{ "metadata": { "name": "", "signature": "sha256:0846d7b2391b15175664c48871217af518a575b6c03f62950a0565a9d221d40d" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# imshow demonstration\n", "- This notebook is part of biokit \n", " - https://github.com/biokit/biokit\n", " - https://pypi.python.org/pypi/biokit\n", "\n", "- imshow with pandas dataframe : imshow" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline\n", "from biokit.viz import Imshow" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Imshow\n", "- we overwrite the pylab.imshow to change the default behaviour (no interpolation, hot cmap)\n", "- input can be a dataframe, in which case, X and Y ticks are filled automatically" ] }, { "cell_type": "code", "collapsed": false, "input": [ "data = numpy.random.randn(10,10) " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(data) # this is the default behaviour in matplotlib" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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4WJsDwKUaOKsBvE6wFstswpUjQs9/f8VQo5mkYB/xiTEV3TmbmrG1W817THsd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\nGWuZqY8LLi4BNmnK79Wgmhl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ZGmuXcdazpRfwbuL47gBXXXvfb5ph5Tts3wuwcX/bZQpm\n8gwxaaJ8LhZdRAUCZWmmqgCnYgEqqmsPagpyclAfEtHFPOLpu3QDicNQc2ioM+2Ybomhs9De0Qc8\n4wOeygtu9KJrQNvMKZ/bTFVAVXQ9LjOQjM1cV6zTL++yockthpQXPOFebnghneCx0xbJEwYVXWGT\nSHOLEzTxAQnIEijUogvjbUUXm7/Zd5Q6cNvu2LYdrXW01lHrQKmWBqlIfKdAVQ2PntqlobG62Oro\nGoU2WNMgm0XdQXzNyGeQX4fcXgHb+kfUh2OgaXVP1wDJjZaNZ3Ztfv95cJr98mxM8+OvARxAZEmJ\nnGfSNcGh7MbgDTe5Wz67mpaHKmp3MZ83sQAMFBaUwW9m7N95cPyzAhtBXBTlCOrItJnaWhzMNcDs\nZdBk67w8kM8sIgg8Q6bKRNpm8oAEY2HXm9O0wQLBM97jiT7giV5wK3fcyh2t7Dq32QBTKgMt6VGW\nbXRwNbF6Q5OOu8z4tRc84aXoLK2dbJ41NcthVlVysQUEVN13ULubSpezbUUXmb/RHXtpqKUqsJtO\nBKm1o9h8bKoc78HzjEWeTjEpgXtYykthlM7LO7xi57fuL0x9uCawRhOg8Vv9vB3OudMvr0/TRx2w\nbgh1HzbwOqiPtYdC+7AP8dVHR6xT1sT8GAbqiCXg6WnwmV9I87U90UJhRmF+s479ewps2j/lYlgn\ntQ7rLF1KrC65ALpMUC/gLivImdxvO6WAyc46Z1zAmCl6GCV3LDp0QvLJegNP9IJnesET3XGjuzKk\nz3OuA7UyqIkGItia18I0c5hJxS4NVW5JkIcB+2lOxSwb9shn5gOcg9rZWsz4NRm7FV18vtMdt6ID\nw9auGbsYY3vnd7ANqaHXV76p/7V4MkQJ5p2M7cPjAaBCj4+91vYX9ZFCy76crzn2NUxAe3uK9qvF\nPNph1/2Y3m2Wlwxq6dikowdrH7wM7OKqzvjy8FO3ntehIb1fhPHszYwNJFAD8OVsiGxpG+vMxUFt\nIx1pRJaK3hWjmC5DzUTXzZYZSiKaD8A+Ygusg1omFzsZXqiYjGDHzB1VwHiCA/vFgK2MHaJ4G6Ch\njA0GhGHLABUFNRoqNh3pTe+VQuqTpicTxW+R9mhYwsIRz8Oe18LYw9jaQW3qimUtfWov2Nodre0H\nUVzFcZTJ2J5CoMtA5w33ZM31AcDtG2oXeQDit9ZAtLMVXe8PMYiFlBJk4G39XWTHtD1BTiV5pWll\n67UrpigzObO295CjOB6MDdiihMNEcQW2zqKrM198sLRKEZOlGcUs5q6LN1a7xw8L2C6GO7itc831\nqgzcJbF1qRF5FkwtBm43olFbRbHkSvMJ/deWewnjXswgTKl6ABiwbfoFqRh+ox1b2TXdUB0qPjUO\nPcmXuHUxTIWzEZ3D7QsKbBPFXccm17GrPQcHNaLTkjM2Dc2GQjs2qpFXfJSijF1dFB+obaDUEaD2\nd+EBQP5bd9lmnq5xsNxLBSArUD10NkXRXQL66rp8Lt9fkcftoiIrFY2BcKATUtsz4CYx3N/lIvpb\nF3i9yz5ga4sPL+C5fLCor0b16Q6WPQJW3M9NTAHswjPZYTURvPFA4/FDBDZiBUkkQK9gVvHbE+OP\nYv7BUidTi7G11ZpFU8Jn62sn+7KreflVBbxMf3pOYA8g230LWIFMCugpiu+qZ9eOwmY8a4g1r1W8\nLRFBVsDL/XMp2I2x75T0bGroJbF1qCwuiitbB2MnUAvp9w4quNUdW71rJpXaTc/mMKAFYy+iuIGa\n1D0zhU21+HZp03UnK0hxBLRdF8eP5zLQDdgO3lxwcexUPHd3me80L5y3dkF5rOMfrjuJ4gcdW0Ca\nTxxqOBsGapaCTWoKMaWYHOLJCp2l3XJeh9o1trFjG/uXAey36tgEKFtYOYJbS4k6Jx/gUsOyOIq7\nq9xw1jT4JV4qR63bkiD40DZLp32mpEkq/gI3qHFqMwt0K91AnVwalTVLRluDTjrq7CTOkoUwSrW8\nZQdQu7oRojitxrMc402qYw/azSZhrsJSVESvOgDVaiqDW8VtcBMgpKECNoA0zai56N82PdHcaD6R\nRQ6gPR7LsfDLscPg4Ndlq320q4T6UFKbqszlc/yXkkkaMDefyCKpEdRFRVnqSIA+ghvATAiSBnqv\nBaQO1FgkoKNKjWQWy31bDnGSqU97DvFiAG/M2Lhj4x+aKA4kYJPm3Aowm26d1qUapYY47qLiLKZn\nFw1QAZlBDIxCAMhm70QapggjWD3WnjDf24vHWm3tjbqVaazS4qL4ADWOtLE6OFtqJdcLE1OPUtFK\nx05NJ3e4uwvm7kKbojiKie7GQgdQ88Ls+n+4WDLDVGpR0b1UDr30aDyDGXKCqc0320vDzhp2quA9\nsLQZKiTvy1v3EYxdCit4k2RRKut+EdVJq10jdk2AjedCCKLL/foSkPbrLkH9iK11HH4MamdwZ2xd\n2sk7XbAAACAASURBVKdCDNBsq7DC8oeTIPKN+2IC1cTuZmDeRsc27riNL2QSyCeJ4s7SBTqKxT5B\naga41bVa5g9zG4gnWvBYbwUCkUBohK5dTVeeoM6xYyMS5lfYlEWM8354xwda6LSzbp6juzJyPmiX\nBzTAphqIoIMWFYwy0Kvp3pZ19J4Yu9O1KI4MbowE7vUaprL+TuqxYIAyNhbjmd6heOiYzk7CwLB8\n44Mbun1fpHUKtn1De1nH+/o6AKEqlGo2izoZrVROS+bYPtbCxChujHVQJ5eXi+EB8EdsfQHqpUjy\nY7uObcYz1am1hj0rCEX/8LnbytKqU68Av2HnL0QUx6e4uyomYzMtzM2s4A4927JpLuBOPtcIv0QD\nFUa1l1iMvd0Kpv1dgpFDkCe3aFpAKs2A1QhedQs0nCk5Jk+Uasu5WHG6DhbENJS5/WCUimqdd2Am\n+989P3gSxecidH4TWEVxKKhbAnUAm0Ywu1vRffkeOjD2QAFsmqcwhXheqaIwo6fvABAum4V5ObXj\n+Hrt1Dkz4+u1gASgS2UUHvGcShsL0xU5hBHF72NIGYuIr+9/srXryQ8ZO6nkjwDtRAEgDGcaA6E5\n2jd/YQ5stjkSbjAzUFcDs4afds2Ywzt2vn3UqPex7fOL4raAu9gyMmIAl1IU1GyALmYJr5YgzmYs\nqdvlnKW0gKErTWg+7EK6JvMEQ9h/T5nRKs1pJBqgahFEBnIX84obr4qGaYaoKLPDAAgwD6qhalBh\njFqTqClhWFsKJmOPnCg/gxoK2MWwBk9CqBF0BWYvcBE1VA0JF5Cn/AV0MCqiLqE5CLp0wGFzCIY1\n0OZ2MHEC+flcYmmezE0QlDZQB2swzRgK8mY2jDZ0EDWddkkvSGUuZSQEkRGg1rH+GswLqF8BUuTo\nO4jkCvSB6gtISF/ArONsYmlhdEtm0ax0E8N31uAgXRzibr+H0g8Lt82hfb19P8azTxHFGRr8Va1j\nVJq1mEge6XGVsUctM058ifVuEVYq7MEUOVTR/+1qzXRwrwvjeLoGizynPaaWECT8qsRujYUadkRA\n1Y0sEvomE4W/mgvUujvS5wzYzs4eFhuhsqirKA5ciOL2TB2AzlrwJYr1N0WnPFiKtVNrN4VIgPqq\n6/tnJ2gRIvaxzqA9XZOBn2oioAwFdG0qnhYTU+tmapJ4MqIaA1iloYsQMqHyMLKAAUzvM9ga0+iV\nQX3F3Jmll33/HpvRqMsEqSjOLiW4Tp2B7VZwE9u7qPjduaPzjm1s6LwruPkLSY305lhxAlBJS6yG\nYLo1J7a26YLDmJotreuoDsnpv1aW2zRe21iVXdcucyG5DOqa5oaFxXuurwFfMOeGHRUjxOBZKNa2\nQj3coBnJxNQN+DzcghjQMAC0udC7ArrERBcOtnY927/fQU3xWyhAPVBRtaMfWSjV0V1cpc5i4/w3\nDz4vC6gneN9QO1Nf1awDR20KYnf9RJGu52D3iI6KHJ1IqJ4RVEhVsrQ5sF0icXDrra33vmxyDegc\noCKijA17lmQDiktxYfV2PZxHTLbpvMeqL8PzyFvq6R8UsEHQjp3CLoOpoyQ3l2ejqD5tok5Ww5wA\n0qmhMkKnlGKTQEzNjlBMaGZKHxo2stnOsiPW1KC7JyLCDXczK9lo7qB1MfPIa663JhF5uvHSQGYT\n7h24jBRGi7UWZHHbxHGM0Kd1uSTrrjRQ/TMHHfZojQacse0c0rmjcQtJT/blZ9gZd4LTQbywtK9Z\n5eecqeMa/TyRoAWge0yo0KAPB7MFgFABU9f37IFOhWKwUWDNt+NgPtYS934BoisD2lGaERXvq4wQ\nnX2hycnWKoIPm+01RPXqkZJazFl1VdMPc/0BArtBX0AFpFHkXmZfEoVLArfbsZPojSmq9mEQpQYQ\nUInVRcbF4s+n8ayIr5johjOL6/U0gWRp+EXDRj3Zb8Mw/3CadVayCcX1YP3tSB2Na9EVHqq6P3z1\nB58k4tZzcZHbQKwurrkf9qXQeeci8i56R1I/BzZThDL66hTuWw/dlglu6ItlhnyJmtSex8oEsSfD\nl9ReGDofS+0Hx4