmNghLzsDWqaTM0dD6ayJ/\n", "YpaxPpzPyaLNJT6AYQaq5AygHJhE/kRZtHXOyeKQM+gLTAyxTDQkiwYfmNTKYrQ3Jgvbmc4M7HMs\n", "M0ZnuTNc589tDZ+jM/iJLhMZhhSQwmcYjsZswW1hfbQRjUQUCqNVEjBbWHX/x4ygZBiiUfaIziA6\n", "y5IzyAlYLPvYNbMoYOS1Gd1YBslt6BKuMawL7bZe0fF6lJyl0SgpoL93jMZszLFOWxOYxA3k0prv\n", "Fc6PCUxsTpE/hp2F//34bP5RfnLOoLSGUX7GZKmRP1GuY+CWC0xKziDKYuRPlBkoBxMxu9DwuY9u\n", "nFMMTPqcQcsMmE7No4Hqe7Q0RhvRgNcIWEwHo3CUjF0OGj7H/ZDoDCKtnZSj1egM4nj6ykRjFbAm\n", "GotZmB1jSuznWOKP3SOW9SI0QyNGYyYDkT99CmhjjopXE5jEDfZStBqdQXxKzf8fZTHqSORPn0xG\n", "/sRMMwYwUH70tjYwqZHFocAk7u/5PpHXQ4+Ux2ANpo18rADELNXLXYnfsa+NJz7m7GWxVCYq6ddC\n", "sNadQW00JkzvGZSEImYGhiWmFa/kDIzGpnA+B6MRN2qj4Je+M5AzdqWnLkx57F7zpOZxPF5WSgYq\n", "zikau5yRMRoxU4m8LvHHwz8lBGVexwjP3z/KT4zGSmUiL08lWiVZjPLjeT3EnyH5ySEaqBJ/cmOK\n", "a1h6wiU6xFzmNLZMFA2+H0ekXZpj7JeTxRJv+2SxZEtLshjn5GWxlDnFp/VuFJlBZGDJ6NaUiUqR\n", "b6yx5oRiVmPnEQVsjALC6hR/yNiZsMQsw385KM5pyBmsC9f7MUVFj3OKxi6ngIaSApb4Ex3SLLT8\n", "OEp7ANHxbxy43o8pGq8oA2OcwdCcSsYuh5iV1shipFeKVuMco9z5vlF+oiyW5CfHn/ggRC1/cnya\n", "hz/ReUcbFp15jj/R8ZYCk+xvHs2KteoMSosRlSZnCGoNeJ+xi+WMUjQWnYFHFI5aAxXnlJtjyRnE\n", "tD8n6FHAogLGJ1zit2b9mKwt9pklMyil5kOZgTI9z5Lj7Ss5lRQwRr41shjlp8SfUvnTZ7oGG7PN\n", "Ia5bnzMoyWJ0cDWZgSE6g7hOfXIddTTu8Qw5g5yuRv7EccQnk8h8ntXx5uiWgolIK1dyWgrHkrPs\n", "q0iMxiK+gXyaiJyfXl7zrMz5U0TkShH5bPp7XsV4SiWVKBQ5Q1naBIoLGZ3BLBHC7sgMcnXJ0rji\n", "nDxijbTkDEq0vNGNChgdyVAZZBYFHOMsh3id48/Q3kXJGeRkMfIn8nRIrnOOd6yxq9kzWISxG4p8\n", "c8YuPmEUN2pjUDOG12N1tS8wKZWJFpE59cl1KWOKfRfqDHJKUQ0RWQbOpPua94XA/xORf1HVr4ZL\n", "z1XVB00RmMY8CmiIz5iXFDAKa64cswgBM8ySesJqw7Dqd2Aoz6kvGhubGeT4QzhXMnalksoYBRza\n", "rM9FwCX+xO+veMRv8tbKoqFPfkqZpc0pfldgJ9Plg9KcxgQmhrElORuTxxB/Iq9zshjlpySL0SmM\n", "cbyRVo2ulgKkUpaao1Frf/p4XdKvNZkZnARcoKrfUdVtdF/Ff3Dmuj7B9JhHASONKBylyDdudMH8\n", "AuZRUuZSOSbS8GtUeuQt0ujLDEqp+TzOssSfSCNurHoMOYPSvlHuiZexzlIoO8uhaN5QY+yGDGdN\n", "FjYk133GLm52z2KgDGMz7xoDXnIG0WnmZLGW15E/XhaHsp2+aL4UTMwSuJUypyiLa8oZ5F5cc1S4\n", "RoG7p/cff0BEbkcZQ49wLiI1L0W+s0Qbpbp6brOs9ARQHF9ck9wmZ62AeZScwSKVubRuNcpcMnaR\n", "T30PEdQaqD7+xFJlqRS2yDJRH38Ms5accrXoeeQnOpShkmVNGaTkDGaRxVJJpSagjM6gxPNZnOWY\n", "wKTEn8jrtVMmIl+mifgMcIyqXici96f7ydxb5S/99bvCccA37g2/AZwSGRh/QTLnzIbqbIswdpF2\n", "pOURhaJ0jEbG0JcZjNkzKCnNPApYG4310Rr6os+QM8g53loD5VGbms+SGSxCFqPxHXKWuSy1NLch\n", "+RGmn9KL4yiV5Gr2DGplsa/kNNYZeGdZksGSjubsTnyoYugR1z7+DOjXW07ofnrtvF8UeX/27W6z\n", "YF5ncCGT3+sh/f99f4GqXu3+P1tEXiciB6tq5q1Nb/4s3S9vfprubVUloSgZTqiP5mM01ve0QxSw\n", "WZxBqU9JODxqSxd9ddpdGY3N4yzj8/ND0ViuTFTiT4lW38+YDO2DlGjkvvFbK4s1znKI1zWbrSVD\n", "PsRjj5LBjPX0kgH335spyeKYkmXpib+SzvY5yyFdLe3x5GgMyWDfmg8EJo+zX5f9oCqvFpEXZMYx\n", "GvOWic4DThCR40RkA/AIVv+cNCJyuIhI+v8kQPKOACg/r14SlpzQlqKxMQbKUBut5mjVGqj4uUZY\n", "Y9/S3oFH7RMcNdFYLDnV8tpvAI6NxmbhzxCNHIZS82hU+r6nUutYovzkSoO7kj814yjRKMlgjfwM\n", "7RmMCbaG5tRnyEuPow8Z8pwc1Y6nb061meXaKROp6nYReRrwQbqBvUFVv+pebHMW3Us6fltEttP9\n", "eNYjiwSH68ZRWHK/Wjp2MXIbt7W0SobcY2xm0Pedhdq5jTFQQ3sZuSyslj+l/Rm/YTsPDRvLWGXu\n", "M3YlA14yun3fUxmiNTQ3T7fWQPXJUa385GjMq199XxQbmxl4DAUki8zia4KKsTzuq3KUApP4sxgL\n", "wdzEVPVs4OzQ5l9s81rgtZXkhphfSok9aqPDPi8fN8nm8fK1yhwjl76nZGZRwNJ4hviSE9axBnwe\n", "BRwyVP7b1bGuXsqY+uRn1tKXpzW0XkPOwKM2+4r3qslS5wluhvgT12DMeMZs3Eb+jM1Sc7Rq5bqG\n", "Rq0M1DiDmjnMjLX2DeQhQ9C3GKXvFwwJR5+xGytg86SxfVHZ2GhjjLBGBztmPEMRVM2TW7M6lj7+\n", "1DqWMQahlK328WeoT0l+ZikTlZ7cgvKm5u4og/Tpasl5l8bV98BI7Tj6nNNYWmMM+BheD+0T1ezt\n", "jMZadQZD5aIcM4aeSqlhbOkLWWONb06ZZ6Xl/68VrD7nFDds53EGteOYxdgNRZp+/2FshLnIyK6G\n", "P7XOqY8/Q+s0xlku0thFXR1y3tIznqFST59+zZOF1QYTi8wMatarOYPMseYxw/hV/hIDS0YmJxyL\n", "fLS01iDk5jY2Yunjz9goehb+lB4ZrNlTGXp0ssa4DI2rRpmHyjCL4E/fnCKtobXuKxMtwqGUxhNp\n", "xs+7InMa4+hqniir5XEc3yyZXMmJ1vCnRn5nxlp3BrNEq6Ud+KFFGRPZ1QjY2E3fmkhhaByzZCpD\n", "Rnh3Rb7z8GdWZ1mTOdUahkUYqF2RhdWMZ8ih9H3XZRb9insqtbLYpxuL0K/adapZr6EAqYY/Y+47\n", "N9a6M6hVQGXYIIwpGQxFz0POYInyLw4ORQhjhHVoLyOXGZSe4JjFQM1j7Epf26+luQiD4NdrqG5c\n", "a6B8pjI0pxrDsDudQUkWakqWi5CfWZ64mzVw63Nw81QEhmiN2QMb40Dmxlp1BkN7BnERxP0/NjWf\n", "RQGH2pcoC/wiar61hjM3niGeziOstWUI7yzHGsxF8sfTGrvms2wgjwlMxj4BVFMmGiuDfjylTegS\n", "zRqHMrZMNIbW0FwXEUzU0KoNAv3DFUNlohuVM6hVQG/sap1BjZet/ep/n3CMrc3PIqwlYclFrUPR\n", "2BhnOcTr0pw9rdo69izOYMhw5vgz1jntyjLRusx4xhq7msxgyIDn+DNWnhe5Z9CXWQ6NY0ypaR5n\n", "ObbvLGWi3BrPjYUSWwBqFzQXdZTKH7WLMiatrolcPI3tM4xn0ZFLSQHjj3KNKV3MauyWmX6PQa7P\n", "9p57zGLs+hzLrJlB33qVMqchue5zljXGZjuzlYlq5Tl3HBNMlIzdLGWiWZ3l2NLXjp7x5ZzlWMcy\n", "S7aztjKDoZfbpGtenc5/XkTu3EOubzFg9WLsZDUjazKDHZn2DaxOzWC1cOykbCCjspfKRFsyfccI\n", "x6wbpKXIRQvX7mSaL9YejYsmWiX+RFr+6PnTZwC29JzfVWWi0rWRb37NI3/WMeFPjtdDa1BjfPvm\n", "6uWt72mreTLdIV0tOe+4p+LlpPRkUk4Wc3Mq8TRnyP2TSTW8HpLFRWSD0F/SjXM9WoSTWBDmygxq\n", "Xm4jIqcDx6vqCSJyV+D1wMkFkrlJb3WffRS7jdWLsa7QZ0O6Nte+1bX71HMdXXRV6lMSuFxkVxKk\n", "oefo54nsIq04Hj8Hr4Cep55v25g4AFPmEk+NRmkN/HzsnOedVwDPt1JN3JcIZzGcNh6vgJEPcW6E\n", "cW11/Y0/Nv8+mSvJaFwvz58ocyXDldONkuyV+OPlp6Z0kdMNm1MuUIp88Dz1c8jxR8M5u7+fm+lw\n", "XE+fccbAzfrEufUFdGOcd86Jeh5EXm/N9LH2e1L/rphB7I6X2zwIeAuAqn4KOFBEDi/Qyy1YSVgi\n", "A73Am1BooBFpRWcQDWafsYsljC2uveQMcmWP9eTLSBY1WYRp5yySKhmmHC0bj3dwxp8cTz3fSs6y\n", "ZOxKimm0jD9xvexciaclB2zjieeiAbA55WiZApYc3I5Me3Si0dhtdec8H4b4s5XpyNfTigbB883m\n", "6OWt9DCDN3rRgEb+2HhKhrLP6OZ0ddld6/mT41OOPyX56dPvSNvLojmXIVncWBivyU+OP33BRR9/\n", "SsFo5HXuRVEzYXe83CZ3zdEFen6hotLklMfaS5mBXROVPEavpoBLrBbSeJ+cYsZ2P55IP0c799kE\n", "cSeT6C/2HaKxxX0uGbuckvi+nqalpjuY5kPkZbxHHLc3mENzWE95zjsSj7zRjUpk7blx2DEaqNy4\n", "vFHxfPP32p7abO1zfIjtuXvaeHJ9c7TiuhrfbDwlOS3JU1zX0ni8rsb7980tJ4veYEZex3t6gxmN\n", "fo5PWzLtNm57EnGI11EWc+Ppk/laHfayWJJ9P9c14wxqXm4D06lMod/z94Y/Bp53AHzEK7lnGEwv\n", "fEzz+xQwZ9jtuJPVGUmNMtcYuy1pbCVjYzS3uOu9sSsJ8pDhivzJ9YlGreT4bDw7eu5Tw+sa5cnx\n", "LWfQvLMcotW3nn48kbclXsfAJMefvrUekp914VzfmucMF248ffeLhjLX7g14zf1LfPPOsi8wKY03\n", "ZvE5Iz9GV3L6VQpGoyxaplDSL++k+njdp6sFPnx0E/zRBnjBJnhS35sjR2FeZ3AhAy+3yVxzdGrL\n", "4EXL8OJr4CU74b7XURflGwN95F2KDHKeOHrZGPmWlLhkbKKxywnS0Lhy46kV/LHGzgvtlgwNb9hz\n", "/BnKUHK0ojMo8WXIifbxxyvtkLHzWWGfg/N9c8pekp+N5Nc65yy9gdqSuX+UwZKxg9mcZV+mMmTU\n", "hmhG/uQc7HbKfOqL5n12WOOsvDOIsl/KdijQsqrEdvL8KdmjqLPbmXyBtkcG77MML7sMXrgEf/c5\n", "FoRd/nKb9PmxACJyMnCFql7cQzOnNMJqpTIGwmpn4FM53DV+YSX0tfYlJsJqfTa4c55WdDyRlo9c\n", "hGlBsvacAnpaUZmFvGD59hzfctGG56kJtOebsFr57dWHO9w1kZZk2qNBj5mTpxXHnlNAP9cY2UU+\n", "bAz3iMpl91iX/vclpqVwbZS5WJ6I/NmW6RPXPNceeZxb8xwtfy+jrUyMXU5Oh+TKro/GLvI0J1ex\n", "HaYzp3Whj+m3b/fj8M7S5pmTuT69F9ce9cvPKTrWXGDir++jlZOFKFdefqKDjboaeboQzOUMVHU7\n", "YC+3+Qrwz/ZyG/eCmw8A3xKRC4CzgKcMkM0ZJjvGKBsmqWdchDFHoxUV0Z/L9Y0L7MezjnpBytGK\n", "kUuf4cy1eyWyEtp212bHjeHa3DHHH2sb6puj5TMDO+eVNNcnF515BYznSn1y91jnaPm5eZ7GICLH\n", "t7Hyg6PhSztm7OJ65dY8GnKjARMDUzJQfXzLyWKOVi748jrs+WY0vH77vtF55472UIWf56yymJuT\n", "H5fnTy67t/Zclmr3Kemq8drf05f1cjK3jjw/FoJd/nKb9PlpI0j2LeBG4KrQbgzMnat1Anb0BqGm\n", "b8wYbDw7mZQdYLUglYxgXGhTZMmcK9Gyo283g2Kbv36sxtMrKufsDVXJ2A0ZPxuP/z9n3KDMN5+p\n", "UDi3ldXrM6RUOUMeA4+ozFdmaCz19Ok7ehk0xPXKGYhcu/WzbDfKiclm5I/PJGP7TibfgYi0aueW\n", "43HU72sGaPlIeKzjrZHnkn57A5/jm9f7HH9y+h3Hmwu2hmzW2sgMdhH6FtZKQb7dRxulyGBISHIC\n", "Fg15NAylaCSnzCWjEttztGqdU2muMUqMfbxylwy7GW0zCLlrh8aRE96csfN9hiK9IWXuazfa3jnF\n", "9erjtVduP7cYtdau2zzGrm/NS/yZZd1Kcxozrj6+WO2+b3x9/KmVm1mCv77AYIhWrZPq40/p/gtz\n", "Bmvt5yhgmIGRKUMCVnP0DJ3V2Hla4v73Y64V1hyt2KfkQPqEpWQYahXQv294Vp7nnGVp7PMo4JDc\n", "+LKMYaxjiQ4l99L3WaLVyOMhPsTx5AKAITkpyUDOWY51Bn1lxrFOqi9zGmuExzi4kvzUOJYhXZ2F\n", "PwvPDNayMxizoDpwbSnyzAnYrojshpS5xrHUCljJMPj/xzoD44+48QxFnCWaNeOpdQae1jzRWBxP\n", "SU5KBiJXt53VcNYYuyHDbgbcykQ146iJPHeGa4fGkXMopf2QWdZ8EUFgdNpjs9Sa8dTaJb8fUuJP\n", "ywyYXhRv7GIkPks0Zoi0FqHM11f2zRnhUmYwFDEsUnlyAjfEn6Eykd/DKDm4moxlrLMcW0arOfbx\n", "Z2zpcleViYb0qcS3vvGMefDAUNr8raW5iFKc168h4zvE65yjq3WSOZ2w8dRmqc0ZsLqOXYpWx5Rj\n", "cHRytOZR5to0Pyck0djVZhljyiC1mYHHIstEQ9FYX0Q+b018EWWiPvmZJzAZcgZDMujHk3syacx4\n", "xpScoqFchPzkHMtQllFjhEvB39CeYc16LSKYGLPfORfW8gbymDr2IqN5w6z1yJo9gzHRRilyKUW+\n", "uQ12wv+zOKWIaOyi0uzKMlHOyNRG0SVD7v+v7bvIMpF3ljE6HIpaSwbK6/esJcuazWgbX8lp5zLv\n", "ocCkL1uOGHK8JSfq93hqA5MaZzk2cOub01DgtnYeLd0FGOsMYNgZzOOZx9KaxUCVonkf2Q2lmwtz\n", "hAAAGIRJREFU6NFA5TY1h+ZUk+0M0SopU+SPT4mHjMks/BlTp7XxDO2p1PBnVlkc43jHGHBC2//f\n", "3rkH21XVd/zzuzcECIHwaHgGCSpYqEMN2CBaxmh5VnlY2wpTqWNHLdOHOqUVUeujdToOltaqYzv1\n", "VUvLw6pF0GqJj05x2goo0ShEiBglkMQoEPLUhPz6x16/e9f9nbX245xzc0LO+s6c2Wevvdfaa/32\n", "773W3rttP9oouyZZrTMGeyKl26Y/uLKujkmXyDIXUQ0yprGIDLrc0EG9jS4537Y5ceid2O4qzF0U\n", "edOY7GnU1LldJpBxZcNQdk3542EqO88/Gm27pnbqlMsw0kS4sq5txBP+XSOnfoxlGwfJ0Fb59kOf\n", "nBPRxjjl6NOGF7vep0GMZZ089YW+IwMRORy4GTgBWAP8tqo+njhvDdXDYE8CO1W16WMMbZkjpaAG\n", "Cc09ugpzXcjnw/ymlEqsqCZcWVtGi1NN1lZTaqcfBd62P/0Ic5MA1qUIc2OrU+BdJxNnK02Ua6tt\n", "rr6fyNKX+8iyzfxMU5oovl9tHbc2aZGuEW+bCe22aaK6SLctL8Zjapr/rEsDD4RBIoM3A8tV9WTg\n", "y2E/BQWWqeqSFoYA2jNrXWSwJ7yxNjfFM0fTmHJea6o/XeiT68+e8FZzymWC3tx4juF3uP2UcskJ\n", "YFN/DP3Qug192q4mig2vf6tv27mnLmmQrsayjbIbBv/001bXiDc2lrnVOzm6GC+mIssmx6RJ3q1P\n", "qTa66J2+MIgxmPpoTdheWnNul6/xdPU2Uu239cr68XytTk5BxROABhMeX6fNDe7q+eaYZBBl12WC\n", "q8lbTb2+3I55+li/tte0lVtmuCfoM8w0UWqOx7eVq2v0STkTOc83x4te2Rm6KLs6Wg86p5KSr34j\n", "g7gtT6dtro7nxTpj2S99ujy0OPQ00SDG4Kjo7aMbgNzXyxT4kojcLSKvbdFuW08zFVrlbsYgaSKv\n", "iLzQeAGsMwa5tra78zyDxu33q6D6aaufPH+TgasL8z19dmTK47Z2u7JcNNFG2Rm6Rk5tUpZt563q\n", "jGUT/6SUb5zGgGZerKNP0/r+uiXAkH5osWtuPoUcL7Zx3HJtefrkIgNDnIb1kVyTE5jSZW2N5Z5Z\n", "TSQiy4GjE4feGu+oqopI7kM3L1DVdSKyEFguIqtU9Y70qe8EHjgDTgJOOBJeDd3Cxa4hlmeaGE2h\n", "eRtv1ZATwDbeht1sLzw5BvOeZioq65rPrhOaJqU7DAG08tSkpg/zd7o6TbROTYr3m6OP0eTZDYM+\n", "fqx1ixia2vJ87emTUnY5WWhDnyYZbbOowtDkuNU5Ezn6NEWpXYxlW1pDK2P5X8A/nAm/CKx4MUNC\n", "rTFQ1XNzx0Rkg4gcrarrReQY4MeZNtaF7UYR+Xeq7ybXGAP+GzgLeCAUNnkucfjatL4/J0wpY4A7\n", "5pm0C4M1pYnaGIO2nt0gYWyT8ksZlpxBafLm46g0J8zes0pFTl55emWXm39o49nlnAhPr7rIsin3\n", "nIosc201Gd4Ufdoqu1yUauhH2aVo7ZVdLgrL8U/d5G+uH152U5ElUVmqLW8MPH3qotSushr3w9Nn\n", "BywDln0ZOBv4IkhWT3fBIGmiW4FXhf+vAm7xJ4jIPBE5OPw/CDgPWNnQrr+xnmm9FwS9xiD3gJZv\n", "yxuDWNkZbXKTv/4Gx4LYb5qoTkHhzskpuzoG8234Orn+pYxljtZtPN9BvbHYW+2q7LzijJETZssf\n", "N/FADM8/bVMXdV70IErF4Hmxi7HMGYMmWndJ6bZJDXrk7rmndWqFVG7OwNNnGJFBjtYxD3uHtokX\n", "94o5g/cA54rI/cCLwz4icqyIfD6cczRwh4isAL4OfE5Vb29ot60xqPNWcyFoF2+saUlnP5FBVwXe\n", "xhjk+vUz8vAKyhgsJ0wphmuiT90KoLapiy4C2NRWG1rnIsucsUw9yeqRizI8fVITyF65dE1dpPo2\n", "iLJr8nxzS6a7pHRzvFin9GyMuTRVzsD145i0MZZtU7reCW2jyzwvDs0Y9P2cgao+CpyTKH8EeEn4\n", "/yDwnI5Ne8WZm1RMeXZeeDyDd2GwpvmHLsoulzLooqBw5+Q8KP9SvLgt30aOwXLLL6HZs+uHPoac\n", "MpmNyKku2sl5qzkFnkKOPk3KLkUb61dTynIYzkQXZdckqykD5/m5yTHxBiVeDmrIGakuY/JtNaWc\n", "2qR0m2hdR58cL3pdtldEBrMFT8BheGNNApiiQ1PI53OHqUlNj9zKiVy6QaO+5Rgsx2heCaSMgVcm\n", "uWgn5bG0VXaph/E8fXzKySu9NiuAcOdYHb9EMPdwYGx4vbLb5rZtjIHvT06YU7zox2X7nn+8Q1Dn\n", "IPn+eGXreTI1Z9DEi54+dRFBW/nytE7xYi6/7nmxC31y18+l8+octxx9Uu/YamsMhh4ZPJWMQZ23\n", "CvWei92E3HrsFB3aMpi/GRNRe545TJi3ujZzqZ1YAA1tGcyjbg1zk7GsE8AmY+C9H/sec9zuk+5c\n", "nxf1+wZ17cVtdRFAa6tJmHMKwhDX76rs+uFF46M6Zdc0Js+LdfTxfesnMvD96hrFx8tTmwxLk6xO\n", "kp9TyaW6/L2I6dsvL9ZFTrkxWZtDW1r6VDIGXZSdb6utsku9y6XpZlibhkl6028+zN/qtt5Li9HV\n", "GNSlGzyaaJ2ij8GvbsopqJSxzDG8teUVlI8QDHPIC6A3JDkPz1BnDPw9b+Ot5ujj+cYr35RMevr4\n", "seV4UZnmRR9deF70/Ul5nE3Kro2stlV2uciyH8ckF6lM0jsmTx/7JrOXK9+WkDeWuSh1kDTRNnd8\n", "YOyNxsAvo+vHGPjJTc+sdqN3ufNjK+sZbHPYmvD4Ng1z6KWrT4NYG9am749hP/LRRW4iO+eNtVF2\n", "g0QGnkm9ABgmqcaV6odXUDmDbNiPXmH26SC7vgl1jj6xI+D71VbZ1TkkTWkiwwS99PHeqOdFLysx\n", "vGPiU3E5+niPM8XXw5gzaJsGsTZS98kraJ/W8zJjSPGip483Br7fhhQv+rF4452itY0lt0DD3+t9\n", "2hjklF3d+meP/cM2p+z8DTY6xMJkx+wG57wxL4B2fspoeWW3xZV772cuvffITx5af55w1/V0SaVn\n", "cmk0r4y9lxK3b8rGK/86Y+Db8krfez3eyzakBNB7dtaWKdCcsptLr5Lx99hPJLdZ4WJbL8S2v5WZ\n", "kNCXGDnHxCs7P58WRwa4c3KOSS4y2J9eXvR842ntaRy/2dPQFHl7+RJ6x+SNpcmCp4+PvCfppfUu\n", "t/Wy4M8zpHgxRx/rXyqK9330i098m/u0MfA30Ab907D1g99Kb+74wEwbJoCbwtYr3+30ehk5w9Jk\n", "DOpukt1Y742lvI0mY2DX9wxmsLmUmOkPcnX8WB4NWx+yGq2Jtge46/r5D6/sbDzxah5vlP2S1lxo\n", "nkoT+cjA+mO09k90G/ZnepzWD1Nqnj6Pha33KrfR630aL+bSIFtmnj517bgdb5S9YshFlnXGIBcZ\n", "eMNstE8ZS6uTi+KN5+IUlXcOjIbGJzn62Dgm3PG4fX+sjTHIRalGy7aRwVzykUEuZWljinnR+u55\n", "0XSW12V1S8g74algDGzQ9h4kb8m3MK3UjCnmha0pNc9gJuTzwzZmIu+lmzHITWam5gygPudqx7zX\n", "kfJWJ6L/kE+D2Jisv4ZN9ArgwWFrrxz3Bm6TO4/oPKO19dWMQS4vauU2jkl3HKbHP8ftt/HGPA/7\n", "FIUfmwl/PIlu99IE0MbdZAzMqBqeiOoYPC/mIgO7bzEver4wHvD8473ZGLk0kV9CafzkFZSG68U5\n", "cRu3Xd9P/hp9zBAaNtFr/A5xdTx9jJ6Hhm3suPmVcwdExyBvDCaibS5N5OnTj2OSi+KtTeuvtfkE\n", "vfpkQdh6Y+Adt4HRtzEQkd8Ske+KyJMicnrNeReIyCoReUBErm7RtGdOHxl4BttMrwDaOT9xbXgG\n", "s/cuxQK4Lvz3xuAHYZsLzY2p4zSRlYk7ZjAD55Wg9Ts2BseFrV9VZWN6JGxt7MZgj9NrDKxfOW/D\n", "FL4xovV/W9Q3Hxmsjc6BXgG0/sfevzGyT8nl5gh8jjoOzRe6Ov5BpB+GrSlUu7/r6fXGDnNj8SnL\n", "nDGIedE7JhtdG965ODZsJ6Ljdk+NHqa4Hgpbn65KPUlvdfx98U9Ib3PnW5trmR6/0dr66id5bWz2\n", "ahqv7NoYA68wjZ52T2JeNPp4XvxR2HpjaeN4WtjGkcFGd67JZG6iNl6o4OcerX3vuFl/jBdNt1j/\n", "N9LLi4eH7d5rDKheK/EyqncJJSEik8AHgQuAU4HLReSUhnaN+H6ZaD/emBkQH8bmjEFKAO2GGYNZ\n", "/+KJpiuAj4b9WLH/JRC/qXWGV6w6dSNjAbwZuC7sx8bg+KiP0JvCMQH0xuAx8pGB0cErO2M8E1Tr\n", "Q2wMvLE0BvfG3Pp7jGtrJ/AG4B30RgbfBn4zajP2xj5KeNqdmcbgZip621jsOt4zt/5a/9dFfTZa\n", "mhfq0x62bxGVRZaGLeR50eiWi3zt/saOiY3f6GOGzCu7mKbPBN4W9uM00buo3gtm1zW6mXK+z13D\n", "6HM3vR51kzEwxep5cVPUZ6O1ORw+SvWpVG8MtgMPu77avV3v+hu/Anwj0/doMjrnbcAf02sMHqR6\n", "Pf+9zITdk+vpNZabqHSPj1JtazrGjJf1r84Y5KL40RsDVV2lqvc3nLYUWK2qa1R1J3ATcEnN+Y8y\n", "PdgZDwCpThFynqvzMNWX1mCa6YwJzRj4MHYzcBXwAXetHVQK5c9xDKbKk1QKzRh9Ks2gyr+osiLs\n", "T3m3qnxSlY9EfZ0T2lqhmvTedqtymerUS/piY3A5lVH1grk9tGn08d7YWnqNgZ/I8ks4TVgWMBPb\n", "gE9SCcYMb0yVrcA/Mm2048hlCfCasG/02anK91T5C5wxUGWHKp9W7X2thyqvUeXB6PzJUOdjqryd\n", "XsH8DnB+1Facx14O3ECvAJoiyBk2o493TDbSm7I0XvTCHCvQy4FrXB+MF1+GSxOpoqqI6pQDMOXl\n", "q/J91SllMzUWVR5U5S6cMVDl4dCWT0XtBk6kkhFvYK+kkmMfmfh5Ih/FP0RvZGDjNfp4A2xtrWcm\n", "tgN/BbyeXl7cTfV2hDWhPF4Eshj4HVe+U5X1qnyQXl5UVT6r2vPE+i5gUpWb6TWwr6OKhH1k+zAV\n", "L9o1Yln9BpV+9I6JRYHmoPlFDD1fl+wXfb+OoiWOY3owUCmmM2vOP4FK2ZsSR5VHRGYopdXR/5Op\n", "vKQDqDyHfwrlNwI/U2WzCIvoVXZbVfkbAKlIbky+Lij1FSJ8KJRNMa9qxZCujmeS1GqiXJrIkJrU\n", "tDd7ToRr/1+49gvCcStfx8y0wCrrLlU09n2q8S9jWrm/DniTKhtEeGE0hi3AW1XZJcJFwAqq94gL\n", "FfN9TZVPAJ8Q4eNRHUJffj/0Mcbjppxq6OYjgxximlrO2CucGYorKIbbo+N2D3arcl7o10qqKNF6\n", "/rvAEUyn8eKc7ktV2S3ChVT0uTIcW0KlfM4Avse093yv9UOE+fRGlltUuSn0Y6rfwGpVfgLcIsJp\n", "ocznt/2Ycm/fjY2qXTfHi1PzEqqVMhVhM3Ak0zQ1GVkUzpVQ/pgIC1XRMBaLNhR4FpX8H0ZlZK4K\n", "x66mMjjbgc/Rm5rbQsW324E/CtfaDtytyg+AD4hMRYrTA1a+HPoOUeSvWrUfylPzVz4yyOHJyIB6\n", "A7sL2CUyc74sOCQxL05FNqo8N/TrHKj+B7wDeLcqO0Q4N+rrz6n41Eei/UOD6Uv9qDynlYnfRdE5\n", "XwVOz9R/OfDhaP+VwAcy5+rMfT2tKkqdqwp6baL8M6k6oHNCHQGddMe+CfoHoItBD47K3xjqzAU9\n", "MXH9RaDfAj3ElX8DdDXoLVH5UtAdoGf6/oGeAToR6r4oKr8W9IOg94Cuj8oFdEn41dHnnYny/83Q\n", "5+CGtt4eritR+XvDsQNAFyfq/ALoEa58N+htoBeBLo3KXxHqLAV9NNHW00FvAF0YlZ8QfreA3u7G\n", "8k7QX0nQ+kWgB4Y2r4zKDwRdEO5nij5HNtDnukT531udmG5RnSNAj02UfxZ0IehBUfmV4dh80AsT\n", "dZ4BehPo4VH5h0D/GvRS0Iuj8iNA3w96UoI+lxkvgL7E0frZoF8A/bmrcwjo0xroc3Wi/H0ZWkuo\n", "cyDoYYm2vhKOzYnKrwrH5oE+L1Hnl0D/EHT/qPxroDcGnjgrKn8W6A+p5Psrrq0doM8BXQN6WlR+\n", "Fuj5oO8G/beofAL0vMC/ntYHRWN9c1Q+GWTqraCP1NBncrqMJO27/gZvoN4YPA/4YrR/DdDDGDYg\n", "qg8ahN/EMtBlGQY71zNKKF+AU9zRsSO7jUsnQOdljh2dKV8cFMfcmFlbXq9nPKH8kMxYBfTUTJ2X\n", "4xRxKH866NmZOs/OlM8FnUiU9xiB6NjCTPlhKZqGsRycqjMYb+pxmfJn4pyCUH4ikZFyx56fKT8e\n", "9IBE+UGgz8zU+Q2cgTC+Ap2fKJ8EXTRs+tTQrYc2oXxeDS+elalzSIbWc4mMlzv23gzPLQE9JlE+\n", "B/RpmbaSPLqnfzV66ajuuuK5l87Ulegw+ihV4/1DRL4K/KmqfiNxbA5VyPxrVJMmdwKXq+p9iXNV\n", "VVNPuhYUFBQUZDAs3TnI0tKXichDVN7/50XkC6F86nsGqrqLKs/3n1S505tThqCgoKCgYLQYODIY\n", "FkpkUFBQUNAdI48MCgoKCgr2HRRjUFBQUFBQjEFBQUFBQTEGBQUFBQUUY1BQUFBQQDEGBQUFBQUU\n", "Y1BQUFBQQDEGBQUFBQXsmY/brBGRb4vIPSJyZ7/XKygoKCiYPczqx20CFFimqktUdekA1xsbiMiy\n", "Ufdhb0GhxTQKLaZRaDF8zPbHbQzlNRPdsGzUHdiLsGzUHdiLsGzUHdiLsGzUHdjXsCfmDBT4kojc\n", "LSKvbTy7oKCgoGCPo/ZrPiKynOnvBMd4i6re1vIaL1DVdSKyEFguIqtU9Y6uHS0oKCgomD0M63sG\n", "V6nqN1uc+w5gi6pelzi2d7w+taCgoOAphmG8tXRY30BOdkRE5gGTqrpZRA4CzgPelTq3vL66oKCg\n", "YHSY1Y/bUKWY7hCRFcDXgc+p6u3pFgsKCgoKRoW95uM2BQUFBQWjw8ifQBaRC0RklYg8ICJXj7o/\n", "sw0ROV5Evhoe2PuOiLw+lB8uIstF5H4RuV1EDo3qXBPos0pEzhtd72cHIjIZHkq8LeyPJS1E5FAR\n", "+ZSI3Cci94rImWNMi2uCjKwUkRtEZP9xoYWIfExENojIyqis89hF5IxAvwdE5O8aL6yqI/sBk8Bq\n", "YDGwH7ACOGWUfdoDYz4aeE74Px/4HnAKcC3wplB+NfCe8P/UQJf9Ap1WAxOjHseQafInwL8Ct4b9\n", "saQF8Ang98L/OcCCcaRFGM+DwP5h/2bgVeNCC+BsYAmwMirrMnbL+NwJLA3//wO4oO66o44MlgKr\n", "VXWNqu4EbgIuGXGfZhWqul5VV4T/W4D7gOOAi6mUAWF7afh/CXCjqu5U1TVUN3ufeZJbRBYBvw58\n", "hOmFCGNHCxFZAJytqh8DUNVdqrqJMaQF8ASwE5gnInOAecAjjAkttFp6/5gr7jL2M0XkGOBgVbVX\n", "AP1zVCeJURuD44CHov21oWwsICKLqTyArwNHqeqGcGgDcFT4fywVXQz7Go3+FvgzYHdUNo60OBHY\n", "KCIfF5FvisiHwwq8saOFqj4KXAf8iMoIPK6qyxlDWkToOnZf/jANNBm1MRjb2WsRmQ98GniDqm6O\n", "j2kV19XRZp+gm4i8FPixqt5DZnnyuNCCKi10OvAhVT0d2Aq8OT5hXGghIs8A3kiV9jgWmC8ir4zP\n", "GRdapNBi7H1h1MbgYeD4aP94ZlqzfRIish+VIbheVW8JxRtE5Ohw/Bjgx6Hc02hRKNsX8HzgYhH5\n", "AXAj8GIRuZ7xpMVaYK2q3hX2P0VlHNaPIS2eC/yPqv5UVXcBnwHOYjxpYegiE2tD+SJXXkuTURuD\n", "u4GTRGSxiMwFXgHcOuI+zSpERICPAveq6vuiQ7dSTZIRtrdE5ZeJyFwRORE4iWpi6CkPVX2Lqh6v\n", "qicClwFfUdUrGE9arAceEpGTQ9E5wHeB2xgzWgCrgOeJyIFBXs4B7mU8aWHoJBOBn54IK9IEuCKq\n", "k8ZeMHN+IdWKmtXANaPuzx4Y769S5cdXAPeE3wXA4cCXgPuB24FDozpvCfRZBZw/6jHMEl1eyPRq\n", "orGkBfDLwF3At6i84QVjTIs3URnDlVQTpvuNCy2oouRHgJ9Tzam+up+xA2cE+q0G3t903fLQWUFB\n", "QUHByNNEBQUFBQV7AYoxKCgoKCgoxqCgoKCgoBiDgoKCggKKMSgoKCgooBiDgoKCggKKMSgoKCgo\n", "oBiDgoKCggLg/wGIE3Va9c1SwAAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import scipy.interpolate\n", "import conceptor.util as util\n", "import conceptor.reservoir as reservoir\n", "import conceptor.logic as logic\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "# Create conceptor network\n", "RNN = reservoir.Reservoir(2, 200)\n", "\n", "# Prepare testing data\n", "p1 = np.asarray(range(2000))\n", "p1 = np.sin(2 * np.pi * p1 / np.sqrt(75))\n", "p2 = np.asarray(range(2000))\n", "p2 = np.sin(2 * np.pi * p2 / np.sqrt(40))\n", "ps = np.vstack((p1[None], p2[None]))\n", "\n", "p=[]\n", "p.append(ps);\n", "\n", "\n", "# training\n", "RNN.train(p, 500);\n", "\n", "\n", "# compute the NRMSE between original and reconstructed signals\n", "def nrmse(output,\n", " target):\n", " \"\"\"\n", " Compute normalized root mean square error.\n", " \n", " @param output: output data in D x time dimension\n", " @param target: target data in D x time dimension\n", " \n", " @return NRMSE: normalized root mean square error. \n", " \"\"\"\n", " \n", " if output.ndim == 1 and target.ndim == 1:\n", " output = output[None].T\n", " target = target[None].T\n", " \n", " combined_var = 0.5 * (np.var(a = target, axis = 1, ddof = 1) + np.var(a = output, axis = 1, ddof = 1)) \n", " error_signal = (output-target)\n", " \n", " return np.mean(np.sqrt(np.mean(error_signal ** 2, 1) / combined_var))\n", "\n", "# test readout\n", "print(\"NRMSE readout: %f\" % (nrmse(RNN.W_out.dot(RNN.all_train_args), RNN.all_train_outs)))\n", "total_length = RNN.all_train_args.shape[1]\n", "W_targets = np.arctanh(RNN.all_train_args) - np.matlib.repmat(RNN.W_bias, 1, total_length)\n", "print(\"mean NEMSE W: %f\" % nrmse(RNN.W.dot(RNN.all_train_old_args), W_targets))\n", "\n", "y = RNN.W_out.dot(RNN.all_train_args)\n", "print(y.shape)\n", "print(RNN.all_train_outs.shape)\n", "\n", "f, axarr = plt.subplots(2, sharex = True, sharey = True)\n", "axarr[0].plot(range(1000), p[0][0, 500:1500])\n", "axarr[0].set_title('p1: Original')\n", "axarr[1].plot(range(1000), y[0, 0:1000])\n", "axarr[1].set_title('p1: Readout')\n", "\n", "\n", "f2, axarr2 = plt.subplots(2, sharex = True, sharey = True)\n", "axarr2[0].plot(range(1000), p[0][1, 500:1500])\n", "axarr2[0].set_title('p2: Original')\n", "axarr2[1].plot(range(1000), y[1, 0:1000])\n", "axarr2[1].set_title('p2: Readout')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAdcAAAEKCAYAAABAJB8wAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmYHFW9//H3JwlhJ+xLgCTKrqyKiHKBqMgFWQQVRZRF\n", "uXoVRUWvC7gkEXH7Ke5wERAQBBQRFK8giwRxAUTDvkuAEJIQSAiBAGH5/v44p5nqSndPT9IzNTP9\n", "eT1PPb3Udrr61PnWOXWqShGBmZmZdc6IqhNgZmY23Di4mpmZdZiDq5mZWYc5uJqZmXWYg6uZmVmH\n", "ObiamZl1WMeDq6RdJd3VgeX8QdKhbU47VdKRy7rOKkl6n6Q/DvA6D5Q0Q9JCSdsN5LpbkXSEpGuX\n", "Yf62885gJ+lkSV8aBOl4QNJbqk7HcNep8nOgljuYdHpfkXSmpOOXdv5RnUpITURcC2zZgeW8rS+T\n", "52HIiohfAL8Y4NV+BzgqIi4Z4PV2jKTJwCYR8XIw7WPeqYSkI4AjI2LXVtNFxEcHJkW9GvL7GKQD\n", "ceDsiDi96rQ00qnyU9JLwKYRcX8nlzuYFfcVSRNJ//PGy7JIliHPd7TmKqnjwXo4UFZ1OopyesYB\n", "d/TzepbIE5JG9uc6hwtJPm3TeUtdWHZiPx7gMnJQlTlD1NJvw4hoOQAPAF8AbgfmAT8Dls/jJgIP\n", "A58DZgFn5e9mlOb/DHAz8ARwfm3+PP7twE3AAuA+YM/8/VTSkT3AEcBfgR/lZdwJvLmwjKuBDxY+\n", "f5AUNOYBlwHjWvy+nYG/AfNzOnYvjJsKfBX4C/Ak8EdgrT7M+7Wc7kXAK4E9gbvzb/gJcE3pN15b\n", "mH9L4ArgceAu4KDCuLfl/+PJvP0/0+S3CfhS/g/m5P9nNWB54Cngpfx6b5P5X11Iw2zg2Pz98sD3\n", "gZl5+B4wukme+DkwCfg1cHb+nz8IjAFOBx7J0x8PjGiyLX4APJTnvRH4j/z9XsBzwGJgITCtQd5p\n", "uA3yuAl5GxwGPAjMBY5rkVfOBE4C/pDXdy2wfk7ffFK+3L4w/RdIefrJ/H8dkL/fCngGeCEvZ15h\n", "+Sfn5T8FvCV/d3we/3ngOmBk/vxR4Lbati+ldXXg98CjpP3gEmDDPuTtQ/M2eQw4DphOYZ8rrWtF\n", "4Lt5Gz+Rt8sKedz++bfPJ+2nWy5D2fCf+fve8k7DsgI4IW/zZ/J2/2H+/o3AP/L0NwBvaLUfd6CM\n", "HE3r/adYfo4FLsz/4/3A0YVxI/J/U8tj/wA2Av5Mz769EDiowXK3yr9tPikP7VfK5z8h5Z8nSXlu\n", "id9d2oeOIO2jjwMfAV4H3JKX/6PC9JsAfyLlq7nAOcCYwvjXANPyen8F/JKe/F/blp8m7cuPAEeU\n", "0n08sFL+j1/Mv/9JYAMK+1KTbb0D8K88/fnAeaXp9yXlx/k5P2zTMna2GlnIOLcAGwJrkHbG4o99\n", "HvgGsBywQoMET89/zvp5/juA/87jdiJl6LcUMtIWUQqY+Y97HvgkMBJ4d55v9QbTvh24F9iClPm+\n", "CPy1yW/bMP/Je+XPe+TPaxV2rHuBTfNvuxr4Rh/mfYCUiUcA65AKiQPy50+QgkLxN16b368MzAAO\n", "z9NuT8qIW+bxs4BdCgXNDk1+3wdz+ifkZV4I/Lww/iWa7zSr5vUcQyoMVgF2yuO+SjqoWDsPfwW+\n", "2iJPTM6/df88zQrARaRAsmLeNtcDH24SXN9HyjsjSDvWLHoKo0nF39QgPzTdBvQUDKeQDhi2BZ6l\n", "EABKyz0z/w875Omvyv/x+0lB/HjgT4Xp3wWsn9+/m1TYrZc/H178jYXlP0Eu3PM6zihsW5EOyCYB\n", "m5EK8u2apHVN4MC8rVchFVQXlYJGs7z9KlKh9B/5v/9u/k+bBdefkArMDfJ/tHOeb3N6DhJGAp/N\n", "6xy1jGVDb3mnrbKisJ3mk/LYCODgvF3XaLIfj+pAGdnb/jOjEDz/STo4HAW8Avg3PRWQz+b1bpY/\n", "bwus2WjfLi13OVJA/kJe7ptIAWXzQj58DNgxb8NzgPOa/PcT8rpOyv/5W0kHvBfl3zaWFAh3y9Nv\n", "QsoPy+Xx1wDfy+NGkw7ojs7rPTAvq1y2TM7j9waeJgdn6veV3SnEofL4Btuktu5avnknqcyqLW+H\n", "/DteR9oPDyPl3yUObPsSXKeTM27+vDdwXyFxzxVXQOPgekjh87eAk/P7U4DvNllvObjOLI2/Hnh/\n", "g2kvpX7nGZH/gI0brOPzLFkwXwYcVljucYVxHwUu7cO8kwvjDqMU5ElHeo2C63uAP5emPQX4Sn7/\n", "IPBhcg2sxX93FfCRwufNc4apHeW3Cq7vBf7ZZNx95IOK/HlPYHqLPDEZmFr4vB4piK1QWt+fytui\n", "yfrnkY8a87LPbpF3mm4DegqGsaV89Z4m6z0DOKXw+ePA7YXP2wDzW6R7Gj0HGEv8xrz8Mxt8Vzx6\n", "Hk+qHdwBfL63/bcw3/bkGnIbefsrwLmFcSvl/3SJ4Jq34yIaHMUDXwbOL3wWqeZRK2j7XDa0mXd6\n", "KyuOLIw7FLiuNP3fgMML008up6M0fV/LyN72n1qB/3rgwdK6jgV+lt/fTaHGWZquVXDdFZhVmv5c\n", "YFJ+fybw09LvubPJeibkdW1Q+O4x6lvafg18ssn8BwD/yu93Ax4ujb+W+uC6iFx+5e/m0HPQ//K+\n", "QikONdmXittktwb5pnjQczKFwJy/u4uclxsN7Z7TmVF4/xDpaKRmbkQs7mX+2YX3z5BqEJCaMP7d\n", "Zhpmlj4/SDpSLhsP/EDSfEnzSQURpKPKRtMeVJs2T78L6Ui6WdpX6cO8xe02llSwFJU/F9P1+tKy\n", "DyEVLJCOqt4GPJB7Su/cZDkbkLZTzUOkI9X1Gk9eZ2NSM1QjYxsst7c8Ufyt40lHrrMKv+9/SbWQ\n", "JUj6H0l3SHoiTzuGdNTbjna2QfE/XkRP/mzk0cL7Z0ufi/kDSYdJmlb4jVsDa/WS3hmtRkbEg6Ta\n", "1HhSjbEhSStJOiX38l1AqiGMKZ0zbJa36/JqRCyiZz8qW5tUG2u0H29A2t615QTp9xX3xb6WDe3k\n", "nd7Kiii8H1tMY2H6Yn5u+Z80mKa3/aG3/admPDC2VA4cC6ybx/el/Cway5K/qfibgxS0aurydRPl\n", "6RvOL2k9SedLejjny7Pp2SfGsuR/V07n4xHxUuHzojbS1o5G6y7+R+OBz5T+i41oHIOA9js0jSu9\n", "f6TwOVh6M0jNUu0oB8fxpXTUPEQ6ilyjMKwcEdc1mfbs0rSrRsS320hPO/MWt80jpD8DeLlD0UY0\n", "9hBwTYNlfwwgIm6MiANIBcrFpCa/Rh4hHVnWjCOdc5rTcOol0/DKPiy3VZ6I0nczSEfzaxV+35iI\n", "2Ka8Ikm7kpq/DoqI1SNiDVLzei1I9Jb/lmUbLDVJ44GfAh8jNdWtQTq31W66my13H1Kz61Wk3t7N\n", "fIZUS98pIsaQmslEex00HiEdXNXWuRLNDwoeIx1kNNqPHyHtp7XlKC+3XIg10qxsaCfvtCorytt9\n", "ZjGNhemLaWznv+pLGdnb/lMzg1SjLZYDq0XEvoXx7Zaf5fVvXDrQKv/mTqttg6+TzoVunfPlofTE\n", "oVks+d+No2+i9Fr0NKkVpqZYEWq07mK+eAg4ofRfrBIRv2yWkHaCq4CjJG0oaU3SOczz25ivt2VC\n", "6pTwAUlvljQir2OLJvOsK+kTkpaTdBCpw88fGkz3v8Bxkl4FIGlMnr6Rc4D9JO0paaSkFSRNlFTc\n", "yM0Ko77O+3/ANpLennsMfoz6P5fStJtLen/+vctJep2kLfP790kaExG1E/YvNlnOecAxkiZIWoWU\n", "sc8vHfk183tgA0mflLS8pFUl7VRY7pckrS1pbVIz4tktllW3DSNiFnA5cGJe7ghJm0jarcG8q5KC\n", "4WOSRkv6CqlTVs1sYEKLXpxLsw2aLasvPQdXJu3gjwEjJH2AVHOtmQNsJGm5Xpb/8nd5W58KHElq\n", "/txP0t5N1r8KqcawIO+3k1otu+RCYF9Ju0gaTTpH2LCsyNvxZ6T/coO8L7whz/crYJ+8fy9HCvjP\n", "kppdm2lZNrSZd1qVFXNI5/1q/kDa194raZSk9+Tpf9/GdiqO70sZ2e7+cwOwUNLnJK2Yt+3WknbM\n", "408Djpe0qZJt8/ob/c6i60k1vs/lbTSR1FmnluZO9zIuLm8VUpB7MpeVny2M+zvwoqSP5//i7aRz\n", "nH1ZT21dc4C1JBXLipuAt0laQ9L6wKdK636hkG/eUVr3qcBHJO2Ut/XKkvbJZUpD7QTXILXHX05q\n", "griX1HuuOL7RPK2WFwAR8Q/gA6Teck+QmruaHalcT+rEMZfUceSdETF/iYVHXEw6d3O+UrPDrcB/\n", "NkxIxMOkDlDHkZr3HiIVAMXMEKX3sTTzRsTjpF573yYVuFuRer4+12DZC0nnYQ4mHU3OInWIGJ2n\n", "fT8wPf++D5M6YzTyM9JO+2dSE+8iUmeBRr+tTkQ8ReqcsF9e/z2kcxSQ/v8bSZ0pbsnvW+WJcs0V\n", "0jno0fT06r6AnoON4vSX5eEeUseRZ6hvxrsgvz4u6cYGP2VptkGz7VL+HY1+V+0/vIPUEejvpAOA\n", "rUkdXWquIvUunS3p0cK8rbbdKcDFEXFZRMwjBdnTJK3RIK3fJ3X4eYwUzC5tltbyeiLidtLB37mk\n", "Ws48WjeN/g9pP/sHqfn4G6TzYveQ8uqPSPvtPqRzhC80WU67ZUOrvAOty4ofAO+SNE/S9/N23Je0\n", "7z6Wf8u++ftG26lZuvtSRva2/5C3wYs5bduT8u5cUmtILWCcSDqAuZzUmnMqqYkeUl+Es5SaMN9F\n", "/bZdTNqv987L/DFwaP6/oEW+bvH7WymOn0LqEbyA1IP9wlK63kHK17VOZr8n9ZFoNx21Zd1FOoi5\n", "P//X65PKgZtJ5chlpIOJ8rqPIOXhd+e0kcf/E/gQaVvNI/3Hh7X60conZptPIE0ndQD4U8sJ+5Ha\n", "vOC+zWVtTLo8ZF3Shv1pRPxwWZe7FOkYQSqwDomIawZ6/WbDUSfLij6ss2NlpKQ3A6dGRLNaZ1eR\n", "dD1wUkScVXVa+qobL1J/HjgmIl5NOnf1MUlbDcSKcxPy6pKWJ9V4IV2KYGYGqYWjWUfCYU/SbpLW\n", "z83Ch5O2x2VVp2tpDJU7KjVqpli6BUXMJvdQjIinJN1J6il2ZyeW34s3kJqPRtNzU4HnWs9iZn3Q\n", "sbJioEn6AakZ+PCq01KhLUhN3SuTmtjfFRH92vmwv/TaLDycSZpAukTh1fkco5mZ2TLrxmZhAHIv\n", "r9rFzQ6sZmbWMUOlWbij8mUBFwLn5N7FxXHdW5U3M1sGEeGHBWRd1yycr4c8i3Snj2MajA9nkM6R\n", "NDkiJledjuHC27OzvD07x2VnvW5sFt6FdO3dm5RuTTdN0l5VJ8rMzIaPrmsWjoi/0J0HFWZmNkAc\n", "ZKy/Ta06AcPM1KoTMMxMrToBNjx13TnX3vi8gZlZ37nsrNd1zcJmg5F7qdtQ4iDaOwdXs0HCBZYN\n", "BT4QbI/PuZqZmXWYg6uZmVmHObg2IHX8YcFmZtZFHFwbe2/VCTCzHpLGSVqY77BmNuj5UpySdLI+\n", "5gLbR/BI1emx7uDLGGyoaJZXnYfrueba2E+Br1adCLNuIWlk1Wkw6yQH18YuBbauOhFmg4GksZIu\n", "lPSopPslHZ2/nyzpV5LOkvSkpNskvba3+Qrz/lrS2ZIWAIdLeoWkP+dlXSHpJ5LOztNPkPSSpBH5\n", "8xhJp0t6RNLDko4vjNtU0jWSnpA0V9L5A7rBzHBwbWY68IqqE2FWtRywLgGmAWOBtwCfkrRnnmQ/\n", "4DxgDPA74MdtzgewP3BBRIwBzs3DdcCawGTSAzaanbc6E1gMbALsAOwJ/FcedzxwWUSsDmwI/HBp\n", "f7/Z0nJwbWw2sJrESlUnxAxAIjoxLMWqXwesHRFfi4gXImI6cBpwMCnwXRsRl0XqvHEOsF0b89X8\n", "LSJ+l9+vC+wIfCVP/1dSsG50bm89YG/gmIh4JiLmAt8vLHsxMEHShhGxOCL+thS/22yZ+A5NDUTw\n", "ksSDwATgjoqTY0ZEZZeHjQfGSppf+G4k8GfgQWBO4ftFwAq51tpqvpqHC+/HAvMi4tnCdzOAjZuk\n", "aTlgVqHz8Ajgofz+c6Ta6w15/d+NiDN6+6FmneTg2twDpKZhB1frZg8B0yNi8/IISZNazDej2XxZ\n", "UN/kOwtYU9KKEfFM/m4cjZuFZwDPAWtFxEtLLDhiDvDhnMZdgCslXRMR97dIr1lHuVm4OZ93NYMb\n", "gIWSPidpRUkjJW0tacdlnK+uJh4RDwI3ApMlLSfpDcC+NAiuETELuBw4UdKqkkZI2kTSbgCSDpK0\n", "UZ78ibyMJYKwWX9ycG1uOqlZ2Kxr5ZrhvsD2wP3AXNKlamNqk5RnyfO92GS+1QrTled9H/AG4HFS\n", "s+4vSedP65adHQaMJrUszQMuANbP43YErpO0EPgt8ImIeKD9X2227HwTiZLahdASBwEHR/DOqtNk\n", "w58vwF+SpF8Cd0TElKrTYj18E4n2uOba3AO4WdhswEjaMTfvjpC0N+lSnYurTpfZ0nCHpubcLGw2\n", "sNYHfgOsReq09JGIuLnaJJktHTcLlxSahQU8CWwUwYKq02XDm5vUbKhws3B73CzcRASBewybmdlS\n", "cHBtbTrwyqoTYWZmQ0vXBVdJP5M0R9KtbUx+C+lSAjMzs7Z1XXAFzgD2anPaG0nXzJmZmbWt64Jr\n", "RFwLzO91wuRGYMfcucnMzKwtXRdc26EpL98N/BHSbdM2ajG5mbVJ0q6S7hoqyx1MJJ0s6UsdXN6Z\n", "ko7v1PKsXldeiiNpAnBJRGzTYFyw+8sfg/EjYAIvMuKlp4Cn8/AM6cbhz+bX4vvid42GeaSg/Qjw\n", "SEyKp/vlR9qQ4ssY+kbSS8Cm3XozfkkTgbMjotFTg9pdxhnAjIj4Sh/ny5craiIwsTBqkvNwD99E\n", "ooGYGsq11xF8beEkRj23PF9Y81vASsDKwIrA8sAKvbzWhtUK79ciPV5rQ2CspmgxKdDOJj0ZZC6w\n", "EHgqD0/nz/NJNyGfn4cFMWnJJ4KYVUnSqIh4YaBWN0DrGc6WehtGxFRg6ssLav2UpK7jmuuS4+pq\n", "EBL7AkdH8J8dT0cK4GuQ7kyzQX5dlxTAVykMqwGr52nXyO9XpSfoFocnmnyeAdwdkwas4LM+GMw1\n", "V0kPAP8LHErKpxcDH42I53Lt5Rzgh8AxpKfVfAj4NnBQXsSvgM9HxOJyjUvSWOBHwK6kg8nvRcSP\n", "8rgRwBeAD5L2i7uBA4Fzgf8gPT828vi5peVuBZxMenj7TODYiLgkjzuTdNA6HtiNdPP/QxrVgnNZ\n", "cX9ex1dJ++YXgX8Cp5OeN3tORBydp98EOBXYNqftj8DHImJBHv+aPN8mwGV5mnsi4suFbXki8Hng\n", "ReC4iDizkO4ZwDdIDzcYXdgGW+TvZ0TEl/P05W29Q173psAf8nz3FabfF/ha3i53kO6QtcRVFb6J\n", "RHu6ruYq6Txgd2AtSTOAr/TyIOV/Aq+VUL6xRMfEpAhSM/E8+vjcWE3RSNKTSYoBd43S53GFzxOA\n", "jTRFs0i15NmkB13PLg1zgDkxqe6h1WaHAHuSCvNLgC8BX87j1iPlsXGkB6J/CdiJFNggPZnmS0Bd\n", "82MOnpcAFwHvIQWqKyXdHRGXA58BDgb2joh7JW0LLIqI3XKz8La1gJgDSW25y+XlngbsQQrcv5W0\n", "Y0Tckyd7D+mqgWnAWcAJwHtb/P6dSEFpd+D3pOD0ZlKAmybpgoioPQj+BNJD4ccAFwKTgWMkjc6/\n", "9TvASaR7J58PfKuwnvVIB9Nj8/b+taSLcnAOICJikaS9SEH95WZhSY2eNFQbN5p0UHQi8GPgAOA8\n", "4Jt5fC3w7kvqyHko8DtJW0TE4kbLtNa6LrhGRKsdqMH0zJIYTcrwg+Y2iDEpXqQnMLdFU7Qyaadd\n", "n7QTr5+HnUqf19UULSId8d8I3Ew6Yr4NuMfN0QNPU9SRA7uYtFQ1iwB+HBEzASSdQKpt1oLrS6Tz\n", "bc8Dz0s6BPh4RDyWp58CnEIpuAKvA9aOiK/lz9MlnUYKqJcD/wX8T0TcCxARt7SZ3p2BlSPim/nz\n", "1ZJ+TwqetSfs/CYibszp+wUp6LRyfA4yV+RH2Z1b+H3XAjsAf46IfwP/zvM8Jul7hd+9MzCyVjMH\n", "LpJ0Q2k9zwNfzY/6u1TSU6RaaW06lV7Lmn2/MzAqIn6QP18o6R+F8R8GTomI2nc/l3Rcnu/PWJ91\n", "XXBdSrNIQWfQBNelkTtP3ZuHpgrN1eNJBeA2pOaz7YG1NEVzSM1Sj5GazG4DbiU9Seg5YH6ulVuH\n", "LGVQ7KQZhfcPkQ7SauaWajdjgQdbTF8zHhgrqXhp3Eh6CvON6AlUfTG2lF5yemppCFILTc0zpNMv\n", "rZSnbzi/pPWAH5CarVclXZFROwAeSzpgLSqn8/EcWGsWtZG2djRad/E/Gg8cJunownfLkU4D2FJw\n", "cG3PbFJwvbvqhAyEUnP1tOI4TdEawDrA2nnYlPSA6w+RmvWWB57TFE0F7iLdQvJ+UkCf46A7ZI0r\n", "vX+k8Ln8nz5COg1xZ5Ppa2YA0yNi8ybrnEHKX306ZZLXtbHyScD83XhSfuwvtfV8nXSudOuIeELS\n", "AaRaPqSD9A1L840D7luK9TTaj54mdbqsWb/wvtG6xxfW/RBwQkR8vQ9psRYcXNtTC65dLyZFraPU\n", "Pc2m0RS9glTT3RR4K+n+zFsA0hTdSSp07yQVmncCD7mpeVATcFRuWn2G1KHn/BbTnwd8qdDs+BXg\n", "7AbT3QAslPQ5UgBaDGwFrJCbbE8Djpd0B6kGuw3wcETMI9UcNyEduJVdT6rxfU7SicAupHOJkwu/\n", "p5OKy1uF1ML1pKQNgc8Wxv0deFHSx0kdxPYhtQz9qQ/rqa1rDqnfyGoR8WT+7ibgM5K+RjrI/VRp\n", "3S9I+gSpo9d+ed1X5fGnkpqprwT+QQrSE4FrIuKpNtNnBQ6u7XFw7YOYFNNJNdaX5abmdUiFZ23Y\n", "K7+urim6m/qA+wDw75j0csFh1QlSD93LSc2LF5N6lRbHF32N1Eehdo70V6Xp00wRL+Yeqt8lBcnl\n", "SbXL2o0STszfXU5qJbmT1FsYUqA8S9KKpFaTubV05F7J+5E6DR0LPAwcWujM1KjjT6sWld5aW4rj\n", "pwA/JwXYe0m9fz9VSNc7SAcN3wAuJXWOWtxkWY3WU/uNd+XOmffnjmGvIh3A7EHad6YDZwKfLq37\n", "VNJ/8QdSZyvy+H9K+hCps9NmpIOoa4Frevnt1kRXXorTSqPu5BLHAqtFcGxFyRrWNEVjgC2pD7zj\n", "STWTh0m15LnAo6XX2cCtw6HWO5gvY5A0HTgyItqtYbVa1puBUyNik2VP2dAn6XrgpIg4q+q0tMuX\n", "4rTHNdf2zCY1a1o/iEmxgNSUd33xe03RKODVpGfqrkO61nEc8Nr8eQIwUlN0LulI/T7gJtd2B7Wt\n", "adyU2xUk7UY6WHwMeB9pe1xWaaKsXzi4tsfNwhXIN7y4OQ9LyE3NO5HOH+1Gah7cRlM0m3T+aVoe\n", "bgJmuTNVtST9gHTu8/Cq01KhLUjN5CuTziO/KyLmtJ7FhiI3C5c0aRbeATgjws92HezyzTU2I113\n", "uAPp8qEdSNdi3kY6ULqbdC7pfmDuYLhhhpvUbKhws3B7HFxLmgTXDYBpEa69DkW5hjuW1MS8HqnX\n", "6a6kS4fWJV2bezep5+RNpGa7e2JSLBywNLpgsiHCwbU9Dq4lTYLrKFLvuRUieLGalFl/yIF3DCng\n", "vol0DmwLUu13Duk88HWk22DOAGbGpHi+4+lwwWRDhINrexxcS5pnHOYA20Uwu4Jk2QDTFI0gBdid\n", "gdeTmpY3It1152rSZRa1a34fI924YFpMimeWan0umGyIcHBtj4NrSYvgejNweAQ3VZAsGyQ0ResC\n", "byE1Ka9Juk3kOvnz5sCVpPsx30o6xzsj3we69XLVmXsHmw0EB9feObiWtAiufwS+F+Fu89aYpmgd\n", "0o0xtiU1M29NCrxzSNfr3g/8i9TEPM2XDNlw4uBaz8G1pEVwPQu4OoIzBz5VNlRpikaTOlNtSKrZ\n", "vjYP29JzG8m783AP6e46D+aHLJgNGQ6u9RxcS1oE128B8yP4ZoPZzPokn9PdmNR5qjZsTroz1TjS\n", "vXFvJN3673LgNl+na4OZg2s9B9eSFsH1GGB8RN3NsM06LvdgXhd4I+mB2XuSejTfROqxvCAPj5Bu\n", "yH57O+d1zfqTg2s9B9eSFsH1vcB7IjiggmRZl9MUjQW2IzUxj8nDeFIAXpf0JJM5wMIGw1zSTfQf\n", "dO3X+ouDaz0H15IWwXVN0nmxXSP69bmQZn2SezDvCKxFulRotfxaG9YnneNdiRRkbyed351NegjC\n", "o6TH/rmDlS01B9d6Dq4lrTKIxGeBXVx7taEo92bejvR4ss1INd51ScF3HOlh27eS7uV8Kyn4Pk5q\n", "ip4zHJ4+ZP3HwbWeg2tJL8F1BVLt9ZAI/jqwKTPrP/k87wakS4i2I11GtC7pOaobk5qhHyY1PT/W\n", "ZJhbeL/ATdDdxcG1noNrSW8ZROITwM4RHDKAyTKrlKZoRXruxbx2i2Gd/LoSqdZbDLz/Av6Sv18I\n", "PAU84SA8PDi41nNwLWkjuK5JuhnAJhE8PnApMxs68vW9a9ETdNcj3UpyZ1IteBXSuWGRHr32FPAs\n", "6R7e95F6Rj8OPJmHhbX3MSkWD+RvsfY4uNZzcC1pJ4NI/AK4IYIfDFCyzIYlTdGawCtIzzddIb9u\n", "QeqAtTo9nbNqr2NITzF6mHQu+GHSzTgWkILvgmbDYHi04HDm4Fqv64KrpL2A7wMjgdMi4lul8e0E\n", "14nAj4FtI3AnD7MBks8Nr0pqot6YdOerWhAe08sAPQG4+FqrGS8svW/6XX88GWmoc3Ct11XBVdJI\n", "UoekPYCZpGsD3xsRdxamaSe4CrgWuCaCL/Zjks2sQzRFK5CC7Gr0BOPa66oNhvIlTcXPi0lN2M+Q\n", "mrNrTdq1oP0EPeeVn87DU3maxaTa93OkO3E9XR6GYtO3g2u9bguubwAmRcRe+fMXACLim4Vp2sog\n", "EuuQ7o5Z5wdgAAAV5ElEQVTzjQhO76ckm9kgk2vPK+ZhhdJrLVivTgrCK5POL9deVwRG52EFUsev\n", "lRsM0CDothieIQXrYuCuDbXA/yz1BwLFz88va8cyB9d6o6pOwADbkHSepuZh0rM6+yyCuRL7ANdK\n", "3B7BdZ1IoJkNbjkILcpDv8gdwhoF3WbDasDyDYYVCq/FA4Hy5xGaombBt/a+Vst+qsHrWf20KYas\n", "bguubR2ZSZpc+Dg1IqY2XFhwt8SRwAUSO0cwc9mTaGbdLjcLLyZ11up3mqJR1AfdciBekZ5adqqJ\n", "38jWPMDmjGQ0d7HRQKRzKOm24DqT1AmiZmNS7bVORExud4ERXCKxOfAPiSMiuHyZU2lmNoBiUrxA\n", "qoE+tbTLkPT5zqVo6Ou2c66jSB2a3kJ6osgNLEWHpsbL5k3AecD7IriqQ0k2MxsSfM613oiqEzCQ\n", "IuIF4OPAH4E7gF8WA+uyLZurgUOBs3JnJzMz61JdVXNtx7IefUl8E9gb+BFwXgRPdyxxZmaDlGuu\n", "9RxcSzoQXEcC+wNHkp40sl8ED3YqfWZmg5GDa72uahYeCBG8GMFFwH7Az4DrJb4usWnFSTMzswHi\n", "4NpPIogIvg+8lXTB+F8kxlacLDMzGwBuFi7pr6YNiUnALsBevh+xmQ03bhau55rrwDmBdPH1R6pO\n", "iJmZ9S/XXEv68+hLYmvgT8BWfhasmQ0nrrnWc3At6e8MIvEjYEQEH+uvdZiZDTQH13oOriUDEFzX\n", "BO4E9ojg1v5aj5nZQHJwredzrgMsgnnAFOAH+bmwZmY2zDi4VuOnwNrAgVUnxMzMOs/NwiUD1bSR\n", "b/T/M1Lnpmf7e31mZv3JzcL1XHOtSL7R/zTgU1WnxczMOss115KBPPqS2AS4Htg6gtkDsU4zs/7g\n", "mms911wrFMG/gVOB/3XnJjOz4cPBtXqTgLHAJ6tOiJmZdcaoqhPQ7SJYLPEe4DqJRyM4t+o0mZnZ\n", "snHNdRCIYDqwB3CCxLcklq86TWZmtvTcoamkypPyEusApwGbAKcAjwGXRPBUFekxM2uXOzTVc3At\n", "qTqD5I5N7wTeBEwAXgN8FTgtguerSpeZWStVl52DjYNryWDLIBKvAb4NbAycC8wEfhHBM5UmzMys\n", "YLCVnVVzcC0ZjBkk12b3AHYHdgJGA/tH8GSlCTMzywZj2VklB9eSwZ5BJEYAJ5GajS8GzorgjmpT\n", "ZWbdbrCXnQPNvYWHmAheAj4KfAhYDEyV2KfaVJmZWVFXBVdJB0m6XdKLkl5TdXqWVgQRwZ8j+DKw\n", "H/BTiUsk3uXLeMzMqtdVwRW4lfSYtz9XnZBOieB6YAvgAuAoYKbETyR28i0Vzcyq0VXBNSLuioh7\n", "qk5Hp0XwVAQ/j+DNwI7AbOA80l2f3iuxVrUpNDPrLl0VXLtBBA9EcDywOfAt4DBgusQ5EstVmzoz\n", "s+4w7O4tLOkKYP0Go46LiEvaXMbkwsepETG1A0kbUBG8CPwG+I3ECsCvgAskDvMlPGa2rCRNBCZW\n", "nIxBqysvxZF0NfCZiPhXg3HDsju5xGjgJ8A7gNOBr/q2imbWKcO17Fxa3dws3FWZIILFEXyIdDvF\n", "9YCbJT4ucYTEBhUnz8xsWOmqmqukA4EfAmsDC4BpEbF3aZquOPqS2BfYH1gN2JPUAeoK4C8RPFZl\n", "2sxs6OmWsrNdXRVc29GNGSTXXI8EdgHeCNwGfD2C/6s0YWY2ZHRj2dmKg2tJt2eQfBOKvYHvAn8D\n", "jopgYbWpMrPBrtvLzrJuPudqDUTwXAQXA9sCzwF/l9iy4mSZmQ0pDq7WUARPk+5ffBLwF4mrJF5f\n", "cbLMzIYENwuXuGljSbmp+GDSc2VPBn4H3B7Bc5UmzMwGDZed9VxztV7lpuKzSLdWHA+cCcyV+K3E\n", "mypNnJnZIOSaa4mPvtojsSbpUp5JwDTghAj+WW2qzKwqLjvrObiWOIP0Tb614lHAp4BFwGOkO0Cd\n", "GYEzl1mXcNlZz8G1xBlk6eSHAmwBbAicSLpW9jTSTSmeqTJtZtb/XHbWc3AtcQZZdhIrAZ8G9gK2\n", "An4OnB7BbZUmzMz6jcvOeg6uJc4gnSUxDvgI8H7SLSd/DPzctVmz4cVlZz0H1xJnkP4hMQLYHTgG\n", "eD3pkp6fRDC30oSZWUe47KznS3FsQETwUgRXR7A/KciOBe6ROEVi+4qTZ2bWUa65lvjoa+BIrEtq\n", "Mj4SeAL4A3AZ8LcInq8ybWbWNy476zm4ljiDDDyJkcDOpA5QewGbAVcDvwXOj+DZCpNnZm1w2VnP\n", "wbXEGaR6uUb7VuB9pIe7/x64Hbgjv870NbRmg4vLznoOriXOIIOLxFbAROBVwKvz64rArcCNwDci\n", "mFNZAs0McNlZ5uBa4gwy+EmsRXok3v7AO0g13L9F8FKlCTPrYi476zm4ljiDDC0S7yA9rWdd0nna\n", "c4Df+zpas4HlsrOeg2uJM8jQlGuz+5FqsTsCFwDfjOD+ShNm1iVcdtZzcC1xBhn6JMYC/w18DPgL\n", "6RKfSyOYUWnCzIYxl531HFxLnEGGD4nVgX2BvYH/JD2x5zbgKuCsCBZVmDyzYcVlZz0H1xJnkOEp\n", "X0u7NelBAgcDuwC3AA8CNwOXR3BndSk0G9pcdtZzcC1xBukO+YECWwCvBLYn9Tq+DjgP+FMEj1aY\n", "PLMhx2Vnva4KrpL+H6mZcDHwb+ADEbGgNI0zSBeSWJH05J59Sfc+fgC4GDg1gpkVJs1sSHDZWa/b\n", "gutbgasi4iVJ3wSIiC+UpnEG6XISo4CdSD2PDwH+Dvwa+BdwRwSLK0ye2aDksrNeVwXXIkkHAu+M\n", "iPeXvncGsZdJrEK6xGc/0o0r1gC+A1wJPBTBghazm3UNl531ujm4XgKcFxHnlr53BrGmJHYAPks6\n", "TzsOeJF0iuE2UhPytRUmz6wyLjvrjao6AZ0m6Qpg/QajjouIS/I0XwQWlwNrYRmTCx+nRsTUTqfT\n", "hqYIppGaipEQqSa7GfA64ByJacDZpN7HCytLqFk/kzSRdN9va6Draq6SjgA+BLwlIpZ4lJmPvmxp\n", "SawEHA4cALwB+CvpJhbTgJuAWX6ajw1XLjvrdVVwlbQX8F1g94h4rMk0ziC2zCRWA/YEXk9qQt4e\n", "WAD8FLgggukVJs+s41x21uu24HovMBqYl7/6e0QcVZrGGcQ6Ljch7wR8GNgHWES6U9SVwJURPF5h\n", "8syWmcvOel0VXNvhDGL9LQfaVwF7kB4KvxtwJ3A58Efg+giery6FZn3nsrOeg2uJM4gNNInlgTeS\n", "7n+8J7AlcBfpyT4/dscoGwpcdtZzcC1xBrGq5WtrtwOOItVuvwf8xEHWBjOXnfUcXEucQWwwkdgK\n", "+AqwF/B7Us/jJ4B7gFsieLLC5Jm9zGVnPQfXEmcQG4wk1gfeCWwKrEV66MDmpAcNfD+CeypMnpnL\n", "zhIH1xJnEBsqcsA9CvgI8E/gbtIza+/Nw33AQl9bawPBZWc9B9cSZxAbavLNK/YHNgDWI9VuN8uv\n", "o0lP+DkZOCOC+RUl04Y5l531HFxLnEFsOJEYDewAfJL0OL2/AhcC/wfMdq3WOsVlZz0H1xJnEBuu\n", "ci/ktwHvIvVCHkm6LeNU4GrgugiWuCWoWTtcdtZzcC1xBrFuIbEWsCPp5usTSR2kTiNd9vNQdSmz\n", "ochlZz0H1xJnEOtWEhOAT5Oe+nMvcCNwK/DbCOZUmDQbAlx21nNwLXEGsW4nsRywO7AN6VF6byPd\n", "MeofpIB7E/AgsMDnbK3GZWc9B9cSZxCzerk38o55eB3p7lEbAw8DPyHVbucCdzrYdi+XnfUcXEuc\n", "Qcx6lx8+sBvw36RAuxEwilS7fZLUSeo3voNU93DZWc/BtcQZxKzvcrDdEng1sAapKfmtpHO3dwJz\n", "gFMjuKOyRFq/ctlZz8G1xBnErDMkViQ1IW8GbAJ8HPgWqVZ7PzDPzcjDh8vOeg6uJc4gZv1DYnNg\n", "MqmGuwnwEnAR8GPgrggWVZc6W1YuO+s5uJY4g5j1v9yMvD5wJHAYMA54DpgFnAGc6AfGDy0uO+s5\n", "uJY4g5gNvBxsVwdeCZwAvIL0MIKH83ATcIPvIDV4ueys5+Ba4gxiVq0caN9ACrQbkmq1O5I6S00D\n", "LgV+GsFjlSXSluCys56Da4kziNnglO+NvDNwMOnZtpeSztneBdwfwdMVJq/rueys5+Ba4gxiNvhJ\n", "rEN6AME+pBruxsBfSA8g+CfwLz9eb2C57Kzn4FriDGI29EisBuwFvBF4DbA9qXPUVcCVwNUOtv3L\n", "ZWc9B9cSZxCzoU9iJLA16dF6ewC7kJqPr8zDXyN4rroUDj8uO+t1VXCVdDywPxDA48ARETGjNI0z\n", "iNkwI7E86XztHqQ7R20JXEG6g9R04Frgbt/UYum57KzXbcF11YhYmN8fDWwXEf9VmsYZxGyYk1gP\n", "2JPUE3lz0vNs5wJfBq6KYHF1qRuaXHbWG1V1AgZSLbBmq4C78pt1o/x82rNrn/PlP+8Evgb8RuIh\n", "YAGpk9R3InikkoTakNVVNVcASScAhwKLgJ0j4onSeB99mXWxfE/kVwBjgHcDRwA3A38nNSE/RHqe\n", "7UO+/KeHy856wy64SrqCdFu1suMi4pLCdF8AtoiID5TmD2BK4aupETG1P9JqZoOfxKqkDlGvA8bn\n", "YVwe5gF/AK4hPf1nWgQvVZTUASVpIqk5vWaSg2uPYRdc2yVpHPCHiNi69L2PvsysV7kpeVNgP2An\n", "YAfgWeDbwNQIZlaYvAHnsrNeVwVXSZtFxL35/dHAThFxaGkaZxAz67McbPchPUB+Z2A+cCFwG/Bv\n", "4Prh3BvZZWe9bguuvwa2AF4kZfaPRsSjpWmcQcxsmeRA+1rgANIdpHYgPWLv/0hB91/AX4bTOVuX\n", "nfW6Kri2wxnEzDotB9uJpBrtGvn1NaRbNV6Vh78P5fO1LjvrObiWOIOY2UCQWBnYFXgL6bztXcDh\n", "ESyoNGFLyWVnPQfXEmcQMxtoEqOB75HuIHcp8Lc83DtUztO67Kzn4FriDGJmVZHYjlSbfWN+fRo4\n", "BzgnggcqTFqvXHbWc3AtcQYxs8Egn6fdmXTTm3cDM4HbgT8Cv4lgYYvZB5zLznoOriXOIGY22ORm\n", "422BbYADgf8ATga+G8G8KtNW47KznoNriTOImQ12EhOAL5IC7UmkS3ymR/Boq/n6N00uO4scXEuc\n", "QcxsqJB4JfA50jW1mwJ3A6cBZ0Tw4sCmxWVnkYNriTOImQ1FEssBbwaOIz316wzSdbTXDUSPY5ed\n", "9RxcS5xBzGwoyx2h3kF6MPybgUdIAbdfg6zLznoOriXOIGY2XEiMAv4L+Ez+6irgBuDsCJ7v7Lpc\n", "dhY5uJY4g5jZcJNrs68hXT97ILAicEgE0zu3DpedRQ6uJc4gZjacSYwAPk3qbfw34OfAbyN4dtmW\n", "67KzyMG1xBnEzLpBvrfxgcBhpKf2HBrBZUu/PJedRQ6uJc4gZtZtJHYBfg2cCvwWuKmvl/K47Kw3\n", "ouoEmJlZtSL4K+l87Nqkexk/JPFtieWrTdnQ5ZpriY++zKzbSWwFnAjcF8HR7c3jsrPINVczM6sT\n", "wZ3Ae4F9JA6uOj1DkYOrmZktIYIngHcBJ0qcLrFm1WkaShxczcysoQj+BWwJvAD8UWKVipM0ZPic\n", "a4nPG5iZ1cs3oTgFGA+8rVFPYped9VxzNTOzlvI9iY8CVgMOqjg5Q4KDq5mZ9SqCF4DjgWNzTdZa\n", "cHA1M7N2XQoE8LaqEzLYdV1wlfQZSS9Jcs83M7M+yM3DJwAnSRyan7pjDXTVhpG0MfBW4MGq02Jm\n", "NhRFcIHEfOAbwObAlytO0qDUbTXXE4HPVZ0IM7OhLIIrgfcDH/ItEhvrmuAq6e3AwxFxS9VpMTMb\n", "6iK4G7gVeGfVaRmMhlWzsKQrgPUbjPoicCywZ3HyFsuZXPg4NSKmdiJ9ZmbDhaSJsOvjsMM3pR9u\n", "XnV6BpuuuImEpK2Bq4BF+auNgJnAThHxaGlaXwhtZtaG3KHpVuAtoJkuO3t0RXAtkzQdeG1EzGsw\n", "zsHVzKxNEiMjeNFlZ72uOeda0n1HFGZm/aCvD1XvFl1Zc23FR19mZn3nsrNet9ZczczM+o2Dq5mZ\n", "WYc5uJqZmXWYg6uZmVmHObiamZl1mIOrmZlZhzm4mpmZdZiDq5mZWYc5uJqZmXWYg6uZmVmHObia\n", "mZl1mIOrmZlZhzm4mpmZdZiDq5mZWYc5uJqZmXWYg6uZmVmHObiamZl1mIOrmZlZhzm4mpmZdZiD\n", "q5mZWYc5uJqZmXWYg6uZmVmHdVVwlTRZ0sOSpuVhr6rTZGZmw09XBVcggBMjYoc8XFZ1goY7SROr\n", "TsNw4u3ZWd6e1l+6LbgCqOoEdJmJVSdgmJlYdQKGmYlVJ8CGp24MrkdLulnS6ZJWrzoxZmY2/Ay7\n", "4CrpCkm3Nhj2B04GXgFsD8wCvltpYs3MbFhSRFSdhkpImgBcEhHblL7vzg1iZraMIsKn3bJRVSdg\n", "IEnaICJm5Y8HAreWp3HmMDOzZdVVwRX4lqTtSb2GpwP/XXF6zMxsGOraZmEzM7P+Muw6NC0LSXtJ\n", "ukvSvZI+X3V6hiJJD0i6Jd+k44b83Zq5o9k9ki53L+3GJP1M0hxJtxa+a7rtJB2b8+pdkvasJtWD\n", "V5PtWb6RzN6Fcd6eTUjaWNLVkm6XdJukT+TvnT+bcHDNJI0EfgzsBbwKeK+krapN1ZAUwMR8k46d\n", "8ndfAK6IiM2Bq/JnW9IZpPxX1HDbSXoV8B5SXt0LOEmS9+d6jbZn+UYyl4K3ZxueB46JiFcDOwMf\n", "y+Wj82cTXfVje7ETcF9EPBARzwPnA2+vOE1DVblT2P7AWfn9WcABA5ucoSEirgXml75utu3eDpwX\n", "Ec9HxAPAfaQ8bFmT7QmNbyTj7dlCRMyOiJvy+6eAO4ENcf5sysG1x4bAjMLnh/N31jcBXCnpRkkf\n", "yt+tFxFz8vs5wHrVJG1IarbtxpLyaI3za/sa3UjG27NN+TLGHYDrcf5sysG1h3t2dcYuEbEDsDep\n", "6WjX4shIPei8rZdCG9vO27V3fbmRjLdniaRVgAuBT0bEwuI45896Dq49ZgIbFz5vTP2Rl7Whdh1x\n", "RMwFLiI1Bc2RtD6ka42BR6tL4ZDTbNuV8+tG+TtrISIejQw4jZ6mSm/PXkhajhRYz46Ii/PXzp9N\n", "OLj2uBHYTNIESaNJJ+N/V3GahhRJK0laNb9fGdiTdKOO3wGH58kOBy5uvARroNm2+x1wsKTRkl4B\n", "bAbcUEH6hpQcAGqKN5Lx9mxBkoDTgTsi4vuFUc6fTXTbTSSaiogXJH0c+CMwEjg9Iu6sOFlDzXrA\n", "RWk/ZBTwi4i4XNKNwK8kHQk8ALy7uiQOXpLOA3YH1pY0A/gK8E0abLuIuEPSr4A7gBeAo8IXrddp\n", "sD0nARMb3UjG27NXuwDvB26RNC1/dyzOn035JhJmZmYd5mZhMzOzDnNwNTMz6zAHVzMzsw5zcDUz\n", "M+swB1czM7MOc3A1MzPrMAdXMzOzDnNwNTMz67D/D2ykOE7aGFRsAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# test conceptors\n", "\n", "alphas = [10, 10]\n", "RNN.compute_projectors(alphas)\n", "parameter_nl = 0.1\n", "c_test_length = 200\n", "state_nl = 0.5\n", "W_noisy = RNN.W + parameter_nl * np.abs(RNN.W).dot(np.random.rand(RNN.size_net, RNN.size_net) - 0.5)\n", "\n", "x_ctestpl = np.zeros((5, c_test_length, RNN.num_pattern))\n", "p_ctestpl = np.zeros((RNN.size_in, c_test_length, RNN.num_pattern))\n", "\n", "for p in range(RNN.num_pattern):\n", " C = RNN.Cs[0][p]\n", " x = 0.5 * np.random.rand(RNN.size_net, 1)\n", " \n", " for n in range(c_test_length):\n", " x = np.tanh(W_noisy.dot(x) + RNN.W_bias) + state_nl * (np.random.rand(RNN.size_net, 1) - 0.5)\n", " x = C.dot(x)\n", " x_ctestpl[:, n, p] = x[0:5, 0]\n", " p_ctestpl[:, n, p] = RNN.W_out.dot(x)[:, 0]\n", " \n", "signal_plot_length = 20\n", "for p in range(RNN.num_pattern):\n", " int_rate = 20\n", " this_driver = RNN.pattern_collectors[p][:, 0:signal_plot_length]\n", " this_out = p_ctestpl[0, :, p]\n", " this_driver_int_f = scipy.interpolate.interp1d(np.arange(0, signal_plot_length), this_driver, kind = \"cubic\")\n", " this_driver_int = this_driver_int_f(np.linspace(0, signal_plot_length - 1, int_rate * signal_plot_length))\n", " this_out_int_f = scipy.interpolate.interp1d(np.arange(0, c_test_length), this_out, kind=\"cubic\")\n", " this_out_int = this_out_int_f(np.linspace(0, c_test_length - 1, int_rate * c_test_length))\n", " \n", " \n", "plt.figure(2)\n", "plt.title('principle energies of correlation matrix and conceptor projection magnitude')\n", "line1, = plt.plot(np.log10(RNN.SR_collectors[0]))\n", "line2, = plt.plot(RNN.Cs[2][0])\n", "plt.legend([line1, (line1, line2)], [\"energies\", \"projection magnitude\"])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEACAYAAAC08h1NAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJztnXeYXGXZ/z/fbUk2PZQUSKGFBBAMSEnkhQDSXxAUpKpU\n", "UeqrYkHBZRUVFZWm/kBEUBBQKdJ7AqFKCwRIgAChJSQkpNfd7P374zkLk83uZnfn7DxzZu/PdZ1r\n", "Z+Y8c57v2TPzPc885b5lZjiO4zhdh7LYAhzHcZzC4sbvOI7TxXDjdxzH6WK48TuO43Qx3Pgdx3G6\n", "GG78juM4XYy8jV/S1ZJmS5rSSplLJb0h6UVJY/Kt03Ecx+k4abT4/wrs19JOSQcAm5vZFsA3gD+l\n", "UKfjOI7TQfI2fjObBMxvpcjBwLVJ2aeBfpIG5luv4ziO0zEK0ce/EfBezvP3gY0LUK/jOI7TDIUa\n", "3FWT5x4nwnEcJxIVBajjA2BozvONk9fWQJLfDBzHcTqAmTVtXLdKIYz/duB04EZJuwALzGx2cwXb\n", "Kz5LSDrfzM6PraMziHluEkOBsTnbtsAcYBowtcnfj8za/2uzo+cn0QfYEhgFjM75uwnwJvBkzjbN\n", "jIb21pEGpfzZhC5xfu3+TOdt/JJuAHYH1pf0HlADVAKY2RVmdrekAyRNB5YCx+dbp9M1kRCwFbA3\n", "MI5g9N341Dy/DzxnxtJoInMwYxHwTLJ9gkQlsA3hHPYAfgT0l3iacB4PA0+ZUV9YxU5XIW/jN7Oj\n", "2lDm9HzrcbomEtXAnsABySbgHuAO4BzgrY604mNiRh3wQrL9AUBiIOFGNg64DBgmcT9wN3CvGR9F\n", "kuuUIIXo6nECE2ML6EQmpnkwiQ2Bw4CDgF2BZwkGeCDwagSjn9jZFZgxG7gt2ZDYCNgfOBS4XGIq\n", "cBfwTzNeS7n6iSkfr9iYGFtAsaFiScQiyUq5j99pnaRlfzDwVeDzBJO7FXjAjIUxtcVGohvhBngw\n", "8BXC9OjrgBvNmBNTmxOfjninG78TDYlykPdjO04bac4jO+Kd3tXjFByJfsCJhNlegH2b0Hr9MKKs\n", "zCHRC/gicCywI3ANcLkZMyLKcjqJNKe8e3ROp2BIbCnxB+AtYHvgSAAzLnbTbz9mLDHjejP2Bz6X\n", "vPysxC0SuyezoBxnLdz4nU5FQhL7StwDPAp8DGxjxjFmPB1ZXslgxgwzzgZGAA8CVwAvSJwgURVV\n", "nFN0eB+/0ykkrc29gZ8CvYGLgBvMWLFmOb/unYFEGeH//11gJPAz4G/JVFIng7T0XenId8hb/E7q\n", "SOxBaN1fClwMfMaMvzY1fafzMKPBjPvM2Ac4BjgKmCbxdaltY3uSDpX0nqTFkrbrVMFOQXHjd1JD\n", "4n8kJgB/Bq4EtjbjxlihCLoSkhokbdrcPjMeN+MLwAmEQfVXJI4Os6pa5SLgVDPrbWYvpix5nUja\n", "S9I0SUslPSxpWCtl95A0QdICSW83s39Esn+ppKmS9mqy/2hJ70haIulWSf0745yKBTd+J28kRkjc\n", "Avw92UaZ8XczVkeW1tVo9ee+GY8QwqucBpwBPCMxTtJavwAkCRgGvNpsRc28J00krQ/cDPwY6E9Y\n", "xHdTK29ZAlwFfK+F/TcAzwEDkmP+O6kDSVsD/4/wy2ggsAz4Y/5nUcSYWVFsQUp8Hb6155pZD7Aa\n", "sHlg54H1KKXrTogqewsh6Ntc4LLk9TLgXGAGMJuQaKhPsm8E0AB8DXgH+Aj4Uc4xywixeaYDiwiG\n", "tnGybxTwADCPEFTu8Jz3XUMwp/uT900EhiX7Hk3qXAIsbnwfcDLwRnK8/wCDc47XAIf/FTaph4GL\n", "wQbl7OuWHKvxmG8kr88gxEN6CVgOlBMWlb1CSMY0ARiVc5wZwNlJ+cXAXwjGeg+wMDnXfi38778B\n", "PJbzvJpgyCPXcc2+ALzd5LWRwAqgZ85rjwCnJI9/AVyXs29TYGVu+WLYWvqudOQ7FP1k8hHvW6xr\n", "ZQL7ItjbYP8GG15q1z0xtReB3wI9EjMcl+w7ITHUEUBPQsv0b8m+RuO/InnPtonpbJns/15ihFsk\n", "zz9DaIX2JKzI/Trh5vBZwk1jdFLumsTwdwWqCGMnk3L0NgCb5jzfM3n/Z5PylwKPNCl/H5y5MSz6\n", "LdhcsO+AVbZyzBnA84TkSt0SQ10C7JX8v76X/F8qkvJvA08AGwBDCDfJ54Htkvc/BPykhf//JcAf\n", "mrz2EnBo8vho4MVm3tec8R8KvNrktUuBS5PH/wG+12T/ImBM7M9hW74rHfkO+QIup11IbELImzwM\n", "ONmMBzu1vtp0Fq1YTbtnDu0EDCYYQuMYxRPJ32OA35rZDABJ5wAvSzou5/21ZrYSeEnSiwSzew04\n", "CTjbzN4AMLMpyTGOIBjWtcn7J0u6BTicMDMK4E4zeywp/2NgoaSNzGyt/BaJxr+Y2eQcjfMlDTOz\n", "d5MyvzS75H3guxJXEsz2JIlvmvFoM8c0gll+kKP5TjN7KHl+EXAWIdBc4/svM7OPkv2TgNmWjBdI\n", "upVw02iOnrBWYLpFhBlimNk/gH+08N6m9IK1wn4sJlzfxrqa7v+krlLEjd9pE8n0zJOBnwO/AX5v\n", "BZga2AHDTouhwDs5pp/LYEI3TiPvEr5LubmkcxekLSOYD4RERG82c8zhwM6ScvNXVwB/Sx4bIW1p\n", "eGK2VNLHhJZ0c8Y/mNCNlFt+HqG13mj87326n9ck9gcOAW6UWuxPz02jOjjnWJiZJaHZN8opk5t7\n", "Y3mT5yv49P/SlCVAnyav9SUYdntZ17GWJM/TqCsT+OCus06SSJH3EPpddzfj14Uw/ci8BwyT1NzM\n", "l5mELp1GhgH1rGlqrR1382Zef5fQFdM/Z+ttZqcl+0VOJjtJvQhdRDNbqGcNjZJ6Auux5k1ijV9T\n", "SS/ArYTup8EgwWXbNjlu7ntmEm5YjXU0amzuRvRJsVb25fIK4VdSrv7NktfbyyvApsn/rJHtco7V\n", "tK7NCN1jr3egrkzgxu+0SLLq9lhC3PgngLFmzc/yKEGeBmYBF0qqltRd0rhk3w3At5Mpgr0Ig4M3\n", "tvDroClXAT+TtLkC20oaANwJjJR0rKTKZNtR0qic9x4g6fOSqggLsp7M6eaZTTDGRm4Ajpe0naRu\n", "icancrp5WsSMeWYcCWaw71USF7Sw+vefwIGS9pRUSVgstoJPu8Ty4VZgG0lfktSdkOBpspk1a8bJ\n", "/7I7IQmUJHVL/k8k75kM1CTX8UuERDg3J2+/HjhI0q7JDeZnwM1mVhQJfToDN36nWST6E74YPwT2\n", "M+OnXaCV/wmJiR9EaJ2/S2ipfyXZfTVh2uqjhLhDywjTIz95eyuH/h3BMO8n9Cv/GehuZkuAfQjx\n", "iz4g3HR+CZ8YrhH6tGsIs3TGEIKzNXI+cK2k+ZIOS/rdzyNcw5mEdI9HtlFjTplfHEBoDT8DlZVr\n", "7AyGeiwhccxHhHwJB5lZaxFXrcnjZnWY2Vzgy4SuxY8JsYg+0S/pGEkv57xld8J1uIvwq2M5cG/O\n", "/iOTY3ycHPPLZjYvqetV4JuEG8BswmD+qa2cQ+bxkA3OWkiMIRjG7cAPzFjZeXX5dW8Lkv4KvG9m\n", "5xW+bkQYlP4FcJoZ/yy0BsdDNjidiMQJhNboOWb8X2eavtMuot0ck77/PwP7AhdKXJzkDXYyihu/\n", "A4BEd4k/E+Zi727W6ipJp/C02C1SMAHG84Tuki2ACRJDYupxOo539ThIjCB07bwJnGhWuGlsft2z\n", "RxL588fAt4CjLISCcDoZ7+pxUkPic4RZGNcDRxTS9J1sYiHy58+A44B/Snw1siSnnfgCri6MxAGE\n", "ODMnm3FbbD1OtjDjfok9gbslNgYuNIvbHeW0DW/xd1EkTiYEzTrITd/pKGa8AowFjgD+1NZY/05c\n", "vI+/i5FMzaslBLna34w34urx614KSPQB/k2IanmkGSW7+CkW3sfvdIgk8cZVhGl542KbvlM6mLGI\n", "sIBrLmHGz4DIkpxWcOPvIiSm/1dC/JY9zZgTV5FT7LQ39WKysvsEwormB938ixc3/i5AjulvROjT\n", "95/hJUZrqRfzoN2pF5PB3e8RYu132PyTWEX/lvR2cm67N1PmV5LmJtuFTfallmpR0lckPZEca0Iz\n", "+69USBG5WtLXm9n/bUmzJC2U9JfGGELJvgFJ/UskzZB0VFv/R/ngxl/iNGP6yyJLcjqPDo2VKOXU\n", "i4n5f588zZ/wy+FYQojrNQYjJZ0CfJGQ6GZbQpC1U3KKpJlqcR4hxtKFLeyfTIjt83wzOvcFfkBI\n", "jDOckN2rNqfIHwiB7TZM9PxJ0lataEmH2Fll8ski49u6/qdWDvY3sIfAqmPrydp1p+RTL3Jqsv/N\n", "JuedYurFkybCyOW0M/ViEz3vAbs1ee0J4KSc58cTopVCJ6VaJMQrmtDK/knA15q89g/ggpznewCz\n", "ksc9k3o3z9l/LfDL9nxXWnq9tc1b/CVKMnvnKryl3yGSOPx3EtIHDif8H29Idh9HSJE4nmAavYDL\n", "mxzi8wQD2gv4iaQtk9e/S4gUub+Z9SEY1rIkHPADwHWEVIVHAn+UNDrnmEcTsnGtT2hlXg9gZrsl\n", "+7e10C3zL0l7EgzucD5NHHNjE41fBHYE1mhhmtlKM2uMXb+tmW2Rs/tIYH+gHyEM9D+AMxNNdwN3\n", "5PwaMLiqCu78C7z9Nugggun/kNDCLUve2xG2IqTGbOQlYOvk8dbAW7ZmWOUXm+z/5L1m9hbBgEcC\n", "SPqhpDs6qKstOgcmXUsjgXozm96Czk7Djb90uQAYDRycadOXLJWt/eSmXlyemOFaqRcTczkHOFJS\n", "7vepNnnPS4Qvc+Pg6EnAjy0n9aKZfQz8L0nqRTNrsJAysTH1YiN3mtljZraK0H0xVlJutqtcPkm9\n", "mJQ/Jyk/LKfML81sgYUUkW3hk9SLyXs+Sb1oZqsJYwI9CKkXG7kMtjgDRjwGexpUPG1mLybvv5UQ\n", "XrojNE2nuIhPs3m1lGqxcX+rqRbN7EIzO6iDutqik6SuXjnPc3V2espHN/4SROIUQuz47A/kmimV\n", "rf1ES73YuBFa+I3HXCv1IiG2fEuB0tbQmJRvTL3YyHtN39QGWk29mOxfI/WiGQacCZWr4Lhdkl+j\n", "0HrqxXXRNJ1i3+S15vY17o+RarE5nSR1pZlesl248ZcYEv9LSMqxv9layaqdttPlUi+2kQ6lXjSj\n", "Hh6eBL034NPk8fnwCvDZnOfbAS/n7OuMVIsd+X81p3O2mc1P6quQtHmT/bkJZjoFN/4SQmJHwgye\n", "Q8yYvq7yTqt02dSL7aCdqRdXrYa//wM4KgkZ0ipJ+sTuydPcxxCS0H9H0pCku+s7hAFwLOVUi5LK\n", "9Glax7JEV2XO/spkfxlQldTZ+Kvmb8CJkkYn/frnEb6jjb/CbgF+mnzGdiVkffv7uv43edPe0eDO\n", "2iji2R1Z2MA2BZsJdnBsLaVy3Qmt11sJM3o+Ai5OXlfyBX6XMOPnb0DfZN8IYDVQlnOcCcAJyePG\n", "kMZvEfp3nwaGJPtGEm4AjbOIHiQMrkIwiz8RZvUsJszqGZ5TxymEFvh84LCc16YTunhub6wn2bca\n", "2HQd579GGcJA955NyhxCaNUuSM5zdEvlCYb2E7AtwGbBIRcD97dS/wzCzKLVOX+H5ez/VXJu84AL\n", "m7x3eKJnGTC1Gd1HEbrCliTXuF/Ovh8Bd+c8Py6pP3e7Omf/xCY6G8iZhQR8m9D1t5Aws6kyZ1//\n", "pP4lyfke2d7vSkuvt7Z5rJ4SQKKa0Mq62oxLY+tpD37d24Yipl7sDCTGAbcRQof4r9M2kGasHo+k\n", "l3GSgbI/Elpdl0WWU7KoVlsRFuFsL2P99ZZR3aOeObN68UJ9OfcBU6ymU1tRJXVzNOMJiVrgZomx\n", "luWZZxnEW/wZR+IbhLnQO1sGZ/AU83VXrcoJM2u+vc1shpwziVnjZ9B34FI2bhD1DcIqGuj+2nrU\n", "PzWUBU9szEV/2YGLOuMGkLT43zOzn6R97FgkjZa/E7pIjjPzWP6tkWaL340/wySDuXcBu5qtc0ZC\n", "UVKs1121+jxw5V5vUXf9zdiGSxmo0Jd/D/AsjQOBUtWKcrZ/fghnbPYxh7/Vn8XPD+ao0/5r98fU\n", "nxUkegJPAZebcUVsPcWMG7+DxHqEWCTfMeOW2Ho6SrFd96SVf0HfFRz/2NW8vPUcRilMj70Gs/rW\n", "3vv7seo+YDk3HPg6X5wykCv3mMG3KJYvWBEjMRJ4HDjAjGdi6ylW3Pi7OMlP5DuAaWacHVtPPhTT\n", "dVet+gI37jaDAQ9dy6AK4z7gu5i1a0HNV7+kw89+gn9UreaJ0XPZa103DAckvkQIhLad2Vqrah3c\n", "+Ls8EicCpwG7mLEqtp58KJbrrloNAB488ylmX3wvnxOcitm/Onq8rU/TThffy6TNPuaZTRewB2Z1\n", "KcotSSSuACrMODG2lmLEjb8LIzECeIaQTGVKZDl5UwzXXbXqDzz0k4l8cP5EPic4GLO8uxyGfVuf\n", "v/o/TBg1l39vvMiOTkFqSSPRmxDX6Ewz7oytp9hI0/h95W6GkCgDrgYuKgXTLwZUqyrg5h9O4sPz\n", "J7KDYO80TB/g3d/b46ccxOnLKvny/B46K41jljJmLCZEK70iGcNyOgk3/mxxGiH64UWxhZQCqpWA\n", "Kw6dSvkvHuJzgn0xSyVOiqQ/STr3zUvsyq9+iTsrGriQNUMst/U4wxRSH7b7V5Gk8yV1/vL/FDHj\n", "EeAm1g5z7aSIG39GSGY+1ABfN2N1bD0lwslbzWHszTcxSnA0Zqn9ijKzb5nZBQD/vZWrB4uqBd25\n", "jVYyV7VwnHctBGvLN6BalvgxMEbiK7GFlCp5G7+k/RTyTb4h6QfN7B+vkGvyhWQ7N986uxrJLJ4/\n", "Az/L6nz9YkO12q5HHT9/9kpM8FPMHuy0yuaxdOlq5k9dn41WlfHNtA6bBHlr7ZdAJsfMzFhOyGB2\n", "qUSLuXCdjpOX8Schay8H9iNkmjlKzf+cfcTMxiTbBfnU2UU5khC323/+pkDSr3/dY1fzco96JtNC\n", "vlU1SWAu6RpJP0sej5f0vqTvSJotaaak45qWlVQN3EM9/XedRY/1Grjsm2tG3Gws30PSbxUSbi+Q\n", "NCmJAjki0VGWlJso6QJJjwNLgU0kbS3pAUnzJH0o6ZwWzmcXhaTh8yVNVjMJzIsFM/5LCF6WRghn\n", "pwn5tvh3AqZbyERUR0jt9sVmymWy5VEMSPQCfgOc7l08qXHu8c+zdMwshgHfaMciK2PN7pOBhBvy\n", "EOBE4A+S+uaWNbNlhIbRzIbz2PHy7Vh2cTnHN3PsiwjZqMYS4ux/j5a7ao4lZPLqRYga+iAh7eFg\n", "Qqz/h5q+IQldfCfwUzPrD5wN3KwkAXmRci5whMS2sYWUGvka/0asmZHnfdbMvgPhwztO0ouS7lYh\n", "MsiXFj8GJpjxeGwhMZCwNLZPjlerbdZbxrf+fAfDBSe0d3EWazZi6ghGutrM7iGE1t2ymbICsBp7\n", "/jef5wkTpxNi8CfnqDLCbJazzGyWhdSLT1lImdgUA64xs6kW4v//LzDTzH5vZqvMbImZ/beZ9x1L\n", "CDV8L4CFrq1ngQPaef4Fw4x5wE+Ay3OydjkpkG90zra0lJ4HhprZMkn7E0KxjmyuoKTzc55ONLOJ\n", "eerLNMmA7snAZ2JriYVZel/4ZBbPZfdcxxvlxrOYPZLnIefZmslXclMsNssrG/Kjf23FhKOncFZF\n", "GKyHkKi8O82nZGyO3MbWUEJs/3UxHDhcUm4u2Qrg4TbWGYs/A98gdHfesI6yXQJJ44Hx+RwjX+P/\n", "gJx0cMnj93MLWE6LyszukfRHSQMsJJimSdnz89RTMiQtnIuBC82YFVtPiXDYnm+x8edmUg3s24by\n", "y4DqnOeDaV+eWmvyF6uxZ3b6QK8f/ipnVEg/J7Tq5xIyV20OvNSO40JIBnNEG97zLvB3M/tG26QX\n", "B2asljgDuEniDrNP8up2WZIG8cTG55JqWizcAvl29TwLbJEMQFURPoC35xaQNLBx5oGknQirhdcy\n", "fWct9iak0stUYpViRbWqLG/gwltuwgRnt7GLZzJwjKRySfsBu7WnSj7t6pkNrCepD8AzG/HrKRsC\n", "8GWA5FfD1cDvJA1O6hubfKdaOnYjdwKDJZ2VDAb3Tr5nTbmOkG5wn+T43ZMB6qZds0VH0s05gTDu\n", "4aRAXsZvIfjU6cB9wKvATWY2VdIpkk5Jih0GTJE0mdCCPTKfOrsCSWv/Z8B5WY/FU0Qcd+ZTLO+7\n", "ktmESQht4SxCDtT5hLj8tzbZ31pX5ycDwWY2jdBN8Zakj/kTj188lrLFVZyZU/5sYAohHMc84Jd8\n", "avBN6/n0F4TZEkIj4SBCjuDX+bQbIFfD+4SJFz8ipHZ8l5AjNytreWqA031Fbzp4rJ4iROJ/Ccmx\n", "P2tGWxJ4Z5ZCXHfVqlu3el5fcCGV3es5ArNJnVlfW+jzI13+4W84obqeLTFrT/dRl0XiSmCuGT+K\n", "rSUGHqunhEla+z8Fakrd9AvISedMYnH3el4sBtMHWNyNa27eivoGOCa2lgxxAXCKxAaxhWQdN/7i\n", "45Dk721RVZQIqlVVz1X86JxJDCTMCy8WnrvhMyxaWsWxsYVkBTPeJXTTfT+2lqzjxl9EJNE3awmt\n", "/eLog8s+h50ziaVVDTyK2XOxxTRiNWaPDOdfFQ1shjQotp4M8QvgRAn/n+WBG39xcShhWp/HIk8B\n", "1UqVq/n2t5+kP2GwtKhYVsXtE0awHNg/tpasYMYHhNzHPsMnD9z4i4tvA7/21n5qjD3mJYb2qGcq\n", "Zs/GFtMMj/17K6qWVHJYbCEZ43fAcUniFqcDuPEXCRI7EBbAed9+Ssj4v58/xErBb2NraQ6rsbqH\n", "NuX+ygb2QKqMrScrJH39DwPHRZaSWXw6Z5Eg8TfgZTN+HVtLIZFUHB9Ax8kAnnO3hEgGqqYCm5nh\n", "q5pTQLU6+5GrOXW3d/kdZkUbzlq12uLq23j++Mn8BLPfx9aTFZJpz88SFjneHVtPTHwef3Y5BbjJ\n", "TT8dVCttuIQTxr7PBoRQBcXM9EnDaVhUxRdiC8kSyTjYJYTV1U47ceOPjEQ34JvAZbG1lBDbH/8C\n", "G5Y38B/MFsQW0xpWY/bsEJ6oaGAcHcir28W5CdhOot25jLs6bvzxORB4zYxXYgspFWR8/cynWV0W\n", "Ap8VPa9swP0rK6gCRsTWkiXMWAn8hZAEx2kHbvzxOZYwL9lJAdWqYqcPOHb9ZawkJ3RtMdNQxlMv\n", "DqIO2C62lgxyHXC0RHlsIVnCjT8iEgOAvYCbY2spIf7nm89QX9XAVayZJKWYefmZIVTXe4rBdmPG\n", "VGAmsEdsLVnCjT8uhwH3mbEwtpBSobyBQ780le60PfRydKzGFr+2PvMXdmeX2FoyynXAV2OLyBJu\n", "/HE5luKfdZIZVCvt9g5HVDQwE7PXY+tpD9MH8HKZdd0Um3lyI/BFiZ6xhWQFN/5ISIwARgP3RpZS\n", "SnzuqClUda/n+thC2svkQTzZaxWDkLrF1pI1zPgQeAo4OLaWrODGH4+jgH95hq30KG/g0MNfobwM\n", "/hVbS3tZ2J3Js3uykpBu02k/1+G5DdqMG388DmLtVH5OHuw+g8MqGviIkOowa0yf0Q8DhscWklHu\n", "BHaTqI4tJAu48UdAYn1ga+DR2FpKBdVq4L7TGda9PjuDuk14+/X16d7gxt8hzFgAPI/P7mkTbvxx\n", "2BeYkCxAcdJhr0OnsaIio3FbrMYWvteHuvk9fBVqHtxNWBDprAM3/jgcANk0qGJl83kcPHQhlcDT\n", "sbV0lDk9+XBFBaNi68gwdwEHJAHcnFZw4y8wyQrDfXHjTw3VSuNnsM+ySiZhVh9bT0eZ1Zt3yhvY\n", "JLaODPMqIPBfTevCjb/w7Ax8YMb7sYWUEFvuN51u/Vbw79hC8mFOT6ZXrWa92DqyShKx8y68u2ed\n", "uPEXnn3wufupUrGa3fZ5k/IyuC+2lnz4oDfv9KinV2wdGedewi9qpxXc+AvPOOCx2CJKid3e4YD6\n", "MhZi9l5sLfnwbl/erVxNJVJVbC0Z5nFgJw/a1jpu/AUk+TDuDDwZW0spMWYWY5dV8kRsHfnSUMac\n", "Rd2oA+/u6ShmzANmAdvE1lLMuPEXlq2A2WbMjS2kVFCt1t/pAwZsuJQ7YmtJgTkfV9OAG3++PAmM\n", "jS2imHHjLyxj8dZ+qpQ3sMseM1hd2VASi+HmfFRNGbB+bCEZx41/HbjxF5ZxuPGnyg4z2a9bPXXA\n", "m7G1pMDcj3tQCfSOLSTjPIEbf6u48ReWsZD9vuhiYtx77Da3msmYWWwtKbByeQUsqfSZPXnyKjAw\n", "CY3iNIMbf4GQ6ANsDJ5bN022nMtmZcYjsXWkgdWYraqgflE3+sXWkmXMWA08B+wQW0ux4sZfOEYR\n", "kqqvji2kVFCtNtxuNt2GLuKh2FrSYlUZq5ZWufGnwKv4Ct4WceMvHKOALIYLLlqqVzFmuw+h3Hgh\n", "tpa0qCunblU5fWLrKAGmgcc9agk3/sIxGpgaW0QpsfsM9lxaxRLMFsTWkhZ15aysL/M+/hSYirf4\n", "W8SNv3B4iz9ltvmIcXOreSO2jjRZLVbWlXkykRTwFn8ruPEXDm/xp8xmHzNyeUV2wzA3R3kDtrrM\n", "wwqnwEygu8SA2EKKETf+AiBRCYyA0mqdxkS10mYfs16/laUxo6eRMqMk5qXGJonU6a3+FnDjLwzD\n", "gA8941aqDBo1F206n2djC0kTAQ3e3k+L6Xjy+mZx4y8Mgwg/PZ2U2HoO266/DIB3I0tJlTLDGoQ3\n", "+tNhFuG75zTBjb8wDAI+jC2ilNj5fcZ92IuFmJXUuogygwZPHZgWHwKDY4soRtz4C4Mbf8oMW8iY\n", "j6v5ILaOtCkz1FDmLf6U+BBv8TeLG39hGET42emkxJDFbL6oitdi60ib6joqVpazIraOEsGNvwXc\n", "+AvDYLzFnyobLWLgskqmxNaRNt3rqVwtFsbWUSJ4H38LuPEXBu/qSZkNl9K7zHgxto606V5PVUMZ\n", "i2PrKBG8j78FKmIL6CIMAObFFlEqqFYVHyymsv8KJsfWkjbd6qlcVU7JhKCIzMdAH4kKM+pjiykm\n", "vMVfGLrNjSckAAAZwElEQVQDy2OLKBV2/ICh6y2HzeaT6eTqzVFdT0WDd/WkQrKIaynQM7aWYsON\n", "vzB0Bx+wS4ud32fM3GpWldpUToDudZSbvMWfIktw41+LvI1f0n6Spkl6Q9IPWihzabL/RUlj8q0z\n", "g/TAjT81Bi1hm7nVpdkPftE4Vrw00EN7pMhSPJXlWuRl/JLKgcuB/YCtgKMkjW5S5gBgczPbAvgG\n", "8Kd86swo3uJPkfWWsdm8HqU5ZvK9J/j1VnNKrwsrIiuBytgiio18W/w7AdPNbIaZ1QE3Al9sUuZg\n", "4FoAM3sa6CdpYJ71Zg03/hTpu5JBi7qVnvF/7VBVb/URPz1sKnWxtZQQ9fgklrXI1/g3gjVaJ+8n\n", "r62rzMZ51ps13PhTpLqO9ZZVMje2jrTZbD5bzO+BleLYRUTc+Jsh339IW5eWN4090uz7JJ2f83Si\n", "mU3sgKZipBxoiC2iVOi5in4f9Sy9qZy9VrH5vB7UrR9bSGnxCJTWeJCk8cD4fI6Rr/F/AAzNeT6U\n", "0KJvrczGyWtrYWbn56mnWFkBdAMPy5wGvVbRe2ll6UU7ra5j04XdfNpvmpjx3dga0iZpEE9sfC6p\n", "pr3HyLer51lgC0kjJFUBRwC3NylzO/C1ROAuwAIzm51nvVljBaG7x0mBPiupXla5VgMj8/SsY9jC\n", "7qXVOnWKk7yM38zqgdOB+4BXgZvMbKqkUySdkpS5G3hL0nTgCuDUPDVnETf+FOmzkm7zu/NObB1p\n", "03slw+f1KL2xi5hI/Ftik9g6io28Bz3M7B7gniavXdHk+en51pNx3PhTpN8KKl5bv/S6evqsZOjr\n", "65VWYpkiYEd8fG0tfOVuYXDjTwuprLoOPT6s9FrGfVew4fzuvBlbR4nRi7B618nBjb8wuPGnR48V\n", "FTCvuvQGQQcsp+9HPZkaW0eJ4cbfDD6/tTAsBvrEFlEi9FxaBZTaughJG1bS46WBpTdNNRYS1YSp\n", "46tiayk23PgLg2cCSonFVfRaGhbgl9TU2MVV9F8tyh7etPSyikVkEPBhEqXTycGNvzC48afEh73o\n", "X1eGWY2V1Jf5zf6MaRANVmOLYmspITwBUgt4H39hcONPiRUV9F1WWXotuPk92PWdfrjpp4sbfwu4\n", "8RcGN/6U6LaaylXlpWf8FQ2Mmdm7+RXtTocZRMi76zTBjb8wuPGnRHkDmNaK/ZR5+qxk5MzevB5b\n", "R4nhLf4WcOMvDG78KVG5GhpKzvZhvWUMebs/L8TWUWK48beAG39heA8YrhJsqRaackMlZ/xS5QbL\n", "6PP4UJ6ILaXEGM7aQSMd3PgLghkLCCngmuYqcNpJ5Wqs5IwfRr7Xh4Z3+/FKbCElxmjwBXHN4cZf\n", "OKYBo2KLyDpVq1Gp9fG/3Y/dJg+mAehqUWs7DYlewPpQesH80sCNv3BMJbRAnDzovYpVMqRalcwa\n", "lCVVfGF6f94vtbUJkdkSeMMMz2bWDG78hWMq3uLPm3JjRXUdDUDP2FrSotcqPvvGerwYW0eJMQrv\n", "5mkRN/7CMQ1v8afB8p6lZPxS2cAlDH16YybEllJijCZ855xmcOMvHN7Vkw7Le9RhlIrxw2bze8Ar\n", "G/qMnpTxgd1WcOMvHO8D3SSfz58nK6rrgBBuN/MsrWTnZzaiHHxGT8p8FpgSW0Sx4sZfIJIIgU8D\n", "Y2NryTjLu9cjSqTFP7eag14YxEdWYyWXXyAWEgOBAXhXT4u48ReWJ3Djz5elPeoQ0D+2kDToUceu\n", "Lwzm6dg6SoyxwNNmnnKxJdz4C8uTuPHny9KKBrTeMobEFpI3Uv/eq9hwwgjuii2lxBhL+K45LeDG\n", "X1j+C2wvURVbSGYxs6VVLBu+gBGxpaTAuOcGU7ekG4/FFlJijAUfLG8NN/4CYsYiYDph4MnpICsq\n", "WDJwKRvH1pEvc3uw38QRCO+LTg2JSmB78O6z1nDjLzxPAuNii8gydWXM77eCwbF15EuD2PvFQbxk\n", "NeZ90emxHfB20shyWsCNv/BMAL4QW0SWWV3G3L4r2DC2jryQ+vdZySYPbMa9saWUGHsDE2OLKHbc\n", "+AvP/cBuEj1iC8kq5Q3M7LMy48YPX3hyKCsXdue+2EJKjAPAB8vXhRt/gTFjPvAisHtsLVml3wpe\n", "3WAp66lWmf38LqrikNu3pIIw4O+kgMQAQlfPI7G1FDuZ/eJknLsILROnA/Sq441N57OarGY1k1Ru\n", "7P/ocB63GquPLaeE2Ad4xAxfDLcO3PjjcDdwoGfk6jDvbPExdcCmsYV0kK2XVFExeRC3xRZSYhxI\n", "+G4568CNPw5TgCpgZGwhGWXGxouoADaJLaQjNMD/3jGSsoYyHoitpVSQKAf2w42/TbjxRyCJ23M3\n", "cFBsLRnlw16rqOy/nC1jC+kIyyv56s1bsQR4I7aWEmInYLaZZ9xqC2788fgncFRsEZnErGFpJXO2\n", "nsMOsaW0G2lTg+EPb8JNnnErVY4mfKecNuDGH4+JwCCJrWILySJ15by8xTy2ja2jAxz2n1GsWFXB\n", "zbGFlArJat0jgOtja8kKbvyRSHKB/gM4JraWLNJ3BU9v/jEbqlaZWg+xvIKjr9uWcuDx2FpKiH0I\n", "+XXfjC0kK7jxx+U64BjJr0N7qWpg8o4zWQYZ+sUkjTDY/OFNuNlqzJOAp8exhO+S00bccOLyErAY\n", "+HxsIRnk5c/Mpgwy1d3ztVtHs2hVBbfEFlIqSPQhrInx/v124MYfkWR2z3XAV2NrySBvDlhO1QZL\n", "2Tm2kDYhldWVcfIlu9ADeDC2nBLiS8BEM+bFFpIl3Pjjcz1wmETv2EIyhVn90iqmjn0vMwHv9pjT\n", "k4pnh3Cd1diq2GJKiJOAv8UWkTXc+CNjxvvAw8DXY2vJGj1X8cAOMxmqWvWNrWVdNMAJl+xCpYlr\n", "YmspFSR2AIYB/4mtJWu48RcHlwBn+iBv+6hqYNLeb7EU2CW2llaR+q8u4+Brt+Mj4PnYckqIM4E/\n", "mOHxjtqJG01x8BiwhLDk3Gk7T4yZRXXlav4ntpB1cOKkYcye04urfdFWOkgMBA4G/hxbSxZx4y8C\n", "kkHeS4CzYmvJFGZz68qZs8v7RRzpVKpcLf7vh3uzIfD32HJKiG8C/zTj49hCsogbf/FwI7CdxOjY\n", "QrJEt3puHz+DrVSr9WJraYHDZvRj5TMbcavV2IexxZQCEt0Ixn9pbC1ZxY2/SDBjJXAl8H+xtWSJ\n", "qgb+c8TLLAX2j61lLSQ1wHd/sDd9CL/onHQ4EnjFjFdiC8kqbvzFxaWEqZ3DYwvJEI9u8TE9hi3g\n", "sNhCmmG3xd0YcusoplqN+aBuCkhUAOcCP4+tJcu48RcRZswF/h/hg+20BbOVdWU8vNdb7K1aVcaW\n", "8wmSDH5aswfLGsq4OLacEuKrwPtmTIgtJMu48RcfvwUOldgstpCs0LOOfx0zhZVQVIu59l5SxSZ/\n", "2JF6fJ55KiRROM8DfhJbS9Zx4y8yklkKlxM+4E7buHXXd+k+ZBEnxhYCNLb2f3HW/qysL6fGA7Kl\n", "xvHAdDMmxRaSdTps/JIGSHpA0uuS7pfUr4VyMyS9JOkFSf/tuNQuxe8JOXk9NWNbMFtUX8a9h07j\n", "QNWqGEJfHDq/O/2u3Y7lwL9iiykFkpk85+Kt/VTIp8X/Q+ABMxsJPJQ8bw4DxpvZGDPbKY/6ugxm\n", "LAQuBs6PLCUz9Kzjz2c9xYqyhsj5DaRuBr86+WBoKKPGaqwhqp7S4SRgihlPxRZSCuRj/AcD1yaP\n", "rwUOaaWs8qinq3IJsJvEuNhCMsJ9QxazbPd3+J5qFfPzdvYbA1h4y1Z8DNwWUUfJIDGA0NL/cWwt\n", "pUI+xj/QzGYnj2cDA1soZ8CDkp6VdHIe9XUpzFgC/AC4TKI8tp6ix6yhRx0XnfUU6wPjo2iQRjTA\n", "d/Y/lqHAGR6eITV+BvzbjMmxhZQKFa3tlPQAMKiZXWvcec3MwnhWs3zezGZJ2gB4QNI0M2t2cEbS\n", "+TlPJ5rZxNb0dQH+QViheCJhcZfTCmXwl33e5KdjZvEzYNeCVi6VAX/56xhefmsAb1mNPV3Q+ksU\n", "ie2Aw8BXtDciaTx5Nm5kHWyUSJpG6Lv/UNJgYIKZjVrHe2qAJWb222b2mZl5l1ATkg/+/cBoj0uy\n", "blZWqPbW0Xz3qMPY22rsyYJVLJ26sBunrv991q8vZ1ursTkFq7tEkRDwKHCdGVfE1lOsdMQ78+nq\n", "uZ1PY8h/nWb6MyVVS2GWhaSehKTIU/Kos8thxovAvwk/d5110G01vz94Gg27vMfFBevrl7Y2qN39\n", "eLrXl3Omm35qHA1UA1fFFlJq5GP8FwJ7S3od2DN5jqQhku5KygwCJkmaDDwN3Glm9+cjuItyHiGU\n", "w5jYQooeswUVDfz4d/exdXlDqxMO0kHqBfzrgt2Y/OIgnsenb6ZCkkv3V8DpZvg6iJTpcFdP2nhX\n", "T+tIHEcI4LaTGZ66rzWkioXdeO3sfeh91Q5sYjW2tJPqKQNufHkD1v/MaQwHdrAaW9ApdXUxJK4E\n", "ZIZPCFkHhe7qcQrLtcB7+IredWNW33clh110P723mc3lnVjTLxdVsdnnTmEb4Ag3/XSQOIDQLfzd\n", "2FpKFTf+jJAka/kG8A0JXwi3LsxeWC1+8+fbOXr9H+ig1I8vnV1XxmGbn8XAlRWcaTX2bOp1dEGS\n", "OftXAsebsSi2nlLFjT9DmDELOAO4VqJHbD3FzoAVnD98IU/97l7+2e08bZHagaXv14tTR55B/Uc9\n", "udxq7MbUju1cRpiz79E3OxHv488gEjcCH5j5T+F1IvWa1YuX79iSvv+3H1svu8Bm5nGsCuD3dWXs\n", "O/IMmNGf663GatMT27WROIwQZ3+MGcti68kKHfFON/4MIrEe8BJwrLeM2oDU770+THliKL0v3Zkd\n", "Hv+LvdmBYwwFrpnXg+rNz2Togh5cZjX2q/TFdk0khgDPA4d4PJ724YO7XQQz5gHHAdcnXxinNcwW\n", "DF3E6JHzmPHHu5haO15fX/ebEqRKpG8ZPHfLaFYMOpvNF/TgTDf99Eji7P8T+IObfmHwFn+GkTgX\n", "2A/Yw4y62HqKHkm3bckl497jtJc3ZGrflXxrh5nNhw9BWo+wgOiMOT1ZeMiRVD05lEXA8VZj0wsp\n", "u9SR+B2wJXCQGR7NtJ14V08XQ6KMsIL6DTO+HVtPVvjJntp8yCJuPPANxvSoY+nSKp4ZtIQp3Vaz\n", "AtjA4LMNYtSUDXn13L2ovmsk3Qkhsv/hSVXSReIrhMWfn/OQJB3Djb8LItEfeA74oRn/jK0nS/Q4\n", "V8N2fZfvj5rL/tV1DO9Rx/KPq1n9wiC6PzeEWcsreYwQKO8Bq7H62HpLDYnRhFg8+5rhyeg7iBt/\n", "FyUJ5XA/sJsZU2PrySKqVTmwIWHca6HV2JLIkkoaiV7Af4HfmvGX2HqyjBt/FyYJ6fBjYJwZH0WW\n", "4zgtIlEB3ALMMeOk2Hqyjs/q6cKYcQ1wE3CHRHVkOY7TLEmo5cuA7sCpkeV0WbzFX0IkX6prgb7A\n", "lzyqoVNsSPwQOJLQLekhGVLAW/xdnCSez0lAT+DS5EbgOEWBxLGEjHIHuOnHxY2/xEhCNn+ZkHrw\n", "e5HlOA4AEnsCvwUONKPjYTOcVGg1566TTcxYmIS2fUJins+acGKSRJO9ETjcjFdi63Hc+EsWMz6Q\n", "2Bt4SMLMuDq2JqfrkZj+ncAJZjwSW48TcOMvYcx4XWIvgvnj5u8Ukiamf2dsPc6nuPGXOG7+Tgzc\n", "9IsbN/4ugJu/U0jc9IsfN/4uQhPz72nGZbE1OaWHxB6EhYRu+kWMT+fsQpjxOvA/wKkSFyXRPR0n\n", "FSSOJpj+kW76xY2v3O2CJAmt/wPMBL5uxorIkpwMkywU/D5wGmGe/pTIkroUvnLXaRNJ3PO9Cdf/\n", "viS0s+O0G4ly4HJC0ppxbvrZwI2/i5K08o8gxPJ/XGJEXEVO1pDoCdxMyJ61mxnvR5bktBE3/i6M\n", "GQ1mfAf4f8BTEvvE1uRkA4mRwFPAfELsnYWRJTntwI3fwYxLCa3/v0qc54O+TmtIHAo8RujiOSGJ\n", "D+VkCB/cdT5BYghhVsYi4KueA9XJJUmg8nNCI+FwM56JLMnBB3edPEmiJu4JvAY8K7F9ZElOkSAx\n", "EHgA+CwhMbqbfoZx43fWwIy6pN//B4QZP2cnMzecLorEQcDzwCRCf/7cyJKcPPGuHqdFJDYB/kpY\n", "4X2cGdMjS3IKiERf4PfAeML1fzSuIqc5vKvHSRUz3iZ0/fwLeFLiVB/47RpIfAF4CVgJbOumX1p4\n", "i99pExJbEvL5LgZONOPdyJKcTiCZm/9r4GDgJDPuiyzJWQfe4nc6DTNeI6RzfBh4XuJ7ElWRZTkp\n", "ISGJLwGvAL2Bz7jply7e4nfajcQWwMXAZsCZZtwfWZKTBxKjgUuBwcAZZkyILMlpB97idwqCGW+Y\n", "cSBwNvAniVuTgWAnQ0j0kbgIeJQQP3+Mm37XwI3f6TBJ6N2tgWeBZyRqJfpEluWsA4kKiROAacAA\n", "YBszLjGjLrI0p0C48Tt5YcYKM34ObA9sAkyXOEeiV2RpThMkyiWOAV4FvgYcasYJZsyOLM0pMG78\n", "TiqY8a4ZXwN2A7YF3kwWf1VHltblkSiT+AowBTgV+CawhxlPx1XmxMIHd51OQWIb4HxgHGF64FVm\n", "LIkqqouRrLg+BKgBlgM/Ae43ozi+9E4qdMQ73fidTkXis8B5wO7ANcDlZsyIqanUkegHnAicDswG\n", "LgDucsMvTXxWj1N0mDHZjC8DOyYvPZfMAhqfpOxzUkJilMQfgLcJYy5HmrGLGXe66Tu5eIvfKSjJ\n", "oO/XgDMJ4QD+BPzTQ0B3DIluwIHAN4AxwJXAn5JIq04XwLt6nMyQxPzZBzgB2JewIvjvhC6JlTG1\n", "FTvJ/+7zwFeBLxNi6lwL3Jik1HS6EG78TiZJokB+GTgW2I6Qx/U64HEzVsfUViwk3WKjgWOSbQnh\n", "RnmDx03q2rjxO5lHYihwFHA0sBFwH3A3cJ8Z82JqKzQSPQghkQ9ItirgRsJN8SXvt3egwMYv6XDC\n", "dL1RwI5m9nwL5fYjxHUpB64ys1+1UM6N31mD5CawP6EPezzwMuEmcC/wohn18dSlT9Kq34zQBXYA\n", "YU3EZOAuwnm/7GbvNKXQxj8KaACuAL7bnPFLKiek8fsC8AHwDHCUmU1tpmxJG7+k8WY2MbaOzqAQ\n", "55YMYu5GuAnsAwwlfJ6eTLanOiszVGedX7K4bUdgbM62kjDecTdhzv38tOtdW0fpfjahS5xfu72z\n", "oqOVmdm0pNLWiu0ETDezGUnZG4EvAmsZfxdgPDAxsobOYjydfG7JgO8DyYZEf2AXglmeBfxDYhbh\n", "ZjCVEIdmKjDdjFV5Vj+ePM4vGYwdTvh1PDr5u33yeArhxnU9cLoZ7+WptSOMp3Q/m1D659duOmz8\n", "bWQjWOOD/D6wcyfX6XQBkpbwPcnWuEp1a2AHgrF+Pfk7TOIdwo3gTWBWsn2YbLOAjzvahZJ0z/QG\n", "BhHCGg/KeTycYO4jgXl8ejOaTJiF85zPwnFi0KrxS3qA8CFuyo/M7I42HN/7I52CkMz+eSnZPiHp\n", "ItqcYMCbEj7Pn2VNo+4lMR9Y0WRbHv6eupnE7kD3Zra+wGo+vZHkbvcAvwOmmbG4s87dcdpL3rN6\n", "JE2g5T7+XYDzzWy/5Pk5QENzA7yS/CbhOI7TAQrWx9+Elip9FthC0ghgJnAEYareWpTywK7jOE4x\n", "0eFYPZIOlfQeYYDtLklJX6uGSLoLwMzqCYGi7iPEAL+puRk9juM4TuEomgVcjuM4TmGIFp1T0uGS\n", "XpG0WtL2rZSbIeklSS9I+m8hNXaUdpzbfpKmSXpD0g8KqTEfJA2Q9ICk1yXdL6lfC+Uyde3acj0k\n", "XZrsf1HSmEJrzId1nZ+k8ZIWJtfrBUnnxtDZESRdLWm2pCmtlMnytWv1/Np97cwsykaYajcSmABs\n", "30q5t4EBsXR21rkRVjJPB0YAlYQpfqNja2/j+f0a+H7y+AfAhVm/dm25HoTVtHcnj3cGnoqtO+Xz\n", "Gw/cHltrB8/vfwjRSae0sD+z166N59euaxetxW9m08zs9TYWz9TAbxvP7ZPFbWZWR4jB8sXOV5cK\n", "BxPmoZP8PaSVslm5dm25Hp+ct5k9DfSTNLCwMjtMWz9vWblea2Bmk6DVVc5ZvnZtOT9ox7XLQiIW\n", "Ax6U9Kykk2OLSZHmFrdtFElLexloZo0JumcDLX2BsnTt2nI9miuzcSfrSou2nJ8B45KukLslbVUw\n", "dZ1Plq9dW2jXtevUlbspLAAD+LyZzZK0AfCApGnJ3S8qpb64rZXz+3HuEzOzVtZgFOW1a4G2Xo+m\n", "raqivo45tEXn88BQM1smaX/gNkKXZamQ1WvXFtp17TrV+M1s7xSOMSv5+5GkWwk/WaObRwrn9gEh\n", "0FgjQwmtkKKgtfNLBpkGmdmHkgYDc1o4RlFeuxZoy/VoWmbj5LUssM7zM7PFOY/vkfRHSQPMrBSy\n", "o2X52q2T9l67YunqabZvSlK1pN7J456EqIwtjtoXKetc3CapirC47fbCycqL2wmxcEj+3ta0QAav\n", "XVuux+2EtJGNq9IX5HR5FTvrPD9JA5VEXZS0E2G6dymYPmT72q2Tdl+7iKPUhxL63JaTxDVJXh8C\n", "3JU83pQw+2AyIRb7ObFH19M6t+T5/oSw1dOzcm6J7gHAg8DrwP1Av1K4ds1dD+AU4JScMpcn+1+k\n", "ldloxbit6/yA05JrNRl4AtgltuZ2nNsNhOgAq5Lv3gkldu1aPb/2XjtfwOU4jtPFKJauHsdxHKdA\n", "uPE7juN0Mdz4Hcdxuhhu/I7jOF0MN37HcZwuhhu/4zhOF8ON33Ecp4vhxu84jtPF+P9dkJpZz6hd\n", "YwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plot conceptors as 2d ellipses\n", "L = 100\n", "\n", "trace1 = RNN.all_train_args[[71, 80], 0:L]\n", "trace2 = RNN.all_train_args[[71, 80], 1000:1000 + L]\n", "\n", "R1 = trace1.dot(trace1.T) / L\n", "U1, S1, _ = np.linalg.svd(R1)\n", "R2 = trace2.dot(trace2.T) / L\n", "U2, S2, _ = np.linalg.svd(R2)\n", "\n", "cycle_data = np.vstack((np.cos(2 * np.pi * np.arange(0, 200) / 200), np.sin(2 * np.pi * np.arange(0, 200) / 200)))\n", "\n", "E1 = R1.dot(cycle_data)\n", "E2 = R2.dot(cycle_data)\n", "\n", "a = 1.6\n", "C1 = R1.dot(np.linalg.inv(R1 + a ** -2 * np.eye(2)))\n", "U1c, S1c, _ = np.linalg.svd(C1)\n", "C2 = R2.dot(np.linalg.inv(R2 + a ** -2 * np.eye(2)))\n", "U2c, S2c, _ = np.linalg.svd(C2)\n", "E1c = C1.dot(cycle_data)\n", "E2c = C2.dot(cycle_data);\n", "\n", "plt.figure(3)\n", "ucir, = plt.plot(cycle_data[0,:], cycle_data[1,:])\n", "elp1, = plt.plot(E1c[0, :], E1c[1, :])\n", "elp2, = plt.plot(E2c[0, :], E2c[1, :])\n", "plt.legend([elp1, (elp1, elp2), (elp1, ucir)], [\"conceptor from 0:100\", \"conceptor from 1000:1100\", \"unit circle\"])\n", "plt.axis('equal')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEKCAYAAAAVaT4rAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnWeUHNXRhp8XSQiQACFyMjkIMEKABcgYGjAyiCCwQGSR\n", "k8lgwGBgNCQD5gNEzjlnE20MpjHGmBxscjQ52ASTY30/qiVWq9ndCR1mZu9zzh7QTs+9pdVOdXXd\n", "qrdkZgQCgUCg9zBV0QYEAoFAIF+C4w8EAoFeRnD8gUAg0MsIjj8QCAR6GcHxBwKBQC8jOP5AIBDo\n", "ZQTHHwgEAr2M4PgDLYmkWNIHkqau8X3fS/pU0ieS3pd0uaQZa1xjYLLGbbVZXXGtVyV9ntjzgaRb\n", "JM3T6LqBQHcExx9oOSTNDwwH3gPWr2OJpc1semBBYCZgfI3vHwO8BkSSZq9jfyT1Tf7XgHUTe+YE\n", "3gVOqWfNQKBaguMPtCLjgDuBS4Ct613EzD4BbgaWqPGtWwPnAvcBW3Z8QdL6kp6S9KGkuyUt3uG1\n", "VyUdIOlJ4BNJfTrZ8xVwXR32BAI1ERx/oBUZB1wFXA38QtJsNb5fAJJmAjYA7q/6jdJ8wCrJ3lcn\n", "tkx8bVHgcmBPYBbgNuDmDtE9wKbA2sAgM/uukz3TAZvUYk8gUA/B8QdaCkkrA3MDN5nZC8DTwOY1\n", "LvOopA+B94F5gLNreO9WwINm9gZwPbCEpKHJa5sAt5jZXYlTPx6YFhiRvG7AyWb2ZhLdgzv9GxN7\n", "PgLWSN4XCGRGcPyBVmNr4I4kTQNwDbWne4aZ2UzANMCZwL2S+lf53nHJnpjZf4EY2CZ5bS4890/y\n", "ugGv4zeqibzeaT0DRif29Af2AO6p9+wgEKiG4PgDLYOkaYGxwOqS3pb0NrAfMFTS0rWuZ2bfAucB\n", "CwBLVrH/CGBh4JAO+68EbJ7k698E5utwvYB5k+9P2rYbe8zMbgC+A35a698nEKiW4PgDrcQGwLfA\n", "EGBo8jUEuJck1y5pG0mv9LDOxJx6H2Bb4HPg5eR74yXd3cX7tgbu6LT/Ung6Z20857+OpNUl9cNv\n", "Sl8Cf6/SHkkajVcaPdPDewKBuunb8yWBQNMwDjg/ya9PQtKpwARJB+IR9t96WOcJSQZ8DzwLbGhm\n", "HyWvVXy/pGmAjYGtzOy9Tq9dAowzs7GStsTLMecGHgPWS54suuNmSd/hTwOvJmsFxx/IDDU6iEXS\n", "+cA6wHtm9uMurjkZj4g+B7Yxs8ca2jQQ6AJJfwL2NLPn6nz/Y8DqZvZhupYFAs1DGo7/Z8CnwMWV\n", "HL+kUcDuZjZK0grABDNbsaFNA4FAIFA3Def4zexeoLvoaH3gouTaB4BBoWIhEAgEiiOPw925mbyE\n", "7Q28djoQCAQCBZBXVY86/TlMeA8EAoGCyKOq5028UmIi8zB5XTMASZVFIBAIBGrEzDoH192Sh+O/\n", "CdgduFLSisBHZvZupQtrNb6VkDTezMYXbUcWFPl3k5gXb6Ka+LU0rtr5LF4L3/G/75vV/rRZ799P\n", "YgZgMWBxvPZ/4n8XAF7CNXkmfj1rxve17pEG7fy7Cb3i71fz73TDjl/SFcCqwCySXgdKQD8AMzvL\n", "zG6TNErSi8BneMNMIFAzEsKVK9fE9W9WwmUOJjrPA4BHzPisMCM7YMb/gIeSr0lI9MMbv0YAqwEH\n", "AzNJPID/Pf4C/MOMnur/A4G6aNjxm9lmVVyze6P7BHonEtMBqwOjki8Bt+NyygcBL9cTxReJGd/g\n", "zV2PAacBSMyO38hG4A1gP5K4A1f4/KMZ7xdkbqANCZ27+REXbUCGxGkuJjEbsBGwHrAy8DDuANcB\n", "ni7A0cdZb2DGu8CNyRcSc+NNjxsCp0o8A9wKXG1GXc1p3RCnvF6zERdtQLPRcANXWkiyds7xB7on\n", "iezXx2WPf4o7uRuAP5vxcZG2FY1Ef/wGuD4uUvc6cClwpRnvdffeQPtTj+8Mjj9QGBJ98Bz3lsBo\n", "4AHcod1oxqdF2tasSPTFNfu3xJ+I7sN/Zn8w4/MibQsUQ3D8gZZAYhCwPV7t9SFwMR69vlOoYS2G\n", "xED8hrkl8BPgQuBUM14t0KxAztTjO4MscyA3JBaTOA2XQF4W2NSMZc04KTj92jHjUzMuM2NtYPnk\n", "2w9LXC+xalIFFQhMQYj4A5mSOJ+RwN64sz8bOMOMtwo1rE1JngLG4XN/vwROBi414+tCDQtkRkj1\n", "BJqGxOGvCRwOTI/Pkb3CjC8LNayXIDEV/vPfD1gUOAK4OCklDbQRwfEHmgKJ1XCHPyswHi9BLKQr\n", "NQASPwXKeMfw4cBloTmsfQiOP1AoEj/DHcu8uKO53IzvirUqMBGJVfHIf3b83+eq8O/T+gTHHygE\n", "ifmBE/Ac/uF4SiFElE1IkoJbA78B9Ad2N+txJnCgiQlVPYFckZhWogQ8gssPDDHj/OD0mxczzIw7\n", "cWmI/wOukbhIYo6CTQvkSHD8gZqRkMRo4Gngx8CyZhxhxhcFmxaokuQGcBmuGPou8C+JfRMBuUCb\n", "E1I9gZqQWAA4A/gRsGcSPQZaHInFgAn4v+suZvy1YJMCVRJy/IHMSHLDOwJHAb8HTgylgdmjOJ4D\n", "GAosCMyPV+bMB8wIDAQGJF/fAp92+HoLeB54IfnvQxZFH3S7l/8bb4Arhl4FHBye4pqf4PgDmZAo\n", "RZ4HzAKMM+Ppgk1qSxTHU+O59xG4BMPyuFN/DB/c8irwSvLfD/H5FhO/+uA3goF438Q8eP3+Ivgw\n", "mJ8ka9wN3An82aKo4o1bYmbc+S+D/3s/mPbfNZAewfEHUiWJALfAK3ZOBX4Xovx0URzPD6yVfK0G\n", "PAf8FR/e8jDwskVRwx9SxXE//EayGi5vvTBwGXCRRdETFd8jNsE7f88BDg/dv81JcPyB1JCYCY/y\n", "F8WjvkcLNqltUBzPDWwCbI73PPwJ+CMehecycEVxvAgu7bA1rp10qEXRvVNc59U+5+C5/03NeCYP\n", "+wLVExx/IBUkhgHX4fOSDzTjq4JNankUx9Phzn4rPIVyA3A5EFsUFdZEpTjum9h0GH4e8BuLoslu\n", "8smT3w7A0cBuZlydu6GBLgmOP9AwEtsBx+KNPVcVbU+rozheCNgV2Aafp3sBcJtFUVNpFiXnC9vi\n", "DXjnAodbFE12w5dYFrgWDwj2D2m/5iA4/kDdSEyDz3pdGRgTDnDrR3E8sTt2H2A47uzPsCh6pVDD\n", "qiCpIjoTWAjYyqLo8cleF4OBS/CqorFBZbV4guMP1EUiuXAdXvWxvRmfFGtRa5I4/FHAobhj/D1w\n", "hUXRlCWR0nTANMD3wCeYNY1mTvL32BI/1N/RoujGyV535c/f4k8ym5lxT/5WBiYSHH+gZiSWxx/d\n", "j8dr85vjF6KFUBxPhU/COgToBxwJXDcpdy8J1zFaC1gd75YdDHyBl2H2w2vt7weuBO7FrDA1U5U1\n", "NTCIEX9YgH4zXAecCJzQubpIYiQe/f/ajEsKMDVAcPyBGpEYBVwE7GjGjT1dH5gSxfGq+E2zD54f\n", "v8miyJ22NAivmtkVl0e5Ffgz8C/gjUnOXRoADAF+jlf69AV+A9xMDh9QlTUvsBGwKrAiMDPwMTAD\n", "08z5CsNOnYG+Ay+w1UcePMV7xZLAbXh66JgQOORPcPyBqpHYEXdUG5rxj6LtaTUUx4vjh+BDgYOA\n", "qzo4/AH4xLF98FLNM4D7qnLi/nSwNnAcnnrbBrMPU7e/rL7AGOBXwFLAjfhN6e/A61YyS64ZTv9Z\n", "D2XohIg+/Y+2kb88YkqTmQt3/v/AiwKCSF+OBMcf6JGkNK+MR5Zrm/FCwSa1FIrjmfEb5ljc8Z86\n", "qULHnfZYPDd+L3AIZi/Wt5Gmxs8I1gXWxuz5ho0HVFZ/YCd8MtdruD7PLVayLkt2VZYYsNBZLH3c\n", "lvQbtJuttvoFU5rLDHjFz1d4vf9nadgb6Jng+APdItEHn3m7FLCeGe8VbFLLkBx4jsOd/bVAyaLo\n", "vz9coDmB0/GGt+0xS+cpStoBKAERZi/VvUxZffAu7MPxVNPhVrKqpRhUVj+mm/95ljt7EFP1G2lR\n", "9NCUptIP//1aEljLjG61gQLpEBx/oEsSp38BMDewfojIqkdxPARP1wwEdrEoenjyCzQSuBivfz8C\n", "6zp6rs8A7QLsDyyH2Uc1v72sFfCb0lfAgVayKTp0q1xnf+bZeCQL/WohYJhF0cdTmorwJ5XVgZ8H\n", "5589wfEHKtLJ6a9nxucFm9QSKI7745U6u+DpsTMm67KVpurw+uaYxdkZowm4vMOYag98VdZMwO/w\n", "iqMDgEutVP8HXmUNB85i1bv/DswGjK2kI5Q4/+PwXobg/DOmHt/ZNytjAs1BcPr1oTheBo/iXwKG\n", "WhRN3qgkTYOXMs4JLI9Z1o1M+wP34dIJ5/R0scpaD6+0+QMwxEq1PylU4Gm8FHUl4FFg/WT9yTDD\n", "JA7Anf+dUnD+zUaI+NuY4PRrJ9GuORDYC/g1cMkUUa00GHd4bwJbp57a6dI4DQXuAJbA7L8VL/Eo\n", "/yS8A3s7K1lqzVUqS3jDWR9WvXt1knx+xQY1QuSfF2HmbmASyYfuXILTrxrF8WLA34AIWM6i6OIK\n", "Tn/O5Jp/4Omd/ATszJ4ArsHTTlOgslbCtfs/BYam6fQBkjTRt0A/i6I78ah//67NxfAU013An5PK\n", "n0ATECL+NkXiKDzSWiMc5PaM4ngcPnx8PJ7Ln7JzVpoL+AtwKWZH5mrgDzbMimv2L4nZ2wAqayrc\n", "Ae8L7GgluymTrcsaALwPDLCSmeJ4PvxGs7hFUZcVYkkQcho+FGadoOufLuFwNwCAxM54mmKEGbno\n", "u7cqiuMB+JCZFfHDyn9WvlBz4dOrLsLs6PwsrGjLycCXmB2gsmbDzyIGAptbyV7LbNuyFgBiK9l8\n", "k74Xx2cB71oUHda9yfQFrscnh20TOnzTI6R6Akisi0etawen3z2K4yWAB/Eih5904/QH412txTt9\n", "53hgh0X21Eg83fIIEGXp9BMWwJu+Otuyq+J4YHdvTLp5N8MPhw/PxrxAtQTH30ZI/AQ/zN3AjPo6\n", "RnsJiuMtgXvw9M44i6JPK1+o6YCbgdubxOmj8bz+wmDeXvk1rsYPcH9rJctDJmEpYLKbo0XRC0CM\n", "Vxt1S5JyXA/YLJEMCRREKOdsEyQWxCtNtjfjgaLtaVaSqp1j8dr21buM8gGkvsBV+GjCA3IxsAcS\n", "yYVTj12Z6U++nX9ecKPdkeP2P8Zz+p05GThTcTyhp/nAZrwnsTbwV4k3zbgtC0MD3RMi/jZAYjo8\n", "f3qMGZkc7LUDiuOZcIXMpYHh3Tp953igP7BdkTLJE1FZs+OHyzMP/Jplp/+aHyPNlqMJP4WKgn73\n", "AQNwwboeSfShxgAXSiycnnmBagmOv8VJKiZOB57CJ2gFKpDILjyINyGtbVHUfU25tD2ukrkJZoWP\n", "GFRZywMP4XX8G510u/0Hvwn8Iqf9Z8NLg5/o/FpSAXU5rgVUFWb8HS9LvS4JXAI5Ehx/67MjsDyw\n", "U6iUqIzieG08n3+URdE+FkXd58OllfHB4utnIYlcKyprNC57vLeVrGylSU8ftwLr5GTGKsB9Vupy\n", "UthlwGbJUJpqOR0/MzgjCWACOREcfwuTHOYeCfwy1OpXRnG8AxMPvKPowp7foDmBq4FxmD2XrXU9\n", "o7J2xx3kKCvZ9Z1evh0YmWgGZc0ofLZARSyKngI+w9NoVZEEKjvj08l2atTAQPWEw90WRWJmvItz\n", "FzNS0WpvJxIZ5fH47NhVLIp6/hn5Ye4VwFmYdenk8iBpyjoWr4JZ2Uo25aB2s7eQPsRLJJ/O0JY+\n", "+JNFT01rd+FNg4/3cN0kzPhMYgxwn8SjZkwh9xxInxDxtyDJY/FFwLVmdI4Cez2K437A+XiOfqWq\n", "nL4zHviGnh1cpqisafAb0IrAiIpO/wfuB0ZkbNJw4D0r2cs9XHcXPj6yJpLAZWfgGokZ67AvUCPB\n", "8bcm2wFzAVPMQO3tJI1EtwCzAKt1JyUw+Rs1EtgG2ALrMo+dOSprMH6AK2BNK1lPwmb342qZWbIJ\n", "cEMV18XATxXHU9e6QRLA/AmfXhbImOD4WwyJ+YFjgK2D5snkKI4H4U7zDWBDi6Lqzj2kmfEnhK0x\n", "K2wqmcqaCx/Z+DCwqZXsyyre9giwTIY29cU7bi/p6dpkItlreL1/PfwaWC3pPg9kSHD8LYTEVLiD\n", "Ot6MnmrQexWK41lxLZ2HgB17rNyZ9EYJ162/GrO7srOwBzNcB+de4BIr2b4dKnd6wjXyszvgHQm8\n", "bCWrdjbzE9Tp+M34BNgWOCs5wwpkRHD8rcVuwLR4Y1EgQXE8N16ueSuwd0Vlza7ZCj8cLSxtprKW\n", "AP4K/J+V7Jia3mz2P+ADYP70LQN8zvDFNVz/JDVU9nTGjHvwbulT610j0DPB8bcIEoviQ7e3NqOw\n", "HHSzoTieH3eaF1sUHdKTZMDkb9bcuFbPllhVaZXUSRqz/gIcZCU7vc5lngaWSM8qR2XNiB+QX13D\n", "256k/lTPRH4LDJMY2+A6gS5o2PFLWkvSs5JekHRghdcjSR9Leiz5OqTRPXsbSRXPOcARoXTzBxKn\n", "HwMnWRTVFil7iud04LRkwEnuqKxV8casna1klzaw1CvAfD1eVTubAHdZqfK0ry74Jy7mVjdmfIE/\n", "aZwsMVMjawUq05Djl9QHfyRbC484NpM0pMKl95jZsOSr0FK5FmVTYAbC4+8kFMfz4pHy8RZF9UhV\n", "bAwsjA8jzx2VtTbeh7GZlWyKubU18ho+iD01kjGLe+A3x1p4G5i5nsqejpjxIF5JFCScM6DRiH84\n", "8KKZvWquZ3IlrnrYmdCOXScSA4HfA7uHFI+jOJ44CesUi6Lab4ZexTMB2D7X0YkTty9rHbwPY30r\n", "pXKg/DrwoxTW6UgE9MFr86vGoug74F18CH2jHAJsItV/ZhCoTKOOf278l24ibyTf64gBIyQ9Iek2\n", "SannItuc3wJ3m3Ff0YY0A4rjiQqV51kUnVjnMsfhVTyVlCYzRWWth1dmrWul1PZ/HZgnpbUmsgdw\n", "SjJnt1beZEo/UDNm/Bc4DDg1aPmkS6OSDdX8UjwKzGtmn0taG7gRWLTShZLGd/hjbGZxg/a1NMmB\n", "7o40fljWFiiOZ8Ej0MtrzulPWkQr4anJSinJTFFZ6+NnNetaydKUJvgPpFf+qLLmA1bF8+z1kIrj\n", "TzgH1/HZFO9m7vVIivAnsrpp1PG/yeS5xXnxqH8SZvZJh/+/XdLpkgabTdmRaGbjG7SnbUginJNw\n", "jf23i7anaJKO3Nvwrtwj6ltEffCc9f5JGWRuqKwNgLOAdaxkD6e8/AfA4BTX+xVwkZWs8lSynnkP\n", "SGVOgBnfSewBXCVxsxn12tQ2JAFxPPHPkkq1rtFoqudhYBFJ80uaGq8CmGwQiKTZ5RUUSBqOD3jv\n", "qQ09AGsCC+HTjXo1yUHhdXip4EE1lWxOzi7Ax+QcOaqsDXGnv3YGTh98gPngpFKpIVTW9LgkyGkN\n", "LPMZ3m+SCkma825g/7TW7O00FPGb2beSdsc1NvoA55nZM5J2Tl4/C9gI2FXSt8Dn+CNboBuSaP8I\n", "4NDeLsuQ6LtfCHwJ7FK305dmwUXYIqyuvHV925b1S/wpYy0rWaWxhY1j9gXSd8B00LA89y54CedL\n", "DazxeWJLmpSAhyROTnL/gQZoWJbZzG7HdcE7fu+sDv9/Go1FD72RdfCI6dqiDSmSRFr5BDyFOLJq\n", "GYbKHAZchdlTqRhXBSprFHAGWTr9H5jobOt2/Ikq6L40PtXrc2BQg2tMhhkvS1wH7EcQJ2yYoMff\n", "ZCTR/uFAyYzC57wWzAG4vvsqFkVf1L2KtBiwOTke6Kqs1fEnlfVycPrgT0TTNLjGdsDDVrInG1zn\n", "c1w9Nm2OBB6TONGM9zNYv9cQJBuajw2S/95YqBUFozjeGNgdWMuiqNHxh8cBx2KWi7NQWSPwnpaN\n", "rWQP5LEn8BU+GL4uVFY//EZ7VAq2fEcGQaUZr+E/1wPSXru3ERx/E5Gob5bxaL/Xzs9VHA/H8+Lr\n", "WxS92dhiivBy2FwG0aus5fCb9lZWsnvy2DOhIcePPxG9nFJvwdSJPVlwNLC9xBwZrd8rCI6/udgQ\n", "f2S/pWhDikJx/CO8VX97i6LGUiRe5XIUcFgeImwqaylcIXRHK+U+uvEb6oyyk9GKB5FOtA/u+DMp\n", "SjDjTVwtNFT4NEBw/M3FPsBxvTXaVxxPD9wMnGBRdFNP11fBWvghY+blmyprUby6bZ8UtHfqoQ/U\n", "fSa0BfA+3hGdBpk5/oQTgG0kps9wj7YmOP4mQWI5vHqlV+b2Fcd9gMuBB0hj/J5H+0cApaxHKaqs\n", "efDJX4dZyYrqLp0KatdyUllT4+nFg+uUZ6hEpo4/yfX/BR+VGaiD4Pibh72A08xopGSxlRkPTA/s\n", "1kCDVkdG41FwpsPoVdbMuNM/1Up2XpZ79cBU1Bfx7wg8ayW7N0VbBuKVPVkyAdgjORcL1Ej4oTUB\n", "yUHVesC5RdtSBIrjDYCtgbEWRd80vqCmImmAw6oeYVj7NmUNwM9jbrGSFT0VreZUT2L/b5OvNJkF\n", "Mi+3vA/4BE/nBWokOP7mYGfgKjN6nZSF4ngx4GxgI4uitAadj8UbmW5Nab0pSMofrwWeBaYYQFQA\n", "0wK19jrsDvzNSvZoyrbMggvHZUZyDjYBf1IO1Eho4CoYif54m/zPi7Ylb5LD3BuAgy2KHkxnUfXB\n", "00Z7ZCXNoLKmAi4AvsUreJrhML6mrl2VNQj4NfCzDGyZlewjfvDZvMdJDDHjmRz2axtCxF886wDP\n", "mZGblEAzkMgxXAj8zaIozRTXaOAj4M4U15xEMpnq//BRh5tYyZrlTGYAteXV9wButpI9m4EtmUf8\n", "AGZ8BZwHbJ/1Xu1GiPiLZ0u8Lrm3sRdexbR5ait6Jc+BeJduVlH4gbiMxKpWsqwPMKtD6ot/lmtp\n", "mjqBFBU0J5niN/TZcGnmPLgUuEviwDChrnpCxF8gEoNxJ3Jd0bbkieJ4eVxoa1OLojQ7PFfF6/Yz\n", "qaNXWVvj5zFrWckalZFIk+mBT6q92amsXYAZrGRZROVzAJ9YFDWqEloVSYrnLWC1PPZrF4LjL5aN\n", "gD+Z8XHRhuSF4ngGXG9lN4uil1Ne/kDg91nU7ausNXDNn1FWsrfSXr9Bqk6tqKxhuMRxVk8rCwJp\n", "/7v2xKXAVjnv2dIEx18sW+K/tL2CJA1wJnCXRdE16S6uocDSwCWprguorB/j3b8bW8ma8RCxqsPU\n", "5HziJKBkJcsq2CjC8V8JjJYYkPO+LUtw/AUhMT8uE/zHgk3Jk21xwbS9M1j7AGACZqmKg6msufGy\n", "0L2sZH9Nc+0UmY3qqmh+iafCsmw0W4icHb8Z7wD/ANbPc99WJjj+4tgMuKa3TNhK6vWPxfP69Wvr\n", "V1xc8+HDQ87q6dKali1rBtzpn16gFEM19BjxJ0NWfg/sbaVMJSxyd/wJl+KaQ4EqCI6/ONbDa9jb\n", "HsVxX7xyqWRRlEXZ6q+Ai7D00hdJg9bVeCR5bFrrZkQ1qZ59gCesZHdnbMtSwNMZ71GJW4BVpNRH\n", "PrYloZyzACRmAZYEmjV1kDa/wYecn5H6ytK0+OSolVJb0nPhZ+CiZ7s3SYNWd8wKvNHViyprXnxk\n", "4QpZGqE47gcsBvwzy30qYcZHEo/i1T2ZdWy3CyHiL4ZfAHcnDShtjeJ4WWBPYLuUxNc6swnwEGYv\n", "prjmQcAwmqtBqzt6ivhPwEXkGhmgXg2LA69ZFBXV33Ab3hAZ6IEQ8RfDKPyXtK1RHE+DV9nsY1HU\n", "ZURa/wYSrjdTSm3JssYAuwIrWMk+TWvdjPkR8HqlF1TWmsBywLgc7BgKPJHDPl1xK3CrhHrrTItq\n", "CRF/zkj0wSP+tnf8uELmM7jOfhYMB2YipcqoZGzimcDoJqzV7475gVc7f1Nl9QdOBfa0kqV7oF6Z\n", "oh3/04DwarlANwTHnz8rAG+adZ2TbQcUxyvgTTW7ZpTiAdgNOCONhi2VNRc+BGfnDNQqs0OaGpid\n", "yhH/PsBzVrK8RnkuCzye015TkET5txLSPT0SHH/+jKTNa/eTQ75zgH0tirJRaZRmw+u2z294qbKm\n", "A24CzrCSZTq4JQPmBd7GJj+LUFk/wtU3s+iZmIJkgtpP8AlqRfJH/Ik60A3B8efPCOBvRRuRMfvj\n", "VSZZ1r5vA9yAWUMzDBKJ5YvwlNTvUrArb+YHXqnw/ROAU6xkedXULwG8bVH035z264r7gOFJSjXQ\n", "BeFwN0eSX8YVSFORsslQHC8K7Assl1mKxw91twV2SGG18cDcwOotULZZifnplN9XWaOAZchXv2Zl\n", "4P4c96uIGf+VeBvvJyjyvKGpCRF/viwBvGuWvVZ5ESiOp8KnaR1pUfTvDLdaAR81+PdGFlFZm+PV\n", "Lhtayb5Mw7ACWIAOEb/KGoj3IOyS04HuRFYB7slxv+64nxT7OtqR4PjzZSWaICrKkG3xSVCnZLzP\n", "NsCFjWjuJxU8E4D1rWTvpmVYASzI5KmeI4DYSpbJIJpKJOJ7qxIcf8sQUj35MoI2dfyK48HA0cDa\n", "FkXZacF4p+7GeCqjviXKmg24Ho+Kn0zLtIJYEs/no7J+gmtALZWzDf3wqWSVzhqK4O94p3KgC5Td\n", "oKLakGRmpqLtyBKJ54CNzWh1ZzMFiuNTgT4WRbtmu5E2A7bBrK7KjUSD507gXivZIanaljc+eesT\n", "YBaN52vgYeD3VrJeI/VdieQs7QNgoXZNq3akHt8ZUj05ITEDMA+032xdxfFQPArPw5Fug8/qrZcT\n", "cGeZWrdvgSyEl3J+hh+ovwNclrcRiuMjFMdL5L1vVyQjGB/BO5YDFQiOPz8Wx4eqt9Vc0CS/ewqu\n", "vJltKZ80L7A83mhV+9vL2g7vo9gyY2nivFgSeEplLYyX0O6ad2WS4rg/rsWU14zdanma0MHbJSHH\n", "nx+LA88WbUQGbAoMxBu2smYz4Dqs9moVlbUCLq+8ipXso9QtK4YlzZ8gzwSOybFmvyM/A56yKGq2\n", "lMqz5H/W0TKEiD8/huBNQm2D4ng6fA7tHpke6P7AWHzMXk2orDmAa4Htm3R0Yr0seebyzIpP1Tqp\n", "IBvWpTk8R5SAAAAgAElEQVR1p54hRPxdEiL+/Fic7MTKimIv4H6Lovsy30laCJcnqGmGgcqaGnf6\n", "51jJbsrCtKL4qg/LXDCM2YGfFSEfnaT5NqQ5tXGexT9zgQqEiD8/2iriVxzPipfMHZzTlhvjaZ5a\n", "Hdzv8QqPI9M3qTjGR9Irg5jrlUGcZCX7V0FmLA98SXMWLLwFTCMxuGhDmpHg+HNAoh/eWv9Cwaak\n", "ySHAFRZFaQ5A6Y6x+CjEqlFZm+LR6Dgr2feZWFUQ5dXYccgePPefARxVoBljgOsyVF+tm0SpM0T9\n", "XRBSPfnwI+Cddpm4pTheCB9snU8Jn7QIMBdwb9VvKWsJvNpozTY6zAVAZc232ssct9cD7D/62WIm\n", "hCVpnjH44X6z8iJe8tqQtEc7Ehx/PsyBP3q2C0cBJ1kU5VXCNxa4tlrdfZU1PXAdcICVrDB9+CxI\n", "5gGfW7qH51b9d6GDxX+M+49mnl3wNv7ZC3QipHryYQ68uablURwPwwW5Tsxx26rTPIljPAf4m5Xs\n", "gkytKoYdgRlX+Td9gQcLtGNj4PpmTPN04B1gzqKNaEZCxJ8PbeP48Y7XYyyKPstlN6/mmZ3qZxjs\n", "DiyK6yK1FSprPuCopd9hpFx3vpCnmUSFdStggyL2r4F38KlggU4Ex58Pc+CPnS1NEu1PFALLi3WB\n", "W7GeD2dV1kr4ofNKLSyzXBGV1Qe4GDjuiTMZCPyrnka2lFgF+B/Nr3f/DiHVU5GQ6smHOWmPiH88\n", "cKxFUZ4OZ13g5p4uUlmzAlfhTVpFdLBmzX6A4VpDK1PsFLdxwMVNnuaBkOPvkuD486HlUz2K42Xx\n", "uu2z89tUMwAr4mqaXV/2w/jEy3McLJ4bKmsYPj9360RjaGU81ZO/Ld6tvSEFiMHVQcjxd0Fw/Pkw\n", "GCh6FmmjTMzt55lCWRO4D7NPe7huP1y24NDsTcoXlTUtcCmwr5Xs30hT4ecXhTh+3On/w6KoFVKX\n", "HwAzSCGl3ZnwA8mHaYCi8rENozheGs/tb5Lz1usC3UbwKmtFPBoebiX7Jher8uV3wL/4IcJeAvgP\n", "ZkU9QW5HPoJ8DWOGSXwGDAA+LtqeZiJE/PkwDd7a3qr8Gjg512jfI9tRwK1dXlLWTLho285Wsixn\n", "/BaCyloTb5LqKLdcZJpncVwK+oYi9q+TT3HHH+hAw45f0lqSnpX0gqQDu7jm5OT1JyQNa3TPFmRa\n", "WtTxK47nxSPvs3LeejjwPmYVx/kl9frnAX+wktWlz9/MqKzBwPnAtlayDzq8VOTB7i7A+RZFrdSB\n", "/hkwfdFGNBsNOX5JfYBTgbXwR9DNJA3pdM0oYGEzWwTYCTijkT1blFaO+PcCLrIo+jDnfdeme7nf\n", "XwHzAQfkY05+JDe1M4DrJhuaLgnXv8894lccD8Br9/MOABrlK3wmcKADjUb8w4EXzexVM/sGf+we\n", "3ema9fGKC8zsAWCQpNkb3LfVaEnHrzieEc/pFqH1vjpdVPMkVS7jgU2sZK0UfVbLdria60Gdvr8Q\n", "7sSKGOizGXCfRVGrpdS+JZxlTkGjjn9u4PUOf34j+V5P18zT4L6tRks6fmBn4PbcP+zSAGAYFSJb\n", "lTUQr9ff00qWlzJobqisIcAxwKZWmqJBayRwB5b7eEXhT1in57lvSgTHX4FGfyDV/gJ2ngBf8X2S\n", "xnf4Y2xmcR02NSN9gJaSBVYc98HlDzYsYPufAY8kQ8Q7MwG4z0p2Rc42ZY7KmgZ/aj7YSvZ0hUtG\n", "AtfkaxUAPwVmAO4oYO9GuQf4pGgj0kRSBESNrNGo438Tn4o0kXnxiL67a+ZJvjcFZja+QXualS+B\n", "/tBSsszrAG9ZFD1SwN6rA3/p/E2VNQZYFX8aaEeOB54Dzp3iFakf/mHfOV+TAB/kfoJFUUsFLwBm\n", "7Fe0DWmTBMTxxD9LKtW6RqOpnoeBRSTNL2lqvM6783i7m/AWbyStCHxkZu82uG+r8SWe7mkldqW4\n", "R/s1gLs6fkNlzYPbs4WVrK0iOACVtQF+s92pQ+lmR4YDr5DzZycp4VwJuDDPfQPZ0pDjNx+Dtzvw\n", "J+Bp4Coze0bSzpJ2Tq65DXhZ0ot4RcCvGrS5FWkpx58MWlmeGidepbO5BgOL0EFyOJFkuBA41Ur2\n", "QO42ZYzKmhf/bGzezdCYNYE/52fVJPYDTrco+ryAvRtG4lqJBYq2o9lo+NDDzG4Hbu/0vbM6/Xn3\n", "RvdpcVrK8ePphAtylmeYSITLNHzd4Xv74D+/3xVgT6aorL54V+5JVrL7u7l0JHBYPlY5iuM5gI1w\n", "metW5Se02PlaHoTT7nxoGcevOJ4G2BYXRyuCiI75y7KWAQ7EJRkKGTOYMYcCXwPHdnmFNAifeJV3\n", "49Ye+Fzl93PeN00G4t27gQ4Ex58PLeP48b6Lxy2KXipo/xXx9AIqazrgcmAfK9mrBdmTGSprJLAD\n", "sHwPw+DXBmIsvxkDiuNB+JPfCnntmRHB8VcgOP58+AQvh2sFtiZpuMsdaVpcC2ZiJdGxwONWslaQ\n", "AK4JlTU3/nPezErWk9LlBsAfsrdqMvYGbi4wAGgYienw0vGve7q2txEcfz60xCSgJKc7Ap9xWwTL\n", "As9g9rnK+jneBb50QbZkhsrqhzehnWKlHnpVpP7AL4A9s7cs2dKj/d1p/Wh/DuAds6r7jXoNQZ0z\n", "H1rC8QObAzfmNk93SlYE7ldZM+ICbDt0U+XSyhyNywQfU8W1qwFP5VzGuTdwUytH+wktPwApK0LE\n", "nw+t4vi3xj/0RbESLvl7InC7lawVO0W7RWWNBjYGlushrz+R0UBu6qNtFO1DcPxdEhx/PrwDDC3a\n", "iO5QHA/Fp1jdU6AZK26yEbfjlT1N/fOqB5W1ID7EZD0rWc8T2XwmwWgabM+vkX2AP7RBtA/u+Fth\n", "UljuBMefD60Q8Y8FriysLV+a93vof82SHI43MrVVd26iw3MNcGQNTWjLAx9h9nx2lv2A4nh2YDe8\n", "9r0dCBF/F4Qcfz40teNP1BfHANcVaMbwB+fhaxNXW8mKfOrIipOAl4BTanhP3tU8hwGXWBRVHH7T\n", "ggTH3wUh4s+H14H5JNSkFQZLANMBDxVlwD3zsekjc9EfOLgoG7JCZW2Pi8ut0IUOT4U3Sbj21cYZ\n", "mvbDdnG8KP7Ut3ge++XEfORfBtsShIg/B8z4CB8B13lWQbMwBrjeoqiQm5LKmu3TqVlv4Q84voIG\n", "fUujsobj1TsbWsn+V8Nbh+Na8o9lYtiUHA38n0VRz2cPrcMQ4JmijWhGQsSfH8/i0VRn2epmYAxe\n", "yVEUE1Z8gy9n/oLrC7QhdVTWbMC1wI5WslqnZm0GXJ7H0BXF8Up4Fc9WWe+VFxIDgVmAVpsYlgsh\n", "4s+PZ/AIpKlIlDhnB/5eyP5lrTfTFwwf/AV98Rx4W5A0aV0NXFzzMHifZb0JkPmwmeR85/fAYRZF\n", "7fS0tRjwghnfFW1IMxIcf348Q3PmT9fCxyvm/gFJGrVO/+1fOUnepNROH9LjgC+Amodk4OWbb+ZU\n", "zbMZfr5zcQ575cnihDRPl4RUT348i1dpNBtrAZcWtPcxwO373c93wBMF2ZA6KmtzXOxueSvVdTPb\n", "nHyi/YH4DWpsETf+jBlCMUPpW4IQ8edH06V6FMf9gVWAO3Pfu6xVgfWAA/BmrSfztiELEhnpCfhh\n", "7oe1L6D++Jzjq1I2rRKHAH+xKCokzZcx4WC3G4Ljz483gP5SU9Xz/xR4Nu9KDpU1Ld7BuluixbMk\n", "8K88bcgClTULcD2wh5Ws3hvZKOBJzDItAlAcL4ZLQh+Y5T4Fsgzwz6KNaFaC48+JpH7/AVyPpln4\n", "BfDHAvYt4XLLE2usFwZy6U7NCpU1NV7Bc5WV7MoGltqOjOfbJge6JwG/syhqO0kDidmBwYRUT5cE\n", "x58vf6e5HP+aQK5CaCprKO7c9vBvaHpgelpYU0VlCe/I/R/w2/oX0tz4U9g16VjWJaOB+amti7iV\n", "WAl4wCyMXOyK4Pjz5X6axPErjqfHZ6k+nNuePjT9DOC3VpokM7wQ8FIe9eoZshs+x2CLKhU3u2Ib\n", "4GrMMpPFVhzPCJwK7GRR1K4DSlbCP2uBLgiOP18eBJaVmLpoQ3Dt+0ctir7Kcc/tk/+e1+F7CwMv\n", "5mhDqiQDYw4B1m9IWM6VOLcHzk3JtK44BrjVoujejPcpkpUoqC+lVQjlnDlixv8kXsQPnh4s2JyV\n", "yXF4t8qaFTgKWLNTVNyyjl9lLQJcBoy1kjUqbLYanip6pKcL60VxvDJeZrpkVnsUjUQ/fJJbtQqo\n", "vZIQ8efP/XhaoGhWBu7Lcb/jgEutZJ3r9VvS8ausQcDNwKEpqYnuAJybVcorKd09B9jToqgdp5pN\n", "ZCjwihm16CL1OoLjz5+7gZ8XaYDiuC+uuZ7L47DK+hn+d67Uxdpyjl9l9cUbrO6wkp3d+IKaGVgb\n", "f3rIioPxKpe20kOqwJpAXLQRzU5w/PlzB7CKxLQF2jAEeMuiqPYGoxpJNGvOAPbpIgc+Hy0kpJVU\n", "8JyEp0n3TWnZccAtWB0NX1WgOB4G7ArsXpQCa46MAm4t2ohmJzj+nDHjQ1yeYNUCzViG/CQS9sHn\n", "EUw55MU151ttPN5euJbORlaybxtezQXZ9sArbVJHcTwNrsOzr0XRm1ns0SxIDMZTPe04yCdVguMv\n", "hlvxyKQohpKD41dZc+GSDHt0MYBkEPA1Zp9nbUsaqKwNgP2BdaxkH6e07HrA+5j9I6X1OnM48BzZ\n", "ppGahZHAPWa0k8poJgTHXwy3AetIqKD9c3H8+HCPc61kXeXw56RFon2VtTx+OLqBlSzN1NReeOoo\n", "dRTHPwO2BHbtBSkegHXwz1agB4LjL4Z/AlPjDVS5krTrDwUez3Qfnzw1Ei/h7IqWcPwqa+IIvx2s\n", "ZOmNp5SWxn8Hrk1tzYlLe4PehcAuFkXvp71+syHRB1eaDY6/CoLjL4BEt+c2/DE/b2YD+gBvZbVB\n", "cgA6Ae/Q7a6pqekdfzIz4Fbg9x20hdJiL+B0zL5JeV2AE4DYouimDNZuRoYD75q1TqFAkQTHXxxX\n", "40Mw8mZh4PmMH/03B/oBF/VwXVM7/qQi6Vq8PHBCuotrVuCXQOPloJ2XjuOx+AH03mmv3cRsjn+m\n", "AlUQOneLIwbmkFjCjKdz3HdB4OWsFldZA3BZgE2q0K2ZHXgnK1saIXlqOQv4Cti7i8PpRtgJuB6z\n", "VNMwiuMF8QqhtSyK6peQaCGSbt1NaBIdrFYgRPwFkcwCvRzYIuetM3X8uL77vVayaprDZgIy7yWo\n", "kyOApYBNUynb7Ig0HbAncGKqy8bx1MCVwJEWRY+muXaTMxKfr9s2M5uzJjj+YrkU2ELK9d8hM8ev\n", "subBlSqrHe4xI5BWWWRqqKzdgLF42eanGWyxI3AfZmkPnzkaT521q9xyV2xJceNDW5Lg+IvlSeAT\n", "XIM9L7KM+McDZ1vJXq/y+qZz/CprI1zeYC0rpZuG8Q3UH/g13Vc71b5sHI/Cb1bb9ZLSTQAkZsB7\n", "YkJ+vwZCjr9AzDCJS4GtgLxkcucBUu/gVFlL4MqPtZSoNpXjV1kRcDrwCytZVjfHccBTmKWmwqk4\n", "XgC4ABiT9xjNJuCXQGxGb/t7N0SI+IvnMmAjielz2m8WIIu67qOBY5MZutUyA/7EUzgqa2mSSisr\n", "2WPZbKK+wG9IMdpXHE8H3AAcZVGUm8x2E7EDLkkRqIHg+AvGjDeAvwBbZ71XotvSH9KVrFVZI3AN\n", "9NNqfGt/4Ms0bamHpEHrNmBPK9ldGW61CfAmZqk83SXNeGfjg+p7W14fieWAH+HNdYEaCI6/OZgA\n", "7JnDIe8swH/SzAEnZY/HAodZyWp14lMDhY7/SwbE/Ak4vsEh6T1spKmAg0g3t78HXnm0U2/K63dg\n", "T+A0M9KtuuoFBMffHPwN+BRvOc+SLNI86+JlmZfU8d7+eJ18ISTDVP4EXGsly0QvpwOb4v/GqQy3\n", "Vxyvgg92/6VFUUuI3KWJxOz4mdI5RdvSigTH3wQkEg4T8Bb+LJkJSG36UjI8/SjgYCvZd3UsUZjj\n", "TxrNbsFvuodmu5mmxvsCfpPGhC3F8fzAVcDWFkVZ9mQ0M7sAV5vxQdGGtCLB8TcPVwJDJYZkuMfU\n", "pOtoR+OpmpvrfL+Anrp7U0dl9ccPRF8km67czuwAvIBZ3OhCiuMZ8RvWMRZFf2x0vVZEoj/u+E8u\n", "2pZWJTj+JsGMr/CDuiz1VfqRUk49ye0fBhzegOP8npx/BzuMTfwEV9vM9sYjDQAOwfP7jS3lIzOv\n", "Av5K73Z6mwJPmfFU0Ya0KsHxNxcn46Wd82W0fpqHqesn/6032gd3/H1SsKUqktTUecAAYPPUpRgq\n", "szdwD5ZKiehJ+FPSnr30MBeJvviNNNUGuN5GaOBqIsz4j8SZ+C/2jhlskYrjTynaB/iOnIKPDlLR\n", "C+ENWtmfLfgQ9X2AFRteKo73AFYDRlgU9eYqlq2AN8y4u2hDWpkQ8Tcf/wdsKLFQBmtPBaQRKa6D\n", "p40arZ/+NlknUxKnfxwujbGuleyzrPdMOBi4GutyAllVKI5H46midS2KmqbTOW8SFc5D8aAj0ADB\n", "8TcZSZXCqWRTafIFME0jC3SK9hvNj3+Gp10yI7H3d8CawJo1dhY3sLEWxZvyDm9oGR+feA6wnkXR\n", "K2mY1sJsC7xolpu8SdtSd6pH0mD8oGk+4FVgrNmUHypJr+Kdot8B35jZ8Hr37EWcCLwosagZz6e4\n", "7ufAdA2usQqusXN94+bwCTAwhXUqkjj9I3ERr9WtZHnquZwIHINZ3fMGFMdL44NgNrcoSk3bpxVJ\n", "KnkOwYXoAg3SSMT/G+DPZrYocFfy50oYEJnZsOD0q8OMj/GDvPEpL/0FjTv+fYATU6qG+RQy1Sgq\n", "44fQa1jJ/pPhPpMjjQIWoYHKm6RW32UkoujOlCxrZXYA/mnGP4o2pB1oxPGvzw+j9S4CNujmWjWw\n", "T29lArCKxIgU12wo4ldZiwAjSE8U6xMycvwqqwSMwZ1+fsPGvVnrRGAfzOo6SFccT5SRONai6Ko0\n", "zWtFJAbj6cXfFm1Lu9CI45/dzN5N/v9dfIxeJQy4U9LDkrKoVGlLzPgUH2hyipRayePHwKAG3r8X\n", "rreflkTAf4BZU1prEirrUFwQbXUr2Xtpr98D++PNWrfW82bF8WBc1uFqi6JeJ7zWBUcA15rxeNGG\n", "tAvd5vgl/RmYo8JLk915zcwkdVUt8lMze1s+XPrPkp61LtQJJY3v8MfYUuh0bHEuxzsUtyedodxv\n", "AXMpjlVrHbjKGowPtF4yBTsm8g5dBww10+HgeVNgNStNCkzyQVoYT4UtX9fbvSv3T7haa6hcASSG\n", "AhtBph3tLYWkCIgaWqNe6RBJz+K5+3ckzQncbWaL9/CeEvCpmf1fhdfMzEJKqBPJL/4dwJA0dEkU\n", "xx8BC9U6sENl/QZY3Eq2TaM2/LCo9gfmwGy/hpf6QSV0Lbx6J2+nL9xp34HZ8TW/PY6nx/+dH6YX\n", "N2h1REJ4l/KlZpxVtD3NSj2+s5FUz038oCG/NXBjBYOmkzR98v8D8KHI/2xgz16HGU/glR1HpLTk\n", "m8Dctbwh6XjdGS8zTZN3qPxEWROJfafiDU5R7k7f2Qx/eplQ6xsVxwPwg9wnCE6/I5vjZ1LnFm1I\n", "u9GI4z8GWFPS88DqyZ+RNJekifnNOYB7JT0OPADcYmapyNL2Mg7FpRyGpbDWm/j4xVpYDT8fSLuk\n", "8N/A/I0soLL64DIMSwM/t5Llr9YozQ6cAOyE2Tc1vdWd/s3AC8CvgtN3klm6xwK7m1GP8mugG+qu\n", "4zezD4CfV/j+W3hnJ2b2MrBM3dYFAG/qkjgQuEBiuFlDsgvPAYvhEWa1bA+cl4GK5UvAwvW+WWX1\n", "Ay4FBuPD0fPqyO1ghAScAVyA2QM1vdVz+rfiTn9Hi6LclUqbmOOB2824v2hD2pHQuds6XAS8TuMd\n", "vU/i0XFVqKyZ8AaoyxrctxJvA9OTpANrQWVNA1wHTAusV4jTdzbDB8yPr+VNiuNZ8P6Xx4DtLYpC\n", "VJsgMQpPCzd89hOoTHD8LUIyrGUnYCeJRhrhanL8wBbA7ZmkUMy+x6P+RWp5WzI56494X8KYOkY+\n", "poM0F16zvw1Wveib4nhOIAb+jOf0Q6SfkNTsnw1sa5bubOjADwTH30KY8TY+Z/UiiWnrXOYpYEii\n", "7V4N2+I59Kx4Ahha7cUqa2680uMJXFq5ppx6akh98DTT6Zg9XPXb4ng+3P7LLYoOCjn9KTgFr9kP\n", "6psZEhx/i2HG1bjTO7Ku90fRp/ih6o97ulZlLYRXAGX5IXwMWLaaC1XW4sB9eNpp78yHqHTPAfgs\n", "gar/HRTHPwbuBU61KDo6K8NaFYmN8B6Ig4u2pd0JevytyW7AkxK31BkZ3Y1XYvU0HGQMcEOd83Sr\n", "5VFgw54uUlkr4eMSD7SSXdTT9ZkirYgPWFkeq+5nozheHR+vuadF0ZVZmteKSMyFl+RuYEavGx6f\n", "NyHib0HM+C+wDXBZ8oGplbuANaq4biO8hyBLHgWGIvXv6gKVtS7eN7JtEzj9WXAHvgtmr1f1ljje\n", "HB/3ODY4/SlJdPavBk4LImz5UHfnbtqEzt3akTgE71RdzYyqc92JHsyrwCwWRRVLQ1XW7MCzwKyZ\n", "jyiUHgR+jdlfO9kg/Onmt8BoK9mDmdrRE57X/yPwKGYH9nh5HAtPCf0KGGVRFGbEVkDiBLzEeD0z\n", "wkF3jeTduRsonqOBj/DpUlVjUfQBXs+/cjeXrQn8Jae5tBNTT5NIavRPw7WKRhTu9J2jcKXZHlUi\n", "FcdTA2fh3acjgtOvjMRYXNl3q+D08yM4/hYm+aBsBYxOPkC1cDXulLriF7h2TB7chddtA5ME4W7H\n", "h/yMsJIVP3lKGouLv22KdX8zVBzPjgutzQqsbFH0Zg4WthwSQ/Cb+0Zp6FAFqic4/hbHjA/xQ9jT\n", "kg9StVwB/FJx3NUoxlVx55UHMbA40twqa1HgH3i/wfpWsuJruaUR+MHjaKz7gS6K4+WAh/Cb2RiL\n", "ok9ysLDlkBiIN+D9xoxHi7antxEcfxtgxmO4DvxNUnX69hZFb+BloaM6v6ay5sBHIjY0JLxqfGDJ\n", "zXcuyEF4ueNxVrJ9M64mqg6XWr4OGIfZE91eGseb4WcA+1gUlUJjVmUk+uKS4383y7RHJNAFoZyz\n", "TTDjQomFgZslVq+yJO5iYEemnJ/7E+ChDLR5KqKyptr/5/TZ+Gl2wiWV78lj3x5x8bXbgBJmf+zy\n", "Ms/nHweMBn5uUdTtDaI3k0gtnwJMgx96BwogRPztxaHA88AVVU7tugIYmgz17sgS5CSfrbJmAW47\n", "aSXmHfY279t4Ps5j3x6RJk7CuhyzLofgKI4XxJvK5geWDU6/Rw4EVsLz+o2IDQYaIDj+NiLR89kB\n", "GACcnERXXV8fRV/i+vH7d3ppQeDlTIzsgMpaEZd6fuKbPqzR1zgdL98sFmkG/HD5Dnxge+XL4viX\n", "+HnEZcCGFkUf5mNgayKxJV6lNSro8BRLqONvQyRmxPVgLjPrvtRTcTwIF0pbzqLoVQCV9UfgFCvV\n", "Nze2R/t8cMpewEHADlaymxLDZweeAX6MWTGVMNIgfhiK8isqfECSA/HjgPWATSyKmqHUtKmRWB1/\n", "wlzdjFDamiKhjj8AgBkf44e2u0ls3+21UfQRnnPteIMYCNlEZCprHjySHgusOMnpA5i9i09bKmbe\n", "rN94YuBBYLcunP7yeLfxHHhqJzj9HkjUZK8Exgan3xwEx9+mmPEm3oQ1XmK7Hi4/Dhie6MmAH7xV\n", "LTNcDSpLKmsTPLUTAz+zklVKJx0LjEFaIs39e0RaEK8ougHYJ5GM/uHlOO6nOB6PD045Ao/0Q2qn\n", "BxKnfwuwnRnNcWgfCFU97YwZz0usAdwlgRnnV7wuij5XHO8LnKw4HgZ8hp8TpEIS5Z+G6+6vayV7\n", "qBuj/4t0GHA+0k+rFUFrzEBFeER6OGanT/FyHC+BV0C9DwyzKHorc5vagE5O/5ai7Qn8QIj42xwz\n", "nscF2co9RP434BO+DgPegrrE3yZDZfVVWbvhKqCPAsO6dfo/cCY+ZKVHPZyGkIS0K3AVsEVnp684\n", "nlZxfDh+XnI2rrcTnH4VBKff3ISIvxdQTeRvUWSK422AR5l7zK28ed2KNDBuUWWtgU+n+hBY1Ur2\n", "dA0Gf4+0NfAPpH9hHc4B0kKaGTgHr2BaGbMXJns5jtfEZ+k+DgwNsgvVE5x+8xOqenoREoviUgLH\n", "mXFKxWvieA2+//YKHtjsa77+z4JWsppqrVXWcvj82SXxMtHr624Ek4bjOfWNsBSbuqR1cad+DXBQ\n", "x7GJiuM5gBPwWvPdLYoyqWxqVyRWw5+ggtPPiXp8Z3D8vQyJ+fEa9VuBAyopIiqOD+Pz1/bliV+f\n", "YAe9d3iPa7p88qrAr4Fl8APac1KZhSutgZcB7obZNQ2utRBwEj4c/VeY3TXppTieDtgX2Ad/Ejjc\n", "oigMBKkBic3xn++mZrnpPPV6guMPVEUy0PoPeC5/azMmc9CKY/H1h5fwxRsb8a9DDuPb/53YebZt\n", "4uwXB9YHtgO+wQ9wL0h9+Lm0DHAjLhq3H2a1VdNIi+PnBesDvwdOnBjlK4774AqnR+IduAdbFL2U\n", "nvHtT9IoeADefLeOWT5d3wEnOP5A1UhMA1wCzIaPu5vMmSqO+/DN/27ks1dX5J8HfMX3X/0FeBef\n", "M7swPiB9KvzJ4RLg75lq+0jTA7/DpZHPBc7GKpaDTrx+Nlw7ZzNgKeBk4LSJN41kSMra+EyDz4Bf\n", "WxTdn5n9bUoiDXIyPtthHTPeKNikXkdw/IGakJgKOB6f4jXKjFcnez2Op8bsQr7/cgiP730Jnz4/\n", "Uf/nJeAp4Pm8hNw6GL0g3vW7Ke6wHwLeAT4BBgGzA8sBM+ONYlcAt2H+FKI4ngqP/A8B+gMl4AaL\n", "oub4ILQQEgPwAoCBwJikcTCQM8HxB+pCYk/gYGCc2eTDV5LIeDwwDljPouhf+VtYAUnAEGAYPvBk\n", "BoKkwQgAAAnUSURBVLyC6D94Jc5zHZuwkpTORvj0rG/wJqybgnRyfSSFAtcBDwM7B8G14giOP1A3\n", "EqviGulnAkd1PvRVHG+Fl2ceBZxsUVS8Vn4VKI5nwYXrdgHexO2/PUT49SOxIT5W8lDg7EQcMFAQ\n", "wfEHGkJiLrwU73/4DNTJxuEpjhcGzsdz+9tbFD2Xv5U9kzyl/ATXex+NN6edZlH0SKGGtTjJAJWj\n", "gE2Ajc2ophkvkDHB8QcaRqIfXo65Aa6ZPtlYvCRHvjve4XsjcIRF0b9zN7QCiuNF8MPczYF++NPL\n", "+RZF/y3UsDZAYnZc1uJrYAszuh1BGciP4PgDqSGxMXA6fhM40YzJUjuK48F43fuuwLW4pMGjeaZQ\n", "ksh+Sbw6Z2PgR/gTy+XAgyGdkw4S6+E30fOAcuffhUCxBMcfSBWJBYALcGmPbcymnMGb5NB3A7bG\n", "9XUuxJ8EXsrC8SqO5wZGAL/Aq5G+xufc/gG4y6Lo27T37K0kcx1OBCL83/+vxVoUqERw/IHUSUo+\n", "98DLH0vAmV10+06F13JvjTvk74G7gXuAp4EXgP9WezNQHE+PjzNcAFgaz9n/BJgan3r1J9zhvxgi\n", "+/SR+Dke4d8G7G/GpwWbFOiC4PgDmSGxGHARXi+/vRmvdXmtp2AWAVbDbwaLJX8GeAU/PP40+foK\n", "mA6XgR4ATI+nbKYDXk2+/oXX6z8E/Ds4+uxIavOPw3sddjDjTwWbFOiB4PgDmZJUdewP7Ifn/idU\n", "W7+d3AxmBubDnfvA5GtaPEX0WfL1CS4P/V5w8PmRyC5siAvU/RXY04yPirUqUA3B8QdyQWIRXIxr\n", "IdxB3NHDWwJNjMQQXHZhTmAPM+4u2KRADYSZu4FcMOMFM9bB1TjPkLghOQgOtBASM0gcj0f4twDD\n", "gtPvHQTHH6ibRG99Sbxt/yGJssQMBZsV6AGJvsk0tmeBwcBSZkww45se3hpoE4LjDzSEGV+acRSw\n", "LF6B86LEQRIDCzYt0AmJPhJb4FVW44ANzdjOjHcLNi2QM8HxB1LBjNfMGAesgpdfviTxa4npCjat\n", "1yMxlcRY4J+4jMUuwGpmPFCsZYGiCIe7gUyQWApX9RyBlweeG2rB8yXRyt8A77/4ApfZuCOIqrUX\n", "oaon0HRILIOrOK6Kd/We2ln3P5AuEoOA7XFNpXfx6WK3BoffnoSqnkDTYcbjZozBu24BHkmqgKKk\n", "djyQEhKLS5yGN8kti8++XdGMW4LTD3QkRPyBXEkOfccBe+Jdu2cAV3eWgA5Uh0R/YB1gJ3wozdnA\n", "GWa8VahhgdwIqZ5Ay5BoAI3EB7X/Ah+kfgmekviqSNuaneRn91N8SPwY4ElcTuNKM9IddB9oeoLj\n", "D7Qk/9/e2YVIVYZx/PfHkr4kWwhN3RQt0bopw4+Kai8q1ItKQiIKgiCECroIEquLLqvLiCCIrizr\n", "IpKNXdEVFKKyMl21cLONDKvVoiyM7MueLp5X3V1nZs/MzsyZM/P84OWcmXmZ8zz8zzzvmffjeVMW\n", "yHuBB/FN3N8BNgIfRApgJ3WLLQYeSOV3vKHcVClvUtD+ROAPCo9EN2c3U5mNZ+HsB7aa0VEbqkhc\n", "iKdEXp3KVHwzlI3A/ui3D6DJgV/SWny63iJgqZntKVNvJZ7XZQrwmpm9UKZeBP5gDKkRWIX3Yffg\n", "WTr78XTM+8xoq9z76al+Ad4FthpfEzEI9OF+fx7BPhhPswP/Ijzn+qvAk6UCv6QpwJfA7fhG158C\n", "95vZwRJ12zrwS+oxs51529EImuFbGsS8FW8E7gS68fvpo1R2NWo7wEb5lxa3LQVuHFX+wsc7+vE5\n", "98frfd1z7WjfexM6wr+qY+d5tV7MzIbSRStVWwYMm9nhVPctfPPrcwJ/B9AD7MzZhkbRQ4N9SwO+\n", "A6kgcRmwAg+WTwBvSozgjcFBPA/NQWA4a+roCvQwCf/SYOxc/N/x4nRcks4P4A3XG8DjZhyZpK21\n", "0EP73pvQ/v5VTc2BPyOzYcyN/B2wvMHXDDqA9CS8JZXTq1SvBW7AA+tD6XilxLd4Q/A1MJLK0VRG\n", "gF9q7UJJ3TPTgJl4WuOZo87n4sF9IfAzZxujQXwWzmcxCyfIg4qBX9IAfhOP52kzey/D90d/ZNAU\n", "0uyf/amcIXURXYUH4Pn4/XwdYwP1JRLHgT/HlZN+fHSBxG3ABSXKpcApzjYko8sWfGOTITNONMr3\n", "IKiWSc/qkbSD8n38K4DnzGxler0B+K/UAK+kaCSCIAhqoGl9/OMod9HdwNWS5gE/APfhU/XOoZ0H\n", "doMgCFqJmnP1SFoj6Qg+wNYnKfW1apakPgAz+xdPFLUVzwH+dqkZPUEQBEHzaJkFXEEQBEFzyC07\n", "p6S1kr6QdErSkgr1DkvaL2mvpE+aaWOtVOHbSklDkr6StL6ZNk4GSV2SBiQdkrRN0vQy9QqlXRY9\n", "JL2UPt8n6fpm2zgZJvJPUo+k35JeeyU9m4edtSDpdUnHJB2oUKfI2lX0r2rtzCyXgk+1WwjsAJZU\n", "qPcN0JWXnY3yDV/JPAzMA87Hp/gtztv2jP69CDyVztcDzxdduyx64Ktp+9P5cmBX3nbX2b8eoDdv\n", "W2v07xY8O+mBMp8XVruM/lWlXW5P/GY2ZGaHMlYv1MBvRt/OLG4zs3/wHCx3N966unAXPg+ddLyn\n", "Qt2iaJdFjzN+m9nHwHRJM5prZs1kvd+KotcYzOx9qLjKucjaZfEPqtCuCBuxGLBd0m5Jj+RtTB0p\n", "tbhtdk62VMsMMzu9QfcxoNwPqEjaZdGjVJ05DbarXmTxz4CbUldIv6RrmmZd4ymydlmoSruGrtyt\n", "wwIwgJvNbETS5cCApKHU+uVKuy9uq+DfM6NfmJlVWIPRktqVIase45+qWlrHUWSxcw/QbWZ/SFoF\n", "bMa7LNuFomqXhaq0a2jgN7M76vAdI+n4k6R38b+suQePOvj2PZ5o7DTd+FNIS1DJvzTINNPMjkq6\n", "AvixzHe0pHZlyKLH+Dpz0ntFYEL/zOzEqPMtkl6R1GVm7bA7WpG1m5BqtWuVrp6SfVOSLpI0LZ1f\n", "jGdlLDtq36JMuLhN0lR8cVtv88yaFL14LhzScfP4CgXULosevfi2kadXpf86qsur1ZnQP0kzlLIu\n", "SlqGT/duh6APxdZuQqrWLsdR6jV4n9tJUl6T9P4soC+dz8dnHwziudg35D26Xi/f0utVeNrq4aL4\n", "luzuArYDh4BtwPR20K6UHsA6YN2oOi+nz/dRYTZaK5aJ/AMeS1oNAh8CK/K2uQrfNuHZAf5Ov72H\n", "20y7iv5Vq10s4AqCIOgwWqWrJwiCIGgSEfiDIAg6jAj8QRAEHUYE/iAIgg4jAn8QBEGHEYE/CIKg\n", "w4jAHwRB0GFE4A+CIOgw/gcIoccQVoAZZgAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEKCAYAAAAVaT4rAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe4FOX1xz9fQBBFRSz4E429YK+oRGWwiwgaC4q9G7ux\n", "12WTmKgxRoy9G42xplgwagyDvbfYexcr9q7n98cZ8HLrltmZvbvv53nuA3d3Zt6z9949e+a853yP\n", "zIxAIBAINA898jYgEAgEAtkSHH8gEAg0GcHxBwKBQJMRHH8gEAg0GcHxBwKBQJMRHH8gEAg0GcHx\n", "BwJ1gKRxki7L245AcxAcf6DukRRL+khS7zLP+1HS55I+k/S+pCskzVbmNfol15hQntVlM62hRtKC\n", "ie2fJV+TJZ0pqVeNbQg0CcHxB+oaSQsCQ4D3gFEVXGI5M5sFWBiYHRhX5vlbAK8DkaSBFaxfDbMl\n", "ti8LrAHsm/H6gQYlOP5AvbMj8B/gMmCnSi9iZp8BNwBLlXnqTsAFwN3A9i2fkHSkpBclfSrpKUmb\n", "tXhuZ0l3SfpDcrfysqSNWjy/kKRJybm3AnN2Yvv7wG0V2B4ItEtw/IF6Z0fgKuBqYENJc5d5vgAk\n", "zQ5sBtxb8onSAsDaydpXJ7a05EVgTTObFSgCl7e6KxgCPAvMAZwMXNjiuSuAB5PnfoN/wLTWT5lq\n", "+7zAhuXYHgh0RnD8gbpF0prAIOB6M3sBeBoYW+ZlHpE0BXgfmA84r4xzdwAeMLM3gb8DS0laYeqT\n", "ZnatmU1O/n818AKwWovzXzOzC80Fsf4C/J+kuSX9DFgFOM7MvjOzO/G7EbVa/4PE9jeBz4HryrA9\n", "EOiQ4PgD9cxOwK1JmgbgGspP96xoZrMDMwLnAHdK6lPiuTsma2JmHwJxy/Ul7SjpUUlTEge9DB7B\n", "T2Xy1P+Y2ZfJf/sB8wJTzOyrFse+1s76cyS2zwTcA9xSot2BQKcExx+oSyT1BbYG1pH0jqR3gEOA\n", "5SUtV+71zOx7PNWyELB0CesPBRYFjm2x/hrAWEk9kjTQefiG64DEQT9J26i9Pd4BZpc0U4vHFqBt\n", "qmeq7V8DlwKrSxpQwvUDgU4Jjj9Qr2wGfA8MBpZPvgYDd5Lk2pMN1Fe6uM7UPHlPYBfgS+Dl5LFx\n", "kiZ2cN5OwK2t1l8G6AuMAGbGHfUHQA9JuyTPd4mZvQY8BBQlzZCktEZ2YnsfPO30jpl9VMoagUBn\n", "hLrgQL2yI3BRkl+fhqQzgPGSjgDmB+7q4jqPSzLgR3yjdXMz+zh5rt3zJc0IbAXsYGbvtXruMmBH\n", "M9ta0h/xDdcf8Rx+y2sZbSP4lt+PxaP4j5JrXAr0b3X8x5LAPwAfo7Jy1kCgDap2EIuki4BNgPfM\n", "bNkOjjkd2BiPtnY2s0erWjQQACTdAhxgZs9VeP6jwDpmNiVdywKB+iYNx78WXnHwl/Ycv6QRwH5m\n", "NkLSasB4M1u9qkUDgUAgUDFV5/iTUrTOIqZR+G0sZnY/0D+HDshAIBAIJGSxuTsIeKPF92/i9dSB\n", "QCAQyIGsqnpal7iFCe+BQCCQE1lU9byFV09MZb7kselIKi8CgUAgUCZmVkr/yDSycPzXA/sBV0pa\n", "HfjYzN5t78Byje9OSBpnZuPytqMW5PnaJObHG6umfi2HK3k+CzzT6t/3zcq/26z09UnMCiwBLIn3\n", "A0z9dyHgJbyMc+rXs2b8WO4aadDIf5vQFK+v7L/pqh2/pL8Bw4A5Jb0BFIAZAMzsXDObIGmEpBeB\n", "L/AmmkCgbCSEK1SuDwzFHX0ffnKehwMPm/FFbka2wIxPcSG2B1s+LjED3uw1FBgOHA3MLnE//jr+\n", "C9xnxvfZWhxoFqp2/Ga2bQnH7FftOoHmRGImYB28W3YEvl90My5qdhTwciVRfJ6Y8R3waPJ1JoDE\n", "QPyDbCjwZ+BnErcCE4B/m/F+TuYGGpDQuZsdcd4G1JA4zYtJzA1sCWwKrInLG0zAGwWfzsHRx7Ve\n", "wIx3gX8mX0gMwpseNwfOkHgGuAm42oyKGtY6IU75evVGnLcB9UbVDVxpIckaOccf6Jwksh+Fa9L8\n", "HHdy/wBuM+OTPG3LG4k++AfgKFy47g3gcuBKM97r7NxA41OJ7wyOP5AbEj3xHPf2wGjgftyh/dOM\n", "z/O0rV6R6AWsi//MNsUng10O/MuMLzs7N9CYBMcf6BZI9Ad2w6u9puACZ1ea/aRfH+gaiX74B+b2\n", "wKrAJcAZZryao1mBjKnEdwZZ5kBmSCwhcSYui7wSsI0ZK5lxWnD65WPG52b81YyN8YleAA9J/F1