gYbdNOr8DuoYs6TzdM8btRgbhHwNS5EL8NVCTrSi4Z5A91bX3MqctOQC9v3Xzo\n+mKG/U9MphZOaZ/ZEjAMMPeZpSYSWxza4wsB9psngZC9SAe3dy5bMzg6FzKoZzvYelTkKZudDdhl\noLK5yqCDBhV7OawGr3BfyTAxvOMGXS3jRpYH1MD9hA9o0OVS2UM2S1pQVQp0gRhdJZJI9LZYZ2UN\nVos+syau41rsBZYANkAG2gliHGsQfPG6qVNrutx1SiOFVq2zy2rMMmMb8MAqmgrbYBDpnqaEFJ9h\nX9ViflcG59KWB8ev2nI+TiRqUPJ4a+xo4qqJApuxmxegT0nIVZtqtlJV8lFC1poOsStAn7aD+P0a\ncxcXCd0WadcWEQwDdxVWYHsW2rRSSGSm9T4xajznLwLYn8bYc5R30c7FoVjqJr2MSIhANt/a3UEj\nGZq4gYquwKCzvNKsKIsrJhtlq1mUq2jQySZ7iOBPohM9LGP3BLbPuIo54BWjMAgVw1RUNp3eO6wH\n/+sMr6bqhE3h9JE5nkl+PqmdgazHUnek82fcxiZC8/+OOpebodV3C3FJYwb+TOZYP8+sz3xhYgMl\njiweIH7btcI6+67xbsDesaFiiE6fYSpoHoXnkYnD7Bhut2DobCnzFw8RkOnU2XS6APsYqHIBpiOo\ns45dhA/2C0GRAjZQ60A5ID7A5kFT6rQr5QF4+HztHxKwDWhgMoCbKO5szZ5j65B6KPRqy3WWmFrr\nDQTBoK7+bwt8UT+5juSl+EvxObM6vW7DrjHgouL4s3zAM32w+j0qdH3F3SSEvQz4QgVk1igpQOFV\nzGXWSSCa31unQw6edRd99MGxlBiBnHfdGn19HdK5iJE38VAX9WOU0kBDMIZA0MCwWeYmRTIoQnGG\nxYN30/X6SEYdX3omgEu2DCwSkGndH+v+1TH/TCFG4w2b7Gi2zliTig27GRJtvr1FJ4aBclCkHYJ5\nKWCgLmGzds36OnPLo+1Kpw6AhxKmTF1EwMLWlznUH079m3nOxfaEC66ahZrmK3R+DsYmogrgrwD4\nmyLyT50ueLMobv8xGWeO5RxPNK3Eg2zhMjqL4gUc0zyl6AMKyzWmhbLaulQNQ5mBdmwyGfuZlK2f\n8QHv8AGVdDXkKhpAQmB0m1nk6ZxYysy+WkwSccOf6Hzszi1SHHXZsBuwIzGS+5pd8yaJjlMAgAQ6\nKet4Tfqc+Z5FoOl4zD3m0qIvscQeOurJLcyV2KVOfyrrEkO67Iz7V1taxxkKpljIHQmwBrbM1Ona\n0/VDdexNdgxUbG4NSXPyw2ZSETUGQAM2qy5ZoYUtmMkF8FmmTWGC+soynleQvQK1B6uIMbVAdH5/\ngNv7dDnU01bhIF9riiQM32V7K2P/CQB/HcDfenXS/dhXXgNKx4mwiGMzaomwdusEauTATjOgFXcX\nNAzrhAUcriId2XXU0yl+OqIWcATsqxhuFvFFDHdQv8eP8A0qOnZsFpVmgSrGClOFUN3bDTeuVvgK\njDs0LdJuSQl3UccagLi7pfvRdKeoXujit3eu6brL14cbRoDSObwBc7UMiwln9ckLn2d3dbEVPscN\n9651XqlCEmiRwCkZuK+dXwA92wS2nGH+nosBvKbEGzSDmyqm69CBHRMrpoErFtO7TMV0ALdvD4xn\nR1AX0XcDA/T0Kqy1uGt3MSAej1N4S2ScB5pP3T4KbCL6uwD8MQD/JoB/6fKiuz+EB9/hjYLVBYP0\nABbuKemFzswp7NM3h2cZaZFTTEVmvSZGRJgoHqKZGzRMHDcd+2bgvuGOZ7yEGP4O78PNUkLU1RtS\n6aLqig+oM1QxgG1TNsVj3DxHuCUkxA0EwYxJX4cvDyEBTT0PB1Avn6X0WTNGeZaanNq4sGiCgsTY\nsSaaVAtrvOHupWsC+7stPyOjLMCVKyCf6jPgj58rxBho4dfPGXTmNF8AXVUfNACWpIAGR6hml4oi\nA0XyonorYRwB/chQdQT1cdpmMaZeDB7uwki1HPbdm4Cs1vC6/zkY+88B+FcA/L6HV3yqjn0lhtsj\nk2w8o9l9jznPRjHdr2zovIUuHMvdFn+YKqoVSCwP2wzYytamX8sdz/KCJ9Ox3+E93uEbCzm1NTaJ\njZHVWOa/zbuQA1Al3Tk/rKPhjg0v2HQ9a1tUzwHq/6Ohx7dUJION3kbaz8sT+poos4ZJKcvCC1Ix\nxDKjOGNTGiakRW62O99wHze89Ge8WO0rVHC/YOXMxlfgftROxxTY9ymh+fx8KkssgFRo4FEXwNJR\n6awp0dlfzBg2eA8ZJ3C/pl9nkZz8RWPu+zt2kIfxzFxd8Vlv5+OMSLCgfTJ5BJLNgfyZ/F4yNhH9\nkwD+bxH5q0T0k0fX/fS/m+1f+THhJz++HgFziKQHPMV28AGqSDXSRPQ5m2mu/6HlJnfcym6JBvco\nWxSbmyx7iN/uVmli86uX9Pxp3ljp1lqDWV1JyHwQJVxT6W0vIzsei4HHd4Bslb2IhAKfagCRbthT\nD9dI0GBRajkLiyducEkgjneoLOS+5IGSM9XMHznrjxUfpQ61Bhf59FKbbJNKLPXr1iqaTyWevi8s\nYaxfbFGJIyBnnV6N90ETrQlYmdyuieyqQuAxVGpwXd9TDFtiQmI9poCVAG62CUToKUuQ0NJtDtuv\n/z/Ar/+/D7tLbB9j7F8C8E8T0R8D8Azg9xHRXxSRfyFf9K/9ZFs+NB582aCC0Qq4EqSR+rMrAJtU\nEUn6MCIp3MY7buMeaYOcpyLYwh7oU3nBu/IN3tVv8K68x3P5gHf1A56LlqfxglvV1EabA7/uy7zq\nKmNOC8S0eE7L9NqVCmX7/YxsC7HY3Ws4gMaGChfFk1wy9WZwAuu0eGegX23LIBEWdH+2No+7DDB1\ndQ0aK6KYz78gJrmUIqh1Ti/cpM/vz2DlVLsLqqT95Gue+jYW5i7E2J52bLcd7bZj27S0bcdmqZQ3\nz9/WZmZYqqI50Czdk/jUWKooaAFiezhhA5nxEjSlRJ/rj44hFc3VKGlqe4ASQ7O6jo7SAeoSpXh7\naCkGbk835UkW5j4uBpvHdP2Tv12Lb3/2t66vexXYIvKnAfxpACCiXwHwLx9BDQD9qR4PXW6DKkYt\nOsHDDCBUEVkyis8hhvky+Y6bzU/uw9wdPqPIjAxUBaUzbvWuwC7v8aP6jYH8fYD7qb4YuDWF8FZ3\nndxu+cGbDGWLyqhiYBKZAS4e6eXFjGhHg9fBSXcCc5cW+8s1CdzHcpWZ+/SuLkRL/90+s62k5Awt\nssNC7RCeZqiKTZkcc1ph7fouxJZ3dRAPrIB2Q1lqh4/54Bo7AptI0J52bE8d9bZju3W0m7W3jtZ2\n1E0zrrbaI4ebghuRkcfF90EV5HIvsNpx3P3kwSJSsRmgm1R00ffULGX0Lg7oGUCzya4z0Hbtfwpq\nRumiCQq93SUWDNC4cQO3sCaDMGOf7qsa5/P6v8v2qX7sy383bm8HdhhDKlmn0g4VoqOLwOZn7nzH\nzWLDWaotxm4Dw0B0xqf6gufy3sD8Hu/KBzxXLQ7qp/qCG981HxgbY4tlGBGb/2vWTlpYEsm1JEva\nHVpY+2jPN6Y8JHC4YuxrQD+y4z5m7fOYvzI2G7gjcw1B2ZqMqUlsoT5brK9qWOdeN3TZJ7AzWy8B\nKFhAfgL4g0IkqAHmoe2t66SQZu02EmMPS5U0GdvVPM+8SrR275mx5RC2bBFh3QDepWMYgKsMbLJh\nNwnSFwTQbKJDwbwzSmfUzpq22cBch+r8xerYZ0ZhgrCYYc1BbVb272F7M7BF5DcA/MbVuTczNmqk\nO1ryZTu4T6L4rlFPqBapY5+xSQPxmTJwq3c81/d4rh/wrr7HswHcwf1cX/DEdzyNO25NdfFNlLVb\nnS+xGrCLGa0WUZwmW1OwNkd6pUoZ1MbUMi3WTTo6NQ2ZpHoSxV8DeTbOAWdQXxmEYmF7EtOrS9g5\nYGWK36aLV9YY7aLSzC67TieUDV0a3NNwCWjBGbQXx+TimAJ7oDwNA/ZAudlsr01TPFcrpQ1Lp6wL\nIERyxqKhvESWJhlYhkdfi4xlaJivZ5Hliib6XrpN0ug+AYU7dl/hI01OabagQt0HaueoS7f9zjYN\nVe1DZaTEhZZkQYS1L7uhzfT772P7XiLP3szYmP5IDRUnxBxjX7aGUgoF2bHBwjJF2cXchanT6mdu\n9Y6nALEBuiVQ1xc8NdWzN0ls3dZ1OgsYpck01kBmtJcf80QEwpZAcYrix+X7FpCDLfZ8BfC3Ye28\nZTALyCLX9Jj+7vT7fEqrDaye3LAklq61ofNALx1babqul60SYv9E9Vk3hh0BfNGWfPzqWhKUG2vZ\nGPU2QJu1N2s3DvG7Wi40ldhgE2/UQKujsGaEcWOi69Seuogj7ZPq0oOHit9sYrhPF2VbusfUkoiD\n4B7Abg7mMVC7Ar753PIxYvqpcIEMhrDOIa/sk0e0T/ksO53++d2Y+3sB9lsZO+zIlJiFALgoG6Kq\ngVpqXKsddgLMAdN86mXdFdjtBU/1vdbjA56aAbu94Ilf8FTveGp3FclddxIbiZGNV5P/nJ2Jkkju\nA4skI5rMewjAOmtDrcwVPlOphxX7aDi7MqB9mhhOmI9Xf5ssoMa8FxI1kpWBYXnceukYtUfSyO6x\n7tLOenQG6wG48sq5XHuiBbox6CYoG2t7EwO3aLLITTQXWrOVVywTjYriFBlvdborUKiAwevEIimo\nUmIaZWWdheUs2nmkBfUO7bQfjN0H2t7RrK5dFzxsY+g0VAN5Gx0ydHZXnghDDHDyBn1hjP22BcTy\nbK3ZRU1XjeB69UYP6WDsS6D+DBZAiMwxt7ruuDXVpZ/bB9z4Bc/1BTeeoL61O25yxybK2mEMOTI2\nsYVkwnMnBBACEOIi7lm/dmaMVD4xYHFEvQ3UE7CP7aNL6y3GsytRnCLJ30AlmvdloC4+3bUMjNLR\nigUD2XJBnp5qlJmYEdlllcEriZ2PgM5gPp4jgDYBbmKAFmAT0IbZbua79gUQrc550qVYeC8RPEGw\nOKjhBrOhgUXu7+ZqCfuTe9XaJbX9eBEVsdtwUFsZs2y9Y4yKNgZ47Da5o0eUmd+3ArpoFJtcvdlv\nt31WUZxhS+Kmyf7z5sTS3xhj+wDgkWoObIsiC5HIEiW0upv+bCAedzxtH5SZHdyiwL7J9IE36RHo\n4QkLiwOCDUQBkAnmGcvNBvILyzhxgPnK3QXgEtCvieN5ewRwOlxTIOZAJYDGtE8UBrOK34NnqmfO\naZ/rtB6zVH0XR0BHKqIE2ItyAnwuBGADZNMam2jv3KB1s30v5ibFkqce8Gg7lwS137EGqogyuDL0\niKSCxXPDO3BNHz6er2MmVfRFC7fesfUdrSuYW9+x9Q4eu07VHd3iv/tqU0hZS9knjfio+Yof+63b\nZxXFwxLpE/cZgIPV0sew6Tabg9/9fGzA56njqLh+x843Y+w7tnbH02bszGYoY7OGe3Fwe0FibTqA\nG6vYOgHOCeirNXyW1d2lA0iN48fAkrcA+zU9ezK2BzomxgZMBBc1XjJbyOaY6Z6lRIZYSSmqPGOs\nWpMxO16Jf/4qqENdfHRO9CHLBshGmmFn0ziH036jmRDTatjEkCVzDcgwonr2AKNa9N1c+jZbqXkB\ndBn52Grddgt3HQPbvmvpO259x9YbxlC2doDLKBaKO9k6+7XVkDYniXwf22dlbLH5yZ4xxXUMeNA+\nqwGt2ei1MUWkjidbd6uiJ1nvvGNnZewbm++b71Hf2GZvmQh+84i1APT/T93btMrWde1B1xhzrtrn\n3O8rmj8gEUEiBgKiHUHzNvIT0hAUJII9RRsK2jBgSwgIalOEoJCGROwIgmAjLYlGDUEEEbShEQVR\niMlzzq615hzDxviYY9aufe79PPd5bo51mGfNtWpV7apV65rj+xqFetiZLjPTqXTf2EcBNQcAH8E5\nt7n9jQXqjmjn+4aL5akq/i3JbVJ6D3AByASVoGMmApTW/soE5J0t1gklk+s9YsCZ559/aAG07uOd\n4+W5R7ArEbQT5CBPXmJIfzxGkM62bbRoq5nTK75CXmvZZNeqBAvUrIoRdMYZX66ALvuRi+7PRW56\nHxPHOHEbF8a4MMdp1EbjNNV7nquwo0rq0gWkZd329wM18L2A/VHnmTJkstsb8C8dklFMIodjTbF4\noyTCBgNTBsa8cDzUC/c+rO/RceGYp8Wpxbd6ra1aCmoSGUYKaaZRSqEadonND86msE3hPzip2dFc\ngdyKtPa5DicOGHAZuoH5W9uPOs8WqN0rTqYzExE0C0NMLY8KOPXiHDifG1rZunpoAN1NqNjqwz7w\nANyfOa6uikv3zMSng9bzjUG+lcZWwebOs2hkWDnkwhyJpJDsyOGaYoA2JGgmlMSxaUCPY+yFJ21M\n3K4bxnXH7bowR8McVrcuo+W9HjXjj0LK6JPETZwltX8cVfzDEpswJ0MGGaj9QTBbQ8XUVwCL7VEE\nLN0D/g1zDnS/eHER52xo01qkdNlBvFR2t6kxkpXUaIZH6fDhsejoDyXuLFPNDhphn0bzOuKQpn6D\nOP3ShKdw6nwLcHB+z/ecZO+p4HG93lxbl9pVeuc2cmPDW+5JKZCHeSmcQXsyb8DmtdVy/5WPtEVq\ntGwejtfXKgGzN8xuFFKzm33/eIxyC1fJ/XMzks89K8Tcc2ECQvI+Wwyiuqd6JqB1pYRu8/35NibG\nOB3QJ2SwAXpwSmrM1V0zXmvtfQRTJkSmx9bfc4v+bo9fVWKrkPE6ubQwn5jftCrgCKEAeazJhMzp\nq6BduOkXz7Y2b32iH0HEfrmqfm08Wj2KP9wbftDlwF4Aj0QNA3fxhGNJ8ZDSzCGxTVpPd5RNB7B1\nrGglUcVoc7syhMb6ng/jW3Z1/emfqeTrOWRYy9I0AuBI8gVix7vA29KGlgSbO48vKQxI+x+rm/2w\nPj11B//D64QIszWM1jBbx+jN9ztmt+PcGqh1UFcMB7UwlTg2eRullow705k9bG3Th7H8N2sggZxj\n4AHkAI0A9t0EzOjbvYlBK+0588Z3W75pN4JDbUVa/0A29kclNoQMnPDsp/h1HRwpTeAhABGni5mm\n1gwbevn8WvuRCBBAjtS/2uEru3+QlznySGCb1HZ1mk3VpuY/9EPmGVVQs6wYdnjIwyOugkkTTdnB\nbVtxqQ08B3aVuB8BeDwqsBHqJ/DgH6jJPUUDqTd6xlV9v21KfvkLbx9Pgf6B1ygRRuu4Wscoo7WJ\nq3UDdNMkWFC3sbkxZsk805IrHhRaeS3VF8MENErV1QI1EtxriwJwGrbfxsS82roPBxmt0SR/jY1Q\n3zPrTMXon2SWWnla4a4fRRX/qPMMgqTHFdDyiosCU+xGw0qoECXP1iH3LBJ0EPRi6LW2cpHZ4O5R\n7yVsZrbtfHCSef0zj9JA3pINmE1qU1PwhGkU2Vhdl+TGkt7EO6tGg9lOTBNNGyRUcneeiYfz0nP9\nBMj7PoCH5+ojznj2HPnV3sJ0xesfXHAr5FhsUS+GWfb+o4YAgB72y7HtbPr2vhDhagd6s46jVztw\nNW8EEd02HdjKgDioo60uPD057euV6pQfJiJgUWSR2ooiSy0N1MiqQQw4kJGApgFgAG3M1BhlNGAQ\ndPAGbJpqOeLuRY+Y+PT89GAr1Rru+g6PX1kVR+qDNSvJWt/ocu5A3KkS4QGyUr9B0IuAi4AL0JOA\nk6AnWQ5xxBd1rpi4lkSRmoiyOcsc2GxOOmZXu5q1tPFPvFJMQx2Hq+3iYOZQxS27qalb28poxJ5R\nF06dkdfljU38je3P2dnbe1aHX2gR4RzkEvaJuu1Cmbs8+rrtlz+wAXsDOT0B/R5c319Llgp68YGT\nb7jageatf5mPrdgjPeGtQSqoi8QOfryostfyIc3MoC2lNYkOUspSAbKPsQYNSmCHCi6jmdAZvBaD\nUVTwuTprNu8GMmRYdqWUnA3/ZX8pvH9lVXytmghgi9tynrcMlC8VP4IXsm8X9wRwEnAHcLq6kyCW\nh46MqxtjtaMbR3jL84+HWJ0vS9bQ2md2NY6DfNDBHR7WYECNEZLbVXHjWGkW2qDppf97tt4zwH5k\nvi7Vcp7ZSRR6EVZPbSldONe1iPYzjaUsgpK9nzOTbjlA3gL5PVA/PAf/Sbc5DNgn3xzQN8sJJwGx\nmJQmdUltCyO3CeKWBUTYbOwd3NnSFnhCU4SVCVY5yRLQ5PfcvtUB9CFuT9txq8kG4KWb4U3vc2aI\nNvp1zWhbpTURq3y2X6iL/6oSG9NBEjZN2DBRvlkcVaTF7pFl3xioFXQBdFcfsPxiXVInALbznoZa\nugaFBHNA87CbKTyg8A6eHOo4HtTTKvk8fNEQJPFmV0cKY08qIgoKgLw07/lDv+Unfc95tq32WZHm\ngC2sKZ3dTOGZIO7hxfdtthqmiL1jgfURqD4S2I+Ar+c9vG4So9NLkdT++zySKLCBtnHLc1bZJpaN\njcU1J6FzJcEgkKG7DcwerXGpnTFoB64OMmBfgA5yVZyXCh7AnyjhMc2CkGseDu4g4mzZlKFKbP8x\nf9Hj17Wxp0u56fbrUA9buA0VdiA0AWpxRH9NZak4FXyKbe+aQf+VTy5J6Zt2cSSWsM+jHW7z921L\nUnO1uQqgH73XSbwQ+7FoBMDhLJmY8BYDudy8dUd9n0fcE/lZHyS2Adli90EyYfRQ0x2OtfXh2jYM\nhLe9gvIj86fPlfea1AzQEW50H4BVbIUkttbEg3vSPEUYEsHhFuEu94pf6OuXC+AEM+5DN5pgCq39\n1cK/g/TvUJqEbUxT21NFX/dpVHlZEciF7g3tjzmyGZ+1/SnOszeOiN/98aumlNJ0xohpzrI21MDN\n5oBqDwUVLahkIwNoCNol4FPADux2F/C9qM4aEv/Bg1y9woUtBOH9bq4VNP9MzX4kcL03K4B1MuoE\nAQAAIABJREFU1w5CaotAnNBg1f+uH69jbMsD8OjN/uX7dgzLxvbPXLnMDo6Qn9deF3KLyv9m1XPW\nM7zTMLA9ApTxbWDzN8Dvr53U0Gk4YFfTwYhNR3x6UPdIxgGmCXKJvc578IqjQ9CW/fqU39sds3Ue\nDluXxnrRPr8IbYgtAOlc0xLzjqQqsZr/OXHIhUsGDnF2XV0SOzP7vhO4f1WJTVPdCSagQcl5Ri3i\nwoVlxFXbSmbIU7yIfaJdgnZOtLugvU7gKKqph6fixo6bi9jnzdX/5seaHys81bRxXhcoej12FIik\nmqvvj6YzVfDVbPAtsJ8B/dF2jv3H857t2yVYEjt8DN3j9gdf2W30IE/c4ZVqe8t2wt4v/BHY/A54\nf4f5IOMThS++tSlhtZczoSiZY9Wz6wCkxF5u0tA1AjjpgfaIi2yE/QyZAW6fe563TvKQloe1BpvE\nHqF2IxlUrPJrlW4e05Kmrnm408y6w0RrJXm0s+3H/EWP7wJs6R9TKYkA6gyNeCTDQWYSO1VGFHsv\n6l9L/WwWso/p9a/ewzrec2AR6IXTretywr3Hf/2E+UPFm8hTsftdtU/iQwlwhwSvtrUr7TqX9AY5\nRbE50B6l97ckeYB8O1/31zJkOYwUJT5dnHv11qcAro2bAzzy6m+FETaBHcBM+ze2tAP3yXY/37aN\njFN8wJJLDng7JzR0Oix0SStkmVoTwi+D/C/i4qn7aVukhYUWKbfRiie7oXrac+RNOJAXsC2Hoo0A\n7g19Dpzzhj4vHPPCzTunXA5kA3MrY68miEWs+iB+yeO7ALuN93hJ94etanOVvyWRmzp4kD+2NoJ0\nAnUGHYqZoQd3bmRA31Q06gq8AHQD8ALg5cn+zfe9LJCiJPCA1/lidZjg5dQDr9DRYlZZsd3wgieg\nRaBuS6dt1yzcp56eaY1Hl9UuxQYM6QIENuO5ZStu713fR8lJ8rxNjHpKo4d12BcnVsV0v8T0pAnb\nztJAjkoVHjwPAZZTLh5eUqT6qDCvs5J7n6nsY9dItGxBhEHN+NbJmilcZMvJoAPRPjnr+Zdu5u/i\nkY+yUB24ktV2up9DUYgMo4fWjG2Vyks6i+dNyMWQ0+e+bWPimF9wyBd0+YI+v6DLV3R5RZM7mp5g\n2CC6QGzudMrEcYWyQptCJiDezHH+Vt02n2Pv+wD7kp8/CchgfQTsE9SZbgNf7cluHqcpls4GwiJt\nV68vQiMBdQA3B+/Lw/ZWQH1zQB9qr+mabKnqWwM1QUN1JyDyLDfnmUtAqvZ1UChE/q+SA4Cy6CKT\nKcrNRkVVFEeJwjzyaRuGKh/ngotGUN5L1QBdpXU4j12rGOrxaWleDzyLFKPVBTVH/EQV1LQaIGpZ\ngDyDSpSWSp0ALwtZ2R9ouNMLTrzgpK08BwPRbZUX+w4hf4/0IWQSafgLLnPKYaaqK0qpfr8Ft9nW\nb0B+BbhpA3cbkqA+1ADd5RVN72h6B+sdTS8w2SAaoJbVIAALIOoLvl2v6eD+uC7+ewR2H+PnT4JJ\nbA4mx8ibLawoocKBkbW20tkkaqjLnrhizdbE6G/YqHJwGIjpxecv6qwcfvxW5oef42wd2sneoymo\nGagpivgJyTpi91QFeGgeHht3aR03dIgrJWSmU2SziQajjLV9lRJvNYC65MuFgtdIFZOXZ9UBnkkY\ny+WwKuVSu1AMX5AmnHwgwI1ih+b7+JYKqHNR8X0qx4nWAhTPFT0nNI44bhL7k0vsF5ywJogD1nxx\nomFSxB+WKZKVgWG+eXODA5cnAnkrpofFNrIaJQA+aQHbQ1vijjJxL7icDvKTIHcD9k2/4tAv6PrV\nxyu6BrhDYl9gGiAeIJ0gmiAWqNMPq//OYapNtdzLX4TJX/Rqf3xYYosunuXsZbxCVCEdVzsXhnax\n0rcDFo5ISa1g0AJ2U9DNgXpTk8yFZocKoDfqnQ5Qoy0PGU6Ql8Zb0pUWaZ0qeOnnGMkdQlCaLqVh\nP5zp3gZwNgk6VTGVQWoN/QKQmnOX3BoaSgC7ZcO/leSwjmURB9xzH59XnStOI+rg3gzNb1AWiKrq\nL4dOlHhabzROOuj0H1B8zrW/1OeaWVC2HndOiY3DVXHvporkt3FJv9TUeNdFJrki2OlN0PkAahSJ\nbYBe0jpADd9Spi0nqE87xmPi0Fcc+IJDX9HxFQ2vaPqKhgJsukBwia1hUwbDI6Cqy63jmtgv9Z59\nJ4n9MRsbEYuOSpkKaoTvg1bqYLMa3cgAU9W0qJLFhNVYRVsF8Zpz7svb57uPQ8FBt5PgRukw8Z6N\nzQ4Sc1g1cUlN0yodaUm59XozSZI3TRtmqLlV/a2tXpQACTW5efyzjLovq5rJapCRCxEhSCDVS0un\nOacSOCtXL5YDwP7+us3cPuYlYWKk5kDL6q3pQaL0QD+x5oOaNSzEC066pcT2QJv3yF6OJrtV6kK7\nJLadd21qf2oIigVoKQCfMIAPLKl9wdVwgtT5CejdgU2vOPCKDgN2p1cDN+5g3NFogZvJ7GsKm5IE\naoaX//z2OSd+GIn9QWB7GIlLy5OsJoLri54aCAakuznSAQiDAKRPmNScZs3B2RzEXUE3MbDfFNLV\nmS6pgF024KMJpANcJDacb1sTlHirhquAiBHVXQoyia0AHOAAFrCxFogAnbvHPXfe1EPV1cM6wS5F\nfVT2UIk3qX/Ywp1zCWYSD/iIKao0LXSECaG5g5pKGk4yxCK+QJpCuwaxQD2LefDmGPmx6HWeqZ9G\nYXmSdSO9Ug13G5vWwrM+05LaAflV9x5FNnbOTDUcuRV3CooTfuR2okjrsnVgy4kENw8xYNMrDrqj\n06uPOxotUKe0tvRJH+48I1i6LEoBC/0owP6oV1zgifHw8jhTSTcbO0IjzVRXdAJUMbWAipBe61Ch\n2SlpOYHs266gg6B97esBO94V6ALqDG4CaZY6ikbOyoHF60Vr8TFQW8hLE9D26VquBDNNU/g2p/Fe\nYXNHw3O31UWcHEAen7dwTMQ/p7TsEz7Ee0xJBzS4ByyEGI0MmCZGSRGdHlqyLK3SaD6cVOmoovwO\nAfIKfikAnsUkWE1+VxfwsJVLOY4pz9RWUI2SarJ4tltKbS0XMxb5Cm4D9ciLn81+7JazrWBJaoFL\nbOySe2AH9eXz07YG7Ds639Hpjs6vaHSisQOb3b7mYmPTsPx3EiiHZ9wyW2uuO/0IwO4fldiKVQ4X\nyR+hh5SkEo3ieZdktH7FlTvcXJJ3AIdaBVA34LKTy1NnI5kPYHeC5r6dAz9HOoG7LSjkpkD+rfIF\n6GFYzJjQwlFWPmts3rzGgbaAi0ySEKfqCfNjA3aA2kcA+hJrJWwx08OuGSHLM1smpwhGdFtxkHda\nDfqEVl9qfeiMur4aZTgrPMxCvJkGYRMHyC1JpDb+Lef44hLV8uEws1BXto4wCR+qeLWxH0D9LBQm\n7tUXB3RKat+KJ07JXGBOYAeYA9Cnb+9qPeP4xNHuOPg0gPOJpidau4P1BJOBO8JdxBPgaR5xVmiT\nnSSCGbP9IMD+qMSGItPvIsa6ff4qsRlAY4Rgy+dDijYYZU+396Qm3inCge37QYKnXRzYAWo4ja0A\nncCF9XIDNcUH1w2kiweawupPW0mxTxz2BdymvmduspClFjqJXmXziJLV5cG1mOsmrefhDes7Lrm5\nxNYsx4zy1MFiEps7Ok1MGsYbHoDmBWoJYkAuIQH36ZjjjOy8B5U7AD00LN6YtwxdbfMAdXZS7Qno\nzBxLVZw3VXxfYOfiy8thJk/mHCkgqkVq6wK3FHBPLSq5FqkNyKUJbp7TMvXkRG8+YHx6popfaGlf\nuzrO00JeTWx4HFub1ZhLM3BnNt3v+PjVJbZm5QzcfgSiIiD6eRmRHpbTxqUG2F/ngI5KHJ2UbVW5\nCVqX1Q7GQWtbWZzUlZ/apb82cXAjW8aQ38yZWqF4uKEsXGEhKdsCyBYtBAtlmfru9jgYorIk8STI\n9H5SsxkTZhT8C1YxgoNaHNRzNgw5FrDngXPeAFibn1Z6Yzfvcda5o9GBwdMbAlgfsZlc4g5u9uGh\nq/Sjxe+RXmYzDya5dNbmbWdjG+DuCebMRqcK5CW95xtp3nNenWfL5xEL60SL38l/mwkxYKvbsarm\nw5ACbAeyAVpdageg1aW2Qi51qa3Lxu4O7ODYw4WGC41Pi2HDhknrAWoDaBPoBm5tCu3mT5JmWZyz\n/SDA/m0kthYpFU6jSG4gLJUvOnIam2bZj2T9ud4LQlbCF1K6TQNzI7Q2TUo3sgUhCPAS1AqKLLdC\naRsEeWvxN7sakSteQM01zos416bhHJxQkDaIGrBnpDJ6QkSblvmVvFqiwNRVQhgpj5ONN06aUd3O\njmuaCn7NG655szg/i1Vx8URvE4NjWNFHdvkozQGEm4UYS5w6WEyr1mSdaFzTKDa2VE89lhp9PZk/\nHqtSednTaz9t/7Tt4+MognEnF9U8bq82V4buoM65QsUl9FSX0DYC4AnqS11yK+Q0VfwQa/N7BKBp\nmKSWC8wDrGZfM9l+ldja1cbhwuSgZGUt1sbv9PhVJbZi2ZLJLV5S56JZXOWHjpI65ZIR9TiUHdhG\nFiCNrCVum86LNdEaZeLLCmspqDHEnXDSKriRobe6eG5VYx4j9hUr1e+aECI+2LcRM2blAtSJOSfa\nbFmcH4UFoZFUUAcz63AK5jFNWofEDmA3vx69OTtM8/LMZgAfbbXwmW7bibCRGTDbdUjjumpPft3J\nz6cafnPAZrP4jkvdZtbuZSUHLle3I6QVTCdSwlo5ItklBuVqi7CjG61PmYlLCFKLAmofKgZqs6/3\n7QbwS6GXJJhNWi9g39R997qq4awtsw8MMEY6z8AhsQU4BOgKPQzcchDkIMwfBdgfldgKX+U97ABl\nU4VClSV35wImKYi8a0Xk+Jat8KYOmspJkGZbbRONYdzYYZPnVrOyy0o3DdAU3vjIfCs29qMDzOhs\nXVpnIFJTsm9DxNRwH1l/6wSNRp88szSVCqgpcuOdsrm+JsE9ugP7lsBuzQDdo8d1mxhtGAMoGxPo\nbA5q8bY+AWp1UHuYaElr10rEf5s3cezqQHOprIvBPUH9sH/SgendMbf8+bSn3x7LjwSPTniKh70D\nO7z9Naom0xPcsiS1lPlUyJQitdfcpLa4ja2QU0BDcLhucnide+dhC6oMRP4607BsM08ppSYG7AD1\nzUF9I8jBkOP/b8D2FERStewa9dRJEKIpDcKWjptKKW+2mg+dWVJeLcXkkprnUt2ZoDzRMuFkjQiV\nRW32ynbDW1U8wlKoarjtW3cJP8fzs0WwSjvVstNE7Ibiwm8lI6TvxBieQ++0OuRhQXM2ktUCB1Pr\nbCa5h6niY7idPQzcksAeD+PA6JeBuwBbnMM7UlSzVrlI6TBJwkMesfUV7iqhq2JjJ4jVtifKltY8\nSAeXmk3r72/q9zqeIVIIKEw5EJBJH/ahBVLALQZitb5lCe6p0CkP4BYHtbj0FgP1JSaxpwF7gdrM\nnu7FNE1nAfc0NZwFqOA+Frj1ZuCeN0759rs+fmVVnPySZ3AYgF1wAnnF03KW66NKtmUrNdTMJWYx\n6c7uOXWAb4B2r3oSLQQdkzOpJLgJ67Vk3muzrWMbt5uB1hqYA6QEcY+2KjkTC0E1aJSXpqFCRjQ/\nG8boxpAaEtuz84KZQzPNsUjrYZI6pfU4cI4bznGDKKN1Qe8mPXo3YB992CLQvU1u7ya5pRk5YN8X\ny01HSXAvM0loT1BZ3vDlOLu0F1BbRtlZ5hfdcNKRNMFPH+/d5Ok8s7vrvfPFlHFXw8V/jwLsKQbm\nKUVSy5LQl0BOcWAL5F4ltuDgiYMEnQWtSWHMXem7xthjwA5Qa5HY+gLIC2HeCO2Fq4X6Oz1+dVU8\nL7qzkRLRStioz3l6XRQTWPKEg5lWkoPlGTMaiwPaF4YndcHBojLZnWBsf5+ddoe3EI97xQG7gche\nr5rWJljhSfy2EhmYyVJfxYAdfgAWcd+CZErjMQbm6FZbfrnEvkJiw4nxKDm1oj44miXM0Ra4xwK3\nKqP3ias7mLuB+RoDo18YsxkhvzTrtFGK/UMT2uxZE4IZ7sqS2cfClFDDdTnGRpHQC9A33APYPh8l\nJAioq6K6H1t3EVbePh6ee3vMQO2A9qFSwS07uGM+xKW2zwPcDnQagoMUBxuoe1f0Gdzh6vRYmjwD\n5DUNFmJV4JBlX998vDDkxaMxv+DxXSX2Mwc9leMKs2MHIQGkrkal9znVPXs+ezARm4MnMqU8RBPs\nGkIzO4zEwgBCbgOYSY0UKamkEHJni/eRBq/XxSdPS8FVv+0Dg0wdFyDpdiaBC7AtEiCb0296b+Ug\njOAh4Msltg94WmNQ8wTV7RwN83I1fBy4xg3XdcM5XlxiTxzHwOng7r69jo5jHpjzSkK9mUweHk4K\niU1loYtEmu332aX1ZmOHpNawp28bqO94Wft0w6DoF57W9Nt9Ws5KKncVl/MzXbfoHKpWTpvAFoHq\nXMCe1uV1SW2BjFmk9jRJ7YA2qT1BU9BZcTQbfaiBWxRN1MAdny/4/FgB7+1t4Fboze3sF4J8Auan\nX8HGJqK/B8C/D+Afcoz+s6r6V+s5v43EHkzm3Ao7mk09XywYZt9qGUZmF83YbYyYk82jc2RcEXUg\nGxhDI2heiGFRTyE22zxA7XbcxmQRxtx6a4Sb3KNgPsSd47qI8UpYboWsKJNOTJ02Bph2Of3x5er4\n5ar4BQP3Rdn9ZBZgz9ExLgf3dcM1Dog2XH3gHBd6P3AdB47jwJjXloIaaanyWOXl3GG5SEb+vgDR\nuC9rsd3BWZ1nu8TeAX5WgNMNd3rBHTdMdBAeDS8v9MEqtLEqdhSLWtfraK8fi2ESe7rUng7u6ZJ6\nOrgN2DKmg3sugF++fwn0mi65J2goelP0DgN1hqfVsWu+GGvWgMXG22COs47Nvg51XD7p7x/YAP4d\nAP+Zqv5ZIuoA/uDxhI8WgdjNYiGoFrW8MM80ZYwo7FuyemzvzTybS2z2/k7cMZoxVo5mEtu0xFDc\nUFT7WOEV5NxaQoooevBPUXi2ihMnQliesF/SplMtT1U8AY3MKoMXF0TYKluqTsIIiX1NtGuCxwRf\nCrpcFb9gzRFCYgeTx2iYV8O4XA2/DlzXgXMcOC+T2L0PHLcLVx+4pvFtXd0SWQ65LAau1q00crbF\nCzTSM+2mCZp75hmurCxJvnvEeU9IKc6zEzecuqS1AdpA/YpPGGie056fZttqrrTYPDWElaJbot7b\nVj1NRWE00CIO5miKNx3M0+cV1GMaqE+BnBN6Tsg5IXcxid2A3oGjU+ScoGdSGaFFAiOFw5ZWgtQB\ni2HfCPJSJTb9flVxIvq7AfzjqvrPAICqDgB/682bfFBiC1nqXKyzRgfMK04ctnCAunnYpQW4W3Zg\nHN6wzUYr9vtCY3X/hEpnP29zlW0v6duHvVcuEO6oSW8sFqijZUySEjwjno9su8JbfTmoTWJPk9in\necbpUpPWF0o7I17gvgq4Lwf3uOE8zXnWj4HbvHAdl+WSzwPjMLBNZ8nMfO5MBrFkFfX0Up0O7uk3\nY2oneFPdtaeU9oxnX1u465YquYH6Ba94wSu9JNNJHQJOUDdnCglQI23w+H3XomDpMWuuGCmxRYer\n5OMJuG0rDmYdE3LZqHNTzScwBb0T+kXoB6EPoE9Cmya4LBhDYLJBTAXcZAVOvYKbIJ8M3Pg929h/\nH4D/i4j+IoA/BeC/BfAvquqXetKHiRZYnSRBnD96EQGkzeQSW5P3zGOrnpEzmzl8Rm8Y3Zu49b6n\nGkLfpn6q1U9bnjZnQXskPrxpY6plq+EZx5tUPwr7O1JjHwo7FrCxOKh9/xhHkdiuhofEvtS6nYTU\njmL/023s023sHCa1r/OGqYxjDJxy4ph7gcj0UNTUQmCQTkmLKoir4QFstNBGkDFsZUpapFWauReC\nmPQ+EtznoyqOUMU/eV34yibvtGia4zrbwsyukq/jlRqpZJzne6mOXVrrhMrIfZ0L3DKH7Se4xw7o\na5jEDmAfjD4IbRD6ZAO2MJoYuO1uI3cScwE1A52gh4+wsV/o9y+x/fl/GMA/r6p/jYj+bQD/KoA/\nX0/6qI3NQY8TNm30oY7wUWhbG9+Zg/tYvZJH7xhHx9VtjKNDQG/BiHhv3UgdLASxEkWSNgfLfrQ4\nOtJPljTGQEoLKJa2Eef6llzdhiCZUldc2rbXNdCviX4WcJ8O7gD1SdmnzLi2GPNyUJ8O6tNBfZnE\nntpw3AZu84brduGap2enmb07xGhwq1yTSNt0X0XkjafEnjCpHXZ2ZgN69hnzlpySarh2l9LH5jh7\nxQte8ckl9icMaulDD7KE94BdF+BqY9u3GNv7GI/7cNt6PIB6uK09Ug2XMVz9HgvIY0Iu3z8D2MM6\nbh6MfmO0YaNPNmBHQhIIjOYSu5nUbuySmoCDoTeF3Aj8AsgnAn1m/NJA9s8B+28C+Juq+td8/z+G\nAXt7/Pn/dH2If+JPMP70n3i+3AgxBjdcbB0VB3Undg9rqCSiOHF7FoBsqpfLWuceV63cHxE79HML\nHuNuSOWtSO2p4ZWNwj91u3o50nLhcZMhCkQguvjRpBxnB37QLCtSpaUiBbWHNHR/g3gRi1MuZ4NB\nT11M5VZP3HDgxIkbWZrmCw5MZbwcd9yOO27Hidtx4jgu3PqFo584+oXer0xcaZ5yGp1Go3UOU+Ht\n3ha1hwv65qHbdsEzLp9bzFGqmxb0rlrv2pYmeBeIlw2+asYeOpjoMImt1r5YMCHukLPvJpBgom1q\ngAvm2gOQG4FOAt0YdBNv5aPAaJbL/8JQHzm/+ThsyMGgg0GdMTubtG4Pg22om0Lvec/++l/52/jr\nf+Vvv3Pd1+ObwFbV/5OI/jci+gdU9X8C8GcA/A+P5/3Lf/YPt/2v770fkUlbT2s0cK/yPrPNmuVE\nk6uCwCLiE01Cdh3mhDPOMnXmjNIu1398ItlurLi1FhdXWHFxs+2WW6NZgK0LrILVLD4qwJrmPW3r\nULmhY2Eqi0QyjsIVjDxHS7mlZ43xhaNduPGZWWPDk0pmZ1scvGJtasNPxxf8dPuCz8cXfLp9xefj\nKz4dr/h0u+PluOPlOHG7nTgOG/24LKHFk1pam6tBIT+AG7oWOP9uEWra6Yp0tRx+4/Feo6Xnw/d1\nJnDf2Mz6CGIfuhV6JrgPHa5+B5gjWSRCTzDV+IjBkJsCV8usP0xC0FOFHaWYgCj0J4b+AUN/YshP\nbNL2MwOffDjgcfNxOLAd3FaXwFlVF1flvcef/KM/hj/5R38s9//iv/F/PD3vI17xfwHAXyKiG4D/\nGcCfezzh9fj0gbcxwMQNGaGqkNg1Bhqk7Qq/oOGZ9j5ebYrndE/nAl/Ajq6Q0duJyw0HlLfzkI5A\nMYlBaAms5V23xBiqwA7J7cUhpHZzBM0Rxdu4tgBUaaXbe81NLiEddJHMwF5q2di5stuFg08creHm\nzsNHYGsB9ufjCz4fBuqX49VHSPJ7SvKIc1uG2rRy1wdQP5PaIWVjMdrcjxXQlJ4M3685hSF1g1Zq\n5vGWIC8Gw7a/gN7rAqD7Is9qXvGpS1Inn11W+pndq4eadL3BmX4c2MJQmZ5q2wzYE9CfCPLZAE2f\nbOATg1583Eza41ig1s5WRdcIre2SWqlwzf2Cx88CW1X/BoB/9FvnvPYPApsoQ1bCK+Ek/Zlhr8UN\nr7TUWwe1ktVM95IaulTHmY3ngjXEntNNjV49nuKmbb4o00qKyVBY24EcarcWYLu0Xjf6UisDxFuC\njG/je0qifYGI2RcpL+I42oVxNRyt46VK6uElpwdAlwCX0Rh/Pr7ip/4FPzmwP/ev+NQLuLtJ6tia\nel4kdlHLn4I6qVDXollBzXW7AfyttI7SytCyHkH7OO9agKzF4aa7Ch6SXGWBegawA9xZxmtOrA3U\nQotqBWIeXVIoC5Ssekk+M+gnzi19JgN2SmsCXDXHwdCD0FxiR4mssPVP11Ka+mDz/NaP75J59nq8\n2OSZyUXreOYXh9rBjEkFSBE6Ec/XcUdWcqORmE8hTJDIIGNOEGfP59q1MVNIgUyAIaOiIea0mdUd\ncOngA4einGBMZ18AtEjuBLkukC8zoLxHpLaGV55KWA1m9xmoXFpzqOINt+u0kN+wCEEAGxc8k8lU\n/M89wGyA/tRf8dIN1C/9jlt3cDugI5/8jRpOT1TxTQUvknuT2rIkdHF5cXmu2ssKAussktqXe/ef\nPAN5fwC7PReAXuq4elOHGd7O0noXHn3RruBOZheHpBaLhpAwgqdLyYULGUkDfV4SWz5Tkdi0qeF6\nc0fZ4d7wzmghtXlFIxpFOs4ve3wfYH9QYgNIJsYklCfKn19RWDkiG0SwwADL4kFx6gjZTZGS+8mg\nSv5fK7+UrWQ02EE8qyqynYJUbtEOVzDrAnCAujqB6k0er5v7fmomRbetRSnMpY66DfR24eDukpoh\njbIJO3UFeQGJKOFTe8VPCeqveOmv+NQKqNuZjrQEd7PqpNbMkUYs2d44Fp3KTbfCAuX7blJ6d4Zt\n40F6W4m8gz0ArlKAXMD92MNbd0meEt3BLSv4jmXXRXsdk9hGmQXTfCYn2QUpeyaSv84dbcreweMT\nQT8z5JNJa/nEwCda9vWN3LZ2YLvZZKBmq09g9li3CTRO9fJ3f/yqwM6MrmWZ2Yga20h8qMf8C5Jb\nHkqWW254lHwParpAHP22c1scJbFCuwqEhgx1MdikpYfFQm3bhoOaA9xuSz/eyPVGDx7x7M09baFJ\n0kAmz7ZTZ1+1CiCTngbo3hoOT9Kx1q1+I3orYqsMs5xzUcan9orP/RUv7RWfm0nsT832XwLg7cTR\nHNztQm/XG+cZsWwLm/0YAQ6X1g+Su37/TPOkZ4COLLPpv+cusd+AeAOsbxPURVJrbQlsWWZL4fBJ\nOs4c1NPCTzJdO5RwhLq6Ga16WywGTqsUTrJPIa0p9/GJoS9kavjNtYHDt53AnY1rjxmaH4fHAAAg\nAElEQVTs4Dbz75fK6++tin/gkc3mUm2nnNcWovrwHAI8qk+fg7fjDfKEx4Gm5sV0D7YwgRswwX4D\nEoTUaqdthVmS5wHcCWrW/EyPxQvVzqzg1gC5uCpOhCSSSYktVhDCskls6ez9pMxJZk0ldmDzsK4X\nn9rdgWzbT+1ugG533NodNz4d2JcvHAPtiSrO4T1eP1duKpAfpTa5SVGLOcKB9szOBmgH9Cap5Q3A\nU1IXkEdIMOebxPZbJf0syEQodnDLBOigFfXA8pnkFw4SDg9X6gtBHcDyiZZdHdI6tgFql9iRUakJ\nbJPYTCZgfunjuwD762+hii/tTVMrAjQ7QiK8y2Weduvj62q3jOhvnV0z1eiJvaEAouFed82gZXIi\nCOqONGAmFdJuD5NnypEWcBcgbzYkyVtgk4DF/46oz1cSCAZlrThPNTqn4aCeF6Q4yhAUzgnoaC1s\nueeqZIBmA/EndlCX7QZudnCz29m8nGdUzJ7NxnZn4PILPEjqOoJuGbu0rvOQ2LujTJ4DeYvrr2Pd\n97uOlNpdJ0QU0CSxBig0JII2gDsgQsYILGTLjAIUqohn36V0P3yrgL4w5IUewEwe0yaPcZMVedwY\ncjixpktrZstGY7K5JbT8KKr4B8Nd6VxKel1f6Ysqi2QeCZUI61gAWeq+2urqyQUb++j0ufhzvnik\n1pAVHbrXG8fn9eey5C7AjZVAsZxBcVML2MtB2VV5U78JGiD3An+rMafk7k5VPLqRtok2B9pkBzct\nKT0V6AZsmjOB3aYDmx3AfPr8LHM7frCB2sJoztXFY/OILxvbF8G83zQlWsaxf2asa/a+xN6SjNKZ\nNjcpvMAuC9QV4NXW1mEtlFxMK8gdYOTSmnJY5xnjYqHw8TiwF8MOufPLTbgbgx24kja1AZpj7qA2\nr/uS2hJ/m9k0SLezgw3mlzx+ZeeZkwgESGA3eSYxeBdIEsnwFkTBgnRmGJm+8YLFnKeVwFkcl1bl\nTFZVwXKcra1VOqs0jMTI65bwrxQvNWGBumyZ5c3NmjetxGLg30MM7NkMQMmYO/wH1UZeIOLfc4qD\ne6KJgVrje3S/DvH8NPB3GThmxzFPqBJudCaYb+RbPvFS5jda4O7kEruE2ZIcgBXVn7OqY8POdpBv\nDsNkHHvqMKuhLTd+Fogf49RPRpXMQRq4Sesc04VDgDpSZmHqr6vi3AHP6kbmdbMVbhi7rXmzcZGR\nXtzM0cuHgRs3AgWQDwK/uOrtx9X5zPgwrYudOJOb/R1m+7v5GX4hJn9VG5vUu1PMtSqT1lWaoCKm\nEjkHVYQdoucXuzRLqeasngFqPcwJotMusEqEsGCAMkPWtPkge4ia48IMouXSBkiX1DaAZlPA8G/X\n81R8BVZnZ3GaJBEHtpjEZoZMco+9S+zmGXYyva8UrXztXOQkzwlpPaTjmFcC+0aW0BLzG1nm2hH7\nfOKgCwddi12TxkruyRyACBNhecOBlNSbd3xTx8ui7VrN8+wzqzXY0kXVveL6bP4M5NNB/vYYJddV\n/O7sLXWMmZaFwGpwYg1wR5pn5HZ77PkwYOPycKzbz3IQ+EYQl8q4uXQ+COzS2jrQUDauoGYhV2bT\n3CiqwH4Y59kHJTaprvxeFbBEIompVarT49YARJKp0woo1LnAJHtsB+tIm84dfpC3Q7ULKQWo0ebF\nBfJiQA0yhxJmq7ciCEvahGPLe2EzIo/Znxdd5wo7I4tYSEOcMFEIpMakspVGitvYbYHWeohP9Cgm\nEXVNZSagm5j6HaWYY1rvrsOBXLcHHvZ93smJ7mlk+58Ad0rex3vtCcDfSu1HgEvO36riQKST8puU\n0upQE/R3AJ6AlgrsaQupqjPDWKFe4wZhoDWz1MhtW4LlNljBBhuohw3tvp3NpLYuKYxjgZq67dOx\nwJ1bB3ZQXVNzac2uJeS/X/b4dW1s0V3FihsUDK+SBlx1ognoFOggZxIxYPNQpxIStGvkXDsZfetg\nY5oUAmUTO7g3fdnWWaLIVvct0UKnsqESQwlWWpqS2rehaagumzAKJzTOdYdIvmZJB2PH5KRXhsCr\np9QplRzUWSnmgBcBS8MUA3UvvbymNMzZHNhe4UQXbtENy48dFPsXDqxjwYttqbmyaSKEIrFDUrtz\n8VFS787EcCQ+k9RLPQdQcsTlXVU8pHIF7g5kV8FlqePkHUwVXirvEZDG1u6Hm9VNExmoeTaAGdQa\nMBnoDZg212lzHZ762R3QDtgAtpZ5HJeHczZgUww4rH8E51n/oCoumml+TQY6L+cR4PZtOsYEHPXL\nF0De3ZC9brldE/0yz3G/PBQ0DdRTFSQcNN+2FudNSekMiT5J09vmZB+q4rcFaI+9BrhjHoCWNW9O\nlqdklWchkVUpk2CCuVSccUWlfHcVkBCaH4N3k2M11Xtmc759K8qYwoDSVrp4bNSCb+dxXm2VF17r\ndGo++z1jW8CeUnsDeXE0PpHWoYpvsW1n+IyElUeH2XvSuklxpPkc0SgARlQspJAANSoZAru0NokN\ncUA/bFWaSW1wEiaEir2Nhpzj6fNWdy1hywe4fxRV/OsHJTaL2k0lDYc0yLzQS3JKhLWsisvCOzos\nCSPIB/gU4wc7J9o5cVzDgH0Q5rTKMJKGaV0IHEQrzgrCUr+dbml1sFw1xQLLY1eiN+GZFoDO4RLO\n96UAnHWapGZyqpxix4eGED3MPDHCroHdkBAnoxDyKiWr942mCZL9stcxKEpKpYeEwrlUt2UeMd+M\nA4cWEuCOpAFaQMaDlH4rtZcq/zbcFdfU/hYBa1HJcNeTOPVTtdskdHNnWSvHug4r4NCeJB/Zh7op\nJhkfGYuBi8XUb5KWwxprdQO0dKg26Oy2VKXkRZk7mBvKfB0nryhb4Ca/rgHqHwTY94/a2CIG6Oa2\npYMsnNMUrXBE3Fb2+O4FB3UMA3Y/h48LMtiSPiTasu2ZbVK6Z2ZXzWhwF90rCy+2pzoksBs4b0hj\ngJlZD27dPSbaBnQDL4P8PPcfhK3vYbeQ5HBgWwzf1PhIVVUJx+LyBcTrsu1REP27szDV1hL/3TO1\nakx47JlcbucypKTLomRiBYjjl30Lakrp/B6o9xp66IPzrMSzuWah1SH7dgf6ktrQYO4hNBLTbFhX\nujiZ5LRrbrnhpAxSB7X68Llqg8oBwWJEUQexeleZBHXMeYF7e87pkuDqeAD8lz5+XYk9BVMuU5mT\nnN++RLqrxBxPLYgWnDSfToBOBd8F7W7Sut8n+n3gOIcVs3s6IID0bAt43YQhrS8yHrVOpXtlM+fT\nA3WQpfhNNDSXwhNTBU2d4TSArAxBgJsgmxppymxI6xYhN3UVPKW4rvJPXwAounJGGC7i8Ln1Y7KO\nkeryINeuFCroMnOhSW+zTGweZ5E8n1UsvJgqFTbveFzbHdRvmeSiNvvRvg4Q2zkLzDWltD8A+mnc\nOkAtroXIsrWhphMkDyoJGpnJ1shSAmwBJge0l/FqA2kDZSz1gDrIFQcULZNckKExB3GA1VtGZdis\nzAPQeYxCCf9BgP1RG5tJINPT6Bq82grL7lIrr2syLQQ0yJxnF4ChBuxTTGLfJ/rrMGDfL8homVxi\nt9Lc6IUp6CJdDcrOGp3T8bTavhqoLzqgIDA1iKviAgaTq8RqbBzNVbzmtjODzM7GTBA3B12zD+jh\nN6QJsuoT3MW3Zd89DLxzvJozasT1HCCViET48W89H2aF5xMQm0nw5nZ7sK1DNY8Q2eYgeyzZfNgH\nShFI2Nq6zx/t61C7QzLncalAN/s9dK0GAzVDN/JVC3cFQ5mPbMtaKFXQoXoYsKmZhCa43wabBDZ/\nzg50UOwX8Ifvx7ffA9y/arirkSwpzMvJEurX1Imp09vh8IrdOhUvXwFqQXsVtNeJ43XguA/Mqeue\n94wu9kYAUQBCbN9YfcFYHSzfgjsaxglZRpTAJLeA0cDWoECNRVOUPFxnCwqDoDrREGD2hgoPufBR\nRBJgBHTVePvzG9Bj65l6CX4USQ9dforwok+fq5YwWnm+zFtJf02vuLjGo3nvIaq8qKwoNQPtWYXX\nt1hUQmJzVbnfm7+jkncJFXyYnS0msZWA5r9bI6NJaGStja2SdwWZbM5wQxjZPB0dSiGpDyjdoNQs\nJ8KBncCM8uB01j5s/fz0VZTX2o/8o0jsj6ri7JI4VRJNcNsP153zmZeNfRHoMjWc3MZu94n2OtG/\nmtQ+Xi/wkGz8lbcLCSQrvtTZMsgT/mPwgxq+QH3SYTWyJfwyycJzTR3cCNbTmQroArmxgihoBzis\nJiVv/grqPLacVul80gISfXZM7D1VV2ZegDoy92oGX54j235kB26fb0tQiU2JYz/a12Fzb5L5WSGI\nXVdbMGUfD6DeVPC0q5fqnfuyQN5lLh4Asr/UXBV3E9e3nhxCDKJWRjdgU9R03gAKYPcNkCtFGTtI\n6eHYO+dp4vlHAfYHVfFG4raFZpll2FkDHR1zp0YKLu4Bp+M1Gzvs7P460L8OHK8DNNVuGWI055Ca\nrXlts3pBCFa66XBpLRYiqhJ7taU5vPfzRI8eYbloxK1p8fcAb5gBIcesI9XeAmn5otYNv/xQS7I9\nZmutLL1yLN4jgO5zS01Vp/fxMJpn7+Vx1mSEydLSieL4wlpctojXM0DjDbADyPTs8z440AjIsNbe\nNOBtxtmbYpCIbXteRJdqbxuN8QQX2iy7J2xrEtuSzLwog9lTSr1yiDvAhwGaHdR8cwmOBVSfa5nn\n1docYg8gTkWOvgemAXwnYKt+rMxM3Dtp3tuI3T4Ou9kyy2qu7VItjdAwts2JDa15vCUYZLpp2Imx\nLZRGmw0b3yW3yw1ETgZBT5TLgCGjEDO8Geuf38JFhTUHGEBg6FJstUpFV7uzDHJdvHRUUQW+LNDx\n+q6LLAI78wvV59Zr4Cp3Shyuw6R4pJuuKrCSWlvAO4vWI2Crk8aAKKH7ErDojh5U8K0SLH6V+ls+\nx0MutlSWmXUBoLzSRpN3jNlstuZbB3qwiFJuDfRUbhpf7vJY3EsEKmXK8eHo7X335D78XR/fBdgv\nX18/dF6bgpfXO17ud7zcT7ycF27XhWNcOGLrBQ2hWgVB4Za/HHXW3tQME4AtqL6156gruKtR+XYj\nLpjMzkzCThJIO6sLVesQRXLMbf54rB6vdiN96ycKz71y3ggRCovkCVLHENzBE55qdzYGmLOAJj3Z\n8CKZULFRVPAy97x8imIbDzmS2jIWPafY78xoL0xuSiE0ItZ0kjWamMTOQcfGtOqL4xHQ1HKzu/l0\n6OUhusU0G9TDAVwLDthvZn/D8g0G6kITIU77JS46cPGBk28+DlxOfz1Kk8e4B2qrp1jc1tKwPPkB\nxo0XwMTz7hDdnquO0vVcvRa/GNX4TsD+/OVjwGYxYH8KcJ82bueJ2whgG7iPqNyJqDJ7Yogzo1BX\nA7AXRuCmwM2P5RCQg5pbgNsALsyW+caMzuRVP6EOrSs/tb0L3oaZkukR9GkXb8vEeoTcYf8hxWOo\nQddE3m87h7DZ3RGSEUE2QYiQVAI7nGe6HGnvbQVeUffwnDuWQFbdpg1LajctbC+ajKqVkzxIJYU4\nJfKSnPbGVWMyYJeEGn0n+43sGoXZZSy3vui4IyqW1amm1A/qDmYD90WHgz3A3Re4wSsbkiJdJDSR\n9VvbUqILoDHkW/taKgh/5jW/8PFdgP3p6/1D57FMk9SvJrFv54njvHC7zg3UXcaWGmgA8sL/5hK7\nu9182MWiI4Ym6FNaNwO0tAlpboO3CmqC0ljtYYG0gZ5J4m3oA+BrjvU7oF4Pk1zklQkBWAgbQ6an\nltpcfc5WIKO+dTNj1axLSl2LV8dcH+by7vEqePwiuCoPVNpeSmCrUygtgDeX1gHAVcQ5AGDJ4LA0\nwGgYOHTuEtvV73DJq2I5w9SAHSypYGwtiKY0a95I1qTiop7S+6LDQM0Bat46oaTgLCG99fuaA3WT\nxqJbJxgEtVI1Mx3Ya/+d1/0wwH79oMSegtt5GqhjXCatTWIPYwEpqnj3goRKJ5x0R10X88oNBvJN\nFRdXx4vULhJbmFaiDNPeQtd/tZU88a0wzVugP/US+3umu8nuUk8nDaDyyg+fcJ8DJWMmpvq5DmhR\nP6YF6K4yqod2fM7bnOw5VVh814CtsPavVXQQOd+X4gHUK7LBhQY6JHXDhBKjwyVgUaotkcavs0vs\nVeQRySnh5ZdiQ/sCQWSghtF+p+su2G9d0xo6vdVyN2CzAbqq4oOXKp7gxroPljNx+QzEHaKV0YcC\nlFIAPNec8jd9fg7VY79QHf8+wP4tVPHbeeLlPHE7L9zOu29PHNeJY5xPVPGxSWyzsQ2oi3AODmyk\nGs6HbPb1DuoCZo5QxZLS+WMqMNVTSUvZYVWzn20jDFUB/uyh4VTJVZyhcwHV4viaQ4XLXPfnAtzT\nrovFa+0m7DlXNBJ0iMd1LexjGVk2t3tUMgRDHgqKLIFKuojgmHuQ1gvcC4QJaCANyuUAUwd2MWn0\n0WFm7xDmkiojeh4qw9JtYaBmbRbb9pz+SZzS2bat7C8b28BNaWev8JR798lj7URo7kpNYLu/IoHs\nkYe6j6C0+sj+DwHsD6viYhL6vHBcJ27XUsNv7jg75uWq+NhU8VZsuHCcBW0SAAN12Ni9Os8C1BOt\nWUVXKyylSWqXjhKgGjzNPdhbPLms4Cu085hCWTy3T8CtxcESAtLCe5rg1hFzrON+TCegY4G6voZU\nHbCCTjZabs3pFPNOYt1rCAbeVD3FywgVEuAm3Tzjq2HDLrHN0UmWL19AHVc2Jknh7MDeCmuwwnpL\n21Esic3be6r3OY8IxeSW5ogBu2E6qEOCRxeaQY8Sm1bYirD9pqbpWG5CfKYqqVMqD3NawsFNo8z9\n+Q38U0GV9uqHAPZHJbaKecFd/Q5PuB1b4O5y4YhqHfeKpzreLOxVeb1BMOdZ9Yqn1OZNarc2PaU1\nJPYDqAlYtD7qP+UTtToSQ95RuTf1W/EkHuO3hcIZUkwK6yQHNCDDwT2QIJeYl2M6/FwHO4kaoNnG\nQSa9OgkOFkwWTCJ0dmkaOfvsRPpY5YOUzxdQ04NtHYPIPeEEpbk8zA9FDQsoS8MR5eKRlzJf1xmI\n5TYi/GtO/M5rVdPJNom31lLRiSafSzWci0kW8XoLeLY0KQYYbL6NCGMUkkkaBazj+bE41557OPZD\nAPuD4S5WwTGGOcq2MXAbF/q40KeBurZxeVTFqWmmW4ZThQqg6UCR2gLqlA40A7NAee583kUNRwHl\nVN7AC+ANaCvA3zz/ZN+VSq/OQoa3xCW2TDKwXgvIMgC9DMB57EKC2p63LYkaoNtEZ8FgSkBLE0ye\nxb8AY9/k9f3JnWXM6qFASqreCm4U55mp4Qz29jcGbsuXB2hb2EKGVyCaD14RsKnzZ9qOLT8NWkC/\nrvM6iwgO7OVFF/JyXT8+yVtOFYltWgA2O5vJ7CYF/C9LKdrRzL3AXAClq4DayUJyfygo6iAez/0R\ngP35g8CmAPa80OdYcWtXwWOeDjQdD6q4813rUoezw8fNRg13maQ24rjWBdonWpRs5o2qfpOGI8js\n6QGLFTfwKlsEtpto23pCx5vjD8/Hw26VBW4RgggwXSrnuBzgV93fj81rP06iOJrgaIyjCUZjjCY4\neGK2iaORRwjISljVtm4AZ853QwW1n+OFO4hc/wC3J6U0Ils0CSbdKjgKVRKpLwZe+irguDDfvKk1\nF4l3PBdU3sNPWCmlvGqx6z7v+0vLoPW53fSqC7/l/rtm4I7MBHYA1XkEEtgB3lO2Y9vzlz5k+v32\nj1/VxiYVA7EEmB3Ac+CQKwF9vElQCbutSGzPlIqbbCWo6IONbUObWNeFRpag8nCTJihDOnuWV9xw\neRspNgDv328H7/a6J48FamCKbydBJjAdxAHaeT7sX4CcD1s/HsC+dcZoE7MTZpuYzeh5pE1jbPVS\nz5WjblLawl6ECdrAnZI9EkEy11+M180B0cLxhLnU2UczhnSxz6hl7WWEAGWLhy3B2j/5/PG5xTC7\n3kMQn80jITGPRJan+1Qkdlr2iC4dtiwvP0FEKUgKsIeChizwXgpckunRCeJT1vOnWnPFHwHYH808\nY9UMZfVSfdPVpbQ+HHMbmyPklZS/axUF60pQCTXcpbU4QwV754UWpO8BapfYKy1ySZTI5kpJUh9x\n0d/YzXjHnq5P746kVMMd1HMCc5okHoMSrNPBPU8q8/2YnMA4HdjdAD26gXl2gvRpqbwNBupjIBVb\nXyiNn81zqyHZpSSkdpothGx2yGSN6iznmlaEIb4qqRVUAMW2jpCcpZsKOMkQMuc+c+8XwygCpG88\nGSVjkDyzjWillBaw7vvvH8vv6Tmr7A5Gyv+R0jq3qYpLYf5xcJ8FxKcCp7w5Rqed6xbmm1tNH+bv\nPX7VzDOCvqnEyXK7YPKo1DaerNCrjR0ZQKzIskWBqeGPqvih0C7eTRHZmqVVql/mTZWMUk8Dt5Vm\nAtgcQAlO3Y/nzadYXtU3x9fZ6hJKxFTxGeB2UM8LGJcD9w6MkzDPtZ13wjixPTfvFvO+HRPzGLh1\nhhyMebB1EwlaZp3+Bfz+9Ru3MWOqkRCIS+vgPocviOQhoK3LidvUKKDI8xD9NAUc2eJqZk7kkAss\n4SQDioV7TmDdHNSlsIHXz6daKrMSVyIWLbocYfG5ch/YPq9S2a+/c7HqQ0vUUNPhfgKvkjM2XVez\nhySw6VTQvQD57tuHfQS4fwSJ/WFVHOrqdYC2VOwU9ozawqXpTHrizPwJdbnYUaGGI4DtjjPu5OCG\nE7+j9Pmylj7p5SVGlHRwBk4c2P5r1/CN+t3x5licT3EsrbW8FnGrCEy6TDHn2ZyEMQ3YYwDzIoyL\nMC4D77gvkI87YdyR2+nHMBXD28nMg1eJ6mEfZvkc7eJxCVs1ZTS1hoTmTBIk73qklWZONnZwA4jY\nb5pJUVzi31igiMCUoLnEXiAOvjnZ7uxoAgRfMCnBm6+llkSUkyKNxMgp085PDQJhf5T9cvzh2KNf\nJZ9P559kYwhEGWyAesgC9ikLxHdZQL+/Pfa2auS3e3xnr/izD7MUCsIirHvGGc3wVMQ3x6MQJNbz\n4jwL1eigUi6rmVKqXcBOWQXv6RWJFXAwMzNmSGp3okTaYE2PCPUwVux6rKqHdiXe7j8+8rVCLrEr\nqA3Q10UbiK+7z19pm+dzryaxx8WQG2HezGaXac45lHsm/BQJ7KZo4oki6uArzjM07Crqo2OpOMoC\n/OJgjjLXlKzqNV/kte3liscdsNwalFcxXFdCFHfGGlTuGF3HNnCG2YW1MMFJI3LBymsTfw3rNQiA\n68rTjxCbSHZxCaltoLbBjwCO/Vefv65zfjBgf/tBcM9pOsQMyAHoKB7gfH4ufmsqo9rYgZcnjrNI\nUEm7umErXshwDQnIAU3Z8J5SPQy7LYAa6t174N48vA94fnyNxBByG9ul9iBcBdzXxRingfl6NUBf\nr/sYd8L11YA9LzYv+rSFI7jLl0BSb4CgaI3RJqNNxZQonpBcQt+Eu7DAYU5GAG6+xPcNUFe/RQJb\nTW1Pu9rV55GWcr1jCm+dvXEekwJsz3hIWqtJPTPO90XoQSg8HiugjwgB6rnPEpGiCMeBzQlsk9Z8\nSQG4AZsLmGPUYz+EKv5RGxtQLxBYqYeZgsgFuPU5yMNrNFMYQ4UGwdVwArk6zoc4XRUD3ebU1ahl\no+yTZeWMJ53SktJLP+AEbj7n4K4SPe05LACnKv8NiW2qOBuoHNRjsAOacJ2E684J6uuVcb0SzgD1\nV05wn18t7XS+jJTUWfv+oElGxlhrIa0VQxldDdTzAdTJU+efPiQdQxOokUarDkZ1aW6L40q8ze+e\n19raRlwoi7XDiCGZabaCTZwSeTGlG/vNoDJHX4tLaHyRNZhCYj/OcW+BNlDX16TmmNxwD6Ce09Vx\nB3eq4bKAHYD+Om3+dR3/IYD98lEbm3Tv4ljm0Y85e2ElGb/Dw23r2rOZinfbmGtCJdcFZLezEVzO\nTb3ZmnozNHFQSwI1kzIqsItdl6APplJEsqFuQI5jgEkMBaUUtxvbQ16uipuNzRjTgG3quAH8PBnX\n6ds74bwzzq8G8vOrgfv86sAWTUBb1RiWLyILNhTNK+XaEPTOGGJjKmNqSGtkdhrCxo5NBlvNucWQ\noskYMNRndjzCReSll8tzPb3YJiw3U7c5XGm7FCfK30WInQ3dizy8/cFFxoATwE4rPjXAWo1nf4Gj\nooiMzlBTRY8lZrnzWuzrLDXwApKZ4OYrtvNBHRfwvYD5q4BeJ/iL5DH6faviRPSvAfin/df77wH8\nOVXdkPxhVZywyi4rYYI3uaNmAE9IRfI9JNVGKtVdyWPmcewFZnhcWzLUBedyzp5JrGCPaTKLeX4T\n0CvsEmDOn7RI6tgPiSDgBG7eLqpvUirjYYtFUcXFupJMl9gB6utiXBfjPB3Qd8b5SjhfGedXxv3L\nAvfdJbZOKkkaa3FhjygwK1oXtCE4JuOajD7tMwwx+/Ux6ywTeupvmjNBZZhZ7jLN77ofD4DbvMG6\ntSRtdJZlMnh9kSwCid9kSe2WwD4d1CfdcOEwfSDLLd3kAy8zEHMvACLk50413k2XOD86mCS4nd2H\nZgH2mEUVnym1A9T86tuvAvrqwP5qEvz3KrGJ6I8D+OcA/IOqeiei/wjAPwngP6jnpSr+c4E3wirg\naGb/UniokzSgWKGl0XxmOTVzilFlUXEuMzpgpZzOGBtOM+0KdIU6qI3U3RxCXAFdY5rFmoq63wpm\n88i2BC/F6v7w0O1232/ybBjoHT2mMEaR2NcIQBuY7z7OVwP2/WsFtm3vXwzYMl0jKLW9S1pjAbsL\n+hD0KU7oOFNihyq+ElSoSOndS0xQQKtsLY7DEtQOQNfjFh1o+bwWx5jx4Wn5W6bSJ9GCEylcCeYD\nJ244yQcOEDSdsmF5x8IQTCitAhtqOfJ+Q9fGB80XiYYBRnCvB7Bntj/mIaAxnQxBTTkAAB5eSURB\nVFl3LkDfDdD86mD+KqAvtuUvE/TFgf0La7J/TmL/vzBW75+IaAL4CcD//njSp9ePqeKgAJ1mdVbW\nVadzRBfBni6v5EpIwWIddZV7DfUeSbrtoxO4afKZq5O1r9JNq14ySbtutgC3gDM7KtdqtQL/AHc8\nQkAqvQX04yMktqp5xCPcNQe7xG4mrU/G+QDw85Xx6hL79WvD6aC+/4atGETX31/EfcWe7oJ+CXoX\nXLeJazIOIVfFHdTxDtn0HRHB21VF9dWbFKRleYs50ebhtnlZ7RUQr5gySd0wYYywUztqx8/NK05F\nYlOzLmRkkvpON5y44U4vYIgBmoINdXipqv8yD7nmZlI8/lLFJAyXXarh3jlFHOBzgudMqc2XgM4J\nPqeTcU5Tvd2+5tdpkvrLTHCT/B5VcVX9f4jo3wLwvwL4CuA/V9X/4vG8T1++fuyvuS2cHmzxeVRp\n2V+1m4f34wFqNBTgwp1lsMWhkYMZ3kvJpLV2Mj7xhgQ2EtiweyskNeWnsJtIraDfKpCsG0iAuYK7\n2s7r9eb4UaUMo5Rv+cbGDlV8TMYYLSX2dbVUwe+vDfdXU7lfvzbcvzBevzDuXxruv2G8JrCXRK0a\nT3Nzp3VBPwT9mDhGwzUF15xmZ3tzwnSeEfYCkAC150pzrmYIfGMLB6gvCA/H85KoSey0hF21rgwq\ny59GxRQKUHcMMoaUswDaxs2B3dAxDNiF164+ArzmsCs6gqvjux9+utQ2Sc3iYHZpbYBeg05xYPtI\nNdzAzL+xQb9xyf37BDYR/f0A/iUAfxzA3wLwl4non1LVv1TP+zf/lyWx/+gPgT/6u57blGkLV5aI\nGDVJwNvJQsuPX593gO/SGgZq73CoTZNymFihTsBnQN4BncD2P5T3qe6Sz5W2N1+rGA85fk5SpzPO\n49cGaneejeZe8bZU8avhPBvuJ+N+b3i9M14d5K+vDa9fGfevDV+/GLB3r7egNQN1PwS9d/RDcLsm\nrtEw5sSYQcPsjrNwnuGtnR3OOCL/jcpPlN9wA/nbcyqoSWEJMWho6JnTEF7oZcIULapUZgVvmUlr\nG3cycL/SC0z+L6LjY1t8918wUmcS+MVPUc+JdFiWJa13cM+U1nyNVMkruE1qz5Ta/NXHF2fGefL4\nq6r4r54+sz9+ThX/RwD8l6r6fwMAEf0nAP4xABuw/5W/9w+3F/3mvXdjpE0cLXfIObS27J5MFdXF\nSjGwZTvluU4po17qqN23jWwe1Vwd1tpnO7Y///QYe38KKokQxWmzreHEP3MOb0kU968N51f28FXD\ndTeH2RzR2pfcDs0qFeva2YB2AO0GtAH0oTimQsSGTsXtJ8Hts+B4URuHj67oTdE5WFZ0kRhOgIeC\nvQki3ZEJPVqQuS2AcTAemw5bG8Lux9eLwwRqeHUg3ulTgjIlL0wS13HBbOjLQ1uXrrDXsqabyY3q\nu3nEjMb3oZWyqiWhRiPDrWHqhYmGAwNjjAXWy1XuYeBOwIeTjaZVJ0aFYp+gY4JvE/xiDjf215LM\nd6u7/pSPePy7v/k7T8/7OWD/jwD+dSL6DOAVwJ8B8F8/nvSb/gc/8zb+YKwa6QYv0A/HU73wmtxd\nCCL7x/Mc/MFeoRNWhjgI6lVMNuecSxAsdJ+7x9yO+3mtHOtW0jerEkblR0ZtBMsF2LyD2dXLnQqf\ncXcb+XxlXPdmGWZnw3RwR4tctdXMwnTBX9+Bdij6TTGHA1pd0kzF7bPi9snHi53XDwd1AtvqipsC\nLTqATPWCBGTaLSLfRl1q++cJUK79fY50QL09z5xg67yJtoH5lT7hjhvueMEdL5vdbKA+HNRHNngY\nVLt/t8w+U6yQH4XJYB+2FJyUZCSfm6O0rW1ks+nA1IE+Bug+vZ+cSeh0nkmxv73WgUjAbYL7NMdx\nAPuSJenF7pz3JPabx+8CbFX9G0T0HwL4b2DK838H4N97897Hx4BN5E6zCHk1yeKL3HqaHke1jKiF\nDyJBIJwYUSbn3S3EpbQ0gnS2hnsFsNLY2vfG8+1bx+J1lryyiHD3bQ16TLQtd/nxNc9ef95NWp+v\nnoBymsQegzO/O9vsBrgbgTrQukns7uWeCkC9ygqiuL0Ibp8VxyfBcVMbh6C7xG6szoVm5IUscIlt\nw4CNVfThwEi2lVq3HLHrZ8eJ3zlOmU+vMD/Gks4veMWykQPgZju/BfUGaF0Se1LH1AC25lgmoH8G\n32aUIoCd4Obsmz69E+tUk9h0d1BfHt4a0xNWFkgJUXI8/d6f4MOl+xDwy1znq7stf99xbFX9CwD+\nwrfO+TvHH37r6XwQaZIKruQU2boxWlxQtq4faW/lc7D6aiGwUwMlqBtjdk7QzsaQ1nL/+fPrnPqc\nNGfaWBFLByYVgD45rt86Z+2vjLIF7nGSS2x6IrHNT8CNwIeBWlWtw0qJGEAULy8O7hfF7ZPgdpNU\nx6sq3mFMpSGxObqaUolMKIx3bSDzxQPgyvxmK+8cf7qFbXdg34r6bVL8xC3V8Tvel9wJcm+DPNDR\nVHYwS4CYs794DyBLkc7aMKWnhB7B7OMlxTzcy31GvHp5wsk7mpLO5IGze3560tS0PIspm3QnXwB+\n3+GuDz0+qoobsKdlPPG0VFGeGUIwh8SKDTYpxzG9+TuMoTNsb08+0Waq+GwEGYzZWoJ6Ntvf54zZ\nGyaX+bPzuAKWEpSZcvk4/7lzwtsMzyo7CcOzycZJbmOTEy6w9712FZaNDYY70EJSq4EbAcRmWs7t\nJrjdFLeQ1rcCagd2rza2BrDh/axgXq0AhJPuaXOvNLtWQwxtbOSQPjeSSNeG2MGu1j5HwGu/dF+Z\n7tHeQO3qd8zf2tiPoC5tkMklKzWXypoO22gtpRXkEiBnawyp1qNddBo/uTY06ZgyMLRb6fH0uPTp\nCSjD00qlADuW/CKxqRVgh3SPri6usr9nY3/08V2A/dtI7MYTjYd39hjebsert0p8sEkcK61qeYIF\naNHUuEnGo6VKbB+jNQM4N8zWHexrjG2/P3+OPXmweIkDmN8+hpTitg5xOWYsIBarJivNPKM804ZJ\nbFoSG04wGDa2Ov+3S08reIH1jhPFy6F4uQluXRLUR3d1vIlJbNZlY09vTzWKDwNYLJqXQk8AvoBu\n15wDxK75REMGYYgvnBrHwmYlhuoKaE3qy4Z+AHO1rU0l9yQUveGim9nY5LZ2BXc4z5QMyJYfa+ms\nQtmuWRzMLbcG5i4N0+/FIR1dJkY0sxD3ekf+91kk9pQsCgnVmkk8a/IB1EWqmw0uoP6+V/yjj+8j\nsT9qY0Pw/7V3fi+yLVcd/66q2rvnzAnoc/TCDaIQRcGLhIvii+QhiOijiiL44JM/og+iyf8gKogP\nahTEXw9XEQVREL1BEcRwr79yEzGimBuJRsUf8cz0rqq1fFhrVdXumXvOnDMn3XOGvWCf3rt6d/c+\nPf3Zq2r9TKEiUmmAJ7Jj9A4QrdYZF20q75o6QPs3e2hpMYOSuWH8h1Yb3BElJtRgj34cE8qwX0NE\nSVaaNqb1uSGsYF2D6yCju4bk8ft1eJ9aFepqaZrViivUQpZmOayxTWPrVFyN1c0tHATBgc8AiQGd\nBLNtU5K2vk7RcmPIwe6WcSq9YhSJmKbWmABktCCf0Uahy5e4WtKwdS9tMEc3MEab6uo8jN0gSWm1\nht7TALBvpBraI8ryarOkD7GWPTKssSW09TP8O2XVzsKhdV3lAexUK5itPjlXxFpRuSJyUtCrjrWs\nrcwWbeZa26DFoIVbMU6FN3D7dcDrsqtGf2er+E3l+WjsdDONrWmZBWnYxmMtwFBQEayuOGkzN6ah\n3I5YeR5NsQxeFzusoS4hGrwKaImTFoiPB1sbm64ZU+g7oOj7gg70NfvSgMcA/7AvVjWl9AILtfb9\nlnLp7hcii7X3BAWFk4Jp6grEKohVDUW7KNhFxhy9sCFjimIbd3cX9TV2LBabb0X5qKrbCwka0NOC\nftxIad93UkNjjRGcImqy5UxKVjjBoqspolZzAYbYnzNfdG7QdpAzJuyhmrmDPh24u2wqjoPpuAWR\nsjCiJcRgSLhhh7r6jUhhVYhZ920s+HEbM0v2mJaZHWyxdbMMcHeN3TLC3E/v0BvwlG7f4+eoGjuA\nFWJkJLLcG7LkOsotNKGKtVZtOc4YoiIsOsgzfMhqUQUzoIVxOh4bpLkBOyEb5DlOdpxQwmTn2Vjw\nm0HsbZgc4OFxNX7d2Du8diyJxDzs14OxocAfBfM8uZE8qOWazQfNrGvvIIw5MOYgmILBTbrfDGfX\nWcWBvsZmm4YHaIlcd3sZ2GK11NhLL1UFunLSNWlSqDxCu1qOdKVoa9arzzVgaVqtoT2ZIw9gN6ht\nGl5ca/ta29xdBVFtM0IQZggTgmvrWhvYtTJiDeDqgCvIoTrQCnLkPq5ho9KyuFxbU/VpuKw0cgfb\n8iRoDXZvNnlH1tg3NZ4FcJs0TcgoWJCQbCxgQrDyNvaHgNtuPObIXF0IIPvXo4c4QltaRdJC8K6t\nQ2zaNweFOkdrzBZnlCtj6+c1wEQGQKWDeTh+k3PGcabWCcRB92i38RiATcWNaTL4RBCYrDa52GtU\n6+5IMNs22ZYONvdjB/dj+3TcKqtgeIRH502qtXkisNVRqzWiGtzFoZXYA0XIpsUhorBNk0U1q0Nd\nPInDAab1VLtp5kN3FyZk0ZTN7vLydA83ngWI1GYsC7VDHSqDiz3WaIBXe1QLd+/F7kBrVlwYq6WM\n9c7aGrtrbPI6Ar7OhhxAbfEdVgRxiOB5JnmuxrMWDoweZyTDPoExid5zk2TMSJgkoyBiMl/hhNzX\nsW6UFVvvqQVELeXSDVMig7YO4WA6rg3YlgHWHK1HcpyRw2zPzcjR2qzGWVuuxhmFYoNSHFLR6iBa\nYXQYhwyAmxuqwWzHw3u5J8m/J7GdK2P+/ZEAscWL2PmyOk+gN9C5bYLpYEsHW1tjA/D2uT0+e/0D\nk4nAE7XHOmkYbK0RZYqWIWbgOmg0WXsd627JCUUG33MDOx2sm4eN3um5tA5SQdIpuUFdJYLtBhiY\nIeZGdahDUaBDYVQ7HsFdH9fVMVmftAY1H4z5VJwGsOMItPTzE7cqp+SBCbeQ5wL2o+n8RueRMGa7\nU0+y6F1doiYduLd60GK+o19QBUlEsLTCwNQNazIYz4Kt+4JZt8MwHTeNvBi0S9hhaXBbU3Q/DjOW\nuDOwB0gblDJA/eTn+s2gP2dfSo+BPzweA61J1JdNdupjzosQ7EQwi2ASxiyMSQxq6Vtcbd6ZAz2q\nT/oKCDYjkAmQ2TT2zqax7EUa4sp/7MCWYPaNYMsemQaw+9r4EOyCtIK3rJ5PffqNEWr//NhmBCRi\nlnADu/omprE7wJrAIajXjIXDsarTqrF9MR0cq+VFOsiuvT0Yy9yTOHj9beWo7q4gjIUX7GSPmRMK\nR8xi1lPXwBjAtnay+h+2iB5Rt0Rsfke1mHvLmmp+1KaxQ0R2qA3ovQG9D7sG9/IOY4USGNzhFNuH\nhnB2cHkAmduYw+xjPJzbfM8eL2+tacfxduzRmK19LSzcc3gP0sdIjJl127FgYsHMjMn207A52IHH\nDT2ktxkPdJMJkEzgWQ1QdfbkEf07tmom8Iwr/d7VhjEh84TCZuwS18Y9sKQBLFN/nwbyCPjB+MH5\nYw00ryAaOJjf2I4N7GCFB0eAKQ8g+9h4TjbtCgN4rCcgPuZTcfPkSC/nNdYf6K/lFtN+JzT2jdfY\nwpjNuFI8dpqDlbnFMPUWNxt3f2AtCBwROLb6YF55k80VNsJdQ2hurhJsOh4mLK6xTSM7yHvb72Dv\nsA9nyJQMSh5g5gHW9X6/CVx9rt0Y7JxWOCKKxc5LqyoTokCb4nlaJABzdXkMd3td7K+jCEQw5iqY\nq0Fd9HGqgmSbu7m8vmNkUV+2NZajCtvEun1qYIdMsK6g1F1EtowqElu9sUL9ZprjjFwn3XhGkQmL\nTChmIMs09zWyAzqumc2N1aGNXUPLwXktTjw1uF1j65Sce5iyRdqF6tCKua0EwUoHByv632G38Swd\n7Gbp6SB3m5Bq53ZMgxbvFqIOtNmRbitH19i7mlDqADaiRSHZf32cgrdyrhWhJgSuiNUzn4I1sSNN\nAAnUwQ6DuytE5DBOw7tWvjR4FWh7jGdt/zKcoYxgP2nDDc+zLXg1mKSFDzS5gxFYtXyANIs/mTZu\nASotGUSubIkEU2HMRTAXxlQYUxHdaJiS8+DHHkJKQ4G1p4Fm1RUBrBukzOaKswAaTfOMVnVF/67Z\nwFzCaLCcsRjYmS24RNzarZZw90Gv476Haf0hxGYkyy2ba31ONcs4BJZbYGBbskuw7pYNatuCF/l3\nkK39Thj6bDWwHVRyj430fTuGr7GH8SvnHrxHW5o9oxxZY1frRWzZS638roaJugWcRNWwlppRqGNN\niLUglojkcBd1D0nt8cs1hGYZb+tr09h50Nh7A9yhvgxn2MczXIYHuGxjD5rGhtQByvU+fJ+vnoPV\n+evnYxKESRCToM6kfmgmHSNraevTNXBzcYUIPWfS9E1/j2jdT1JgTFkwZ8acBXMWTMFa645QDwEq\nkdFCSvVHDOs5Ba2hY509pZjGZmp/P79BF4p9+RMScrKbqWnrhWcsvEMWBXtx/zTtkGlqU+e2PqZh\n38JEfd280s7DTaAa8H5D8CIYLA52MFfe4K8va4DJ01YPgV4cbOi+eRBam6ixXdQ4hgHow3Nb/7P1\n2G3lqH7syNXcRxYqKTa9GwxALRheGNGS12MtKCUi1ohUot4UCoGLaezS45ddY9eg4aDjD20Z1tnL\nAPalaWeF+oHtO9iTAWkAcx2gPdjnOsA+whwBroPbRf/TcWLEWYGMTJBZW7NGzzuPOmsRoCeBRA1I\niclzsgVpRnuftGPV2IsFo4Tu7ho1daprsK/mY2uGFw63jA61GzyHogc1dOt3SRo/sJQJOc1Y6oy9\naey97LDIDtliw0ewqwx1wW167ymY49p5iFVs4aMN/OYnjx7+ALJ8dXIbgvWq7h0yMfTbQk9fbVAf\n7Ffx2N6hTj30GHYsBxCbPWX1mjg+1+0qt5GjTsUjq8ZuKXFu9GKgO3csFI8ZsRaEWhDrhFgyolUW\nqdngzmS9oi2oyN1dtrnGblPxYJFN0RINBqAvDOqLcD6MnWOhySAtBmftQHPff8ex9poAUUNA86mm\n2QoJzoIkZNN5NOMZV0ZIQW8EpOVIQtT6bWGCAr0Dpp0g7gTJtikw0l7DSlNkg9ss4wa1J4Gouwtt\nKk5l+PFeinal2APYa6y4ZDNWGtzVPBrFNHZ2bR0nLGnCkmYsRaFeeMaeFei97LB4KibOGtgjrAp4\nXD0WP0YHt7Q86fExtXEY1Ao3rGmeLTEq+v+5oM1SaLH9BQ1kDPu06GsxVMslK0oBEa3eQ32t7YbN\n1olm7EqTDl4f74rGvuFUPLJVjzbbWMvScvO/2cU1w6sg8qTx4rUg1YhaokKdDepM+kMrqvW9gdxV\njW1wUzec7a/R2BcG+AU55A+xUGqAQopCygb6Y8b1udIh56JgmyUfQqjmO2UeSvEE0uSWqAkdzAzv\nU9nqoa+0tSCdGdBnuqWg2jq5phZGalAzUrEEkBagYlNxRl9jL/bj3gO4FC2zcWk30bFEMIXV990C\ng1JCnhJySToNr1PT2ItpbE3o0KIKGVP3O5PCyjTA2lOEVltrBCXhGrj7Gpt8NWPhf1TtuELtCF6l\nJ6M/mraGfxerR/3tajFOaM09jyYie26YVrd9A3osuOkFPntprzuyxn4ajV3hmTVq9NLf+gC2MKIU\nEBdEzrqurhlTSSgD2HUJ4MXhRiuTW0NoWrsEi0H29bVp7DXUZ7ikBw3qR+EcF+EcF/QAj8JDm4qr\ntoYUg7UM4JYB6AJwsvOL/ef8PDJtrfHKEEIqFVOlBopY9pYbyKIVJRRobXKtoEK9gsoMpB0wnQGT\nF1U4Zwsd5R5tJoJJTFOXIXVzFVIqiEM+tmpsgC4BPALkAg1svTH3lNRqdpMSInKymIGUkKe1xt7X\nHfas2novZwb3GS4PNDY3o2psVWm8BLQ37WtQy1DwwmBuhRFsH9beqIFsUKth0I5zh9qXHJRJb2zj\nTc7B3tt7JIO4hQhKiyegsD5GGG4EYxFObyg5jt9SjrvGrkWt3lUgFUAYAuBbnZGKKBlRCjIvSDUj\n1YRiYJcSwEsAZwN7ASTbRD50uDvYB9NxMldXsGJ3o8YeAadzPAoPdSreAC4DtP1RVsdZY1slQjgY\nCaHB3FrtMDAxqTZv62e3csNiv8UCcEIPUIlaaMENZ236fQZM54LdedfWSbTg3lQV2lQEKQ9Qr4xn\nQz5209ii2voCwAUgj2wy4o6aEFDdvehprknhztm2SdfYrq33Nh2/lF4p5ZLOkGlGy74X1dBsy7b1\nfuznDUC39E8ZzrMlX6tU2RJBYFlrpI8OdyE1FBaD2gDHYoA72Hs7HqvsCtCcz95YwVeXkBaDgFaI\n00CeDWRrJokZCved0Ng3zO5KoegP1SzZFM3yaxUmAmkBuChZs7t4RuKMVBJyiZhyQs1RixHsCbwE\nyJ4gi3oGeQC7BMsaCtYhYtDYb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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "im = Imshow(data)\n", "im.plot(cmap='jet')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "df = pd.DataFrame({'A':[1,2], 'B':[3,4]}, index=['X','Y'])\n", "df" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AB
X13
Y24
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ " A B\n", "X 1 3\n", "Y 2 4" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "# by default xticks are rotated by 90 degrees since names could be long \n", "# but in this example names are short, so we reset the rotation.\n", "Imshow(df).plot(rotation_x=0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 11 } ], "metadata": {} } ] }