i\n", "WFIFFQi0IUT8gZqSOJ8NgINwZ38ecLYZb+dqWIOS3AXsCBwAfA2cDlxuxre5GhaoGSHVE6gbEoe/\n", "PvBrYBbgFOBvZnydq2FNgkQP/Od/CLA4PtD9L0kpaaCBCI4/UBdIDMcd/lzAOLwEMZeu1ABI/Bwo\n", "4h3Dvwb+GprDGofg+AO5IrEW7ljmxx3NFWb8kK9VgalIDMMj/4H47+eq8Pvp/gTHH8gFiQWBU/Ec\n", "/q/xlEKIKOuQJAW3Lv4B0AfYz4x78rUqUA2hqieQKRJ9JQrAw7j8wGAzLgpOv34xw8z4Dy4N8Ufg\n", "GolLJebJ2bRAhgTHHygbCUmMBp4GlgVWMuM3ZnyVs2mBEkk+AP6KK4a+Czwp8atEQC7Q4IRUT6As\n", "JBYCzgZ+BhyQRI+Bbo7EEsB4/Pe6txl35GxSoERCqidQM5Iof0/gAVw2ePng9BuHRPhtY+AY4EqJ\n", "P0n0zdmsQI0IEX+gSxKlyAuBOYEdzXg6Z5MCNURiDlwuegX89/1AziYFOiFE/IFUSaL87fGN23uA\n", "NYLTb3zM+NCMbfChSjdI/Faid952BdIjRPyBdpGYHY/yF8ejvkdyNimQA0m1z/l47n8bM57J2aRA\n", "K0LEH0gFiRXxEs3XgZWD029eEvG8UcAZwB0SW+dsUiAFQsQfmA6JXYGT8Maeq/K2J1A/SKwEXAtc\n", "DxwWdH/qg9C5G6gYiRnxWa9rAluEXH6gPSQGAJcBswFbB5XV/AmpnkBFJJILd+Nv5iHB6WeANBPS\n", "AKT+SD3zNqdUzPgIn/x1C679PyxnkwIVECL+JkdiFfzW/RTgTzkMMm98JOE6RhsB6+DdsgOAr4Ce\n", "wAzA88C9wJXAnZjlpmaqonoD/YEpVrAO0zkSG+DR/6FmXJaVfYHpCameQFlIjAAuBfYw459529Nw\n", "SP2BnYBf4nfXNwG3AU8Cb05z7tLMwGBgPWAs0As4EriBDN6gKmp+YEtgGLA6MAfwCTAr8AL+N3K6\n", "FazNLAWJpYEJwDnAiSFwyJ7g+AMlI7EHrqS5uRn35W1PQ+GO/CDgYDwlcjZwd0lO3O8ONgZOBl4C\n", "dsZsSuomFtUL2ALYB1gG+Cf+oXQP8IYVzJJjhgBHAIOAja1g77c1mXlx538fXhQQRPoyJDj+QJck\n", "srxFPLLc2IwXcjapcXCnvTUuUX0ncCxmL1Z4rd7AH4CRwMaYPZ+KiUX1AfbEJ3O9juvz3GgF+6aT\n", "c4QreS4BjLRCW6chMSte8fMNXu//RRr2BromOP5Ap0j0xGfeLgNsasZ7OZvUOEj/B5yFN7zthlk6\n", "d1HS7ngHbYTZSxVfpqiewHb4Xd6TwK+tYCVLMaioGYCngF2tYHe1byoz4H9fSwMbJRvBgRoTqnoC\n", "HZI4/YuBBYF1gtNPEWkDXNbiKWCl1Jw+gNkFwAnArcmeQfnmFbUaLq63N7CDFWxkOU4fINnkPR8f\n", "5N6BqXwH7ArcAfwnKf0M1CHB8TcBLZz+IDzSD7fhaSD1QDoeuATYBrNjsY5TJhVjdg5wI3BRkk4q\n", "zbyiZldR5+D5+9OAn1vB7qzCkknAqp2bigGHAbcTnH/dEhx/g9OO0/8yZ5MaA2lG4CpgA2AVzOIa\n", "r3gYPst491IOVlGb4imdH4HBVrDL2svNl8nTeClqpyTO/3CC869bQo6/gQlOv0ZIA4B/AW8BO9Uk\n", "ym9/3eWBW4GlMPuw3UOKmh2P7tfE8/GTUlveN3l/BHpaoes+g6SQ4GR8xu96IedfG0KOPzCN5E13\n", "AcHpp4tv4t6Fly6OzczpA5g9DlyDV2W1Na2oNfC9hs+B5dN0+gDJHcP3UNp4xlaR/21J5U+gDggR\n", "f4MicQIeaa0bcvopIc2LTx+7HLPf5mTDXMBzwNKYvQOgonrgqaBfAXtYwa6vydJFzQy8D8xcTtoo\n", "CULOBBYDNjHj21rY16yEiD8AgMReeD152MhNC3f6E4G/5Ob0AczeBy7Hm8NQUXPjzVObAqvWyukn\n", "zA28X+5eQRL5H4BLVJyffBAEciQ4/gZDYiQwDm/OatNlGagAz+nfBlyK2e/yNgfXVdp9sQO0AfAI\n", "PjshsoK9XuN1F8Kbvsom6ebdFt8c/nWaRgXKp1feBgTSQ2JVfDN3pBmVdYwGpkeaCbgBuLlOnD4a\n", "xxvPn847a77O1S/OwdZWsFszWnoZ4H+VnmzGFxKbAvdIvG7G+emZFiiHEPE3CBIL45Umu5lxf972\n", "NARSL7xk82V8kzJ3EsmF805ak1lOv5n/Zej0AZbFS0QrJmkc3Bj4dSISGMiB4PgbAImZgL/j6oi1\n", "zPE2G6cAfYBd85RJnoqKGohvLs/R71tWmuVblkWaO0MTfg7VC/ol+lBbAJdILFq1VYGyCY6/m5Ns\n", "lJ2FywX8OWdzGgdpNzwyHYN1rEmfmTlFrQI8iNfxb3nazfYB/iGwYUbrz42XBj+exvXMuAcvS70u\n", "CVwCGRJy/N2fPYBVgNWCFnpKSGsCvwPWroUkctnmFDUa18nZ2wr29xZP3QRsApkMQVkbuNsK9kOK\n", "1zwLWAM4W2Ln8PebHSHi78Ykm7m/BX4RyjZTwhu0rgZ2xOy53M0paj/cQY5o5fQBbgY2QMrifTwC\n", "ny2QGomj3wufTrZnmtcOdE6I+LspEnPgXZx7m5GKVnvT45u5fwPOxSxVJ1e2Kd6UdRJen7+mFeyV\n", "NgeZvY00BS+RrNmc5ETSeRM8yEiVpNJnC+BuiUfMeDDtNQJtCY6/G5Lk9S8FrjWjdRQYqJxxwHfU\n", "wMGVg4qaEf/9zgsMtYJ9BKA4XhGf27s0IOC+KTPP/ED/L74YSg0dPz6F6z0r2Mu1uLgZzydNh9dI\n", "LG/GJ7VYJ/ATIdXTPdkVdwpH521Iw+Ca+jsD22Gp5rHLM6OoAfgGroD1GTZxiuJ4c8Xxw8A/8O7Z\n", "25KvYQtfccU6z8033zo1NmtMsnbNSAKYW/DpZYEaE7R6uhkSC+LVHeuYVd5ME2iBNAderbITZrfn\n", "ZkZR8+IO/RbgUIZNXAofYj4zcDxwk0XRdGWly1x88cUDp0zZ/PZf/aqiIS0l2NQLVyFd0wpW0zGd\n", "ErPgv4cDzLixlms1EkGrp8GR6AFcBJwSnH5K+GCTc4Crc3b6C+Fzei9j2MRDGTbxULxc8zJgZYui\n", "G1o7fYDDrrzy8CcXWmi2fjffXKt6+A2Al2vt9AHM+AzYBTg32cMK1Ijg+LsX+wJ98caiQDrsgG+O\n", "5pY2U1FL4eMK/8iwiRfhomujcId/bnsOfyo73XLL++s+/PCX87/33rY1Mm9H4C81unYbzJiEd0uf\n", "kdWazUhw/N0EicXxods7mZFbDrqhkAYBfwS2x+zrXEzwxqz/AkcxbOJ9uODaI8Bwi6I3SrnGgpMn\n", "v9H7+++H1MC22fAmtqvTvnYXHAOsKLF1xus2DVU7fkkbSXpW0guSjmjn+UjSJ5IeTb6OrXbNZiOp\n", "4jkf+E0o3UwJT/GcBZyZDDjJ3oSihuHR/V4Mm/gJnts/0KLoaIuikruFZ/nqqzfNZaPTZgxwuxXa\n", "n/ZVK8z4Cr/TOF1i9izXbhaqKueU1BO/JVsP3wB6UNL1ZvZMq0MnmdmoatZqcrYBZiXc/qbJVsCi\n", "kE9UqaI2xks2t2XYxKWBI4FNLIoeKPda3/XqNbnnDz/8LGX7BOxPovufNWY8IPEPXMJ5/zxsaGSq\n", "jfiHAC+a2avmeiZXAqPbOS5U61SIRD/gD8B+IcWTEl7FMx7YLdPRiVOXL2oT4FLUcxTDJq4F7AMM\n", "rcTpA7w+99yfz/nppyWNQyyDCOiJj03Mi2OBMRLL5WhDQ1Kt4x8EtMxDvpk81hIDhkp6XNIESUtV\n", "uWazcQww0Yy78zakgTgZr+KpWmmyXFTUpsBFqOdI1v7P5sAvgGEWRa9Wes0X5pvv+3k+/LB3WjYm\n", "7A/8udxpW2lixod4GesZYWpXulTbuVvKH8UjwPxm9qWkjYF/Aou3d6CkcS2+jc0srtK+bk2yobsH\n", "roMeSANpDbz7dXDmSxc1CjifHr03Za1btgeG4pu4VeXQ35pzzhmGPPNMahG/iloAGIbn2fPmfFzH\n", "ZxtcTqPpkRThd2QVU63jfwuYv8X38+NR/zTM7LMW/79Z0lmSBph5G3qrY8dVaU/DkEQ4p+Ea++/k\n", "bU9D4HtSZwGHYfZppksXtRlwLuq5CWvdsgOwKrCuRVHV8gTvzj77PEu99lqaqZ59gEutYJ+neM2K\n", "MOMHif2BqyRuMCN3m/ImCYjjqd9LKpR7jWpTPQ8Bi0laUFJvvApgukEgkgbKKyiQNATvFm7j9ANt\n", "WB9YBDg9b0MaiL2BT8g4clRRmwPnAhuz9n82A9YCNk7D6QN8MeOMiyz/0kszJ5VKVaGiZsElQc6s\n", "3rJ0SNKcE4HD8ralUagq4jez7yXth5eh9QQuNLNnJO2VPH8usCXwS0nfA1/it2yBTkii/d8Ax5nx\n", "bd72NATSnLgIW0SGOiUq6hf4XcZGDJu4AT/l9D9O5fpx3IsePRZZ4vXXvwdmgqrluffGSzhfqt66\n", "VCkAD0qcnuT+A1UQtHrqEImR+CCQFczIfeRfQyCdDvTAbL/MlixqBHAx7vRXBw4F1rYoeiu1NeJ4\n", "eeAqGz58TmAwZu9XfC1XBX0F2NAK9kRaNqaFxHnAB2ZBnLAlQaunAUii/V8DheD0U0JaAhiLj/rL\n", "Zsmi1gEuAUYxbOICwHHA+mk6/YQ1gbuAr4EZq7zWrsBD9ej0E34L7CUxV96GdHeC468/Nkv+/Weu\n", "VjQWJwMnVRMNl4OKGor3tGzFsIlTu65HWRTVQs9+LVzc7Rt8MHxFqKgZgMOBE1KyK3XMeB3/uR6e\n", "ty3dneD464hEfbOIR/v1kYPr7njp27JkNIheRa2Mf2jvwLCJb+M69jtZFD2U+lpxLNzx30WVjh+/\n", "I3rZCtn3NpTJ74DdJObJ25DuTHD89cXm+C170CJPA69yOQE4PgsRNhW1DD4AfQ+GTXwYn4l7vEXR\n", "hBotuQTwI/AyPjmsomKNZLTiUdRxtD8VM97C1UJDhU8VBMdfXxwMnByi/dTYCOhPBuWbKmpxvLrt\n", "YIZNvBm4DrjGouj8Gi67CTDBosjwqrpK94S2A97HVUK7A6cCOyeDWwIVEBx/nSCxMt4AF3L7aeDR\n", "/m+AQq1HKaqo+fBxicczbOKVeA38x7jcRi3ZBL/DAH8vl/06VVRvPL14dJ7yDOWQ5Pr/i4/KDFRA\n", "cPz1w4HAmWZ8n7chDcJoPAqu6TB6FTUH7vTPsIJdiGvcrA5s39kAlarXjePZ8O7fqSJqPags4t8D\n", "eNYKdmdatmXEeGD/ZF8sUCbhh1YHJBtVmwIX5G1LQyD1IGmAw6x2zreomfH9mButYKcojjfAc+Wj\n", "LIo+6/zsqtkQuNuiaGrDVtmpnsT+Y6j9nUktuBv4DE/nBcokOP76YC/gKjOClEU6bI13sN7U1YGV\n", "kpQ/Xgs8CxyhOF4Yn487xqLolVqt24IxyfpT6Qt8VeY19gPusoI9kppVGZHsg43H75QDZRIcf85I\n", "9MHb5DMpN2x4XIhtHB7t1yRnraJ64B253+MVPDPiTvgEi6I7arHmdOvH8Sy4llPLNFZZcg0qqj/e\n", "SXx8utZlylXA8lL2SqvdneD482cT4DkznsrbkAZhNL6x+p9aXDyZTPVHYAFgjBXse3wy2vNk9+E9\n", "CrjToqjlHeLMuBZWqewP3GAFezZVyzLEjG+AC4Hd8ralu1GtLHOgerbH65ID1eKVPEfgXbq1qlA5\n", "AlgXGGYF+1JxvBuwBjAkKavMgjF4tOtIvfD3cjnTxE7F00PdncuB2yWOCBPqSidE/DkiMQB3Itfl\n", "bUuDMAyv2/9XLS6uonbC92M2soJNURyvBJwI/MKiKBOdeMXxHMDaTP8aZwE+K/XDTkXtDcxqBfug\n", "BiZmihnPAG8Dw/O2pTsRHH++bAncYkYquuwBjgD+UIu6fRW1Lq75M8IK9rbieACe19/XoijLdMlY\n", "4KZWWv5zAiU5cRW1Ii5xXE5aqN65HNghbyO6E8Hx58v2+B9toFqk5YHl8MqadC9d1LJ49+9WVrBn\n", "FMc98PTcvyyKrk57vS7YBd9YbslceOdtpyT7E6cBBStYIwUbVwKjJWbO25DuQnD8OSGxID739d85\n", "m9IoHA6Mx6ycPHeXqKhBeFnogVawqRU7B+JRdqYqkYrjFYA5aCutMDclOH58CEx/fEO0YTBjMnAf\n", "vukdKIHg+PNjW+CaMGErBaQF8Iamc1O9bFGz4k7/LCvY3wCSvP7RwFiLou/SXK8EdgEuaacjuMuI\n", "Pxmy8gfgICvUVsIiJy7HNYcCJRAcf35sikv2BqpnH+BSLL30RdKgdTUeSZ4EoDjuh6d8DqiRtn7H\n", "9sRxXzxYuLSdp0tJ9RwMPG4Fm5i2bXXCjcDaEjPlbUh3IJRz5oDEnMDSQM2bfRoeqS8+OWqN1C7p\n", "ufCzcdGz/VqIl40H7rUoynRYe8IY4KEOPnDmAt7s6EQVNT9wCLBajWzLHTM+lngEr+6pWcd2oxAi\n", "/nzYEJiYNKAEqmMM8CBmL6Z4zaOAFfmpQQvF8Rh86Mn+Ka5TEsnAlf3xRrH26CriPxUXkau3Aepp\n", "MwFviAx0QYj482EE/kcaqAZv2NoPL09M55JFbQH8EljNCvY5gOJ4Qbwrd+MMxNfaYzV8U7ajQoCf\n", "AW+094SKWh9YGdixNqbVFTcBN0kozLTonBDxZ4xETzziD46/eoYAs5NSZVQyNvEcYLQV7G0AxXEv\n", "4K/ASRZFD6exTgXsC5zZiczzgsCrrR9UUX3wu4QDrGDlCrh1R54GBEG7pyuC48+e1YC3zDrOyQZK\n", "Zl/g7DQatlTUvPgQnL1aqVUejqte/qnaNSqyK44HAiNpW7ufHKDewEDaj/gPBp6zgjXFKM8kyr+J\n", "kO7pkuD4s2cDQu1+9Uhz43XbF1V9qaJmAq4HzraCTVO8VBwvDxwE7FLLoSpdsDs+wnFKB8/PD7yD\n", "2XQDfFTUz3D1zYNqbF+98W/8jjrQCcHxZ89Q4K68jWgAdgb+gVlVMwwSieVLgWeA3097PI77kAz1\n", "tihqN39ea5I00974KMeOWBBoT///VODPVrBMy07rgLuBIUlKNdABwfFnSPLHuBpwb962dGt8U3cX\n", "0plYNg4YBOzRaubs8XjePE/l1B+BLSyKHu/kmAVpld9XUSOAFXBtoabCjA+Bd4Bl8ralngmOP1uW\n", "At41K01QK9Ahq+GjBu+p5iIqaixe7bK5FezraY/H8Wq4xvteGUotT2+bl3D+F+hK9XMhWkT8Kqof\n", "3oOwd5Ns6LbHvaTY19GIBMefLWsQov002Bm4pBrN/aSCZzwwygr27rTH43gmPMrfz6JocrWGVsG6\n", "eH1+V8qfCzN9quc3QGwFq8kgmm5CcPxdEBx/tgwlOP7q8E7drahChVNFzY2PLdzbCvZEq6d/Bzxs\n", "UXRt2zMz5Ujg5BI2lZfG9ydQUavisg6H1Ni2euceguPvlOD4s2UNqkxPBNgMeAizijZcEw2ea4DL\n", "rGDTDcBRHK+Nf6jsV7WVVaA4XgVYHNcF6uRA9UqOeyZ5XRcAhzbCgJUqeRoYmEijBNohOP6MkJgV\n", "mA/CbN0q2Rm4pIrzTwU+o1W3r+J4RuB8fLBKVZVCKXAEcKpFUVfKrYvgpZxfAL8CJuPNZk1NMoLx\n", "YbxjOdAOQbIhO5bEh6o3oiRuNkjzA6vgUX/5pxe1K95HsVo70sTHAU9YFP2zOiOrQ3G8OBDhVUtd\n", "sTTwlIpaFDgMGNKqMqmZeRrv4L0lb0PqkeD4s2NJut6oC3TOtsB1WPnVKipqNVxeeW0r2MfTPeeN\n", "WnvgE7zy5ghcnqGUGb5Lm99BngOc2IQ1+53xLKGks0OC48+OwSSbcIGK2ZoKpl6pqHnw+bi7WcGm\n", "+x0kTVIXAEfmXMWD4nhhYDSwWImnLH3OKnyBC7idVjPDuifP4Ps1gXYIjj87lgSuyNuIbou0CC5P\n", "UNYMAxXVG3f651vBrm/nkAOBT+lICydbjsGj/Y7kGabjm56scPGKDATWmiofHZjGs/h7LtAOwfFn\n", "R4j4q2MrPM1TroP7A/AR8NvWTyQR9lHAank1arWypeRof1wkbdOfeV/pzx+tYE/W1rpuydvAjBID\n", "zMh7s77uCFU9GSAxA95a/0LOpnRntsZHIZaMitoGV2rc0Qo2XT180hl7Li63XA8DSo6ljGi/OJw9\n", "Bu/Pcx/MzAk1tqtbkih1hqi/A0LEnw0/AyaHiVsVIi0GzAvcWfIpRS2FD09Zv/VmbsL2wABykltu\n", "ieJ4EVxptKRoX0UtMPxlTj7wfg4b/WxI8XTCi3jJa+idaUVw/NkwD37rGaiMrYFrS9XdV1GzANcB\n", "h1vBHmvzfBz3xwXMRlkU1YPjPAY4o5RoP5kHfEFhEs8Ney0MFu+Cd/D3XqAVwfFnwzx4c02gMram\n", "xFm3iWM8H7jLCtbRhu1vgX9ZFD2Ykn0V0yLaX7TEU/YAZlv7NXoCD9TMsMZgMn6nGGhFcPzZEBx/\n", "pXg1z0BKn2GwHy5jMLTdy8XxSsCWuFJqPXA8Hu23l46aDhW1AHDCcpPZQK473+ZuJjAdk4GV8jai\n", "HgmOPxvmwW87A+UzErgJsy4nYKmoNfBN0jVayixPez6OewBnAUfXgSwDiuNlgY0oIbevonriqqEn\n", "P34O/YAnK2lkazImE1I97RKqerLh/wgRf6WMBG7o6iAVNRdwFd6k1VEH6274cJNLUrOuOn4P/M6i\n", "6NMSjj0EMFxraE3CFLdSCDn+DgiOPxtCqqcSpFmB1YFOteVbjE+8oqPB4orjOfHc/j45zs9tac9a\n", "uNbOOV29LBLEAAAgAElEQVQeW9SK+PzcnRKNoTXxVE+gcybjQVegFcHxZ8MA4MO8jeiGrA/cjVlX\n", "ujWH4LIFx3VyzO+BKy2Kcs+LJz0EJwHHWxR1WuKrovoClwO/soK9htQD378Ijr9rPgJmlUJKuzXh\n", "B5INMwIhH1s+I4F2I/ipqKjV8Wh4iBXsu3aPieMheCPX4NQtrIzRwMyUJuHxe+BJfpJbXgr4ALNw\n", "B9kFZpjEF/jP+pO87aknQsSfDTMCbTYbA53gke0I4KYODylqduBKYC8r2GvtHuPR9WnAMRZFub/5\n", "E1G43wFHWRR12pegotYHtgB+2UJuOaR5yuNz3PEHWlC145e0kaRnJb0g6YgOjjk9ef5xSStWu2Y3\n", "pC/B8ZfLEOB9zF5p78mkXv9C4F9WsM409LcB+uB7APXAjsD7wM2dHaSiBgAXAbtYwVpWIIWN3fL4\n", "ApglbyPqjaocv6SewBl4SdpSwLaSBrc6ZgSwqJktBuwJnF3Nmt2UEPGXz8bAhE6e3wdYgE5kmpPB\n", "6ScBB9XJhu5MQBGXgO5QFC75UDsbuG66oemSgLUIEX85fAPMkLcR9Ua1Ef8Q4EUze9XMvsNvu0e3\n", "OmYUSbRlZvcD/SUNrHLd7kZw/OWzDh1U8yRVLuOAMVawzjZHDwHusygqWeOnxhwG3G1RdG8Xx+2K\n", "70cc1erxRXAnFgb6lM73hL3MNlT7AxkEtBx6/SawWgnHzAe8W+Xa3Yng+MtBmhlYkXYiWxXVD6/X\n", "P8AK9mKHl4jjQbjW/iq1MrMcFMfzAQfQRSepihoMnAgMs0KbBq0NgFuxMF6xDILjb4dqfyCl/gGq\n", "lPMkjWvxbWxmcQU21SM98cahQGmsBTycDBFvzXjgbivY37q4xu+Bcy2KXk3buAr5PXC2RVG7m9AA\n", "KmpG/K75aCvY0+0csgFwTY3sa1QmAZ/lbUSaSIrwucwVU63jfwufijSV+fGIvrNj5ksea4OZjavS\n", "nnrla3yDMcgyl8Y6wH9bP6iitgCG4XcDHZKUb64HLFET68pEcbwa/pq6sucU4Dl8FGSri2gG/M2+\n", "V8rmNTRmHJK3DWmTBMTx1O8lFcq9RrU5/oeAxSQtKKk3MAZoPd7uerySAUmrAx+bWTOlecAd/4x5\n", "G9GNWBe4veUDKmo+XGdnOytYhxFcUr75J7x8M/dIr1U5aYeNaCpqM7zXYM8WpZstGQK8QvO9dwI1\n", "oCrHbz4Gbz/gFuBp4Coze0bSXpL2So6ZALws6UV84tE+VdrcHQmOv1SkAbho2TTJ4USS4RLgDCvY\n", "/V1cYTTQDxc0qwe2wTdkO7RHRc2PvzfGdjA0BryL+bb0zWtsJK6VWChvO+qNqjc9zOxmWtUkm9m5\n", "rb7fr9p1ujnB8ZdOhMs0fNvisYPxn9/vOzuxRXPUoV01R2VBi3LSsR2Vk6qoXnhX7mlWsM6qfTbA\n", "JZwD5bEqYX+tDWG3OxuC4y+diJb5y6JWAI7AJRm6mpa1EyU0R2XIocC9FkWdNVwdB3yLf0C0j9Qf\n", "WJbQuFUJ/fDu3UALguPPhuD4S2d1vP4eFTUTrmdzsBXs1c5OUhz3xWv7t+qsOSorFMcL4eWbK3d4\n", "TFEbALsDq7QeBt+KjYEYaztjINAlwfG3Q3D82fAZMGveRtQ9Ul9cqvjh5JGTgMesYH/t+KRp7Ac8\n", "aFF0X63MK5VkQ/fPwCkdlW+qqEF4Y+O2VrCuhvRsBvwrXSsbH4mZ8NLxb7s6ttkIjj8bwiSg0lgJ\n", "eAazL1XUevhG7XJdnaQ4nh2Xbli7xvaVyii8y/YX7T2pombAm9D+bIUuelWkPsCG+N1DoDzmASab\n", "ldxv1DQEx58NwfGXxurAvSpqNlyAbfdOqlxacgQ+PP2ZmlpXAsmG7nhgV4uijiLN3+EywSeWcMnh\n", "wFOhjLMiwgCkDgiOPxuC4y+NNYB/4HX4N1vBbu3qhESaYQ9g+RrbVirH4Bu6bRrQAFTUaGArYOUu\n", "8vpTGQ10pj4a6Jjg+DsgOP5smEz9OKZ6ZvUxW3IzXtlT6s/rSOASi6LWHeOZozheAu+sbTc9paIW\n", "Bs4HNrWCdT2RzWcSjKbK9vwmZh587m6gFcHxZ0OI+LtCmv9H6HPN0vwab2Tqsus2ifa3ow4mayUb\n", "umcAJ1gUvd3medfhuQb4bQlNaFNZBfgYs+fTs7SpCBF/B4QJXNkQHH/XDHlgPr41cbUVbFKJ5xwJ\n", "XGRRVA/5762AgXg1T3ucBrzUyfPtEap5qiM4/g4IEX82vAEsIKFQYdA+kxZgm4fnpQ9wdCnHt4j2\n", "l6ypYaXZMgB37FtaFLVpMlNRu+Hicqt1oMPTzkUlXPtqqxRNbTYWIHxwtkuI+DPAjI/xEXCD8ral\n", "HlFRc3/em00X/YhT2tGg74gjgQstit6rpW0l8gfg7xZF97R+QkUNwat3NreCfVrGNYfgWvKPpmNi\n", "UzIYyL3Sqx4JEX92PItHp7lvQtYh41d/k6/n+Iq/l3JwnUX76+ICaku3ea6ouYFrgT2sYOVOzdoW\n", "uCIMXakMiX7AnECH8w+amRDxZ8cz1MEmZL2hojad/SuGDPiKXngOvBTqItpPavbPA37ZWgI6adK6\n", "GvhLF8Pg27mweuJpnq6GzQQ6ZgngBTNyF+urR0LEnx3PUAcRaj2RNGqddcwdnCzYHrMu36RJtD+W\n", "+vgQLQL3WxTd1M5zJwNfAWUPycDLN98K1TxVsSQhzdMhwfFnx7N4lUbgJ04Ebj7kXn4AHi/xnF8B\n", "l9ZBtL8yPmBo2TbPFTUWl21YxQpdf5i1w1hCtF8tgwlD6TskpHqyI6R6WqCihgGb4ho7ywNPdHmO\n", "a/LsjHf25obieAZ8POJhrT+AEhnp8fhm7pTyL64+wOa4lk+gcsLGbicEx58dbwJ9pFDPr6L64h2s\n", "+yZaPEsDT5Zw6i+BGyyK3qilfSVwKPAecFnLB1XUnMDfgf2tYF1+kHXACOAJzEIRQHWsAPwvbyPq\n", "lZDqyQgzTOJ+ftKjaWYKuNzy1BrrRYFO89mK4xlxhcr1amxbpyiOl8XTTau21P1XUb3xCp6rrGBX\n", "VrHErviYyUCFSAwEBhBSPR0SIv5suQd3/E2Liloed277+wOaBZiFrjVVdgIesigq5c6gJiiOe+Oz\n", "c4+0KHp12uNFTdXf/xQXaatwAQ0Cfo5LOwQqZw3gfrMwcrEjguPPlntpYsefDE0/GzjGCtNkhhcB\n", "XuqsXl1x3BNPr3Q8njAbjgXeAi5q9fi+wFBguxIVNztiZ+BqzL6o4hoBf491Nr+46Qmpnmx5AFhJ\n", "ordZU04F2i3598IWjy0KvNjFeZsDH5DjzFnF8aq48uYKrVI86+EfCGuUIizX8QLqgf98tq7S1IA7\n", "/t/kbUQ9EyL+DDHjU9zJrZC3LVmjouYCTgB+2SoqLsXxHwacnNcs3WSe71+AAyyKpqWkVNRiwF+B\n", "MVawV6pcZjieKnq4qwMDHSMxAz7JrVQF1KYkOP7suRdPCzQbJwOXW8Fa1+t36vgVx0OAuYDra2hb\n", "V5wAPGFRNK3EUkX1B24AjitDTbQzdgcuCBINVbM88EoSZAU6IDj+7JlIzpUpWaOi1sJfc3tdrF1F\n", "/PsCZ1sU5dJ6rzgeBmwD7DPtsaJ64Q1Wt1rBzqt+Ec0BbIzfPQSqY30gztuIeic4/uy5FVhbom/e\n", "hmRBollzNnBwBznwBehASEtxPBfeAdt6MzUTFMf98dLKvSyKPoRpFTyn4ftjv0ppqR2BG7EKGr4C\n", "rRkBtCehEWhBcPwZY8YUXJ5gWN62ZMTB+DyC69o845rznY3H2x2XO+56TGHKJBO1zgEmWBTd0OKp\n", "A3EtnS2tYG2098tfSD3x0tYzqr5WkyMxAE/1pJF6a2hCVU8+3IRHJv/O25BaoqLmxSUZVu9gAEl/\n", "4FvMvmxzbhz3wjt189I32gXvKB4yzaaiNsM3modawT5JaZ1Ngfcxuy+l6zUzGwCTzCh1pkPTEiL+\n", "fJgAbCKhvA2pMb8DLrCCdZTD/z86jvY3Bd60KHqkJpZ1QjI0/SRgG4uirwBU1Cq4zMRmVrA0Nd4P\n", "xFNHgerZBH9vBbogOP58+B/QG1g8b0NqRTJ5agO8IqYjOnP8+5JD+kNx3Ae4EjjOougpABU1dYTf\n", "7lawB9NbTMvhfwPXpnbNJkWiJ7ARwfGXRHD8OZDM3Z2AR7UNR7IBOh7v0O2sqaldx684XhjP1bbd\n", "F6g9vwdeAc6FaTMDbgL+0EJbKC0OBM7C7LuUr9uMDAHeNQsTt0ohOP78uBofr9eIjAVmAC7t4riO\n", "Iv6dgSssir5J2a5OURxvDGwJ7G5RZElF0rV4eeD4dBfTXMAv8AlegeoZi7+nAiUQNnfzIwbmkVjK\n", "jKfzNiYtVNTM+ICVMSXo1gwEJk93vuvy7IyXcWaG4ng+vGx0G4uij5K7lnOBb4CDOticroY9gb9j\n", "9n7K1206km7dMTSxDla5hIg/J5JZoFfgQ8MbiSOAO61g95Rw7OxA69r1dYAPLIoeS92yDkhUN68G\n", "TrcomloK+BtgGWCbVMo2p1tQM+ES07kOlGkgNsDn65Y6s7npCY4/Xy4HtpMa4/egoubDN2WPKPGU\n", "2YDWZZG7ABenaVcJnAK8T6L+qaL2xcXSNrGCfV6D9fYA7sYsN4npBmN7/L0UKJGGcDjdmCeAz3AN\n", "9kZgHHCeFazUCVnTOX7FcT+8JC+zebOK423xnoqdLIp+VFFbAkcDG1mhBmkYH614KJ1XOwVKRGJW\n", "/PcX8vtlEHL8OZJM5boc2AG4M297qkFFLYXn5cspUW0d8Y8E7rEo+iBN2zpCcbw0cDqwvkXRxyoq\n", "As4CNrSCvVyjZXcEnsIsqHCmwy+A2IzMu7u7MyHiz5+/AltKzJK3IVXyO+CkZIZuqcyK3/FMZQwZ\n", "DRlXHM+Kz8c91KLoMRW1HEmllRXs0dosql7AkYRoP012xyWzA2UQHH/OmPEm8F98tGC3REUNxTXQ\n", "zyzz1D7A1zDNEa8D/DNd69qS6PBcCMQWRZcmDVoTgAOsYLfXcOkxwFuYdeu7u3pBYmXgZ3hzXaAM\n", "guOvD8YDB3THTd6k7PEk4Hgr2Ndlnt4bpk0iGwVMsigq546hUo7BHcaByYCYW4BTqhyS3jk+Yeso\n", "QrSfJgcAZ5qRbtVVE9DtHE2DchfwOd5y3t0YiZdlXlbBuX3wOnlwx/+PtIzqCMXxL/ARipsxafiM\n", "uNO/1gpWa72cbfDf8a01XqcpkBiI/82cn7ct3ZHg+OuARMJhPN7C321IhqefABxtBatkUEof4BvF\n", "8Qz4AI2b07SvNYrjFfCmrM2YNPxT4Eb8Q/e4Wq6L1BvvCzgyTNhKjb2Bq834KG9DuiPB8dcPVwLL\n", "SwzO25AyGI2nam7o6sAOEPAjXs76okXR5C6OrxjF8UB8/2BfJg1/Er+7eJHadOW2ZnfgBcziGq/T\n", "FEj0wR3/6Xnb0l0Jjr9OMOMbXLfloLxtKYUkt3888OsqHOeP+N/gSGo4NUlxPBPu9P/CpOF/x/sE\n", "PsPVNruSlahycc0MHIvn9wPpsA3wlBlP5W1IdyU4/vridLy0c4G8DSmBqVo6lUb74I6/J57mqclQ\n", "mkT75wrgRZ4eNw6v5pkZGJu6FEP7HARMwmpUItpkSPTCP0jDJnkVBMdfR5jxAT7u79i8bemMlKJ9\n", "gB9+P3Zsf2BhIPWGpqRsczzQj6/e2o33J40HFgF+YQWrvfKnD1E/mFrvITQXOwBvmjExb0O6M8Hx\n", "1x9/BDaXWCRvQzphE1x2udr66e+vGj58KPCARVEtNOkPBdbm+8+34IHtT8D3EkZawb6owVrtcTRw\n", "NdbhBLJAGSQqnMfhQUegCoJkQ51hxkcSZ+B/4DvnbE4bWkX71ebHv/hgttnWxCtrUkVxvBOwPz9+\n", "O5S7Nz0KTyetW2ZncRUGaHG8KW+ZTNZrDnYBXjTr3vIm9UDFjl/SALy9fgHgVWBrs7ZvKkmvAp8C\n", "PwDfmdmQ1scE2vAn4EWJxc14Pm9jWrE2rrHz9xSu9dnnffuuCBRTuNY0FMdbAify4/fDuXPDX+Ii\n", "XutYwbLUc/kTcCJmNatUaiaSSp5jcdXUQJVUk+o5ErjNzBYHbk++bw8DIjNbMTj90jDjE3wA97ic\n", "TWmPg4E/pVQN8/lXffosCulVZyiOR+DSERtz5/pj8U3oda1gmQi/uREaASxGKDdMk92B/5lxX96G\n", "NALVOP5R/DRa71Jgs06OVRXrNCvjgbUlhuZtyFRU1GLAUFISxXp39tm/+lHqC5Qq49wpiuMIuAQY\n", "zaTho4EtcKef3ZQrb9b6E3AwZt92dXigayQG4OnFY/K2pVGoxvEPNLN3k/+/i4/Raw8D/iPpIUl7\n", "VLFeU2HG5/hAkz9L9MzbnoQDcb39L9O42H1LLfX9gM8+e9eiqOoGKsXx+sA1wBgmDV8fF0Rbxwr2\n", "XrXXLpPD8GatmvUlNCG/Aa41I7OpbI1Opzl+SbcB87Tz1HSfvGZmkjp68/7czN6RD5e+TdKz1oE6\n", "oaRxLb6NLXQ6XoF3KO5GzkO5VdQAfKD10mld84VBg76e6+OPv6r2OorjTYELsR8254711sUbfIZb\n", "YVpgkg3SongqbJVM121gJJYHtoRu1dFeUyRFQFTNNTp1/Ga2fieLvytpHjObLOn/gHYjKzN7J/n3\n", "fUn/AIbQwdARMxtXquHNQDKoZT/gVolrc9Yl2RO43gr++0yD1wYO/Haujz+uaq8g2cg9E/thJHes\n", "tyUudBfl4PSFD3E5EbNXM127QZEQcAZwfNDk+YkkII6nfi+pUO41qkn1XM9PGvI70Y6OuqSZJM2S\n", "/H9mfCjy/6pYs+kw43HgWvx2NxcSMba98Ddharw2cOD3A6dMqaiyTHEsxfFBwOn88M1G3LHeTsBw\n", "8nD6zrZ4unN8Dms3KmOBmYAL8jak0ajG8Z8IrC/peXyAxokAkuaVNDW/OQ9wp6THgPuBG80syNKW\n", "z3G4lMOKOa0/HB+RmGp37UezzvpR32++mbXc8xTHvfCKmT347pM1uWujA4DlgPWsYNlHhtJA4FRg\n", "T8xq0YjWdCSzdE8C9jOjEuXXQCdUXMdvZh8B67Xz+Nt4Zydm9jKwQsXWBYBpTV1HABdLDDEj62qR\n", "3YAL01axnDxgwGsLTZ48oJxzFMdz4FVFvfnkyWE8tv+ZwAB8OHpWHbktDJKAs4GLMbs/8/Ubl1OA\n", "m824N29DGpEg2dB9uBQve8xU90VFzY43QP017Wu/Pvfcj7w8zzy9SdKBXdoSxz8HHgWe47k/bM5j\n", "+18E9AU2zcXpO9viA+bH5bR+wyExAk8LH5K3LY1KkGzoJiQbvXsCj0ncYMYDGS29HXBzLVIo380w\n", "w4OPL7oo9w8evPxqncg2KI774LLGewO7M2n4XfgQlcnADlbIKb0izYvX7G+CZSD61gQkNfvnATuY\n", "8Wne9jQqIeLvRpjxDrA/cKlE34yW3QWXMk4di6JPV3r++TdP2G67A9p7PtnAHQk8DqwIrMKk4Y8C\n", "dySPjc3R6fcELgfOwuyhXGxoTP6M1+wH9c0aEhx/N8OMq3Gn99tar6WiFgEGQe3ehMf95S9/jVdY\n", "YaTieC/FcV8AxfEgxfEewIPA74HDLYpGM2l4P+BuPO10UM2HqHTO4fgsgZr/HpoFiS3xHoij87al\n", "0VG9jACVZGYWpB1KQGIO4Alg+1pGRirqcGAhK9gva7UG0vD7Bg/+4xpnnfURLgfxI/A1/mFzKTDB\n", "ouhHFbUGPi7xCCvYpR1fMAOk1XFJ6lUwS0VuotmRmBd4BNgs6PGURyW+Mzj+borE+rhjXMWMt2uy\n", "RlEPAEdZwW6vxfV9Ec0GvAnMqYkThev8f95SxkFFjQQuBna0gtV0IHuXSHMCD+FaPP/I1ZYGIdHZ\n", "nwjcYpZfv0p3JTj+JkPiWLxTdbgZqea6VdRA4FlgrpqPKJQeAA7F7I5WNgjYF5cIGW0Fy2pDu308\n", "r/9v4BHMjsjVlgZC4lRgCWBTM/JM33VLKvGdIcffvfkd8DFwcg2uvT7w34zm0k7EmwCnoaJmwOWV\n", "9waG5u70nRNwpdmgEpkSElvjyr47BKefHcHxd2OSN8oOwOjkDZQmGwJZdVnfjtdtA9ME4W7Gh/wM\n", "tYK9kpEdHSNtjYu/bYNl8mHY8EgMxj/ctwxaPNkSHH83x4wpuO78mckbKS2GAf9N8XqdEQNLIg1S\n", "UYsD9+Gb16OsYPnXcktDcZ2i0ViGA10aGIl+wHXAkWY8krc9zUZo4GoAzHhU4jDgeomhZlQ1eERF\n", "zQP0A7IZEm72LdIN/1mYo4CtgGOsYPUhzOVSy9cBO2L2eN7mNAISvXDJ8XvMatMjEuicEPE3CGZc\n", "gs9AvkFipiovtyrwYNraPB2honocvh49Z/uaPYGt68jpDwQmAAXM/p23OY1AIrX8Z2BGYJ+czWla\n", "guNvLI4Dngf+VuXUrqXISD5bRc0JTDhtDeZf8R3et3F8ksW6XSINwPc4rsAs1yE4DcYRwBp4Xj+M\n", "psyJ4PgbCDMMH0o9M3B6El1VwsLAy6kZ1gEqanVc6vnx73qybi/jLLx8M1+kWfHN5VuBYs7WNAwS\n", "2+NVWiOCDk++BMffYCRR1BbAmvj810pYAHgtNaNaoaJ6qKiD8WE++1vBjkjKRi8AtkAaVKu1uzZO\n", "/Zlaqw+HUy+NLt0ciXWAPwKb1KrhMFA6wfE3IGZ8gksp7yuxWwWX6Ae1ichU1Hx4JL01sLoV7Ppp\n", "T5q9izv/42uxdtfGaSBeYfQAsG9w+ukgMQS4EtjajKfyticQHH/DYsZbeBPWOIldyzx9RiBVmWEV\n", "JRU1Bk/txMBaVrD20kkn4VH/Ummu3yXSwvgs6H/gcgyhmSgFEqd/I7CrGZPytifghHLOBsaM5yXW\n", "BW6XwIyLSjz1C3yfIBWSKP9MYDFgpBXswQ4PNvsQ6XjgIqSfY1b7sXtShEekv8bsrJqv1yS0cvo3\n", "5m1P4CdCxN/gmPE8sC5QLCPyfxuYt9q1VVQvFbUvPjXrEWDFTp3+T5wDfIlXgNQOSUi/xMtgtwtO\n", "Pz2C069vQsTfBFQQ+T8KrE4V4xZV1Lr4dKopwDAr2NNlGPwj0k7AfUhPYi32AdJCmgM4H69gWhOz\n", "F1Jfo0kJTr/+CRF/k9Aq8t+/i8NvBkarqN7lrqOiVlZRN+BOtQhEZTn9nwx+A9gcuBBpWNnnd2qk\n", "RgKPAa8CqwWnnx4SwwlOv+4JssxNhsSCuGO/CTi8I0VEFTUBmGQFO6nLa7p88jDgUGAFfIP2fCvY\n", "1ykYvC7wN7zK5poqr7UIcBo+HH0frIZzBpoQibH4z3cbs8x0npqeoMcfKIlkoPW/8Fz+Tma0cdAq\n", "amF8tu2pwJ9bz7ZNnP2SwChgV+A7fAP34lQc/vQGrwD8ExeNOwSzKWWevyS+XzAK+APwpzAcPT2S\n", "RsHD8ea7Tcyy6foOOMHxB0pGYkbgMmBufNxdG2eqohYDzgIG4073XXzO7KLA8niq8KbkOvfUVNtH\n", "mgWfv7sNXut/HtZuOejU4+cGRgPbAssApwNnlv2hEeiURBrkdLxhcBMz3szZpKYjOP5AWUj0AE7B\n", "p3iNMOPVNsd4ZL8E/saePXn4JeAp4PmshNx+MkgLAwfiHwBf4APZJwOfAf2BgcDKwBx4o9jfgAlY\n", "ynchASRmxgsA+gFbJI2DgYwJjj9QERIHAEcDO5plNnylOiThdyIrAnMBs+IVRB/gG7fPhSas2iGx\n", "OC5X/RCwVxBcy4/g+AMVIzEM10g/BzghjMELdITE5sC5uBrseYk4YCAnguMPVIXEvHgz06f4DNQw\n", "Di8wjWSAygnAGGArM0ppxgvUmDBsPVAViWriOsBzwEMSK+VsUqBOkBgI3IaX664SnH73Jjj+wHSY\n", "8Z0Zv8LLH2+ROLTKoS6Bbo7Eprjkxp14EUCYO9zNCameQIdILARcjEt77GyW0QzeQF0gMRsuuxHh\n", "v/878rUo0B4h1RNIFTNewVM/1wD3SuyTlIAGGhyJ9YAncHnu5YLTbyxCxB8oCYklgEvxevndzHg9\n", "Z5MCNSCpzT8Z73Le3YxbcjYp0AUh4g/UDDOew5u4/gs8InGYRNkiboH6REISv8Ab82YBlg1Ov3EJ\n", "EX+gbCQWw8W4FgEO6DZNX4F2kRiMyy78H7C/GRNzNilQBiHiD2SCGS+YsQmuxnm2xD+SjeBAN0Ji\n", "VolTcDG+G4EVg9NvDoLjD1RMore+NN62/6BEUWLWnM0KdIFEr2Qa27PAAGAZM8ab8V0XpwYahOD4\n", "A1VhxtdmnACsBCwEvChxlES/nE0LtEKip8R2wNPAjsDmZuxqxrs5mxbImOD4A6lgxutm7AisDSwH\n", "vJQ0f82Us2lNj0QPia2B/wH7AHsDw824P1/LAnkRNncDNUFiGWAcMBQvD7zAjM9zNarJSDquNwMK\n", "wFfA8cCtQVStsQgibYG6Q2IFXMVxGHAJcEZ7uv+B9JDoD+wG7IcPz/ktcFNw+I1JqOoJ1B1mPGbG\n", "FsCqyUMPJ1VAUTKyL5ASEktKnAm8gu+5bGPG6mbcGJx+oCUh4g9kSrLpuyNwAC4HcDZwdZCArgyJ\n", "PsAmwJ74UJrzgLMTpdVAExBSPYFuQ6L5swE+qH1DvCP4MjwlEQahd0Lys/s5sAOwBa6pcylwpRlh\n", "xGSTERx/oFuSqEBuAWyPD3G/DrgcuNuMH/K0rV5I0mKDge2Sr8/xD8q/Bd2k5iY4/kC3R2J+YFtg\n", "LDAIuAWYANxixod52pY1En1xSeQRyVdv4Er8Q/GJkLcPQMaOX9JWeLneksCqZvZIB8dthOu69AQu\n", "MLOTOjguOP7AdCQfAhvjOewIeBL/EPg38LgZ3+dnXfokUf0ieApsBN4T8RhwE/66nwzOPtCarB3/\n", "ksCP+NDlQ9pz/JJ64mP81gPeAh4EtjWzZ9o5tqEdv6TIzOK87agFWby2ZBNzbfxDYANgfvzv6d7k\n", "675aTYaq1etLmttWBdZo8fUNvt8xAa+5n5L2um3taNy/TWiK11e27+xV6WJm9myyaGeHDQFeNLNX\n", "k17kfD4AAATHSURBVGOvBEYDbRx/ExABcc421IqIGr+2ZMP3tuQLidmB1XFneSBwhcQ7+IfBM7gO\n", "zTPAi2Z8W+XyEVW8vmQzdgH87nhw8u9Kyf//h39w/RXYz4w3qrS1EiIa928TGv/1lU3Fjr9EBsF0\n", "f8hvAqvVeM1AE5BEwjcnX1O7VJcGVsYd607Jvz+TeA3/IHgJeCf5mpx8vQN8VGkKJUnPzALMg8sa\n", "z9Pi/wvgzn1x4EN++jB6DK/CeThU4QTyoFPHL+k2/I+4NUeb2Q0lXD/kIwOZkFT/PJF8TSNJES2K\n", "O+CF8b/nFZjeUfeTmAJ83errK/93n0UkhgEztvM1G/ADP32QtPy6GTgVeNaMz2r12gOBcqm6qkfS\n", "RDrO8a8OjDOzjZLvjwJ+bG+DV1L4kAgEAoEKyCzH34qOFn0IWEzSgsDbwBi8VK8NjbyxGwgEAvVE\n", "xVo9kjaX9Aa+wXaTpCTXqnkl3QRgZt/jQlG34BrgV7VX0RMIBAKB7KibBq5AIBAIZENu6pyStpL0\n", "lKQfJK3UyXGvSnpC0qOSHsjSxkop47VtJOlZSS9IOiJLG6tB0gBJt0l6XtKtkvp3cFy3+t2V8vuQ\n", "dHry/OOSVszaxmro6vVJiiR9kvy+HpV0bB52VoKkiyS9K+l/nRzTnX93nb6+sn93ZpbLF15qtzgw\n", "EVipk+NeAQbkZWetXhveyfwisCAwA17iNzhv20t8fScDhyf/PwI4sbv/7kr5feDdtBOS/68G3Je3\n", "3Sm/vuj/2zuX1SiCKAx//8aFIoSAjJdk4zIPIKK4dJGNl1cQJAufQHwNySu4NAyooNkJgiAScROC\n", "W4majSAo6OK4qJowDtPd1bFnuqv7fDD0rWjO4Z8+01NV5xQwbtvWE/p3g1Cd9GPB9Wy1S/Svlnat\n", "vfGb2b6ZHSQ2z2rgN9G34+Q2M/tDqMFye/HWNcItwjx04vZOSdtctEvR49hvM3sLrEgaLdfME5P6\n", "fctFr38ws9dQmuWcs3Yp/kEN7XJYiMWAXUnvJN1v25gGmZfcdqklW+oyMrPJAt1fgaIHKCftUvSY\n", "12ZtwXY1RYp/BlyLXSHPJW0szbrFk7N2KdTSbqGZuw0kgAFcN7NDSeeAV5L2469fq/Q9ua3Ev0fT\n", "B2ZmJTkYndSugFQ9Zt+qOq3jFCl2vgfWzeynpE1gh9Bl2Rdy1S6FWtotNPCb2c0G7nEYt0eSnhL+\n", "srYePBrw7TOh0NiEdcJbSCco8y8OMp03sy+SLgDfCu7RSe0KSNFjts1aPJcDlf6Z2Y+p/ReStiWt\n", "mlkfVkfLWbtK6mrXla6euX1Tkk5LOhv3zxCqMhaO2neUyuQ2SacIyW3j5Zn1X4wJtXCI253ZBhlq\n", "l6LHmLBs5CQr/ftUl1fXqfRP0kix6qKkK4Tp3n0I+pC3dpXU1q7FUeq7hD63X8S6JvH8ReBZ3L9M\n", "mH2wR6jF/rDt0fWmfIvHm4Sy1Z9y8S3avQrsAgfAS2ClD9rN0wPYAram2jyO1z9QMhuti58q/4AH\n", "Uas94A1wtW2ba/j2hFAd4Hd89u71TLtS/+pq5wlcjuM4A6MrXT2O4zjOkvDA7ziOMzA88DuO4wwM\n", "D/yO4zgDwwO/4zjOwPDA7ziOMzA88DuO4wwMD/yO4zgD4y8WtHod7ypCjwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEKCAYAAAAVaT4rAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJztnXW4HdX1ht+P4E7aAsVp8eIUbyG4Byge3BpapD+8WE8G\n", "aXGXAi1SoLgWgkNwUiA4pEihULy4W9bvjzVJbpIrR2cfWe/znCf33jNnZp3MOd/s2Xutb8nMCIIg\n", "CDqHiVIHEARBEBRLCH8QBEGHEcIfBEHQYYTwB0EQdBgh/EEQBB1GCH8QBEGHEcIfBEHQYYTwB22J\n", "pGGSPpA0aUHHm0vSKEkTfKckDcifO6CIWIKgL0L4g7ZD0lzAMsC7wMCiD9/N37YHngG2KziWIOiW\n", "EP6gHdkOuAO4CBfdsslH5oMlvSDpQ0mnd3lOkg6V9KqkdyRdKGna/Ol7838/kvSppGXz10wFbALs\n", "Bswhaala31wQ1EoIf9CObAdcDlwBrCVpxgpfvx7wc2BRYHNJa+V/3xG/kAwAfgJMDYy+MPwy/3c6\n", "M5vGzIbnv/8KeMfMHgT+QYUXoiBoBCH8QVsh6RfArMANZvYi8BwwqMLdHG1mn5jZ68DdwGL537cG\n", "TjCzV83sc+AgYMt8Xr+7KR5wob8y//nKfPuJK4wnCOpKCH/QbmwP3GZmn+a/X0nlo+y3u/z8BT6y\n", "B/gx8J8uz70GTAzM1N1OJM2O3x2MFv5bgMnxO4ogSEaMPIK2QdIUwObARJLeyv88GTC9pEXN7Kka\n", "D/EmMFeX3+cAvgPeAWbvZvtt8cHVUGnMDcHk+IXo+hpjCYKqiRF/0E5shAvxgvj0zGL5z/eRZ9RI\n", "2kHSKxXsU4ydxrkU2DtP3Zwa+CNwmZmNAt4DRgE/7fLa7YEhXWJZDF/oXVdS/2reYBDUgxD+oJ3Y\n", "DjjPzP5rZu/mj3fwBdhBkvrhI/P7e9nH+A0qrMvfzsMzhe4F/o1PA+0JYGZfAEcBD+T1A8vmxzqj\n", "Syzvmtk/gJeALevxhoOgGlRrIxZJ5+Fzlu+a2SI9bHMqsA7+RdnBzB6v6aBBUCWSbgX2MrN/pY4l\n", "CFJRjxH/+cDaPT0paV1gHjObF/g1cFYdjhkEVWFma4XoB51OzcJvZvcBH/ayyUDgwnzb4fhCW7dZ\n", "EEEQBEHjKWKOf1bg9S6//xeYrYDjBkEQBN1Q1OLu+MUt0eE9CIIgEUXk8b/BuDnOs+V/GwdJcTEI\n", "giCoAjPrqXK8W4oQ/huAPYDLJC0HfJSn2E1ApcG3EpKGmNmQ1HE0gpTvTWJ2YPkuj0VxV86RwPPj\n", "/fueWeV3m9W+P4lpgfmBBfB6gtH/zg28DDzU5THSjFGVHqMetPNnEzri/VX8ma5Z+CVdCqwM/FDS\n", "60AJmATAzM42s6GS1pX0EvA5bnQVBBUjIWAhYA1gBVzoJ2OseB4APGbG58mC7IIZnwCP5I8xSEwC\n", "LIy/h1WAg4EZJIbj7+Mu4GEzvis24qBTqFn4zWyrMrbZo9bjBJ2JxJTAqsC6+UPAzbjT5UHAv6sZ\n", "xafEjG+Bx/PHGQASM+EXshWA04A5JG4DhgK3mPFeonCDNiS8eopjWOoAGsiweu5MYkZgU2AD4BfA\n", "o7gArgc8l0DohzX6AGa8A1yXP5CYFS963Bg4XeJ54CbgCjPqXYcwrM77azaGpQ6g2ai5crdeSLJ2\n", "nuMPeicf2Q/Ejc1WxEXuWuB2Mz5OGVtqJCbDL4ADcRO614GLgcvMeDdlbEF6qtHOEP4gGRL98Dnu\n", "bYANgeG4oF1nxmcpY2tWJCYGVsP/zzYAHsD/z64344uUsQVpCOEPWgKJ6YGd8WyvD4G/4aPXt3t9\n", "YTAOElPjF8xtgKWBC4DTzXg1YVhBwVSjneHOGRSGxPwSZ+DOlksCW5qxpBknh+hXjhmfmXGJGevg\n", "rSIBHpW4RmLlPAsqCCYgRvxBQ8nFZ03g/3CxPwc4y4w3kwbWpuR3AdsBewFfAacCF5vxTdLAgoYR\n", "Uz1B05AL/hrA4cA0wPHApWZ8lTSwDkFiIvz/f19gPuAI4G95KmnQRoTwB02BxCq44P8I70B1Raqq\n", "1AAkVgQyvGL4cOCSKA5rH0L4g6RI/BIXltlxofm7Gd+njSoYjcTK+Mh/Jvz8XB7np/UJ4Q+SIDEX\n", "cCI+h384PqUQI8omJJ+CWw2/AEwG7GHGg2mjCmohsnqCQpGYQqIEPIbbDyxoxnkh+s2LGWbGHbg1\n", "xAnAlRIXSsycOLSgQEL4g4qRkMSGwHPAIsCSZhxhxpeJQwvKJL8AXII7hr4DPCOxT24gF7Q5MdUT\n", "VITE3Hjf5DmAvfLRY9DiSMwPnIKf193MuDdxSEGZxFRP0DDyUf6vgX/itsGLhei3D7nx2zrAIcBl\n", "EidJTJE4rKBBxIg/6JPcKfKvwA+B7cx4LnFIQQOR+AFuF704fr7/mTikoBdixB/UlXyUvw2+cPsg\n", "sHyIfvtjxvtmbIk3VfqHxJESk6aOK6gfMeIPukViBnyUPx8+6huROKQgAXm2z7n43P+WZjyfOKRg\n", "PGLEH9QFiSXwFM3XgKVC9DuX3DxvIHA6cK/E5olDCupAjPiDcZDYCTgGL+y5PHU8QfMgsSRwFXAD\n", "sH/4/jQHUbkbVI3E5Hiv118Am8RcftAdEv2Bi4DpgM3DZTU9MdUTVEVuufAA/mVeJkQ/6AkzPsA7\n", "f92Ke/+vnDikoApixN/hSPwcv3U/HjgpQSPzoMlQpkmB6YEPrWQ9TudIrImP/vcz46Ki4gvGJaZ6\n", "goqQWBe4ENjVjOtSxxOkQZlmBzYFVgaWA34AfAxMC7yIf0ZOtZJN0EtB4mfAUODPwNExcCieEP6g\n", "bCR2xZ00Nzbj4dTxBMWiTBMDmwC/BRYGrgNux+s1XreSWb7NMsCBwKzAOlay9ybYl5gFF/+H8aSA\n", "MOkrkBD+oE9yW94MGASsY8aLiUMKCkSZJgN+jXfmeg3357nRSvZ1L68R7uQ5P7C+lSYUDYlp8Yyf\n", "r/F8/88bEH7QDSH8Qa9I9MN73i4MbGDGu4lDCgpCmfoBW+N3ec8Ah1vJyrZiUKZJgGeBnaxk93e7\n", "jTt7ngP8DFg7XwgOGkxk9QQ9kov++cBcwKoh+p2DMi2Lm+vtBmxrJVu/EtEHyBd5z8UbuXe/jef1\n", "7wTcC9yRp34GTUgIfwfQRfRnxUf6cRveASjTDMr0Z3z+/mRgRSvZfTXs8h5g6d42yBd39wfuJMS/\n", "aQnhb3O6Ef0vEocUFIAybYBP6YwCFrSSXdTd3HyFPIc3bumVXPwPIMS/aYk5/jYmRL/zUKYZ8NH9\n", "L/D5+HvquG/hF5J+VrJRfW7viQTH4j1+V485/8YQc/zBGPIv3V8I0e8YlGl53EL7M2Cxeoo+QH7H\n", "8B2U155xvJH/7XnmT9AETJw6gKBhHAksCKwWot/eKNNE+Lz6PsCuVrIbGnScqYBvgW/KfY0ZJnEA\n", "3tjlaon1zMp/fdAYYsTfhkgMBjYnFnLbHmWaES+e2gBYulGinzMj8F6lawX5yH8v4Evg3PxuNEhI\n", "CH+bIbE+MAQvzpqgyjJoH5RpZWAE3jthgJXstQYfcm686Kti8mrerfDF4cPrGVRQOTHV00ZILI0v\n", "5q5vxkup4wkaQ77IujtwKLCdley2gg69MPB0tS8243OJDYAHJV4z49z6hRZUQgh/myDxE+B6YGcz\n", "hqeOJ2gMueXC6biZ2gpWsn8XePhF8MXjqjHjXYl18G5eb5gxtD6hBZUQUz1tgMSUwDW4O2Ij53iD\n", "hCjTTMBduHvm8gWLPsCKULuhX+4PtQlwgcQ8NUcVVEwIf4uTL5SdifuonJY4nKBBKNPPgUeA24BN\n", "rWSfFXz8GfHU4CfrsT8zHsTNAq/OBy5BgcRUT+uzK/BzYNnwQm9PlGlD3CdnNyvZNYnCWAl4wEr2\n", "fR33eSawPHCWxA7x+S2OGPG3MPli7pHAryJtsz1Rpj1wgVw3oegDrIu3W6wbudAPBpbEraKDgogR\n", "f4si8QPgSmA3M15IHU9QX/KirGPw/PxfWMleSRhLP2A9fJBRV/JMn02AByRGmPFIvY8RTEiM+FuQ\n", "fF7/QuAqM1KOAoMGoEyTA5cyNnMnmejnLAO826jF5HzgMhi4UmK6RhwjGJcQ/tZkJ2AW4ODUgQT1\n", "RZn64wu4AtawkjWDsdkWwLWNPEA+gLkVOLGRxwmcEP4WQ2Iu4Ghg+/A8aS+UaRbgPuBRYMvumpsX\n", "Td53dyvgogIOtx+wSl59HjSQmONvISQmAs4DjjervoIyaD6UaW7gDuBcK9nRqePpwprAv61kDe/N\n", "bManEjsCf5dY1Iz3G33MTiVG/K3F7sAUwPGpAwnqhzIthLcrPKHJRB+81eLfijqYGfcAl+PVyUGD\n", "COFvESTmA0r4FE89c6mDhOSFWXcBB1nJzkwdT1eUaTpgHeCKgg99CLCExOYFH7djqFn4Ja0taaSk\n", "FyUd2M3zAyR9LOnx/HForcfsNPIsnnOBIyJ1s33I3TWHAoOtZBenjqcbtgDutJIVOuVixpf4ncap\n", "EjMUeexOoaY5fkn98Fuy1YE3gEck3WBmz4+36T1mNrCWY3U4WwLTEre/bYMyrYOn5G5lJbszdTzj\n", "kzuA7gnsneL4ZvxT4lrcwnnPFDG0M7WO+JcBXjKzV83sW+AyYMNutovGC1UiMTVwHLBHTPG0B8q0\n", "Hi76A5tR9HMGAP3wtompOBTYQmLRhDG0JbUK/6zA611+/2/+t64YsIKkJyUNlbRQjcfsNA4B7jbj\n", "gdSBBLWjTBvgmVnrW8lqdrpsIHsCp1Xabaue5Fk9fwBOj65d9aXWdM5yPhQjgNnN7AtJ6wDXAfN1\n", "t6GkIV1+HWZmw2qMr6XJF3R3xX3QG32w2fCisGcwix69DUCZBuJrNetbyZrWmkCZ5gRWxufZU3Mu\n", "7uOzJV7N3PFIGoDfkVW/D6vhgi5pOWCIma2d/34QMMrMjunlNa8AS5mNW5Eoycwsruo5+QjnJuAu\n", "swLSN6WX859mAK4CTsRsZMOP2yEo00bA2cB6VrJHU8fTG8p0DDCJlWyf1LEASKyIp3guYEahdtSt\n", "QDXaWetUz6PAvJLmkjQpngUwTiMQSTNJUv7zMvjFphnK0JudNYCfAqcWdLxn8cXjhfHpu3uR/oY0\n", "b0HHb1uUaWNc9NdpAdGfBrcEOSN1LKPJpznvBvZPHUu7UJPwm9l3wB64x8ZzwOVm9rykwZIG55tt\n", "Cjwt6QngZPyWLeiFfLR/BHBYgbYM++LrCdNidgQwD/Ai8BDSmUg/KCiOtkKZfgWcBaxtJRuROp4y\n", "2A1P4Xy5zy2LpQTskbvSBjVS01RPPYmpnrHkXiV/BBY3Y1SBB94ROAhYFrMP87/1xzslbZH/ezZ+\n", "wQ/6QJnWBc7HRb+mXrVFkLuCvgKsZSV7KnU84yNxDvA/szAn7EqKqZ6gzuSj/cOBUqGiD2B2Pr6u\n", "cC3SFPnfPsBsT7xWY1NgBNJKhcbVgijTqsAFeMpm04t+zk7Ao80o+jlHAoMlfpQ6kFYnhL/52Cj/\n", "97pEx98PeBO4AmmSMX81ewpYFZ+CuhTpHKTp04TY3CjTCnhNy2ZWsuGp4ykHZZoEOAA4KnUsPWHG\n", "a/j/6wGpY2l1QvibiNx9M8NH+2nm4My+B7aHvNmLV2ePfs4wuxJYCPgeeBZpU/LF+wCUaSn8or2t\n", "leye1PFUwCDchbOZawvAp0B3lpg5dSCtTAh/c7Ex8BVwY9IovAp7M+DHwLnjiL8//zFmv8Hn/Q8H\n", "rkOavfA4mwxlWhifKtvVSlbX/rSNJG+teBBNPNofjRlv4G6hkeFTAyH8zcXewLHJRvtdMfsS7/c6\n", "N3AB0oTFfmb3A0sAj+Fz/3sgdeRnSpnmw7Pb9raSXZ86ngrZGngPdwltBU4EdpCYJnUgrUpk9TQJ\n", "EksB1wA/NaN5smakKYHrgf8B2+V3A91ttyDwF+A7YEesMf1ZmxFlmg24HzjCSvbX1PFUgjJNCvwL\n", "2M5Kdl/qeMpF4krgXjNOSx1LaiKrp7X5HXBGU4k+kNs3bABMhy/qTtrDds8DK+EFfMORftMJo39l\n", "+gHeI/f0VhP9nF2Bka0k+jmnAHvm62JBhcSIvwnIF6qex0f7zVnVLE2GN+SYBNi0Vz8faQHcffJT\n", "YGfM/lNIjAWjTFPh7RLvs5K1XKZJHv+LuHdQKxSXjSFPe34UL3IcmjqelMSIv3UZDFzetKIPYPY1\n", "nsf/HnA7Us8NMtzjZ0VcFB9F2rXdMn/y9MergJHABA2IWoQ9gPtbTfQB8nWwU/A75aBCYsSfGInJ\n", "gFeB1c14NnE4fePTN8fhTbjXwuzNPrZfGC9k+h+wC2b/bXSIjUaZJsIzS6YDNrZS61UyK9P0+Gj/\n", "l1ZqTTO+/LvzH2AVM8Zv/tQxxIi/NVkP+FdLiD6A2Si8yOsS4H6kefrY/hlgeXzxcwTSVg2PsYHk\n", "nalOAOYEtmhF0c/ZE/hHq4o+gBlfA38Fdk4dS6sRwp+ebfDRY+vghVxHA38C7kFavI/tv8XsSGBt\n", "4A9Il7Rw1e+BwGq4FUMr9y04kfaogL0YGCTRr88tgzGE8CdEoj8uIlenjqUqzM4F9gJuQ1q5jO1H\n", "AEsBHwJP4g0lWgZl2h5fj1nbSrmJXQuiTLsB01rJ/pc6llrJp3jeBFZJHUsrEcKflk2BW834OHUg\n", "VWN2NbAVcCXSFmVs/wVmewC/Af6OdGyeMdTUKNNqwLHAulbqY12jiVGmJXCL41a+Wxmfi4FtUwfR\n", "SoTwp2Ub/EPb2pjdibt3Hoe0X1kZPGZDgcXwNpzDkX7W2CCrR5kWwdv+bWYla9lFxHx94mSgZCVr\n", "3cHGhFwGbCgxVepAWoUQ/kRIzAUsCNySOJT64O6dK+AGb6dO4O/T/Wvew/2JTgOGIe3VbEVfyjQr\n", "7r/zOyvZvanjqZFfAdPjC6JtgxlvAw8DA1PH0io01Zesw9gKuLLADluNx1M1f4G7d16V2z309RrD\n", "7K945s8g4GakWRoaZ5ko07S46J9pJWvpRt95k5XjgP+zkn2fOp4GcDHuORSUQQh/OjYArk0dRN0x\n", "+xhYB/gMuBOpvKYZZi/hF42HgMeRftWwGMsgL9C6Ah9JHpMyljqxN/Cklezu1IE0iBuBlST6HmwE\n", "IfwpkPgh8DOg1acOusfsG2A73O3xwT5z/ce+7jvMhgAb4usFfy7rrqHO5HPhZ+E9B/awUpNUOVaJ\n", "Ms2O91TeL3UsjcKMj4ARRHZPWYTwp2Et4O68AKU98SmcQ/DphfuQVqjgtQ8DSwLTAv/Mq3+L5CDc\n", "brqVC7S6ciJuItdsDdTrzVC8IDLogxD+NKwLHWIsZXYO3sv1OqRBFbzuY3zO9njg7tzts+GWHsq0\n", "CZ5quoGV7LNGH6/RKNMaeO1EO0xX9cVNwLq5gVvQC+HVUzB5heE7wOJmtLxvTdlIiwD/wH17Mir5\n", "4Enz4+mU/8HdPhtiZpe3TbwFWKsVjcvGR5kmA54C9rWSpe3qVgC54L8KrGPGc4nDKYzw6mkNlgXe\n", "6CjRBzB7GlgOt224BGnyCl77Lzzr5xXgCaSV6h2eMs2C98od3A6in7M38K9OEH0Y49h5EzHd0ych\n", "/MWzJu2Su18pZm/ji2/9gLuQZqzgtV9jtg+wG3A5UtZtO8gqUKYp8QYyZ1nJrqnHPlOjTHPgi7n/\n", "lzqWgrkFX0MLeiGEv3hWwJ0qOxPv5bsVcCfVVOx6xe+SuN//3Uhz1BJObrF8Id4I50+17KvJOBE4\n", "zUqd0wIz5wFgmTBt650Q/gLJP4zL4rnqnYvZKMwOA/6Ai/eaFb7+LfzO6UbgkRpz/ocAswK7tnra\n", "5miUaV1gcdxbqKMw433gLaDoTLCWIoS/WBYC3jGj5V0R64LZRbiNwIVIv6nwtaMwOwYv0z8O6Syk\n", "KSrZhTINwusNNraSfVXR8ZsUZZoar0HYzUr2Zep4EvEQviYU9EAIf7EsT6eP9sfH7H68YncvpJPL\n", "8vgZ9/XD8amf/sBDSPOV87I8g+cU3Ff/ncqCbmqOAIZZye5IHUhCQvj7IIS/WFYghH9CzF7Gv6gL\n", "AzcgTVvh6z8GtgT+DDzQV5cvZZoRuAYfFT9VVcxNiDItja+f7Js6lsQ8SAh/r4TwF8vy+IcyGB+z\n", "j3CPn1eBh8u2eRj7esPsz/jc/+FIZ3c39ZN78FwJXGQla80GON2Qv6+/APu1Q4OVGnkOmCm3Rgm6\n", "IYS/ICSmBWaDFumtmwJv0bg7cCo+cl+tin08jleqTodfQOYfb4sTgU/xZiTtxD7A23gv5I7GjO+B\n", "x/DPQdANIfzFsQDeVL0dLXHri4/cNwcuRtqzYqsGs0/wKY8z8YbwgwCUaSf8jmCbdrImVqZ5gP2B\n", "37RLZlIdeA7vdxF0Qwh/cSwAjEwdRMtgdg++JvJr4BykSSt8vWF2NrAGMOTV6XXtFN9yDLCRleyj\n", "usebiNxJ9M/A0R2Ys98bI/HvXNANIfzFsSBeJBSUi9kruPj/CPf2L7/Sd+w+nthpQ9YdMQtrvnEC\n", "n9kQRtU7zMTsgnfVOjl1IE3G88SIv0dC+IsjRvzVYPYpnut/D27RvHglL1emSc9fggs224xjZviK\n", "P+FTP23RqSm3ZfgjsEOb2EfXkxjx90JdvE6CsogRf7WYjQIORXoauB1pN6zsjJzjgA9GTcSRmI1C\n", "Gg5ciTQA2Cu3kGg58imevwAnWcmeSR1PE/ImMLlEfzMa4ubaysSIvwAkJgHmAl5MHEprY3Y57u55\n", "ElKpr8bsyrQl7tS4nZVsVL6PJ/Fsj6lwr6B5Gxt0w9gVmIEOtGUoh9ypM0b9PRDCXwxzAG+3dcet\n", "ojB7DFgGvwBcgTRVd5sp00LAacCmEyzm+vTR1njWzwOp+/tWijLNCRxFTPH0xUvAT1MH0YyE8BfD\n", "zPitZ1APxto7f4b39J2769PKNA1wNXCAleyJHvYxuuBrPeBEpBOQJmls4LXTZYrnRCtZ1IT0zlv4\n", "dy8YjxD+YpgZL64J6oXZV8COwHl4odbqMEYYzwXut5KdX8Z+HsGnfhbEnUJnbVjM9WFXvDjtuNSB\n", "tABvAz9OHUQzEsJfDCH8jcBH7afgPj0XIe030Sj2AOYD9qxgP+8D6wM34zbPqzYi3FqJKZ6KeZsY\n", "8XdLCH8xzIzfdgaNwOxuYLlPJmWXy67i2BVfY5uKbZbd5vkoYFu8NeTBfS0eF4ky9QP+BhxrJeuY\n", "frI1EsLfA03zwW5zfkyM+BuKhvDFj/djqsXf5qH7z+Pv48/7l43ZncDP8bn/G5D61zPOGtgXMNxr\n", "KCiPmOPvgRD+YoipngYyun3iF5NyybwfsBpwPu7Nv3pVOzR7AxgAvAA8hvTzesVaDcq0BN4/d/t2\n", "8hgqgJjj74EQ/mLoD7yfOog2Zl/ctuCwLvP+W+Hz/vtWbPIGo51C98EFdyjS4Kr2UyPKNAVwMbCP\n", "lew/RR+/xfkAmFaKQtXxCeEvhsmBlqwQbXaUaTlcnLeykn075ol83h8YhM/ZT1nVAbxC+BfA7sDf\n", "eqobaCB/Ap4h7JYrJi/i+hwv1gu6EMJfDJMDbdHTtZlQphmAy4DB3Y6Gzf6Di/b3eKHWXFUdyOwF\n", "/CIyCq/2Lau9Y60o0xrAJoTdci18Rgj/BNQs/JLWljRS0ouSDuxhm1Pz55+UtEStx2xBpiCEv67k\n", "+fp/Ba63kl3X44buxbMdcAGe7195cxffzxfADng18P1IA6vaT5koU3+8RmFHK1l4zVTP58A0qYNo\n", "NmoSfnlj7NPx8vmFgK0kLTjeNusC85jZvLi3+lm1HLNFiRF//fktMCdwQJ9bjjvvfzHSflXO+4/2\n", "+B8InIF0RMXN4csgv6idBVzd4U3T68HXQNNXZBdNrSP+ZYCXzOxVM/sWv+3ecLxtBgIXApjZcGB6\n", "STPVeNxWI4S/juRZLkOALaxk5fsf+bz/ssAWuM9PdSNBs4fxlM9fAjc2IOVzJ7yS+KA677cT+Y5w\n", "IZ6AWoV/VuD1Lr//N/9bX9vMVuNxW40Q/jqhTFMDlwN7WcleqngHZq/hgv0B7u9fXbMOs3eA1fEW\n", "f49W2iegJ5RpQeBoYEsrtaZldJMRwt8Ntf6HlLvgNP5tdbevkzSky6/DzGxYFTE1I/2g7To/peIU\n", "4AEr2aVV78F9fgYj7QTci/RbzK6sYj/fAfsi/RPvE7APZhdVG5YyTY7fNR8c1bl14x7g09RB1BN5\n", "L4kBteyjVuF/A5i9y++z4yP63raZLf/bBJjZkBrjaVa+AiaDsGWuBWXaBFgZqE+CgNl5SE8AVyMt\n", "C/w+F/NK93M50rPANUjLAPti9k0VER0P/At33wzqgBn7po6h3uQD4mGjf5dUqnQftU71PArMK2ku\n", "eTPsLYAbxtvmBjyrAknLAR+Z3yZ3El/h0z1BlSjTbLh//tZWsvqN4MxG4PP1PwPuQKquxN/sGWBp\n", "vPfC3UizVPJyZdoIt4n4daRuBo2mJuE3Hx3tAdyKz3VebmbPSxosaXC+zVDg35JeAs7GszE6jRD+\n", "GsgtGS4ATreSDa/7Aca6cw7D5+tXrHI/HwMbM9bl85flvEyZZse/G4MmaBoT1ITEVRLV+Ta1MbIm\n", "GVxIMjMrvCS+CCReANY344XUsbQiyrQvLqgDGm5HLK2H588fCZxOtV8QaW08m63X/SjTxMBdwM1W\n", "sj9VdaygRyT+A6xkRtvaXVSjnVG5Wwwx4q8SZVocOBDYphAPerObgOWBnfGc/+qqPs1uyfezE+4Z\n", "1JNlxGHAN8AxVR0n6Iup8erdoAsh/MUQwl8FyjQl8HdgbyvZq4Ud2OzfwAp4KuDDVTdk9/2siGex\n", "3Y80Z9enlWlNYBdg2zHN4IN6E8LfDSH8xfApMG3qIFqQY4AnrGTFG5SNtWg4A/f5Gb8wsZL9bIc7\n", "bD6MtDKAMs2KTwVtbSWLJj0NQGJK/KJbTYZVWxPCXwzRCahClGl1vAo8XTLA2IbsGwCnIh1XVUN2\n", "38+JeHevy7+eWHvJuBw4zUptU6vSjMwMvJ27dAZdCOEvhhD+ClCm6XADtl2aIsvFrUaWAhYG7qq6\n", "IbvZHcAK703JoddexhwPnRvdtBpMNEDqgRD+Ygjhr4yT8CyX21IHMgaz/+F59rfgKZ9VdffSEBZZ\n", "aA++XON++JR1AAAavUlEQVRlHl/uDYZVmu8fVEQIfw+E8BdDCH+ZKNP6eDn6/olDmZCxDdkH4U1Z\n", "SpW4cyrTT4BzP52Mzaf8jo2Af+B+Qcs1KOJOZ2a8724wHiH8xRDCXwbK9AO8kGnHulbn1ht3+VwK\n", "WBVvy/ijvl6S+/BcCRxpJRuez/sfBeyGN3XfuaExdyYx4u+BEP5iCOEvj9OBK6xk96QOpE/M3gJW\n", "A0YAI8qo9j0ZeBlv5NJ1PzcCKwH7I51e1eJx0BMh/D0Qwl8MrwNzShO4lAY5yrQZbr52cOpYysbs\n", "O8wOAn6DG7Tt012DF2XaGTeX26VbHx6zkXifgLlwv6AZGxp35zAnE5pGBoTwF4IZH+Et4KrLBmlz\n", "lGlGfCS8fUt60PuofVlgS9zpc/rRTynTMri//sZWsk962cfHeNOi+3CfnyUbGnNnsCDwfOogmpEQ\n", "/uIYCSyQOogm5RTgbw0xYCsKs1fxBi9v4Fk/S+QXtKuAXa1kI8vYxyjMDgX2BW5F2qyBEbc1ElMD\n", "P4T29eiphRD+4ngeH4EEXVCmDXBb5CGJQ6kds68x2xM4xOC239/HfTL+1msz+O73cxWwJnB8njkU\n", "U4SVMz/wohnfpw6kGQnhL47niRH/OOSFWmfiI+IvUsdTN8wuH7ADN+0ygh9/lzEPUuV2HWaP49NH\n", "awOX9WLyFnTPAsQ0T4+E8BfHSGLEPz5H44Vaw1IHUk+UadC9c/HLP6zC/BPBR3jWz1IV78jsbWAV\n", "vHPbfUid1qu6FhbEv3NBN4TwF0dM9XRBmVbGPXAOSB1LPcltpE8BNr7kansLs92AQ4BbkPaqeNrG\n", "+wNvD1yBm7wtU++Y25RY2O2FEP7i+C8wmRT5/Mo0BXAusHtTePHUCWX6IXANsKeV7KkxT5hdDiyH\n", "u3Reg9S/oh17sdcxuGHdjUiD6hZ0+7I48HTqIJqVEP6CyB0Ch+PNOTqdEm63fH3qQOqFMk2KZ/Bc\n", "biW7bIINzF7Gvflfxad+Kv8cmN2AF40dhXQkUnx/u0FiJqA/MdXTI/HBKZYH6XDhV6bF8K5Ue6aO\n", "pV4ok/A6hE/waZ3u8ayfvYHfAdchHVCxeJs9DSyDF4RdhTR1tXG3McsDw82I5jY9EMJfLA/RwcKf\n", "N00/CzjESvZO6njqyO54x66ty+qkZXY9sDSwEXBTOV4/473+PXzk/yHe2WuOSgNuc5bHv2tBD4Tw\n", "F8s/gSUlJk0dSCJGG5H9NWkUdSRvGHMoMLAiYzmz1/BR+xPA46M7c1Xw+m/wto0X4ou+4fA5luXx\n", "u+ugB2TdWIekoJpO8a2IxJPArmb8M3UsRaJMPwKeBdawkj2ZOp56oEzzAvcDm9dkLCetDZyP3w0d\n", "hVllRUfSevnrd8fsyqrjaAMkJsHvhGYxo2eLjDaiGu2MEX/xPIRPC3QaxwIXt5HoT4/76R9Ws5uo\n", "2S24zfMquElbZZ5OZjfhlb4nIB3Y4ZW+iwGvdIroV0sIf/HcDVTVvalVUaZf4u+5lDqWeqBMEwOX\n", "ArdZyc6py07N3sT/j+7Es342qvD1T+BTHFsC53awvfMawLDUQTQ7IfzFcxuwksQUqQMpAmWaBJ/C\n", "2Lupm6uUSZ7BczIwMbBPXXdu9j1mR+KLvici/bkiqwazN3CjuJmBm7u6hHYQ6wI3pQ6i2QnhLxgz\n", "PgSexBf2OoG98X4EV6cOpE78Dm8NuamV7LuGHMHsIbw3wTS40+diFbz2M2BD4DngAaS5GhBhUyLR\n", "H5/qaf5GPokJ4U/DTfjIpK1RpllwS4Y9u21A0mIo00Z4L+D1rGQfN/Rg7s+/DfAnfN7/d2XP3fud\n", "w154G8sHkZZtXKBNxZrAPWa0Xk+HggnhT8NQYL0O6Mj1R+AvVrKXUgdSK8r0c9xmYiMrWTEe727V\n", "cBFu9zAIz/kvvzuX2anAYNzmYZPGBNlUrId/t4I+COFPw9PApMB8qQNpFHnnqTWBo1LHUivKNCdw\n", "Pd468ZHCA3C7h1/gOf9PIK1VwWv/AawFnIK0f7tm/Ej0wy2sQ/jLIIQ/Ablvz1DcnbLtyBdAT8Er\n", "dFt6QTfvGXATcFxSbyGzbzE7GNga+AvSCUiTlfnaEXjGzzbAGUj9GhdoMpYB3jGLjlvlEMKfjiuA\n", "rVIH0SAGAZPgVaUtS56RdBWeHnhK2mhyzO7GnSd/glfslmf1bfY6nvEzH+7x025ZZYPw71RQBiH8\n", "6RgGzCyxUOpA6okyTYU3WNmrLN+aJiW/azkbb4Lyf021OG32PvAr4M/AvbnPf9/fZbNP8KSCL4Hb\n", "K7aHblLyat0tgEtSx9IqhPAnIu8F+nf81r2dOBC4z0rW6l4pRwALA1s2LG2zFnzh92y8CnwrvDl7\n", "3x263ONnG+Bh2sfgbU28v+7LqQNpFUL403IxsLXUHudBmWbDnSoPTB1LLSjT7sDmeNrmZ6nj6RWz\n", "F/EpnHvwit++pw/NRmG2H56l9ADSIo0NsuFsg3+XgjJpC8FpYZ4CPsUbdLQDQ4BzrGSvpw6kWpRp\n", "U+BgYG0r2Xup4ykLs+/yit91gMOQLitrGsfsJLwu4U6kAY0NsjFITItPX8X8fgWE8Cckz+65GNg2\n", "dSy1okwLAQOBY1LHUi3KNAA4E1jfSvbvxOFUjtljuNnbW8BTZaV9ml2Gz49fgbRqYwNsCL8Chpnx\n", "fupAWokQ/vRcAmwqMU3qQGrkj8AxrdpDV5kWJc+0spI9njqeqjH7Mu/ytT1u1nZ6n34/nim0KjAF\n", "0q8LiLKe7AL8LXUQrUYIf2LM+C9wF/5FbUmUaQVgSeCM1LFUQ16gNRTPRLozdTx1wexOYFFgOrzR\n", "yzJ9bP8M3qP290i/b3yAtSOxFDAHXlwXVEAIf3NwCrBXKy7y5mmPxwB/sJJ9lTqeSskbxNwKHN9t\n", "k/RWxuwjzLbFO4TdgHQM0uS9bD+6Qng7pCNaoMp3L+AMM5ov66rJaTmhaVPuBz7DS85bjfWBGYCL\n", "UgdSKXkzlVuBq6xkJ6eOp2F4V65Fgblxy4eeGwF5X4ABeFX58c0q/hIz4WtK56aOpRUJ4W8C8kXe\n", "U3DL35Yhb55+FHCwlSpsF5iYvNDsRvyie1jicBqP2buYbQ4cAlyNdFKPc/9m7+Jz/r/ELR6aUSd2\n", "A64w44PUgbQizXhCO5XLgMUkyivBbw42BL7BWxC2DMo0GXAt8BLNVpXbaMyuBhYBfoRn/nTfF8Ls\n", "A7wj2CLAX5tJ/CUmw4X/1NSxtCpNczI7HTO+Bs4B/i91LOWQz+3/ATi8lYSzS9vET3G3zZa1laga\n", "s/9htg3eQeySPPNn2m62+wSffpwb+HMTTftsCTxrxrOpA2lVQvibi1Px1M45UwdSBgPzf1tmtJ9P\n", "Tf0VmAoY1JRWDEVidgM+op8ceA5p8wnE3exzfL5/EdzaOan4S0yML1a3vN13SmRNMliTZGbWLCOK\n", "ZEgcBcxoxq6pY+mJfLT/KHCkleza1PGUQx7zqXhLw7WsZJ8nDqm5kFbETd/eAHbPM3y6Pj893gj+\n", "DuD3JBIOiR2B7cxYJcXxm5FqtDNG/M3HCcDGEj9NHUgvrIfbLrdE/nQu+sfi1hjrh+h3g9kDeC3G\n", "ncBwpD+M4/dv9hFuhrY+nkZZOLkL52H4FGNQAyH8TUaepXA6TZppMt7cftPPj+fx/glYA1ijVSuL\n", "C8GbvRyHXwCWBJ5G2nDM9I7bQa8HHIg0sOcdNYwdgZfMuC/BsduKqoVfUn9Jt0t6QdJt8lvB7rZ7\n", "VdJTkh6X9M/qQ+0oTsJ78jZja8aV8GrQa1IH0he56B+Jm3itbiULP5dyMHsNs43wkf2RwD1jKn/N\n", "XgU2xjN95ioqpDyT51BitF8Xahnx/x643czmw28PeyrzNmCAmS1hZr2XjQcAmPExcDLudtls7A2c\n", "1AqjfSDDF6FXs5L9L3UwLYfZLXi3rwuBa5GuQVoBs+HA8XgWWlHsAjxtxsMFHrNtqUX4BzK2td6F\n", "wEa9bNvxi7ZVcAqwkkTPVZYFo0zz4o0/mt4US5lKwCa46LeGvXIzYvY9Zn/FWzbeDVyE9BD+nV4D\n", "adZGhyDRHx/pH9LoY3UKtQj/TGb2Tv7zO8BMPWxnwB2SHpXUtJkqzYYZn+ENTU6TaJbm2L/D/fa/\n", "SB1IbyjTYbjV8KpWsndTx9MWmH2O2Wn4BeBPwOz4Xek7vb6uPhwBXGXGEwUcqyOYuLcnJd0OzNzN\n", "U+Ncec3MJPWU3rWimb0l6UfA7ZJGmlm3izOShnT5dZiZDestvg7g73iF4s4Ue1s9AcrUH29o/bOU\n", "cfRGl4XnLYFVrGRFiFJnYfY9cEP+aDgSiwGbQktVtDcUedOcATXto9p0XEkj8bn7tyX9GLjbzBbo\n", "4zUl4DMzO6Gb5yKPvxvyD/5twIIpfUmU6ffAAlayHVLF0BtdXELXxrN3QvRbHAkB9wIXm3F26nia\n", "laLz+G9grIf89sB13QQ0paRp8p+nwvOAn67hmB2HGU8CV+G3u0nIK14H42mmTUce3+nAKsCAEP22\n", "YRAwJfCX1IG0G7UI/9HAGpJewJ38jgaQNIukm/JtZgbuk/QEMBy40cxuqyXgDuUw3MphiUTHXwX4\n", "GHgs0fF7RJn64TYMi+Ipm+HW2AbkvXSPAfYwo6WcX1uBsGxoESR2wA3cljHjm0KPnenvwENWstOK\n", "PG5fKNMkeM/i/sBGUZHbPkicA6iZrUuahbBsaG8uBF6n4IpeZZoBL4C6pMjj9oUyTQ5cDUwBbBCi\n", "3z5IrItPC++bOpZ2JYS/Rcibtfwa+LVEkYVwWwM3N9MUSt456xbgC2CTVmz5GHRPnrN/DrCjGZ+k\n", "jqddCeFvIcx4C9gTuFBiioIOuyM+h94UKNOseKbHk7i18reJQwrqy2l4zv7dqQNpZ0L4WwwzrsBF\n", "78hGH0uZfgrMCs3xJVSmBYAH8Gmn/2sR24igTCQ2BX4OHJw6lnan1wKuoGnZHXhK4sYGj4w2Aa5t\n", "hn66yrQ83i7xQCvZhX1tH7QWErPgKbkbmdHUleHtQIz4WxAz3gd2AC7JvzCNYlO8hiApyrQ+Xjey\n", "Y4h++5H77F8BnBEmbMUQI/4WxYzbJc4ErpBYxYy6znUr00zAvMA99dxvhTEIv7s5BFjPSha23u3J\n", "MXidSLRTLIgY8bc2fwQ+wrtL1Zs1gLtS9aXNc/TPwL2KVgjRb08kNsedfbc1I9ZsCiJG/C2MGaMk\n", "tgUek3goX/itF2vhHkGFkxvCXQF8jYt+pPW1IRIL4hf3tVL6UHUiMeJvccz4EF+EPSP/ItWLlYG7\n", "6ri/slCm+YCHgaeAgSH67YnE1HgB3u/NGJE6nk4jRvxtgBmPS+wP3CCxghk1NR5RppmBqYGX6hJg\n", "+cddA7dgOMRKFsZcbYrExLjl+INmzVMj0kmE8LcJZlwgMQ/wD4lVa0yJWxp4xErFGDnl7pqH4vP5\n", "m1vJki0oB40lt1o+DZgc+G3icDqWEP724jBgDuBSiV/V4Gq4EAXZZyvTD/FR/hTAUlayt4o4bpCM\n", "A4HlgZWKNhsMxhJz/G1E7uezCzAVcGo+uqqGnwD/rltgPaBMy+FWz0/ivXFD9NsYiW3wu7p1w4cn\n", "LTHibzPM+EZiE9zPZn+qS/Wckwa21sundn4HHATsYiUrpI1fkA6JVYETgFXNeDN1PJ1OCH8bYsbH\n", "ubXtgxLvV7GANjU0ZkSmTLMBF+B3JctZyRp+ZxGkJXeTvQzYzIxnU8cThPC3LWa8IbEGcKeEmXFe\n", "BS+fHM+hrxt5Fe7mwKn44t7RqYrDguLIRf9GYCezdFXgwbiE8LcxZrwgsRou/lQg/p/jI/K6kI/y\n", "z8AtINa3kj1Sr30Hzct4on9j6niCsYTwtzlViv+bULv5mzJNjDdpH4I7L25uJavrnUTQnIToNzch\n", "/B1AFeL/OLAcNbRbVKbVgJOAD4GVrWTPVbuvoLUI0W9+otl6ByExH3AncKwZPTZOV6ZFgJuAeaxk\n", "FeVaK9NS+Aj/Z3hW0TVFFYIF6ZFYBbicEP3CqEY7Q/g7DIm5gJtxYT+gJ0dEZRoK3GMlO6bPffrC\n", "7crAfsDiuM3uudELt7OQGAScDGxpVrzPU6cSwh+URd7Q+np8Ln97MyYQaGX6CV4LcCJw2vi9bXOx\n", "XwAYCOwEfIsv4J4fgt9Z5IWCB+C9E9YzK6bqO3BC+IOykZgcuAiYEW939+EE22SaFzgTWBB36nwH\n", "6AfMAyyGV37flO/nwZjS6Twk+uEpur/ARf+/iUPqOEL4g4qQmAg4HlgbL6N/dYJtfGQ/P/7FniH/\n", "88vAs8ALIfadi8RUeALA1MAmZnycOKSOJIQ/qAqJvYCDge3M0jRfCVqLPFHgauBRYHAYrqWjGu0M\n", "k7YAM04FtgDOlzgsvxMIgm6R2Bi4H6/N2ClEv/WIEX8wBolZ8FS8T/AeqNEOLxhD3kDlKHyQsJkZ\n", "UYHdBMSIP6iJ3DVxVeBfwKMSSyYOKWgSJGYCbsfTdX8eot/ahPAH42DGt2bsgzfMuFVivzxzI+hQ\n", "JDYARgD34UkA/0scUlAjMdUT9IjE3MD5uLXHDmbF9uAN0iIxHW67MQA///emjSjojpjqCeqKGa/g\n", "Uz9XAg9J/DYWfjsDidWBp3B77kVD9NuLGPEHZSExP3Ah8CmwsxmvJQ4paAB5bv6xeEX2Lmbcmjik\n", "oA9ixB80DDP+hRdx3QWMkNhfYtLEYQV1QkISv8IL86YBFgnRb19ixB9UjMS8uBnXT4G9ouirtZFY\n", "ELdd+DGwpxl3Jw4pqIAY8QeFYMaLZqyHu3GeJXFtvhActBAS00ocj5vx3QgsEaLfGYTwB1WT+63/\n", "DC/bf0Qik5g2cVhBH0hMLLETMBLoDyxsxilmfNvHS4M2IYQ/qAkzvjLjKGBJYG7gJYmDJKZOHFow\n", "HhL9JLYGngO2AzY2Yycz3kkcWlAwIfxBXTDjNTO2A1YCFgVezou/pkwcWscjMZHE5sDTwG+B3YBV\n", "zBieNrIgFbG4GzQEiYXxFowr4OmBfzHjs6RBdRh5xfVGQAn4EvgDcJsZzfGlD+pC2DIHTYfE4sBh\n", "eGvGC4DTu/P9D+qHxPTAzsAeePOcI4GbQvDbk8jqCZoOM54wYxNg6fxPj+VZQAPyln1BnZBYQOIM\n", "4BV8zWVLM5Yz48YQ/aArMeIPCiVf9N0O2Au3AzgLuCIsoKtDYjJgPeDXwBLAOcBZudNq0AHEVE/Q\n", "MuSeP2vijdrXwiuCL8KnJL5OGVuzk//frQhsC2yCe+pcCFxmRjS67zBC+IOWJHeB3ATYBm/ifjVw\n", "MfCAGd+njK1ZyKfFFgS2zh+f4RfKS8M3qbMJ4Q9aHonZga2AQcCswK3AUOBWM95PGVvRSEyBWyKv\n", "mz8mBS7DL4pPxbx9AAULv6TN8HS9BYClzWxED9utjfu69AP+YmbH9LBdCH8wDvlFYB18DnsA8Ax+\n", "EbgFeNKM79JFV3/yUf1P8SmwdfGaiCeAm/D3/UyIfTA+RQv/AsAo4Gxg3+6EX1I/vI3f6sAbwCPA\n", "Vmb2fDfbtrXwSxpgZsNSx9EIinhv+SLmSvhFYE1gdvzz9FD+eLhRnaEa9f7y4ralgeW7PL7G1zuG\n", "4jn3H9b7uBPG0b6fTeiI91exdk5c7cHMbGR+0N42WwZ4ycxezbe9DNgQmED4O4ABwLDEMTSKATT4\n", "veULvrfnDyRmAJbDxfJ3wN8l3sIvBs/jPjTPAy+Z8U2Nhx9ADe8vX4ydE787XjD/d8n856fxC9cl\n", "wB5mvF5jrNUwgPb9bEL7v7+KqVr4y2RWGOeD/F9g2QYfM+gA8pHwzfljdJXqz4ClcGHdPv93Don/\n", "4BeCl4G38sfb+eMt4INqp1Dy6ZlpgJlxW+OZu/w8Jy7u8wHvM/Zi9ASehfNYZOEEKehV+CXdjn+I\n", "x+dgM/tHGfuP+cigEPLsn6fyxxjyKaJ5cAH+Cf55XpxxhXpqiQ+Br8Z7fOn//vanEisDk3fzmA74\n", "nrEXkq6Pm4ETgZFmfNqo9x4ElVJzVo+ku+l5jn85YIiZrZ3/fhAwqrsFXklxkQiCIKiCwub4x6On\n", "gz4KzCtpLuBNYAs8VW8C2nlhNwiCoJmo2qtH0saSXscX2G6SlM+1ahZJNwGY2Xe4UdStuAf45d1l\n", "9ARBEATF0TQFXEEQBEExJHPnlLSZpGclfS9pyV62e1XSU5Iel/TPImOslgre29qSRkp6UdKBRcZY\n", "C5L6S7pd0guSbpM0fQ/btdS5K+d8SDo1f/5JSUsUHWMt9PX+JA2Q9HF+vh6XdGiKOKtB0nmS3pH0\n", "dC/btPK56/X9VXzuzCzJA0+1mw+4G1iyl+1eAfqnirNR7w2vZH4JmAuYBE/xWzB17GW+v2OBA/Kf\n", "DwSObvVzV875wKtph+Y/Lws8nDruOr+/AcANqWOt8v39EncnfbqH51v23JX5/io6d8lG/GY20sxe\n", "KHPzllr4LfO9jSluM7NvcQ+WDRsfXV0YiOehk/+7US/btsq5K+d8jHnfZjYcmF7STMWGWTXlft5a\n", "5XyNg5ndB71WObfyuSvn/UEF564VGrEYcIekRyXtmjqYOtJdcdusiWKplJnMbHSD7neAnr5ArXTu\n", "yjkf3W0zW4PjqhflvD8DVsinQoZKWqiw6BpPK5+7cqjo3DW0crcOBWAAK5rZW5J+BNwuaWR+9UtK\n", "uxe39fL+Dun6i5lZLzUYTXnueqDc8zH+qKqpz2MXyolzBDC7mX0haR3gOnzKsl1o1XNXDhWdu4YK\n", "v5mtUYd9vJX/+56ka/Fb1uTiUYf39gZuNDaa2fFRSFPQ2/vLF5lmNrO3Jf0YeLeHfTTlueuBcs7H\n", "+NvMlv+tFejz/ZnZp11+vlnSmZL6m1k7dEdr5XPXJ5Weu2aZ6ul2bkrSlJKmyX+eCndl7HHVvknp\n", "s7hN0qR4cdsNxYVVEzfgXjjk/143/gYteO7KOR834G0jR1elf9RlyqvZ6fP9SZpJueuipGXwdO92\n", "EH1o7XPXJxWfu4Sr1Bvjc25fkvua5H+fBbgp//knePbBE7gX+0GpV9fr9d7y39fBbatfapX3lsfd\n", "H7gDeAG4DZi+Hc5dd+cDGAwM7rLN6fnzT9JLNlozPvp6f8Du+bl6AngQWC51zBW8t0txd4Bv8u/e\n", "Tm127np9f5WeuyjgCoIg6DCaZaonCIIgKIgQ/iAIgg4jhD8IgqDDCOEPgiDoMEL4gyAIOowQ/iAI\n", "gg4jhD8IgqDDCOEPgiDoMP4fGwED3+S3bqsAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEKCAYAAAAVaT4rAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XecXHX1//HXm9A7AQxVIk0QEQSNFL8SQJBeRGnSBARF\n", "xApY0MmA8FNEEaQoYEGRjiC9KUGk9xpKKEoNLUDo7fz+OJ/gZtnd7O7M3M+9d87z8ZjHlszOPZM7\n", "c+5nPuV8ZGaEEELoHjPkDiCEEEKxIvGHEEKXicQfQghdJhJ/CCF0mUj8IYTQZSLxhxBCl4nEH0II\n", "XSYSf6gdSY9IelXSFEnPSzpf0mIFHHe0pHclzdDjd7tIeifFMkXSg5K+2ulYQhhIJP5QRwZsYmZz\n", "AQsDk4DfFHh89fr5ajObK8WzFXCopJULjCeEaUTiD7VmZm8AZwEfGezfpFb7npLulzRZ0lE9/k2S\n", "DkifKiZJOlHS3Omf/5W+viDpJUmrTf2zHvHcBkwAlmvpiYXQgkj8oa4EIGl2YBvg2iH+/cbAJ4CP\n", "AVtL+lz6/ZeBnYGxwJLAnMDUC8P/pa/zmNncZnbd+4KSxgDLAjcNMZ4Q2mbG3AGE0AECzpH0NjAH\n", "8DSwwRAf42dm9hLwkqQrgJWAS4AvAb80s0cAJP0AuEvSLry/i2eq1SRNBkbgF4rfmNnEIcYTQttE\n", "iz/UkQGbm9l8wCzAN4ArJY0awmM81eP7V/GEDT5m8J8e//ZfvAE10GNfZ2bzmdncwELARyUdMoRY\n", "QmirSPyh1sydDbwDrNmGh3wCGN3j5w8Cb+MDyNMtdWtmTwN/AzZtQywhDEsk/lBXU/v4JWlzYD58\n", "UHXqFMuHh/hYU7txTgG+naZuzgkcApxqZu8CzwDvAkv1+0DS/MCWwF1DfD4htE308Ye6Ok/SO3gr\n", "/BFgJzObkP5tceDfA/xt75a79fjdH4BF8Bk8swIX411JmNmrkg4GrpY0I7Bh+rvVJU1Jf/8qcDnw\n", "zeE/tRBao1Y3YpH0B3wGxNNmtmI/9zkSfxO8CuxiZre2dNAQWiDpEmAfM7svdywh5NCOrp4/MsCM\n", "CUkbAUub2TLAHsCxbThmCMNmZp+LpB+6WcuJ38yuAiYPcJfNgBPTfa8H5h3i7IoQQghtVMTg7qLA\n", "oz1+fgzoeN2UEEIIfStqVk/vhS2xw3sIIWRSxKyex/FZFFMtln43DUlxMQghhGEws/5WjfepiMR/\n", "LrA3cGoqWvWCmU3q645DDb5KJI0zs3G54+iEnM9NYnFg9R63j+ElGu7F5+33/PqM2dA/bQ73+UnM\n", "DXwYL8i2fI+vHwIexOsHTb3da8a7Qz1GO9T5tQld8fyG/JpuOfFLOgVYC1hA0qNAA5gJwMx+Z2YX\n", "StpI0kTgFbzIVQhDJiG8yuZ6wBp4op+F/yXP/YCbzXglW5A9mPEScGO6vUdiJuCj+HNYG/ghMJ/E\n", "9fjz+CdwnRlvFxtx6BYtJ34z224Q99m71eOE7iQxO7AOsFG6CbgIOA/4AfDQcFrxOZnxFnBruh0N\n", "IDEKv5Ctge8d8EGJS4ELgYvNeCZTuKGGYuVuccbnDqCDxrfzwSQ+AHwBr2fzabyE8YX4QsF7MiT6\n", "8Z0+gBmTgHPSDYlF8UWPWwJHSUwALgBON6PdaxDGt/nxymZ87gDKpuWVu+0iyercxx8Gllr2mwE7\n", "4sXULgDOBi4z48WcseUmMQt+AdwM2BqfHn0ScKoZT+eMLeQ3nNwZiT9kIzEC7+PeAdgcuB5PaOeY\n", "8XLO2MpKYkZgXfz/bFPgavz/7O9mvJoztpBHJP5QCRLzArvhs70mA3/GW69PDfiHYRoSc+IXzB2A\n", "TwJ/Ao4y45GMYYWCDSd3RlnmUBiJD0scDTwErAJsa8YqZvw6kv7QmfGyGX81Y0N8m0iAmyT+JrFW\n", "mgUVwvtEiz90VEo+6wPfwpP9ccCxZjyRNbCaSp8CdgL2AV4HjgROMuPNrIGFjomunlAaKeGvBxwI\n", "zAUcBpxixutZA+sSEjPg///fxTd3Pwj4c5pKGmokEn8oBYm18YS/IDAOn4KYZVVqAIk1gSa+YvhA\n", "4K+xOKw+IvGHrCT+D08si+OJ5mQz3skbVZhKYi285T8KPz+nxfmpvkj8IQuJ0cCv8D78A/EuhWhR\n", "llDqglsXvwDMAuxtxjV5owqtiFk9oVASs0k0gJvx8gPLm/GHSPrlZYaZcTleGuKXwBkSJ0oslDm0\n", "UKBI/GHIJCSxOXAPsCKwihkHmfFa5tDCIKULwF/xiqGTgLskvpMKyIWai66eMCQSH8L3Tf4gsE9q\n", "PYaKk/gwcAR+Xr9qxr8yhxQGKbp6QsekVv4ewA142eCVIunXRyr8tiHwI+BUicMlZsscVuiQaPGH\n", "6UqVIn8PLADsZMY9mUMKHSQxP14uemX8fN+QOaQwgGjxh7ZKrfwd8IHba4DVI+nXnxnPmbEtvqnS\n", "eRI/lZg5d1yhfaLFH/okMR/eyl8Wb/XdkjmkkEGa7XM83ve/rRkTMocUeokWf2gLiY/jUzT/C6wa\n", "Sb97peJ5mwFHAf+S2DpzSKENosUfpiGxK/BzfGHPabnjCeUhsQpwJnAusG/U/SmHWLkbhk1iVnyv\n", "108DW0VffuiLxEjgL8A8wNZRZTW/4eTO2HM3TC25cBbwIDDGjCl5I6o/NTU7MCvwLjDFGlaJmjlm\n", "PC+xKT7t8yaJ7cy4MndcYWiixd/lJD6Bf3Q/DDg8w0bmtaemhNcx2gBYB18tOxJ4DRgBzATcD1wL\n", "nApcZQ0rfTVTifXx1v/3zPhL7ni6VXT1hCGR2Ag4EfiKGefkjqdu1NS8wM7A1/CJFBcAlwF3AY9N\n", "Te5qag5geeCzwPb4J/HvA+dZoyRv0H5IrABcCPwW+Fk0HIoXiT8MmsRX8EqaW5pxXe546iQl8m8B\n", "3wYuwUtcXD2YJJ4+HWwIHIp3ve1iDZvcwXBbJrEInvyvwycFRJG+AkXiD9OVyvI28ZblhmY8kDmk\n", "2khJe2u8RPVVwAHWsInDfKyZgV8AmwAbWsPub1ugHSAxNz7j5w18vv8rmUPqGpH4w4AkRuB73n4U\n", "2NSMpzOHVBtqamHgGHzB227WsLZ8ilJTu+MraMdawx5sx2N2SqrseRywArCBGc9nDqkrxAKu0K+U\n", "9P8IjAbWiaTfPmpqfbysxd3AKu1K+gDWsBOAg4FL05hBaaV5/bsC/wIuT1M/QwlFi78L9Ej6i+It\n", "/Vczh1QLamoG4ADgq8D21rDxHTzWEfiWlltVYMBX+BjFusBno+XfWdHiD+8TSb8z1NSswGnA+sAn\n", "Opn0k33xxL97h4/TsjSzZz/gH0TLv5SixV9jkfQ7Q02NBP4OPA7sbA17o6DjrgRcCnzEGvZcEcds\n", "RbT8ixEt/vCe9KY7gUj6bZUGcf+NT13cvqikD2ANux04A5+VVXq9Wv6XpZk/oQSixV9TEgfjLa11\n", "Y2pde6ipRfDdx06yhv00UwwLAvcBK1jDnswRw1ClRsjRwDLAxma8mTmkWokWfwBAYk98PvmmkfTb\n", "IyX9K4A/50r6ANawZ4CT8MVhlZBa/vvgJSqOTxeCkFEk/pqR2AQYhy/OeiZzOLWQ+vQvA060hh2S\n", "Ox68rtLuqdBbJaTVvNvhdYoOzBxO14vEXyMSn8QHc7cwY1grRsO0UnI9D7ioJEkfa9h/geuBLXPH\n", "MhTp0+emwHapZEjIJBJ/TUgsic802c2M63PHUwdqakZ8yuZD+CBlmZyIF4CrlLRwcEPgwFQkMGQQ\n", "ib8GJGYH/oZXRzw3dzw1chgwC7BrCcsk/x0Yo6Y+kDuQoUr1obYC/iSxdO54ulEk/opLA2XH4OUC\n", "fpM5nNpQU7vhLdNtrGGl22LQGvYaPsPoc7ljGQ4zrsGnpZ6VGi6hQJH4q+8rwCeAPaIWenuoqU8D\n", "hwCblbwk8gXAxrmDaMExwJ3AsTHTp1iR+CssDeb+FPh8TNtsj7RA63RgJ2vYfbnjmY6LgPVTzaDK\n", "SQ2VPfHdyfbIHE5XqeQLJoDE/Pgqzq+aUepa7VWRBnNPAX5nDbskdzzTYw17ApiMT5GspNRg2Qr4\n", "aWrIhAJE4q+g9LH4ROBMM/6WO54aGQe8hX+KqoprgTVyB9GK1HDZEzhDYp7c8XSDSPzVtCuwCPDD\n", "3IHURaqpvwvwJWvYO5nDGYprgdVzB9Gq1IC5BN+9LHRYJP6KkRgN/AzYOWqetIeamh/4A15ps2ob\n", "1NwMrJw7iDb5HrB2Wn0eOigSf4VIzIAnqMPMuDN3PHWQ9sn9LXC6NewfueMZhnuA5ao6wNuTGVOA\n", "LwO/S2NYoUMq/2LpMl8HZsMXFoX22BEfHK1kt5k17CXgeXxLzcoz40p8tfRRuWOps0j8FSGxLL7p\n", "9s5mVKkPurTU1KLAL4EdrGGv546nBfcAH8kdRBv9CPi4xNa5A6mrlhO/pA0k3SvpAUn79/HvYyW9\n", "KOnWdDug1WN2mzSL53jgoJi62R6pi+cY4Oi0wUmVPQwskTuIdjHjNWAn4EiJ+XLHU0cztvLHkkbg\n", "H8k+i29Dd6Okc81sQq+7Xmlmm7VyrC63LTA38fG3nb4ILA21aFX+F9+PtzbMuEHibLyE8zdyx1M3\n", "rbb4xwATzewRM3sLOBXYvI/7xXLsYZKYE/gFsHd08bRHmsVzBLBbkVsndtCjwAdzB9EBBwDbSHws\n", "dyB102riXxR/0U31WPpdTwasIel2SRdKqlNfZBF+BFxhxtW5A6mRQ/FZPNflDqRNHgUWyx1Eu5nx\n", "HPAT4Kio5dNeLXX1wKCKgt0CLG5mr0raEDgHWLavO0oa1+PH8WY2vsX4Ki0N6H4FWDF3LHWhplYH\n", "NgCWzx1LGz0LtZ3+eDxex2dbvJxG15M0FhjbymO0mvgfZ9q+xcXxVv97zGxKj+8vknSMpJFm9nzv\n", "BzOzcS3GUxuphfNrvMZ+JTbVLjs1NQIf0N03TYOsi+eBkbmD6AQz3pH4BnCaxHlmvJw7ptxSg3j8\n", "1J8lNYb6GK129dwELCNptKSZgW1g2o1AJI2SpPT9GEB9Jf3wPusBSwFH5g6kRr4KvEj9Wo6TgZFp\n", "plLtpG7OK4B9c8dSFy0lfjN7G9gbr7FxD3CamU2QtKekPdPdvgDcKek2vAW7bSvH7AaptX8Q8OMo\n", "y9AeamoBvAjb161htdq3IG3K8g7UekOTBrB3rOhtD1lJ3gOSzMxq2WIZqlSr5BBgZTPKtuVfJamp\n", "I4EZrGF7546lE9TUs8Dy1rBncsfSKRLHAc+aVXOVdacMJ3e22scf2iy19g8EGpH020NNfRjYnnoN\n", "6Pb2OjBr7iA67KfArRKHm1HbC1wRomRD+WyRvp6TNYp6ORT4eZ1bw8Ab+MbwtWXGf/G1QvvljqXq\n", "IvGXSKq+2cRb++Xog6s4NTUWnw5b943oa5/4k0OA3SQWyh1IlUXiL5ct8Y/s5+cOpA7SLJeDgZ9U\n", "vAjbYLxFF3TdmvE48Gdihk9LIvGXy7eBQ6O13zYbAPNSv+mbfRkBXTMm9CtgF4m5cgdSVZH4S0Ji\n", "VXwBXPTtt0Fq7R8ENCq2leJwzQDdUcsp9fX/E98qMwxDJP7y+CZwtBlv5w6kJjbHW8Hdshn9DHRP\n", "ix+8yN430rhYGKL4TyuBNFC1KXBC7ljqIG1D6AvgGtYtybCbunoArgam4N15YYgi8ZfDnsBpZkQp\n", "i/bYGngFuCB3IAWaDXgtdxBFSeNgR+CflMMQReLPTGIWvIZM3acbFiIVYhuHt/a7aZB8dvxi101O\n", "A1aSar0wryMi8ee3MXCfGXfnDqQmNgdeAC7PHUjB5gBezR1Ekcx4A/g9sFvuWKomEn9+O+DzkkOL\n", "0kye/YFDu6m1r6ZmxOfw12E3saE6CdheYkTuQKokEn9GEiOBdYGzcsdSE2vh8/b/njuQgs0FTOmm\n", "i91UZkwAngDWzh1LlUTiz+sLwCVmvJg7kJrYH/hFl8zb72kBfBeubnUSsGPuIKokEn9eO+Av2tAi\n", "NbUS8DHgL7ljyWBB6OpqlacCm0vMkTuQqojEn4nEaLxM8MWZQ6mL/YAjrGHd2M/9Abo48ZvxFHAd\n", "sFnuWKoiEn8+2wFnxA5brVNTSwCfA36XO5ZMur3FD/7J+Uu5g6iKSPz5bAqcnTuImtgLONEa1q1j\n", "JZH4vaLtZ6Rabz/ZNpH4M5BYAFgB+FfuWKpOTc0G7AocmzuWjLo+8ZvxAnALMbtnUGpfv7ukPgdc\n", "kRagVIc0Bz4usQSwcI/bAnjJgNnw7f9mw19bb+J14t/scXsBmAw83+Prc8DjwGPAU5gNpVDdNsCN\n", "1rCJLT67KlsQuDV3ECVwIb4gsptKdQxLJP48NsJfpOUlCd+5aizwaeCTwCjgfuBh4Ml0uxpvbb6W\n", "bq+n29vATMDM6TYTflGYB5gPGJm+LoVfOBYFFgMWQHoavwg8CjyYjvlA+vo05vPV04KtvYFGp/4b\n", "KuKD+P9Vt7sAuEBCsafFwCLxFyytMPwcPue8fKRlgT2ArfBqj5cD5wE/BiZiHZ4jL82Ef4pYDE9o\n", "S+MLs74CLAPMjHQ/MOHGRZh80GdY5LfncxvjpKkXhC40GngkcwxlcA8g/FPpPZljKbVI/MX7FPC4\n", "GY/lDmQa0orAz/CW/e/xmjd3Fp5Mzd4C/ptu17zv36WRwLLA8g/Ny76/vIRXFn6Z2wFDugO4HbgZ\n", "uB54sO4XAzU1M/5JrOtb/GaYxAV4d08k/gFE4i/e+pRp7r63sA8GdgZ+CmyFlXh/WrPngevU1EPA\n", "4cCSNo7JwEL4Aq6VgS3wTbnnRLoRuOG9m9nTeQLvmMWBJ60xpHGROrsY2Af4Re5AyiwSf/HWoCwl\n", "mKXZ8X7R14AVMKvSsv9dgLOtYc+nHv6pYw6XvHcPaWH8E8wYPBmMQZqEz6bym9l/Co26/UbjYy7B\n", "XQ2cJDHCrDu2ohyOSPwFSv37nwK2zx1LGrw9De8i2AWrzk5VaVD3y8DuA97R7Eng3HQDaQTwUeAz\n", "+CrPw5Be538Xgssxq1oSHU3077/HjOcknsTP8+254ymrSPzF+ggwyawUBbW+hA+gfr5KST/5FL7V\n", "4PvHAAbiA9O3p9tv0sVvWfxCsBZwENIU4DLgUuAKrPSLwj5EtPh7uxZYnUj8/YoFXMVaHX9RlsF3\n", "gP3TYGrV7AL8qeUyxGaG2X2YHY/ZDvhsoq2Ah4CvAY8hXY3UQPoEUhnfL0sSib+3qYk/9KOML+Q6\n", "W4MyJH5pIbyL4B+ZIxmytFL3i3SiCqdfCO7A7DDMPocXP2vg9e5Pwi8ExyFtmsZHymAFYELuIErm\n", "GiLxDygSf7FWZ6jdE50xGp/qWMXBry2Am6xhnZ++aPYaZpdj9j3MlsO7g+7FPy09hXQe0h5IH+h4\n", "LH1IO28tSyT+3u4BRqXSKKEPkfgLIjE33qdehr1134LKblW3C/CnLEc2ewCzX2G2Nl624mS8Nsz9\n", "SFcg7ZU+TRVlKXwqZ7dtsj6gNJvnZmDV3LGUVST+4iyHb6pehlb2o8CH0iyXylBTiwOfAM7JHQtm\n", "kzE7BbPt8LGBX+NdeROQrkT6BtIiHY5iBcrRkCije/AVvKEPkfiLsxzeTZCfL2J6Ap/jXiXbAWdZ\n", "w17LHcg0vEvo7z0GiA/D/2/vQvon0peR5u7AkSPx9+9e/D0X+hCJvzjLU66+2FOA3XIHMURb49vs\n", "lZfZ65idh9lOwCLA0Xj5i0eRTkPaJK2WbodI/P2bQLT4+xWJvzjlafG744CtkD6YO5DBUFNL4eUJ\n", "qrOHgV8EzsJsC3za5RXAD4DHkX6DtHKLR4jE379o8Q8gEn9xytXi9+6eo4BDc4cySF/Eu3mqWZPG\n", "7DnMfovZmvjsrueAc5FuTDODhtQVlFYvv0m5GhNl8gQwq8TI3IGUkcpSvFCSmZlyx9EJEjMBU4B5\n", "SrX5is9FvxPYF7O/5Q5nIGrqFuA71rDxuWNpGx9cXx8vOb028DfgeOD6ulcVLYLE9cC3zUoxhbpj\n", "hpM7o8VfjA8CT5Uq6QOYvYqXbjgWaYnc4fRHTS2D95dflTuWtjJ7B7OLMPs8/onwfnxh2m1Iuw+0\n", "SExNfUZNrV9UqBU1EZ/yGnqJxF+MhfCPnuVjdh1eh//8Ds08aYetgTOtUckFZ4Nj9hRmP8cXZH0P\n", "HxD+D9KhSKP7+IvticHL6XkSf++FXiLxF2Mh4KncQQzg13hr+kykWXMH04etgdNzB1EILxtxGWab\n", "AqvhC+1uRjoHaZ1UWA58uugN2eKshqfw6bWhl0j8xSh34vf+5H3wjdDPRJolc0TvSbN5RgH/zh1L\n", "4cwexOy7+Crhi/HB+Jsmz6YdRrzL8sBtWeMrv6eIFn+fIvEXYyH8Y2d5mb2N9/e/CZxVoiJkmwAX\n", "WKNypaPbx+xlzH6L15hvAvs//GtmsHHsgjRb5ujKLBJ/PyLxF2Nhytzin8pLNG8DTAYuS/vb5rYJ\n", "vtl7MHsXs3NHfp+T91+Pc4ANgYeRfoQ0T+7wSij6+PsRib8Y5e7q6cmT/854FdFrkD6cKxQ1NTfe\n", "z315rhhK6tOnrMgZmG0GrAt8GJiYLgBzZY6tTKKPvx+R+IsxEl+wUw3estwXrzlzFdKmmSJZD7ja\n", "GvZypuOXjpqaAS8GdzUAZnen8hBr4rN8HkT6PtKc+aIsjeeBuaXYabC3SPzFmBXf0LxazE7A96Y9\n", "Nu1CVfTrZRPg/IKPWXYfAZ61hk37CdLs/lQkbi1gJfwCsG9JZ2kVwgwDXgHmyB1L2UTiL8aswOu5\n", "gxgWn+f/Sbz1fRFSIR+dU8t2I+CCIo5XIZ9mamu/L2YTUqnodfBPBvchfamk20YW4WUi8b9Pyy8G\n", "SRtIulfSA5L27+c+R6Z/v13Sx1s9ZgXNRlUTP4DZk3hJgeuAW5G2LOCoY4BnrGGxn+y0Ps1gprZ6\n", "F9CWwA74VN0bkcZ2NrRSegXfOjP00FLil9caOQrYAP8Iup2k5XvdZyNgaTNbBtgDOLaVY1ZUdVv8\n", "U5m9hVkD2BI4DOmEDvcjbwhc2MHHr5xUmO3/GKjF35vZVfgA+aHAH9N2kct0JsJSegNoVxns2mi1\n", "xT8GmGhmj5jPBjkVX2re02bAiQBmdj0wr6RRLR63aqqf+KcyuxZYGRBwJ9KGHTrSOsRsnt6WwpPY\n", "0Cpy+mrg0/Ayxf8CrkVqdskagLchBnd7azXxL4pv4zfVY+l307vPYi0et2rqk/gBzKZgthuwJ3AU\n", "0im08WKupuYAPs5QWrbdYX3gUmsMs3Kn2RuY/QK/cH+Ezl64yyISfx9a/Q8Z7Auwd8nQPv9O0rge\n", "P443q00J3hFA/Vaeml2KtCLwEzyJ/BD4A9byKtv/A26OTcTfZ33gjJYfxewx4ItIG+AX7tuAb6Sx\n", "nLq5Ei+JXhvysZqxrTxGq4n/cXxXpKkWx1v0A91nsfS79zGzcS3GU1avA7NAycoyt4OXdv4+0inA\n", "74Ddkb6VZgMN1zrAP9sSX02oqZnwN/uebXtQs4uRPgocgJeC/iZwWp32AjDju7ljaLfUIB4/9WdJ\n", "jaE+RqtdPTcBy0gaLWlmfLn/ub3ucy6wUwpwNeAFM5vU4nGr5nW8u6e+zG7Hpw8egxd6Owlp8en8\n", "VX/WBf7RttjqYQzwsDXa/N7x7SEPwNdM/AQ4HWnBth4jlE5Lid+8sNfewCXAPcBpZjZB0p6S9kz3\n", "uRB4SNJEvEW4V4sxV1H9Ez9MXfH7Z3wQ8WG8FTkOadDzqNXUSGAZouRwb+sBl3Xs0c1uBFYBHgHu\n", "QNqkY8cqkMSZEh/KHUfZtDzoYWYXARf1+t3vev28d6vHqbjuSPxTmb0M/BjpBHyTlweQDgGOx2x6\n", "3V1j8TINb3Y4yqpZH2+Rd47Z68C+SOcCJyOtCfw4VW6tqk9Sx/G1FnXrar6idVfin8rsP2kV6Sb4\n", "Ktz7kL6MNFCDYyw9+i8DqKl5gRUpak8Cn/u/CrAqcHlRq7U7ZE589W7oIRJ/Mboz8U9ldgtmG+Gr\n", "SHcB7kLaup8yAqtBvTfHHoYNgfHWsOKmBJs9k457BXBTav1XUST+PkTiL8YUoKz72RbH7N94i34f\n", "fF/Zu5B2RJoJQE3NBqwA3JwtxnLaAvh74Uf1zeCbwO7AOUjbFh5DCyRmx6eOR7dhL5H4ixE7AU3l\n", "q0gvBT6FXwB2Be5H+toSL7AaMMEa9mrWGEtETc0CfI6cm9H4ON66wM+R9ssWx9AtBDyVqnSGHiLx\n", "FyMSf29+Abgcs7XxLR83uvMYzjn2PF6P3aSmsTZwd9uncQ6V2R34dN0vIx3UY9P3MqvOBkgFi8Rf\n", "jEj8AzG7BrNNN92OGz7zH4RvJ3gE0lK5QyuBzYFzcgcBgNnjeL3/TYFDMkczGJH4+xGJvxiR+Afh\n", "yg+x/Ap7syO+kchrwPVIZyOtVZEWZlulPQk2J0f/fn/Mnsa7fTZH2jd3ONOxEL7vbuglEn8xIvFP\n", "h5paHJgZeBizRzH7PrAEcClwHHBzmgo6e844C/YJ4AVr2P25A5mG2XP4uoKvI22TO5wBRIu/H5H4\n", "ixGJf/rGANdPU3nS7BXMjsX3kj0A+DzwKNKRSCvkCbNQeWbzDIYXetsCL/K2Yu5w+hGJvx+R+Ivx\n", "KLCE9L4qpeF/VgJu6/NfvBTEhZhtipdrfgG4DOnfSDvUcV/ZtOnKNrSjGmenmN0GfBc4FWmW3OH0\n", "YQneXzQyEIm/EGa8gG8B13uvgvA/HwNun+69zP6L2U/wN/Uv8UVhjyEdhfTJGo0FjMFryd+aO5Dp\n", "+AvwAP6JrGyWBybkDqKMIvEX5168eFno20rAHYO+t28FeTZmG+B94U8DpwB3I+2PVPWL7HbAycPe\n", "dKUoXsL5a8C3kUbnDeZ/JOYEFgD+kzuWMorEX5wJeAsk9KKm5gEWBB4c1gOYPYLZgXhVzz2ApfGN\n", "YS5B2r7DewO3nZoagXfznJI7lkHxDVyOBr6VO5QePgw8YMY7uQMpo0j8xZlAtPj7syK+SKm1N6kv\n", "Cvs3Zl/Bu9X+hHcFPY50BtIXKjIraCzweOlm8wzseGC76RTgK9JyRDdPvyLxF+deosXfn8H17w+F\n", "2WuYnZKKwy2J7xmxJ/AE0slIm5d0QBJge6rS2p/KbCLwBF4GuQyWZ6ib0neRSPzFia6e/g2tf3+o\n", "zJ7D7ASTsezQAAAWRElEQVTM1sO7AP4NfAeYhHQq0nZlKRORavNsCZyWO5ZhuBX/9FYGMbA7gEj8\n", "xXkMmEWK+fx9WAG4q5AjmU3C7BjM1sK7A/6B1wp6FOlSpL2QFisklr5tBNxhDaviNMQXgLlyB5Gs\n", "DNyZO4iyisRfkFQh8Hpg9dyxlNDSQPH92WZPYXY8ZpvgYwLH4efnDqSbUjGyNQvut94VH5uoovmB\n", "F3MHITEKGEl09fQrEn+xriES/zTU1Fx4KzFvTRWzKZididmOwCh8v4AZgaOAp9Pg8K6dnCaqphYF\n", "1qTMi7b6I43AC7hdlzsU/D12vVlsudifSPzFupZI/L0tBTxYqvnqvkZgPGY/wOzjeFfU+fiG53cg\n", "3ZnKRnweaf42HnkX4HRr2CttfMyifBEvj3B37kDw99i1uYMos0j8xboBWEVi5tyBlMjSwMTcQQzI\n", "7EnMTkz7B38A2A0fs9kdeAjp9lRGegukkcM5RKrEuRtwQtviLoov3Po18L20oCu31YntOwcUib9A\n", "ZryEJ7mVc8dSIuVP/D35doQ3YHZomiq6AL5o7Angq8AjSBOQ/oi0B9KKqRtketYGXqJq2056sbwr\n", "gQPT1pqZw2EmfKP463PHUmZlWWzRTa7FdzK6IXcgJbE0Vf6/MHsLTzLX41sTzgh8FN80fk18rGAU\n", "0o14//et6fZwr9bx7sAJperyGoivgfgmsB/wTcz+mjmiqVYCHk6NrNCPSPzFuwLYEf9oHDzxn5w7\n", "iLYxexuvMnob8FsApAXwC8EYvB//CGBOpNuA2x6dm/tX3ZZNVn2C72WJeSj8ueyAV+W8AxiD2UN5\n", "g5rGesD43EGUXST+4l0KHC8xmxmv5Q6mBJag7oW0zJ7FB4fPf+930oJ4iemVn52d3c86jbeXeJGJ\n", "SJPwhUf3pq/3AQ8Dj2MtlrQYDq92uiS+8cqGwGeAC4EtMbup8HimbyPg4NxBlJ3KMRYDkszM6lJS\n", "d0ASVwEHm3Fx7lhySjXnXwXmt4a9mjueHFJBtgeA7W0cNwGj8YVly+GrTz+cfrcgPo7wnx63J4Bn\n", "et2ex2xo0xilGYB58Hn4i+MzrZbGu01WxctDX4Y3Ws7DrJTdKBIjgUeAUd3UqBpO7owWfx4X4C2T\n", "rk78wLzAm92a9JNNgWesYdfRAHygeyI9Px0ASDPjSXmJdBuNTxL4AH5RmHqbG+lVfM/iV3vc3gRG\n", "pNuM6ess+EKn+fD9Ip7DLyYT8Uqpx+KDzU+UZLbO9KwPXNlNSX+4IvHncSFwtsQ304rebrUwuRdu\n", "5fdNBjPeY/YmnowHLl3tg8uz93GbBW+5v9Pj65vA8/inhLeG+wRKZGP8vRWmIxJ/HnfiG4svi/fh\n", "dquuTvxq6mP4a+DMtj2oDy6/lG5dQ2IEsAHl3AmsdGIefwaplX8h/jG/m3V14sdb+8dYoxat7dzG\n", "AJPMaj5RoE0i8edzOr69Xjfr2sSvphYEPo8Xhgut2x5/T4VBiMSfz3hgIYmP5A4ko1F4fZdutAfw\n", "N2vYM7kDqbq0WncboCyLyEovEn8maS/Qk/Fa8N1qPmBy7iCKpqZmB/YBDs8dS02sj++vO7w9m7tQ\n", "JP68TgK+JHXteZiHEtRvz+ArwNXWsGI2n6m/HfD3Uhikbk04ZXEHMAWv6dKNui7xp60Vv0esLm0L\n", "ibnxNTHRvz8EkfgzSrN7TsJr93Sjrkv8wE7A3dawalXhLK/PA+PNeC53IFUSiT+/vwJfkEqzV2mR\n", "5sY/8XQFNTUj8H2itd9OuwN/zh1E1UTiz8yMx4B/AjvnjiWDWYDXcwdRoG2Ax61hV+UOpA4kVgU+\n", "CPw9dyxVE4m/HI4A9unCQd6Z8bIBtZd22PoB0dpvp32Ao814O3cgVdNtiaas/g28jC857yazAG/k\n", "DqIg2+Ln+NLcgdSBxChgM+D43LFUUST+EkiDvEfgS/i7SVckfjU1M3AQ8P3K7LBVfl8FTjfj+dyB\n", "VFEk/vI4FVhJYvncgRRIwNBqx1fT7sAD1rDxuQOpA4lZ8MR/ZO5YqioSf0mY8QZet+VbuWMp0LvU\n", "/DWopubAK0b+IHcsNbItcLcZd+cOpKpq/aaroCPxqZ1L5A6kIO/iG4LU2beAK61ht+YOpA4kZsQv\n", "pDFI3oJI/CVixrP4Bt3dUlP8HWr8GlRT8wPfBn6cO5Ya2RF4zIwrcgdSZbV901XYL4EtJZbKHUgB\n", "3gZmyh1EB/0QON0aNjF3IHWQqnD+GPhJ7liqLhJ/yaRZCkfRHa3EV4A5cgfRCWpqWXxR3oG5Y6mR\n", "LwMTzYgFcC0a9taLkkYCp+EbPz8CbG1mL/Rxv0fwbeDeAd4yszHDPWYXORyYKLGsGffnDqaDpgBz\n", "5g6iQw4HfmYN69b9BtoqzeQ5ANg6dyx10EqL//vAZWa2LPCP9HNfDBhrZh+PpD84ZryIb8A9LnMo\n", "nfYy1K9GkZraCFiGmG7YTrsDd5pxXe5A6qCVxL8ZcGL6/kRgiwHuqxaO062OAD4jsUbuQDpoCjVL\n", "/Gmx1uHAt61hXVGOotMkRuL9+j/KHUtdtJL4R5nZpPT9JHwbvb4YcLmkmyR9pYXjdRUzXgb2B34j\n", "1XbK47PAgrmDaLN98cVaF+QOpEYOAs4047bcgdTFgH38ki4DFurjn6a58pqZSepvKfqaZvakpAWB\n", "yyTda9Z3dUJJ43r8ON6s61c6noyvUNyNem7K/RT9NxgqR00tjU/f/ETuWOpCYiXgC9BVK9oHJGks\n", "MLaVxxgw8ZvZegMcfJKkhczsKUkLA0/38xhPpq/PSDobGAN9j8qb2bjBBt4NzDCJvYFLJc6sYV2S\n", "SfTdsKgcNSXgGHxA95HM4dSChPAZbj+p4Wt/2FKDePzUnyU1hvoYrXT1nMv/asjvDJzT+w6SZpc0\n", "V/p+DnxT5DtbOGbXMeN24Ez8427dPEVNEj+wHf7p5YjcgdTI9sDswAm5A6mbVhL/z4D1JN0PrJN+\n", "RtIikqb2by4EXCXpNuB64Hwzi7K0Q/djvJTDx3MH0mb/AUbnDqJVamoU8CtgD2vYW7njqYO0l+7P\n", "gb3NeCd3PHUjK0mVWElmZjH7px8Su+B1X8aY1WPzEjW1KHCLNayy/fypi+cs4D5rWBRiaxOJ4wCZ\n", "ERNCpmM4uTNW7lbHicCj1GtF75PAXGqqylM6twOWpf5rLgojsRHeLfzd3LHUVST+ikibtewB7CFR\n", "i4Vw1rB3gQfxxU6Vo6YWwefs72INq/2GMkVIc/aPA75sxku546mrSPwVYsaTwDeAEyVmyx1Pm9wO\n", "rJQ7iKFSUyOAk4BjrGE35Y6nRn6Dz9mP6psdFIm/Ysw4HU+WP80dS5vcCqySO4hh2A/fS6Au5yE7\n", "iS/gayB+mDuWuovEX01fB7aVWDt3IG1wC1RrtpKaWg0faN/BGhYzTtpAYhF8zv7OZryaO566i8Rf\n", "QWY8B+wC/DW9YarsFmAlNTVL7kAGQ00tgO+P/FVr2KO546mDVGf/dODoKMJWjEj8FWXGZfhK0dPT\n", "G6eSrGEvAhOAT+WOZXpSv/4pwGnWsLNzx1MjPwdeJLZTLEwk/mo7BHgBODR3IC26Al8EWHYH45Vm\n", "o0pkm0hsjVf23dGMd3PH0y0i8VdYeqPsCGye3kBV9Q983nZpqamtgW2Bba1hb+eOpw4klgeOBr4Q\n", "tXiKFYm/4syYDGwFHJ3eSFU0HlgureQtHTW1Bj7wuLk17Nnc8dSBxJz4iufvm3FL7ni6TST+GjDj\n", "VrwO/LlS9erbpw1LzgM+nzuW3lKp5bOAnaxht+eOpw4kZsRLjl9jxu9zx9ONIvHXhBl/wvdAPk9i\n", "9szhDMcZeDXG0kjF1y4EGtawi3PHUwep1PJvgFmBvTKH07Ui8dfLj4H7gVMquGvXxcBiamrl3IEA\n", "qKmRwKXAydawOm6Ck8v+wOp4v34tig1WUST+Gkn1fHYH5gCOTK2rSkgDpr/FF6dlpabmBi7CE38z\n", "czi1IbEDvqPcRlGHJ69I/DWTWlFbAZ/G+/2r5ARgq5yDvGpqXvzTxy3AftYoSd3yipNYB/glsLEZ\n", "T+SOp9tF4q8hM14ENgK+LrFb7ngGyxo2CU/+P8lx/NSnPx64Afh6JP32SNVkTwW2NuPu3PGESPy1\n", "ZcbjwHrAOIldc8czBD/HW/0fKfKgampJfC/os4Fvp5LRoUUp6Z8P7GrGlbnjCS524Ko5iWXxBVIN\n", "M/6QO57BUFN7ATsBaxZRBE1NjcVbpAdaw47p9PG6Ra+kf37ueOoqduAK72PG/cC6QLNCLf/fAq/i\n", "M0A6Rk1JTX0Nnwb7pUj67RNJv9yixd8lqtbyV1OLA9cBX7OGnduBx58fOB5YEviiNeyBdh+jW0XS\n", "L1a0+EO/erX8v5E7nulJJY+3BH6vptZq52OrqU2A24BHgE9F0m+ftEdEJP2SixZ/l5EYjc9RvwDY\n", "r+wVEdXUungp5K9bw85o8bGWAn6Nb46+lzXsH20IMSQS2+P/v9ua8c/c8XSL4eTOSPxdKG1o/Xfg\n", "CXzHo9czhzSgtJr3HOCfwHetYZOH+PfL4eMFmwG/AA6PzdHbJy0U3A9ffLexGXdmDqmrROIPgyYx\n", "K/AX4APAFqnKZ2mpqbmA/4eXRj4BOM4a9tAA9/8AsDmwHfBR4Ejg6KFeNMLAUmmQI/EFgxub8Vjm\n", "kLpOJP4wJBIzAIcBG+DL6B/JG9H0pfn238QvAK8ANwJPAVOAeYFRwKrA/HjJhVOAC61hpf5UU0US\n", "cwB/BeYEtkoLB0PBIvGHYZHYB/ghsJMZl+aOZzDUlIDl8Y3aFwTmBiYDz+IDt/fFIqzOSbPEzgJu\n", "AvaMgmv5ROIPwyaxFl4j/bfAwWUf9A35SGwJ/A6vBntcKg4YMonEH1oisQi+mOklfA/U2A4vvCdt\n", "oHIwsA3wRTNuzBxSIObxhxalqonrAPcBN0mskjmkUBISo4DLgJWBT0TSr7ZI/GEaZrxlxnfw6Y+X\n", "SHyvgpu6hDaS2BQvU30VPgkg9h2uuOjqCf2S+BDwR2BGYBczJmYOKRRIYh7gcGAsfv7/lTei0Jfo\n", "6gltZcbDeNfPGcC1EnulKaCh5iQ+C9wBvAF8LJJ+vUSLPwyKxIeBE/H58ruZ8d/MIYUOSHPzD8VX\n", "Oe9uxiWZQwrTES3+0DFm3IevzvwncIvEvhIzZw4rtImEJD4P3A3MBawYSb++osUfhkxiGbwY11LA\n", "PlVZ9BX6JrE8XnZhYeAbZlyROaQwBNHiD4Uw4wEzNga+BxwrcXYaCA4VIjG3xGHAv/BSyh+PpN8d\n", "IvGHYUv11lfAl+3fKNGUmDtzWGE6JGZMu7HdC4wEPmrGEWa8lTm0UJBI/KElZrxuxsHAKsCHgIkS\n", "P5CYM3NooReJERJfAu7B9zTe0oxdzZiUObRQsEj8oS3M+K8ZOwGfAT4GPJgWf82eObSuJzGDxNbA\n", "ncBewFeBtc24Pm9kIZcY3A0dIfFRYBywBj498AQzXs4aVJdJK663ABrAa8BPgEujqFq9RJG2UDoS\n", "K+NVHNcC/gQcVYW6/1UmMS+wG7A3MAn4KXBBJPx6ilk9oXTMuM2MrYBPpl/dnGYBjU1b9oU2kVhO\n", "4mjgYXzMZVszVjPj/Ej6oado8YdCpUHfnYB98HIAxwKnRwno4ZGYBdgY2APflOY44NhUaTV0gejq\n", "CZWRav6sD+wKfA5fEfwXvEsiNkIfQPq/WxPYEdgKr6lzInCqGbHFZJeJxB8qKVWB3ArYAVgJ39Lv\n", "JOBqM97JGVtZpG6x5YEvpdvL+IXylKib1N0i8YfKk1gc2A7YHlgUuAS4ELjEjOdyxlY0idnwksgb\n", "pdvMwKn4RfGO6LcPUHDil/RFfLrecsAnzeyWfu63AV7XZQRwgpn9vJ/7ReIP00gXgQ3xPuyxwF34\n", "ReBi4HYz3s4XXfulVv1SeBfYRviaiNuAC/DnfVck+9Bb0Yl/OeBdfNPl7/aV+CWNwLfx+yzwOHAj\n", "sJ2ZTejjvrVO/JLGmtn43HF0QhHPLQ1ifga/CKwPLI6/nq5Nt+s6tTNUp55fWtz2SWD1Hrc38PGO\n", "C/E595Pbfdz3x1Hf1yZ0xfMbcu6ccbgHM7N700EHutsYYKKZPZLueyqwOfC+xN8FxgLjM8fQKWPp\n", "8HNLA76XpRsS8wGr4cnym8DJEk/iF4MJeB2aCcBEM95s8fBjaeH5pcHYJfBPx8unr6uk7+/EL1x/\n", "BfY249EWYx2OsdT3tQn1f35DNuzEP0iLwjQv5MeAT3X4mKELpJbwRek2dZXqCsCqeGLdOX39oMR/\n", "8AvBg8CT6fZUuj0JPD/cLpTUPTMXsBBe1nihHt8vgSf3ZYHn+N/F6DZ8Fs7NMQsn5DBg4pd0Gf4i\n", "7u2HZnbeIB4/+iNDIdLsnzvS7T2pi2hpPAEvib+eV2baRD2nxGTg9V631/zrXktJrAXM2sdtHuAd\n", "/nch6Xm7CPgVcK8ZUzr13EMYqpZn9Ui6gv77+FcDxpnZBunnHwDv9jXAKykuEiGEMAyF9fH30t9B\n", "bwKWkTQaeALYBp+q9z51HtgNIYQyGXatHklbSnoUH2C7QFLqa9Uiki4AMLO38UJRl+A1wE/ra0ZP\n", "CCGE4pRmAVcIIYRiZKvOKemLku6W9I6kVQa43yOS7pB0q6QbioxxuIbw3DaQdK+kByTtX2SMrZA0\n", "UtJlku6XdKmkefu5X6XO3WDOh6Qj07/fLunjRcfYiuk9P0ljJb2Yztetkg7IEedwSPqDpEmS7hzg\n", "PlU+dwM+vyGfOzPLcsOn2i0LXAGsMsD9HgZG5oqzU88NX8k8ERgNzIRP8Vs+d+yDfH6HAvul7/cH\n", "flb1czeY84Gvpr0wff8p4Lrccbf5+Y0Fzs0d6zCf3//h1Unv7OffK3vuBvn8hnTusrX4zexeM7t/\n", "kHev1MDvIJ/be4vbzOwtvAbL5p2Pri02w+ehk75uMcB9q3LuBnM+3nveZnY9MK+kUcWGOWyDfb1V\n", "5XxNw8yuggFXOVf53A3m+cEQzl0VNmIx4HJJN0n6Su5g2qivxW2LZoplqEaZ2dQNuicB/b2BqnTu\n", "BnM++rrPYh2Oq10G8/wMWCN1hVwo6SOFRdd5VT53gzGkc9fRlbttWAAGsKaZPSlpQeAySfemq19W\n", "dV/cNsDz+1HPH8zMBliDUcpz14/Bno/erapSn8ceBhPnLcDiZvaqpA2Bc/Auy7qo6rkbjCGdu44m\n", "fjNbrw2P8WT6+oyks/GPrNmTRxue2+N4obGpFsdbIaUw0PNLg0wLmdlTkhYGnu7nMUp57voxmPPR\n", "+z6Lpd9VwXSfn5lN6fH9RZKOkTTSzOqwO1qVz910DfXclaWrp8++KUmzS5orfT8HXpWx31H7kpru\n", "4jZJM+OL284tLqyWnIvXwiF9Paf3HSp47gZzPs7Ft42cuir9hR5dXmU33ecnaZRS1UVJY/Dp3nVI\n", "+lDtczddQz53GUept8T73F4j1TVJv18EuCB9vyQ+++A2vBb7D3KPrrfruaWfN8TLVk+synNLcY8E\n", "LgfuBy4F5q3DuevrfAB7Anv2uM9R6d9vZ4DZaGW8Te/5AV9P5+o24BpgtdwxD+G5nYJXB3gzvfd2\n", "rdm5G/D5DfXcxQKuEELoMmXp6gkhhFCQSPwhhNBlIvGHEEKXicQfQghdJhJ/CCF0mUj8IYTQZSLx\n", "hxBCl4nEH0IIXeb/A8h5fARKx1Y1AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#check OR, AND, NOT using 2D ellipses\n", "\n", "dim = 2\n", "newData = 1\n", "I = np.eye(dim)\n", "\n", "if newData:\n", " X = np.random.randn(dim, dim) \n", " R = X.dot(X.T) / dim \n", " A = R.dot(np.linalg.inv(R + I))\n", " Ua, Sa, _ = np.linalg.svd(A)\n", " Sa[0] = 0.95\n", " Sa[1] = 0.2\n", " A = Ua.dot(np.diag(Sa)).dot(Ua.T)\n", "\n", " Y = np.random.randn(dim, dim) \n", " Q = Y.dot(Y.T) / dim \n", " B = Q.dot(np.linalg.inv(Q + I))\n", " Ub, Sb, _ = np.linalg.svd(B)\n", " Sb[0] = 0.8\n", " Sb[1] = 0.3\n", " B = Ub.dot(np.diag(Sb)).dot(Ub.T)\n", "\n", "\n", "AandB = logic.AND(A, B)\n", "AorB = logic.OR(A, B)\n", "notA = logic.NOT(A)\n", "notB = logic.NOT(B)\n", "\n", " \n", "# simple plotting \n", "AE = A.dot(cycle_data)\n", "BE = B.dot(cycle_data)\n", "AorBE = AorB.dot(cycle_data)\n", "\n", "plt.figure(4)\n", "plt.plot(cycle_data[0,:], cycle_data[1,:])\n", "plt.plot(AE[0, :], AE[1, :])\n", "plt.plot(BE[0, :], BE[1, :])\n", "plt.plot(AorBE[0, :], AorBE[1, :])\n", "plt.title(\"A, B, AorB\")\n", "plt.axis('equal')\n", "plt.show()\n", "\n", "AandBE = AandB.dot(cycle_data)\n", "\n", "plt.figure(5)\n", "plt.plot(cycle_data[0,:], cycle_data[1,:])\n", "plt.plot(AE[0, :], AE[1, :])\n", "plt.plot(BE[0, :], BE[1, :])\n", "plt.plot(AandBE[0, :], AandBE[1, :])\n", "plt.title(\"A, B, AandB\")\n", "plt.axis('equal')\n", "plt.show()\n", "\n", "notAE = notA.dot(cycle_data)\n", "\n", "plt.figure(6)\n", "plt.plot(cycle_data[0,:], cycle_data[1,:])\n", "plt.plot(AE[0, :], AE[1, :])\n", "plt.plot(notAE[0, :], notAE[1, :])\n", "plt.title(\"A, notA\")\n", "plt.axis('equal')\n", "plt.show()\n", "\n", "notBE = notB.dot(cycle_data)\n", "\n", "plt.figure(7)\n", "plt.plot(cycle_data[0,:], cycle_data[1,:])\n", "plt.plot(BE[0, :], BE[1, :])\n", "plt.plot(notBE[0, :], notBE[1, :])\n", "plt.title(\"B, notB\")\n", "plt.axis('equal')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEKCAYAAAAVaT4rAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe4VNX1ht+PjoACFlRU7IrGrojYDnYQsWPvosb2izH2\n", "6DC2WGNFjSUJsWONNbZ41GAvsfeusfcOyPr9sc6Fy+WW6WfKfp+HB+7Mmb3Xvdz5Zp+11/6WzIxA\n", "IBAINA6d0g4gEAgEApUlCH8gEAg0GEH4A4FAoMEIwh8IBAINRhD+QCAQaDCC8AcCgUCDEYQ/EKgC\n", "JI2TdHnacQQagyD8gapHUizpS0nd8nzdNEnfS/pO0meSrpI0R55j9E7GuCO/qPNm+oEaSQsnsX+X\n", "/PlY0nhJXcocQ6BBCMIfqGokLQwMAT4FRhcwxPJm1gdYFOgHjMvz9VsD7wGRpAEFzF8McySxLwes\n", "ARxQ4fkDdUoQ/kC1sytwL3A5sFuhg5jZd8CtwDJ5vnQ34FJgErBz8yckHSnpDUnfSnpR0hbNnttd\n", "0n8knZ7crbwlaZNmzy8i6YHktXcDc7UT+2fAPQXEHgi0ShD+QLWzK3AtMBHYWNI8eb5eAJL6AVsA\n", "j+T8QmkQsE4y98Qklua8AaxlZrMDWeCKFncFQ4BXgDmB04DLmj13FfBE8twJ+AdMS/+UptjnBzbO\n", "J/ZAoD2C8AeqFklrAQOBW8zsdeAlYMc8h3la0lfAZ8ACwMV5vHYX4HEz+wC4EVhG0opNT5rZ9Wb2\n", "cfLvicDrwOrNXv+umV1mboj1D2A+SfNIWghYFTjWzKaY2UP43YhazP95EvsHwPfADXnEHgi0SRD+\n", "QDWzG3B3kqYBuI780z0rmVk/oAdwEfCQpO45vnbXZE7M7Asgbj6/pF0lPSPpq0Sgf4Ov4Jv4uOkf\n", "ZvZj8s/ewPzAV2b2U7Nr321l/jmT2GcDHgbuyjHuQKBdgvAHqhJJPYExwHqSPpL0EXAosIKk5fMd\n", "z8ym4qmWRYBlc5h/GLA48Mdm868B7CipU5IGuhjfcO2fCPQLzLpqb42PgH6SZmv22CBmTfU0xf4z\n", "MAEYKql/DuMHAu0ShD9QrWwBTAUGAyskfwYDD5Hk2pMN1Lc7GKcpT94Z2AP4EXgreWycpPvbeN1u\n", "wN0t5v8N0BMYCfTChfpzoJOkPZLnO8TM3gWeBLKSuiYprVHtxN4dTzt9ZGZf5jJHINAeoS44UK3s\n", "Cvw1ya9PR9L5wDmSjgAWBP7TwTjPSjJgGr7RuqWZfZ081+rrJfUAtgV2MbNPWzx3ObCrmY2RdCa+\n", "4ToNz+E3H8uYdQXf/Osd8VX8l8kYE4C+La7/WhL4B+B/KaycNRCYBRXbiEXSX4FNgU/NbLk2rjkX\n", "GIGvtnY3s2eKmjQQACTdBRxsZq8W+PpngPXM7KvSRhYIVDelEP618YqDf7Qm/JJGAgea2UhJqwPn\n", "mNnQoiYNBAKBQMEUneNPStHaWzGNxm9jMbPHgL4pnIAMBAKBQEIlNncHAu83+/oDvJ46EAgEAilQ\n", "qaqeliVuocN7IBAIpEQlqno+xKsnmlggeWwmksqLQCAQCOSJmeVyfmQ6lRD+W4ADgWskDQW+NrNP\n", "Wrsw3+BrCUnjzGxc2nGUgzS/N4kF8YNVTX+Wx508XwFebvH3Z2b5320W+v1JzA4sBSyNnwdo+nsR\n", "4E28jLPpzytmTMt3jlJQz7+b0BDfX96/00ULv6SrgXWBuSS9D2SArgBm9hczu0PSSElvAD/gh2gC\n", "gbyREO5QuSEwDBf67swQz8OBp8z4IbUgm2HGt7gR2xPNH5foih/2GgYMB44G+kk8hn8f/wYeNWNq\n", "ZSMONApFC7+Z7ZDDNQcWO0+gMZGYDVgPPy07Et8vuhM3NTsKeKuQVXyamDEFeCb5Mx5AYgD+QTYM\n", "OA9YSOJu4A7gX2Z8llK4gToknNytHHHaAZSRuJSDScwDbANsBqyF2xvcgR8UfCkFoY/LPYEZnwA3\n", "J3+QGIgfetwSOF/iZeB2YKIZBR1Ya4e4xONVG3HaAVQbRR/gKhWSrJ5z/IH2SVb2o3FPmjVxkbsJ\n", "uMeMb9KMLW0kuuMfgKNx47r3gSuAa8z4tL3XBuqfQrQzCH8gNSQ64znunYHNgcdwQbvZjO/TjK1a\n", "kegCrI//zDbDO4NdAfzTjB/be22gPgnCH6gJJPoCe+HVXl/hBmfXmM3wrw90jERv/ANzZ2A14O/A\n", "+Wa8k2JYgQpTiHYGW+ZAxZBYSmI8bou8MrC9GSubcXYQ/fwx43szrjRjBN7RC+BJiRsl1k2qoAKB\n", "WQgr/kBZScRnI+B3uNhfDFxoxv9SDaxOSe4CdgUOBn4GzgWuMGNyqoEFykZI9QSqhkTwNwSOB/oA\n", "ZwBXm/FzqoE1CBKd8J//ocCSeEP3fySlpIE6Igh/oCqQGI4L/tzAOLwEMZVTqQGQWBPI4ieGjweu\n", "DIfD6ocg/IFUkVgbF5YFcaG5yoxf040q0ITEuvjKfwD+/3Nt+P+pfYLwB1JBYmHgz3gO/3g8pRBW\n", "lFVIkoJbH/8A6A4caMbD6UYVKIZQ1ROoKBI9JTLAU7j9wGAz/hpEv3oxw8y4F7eGOBO4TmKCxLwp\n", "hxaoIEH4A3kjIYnNgZeA5YCVzTjBjJ9SDi2QI8kHwJW4Y+gnwAsSv08M5AJ1Tkj1BPJCYhHgQmAh\n", "4OBk9RiocSSWAs7B/1/3M+PBlEMK5EhI9QTKRrLK3wd4HLcNXiGIfv2QGL+NAI4BrpE4S6JnymEF\n", "ykRY8Qc6JHGKvAyYC9jVjJdSDilQRiTmxO2iV8T/vx9POaRAO4QVf6CkJKv8nfGN24eBNYLo1z9m\n", "fGHG9nhTpVslTpTolnZcgdIRVvyBVpHoh6/yl8RXfU+nHFIgBZJqn0vw3P/2ZrycckiBFoQVf6Ak\n", "SKyEl2i+B6wSRL9xSczzRgPnAw9KjEk5pEAJCCv+wExI7Amcih/suTbteALVg8TKwPXALcBhwfen\n", "OggndwMFI9ED7/W6FrB1yOUHWkOiP3A5MAcwJrispk9I9QQKIrFcmIS/mYcE0a8A0mxI/ZH6InVO\n", "O5xcMeNLvPPXXbj3/7ophxQogLDib3AkVsVv3c8AzkqhkXn9Iwn3MdoEWA8/Ldsf+AnoDHQFXgMe\n", "Aa4BHsIsNTdTZdUN6At8ZRlrM50jsRG++v+DGZdXKr7AzIRUTyAvJEYCE4CxZtycdjx1h9QX2A34\n", "LX53fTtwD/AC8MF0cZd6AYOBDYAdgS7AkcCtVOANqqwWBLYB1gWGAnMC3wCzA6/jvyPnWsZm6aUg\n", "sSxwB3ARcEpYOFSeIPyBnJEYiztpbmnGo2nHU1e4kP8OOARPiVwITMpJxP3uYARwGvAmsDtmX5U8\n", "xKy6AFsD+wO/AW7GP5QeBt63jFlyzRDgCGAgMMIy9tmsITM/Lv6P4kUBwaSvggThD3RIYsubxVeW\n", "I8x4PeWQ6gcX7TG4RfVDwB8xe6PAsboBpwOjgBGYvVaSELPqDuyDd+Z6D/fnuc0y9ks7rxHu5LkU\n", "MMoys4qGxOx4xc8veL3/D6WIN9AxQfgD7SLRGe95+xtgMzM+TTmk+kGaD7gAP/C2F2aluYuS9sZP\n", "0EaYvVnwMFl1BnbC7/JeAI63jOVsxaCsugIvAntaxv7Teqh0xX+/lgU2STaCA2UmVPUE2iQR/b8B\n", "CwPrBdEvIdJGuK3Fi8DKJRN9ALNLgZOAu5M9g/zDy2p13FxvP2AXy9iofEQfINnkvQRv5N5GqEwB\n", "9gQeBO5NSj8DVUgQ/gagmegPxFf64Ta8FEidkI4D/g5sj9kfsbZTJgVjdhFwG/DXJJ2UW3hZ9VNW\n", "F+H5+7OBNS1jDxURyQPAau2HigGHAfcRxL9qCcJf57Qi+j+mHFJ9IPUArgU2AlbFLC7zjIfhvYz3\n", "zuViZbUZntKZBgy2jF3eWm4+T17CS1HbJRH/wwniX7WEHH8dE0S/TEj9gX8CHwK7lWWV3/q8KwB3\n", "A8tg9kWrl2TVD1/dr4Xn4x8o2fS+yTsN6GyZjs8ZJIUEp+E9fjcIOf/yEHL8gekkb7pLCaJfWnwT\n", "9z946eKOFRN9ALNngevwqqxZQ8tqDXyv4XtghVKKPkByxzAVcmvP2GLlf09S+ROoAsKKv06ROAlf\n", "aa0fcvolQpof7z52BWYnphTD3MCrwLKYfQSgrDrhqaDfA2MtY7eUZeqsegGfAb3ySRsli5DxwBLA\n", "pmZMLkd8jUpY8QcAkNgXrycPG7mlwkX/fuAfqYk+gNlnwBX44TCU1Tz44anNgNXKJfoJ8wCf5btX\n", "kKz8D8YtKi5JPggCKRKEv86QGAWMww9nzXLKMlAAntO/B5iA2clph4P7Ku29xMHaCHga750QWcbe\n", "K/O8i+CHvvImOc27A745fHwpgwrkT5e0AwiUDonV8M3cUWYUdmI0MDPSbMCtwJ1VIvpoHO+/di4f\n", "rfUeE9+YkzGWsbsrNPVvgOcLfbEZP0hsBjws8Z4Zl5QutEA+hBV/nSCxKF5pspcZj6UdT10gdcFL\n", "Nt/CNylTJ7FcuPjUtehz7p08X0HRB1gOLxEtmOTg4Ajg+MQkMJACQfjrAInZgBtxd8Ry5ngbjTOA\n", "7sCeadokN6GsBuCby3P2nszKfSazHNI8FQxhTSje0C/xh9oa+LvE4kVHFcibIPw1TrJRdgFuF3Be\n", "yuHUD9Je+Mp0O6xtT/qKhZPVqsATeB3/NmffaZ/jHwIbV2j+efDS4GdLMZ4ZD+NlqTckC5dABQk5\n", "/tpnLLAqsHrwQi8R0lrAycA65bBEzjucrDbHfXL2s4zd2Oyp24FNoSJNUNYBJlnGfi3hmBcAawAX\n", "Suwefn8rR1jx1zDJZu6JwFahbLNE+AGticCumL2aejhZHYgL5MgWog9wJ7ARUiXexyPx3gIlIxH6\n", "ffHuZPuUcuxA+4QVf40iMSd+inM/M0ri1d7w+Gbu1cBfMCupyOUdih/KOhWvz1/LMvb2LBeZ/Q/p\n", "K7xEsmx9khNL503xRUZJSSp9tgYmSTxtxhOlniMwK2HFX4Mkef0JwPVmtFwFBgpnHDCFMghcPiir\n", "HvgH0FBgWKuiP4NHgGFlDmkI8Kll7K1yDJ4sXPYFrpOYoxxzBGYmCH9tsicwP3B02oHUDe6pvzuw\n", "E1bSPHZ+YWTVH9/AFbChZawjY7NH8Dx5OdkOuKmcEyQLmLvw7mWBMhOEv8aQWBg4BdgteJ6UCGlO\n", "4K+402ZqDWqU1fx4y8Ynge1ba27eCk8BK5Yxpi74idtKbCD/ARienD4PlJGQ468hJDrhAnWGWeEn\n", "KAPN8MYmFwETMbsvtTCyWgS4F7jEMnZKHi91j3ypU5nOGmwEvGUZK3tvZjO+k9gDuEpieTNatZ4O\n", "FE9Y8dcWBwA98YNFgdKwC745mlraTFktg7crPDNP0Qezb4Ev8Zaa5WBX4B9lGnsWzHgAPy19fqXm\n", "bESC8NcIEkviTbd3MyO1HHRdIQ0EzgR2xnJKq5Q+BD+Y9W/gKMvYBQUO8xKwTOmicpTVHPghtoml\n", "HrsDjgFWkhhT4XkbhqKFX9Imkl6R9LqkI1p5PpL0jaRnkj9/LHbORiOp4rkEOCGUbpYIT/FcAIxP\n", "GpxUPoSs1sUtlfe1jF1RxFBvA4NKE9VMbAfcZ5nWu32VCzN+wu80zpXoV8m5G4WicvySOuO3ZBvg\n", "beiekHSLmb3c4tIHzGx0MXM1ONsDsxNuf0vJtsDikM6qUlmNwEtyd7BM0XsL7+H9eEtG0mbxIBLf\n", "/0pjxuMSN+EWzgelEUM9U+yKfwjwhpm9Y+5ncg2weSvXhcYLBSLRGzgdODCkeEqEV/GcA+xV0daJ\n", "TdNntSku+qNLIPoA7wMLlWCc5kRAZ7xtYlr8EdhOYvkUY6hLihX+gfgvXRMfJI81x4Bhkp6VdIek\n", "kuci65xjgPvNmJR2IHXEaXgVT9FOk/mirDbDK7NGWaZk878PLFCisZo4CDgv325bpSSp6jkOOD90\n", "7SotxZZz5vJL8TSwoJn9KGkEcDOwZGsXShrX7MvYzOIi46tpkg3dsbgPeqAUSGsAmwCDKz51VqPx\n", "vZpRlrFSWhN8DsxZqsGU1SBgXTzPnjaX4D4+2+OnmRseSRF+R1YwxQr/h8ycW1wQX/VPx8y+a/bv\n", "OyVdIKm/2awnEs1sXJHx1A3JCuds3GP/o7TjqQt8T+oC4LCkDLJyU2e1BfAXYFPL2JMlHv5LoH8J\n", "x9sfmGAZ+76EYxaEGb9KHARcK3GrGanHlDbJgjhu+lpSJt8xik31PAksIWlhSd3wKoCZGoFIGiCv\n", "oEDSEECtiX5gFjYEFgPOTTuQOmI/4BsqvHJUVlvioj+iDKIP8BXQP6lUKgpl1Qe3BBlfdFQlIklz\n", "3g8clnYs9UJRK34zmyrpQNxjozNwmZm9LGnf5Pm/ANsAv5U0FfgRv2ULtEOy2j8BODbYMpQIaS7c\n", "hC3CKpe3VlZb4XcZm1jGninLJGY/If0KzAZF23Pvh5dwvll8YCUlAzwhcW440Vs8quB7oF0kmZmF\n", "DRwg8So5GVjRjNRb/tUF0rlAJ8wOrNiUWY0E/kY5RX/6ZPocGIzZZwUP4a6gbwMbW8aeK1lsJULi\n", "YuBzs2BO2JxCtDN49VQZyWr/eCATRL9ESEsBO1LBDV1ltR7wd2Czsou+8zPQo8gx9gSerEbRTzgR\n", "eEbiLDMK/oALBMuGamSL5O+bU42ivjgNOLWY1XA+KKth+JmWbS1jj1ViTuAXvDF8QSirrsDhwEkl\n", "i6jEmPEe/nM9PO1Yap0g/FVE4r6ZxVf71ZGDq3W89G05KtSIXlmtgn9o72IZe6AScyYUJfz4HdFb\n", "JTxbUC5OBvaSmDftQGqZIPzVxZb4LfttaQdSF3iVy0nAcZUwYVNWv8EboI+1TMVbN06hwNRt0lrx\n", "KKp4td+EGR/ibqGhwqcIgvBXF4cAp4XVfsnYBOhLBco3ldWSeHXbIZaxf5Z7vlboDAXvCe0EfIa7\n", "hNYCfwZ2l+iTdiC1ShD+KkFiFfwAXMjtlwJf7Z8AZMrdSlFZLYC3SzzOMpbW6dJOkL+Xk7LqhqcX\n", "j07TniEfklz/v/FWmYECCMJfPfwfMN6MqWkHUidsjq+Cy9qMXlnNiYv++Zaxy8o5Vwd0orAV/1jg\n", "FcvYQyWOp9ycAxyU7IsF8iT80KqAZKNqM+DStGOpC6ROJAfgytSO0KfJqhe+H3ObZSztrmh5p3qS\n", "+I9J/tQak4Dv8HReIE+C8FcH+wLXmhGsLErDGPwE6+3lmiApf7weeAWYpQFRCvQEfsrzNQcC/7GM\n", "PV2GeMpKsg92Dn6nHMiTcHI3ZSS6A+8AG5jxYsrh1D5uxPYicBBm95Rliqw64ZUlcwBbWsbST89J\n", "XwKLk6MPlrLqC7wOrG0Ze6WssZWJ5L3zLjDcjJbNnxqGQrQzrPjTZ1Pg1SD6JWNz4Gvg3nIMnnSm\n", "OhNvdbhdVYi+0wv3wsqVg4Bba1X0Acz4BbgM2CvtWGqNYNmQPjvjq8dAsXglzxH4Kd1y3coeAawP\n", "rGsZy0doy4fUBX8v59NN7M94eqjWuQK4T+KI0KEud8KKP0Uk+uMickPasdQJ6+J1+2Wpo1dWu+H7\n", "MZtYxr4qxxwF0gf4LtcPO2W1HzC7Zezz8oZVfpIUz/+A4WnHUkuEFX+6bAPcZcY3aQdSJxwBnJ5r\n", "3X6sWPjZicHJ333w6hjhXa0+xHPIrw8fN3w47vkTWcb+V4bYi2EuPN4OUVYr4RbH9dTN6gpgF8qU\n", "3qtHgvCny85A2mWA9YG0ArA8M0zuWiVW3Cu5ZhR+tzUN3wx+D2/S8iveUvQ3eP/oxX7Vr/3PmHBG\n", "j56Te/5tmQ+X+YW8+x2VnbmhY7fKZH/ibCBjGaunxcY1wDiJXmZF9yNoCILwp4TEwvhK818ph1Iv\n", "HA6cg1mree5Y8SLAH4AdgIeBm5LXfBBZ1GaKRFkNnPO7OR/bftL2l2zz6Da9gEdjxW/jDdMnRBaV\n", "3QMoB+YhB+EHtsJTYWkeNCs5Znws8Sgwmvq6kykboZwzJSSOAhY0Y/+0Y6l5pEHAU8Bi2Mwr2Vjx\n", "7Lglwa54+8PzIoty6mGsrGYHHgSusYydkozXBb9TOAhYBXf9PDeyKL1esNJYYChmbVa3JE1WXgL2\n", "sozdX7HYKoTEzsD2ZoxKO5ZKE8o5a4vN8FVnoHj2Bya0Ivqb4WI3O7B0ZNHReYh+V2Ai8ChwatPj\n", "kUVTI4vuiiwaBWyEWz6/HCveIdkzSINcUj2HAM/Wo+gn3AasIzFb2oHUAmHFnwIScwFvAvMktciB\n", "QpF64vn5NTB7AyBW3JkZq/ydIovy8qFJcuGXAPMBm3dUqx8rXhM4H296vntk0Xt5fx/FIJ0FfIDZ\n", "ma0+ndWCwDPA6lXYS7dkSMTA6WblO7FdjYQVf+2wMXB/EP2SsB3wRDPR74E7nK4JrJqv6CccBaxE\n", "jge0IosmAavitsxPxoq3KWDOYuhoxf9n3ESubkU/4Q78QGSgA4Lwp8NI/Jc0UAx+YOtAYDxMF/2b\n", "8BOsG0UWfZr3kFltDfwW75Wbc94+sujXyKJTgVEGp/yrR3zewCvjuRXHXfONoQAWAt5v7QlltSG+\n", "F3Fqa8/XGbcDI5O+1YF2CKmeCiPRGfgEWNGMD9KOp6aRVgeuApaMuR98pf8DsHNkUd5WCknbxH8B\n", "G+diXKY47oyXkK6Di+tSwBK9v2OOk47BvuvDtBOOpdMvPfgZN3N7DveRv9WiqHTllNJ7wLqYvd3i\n", "++mezHmoZazuu7olgv8OMMKMl1IOp2KEVE9tsDrwYRD9knAAcGFyYOsEoDewS4GiPz/+wbFve6Kv\n", "OO6hOB6tOP4Hnl65ElgGiPEN1KW+70PX5Z+n15oPc+2dI3h8pysYjFcBPYmnpt5XHF+uOF463zhn\n", "DUjdgAG0vuI/BHi1EUQfpjt23k5I93RIWPFXGIlxQE+zqrDyrV2keYDXgEVj7h+OG6etFlmUSz37\n", "zENlNRtetnmjZezkVq+J4yWA/YDdgBdwS+YbLYraPMWbVPlcgB8GG9FU8qk47otXIv0OP3V6tEUF\n", "ngeQFgPuw2zhFt/TQsDTwBDL2FsFjV2DSIwGDjZjg7RjqRRhxV8bDAP+k3YQdcDuwE0x93fGc/zb\n", "FSj6nYAJwMvAn2Z5Po5XURzfgjf+mAKsZlEUWRSd357oAyQHww7AP6BuSfYgsCj62qLoZGZYRTyu\n", "OJ4/39gTFgbebuXxPwPnNZLoJ0wChiQp1UAbBOGvIMkv4+rAI2nHUtP4pu4eeMeys4ErI4seK3C0\n", "cbg1w9jmPWcVx8spjm/FDd/uBhayKDrSoqg1kW2TyKJpwD64l84lzWv9LYq+wJvGXAU8qDhesID4\n", "F8bz2tNRViOBFXFvoYbCjC+Aj/C7rEAbBOGvLMsAn5jlZqgVaJPVgc4x93bB76COK2QQZbUjXuu/\n", "pWXsZwDFcX/F8fnAfbjp1+LJ6r5ga4bIol/xO5TBuE3EdCyKzKLoFNwC4nrFcbc8h1+EZit+ZdUb\n", "uBDYzzKWb0eueuERYI20g6hmgvBXljUIq/1SsLuhv0PnE4BMZFHexlxJBc85wGjL2CeKYymOd8RT\n", "PgIGWxSdU4zgNyey6EfcHO7gWHFrfWL/hFd7ZfMcelFmTvWcAMSWsUZ2qgzC3wFB+CvLMILwF4ef\n", "1N32Gc55Fz+4dGXeQ2Q1D3Ajvip+TnE8AO+JcAywqUXRAUkapqREFn2AO7JeFiueu/lzFkWGe/3v\n", "ozheKI9hl8U/rFBWq+EmdIeWJuKa5WGC8LdLEP7Ksgb+SxkonC2AJ79luV2Bk5M0Ss4kHjzXAZdb\n", "xm5QHG+A2xm8CqxsUfRkySNuRmTR/XhO/+KW3j4WRR/hRnJH5jSYd95aEng5+b4uBf5QDw1WiuQl\n", "YEBijRJohSD8FUJidmABCL11i2T3z1njdmBlXMDz5c/AdwzaPas4Hoe3vdzZougoi6JKWWj8EU/R\n", "7NjKcxcB2yn2CqAOWAz4CLMfgN8DH1PAHVC9kbRgfAo/VBdohSD8lWNpvKl66AtaKNKCwKovkRkI\n", "XJGvF76y2hPYiIHb7MvCu92It+tbxaLo32WItk0ii37BzwSclthGT8ei6D3geWDDHIZaFnhRWS0O\n", "HAb8tnllUoPzEr6ZHmiFIPyVY2n82H6gcHYwdMM0um9Dng3qldXqwKkM3GpfFj/gNnwjdYMkvVJx\n", "IosewctEW6tI+jduMtcRy5rfQV4EnNKANfvt8Qr+ngu0QhD+yjGYZBMuUDBjPmSLh4FuwH9zfZGy\n", "mhe4nnlHZFj8oMvxLk1jLYqmlCnOXDkC2D1WvFiLxx/DS1Y7YtmLVmVuvKvW2aUOrsZ5mbDib5Mg\n", "/JUjrPiLwa0JFnyT/QcAt7XXLnGml2XVDbieuda6laUOPxa3RzgtqaJJlcQ9dDxeTdScN4BBHb3+\n", "l86s+LeV2ArYPRf76AYjrPjbIQh/5Qgr/uLYFrjB6BLhKZJcOZ1+q05jmeO3Bg60KLq8LNEVzlnA\n", "6Bar/k+AeRW33dFrXCS93Zf53+7L2ZaxF8oeZe3xP6CHRP+0A6lGgvBXAImu+NH611MOpZYZY3Sa\n", "CKwGPJ7LC5TV9vReYkuWO3UppLEWRTeUN8T8iSz6Gu/edVTTYxZF3wPdoW2/mexwxg4+iFc/78VJ\n", "5Y+y9kicOsOqvw2C8FeGhYCPQ8etApGWAOafxI3vA5Mjiz7s8CVZLUPPgeNZaXw31Ol3FkW3lD/Q\n", "grkA2DpW3A9AcdwJf2+2WgGmrAYNf4vTbr6ai0OKp13ewEteAy0Iwl8Z5sVvPQOFMQa4fipzLIdb\n", "DbeLsupD1zluYuWLptCpa9ai6Oryh1g4Sa7/DtzPB3y1P6W1fYikH/ClmQd4dfNXQ2PxDvgIf+8F\n", "WhCEvzLMix+uCRTGGGAibkjWbsmishLqeinL/7k3XXpfYVF0YUUiLJ4LgN8mp3nnw0WrNcYCc6zz\n", "Ll3IMeXVwHyM/ywDLQjCXxmC8BeKV/MMwHsYLEwLC+JWOJCl/rAevQY9CzXV7KbJymNV3KP/vZYX\n", "KKtBwEnLf8y+8mKBnEtaG5SPCSv+VgnCXxnmpe0VXKB9RgG3YzYN3yuZRRCbUFZrMGDjE5l7+Peo\n", "8/YW5ee9Zd2DAAAgAElEQVTjkyZJeep1wDZ47943mz+vrDrjh9ZOe/YiegMvYA1ru5wrQfjbIAh/\n", "ZZiPsOIvlFHArcm/+wFftnaRspqb2Ra6gSUPhU5dt7Qo+rZiEZaO64BtNY3VgCdaPHcoYLjX0FqE\n", "Lm65EHL8bRCEvzKEVE8hSLMDQ/GGKAC9gO9nuSyrTqjrP1jutE506nqURVGtpkCeBVjyNdammfAr\n", "q5WAPwC7WcZ+xYV/UioR1hYhx98GQfgrQ3+g5P7uDcCGwCTMmsS+VeEHDmWRvZah+9z/xbtP1SSR\n", "RfZTDyYt+yJLkXwIKKueeEP231vG3kXqhPd1CMLfMV8Cs0t0STuQaiMIf2XoAYR8bP6MAm5r9nVX\n", "YKa6dWU1lF6LHsEC2/RGnfapBiuGYrhvfb5b50E+bmYR/SfgBWbYLS8DfI5ZuIPsgOQQ1w/4giHQ\n", "jCD8laEHUJIWfg2Dr2xHArc3e/RnvMbdL8mqH3ANy5/+Kep8bGJpXNNcvQNLDH6ZPrHiTspqQ2Br\n", "ZrZbDmme/PieIPyzULTwS9pE0iuSXpfUavmcpHOT55+VtFKxc9YgPQnCny9DgM8wa95P9mf8Z9l0\n", "kOkyFtzhRbr1n4x3rqppFMdz/W8gQ7pM5ZsHBz+4PN6AfQ/LWPMN7bCxmx8/AH3SDqLaKEr4JXXG\n", "fUY2wW9Bd5A0uMU1I4HFzWwJYB9qOAdbBGHFnz8j8NOszfkJpp9W3Z9O3RdmkbHLAL+rpdLNdtgB\n", "uFNmzz652JPnATfM1DRdErA2YcWfD7/gKcJAM4pd8Q8B3jCzd8xsCnANsHmLa0YDEwDM7DGgr6QB\n", "Rc5bawThz5/1mFHN08SnwICkymUcq1x8O9JzFkVxxaMrMYk/z0HABf9d+L/M99V8S9DMuC1hMVzE\n", "gr137kyFsLnbkmKFfyDwfrOvP0ge6+iaBYqct9YIwp8PUi9gJWZd2X74Q/cfFgGupWvfQ5ltoT2A\n", "4yseX3nYBPiBBzf87N7l7l1rxDMjnrDMLAe0NgLuxkJ7xTwIwt8Kxf5Acv0FbOkr3urrJI1r9mVs\n", "ZnEBMVUjnYFpaQdRQ6wNPJU0EW/Oh08s9sQuwCSG3dQLeNai6KnKh1daEt/9I5j643nY1Gv6/tj3\n", "kr4/9m2tUfhGFNZgvpF5APgu7SBKiaQIiIoZo1jh/xD3FWliQXxF3941CySPzYKZjSsynmqlqRol\n", "2DLnxnp439mZuG3l2+YZ8M2ARejSZxh+wGmfikdWHjYABvDwFqsAr+5x/x6X4CnSGUhd8Tf7vhWP\n", "roYx49C0Yyg1yYI4bvpaUibfMYpN9TwJLCFpYUndgO2Alr7ntwC7JgEOBb42s0+KnLfW+BlP9wRy\n", "Y33gvuYPKKsFrh96/e7Lv7v8N6x5yyq4V/1DqURXQpLV/ol8fOet2JSRwD5dpnX5EBiYOHU2MQR4\n", "m8Z77wTKQFHCb2ZTgQOBu4CXgGvN7GVJ+0raN7nmDuAtSW/gJXf7FxlzLRKEP1ek/sASNLMcVlad\n", "gL9/2P/Dc7tP7d53jq85APhLrR/WStiRaZN78urpuwI7Wsa+jiz6Dt/A7d7sug2Be1KJsIaRuF5i\n", "kbTjqDaK3vQwszuBO1s89pcWXx9Y7Dw1ThD+3Ilwm4bJzR47BOgxtcvUk6eJ0Qu/w4hnV+S36YRX\n", "OhTHs2N2Gi8c8ynY2ZaxR5o9vTgu/E1FARsBx1U8yNpnNcL+2iyEk7uVIQh/7kQ0z19mtSLuq7+z\n", "ZWzq60vwvzUn8bFF0ecpxVdKsnzz/Kd89eQXwKktnptCU/251BdYjnBwqxB607q/U0MThL8yBOHP\n", "naEkTUmU1WzAVcAhlrF3AG7flF5r/Yea7zOrOF6baZN35aVx8wK7WMZarkqNGdVwI4AYs1ASnD9B\n", "+FshCH9l+A6YPe0gqh6pJ7As0FSieSrwX8tYk0EZ9w9n8QGfsECsuHtrQ9QCiuPeTJt6OS+fJKZ8\n", "tYNlrLUmPb1wuwGALYB/Vi7C+kBiNvwDdHJH1zYaQfgrQ+gElBsrAy9j9qOy2gA/BT69GEBxvOD3\n", "fegp41m85LM2sV/P5YtHevL5g2dYZtazKrHizkA34Cek7sDGzGhGE8ideYGPE5fOQDOC8FeGIPy5\n", "MRR4RFnNAVwG7G0Z+7rZ80OAxwTXA9umEWCxKI73ZPLXo3nttGeAU9q4rDfwQ9KOcTjwYijjLIjQ\n", "AKkNgvBXhiD8ubEG8ChwFnCnZezuFs8vCbyMC//mseKaMt9SHK/EtMln8fzhvzD1+51ayes30fyQ\n", "4+bAzZWJsO4Iwt8GQfgrQxD+3Bi63Tb0wCt7Dmvl+SWA1yOL3sfr3DepYGxFoTien2lTb+PV0+GH\n", "t7ayjLXXkW0Q0NRta3NCfr9Q5sX77gZaEIS/MgTh7whpwWnQ/bplOR73oG/NX6X5G/kSYL+KxVcE\n", "iuPe2LTb+OA6+PTeYy1jj3XwkoWBd4BVga8xe63cMdYpYcXfBkH4K0MQ/o4Z8vgCTDYx0TL2QBvX\n", "9AG+Tf59LTAkVrxoZcIrDMVxN+BavnqqJ29fMgk4L4eXLYff0YRqnuIIwt8GQfgrw/vAIGkWl9JA\n", "wgOD2P7hBekOHN3OZdM7mUUW/YT3eahaCxDFcRfgKn78YCAvHA3Y3s1aKLbHavDrE7j3VXDjLJxB\n", "zGoaGSAIf0Uw42u8Jrtlr4IAoKzm+b4bmy3+JWe04kHfnJb9U88F9owVz13eCPNHcdwZ+AdTvpmf\n", "J/cciE3d0jL2bUevS84nLLMae3bGveSfKXesdcxgvBgg0IIg/JXjFWDptIOoUs4Z+gE/j36VGzu4\n", "7lugb9MXkUXv4SmfqrLeVRz3ACYybfL8PLrdgtiUsZaxXLtmDQVe6sV7WwFXhaYrhSHRG5gLeDft\n", "WKqRIPyV42V8BRJohrLarN9PDOn/E12ANzu4/B2gZU7/T8A+seJ5yhFfviiO+wC3Y9Ng0mZi2i8T\n", "LGP5lGOOgl/vwNM8V5cnyoZgKeB1M+qhF3PJCcJfOV4mrPhnIjmodcExD3K2/JBSR2/S5/GNz+kk\n", "q/4JwMllCjNnFMcL4h2f3uChjd5n2uQfgXybZIxamMs/Bj4M1TxFsTQhzdMmQfgrxyuEFX9LTgHu\n", "PPQRfgWezeH6R4F1kuYlzRkHjIwVr17i+HJGcTwMeAy4igfWfwD7dTPcXz/nFWeseDmgzyAuX4Ww\n", "2i+WwYSm9G0ShL9yhFRPM5TVusBmwOHACsBzObzsheTvlqv+b3Dr5vGx4oo21lYcS3F8AH66dm8e\n", "GH4vTDsH2NIy9lWew40VUyaIaVviexeBwgkbu+0QhL9yfAB0l0I9v7LqiR/AOiDx4lmWGaLeJknH\n", "rWuAsa08fQXwFXBUCUNtF8XxnLjg7wGsyQPDHwduBA6yjOXyQTadWPFswE7LknkXeA6zUIZYHCvi\n", "qcFAKwThrxCJQ+BjuB9No5PB7ZabDictDuSazz4X2ElxPNMHaGJotjtwYKx4SKkCbQvF8Wg8PfUG\n", "MIwHhr+Lewhdaxm7poAh9wQmzcUjmwF/L1mgDYjEAKA/IdXTJkH4K8vDNLjwK6sVcJE7yB9QH/xE\n", "bk6eKhZFH+POnWe3fC6y6EPgAODKWHHfls+XAsXxvIrjicCZwC4WRYfywPAp+Incb4Fj8h0zVtwT\n", "OGpOHrkAWJNwaKtY1gAeMwstF9siCH9leYQGFv6kafqFwDGWmW4zvBjwZp716scBKyqOd2v5RGTR\n", "9XgP6GtKme9XHPdUHB+Fp6TeBJa3KLo/efoAYBjQnuNme+wPPL4cR68CTMTsh45eEGiXNfD3WqAN\n", "gvBXlseBlSW6pR1ISuyV/H1Zs8cWx9MlOWNR9BOwNXCq4nhUK5f8HugMnF5IkM1RHHdXHI8FXsUb\n", "xQy1KDoqiYGkYcwfgdFtGMu1S6x4IeDITvx8NP7zubTYmAOsQdK+M9A6qpaDgZLMzOrey0biWWCs\n", "GY+nHUslUVZzAy8CG1rGZpRuSkcC/TE7PO8x43h13MTsVODsZPMXgFhxP3zVd1lkUd4fAIrjfrgQ\n", "H4Ln8k+0KJpJTJTVEngD9DHtGMu1SaxYwO3AwxHDH8HTRyuF07qFI9EV3+Sf34wOLTLqgUK0M6z4\n", "K88jeFqg0TgNuGIm0XfyXvE3YVH0GG5xsBNwn+J4pabnIou+AjYA9o0V/18u4ymOuyqON1AcXwW8\n", "DawEbGpRNLIV0e+Lt0M8thDRT/gt7t90GrA3cGkQ/aJZAXi7UUS/UMKKv8JIbAfsYkZrKYq6RFmt\n", "DVwFLDNLOkSKgeMx+3fB47sL5t54tdCLeFXM3RZFn8aKB+Gnac8Fzkqqf5pe1wnv6rU63tRlYzx/\n", "/w/gSouiL9v4frrgov+6ZezgQmKOFa+NVwGtGTH8q2TeRbC8a/8DzZA4Cl/tH5R2LJWiEO0Mwl9h\n", "JPrhxlEDzGjPibIuUFZdcYfJcZax62e9QG8DG2DWkU9Px3O5OdpmwC7AOsBnwKuLvsk3px7BRq8v\n", "wfvHnsDDv3ZhXmAhXPS/BJ4A7gNusyj6Xwffj/AKnqWAEZaxqfnGGSteEoiBPSKL7kI6BFgFs53z\n", "HSswMxIPASeZ8a+0Y6kUQfhrhEb65VRWh+MNw0fO4kUvCfgRmBOzH0s6r9siD8ZN3eab5xPm/fPv\n", "2enXzkw+/jjOfHNxXgbetCj6LK9xs/odfnexpmXsm3zjihUvhX/IHBdZ9FekzsDrwI6YPZrveIEZ\n", "SPTHjfwaYlHVRBD+GkHiSPx2tKA0Qa2grObHrRiGWsZmzeNL/YB3MJujEvHEirvh/kDbALtEFuWV\n", "m1dWWwDjgWGWsbztfpODZTcBf4ws+psPqi2AozBLzWeoXpDYHtjJjM3SjqWShM3d2uEOYNMG6Mh1\n", "MnBpq6LvzEcFm2FHFk2OLPo9sA9wdaz4rFhxTh86ympV3GZiiwJFfyxwG7D/dNF3/o9WDqMFCmJT\n", "/L0V6IAg/OnwPNANzzHXJcpqCLARcFI7l1VU+JuILPoXXv3RB3glVrxne4e9lNUgvGx0b8vYE/nM\n", "FSseFCu+GfgdsHZk0YweutLy+O/ArHsfgbyQ6Ixv0Afhz4Eg/CmQ+PbcAfV5S5psgJ6Dn9Bt71BT\n", "KsIPEFn0WWTR3sBo3OPn1Vjx/ol9wnSSngG3A6c38xbqkFhx/1jxOOAp4Elg5ciiV1tc9n/ABZhN\n", "Kfw7CSQMAT4xCx23cqGiFraBmZiI12+fkXYgZWBHoCveIKU9UhP+JiKLngDWiRWviVtEnxArvgm4\n", "9oKNLniIYVyPV+Cc09FYseLOeGnobsC2uHPnapFFb89ysTQ3sBV1fNdXYXbE31OBHAibuymR3Jq+\n", "B2xoxktpx1MqlFUv3BVxO8tY+8fmpTOATzAr2lqhVMSKFwTGGLb95C6TV3h37ne/XezjxS7ubJ1f\n", "Bj7EP6im4ZYQPYEF8G5Pq+DVS5/gZxYmJKZxrSMdAyyK2V5tXhPIieS07ofAGmYdtu+sOwrRzrDi\n", "TwkzfpW4Cj91mrejYxVzBPBQh6Lv9KPKrHMji94HzlRW/fp+37fTxX+5+MTO1nklPH88EL9LEfAr\n", "8DPeZ+EN4BbgsMiijlMN0mzAwcD65fkuGo6N8P66DSf6hRKEP12uAP4pcWw9WMgqqwVwp8oVc3zJ\n", "HEDetfDlRlkdAIz5uvfXa2777baf4SWYpWQsMAmzDpvPBHJiZ/y9FMiRsLmbLs8B3+Ee7PXAOOBi\n", "y9j7OV5fdcKvrLYBjgY2sYzldbgrtwnUHfgD7Vc7BXJEYnZgJCG/nxdhxZ8iZpjEFbjFwENpx1MM\n", "ymoZvEImn83KqhJ+ZRUBFwAbW8beKtM0uwIvYvZUmcZvNLYCYjO+SDuQWiKs+NPnSmAbiT5pB1Ik\n", "JwOnJj10c2V2/I4ndZTV8viqcQfL2DPlmURdgCMJq/1SsjduqhfIgyD8KWPGB8C/8RLAmkRZDcOb\n", "lIzP86Xd8Q3SVEkOaN0BHGwZu6+MU20HfIhZTd/dVQsSq+Bmezmfrwg4Qfirg3OAg6Xa+/9IDmud\n", "ChxnGctXxLsBk0sfVe4kDWLuAs4osEl6jhOpE3AUYbVfSg4GxpuRt0Nqo1NzQlOn/Af4Hi8ZrDVG\n", "4WWZlxfw2u7AL6UNJ3eSZip3Addbxsrtl7M9/n98d5nnaQgkBuB7SpekHUstEoS/CkgsHM7Bj/DX\n", "DEnz9JOAoy1jvxYwRGrCnxw0uw3/0D22vJOpG3ACcGTosFUy9gMmmtFqs5xA+wThrx6uAVaQGJx2\n", "IHmwOZ6qubXA1wsqf35BWXXHa/PfAH43S5+A0rM38DpmcZnnaQgkuuPCf27asdQqQfirBDN+AS7G\n", "XRyrniS3fxxwfBHCOY0K/w4mbROvxquJ9raMlfeDR+oF/BHP7wdKw/bAi2a8mHYgtUoQ/uriXLy0\n", "c1DageTA6OTvQlf7MMPzpiIkqanLgF7AjoW0TSyA3wEPYGUqEW0wJLrgH6Rhk7wIgvBXEWZ8DlyE\n", "/2JXLSVa7YP73VTkd7CZVfRiwFaWsfLvLUhzAodQ7j2ExmIX4AMz7k87kFomCH/1cSawpcRiaQfS\n", "DpvitsvF1k9PTcYpK4non4ZbY4yyjP1Q7jkTjgYmYm12IAvkQeLCeSy+6AgUQRD+KiOpUjifKl0l\n", "tljtF5sf/wFPu5SNJN4/ARsCG+Z5sriIibUkfijv+IrM1xjsAbxhVtv2JtVAwV49kvoD1wKD8M72\n", "Y8xmfVNJegf4Fr+tn2JmQwqds4E4C3hDYkkzXks7mBasg3vs3FiCsb4DepdgnFZJRP9E3MRrPctY\n", "Jf1czgJOwezjCs5ZtySVPH8ExqQdSz1QzIr/SOAeM1sSuC/5ujUMiMxspSD6uWHGN3gD7nEph9Ia\n", "hwBnlaga5nsoq0dRFt+EXt8y9nkZ55kZaSSwBKHcsJTsDTxvxqNpB1IPFCP8o5nRWm8CsEU71zZM\n", "Z60Scg6wjsSwtANpQlktAQyjdKZY31Em4VdWGWBrXPRLb6/c5sTqhq/2D8EsVTuKekGiP55erKeG\n", "RalSjPAPMLNPkn9/Agxo4zoD7pX0pKSxRczXUJjxPd7N6rykTWM18H+43/6PJRrvc2DuEo01HWV1\n", "LG6Itp5l7NNSj98Bh+GHtW6v8Lz1zAnA9Wb8N+1A6oV2c/yS7gHmbeWpmT55zcwktVXWt6aZfSRv\n", "Ln2PpFesDXdCSeOafRlbOOl4FX5CcS/8cFdqKKv+eEPrZUs47Me0vWDIm2Ybz9sDwy0zfWFSGaTF\n", "8VTYqhWdt46RWAHYBmrqRHtZkRQBUVFjFGodIukVPHf/saT5gPvNbOkOXpMBvjezM1t5rqGaredK\n", "8ot/NzA4TV8SZXUksLRlbPfSDarDgHkxO7TooWa4hG6CV+9UWvSFG77djdkZFZ27TpEQ8CBwhRl/\n", "STueaqUQ7Swm1XMLMzzkdwNubiWg2ST1Sf7dC2+K/HwRczYcZjwLXI/f7qZCcuJ1X7zMtJR8TOt3\n", "lHmRxHc+MByIKi76zg743cs5Kcxdr+wIzAZcmnYg9UYxwn8KsKGk14D1kq+RNL+kpvzmvMBDkv4L\n", "PAbcZmbBljZ/jsWtHFZKaf7heIvEUrcLfBdYuJgBlFVn3IZheWADy1jl74qkAcCfgX0wm1Lx+euQ\n", "pJfuqcCBZhTi/Bpoh4JTPaUmpHraR2J33PdliFllm5coq6uARyxj55V2YA0EnsasoDy/suoKXAH0\n", "B7ao4IncZkFIwA3Aq5gFI7YSIXExIDNCQUgHVDrVE6gsE4D3qfCJXmXVDz8AdWUZhv8I6EOSDswH\n", "ZdUDF9yewGapiL6zA95gflxK89cdEiPxtHDRez+B1gnCXyMkzVr2AfaRqORBuJ2AO8uSQjGbBryJ\n", "H3bKmaRz1r+AH4GtC2j5WBqk+fGa/d2xCpi+NQBJzf7FwB5mfJt2PPVKEP4awoyPgIOACRI9KzTt\n", "HngOvVw8C6yQ68XKaiBe6fEsbq2cTk5d6oynmS7A7MlUYqhPzsNr9oP7ZhkJwl9jmDERF70Tyz2X\n", "sloMGAhlfRM+A6ycYzxLA5PwtNPvyt5EpX0Ox3sJlP3/oVGQ2AY/A3F02rHUOwWbtAVS5QDgOYnb\n", "yrwy2hq4qcB+urnyNLBlRxcpqzXwdolHWMYmdHR9WZGG4hvtq2Jl/dk0DBLz4yW5W5hRqpPhgTYI\n", "K/4axIwvgN2BK5M3TLnYBj9DUE6eBlZA6t7WBcpqFH5uZI8qEP258P7I+2H2fqqx1AmJz/5EYHww\n", "YasMQfhrFDPuAS4AJiZvnJKirAbgm64PlHrsmTD7BngZWL2VGKSsDgQuATa1jN1Z1lg6wvP6VwPX\n", "YnZTqrHUF6fi50RCO8UKEYS/tjkZ+BrvLlVqNgT+XaG+tPfjhwCnk9Toj8e9ioZZxh6vQBwdcRLu\n", "NBtcIkuExBjc2XcXM9Lcs2kogvDXMMkbZRdg8+QNVEo2xj2CKsF9eN02MN0Q7k68yc8wy9jbFYqj\n", "baQxuPnb9lhFPgzrHonB+If7Nmn6UDUiQfhrHDO+wjdhxydvpFKxLvDvEo7XHjGwNNJAZbUk8Cjw\n", "HDDaMpZ+Lbc0DN943ByrYEOXOkaiN34A70gznk47nkYjVPXUAWY8I3EYcIvEMDOKajyirObFWyJW\n", "pkm42WSkW+9dlKOAbYFjLGPVYczlVss3ALti9mza4dQDEl1wy/GHzcp6RiTQBmHFXyeY8Xe8B/Kt\n", "ErMVOdxqwBOWqYyRk7LqdPgGdJ7jZ/YBxlSR6A8A7gAymP0r7XDqgcRq+TygB7B/yuE0LEH464tj\n", "gdeAq4vs2rUMFbLPVlZzAXecvQYLrvQRn9k4vqnEvB0i9cf3OK7CLNUmOHXGEcAaeF4/tKZMiSD8\n", "dUTi57M30As4N1ldFcKiwFslC6wNlNVQ3Or52SmdWb+LcQF+OC1dpNnxzeW78YbtgRIgsTNepTUy\n", "+PCkSxD+OiNZRW0NrIX3fy2EQbhXfllQVp2U1SH4oayDLGNHJGWjlwJbJ3bN6aDpBnBPA4dTLb7l\n", "NY7EesCZwKZm/C/teBqdIPx1iBnf4FbKB0jsVcAQvaE8KzJltQC+kh4DDLWM3TL9SbNPcPE/rhxz\n", "dxycBuAVRo8DBwTRLw2Jm+w1wBgzXkw7nkAQ/rrFjA/xQ1jjJPbM8+U9gJLaDCencLfDUzsxsLZl\n", "rLV00qn4qn+ZUs7fIdKiwEO4H9AhiWV0oEgS0b8N2NOszKfAAzkTyjnrGDNek1gfuE8CM/6a40t/\n", "wPcJSkKyyh+PW0CMsow90ebFZl8gHQf8FWnNipigSRG+Ij0eswvKPl+D0EL0b0s7nsAMwoq/zjHj\n", "NWB9IJvHyv9/ULz5m7LqoqwOwK2XnwZWalf0Z3AR3mTliGJjaBdJSL/Fy2B3CqJfOoLoVzdhxd8A\n", "FLDyfwYYShHtFpXV+nh3qq+AdS1jL+UR8DSk3YBHkV7Amu0DlAppTtz8bVFgLcxeL/kcDUoQ/eon\n", "rPgbhBYr/4M6uPxOYHNl1S3feZTVKsrqVlxUs0CUl+jPCPh93Kf/MqR18359u0FqFPBf4B1g9SD6\n", "pUNiOEH0qx5VS+FCIZ3iA/kjsTAu7LcDh7fliKis7gAesIyd2uGYWQn39vkDsCK+QXtJSXrhSuvj\n", "VsgHYHZdkWMtBpyNN0ffH7P7io4vMB2JHfGf7/ZmFfN5angK0c4g/A1I0tD6n3gufzczZhFoZbUo\n", "3tv2z8B5LXvbJmK/NDAa2BOYgm/g/q3kzc+lFYGbcdO4QzH7Ks/XL43vF4wGTgfOCs3RS0dyUPBw\n", "/PDdpmaVOfUdcILwB3JGogdwOTAP3u5uFjFVVkvgzV4G46L7Cd5ndnG8QXon/M7hcuDhsnr7SH2A\n", "P+HWyJcCF2OtloM2XT8PsDmwA/Ab4FxgfN4fGoF2SaxBzsUPDG5qxgcph9RwBOEP5IVEJ+AMYBP8\n", "GP07s1zjK/ul8Dd2v+ThN4EXgdcqZeQ2IyAtCvwf/gHwA/AE8DHwHdAXGACsAsyJHxS7GrgDK/Fd\n", "SACJXngBQG9g6+TgYKDCBOEPFITEwcDRwK5mFWu+UhyS8DuRlYC5gdnxCqLP8Y3bV8MhrPIhsSRu\n", "V/0ksG8wXEuPIPyBgpFYF/dIvwg4KbTBC7SFxJbAX3A32IsTc8BASgThDxSFxPz4YaZv8R6ooR1e\n", "YDpJA5WTgO2Abc3I5TBeoMwUop2hjj8wncQ1cT3gVeBJiZVTDilQJUgMAO7By3VXDaJf2wThD8yE\n", "GVPM+D1e/niXxB+KbOoSqHEkNsMtNx7CiwBC3+EaJ6R6Am0isQjwN9zaY3ezCvXgDVQFEnPgthsR\n", "/v//YLoRBVojpHoCJcWMt/HUz3XAIxL7JyWggTpHYgPgOdyee/kg+vVFWPEHckJiKWACXi+/lxnv\n", "pRxSoAwktfmn4aec9zbjrpRDCnRAWPEHyoYZr+KHuP4NPC1xmETeJm6B6kRCElvhB/P6AMsF0a9f\n", "woo/kDcSS+BmXIsBB9fMoa9Aq0gMxm0X5gMOMuP+lEMK5EFY8Qcqghmvm7Ep7sZ5ocRNyUZwoIaQ\n", "mF3iDNyM7zZgpSD6jUEQ/kDBJH7ry+LH9p+QyErMnnJYgQ6Q6JJ0Y3sF6A/8xoxzzJjSwUsDdUIQ\n", "/kBRmPGzGScBKwOLAG9IHCXRO+XQAi2Q6CyxE/ASsCuwpRl7mvFJyqEFKkwQ/kBJMOM9M3YF1gGW\n", "B95MDn/NlnJoDY9EJ4kxwPPA/sB+wHAzHks3skBahM3dQFmQ+A0wDhiGlwdeasb3qQbVYCQnrrcA\n", "MsBPwHHA3cFUrb4IJm2BqkNiRdzFcV3g78D5rfn+B0qHRF9gL+BAvHnOicDtQfDrk1DVE6g6zPiv\n", "GVsDqyUPPZVUAUVJy75AiZBYWmI88Da+57K9GUPNuC2IfqA5YcUfqCjJpu+uwMG4HcCFwMRgAV0Y\n", "Et2BTYF98KY0FwMXJk6rgQYgpHoCNUPi+bMR3qh9Y/xE8OV4SiI0Qm+H5Ge3JrALsDXuqTMBuMaM\n", "0BKYrCoAAAXqSURBVGKywQjCH6hJEhfIrYGd8SbuNwBXAJPM+DXN2KqFJC02GNgp+fM9/kF5dfBN\n", "amyC8AdqHokFgR2AHYGBwF3AHcBdZnyRZmyVRqInbok8MvnTDbgG/1B8LuTtA1Bh4Ze0LV6utzSw\n", "mpk93cZ1m+C+Lp2BS83s1DauC8IfmInkQ+D/2zufUKmqOI5/vvSHqCR7EJr6UrQka1NGakU1iwpt\n", "kbmIaBUEIVTQIkisFi2jRYuIlu36t0pevGf5BIWgrCyfPsOHvcgwe1qUhZBl6q/FOU/Hcf7cOzP3\n", "3rkzvw8c7pmZw9zfj++d37lzzvmdu44whl0B9hM6gU+AvWacLs667hPv6pcRhsAeJuRETACjBL/3\n", "e7B3ask78N8MnCU8dPmFeoFf0iWEx/g9ABwBvgaeMLMDddr2deCXVDGznUXbkQV5+BYnMe8jdAIP\n", "AcOE6+mLWHZl9WSorPyLyW13AndVlX8J8x1jhDX3x7t93ovt6N9rEwbCv9Sx89J2T2ZmU/GkzZqt\n", "AqbN7FBs+wGwHrgo8A8AFWBnwTZkRYWMfYsTvuOxIHEtsIYQLJ8H3pOYIXQGBwj70BwAps041eHp\n", "K3TgX5yMXUz4d7wiHlfG+iSh43oXeM6Mwx3a2g4V+vfahP73LzVtB/6ELIQLLuSfgdUZn9MZAOKd\n", "8NZYZrNUbwXuIATWJ+PxBomfCB3BD8BMLEdjmQH+aHcIJQ7PzAHmE7Y1nl9VX0wI7suB3znfGU0Q\n", "VuF846twnCJoGvgljRMu4lpeMrOPE3y/j0c6uRBX/+yL5RxxiOhGQgBeSrieb+PCQH21xHHgn5py\n", "MhyfWSZxP3BFnXINcIbzHUl12Qq8AUyZcSIr3x0nLR2v6pG0g8Zj/GuAV81sbXy9GThbb4JXkncS\n", "juM4bZDbGH8NjU66G7hJ0hLgF+BxwlK9i+jniV3HcZxeou29eiRtkHSYMME2KimOtWqBpFEAMztN\n", "2CjqU8Ie4B/WW9HjOI7j5EfPJHA5juM4+VDY7pySHpP0naQzklY2aXdI0j5JeyR9laeN7ZLCt7WS\n", "piR9L2lTnjZ2gqQhSeOSDkraJmlug3al0i6JHpLejJ/vlXR73jZ2Qiv/JFUk/RX12iPplSLsbAdJ\n", "70g6JmmySZsya9fUv9TamVkhhbDUbjmwA1jZpN2PwFBRdmblGyGTeRpYAlxGWOK3omjbE/r3OvBi\n", "rG8CXiu7dkn0IGTTjsX6amBX0XZ32b8KMFK0rW36dy9hd9LJBp+XVruE/qXSrrA7fjObMrODCZuX\n", "auI3oW/nktvM7D/CHizrs7euKzxCWIdOPD7apG1ZtEuixzm/zexLYK6kefma2TZJr7ey6HUBZvYZ\n", "NM1yLrN2SfyDFNqV4UEsBmyXtFvS00Ub00XqJbctLMiWtMwzs9kHdB8DGv2AyqRdEj3qtVmUsV3d\n", "Iol/Btwdh0LGJN2Sm3XZU2btkpBKu0wzd7uQAAZwj5nNSLoOGJc0FXu/Qun35LYm/r1c/cLMrEkO\n", "Rk9q14CketTeVfW0jlUksfNbYNjM/pa0DthCGLLsF8qqXRJSaZdp4DezB7vwHTPx+Jukjwh/WQsP\n", "Hl3w7Qhho7FZhgl3IT1BM//iJNN8Mzsq6Xrg1wbf0ZPaNSCJHrVtFsX3ykBL/8zsRFV9q6S3JQ2Z\n", "WT88Ha3M2rUkrXa9MtRTd2xK0pWS5sT6VYRdGRvO2vcoLZPbJF1OSG4byc+sjhgh7IVDPG6pbVBC\n", "7ZLoMUJ4bORsVvqfVUNevU5L/yTNU9x1UdIqwnLvfgj6UG7tWpJauwJnqTcQxtxOEvc1ie8vAEZj\n", "fSlh9cEEYS/2zUXPrnfLt/h6HWHb6umy+BbtHgK2AweBbcDcftCunh7ARmBjVZu34ud7abIarRdL\n", "K/+AZ6NWE8DnwJqibU7h2/uE3QFOxd/eU32mXVP/0mrnCVyO4zgDRq8M9TiO4zg54YHfcRxnwPDA\n", "7ziOM2B44HccxxkwPPA7juMMGB74HcdxBgwP/I7jOAOGB37HcZwB43+4xobbNv/YxwAAAABJRU5E\n", "rkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Aonly = logic.AND(A, logic.NOT(AandB))\n", "Bonly = logic.AND(B, logic.NOT(AandB))\n", "\n", "AonlyE = Aonly.dot(cycle_data)\n", "BonlyE = Bonly.dot(cycle_data)\n", "\n", "plt.figure(5)\n", "plt.plot(cycle_data[0,:], cycle_data[1,:])\n", "plt.plot(AE[0, :], AE[1, :])\n", "plt.plot(BE[0, :], BE[1, :])\n", "plt.plot(AonlyE[0, :], AonlyE[1, :])\n", "plt.plot(BonlyE[0, :], BonlyE[1, :])\n", "\n", "plt.title(\"A, B, AandB\")\n", "plt.axis('equal')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }