{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Title: Storage for MMIR\n", "Author: Thomas Breuel\n", "Institution: UniKL" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "covering:\n", "\n", "- image formats\n", "- bandwidth / CPU tradeoffs\n", "- file system\n", "- relational databases\n", "- scientific databases\n", "- common schemas" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Image Formats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "image formats:\n", "\n", "- raw (various): $w\\times h$, 16 bpp, image as it comes out of the camera\n", "- uncompressed (PPM): $w\\times h \\times 3$, usually 8 bpp (sometimes 16 bpp)\n", "- lossless compression (PNG)\n", "- lossy compression (JPEG, JPEG2000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "important tools:\n", "\n", "- ImageMagick, GNU Magic (convert, etc.)\n", "- SciPy\n", "- PIL (Python imaging library)\n", "- Python exiv2 (EXIF metadata in Python)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Gp0mamZeu9CR13xbI1f/dRRav8Vr10ll64Bd/LITg/2ytMKmRhoEYE6U0NpuJF154kZwL\n1649sN/EZ/OWcZyYt1vCsEM1SmtGa16u7wSWoFBLodUCpo5WJVBroxLQAEmVWgqI76shJbQHjnEM\nLv6YB4Z5Wbj56mtcv34d6fzkzZuvcf1ND/k9MMglMwwDQT0ApZRoOTPn7OhII62LY21XKosHwVKc\nnxxSwpqLcybW75oHWxNA1WmTXIgaEHFUb76hqa2hTfZcqfPcLiKqRIo1am1ENfKa9/vc+VbFzHlx\nK12sil106sFPDUTPn3mrMOfVOd9A/05Op9VqPRALpXhiWxbnD9d1ZZhGp40AUdc81rKScwUC1fUh\nryB7MFPVPVDaVSNOKXRggXaeN+xFw7JH1YpI6MJZo7XieS87b3u2zBxMA3VdyDk79SSCBuHr3voE\nmzGiVDCwZjRTlnnhzsldbt2+zb27J8xzAYwf+U//k6/9QPoLv/SLvYRsqEZKNfJavBw3oxqd8xGk\nq7UAouqZszr3Fu5TPJsZSykA+4Nr5mVH0oCKsJZMqZUhRmSnancVntaIuitnrAe6gobY0YOrkCEo\n4zicozszooIGoaHk1Q+dqvh1DQyjVEcWrUG2CrhA0nc5jUAQ531rWXn4+oMcHW0YUiBgPPfMFwGh\nlIxZZS1GbhBCoq25f8cGmjwRqSM/FWFI0Q93CJ60Ov8n4uVj7ffNOanW1VcPQDG6GOalJz3BWUcL\nLlSpCdOYqCVzdnbKNE1oUMyEaZrIObNdXV2t/dqGi/a7Ay4ipBQRjChCqytBhdzEgxaeYDF1V4E5\nh5aGkZJXolhHfL1CqdkFlxC4desmDz3wIBq9SgmqlJIdkcKXJd61Gbr//SqpB3pRp2hMhRC0C0MJ\nsH0ysuq/25BS11z8uvvv30UsFYjB91rEy9EQA2vOGEaQ0AUrr4RMBBMPItTm4GNflrMXe6iFITnn\n2UqnDsTRKHjg2lVxrTmP2XbBThQNfm92Ilfrz6eUTnf0szgMA+u6IsmDZWmNUhuqgWb+XU0EjbFr\nBW0fMO8PObsAambUVhBV1u7qMGv7PS0ScBXMyLkiVgji96fMK9OQqFROtlumOFJLptbM4WZDKZkx\nRkpt5Fpo1Z9LE8FMEIzaVhffmleYh4cDf+NjP/TG2Z++0nV274wYY7eJzJgpS66Y4NmPnQIK0ure\nfpTzyjCMKPS/6/yeNbdXTOnco+r3SyjzjAWjiZBUORhHckcQQ/ASnq44rutKCIFpmmhWXCE0Pwhx\nUIL0DF3XXsIbZS2uOC4VSUoaBqo1zPz7qSrSjNpc8UWV2M43lfXAlWLfpEnRBrdffpmbr7nNJKWB\ndc2dIy00E+jZudQIwRGNhPPSMYgQd1m+lC4yrfv7mnBrjLXmPxsjJS9oCEhK5JyJUbsCXAgEEGjq\nwkUzY7jPEmPWaCpsjo/9uZkjRiuVMSaG4EifFIkaCKJUK9TmwlwMQs4r1RopThAnQEjSS0qEZjCX\nTIoDy9ooGGfzPVJIIMqdm7e4+sAD5FJIaQSpSEo88PANGhBDDz5ipBQghY6G/dAWa7RanC9Oaa96\npwAOe517awWijsQQMYztfOZiSHDhLueCtcY4Dl28cJGxCUjo7oIdOEgDzRqluVWomlucAE5Pz7h8\n5RhFmJeKqAsoh5uB2BOFiXQxphJSYpsLIl7NtNaIAUL07+WqvLKs6z5Z1loZxxHU3DnQKrW4ZU2j\ni3DDlCg5YFZRaZ3nnvxz1Kup0JNMM7kPxXo1SKcLdhVIMReYdnux1erIslSSChoCBRcSo1SoBSGz\nrkarpSd1Y3tWqBI4vbdgVklpYCnVOezhiLlUYkxkIpUC0tgcRaZpZHu2st0uDMOAMDBEJQYlxsCd\nu699VfHsDUOkP/Oz/8CtYPjNNlFaL4KqSbccWf8Z3+hXLx3/KTN/xTnWWlu3x0TnHFtz8TMEwn2f\nq720oHUE0eo5P2c7RNM/QxqiwSmITi0MXc3bBUFV6Q+7+wVr3ZflrZPwrTVMz5vIYox0rwbL4ht6\nGBIPXrnKzdu3aObWnChKyZkOJjDbiQS6Dywi4jSBOFp3+4/7DWWHrPpnWg94HjTcztM6St39Tjv7\nkSNnfwYxOGo322nv1tGF7e+VqgtKfi9Bu71oxxmaCgEvS02MgKLgokIKTjtUrwKkB4D976jOeako\nxQxUUIxSqyPajuhjCI4MBVqpPRG4SLfjI/35uvpu1jBrhKBd4e6c4q6M39MODayRcwERUleqKzuE\n6Rw6NFSUISXWdWUcBv8OPdjuub6glFL29iRHSF4aa/AS2PDvXJpXCs7XO9LDDMEYRPbPsLS6R4si\n4v7m6MLWDqVb9QBZsX1J7VVAQs33u5f1/Rwg5OIoMefszpgOJFprjOPG1f1qZIxcGpoigj+/2vnP\nc17VaaJaK02Ael75YEZKkTEFVN2Cpp0W8WQQSDFwtj3jdDtjJgwaWeaVYRPZbNxW5ihWSTERU+Jw\nM3F0tCEEYXt2yjyfce/eXebtFlFhHCdSGhiGwf9Or1iWZeHbv+3DX/uI1Pkk5wZbFapW6LR6Q6C6\nvww8GFor3Ll3us9gO5EiSkSi+sZPXm7XUpCgDHr+6+1FKjOWZcHUCX4JgpgwhPhlJSaAafSyvxnD\neB6kdmWUmVHX6hxtgDH69UpxT56J0bph303JXmLVvLAZJ8qSGQ2nDhqcvPpyV0bdX1lMkei0gO7U\nbY2IuVq64wfX7BYixDndMSbngfqmj2NAzD2IpRSCOsIUJzgR3QUMJ/t3h7apEnqJ5SBUO9LdVQOl\nB6JzIQX1w6wYsSOTIQ00wQNr571EBG0G0b9T7Lxh7WWrKRhuGYJdL7NB8WRZW4X+PXaiBgialFYq\naUhOE4gn6s5JELWRcyVEbxyw1vn1+0rOFpSMgbk1SkQp1RjHiRicjtmeniKqLL0aCcGD/DzPHB0G\nxCJ1MSQmTudln4SOj45Y5pkYB6J2jpAMJty7c4ejzbFXAG12PrDavsGhBiWmiVIypawUjR44Q+jB\n1+9DyYUYlViV7XyCBmEaRuDcc31+Bo2csz8LPNEO/TydBxFz33BriDgvmUKkrhkL4udYPSA7/xup\nZpAraYis5bypYvfsay3Qz4Z2SqeVFVqvkqiseebg4JAUnBOVIAQGjqbIweHIQw88yANXL1PNGFMP\n3rUy55lxGFGcL261cDZvyXmhlpUUA+PlS9y6/SrzvLIswb2sGtluZ+7cubMHL1/pesMC6dq8TBMB\nU6U265WTZxNNUMUDWbQVjaMrzcG5HULEmlC74GG4xy6oIikB0NYtge4xNLeDNAmoDMR0cN750ZGe\nr+4/DNEVwDXvUcm6FgouAMjO1B260ADMp1uGYehIir1Z33lUR7SCMK+Fk7rtCFAo89JRQUNCcGSC\nl0bS/XGqyrCZvPsDR0IBpcXIOKZ9mWhmYK60axRaaYTWMHRvVIeO1NUwkjchWCUMie6Eds5XBTFQ\ndQ7ayfuhUwr94OzuWuclW2ukIeAdNj0JWtnf29QP0v2VxTj6dWr1wCk9aDsvdo52HQWNNHHO2xFd\n2ivSXRlzKk2MdVkZpwlpHqBTt814R5qhvaT3Vhml6c5FoqyLNyHM25UYHWUu88oaB9a8Ui327xQZ\nxskTQs2Ew5E7pZKLI8OQAyIbcl4IVji7dY+GMAzqHmj8+U7DyGZ02qCUjGBMm0OW7YyhfV+4KKsh\nktS7jSBgIqTNiIgirRFjc8dCg83hZWIwxCpijSguPjz62GMcHBwAbrRflsUDSOeFd5Xb7pm21giD\nUYoSo4OYEN3IHlSRnjTpvLn7SI1SnIPsxQ0lZ98sOhACBAqWZ7BADMKlzYYHH7jKwTRw6fIxt27d\nYpomNpvN3mLWWmWeZ3JeOT27Tc2VMg6YOQ1WyspJuYWZ79mT07vcuXvGuq4cbDbkXDxx4nTWdrul\nVVf2SymEGNgcTl9VPHvDAqmbJpzER5QNmd//3d/j6Q/+JSSf8Ye/91u86y/+ZbY6obUhptQ6czAM\n3oqnXsqKtX3Jqr1cjV0tf+FLz/J1jz+GqfANT7+T3/v9/4vN8VXM2UGWZfUSqfNDQRMN57ek81lN\nHBG21gjpnGcyM6K6+m+9JXCI7nt14cYFk53YIOZoquCeSLPqfEyIDMERY+12DmuNYF6q7Sw5Oa/U\nKljni1OMvfvFLVx7s7Sdi0W1VmI/DENHZyLeUQJuuQziIkrCKQrtrZk7a9aepxYYwrjnqnclW+xC\n3w6x+Nf10jOG5NyqancM+IVE6PY1pcm5KKjqwkRnrfcugVraviWzteZlIR64DedYsUbJrvrvq4Vq\nnJ3NmLk9BzJNdzSGuRpsAZrSrBLazvsoDOOAWWU62rh1y6DOC6UWt+CIm+R3lc66rjR1VJQ00Kx4\n8BwnFz0G7x66dHiAhsDdk1NH2zUTQyKvMyaNRiAjhDhxa7sQwsi6rm7LqbXzioJhTml0IVRUEQIh\nVMyEZt7hZQbNnP4B8yStysuvvMrOThWCsuZMiLE/K+neVOeN19X921cuHXHnzt09pVNqYe57wDri\nrNUoJpTiwbR2uoieeGNKXg2KsJbGPGdiWXn7k0/wtie/zq9VGxp8Px4dblxAxSi5cHZ2xunpCTln\nlmWmFBfAXnrpdI+iT09PODk5dSoG8RbnFBiGkaUYc28SsVp4/PrD5FyYly3Pfel5RAfmtXFWvzrG\n8w0LpNaUakZQYYzwzscf5zN/9M+cr8qN7/kL7+ZfzDNpSohESJXRjIfCLW6tA6tt0HKKhpEoiTA0\n1iUDCQ0r1zYDv/3J3+Dr3/Yxzu7d4Y8/9VmGzSXMBA0gEhjHEZVKySd86lOf4Rve+R5M3Ra0loKJ\n7MtWVUdBQ7BOxBtDSDQTN1BrcEuJNSRIVy47RwpoV8trKe6B61SCq4iVGCJB3btXC4jGnjk9A8fo\nJZCm0Mtt2NUf3sliPTh38UT8INUKMXpZd7+fENyjuPPfiojPCOhCx66s25X8rVWG5MjXBbMd51X2\nDoWdsg8eqFBFiN5gYNatYTt/cOyB1/aBuf/B+R7ZfYcg+/+uzUWKiosTeSm7Dl4wY63L3pZUyoqJ\n96kjEcNL9HVdOnLfoiERequnxEgcBtyO2PzZZtu7DCSNlNwouXniDa1bxNzfGljRGFnXhWlQNuMh\nVgsxabfcNM5Ot1hwHtEFJ2HecYjNO61ag7wWYvRDLRrckxyUFiKEnTUu7mcRmJkr/uLiTtTANCXc\nZOfIzMwIU/DzpE5dqLmhcBq9Qw+sP1t3F6QQuP7oI6gIN2/eckU/xn5fhY02hOjing5IrY6KQ4HB\nk6cG97iW3jZdu44wqjBNkaeffDdBjWee+QKnp6fUUhjHkXlZyOvKNE1cvXqVg2mDxIAEJUridHvK\ncy88zwNXH+TKlWusOTMvM6UY43TM2mbO5pVQC+XUtQVwe1kMEUz59OeexxBybsz1wMUsGcC+OkP+\nGxZIJUSSQFJjE5XPfu6zzLlxGLysuPzIIzzxxWd4pQ3U4YCxGo9duoTdrfzqb/4GH/rIdzNwTEHI\nUpi2Z3zuj/4FT33om4kk3vbUu3jXN38nv/VP/oj3f+PX00QJKfUa1DD6w0yB69PIM9PgQdRc7ayt\n7ctMUXcFCI4IhsERLWbEwctC16u6SCKGmOy5VBe8xJXqLq651d43+cEmYYYLWWZU6babIVJaYRwc\nTQxDJNJ7mc2N2601/66CG5n7bIDQGuOQ9lnaxYjzvmt/CLr/970Y4wzLHg1ilRSVIY0uSATFOtUA\n52LCsixedu+CNdJ78T0QeVlmpMFLKZ+x4NfYcXX/Tz/hjlIJ1fafs7f5gNNBuDWqdtXbhRf3Jpuk\nzsn6oW/dohPTcN7Dfp+YUEthrbV7P73soyvJIkJZMxKUaerovzUXMmtDrSM+a0RaR1UNq8XbHQWI\nbonSTjXEmKjNg02tPRhrIKgPzjBzJ0MI6l7YJmj3GtO8VVWsEaNbAEPJtO7aoLoegO7s/DCOY58d\nId4i2Z+zaweN1npZ3x0YiDFvG3dOTjETQkrk5mX8mjNrLZgJ1bx7rnVx0GkZ78V3iyJQVgZ10fO0\nGoVKwLCaefH5F3ngylWaBE5z4LVbdziYFpazMx5+6CFElVu3bvHC/ALzsjKOAwcHG77wxWcYhoQE\n5bWbtyi0exnSAAAgAElEQVQNSoEaD7l3tiDTNUxWmvOBlJzJ64pqcisjwnat5GKEYcOilRQUNw3+\nOUGkQei8jWA1c/3yJT70/vciofHg8QFvfuqdnJ4a/+N/92N85Ad+iMPpkPnFl/j1T/wOt1NmUxtz\nP5hDDRxPGz74gffx3K1bXLn+MHWz4b3f+Vf5xf/6v+VD3/QOtEFUw52e5oExBYagfOHVhdO24c69\nmQevHVPzwjBEpDq3l8RRgKrufaa7/7n6a5TmXrfaKjn3rC6ORuuyMMXYpxMJMXrpZ2ZoDKylogjb\n7HzsrlwGpzCaGYqybhe2pRCD7lG1d4nAXFfatjIOg1NQfQpTrgDeG93sXEH1gRrnnKkZBD2fclW6\nr1REu5/X9s6D0to+8EL3HabR2zS7Kr7r7aYPF2nmHWSllL1C3lrbW9tiR6Vq3ixQSqGPoWDpU4vu\npyxCtwnlUmmaesAQpCnXrl7m5OSE1jxQiBnW/aKYt1ciiYi3yeau0ldzpTvXRowBMX8uKUaKuACz\nvy89CUoP4rU2F67EO3S0c5hh2Oz9y+rMNyLq/sd1IfYuuCQuHNEdDlG8Fz4m329DjN7qGcRN960x\naMSa01BlPmOISsZ9uCkEYryvM8gCrRQv+XExU4M65y6Cigdvgg9vaX16VHPC2au0XLsY6ElkihMr\nGSuVqO7zbM0H8tTeWCNFqFRUAyaBpU+DKqWQzQgMvHB34fk7L1C7fUxk5GwRTAfuzQuHg9Jq4dkv\nfYkhHVHtNhLg+OCIZbvwxc8/SyWicYIhQRjIVWj51Dn01ih19RbSNLKuRq2goaJh5mCMiCQmHffP\nd6dvfKXrDQukS84oxpgic4X0phv8+P/8d/ir3/tR1rbydjvmH/76P+Wv/Lvfz/UHH+D6tQN+51c/\nzbXHH+MD3/pN6ACTRoxKGpQbN27wm7/5O+g0kra3yc98hp/9yY/zHd/yFEdHR/tujJ0v0Ns+F2LN\nPP3Em3j5+efZ1JlURsY0UBGmjeemID4UpRum9sKG9T5sw/0atQEaCcnVbKuNUSNxmpDoGT/nguGH\nIFvpHk51e088L6l39pvY24jW7vtLw+jezp2Xs5nzmRKp5t0mKcV9wNxxeLvmh909APajz3YIcGed\nqftA4Ot+1CYiBINa6p6XpTn62VlcwE372i1ejjKNUrNbo1T31q37GwB2yWm3mRu7sWzOAWoI3ZLm\nQzC0maO+boFrGGGIXTTZIVb2ycF5bd3fC4mB1iCNGx/DFyLNIIkP9ajWaEHZNk++52PiPEAroXO6\nfr3ibiSGccR0Z+Fyj2wakne5dReIYIzD4I0BzcvzzTCw1sKOWt9sJp+S1RsPXCSrLNk9kyZdbRYh\nbkb/p+2aHXzwB3A+AKT15K3uPCi1uUgkglr2GQPdPuYjDb069IrfsApi/kvOtVHzGcvqHtmTsjDP\nK8M4YRLc0xpcpJPqd6s2p5HScMAw1m6kcIFKEYrtBNOGlMY0jmy3mVdfOyXGyObSm2gWyMsMAqtu\nqGPk+mNP8OyXXiQMk+/DthJpNOnNBuYUU6Uxl0oTQ5MQPE32CVbGvMxU2zU3/DlBpGMwUgxYyVRr\n/B+/8evcuvkymyEwjYlXX3yWj37sr/GH//zTBBNefu0Wj7/3SX7+x3+GG9/+bpjdfxijm94fe/wJ\nvv3ffIA/+uefAjHe+q5v4D/+kf+MX/3EJ/YILOfMdrslhcg0JMYYmAIsc+bg4JDXbt7k8RsPU2sm\nDsrp2UxKiTEktquXo/N9mUpEGII/eEyw0A9v9cEjTZVSM80qrI4gpQoqac9jSRdpWnUz4S6o7AM+\nAVOBONIo1NpYSiYlFw1aFS9RcfP3kAZyXrtFSvdBc2cW3wWq++d2AnukCL6RdpTAl1EB/c+GEGka\n9i1/ZobpuTDl7X3iMwWa265CEKq61Wbn9yu9z3yHwO+nC4Du6vAhIq1baHauiNpdBLtZmK0Udx+U\nQhzGfY+3dhrCf04Zu3hXxPuCJLrthWwQQp8R261xIi7uIDSx/UzU3TNy5K1eerdG0v4M8cEiQxz2\nZn/LmU1HtF7Gd6tXdLJmiIGaCwfT2JNSoO3ojF0yMu/kC2lA1PbonD6jovZn6+ja5766GOml6g6h\nW/PZAspO9AzkTpOYdEsiwR0Es09F0hAQc85eireiqiqHlw4QjcxrYbM5RBViMG8SwX2sNfhMX08s\njVxXcvdP11rZTNOe0xbx8XvLdmaeMxXlNAvBFKiMthLS5IHe3Of68qsvMQ0JoSKtun1SIyLqHtfm\n7hOTgSGC1plJKrUtrNXQ6KMknWOxPuntz0kgvXP7JpePL5HGkTEmHn30ET7wvvf7BCiFT33+X/HQ\ng29iM40sVhGZ+K1/8gJ3OCAsKzFFmhVKVRThv/pv/jbPPfss/873fQ+HcfJJP0m4dPVyn13onCG4\nWXu7LmwXY6PGb3/yn/J/fupzvPWJt/Dk299KVGU59YEMpRqzeJCp3Rh8f0dI6Mr9jlIEo6UIfeCt\nEUAS1RZaXX2ep08JJpo7Atx6A7k68nC/Z+fl2op2o7mqEpL/WcuZXN26UyV6xl8auSxsxoHt1ts0\nt8sMsFc3N9PU7Vve1mm2Mmp0s3Ppk6Zgj+D3hmmcNfI5BB7UQvCWPfeF232Ixx0UKudiVc47ZAp0\nHL/ZjM5VYz7RqDVqaah6S2rJmWXNrGXtU5pGluzii3trE7V5yajD4C4GcQRVi4tS0pGxGVht5F6y\nYtJniTaqLd6PXLsnWApW+mBk3EQeY2CI3haaQqBi7prqfJp/Rk8qrZFC8sEZAR/kIoK0hrbGpk8m\nS6O7PHKrHgQRpPPKNH9u0n29skt63VpHo7cfG1hF8KDkn2uouXl+SInM3JPVbrSgdA7TKKVXGbu5\npTgcrrv24cEDIuKJf5dUl2XpyE3YjEP/Lr0Cat6dVGvBrNJMKGtP4F28Pd1uSTFysNkwz1uGNBDS\nRMmre5k3G8rqVsij6HM4gig+bmM37l0Z4oiE6NOuxBtu6o6TBpIYUT2AK61TQpFGgBxJcQcshEMN\nnK5nTGPai8xf6XrDAmkKkFsjGAwq/MX3v5cpQrMCBZbVON2ufOazn+PJtz9NbYXv/2vfwN/7e7/J\ntgq5ANpnfaoyjCNvfstbuHP7Lptx5M6du/zBH/wBN27c4PkXXmEcRzceq+JGGCPoQAvwHR/+Lp56\nz21u3nrNBYCSQQJIZO2luGTnkmI4n0YF+EZWdYUdL8lqH4nmnj/IdcGse/5MWOdCzoU0jLRWsN4d\nJRpcJDHvn3fPY98YineC1IbP7xGIkdOzBY2NMShjSkQFKwspKuuyRSQQYyRNE2a1uw28F7u2COsp\n/+oz/5IXX73De7/1O8kdceec9105KbqfdzegmOi+TrFulDcD7eVn8PKttdInJHuyEO39/rZzD8DJ\n6V2EQIyBdfWh2ogyb2efL9lbVU1cXFt2XUzFxTU1Y5h8GLCq+GzVXdkOoMp2WTpvLD3heSDY9YvP\n87z3SwKdVmh7xB67x5Q+/AQJlNKcC+woedcuwH7IRtjTJiUvnmRNyLX4AGJx3nWeZ09o6lx0BCiZ\nFCMSnQsttRBDpNZCGp3uEes2LRPGGNhlcadmup9XvDMuKGhKXXzbtQ6rj5EDDqeJZV1Jo/PXqLDM\nM9N0sK9ITk9Pvbd+njnYHDAMA5t+T0+Xldu3b3P9+nVefvkVSik+K1R28wMirWSmacIG37m1FNKl\nIw/Uqhxducx2ewa4sGrNR+UNR8ktjZUuAvrcCBG/H83UOeTafC/G0K1ivudiGPZT4Ko5Rx6jDxBf\n1pVh8LkP1l0hDeP4aHPezfZVrDcskD5241GGIZFi8jK13OOxB4+Il9+E1IVXnrvDlcOJp77urbzw\nxS9w6zTzlmsbvv0vfIDTk7uE6ZDLm0M35dfKtWvXODo6plE5W874/DPPcO2hB3jPu9/Fpz/7CV67\nfQdE2GwOqbkRgrEsZ9wJgXrnjIPNhs/8yad59E1XfXOHhHVz9DRNtD6cY9+CZ7sxaOe8U1TtXTqx\nG+l9HFixRu1zBEJQRBPj4egqZ/MDo0n6UBM6L9ZbJQGNLsbsu1CAFBNryW4Pa82H/0plCOpCBULV\njopLxoKXbjk3fFi1kLTy3B/f449//3d4y9PvRNaZ0s4Fp9QHb2hPHBrcnyi59HJe++CHPtZMA3k9\nt2S5RdjFjlJW7t07Yd4uhBgcgYQEIZJ6gGpdWR2GASl1T3tsNhusBkor7plNI63P01yyCz1V3La1\n7hsTCt7WH6m9VXQckiMZESz4DM+DMYF4+auqpNAbGZq3e55tZ4Zh2pel4zj1JLPSnWOIeqOAvybF\nvLc9GLkubMbIdp4x4MrxEbfLyiYaBwcRs9jnOyz3+XV39jG/uJq/9iVEn+5EOx/GTFDfl+qctUbn\npoN0FBx381SlJ0UPuqEr+TsD/ZgSS/ZqxJpxuNnQSmEaBzJGTD6WMJij83VZOZs77TUM6OHEndde\n5ngzEOOGPtdyDzguH/Rp+q178acBwedaiBkpCpvDDaIe+K0PDM/Nh8oYjc1mYM4rpc/OjTFSS1co\nBkGKJ4cU1N9OYbCUhdp8HkMtjRCVmivruuyHzoBPFQPh3umWw8NjGsbcp2p9peuN62wqK/Pq5UsA\nbLvhsUce4Td+719yOCW+9NzneSQ7X/Mnn/1j3v7O99LMuHLpmC997jluzq/SDI6Pj3nw6iUOjw44\nufsKz7/4Iv/2d38305h4y+M3qCXz9sffxHhwQJXAb/327/Irv/JrfOs3f4ir164ySWJSSPM93vP2\nx7h75yZxOkDVvaKqypLPhSoIX4Zgau2tear7+Zk1z1C9Eyq3ynhwSOjlXMGIvV9/3p71oAW5uI1p\nx1OCq987fqx19B7FxYftUhBrXJ5GklRSEqSXLi3XPu5Pu+hhFKOXbF4K1to4rTPf9KHHePzpf5+D\nsy23+rt5Stl5Pb1kPR/92+1Wxp4b3dk+G4FWegmlilY/mHKfXenw4DLT2Fi9noTePdM6wS+ihJic\nIwyBZc3ElChnZ9x7/otcffQtzEyEtpKBQWAUKKpemlI5unyJe/dOepsqxKhI8m9vdfYmCzOG6G8i\nUOnKvWvNgGClIZ2HPd54B44PoGlIdRvP4aUjv2bne1U9GQL7xDqGgRCUKR12lNx44Ool3yPFTe6t\nc4J7D2cX4Xa86zC4dzdFf+dY62+QMLH9g6mlt7cafWRgc5eCau+Pl/20pvu70e7npVP/p7easq8e\n7p3cO6/mgqPcGALTpeM+Q6Ag44QdjOf2NVp/LYgPuKmri0NDTJ6AQiBpIEavVGrLqLplkOrJZJ5n\nCu62CChnZ7MPvJHo4xSL9PkSwnbO3k4ublts2t8X1TzZ196KGmNg2c4sy+IVTDf6+SzbxubgkFyy\ni3HxqwuNb9jQktt3b7HW7FNv8kqrK60szHllMSO1LSEcgB5hZQtLoRDJ68w6b1lLYV0rJ3OmdKX5\n+Wee49WbL/Pe976HVgrXr1/nxeef5+bJSiVCyfzS//ZztN4i+Fc++v3ceOQRnrhU+OLnPs2lB67z\nxWdeIUuiMXD9oQOefPJJN+53ceXsrLA923JycsrJySmlLOS8oBpRTc5v4mVGru7PW3IhhJ0p3gdV\nJPUWSutzJb3jqBCiCw95WQkxUdruYPUuGrx3uFWfZZmCcDicW2eiOFdJ9Wk8LQitZYI1H6sXRwqw\nzFvniprxgace55d+8Zd5+OkPUszfjyWt9Xcayd6Ava6rd8lER0UhBuiig1TvFFIVps1AK5lxHDk5\nOXG/KnC6LZTsQzBiigzDQIyxD7z2e7FrPd0N9Mg5U+rM+y5fY8qJP1zOuG2F7XzKtbDyc//LT/Bd\nH/thooz7xFe6oTuUla1VTJRJAjE6Sqv9NSX3t6l+2YyF3cSuLlKqOsrxFlv3S5Zy/sK3HV2xT7BB\n+xCdxhhkHzABgsRenp4HXdPzF+jtRcD77EfOldd9oGp4113g/O0CMTrCG4IP5Hbyx/af4TMJdtev\ne3/zzimx+3fwAOtBd/wy726Kwafq75Oo7K/VaiV0umJMznHTZwHknJkmn+RUu2cYEX/BZfNktMwZ\n1ejosbX+MsLdaMWRkvvAlz7e8P7xi6rKWr2bUGrjcIDDgw237t4jhUieZ05zoTVP7su8cunKFU6W\nU8Y40roA2DRy595ZF3sH/tbf/CG+0vD4hgXS7/2+7+FsmeHgGqclcnxwjSrGqFve99SD/Pwv/zIf\n/MZ/i9//vZ/hHd/wbbztPe/noeOJa1evcO3yhscfeYCyLjz85q8nqjENY3+5ms+wXIvzoWvOrFvv\ndolUPv3Zz/P8q/eYT07YXLlKSgc8cDwisvrhUBcrVL5807TWh/yWuWdd7dvUUWRKAymNHGwOsOCq\nay2NJVfWNXPn9m3W2vw7NvOgF12ZTcn73ZdsbvaX3sHTJ+R/mZLfJxYNMWC10craebHGNAyMKeJT\niAxdi5eCeWZoC1YXn5Y1XaZurnByesZM5Esv3+FX//Gv8IP/3vcxqPtUaY0UI8kNv965ZbvOrH6Q\n1G1fIQTmdWZ7tmImpDgxjAmkkYujE58/4Id5JwQMw+Dj03qpKh3h7qw+u8MuVRnWe7xDjvg7f/d/\n4tv+5sewqBzrynEM/NFLL/HQ1Uf7rNFzM3+ujciWS9L4H/77v8t/+F/8Le+u6QcQ2POQO//1nt/k\nvEmhdn4O66MIerXAfYHKr3c+jHyHsglgthugvWt2YB+A/fUh3d/bO82seQKu1pA+ulD7S+p2YlYn\nXmmtdguUo2DF7XDecOVvkZDw5VO+6n3DQ/YuhNotcrabaOY+0x2i1b4ndo0R59a584HW4zjSnVL7\n6Wu7jqvQRaDdhLTS/N1MhqNxa+z/7p7aus8FEmKfPtaqvwivK+v+PUNvAW60tZCr79HSG1VoXqFZ\n87GZbfWXMBaNhDSgIbEseZ/sdnvjR/7GX/+KA+kbVtp/8/tukNeF+eaL5NNTXrr9OebT2xwdJE4/\ne4kPXQ3E53+Vb37LNer6h7z0u1/gdhJq2mAx8aF/4338g1/83xnf9B7avZu0ZeaJd7wTHS6jEhi0\n8dY3X+d3P/nbXH/4UY4OA5//1D/j8bc8yVuf+gCPP/YINx65ygNXHuLo+BLDEPav4DDzF7ndu3en\nq+cuQpRSOJ1ntmdnbOctpydbH3hrle1yisgZN++8BpaQjgytucUn0DieAseTENR7modh4uDomGlz\nRIiBoAO5rty8fZs7d+5xcrZw9+6pl37SX4sS3BjunUGR0Ad+WKtYLazrymbagGWwSjl7lauhYCe3\n4fAKy/Qgd2xkvn2HJHAtLfzJC5/m8UevsNGFNEwMFLRuGVtBwohGn996mktXO/vouD7qUKPQbGRz\nfEhe+/uXOk1wtsxsNgfkkmmlv+piV4qL7D2N7A7sbmgJ7F9AZtH4xz/+v/ItP/Jfcnvc8n9T9+bB\ntqVlmefvm9awhzPe+WbevDlPUJkMmSAEg0gBKqMoBDRoN2p3VxnVbamFZXVplUaJWGEbJWpjVJVU\nUNiN2jgg2tEFUQUpgpoiSY4kSWaSeefhzHtY0zf0H+/a52aqFYrR0dg7IiNu3Dx3n33WWev73u99\nn+f3LGWORgWa+ZxXvubVfOoX/w0mwNHjVyODeHloCq25+fa7+He//O9YP347n7nnT7n+2qN88IMf\n5Kd/+qdZ+MhjL2vKskwWiijVlVSZSjbFEPoAOEVfmEqvMcZ98Xp/USSjqx8AGVRPtO+xf0kW1gWb\nUxaPsO/o2ifBJ7D6SlqqSgFtJA0CLfCPonT7SgGhyIvsLqWI9538+xAFGIHq5WYSBb7v2kIWZqN7\ndgOiahHzQXtl0UwGnwI266VWIfQLvsN7ef9m1pLlOfO2FW2osWKVxhHoM9CUwWvIoid2rfzsQQa5\nQYk+WmhsjtQtQugkXVXpRDQOUsLZXFoH/fWXzS9hsoLkO7Tt45tTB0kQjZ031F2HKZfwbRCnmYJI\nJC+zfn7Qa2/9/8s90ve85z38wR/8AYcOHeLBBx8EYGtri7e//e08/fTTnDx5kt/8zd9kZWUFgJ/5\nmZ/hQx/6EMYYPvCBD/Ca17zmr3xfvXIDefQMDt9KnjluHyVSiLjhmDyTrPEsy3Ha4kzWTz0rdAhs\nTyckZXjT697AZDKjqga0nacOU3IltrVm3rB9ecaxgyVDPcVv73ByOXJ8OfCVL32STssCcdcL7+Cj\nH/sEK4duAl/xxGMP8fy7X4EdHKKipQw1z7nhCF+4916e89wXcmBtmeXRgKuPHmUwGJENSrRKdG3N\nQpDuY8RXLVXnqZqKejKhbltm9RzvA04nmgSzqmF7ryalS71XPT7j4UqUJlCuZftaSK01RV5Q5CV5\nXmBMLzSPwspsmpqqqmjahmq6y2j7Aq6eMl1Zp1m5jhDAtC3LuqNIHcF3lGhudlOuv2bM2ignREXb\nRXyWE+wSISp01Bgn8Rs6CWtgsYikJHEpMgntCDFhbLafkY7O6EJCaYd2kuljrUb14XRSWMX9ID55\nXTkuLyAw3/qmt/Dgf/ks13pHtBbVgTMDzjx0P1e7go9++H/nH/3wj1yplq1B6cCnP/HbvPSuWzl+\nzQnu+8Kfc+2xA7hQE+ebfOo3PsQtr/hOrr7umisLjb7CCn2mWWFx/QGMvXJSSb3E6dlsgih4wr7S\nzkzG7mzG+FLNuUcfZ/WuW4hDS2w7iIrcieMJJSQsgYIsKt2+mk8ala4MpKzre7kKSD1dHgitLJLW\nXpnCk5JAT5JsuGJlBucMIXYorZjPp6SUGA6H4ogikmX5PnTbWEvooKqlvVO3XvgJBIbDwT4wqE0K\nXCH6WUTFoeOiZRJRKuCUoBlzq4S50ZO+ohJylNhVxepcd42YCfrru7Cyqr7tBLJW7NOtjCIYTd1U\nfeikIgbNrGnkJKgKLBZb5iQVsdqiA4ROEoKTUrQhobKvj/701x7tP/vZzzIajfju7/7u/YX0ve99\nLwcOHOC9730vP/uzP8v29jbvf//7eeSRR3jnO9/Jn/3Zn3H27Fle/epX89hjjz3LJbO4Ef7FL/6a\nUMCV7K4n1wKznU2q4TF06rjGOTZmHdYkrN+F4Tprw8Du5pNEM8aUB4U0lKSRLvk9MtFzWQnKkueZ\nEJZyS24dtpvx+BNf4abb72Tj0oYIgyczLp47xcWtM1TTCQ5LlmeScNpMyMolsvGAtg3k+TLaFsKg\ntDmNRwS9BO547u187Lc+jnJjVkrNuVOn+aZXvpITJ2/k+KFjHDm2zvLSQHSJCLy2Cy1N3QK9Za5p\nOXXqFHt7exw4cIDOe6q2paqrPl9Gzj8SjyIV3+JGl/FxrwBQCqJH9czWQZahlKUocwalSFe876jm\nNbGecvqrD3FuY4/R1TfjlDyErh/6xN7FZbTk5bj+yBx6mdTiWKxdRkwSA7GYwPOMoQlINLLtbagh\neHKXYdQVmcki6XLhgd9vq6hE4WeEnS0++Ku/xj/+yfcxm89J1ZTf/8QfsLW7x3//D/6hDNWCVHe+\nR9RFDSsu5+H7vsRzXngH9/7JZ/nBH/5n/Idf+SVe/y0vZ+ngSb79jW/gJ973s/2kNqCV3l9EF2L+\nRX/ymQ6x8Iy2RNu2+4vo4n631srPg6YwGbOz5/jCF+7jRa9/ndzXCurgcVZaHL6Tz62VQhvHArO4\nr1FeqEWgT9FcmCBSL8fysqD0w6XFRqeVEqRgnosVN/pnbQxy7S3OOepaBsAxJWLf/15aWmJ1dRWU\nYTKZcGlzUyDO1u1fj/1NxlyJsml7uaF+Rh950RrwQWLUY4x0MfZRLXJaS/33DzFJEoYSDKBEP4uK\nZj6fA0o0uW1FlolMDxKhk2P+vJ6zuTUhppzOWqwVM4c1irIsoGsIzZSysOxMpkwqiMqijIT0/fg/\n+Jv3SP/aivRlL3sZTz311LP+7vd+7/e45557APie7/keXvnKV/L+97+fj3/847zjHe/AOcfJkye5\n4YYbuPfee3nxi1/8l973+tWMLkl6aMwsWaippmc5unqMlBzKXeS4Krh86RSjIzfTocG3pHqbC1s1\nK1ePSO2Y5OQGy7OOjYtPEIPmmpO30vqK59x2PTtbO5w6c46gHMMssbRylD/87OeY7G5y4qY7KIbr\nHLhhwIF0PaPxEsZayjwXUW6K6CxDaUvoWhaotqqaU9c109lkP152trfBK19yO7PJDmF2mQNFwe7p\nP+WhM1/kc9MpTQi84+1v43/5sZ/AFuvM93YJzRyVjzl6/XM5eOgI62PH8/7ezVy6dJ6PfORzvPs9\n38/h0UHuvPU5ZEVObi3aOFlgq4poHDoJ2HlvNmEymTCbz5nPJgQM86nH2o6mrtE6J+1O5OgL+xVw\nGRsG41WuXz9O5wqGg1HPqVQEH/mVf/+r3HLzzbzx219H0zRMZhVVNWM6qfvqBIy2hHaGto7WS3if\nj2I3TMoRowywCivH1dxCCp4miMTJkMgLh/jyjUxMkyyoKikybXADx2NPXuL0zh67u9MeQpHolOPC\n5i67e7sik0oK6wwmKRn+JcV2DZ+67ytc97wX8IK7X8Tlrz3GidUxo8GIJ+//U64/epSf+Imf5J//\n+D97Vv+0bgSbZ60ld8Wzjt7GXGEKxLhIPQhYJzCUru0wFmJQGJ2omorXvOO72C1X6JLDNxNU0LS+\nhUGP9lMKhZENrOu7sYr9jSimK1WuLE6e5KVCw2iMzTBJ+LsLfGBR5PgUsXnGwSOH6bqOyd4etrew\nLjaMlBJ122B70E1EszeZkYDtnT22d/b2o3sUAuBRKZFiK4NHJXbl0C0m9j18Jkm4ZNPJvRLRdKkn\nMVlL7ALWyWYVe8PEQiOrtab1nagilGLa1uhk2JlOAEmlmM0mBNXitARjWi1/NxwuEaPDjQ6wM5+j\nWy9gHQsHDq/Lhp6V1JlmZ29C3cpn8LHBx4Z5v6H8TV9/qx7pxYsXOXz4MACHDx/m4sWLAJw7d+5Z\ni5WU0HYAACAASURBVOZVV13F2bNn/8r3yF2k1IaYiXxk2E2I3TnGbFGxhGsMxk3wbom9zvQ6NM2p\nr51muH4jx46vcfZsizc5GktVzyiygrqN+Cg60NYnDh0+xqkLl2mUoZ7WPP7IgwwyzXjtGmbVgKZR\nFDoycHD20gWW1g6ypRaRyxLmpRAmQGZAGUVCo1XB6soIq2N/xHZoDpHpRFEKGDgzUtl1dUNodtg8\n+yg//6PvJi+sRNF2M/Z2toi6YKhzmm6DavP32Tt3kW86tsQffvTfUjczprGgc+tsTGqsdXz/97yT\nj3/iE2SjA6yNl9l48kGOX38Dd979Eo4eOcZNJ29iaXWEjg0BQ0Dhm4q2belCoOtaJvM57bylqybs\ndhGXDwhdZHMyY3tW7RPw3/Qdb8JpOHXqKVKKRKWwaEbDnOEo35/a55kjy3OyTKIbUg++qNtI13ZU\n0xnztqFtG3xXy0JuDLl1/TFcZFf1rLpCrVpMrJPCJMXTZ85jXUHjI23bkduMt33rK8iL1/Dl0xc5\ncuwqmqYFEoNBKZrX1PGil76cO+66k6889CUaP+DQ9c/l4uf+nIdPneWaEye59Y47uGPtEG1TSWx1\n7wJzzmKs6QEvUt21bd0H+MlxOSVo+hwsYwwxJKpKdKFdK4kGKfbH5KB48d3P46GHvoxKHpRkBy0G\no1JRS3WW2+zZSoB+Cr+o7IwxYi5QEZdZmk5oZkpD23myQo6mx686TuhaNjY2mOztoZTQ8hfV6r7q\nICnZ+EKi6er9gd/CgpsWA6B+AKf6KJRkFhKwDt8FhDth9itlSHTdbN++a4wVX33oQy57ALTp1Qax\nH6bK4Ff3mWM9wzZGloc5IUTm0zl10wCWLinmqZGvCZEuQhVrkm8ZFY6TqyPqpqKtPStLQw6vjlhQ\n2mazlvlORRdbyiyxsrrC3u6UJvv/2Nn0zD7Sf+3//1Wv3/3Y/ykBbgqee+vNvOzWNXa9pqsbdoKn\nK4asZZELO6fJ3I1UzYRhc56LOwWl9ex+eZekh5BrNB1Z42kvb1AsLUvT3BjOnjnLtSdOMnAFY2Ow\nZsBVd3wTzohDKSmNS5pcO7rdCyytDNClJQSNoSPYEh1qDB6TIlbl+FZkFikldBsEYAtoNSNTAdV2\ntAnQHcFpOpcBCm0iB9ZP9MdGiw010UUOXHUD+XgM2rIXWpadYXVvj89/5o941YtvYTKfsrO9yWy2\ng8JRDleIkwe546SBcJG6/ir64JzgH+PLX6546tJxag/zrV0e+/Lj3PfAk4yWVgmXzqBT5JWv+3Zu\nuPVmrj15jOM3XsNVa9didCEgkATzegokIlFSRhHdp29bkp+xtbNHNQvM5jVN40nJkzmHbz27s47C\nTPCdxxhxHFkr8cUpRcosMMjs/m2nlKYsB4zHY0ajUX9MhPmsZnt7m52dHeZ1jQ81ZWE4cc31dN3n\nKa1laVCiVMfpP/ocxw4sEyZzuvV1jHVYOqyNxGRwZsTu3oQzp04z29nFOseP/4sf51WvehV7PvCe\nH/4xvvLlR/nlX/qAaCUVFINBr+eNNE1FDC0+SIVUliVd11GWBT5ELl66zHA4pMwKSJ1oTfvIZpUM\nOkJV18QYOLexyWZtmHpYdpqmmVOYoVg6eztnm2Tw1TQN4/GY2WxGWZa0bYuPcrz1bdcnyQoToeta\nlkYjkk7ELlJklrqeo5TiwrnTOJMJnanPr296Cd4CkpNiEmC4WuhIe7yi0SQtFlalFKfPn+PwoUOk\nrsMA1mX4mJjVkXw4Bi3SvaQ8XdWgbGKlLLjh2mvRKuKcZj6fU89qpvOKje1tLk33aIOlVRmTuqV0\nMM5zTExU7QTrrOwXKRI6z27o+s1Eg8lZW1tje3d3P2TPGoOLEUXAZo6mrjjXzMm14+oTJ5hOp0yq\nxN7uLluXL/dMC6GoPfTwI3ztyceFgxD9X7lu/ddef6uF9PDhw1y4cIEjR45w/vx5Dh06BMDx48c5\nffr0/tedOXOG48eP/5Xv8e63vhlvMkISDBnDDr10mKcu7GCWljFW89gTl9nemnNgrSI3DtVoXnjb\nnTxw6hxV22EHBgIUvezDWsPKsGR5YBkPc1ScMoxbHFuWRrtOYGOL9QntW9Ai9Ri4yOV6SpEbbKxI\nOoPQYn3Aapm+x64j9cJ8iVaWyGilLElbamW4VAeqKtFFg4+OedOibEfTdL3AWRFSwGSKruuDtuiw\npsIaRwp7HFiBU1+5j/HKYc53GSsHbuHak0Mk88yjlWE0Wua65+akJPCSphNZSNtU7G5ts7lxmaXr\njqIuPcaRu5Zp6y30MYOzQ6qLn+Wx2f089aWCMMi44eT1/P5/+hzX3XAHf/4n90KYcftLX0e5dozQ\ntazknre+4dX89m//Li95xasZlyWFbrj6xhs5cOQomdWk0NG0njxT1I0nGS2KjLahmkrEQ1PX1G1H\nXTdSGfuOlKBqIls70339pDGKBbDaZpqhKzF6SJ4pLl2+RFHkXH3iKC4Dp2B+w7XgNCcOFejBkKfP\nXkTHlkOHD4gv20Q2Ni5x7Orj+KYiKsvjT5/lm3WGr3dYGZV8x1vezObWDopI8lsMlsQmaE2Gcxkg\npgnX8x20kamu1oqjR9YRx1iz79xZDEJCCDRJQuLarmHj/Hke+9p5rIXGdyST0/ooAzwSXkW89zRN\nJMstdTMFFfChJsQOZzTBt7JIa2j7dJUUFXvTuVyzXtJUFAOuyLPkrvW9lIv9dsGVIVpCepI+Smsg\nxEjyqk/V1ayurnHDieNcc/XVaJvxpQcfpksGY3PGSxpj+5aG76RdbzU+thir2dnZphyN+eMv3E+H\nQikn1mmfUPkyDsVKUXIVHQdXl1AqsbW1SVWPaJqWpGSoppzj0IGV/WHgfD5n68JZTJGzPCjketc1\n2sBgMGRvdwoqIyXF3Cceffwp1lbH+K1NfNewtFpKknCWc6BcZWV9xJ133sZkb48QI5/4+B/8jdfE\nv9VC+sY3vpEPf/jD/OiP/igf/vCHefOb37z/9+985zv5oR/6Ic6ePctXv/pV7r777r/yPTZaRQhd\nL4vxDJOhi47NvQkro44itgzKnAtdxyjztI3jhhMHMZtnef5VQ4ZXF9gSBkmOckYNufFV386Tjz+B\nsy0Dp1lZHnPp3GlsHIvdsm+gB5MgWVRoSF1iNq8YDNeoGgitp1dzUPkWrQzQOyYUeJURUqL1kXnT\n0oSGmFpC0mBz6hZaDSYVkA3wzYyEpmst4h3UYv/LBM+mlMNh8XVEx5ydvQH26teyPatQ08glr+Hi\nhAxNpgylAa02qKuZADFipFMRoxODLGNY5qjyIGlU8KLXvAVlc7q2ZlDKwCnLMpaW11A6YzjOqKeb\nfNMrX8fWhcs877oVtpstnvjyF5me+wxOOc7GlgdHT7H75AN8+OE/ZmyhaWrc6tXo8TGG4wPik55e\noN44x/jYrawcPM5993yKg+trvOW7vpODx49y4NBBDq8fJsuz/g6Q33/VzfbF6N57mrajbhomkwmT\nyZT5fEZbB4LvePGLXsQv/eIH+eKX7uPCxh6rRcmxY+tMq4qDqweYRMvVN96CCjW5SYTY8dCDj2LO\nXeTl3/zNfPqP/oTveOPr2d7c4sbrTpDmQ37+p36MT33m8xw+dJBZI6F9zigJ7EvSnzNGSVBer/cM\nwTObTiVC2lqcy3uxuPRNnRPRfoqKTCliNERlOHPuDPd/8c/4+9/8KpQqmHWezCqa+Zw8F0OBy3os\nnsn2gS+CXwzCELWZ2FuVRscoMiwcubViAQ1+/1itTR84p6+E+2mjn3WKdH3stjJG8rRMEpUF4Dtx\nJ1VVRV1fJMsKLm99WXzzriQZQ9D0AOtI1wbazjPf3uQDv/xBfvQn/iVnNiqqYNg7s0EVM5RIPyAl\nlMnEIk1HU0+p2oqd3W1Ak3RG1ImgFM1kztKwIFOR81syCxgNh0ync6wr6HyiayUDrSgKUvBU05qT\nJ69j7cA6X/ziFymixzjDbG+P2kiaRZy3jEZDTlxzstfYirHg7Jmn2dnd+LrWxL92av+Od7yDe+65\nh42NDQ4fPsxP/dRP8aY3vYm3ve1tnDp16i/Jn973vvfxoQ99CGstv/ALv8BrX/vav/xNleJf/eKv\nMW1aPBmEyHOPwPRrDzE4fB1uvMYBt8thtcfm5i6snkRHgW2s2ykXL57HHbqOlhJDQiuRUqytDbl4\n/gx6uIZWlsPLJace/yp6aYVgVohIDHLtI50PdF0ghBbfThiNhmxPasxgjahEfA6ya3ZBJp9lYTEq\ninspRAGa9ODjpNQ+xiyixOmkDD50IvUxGT4JB1Wi6ERP2fQRv6IV7L37Uf7LMye2S5tLD4yA6uN+\nu66jDYkmJLySmAhrJF2z8x6tUg/bFeugUREdA5lOZEro5M5AZhoGYQtnHPnBqxkNS5SOuAy0jawM\nh+TaUriMosyYTvfY3b7MbOcSsdqim+zRzGZkWSI2W4AhhTlORdrgUG6JSZuo28C5quCd3/U23vtj\nP40pDrK1uUk7mXD981/Kwauv5dDBda4+ephrrzmA05HlpXUGyyvkrsBkEggYUfgIKrVUc3l4dne3\nsC7j0a88STEcSkxI6Ki9AGe89zz55NM4k/GcE9fxGx/9da5/2UtwJF5wbJkHnniKvewQWQqUaO69\n/34UkXGZU2QZB9ZXuO3WG0SipZRYDJXG9FzUGCPex/2J9aKnGUg47WRoZjTWOf7Lpz/Ny172chb2\nWmEeyPR5kaW1oGQFoO0Cptc76v7ZEeShk4FX/0yJx15j7JXY58Xg7C+23xZC/Gc++qF3G6EWQxfJ\nhl/8LCDMB1GKLAwB/WkySXGQiCQf+OC/+TnqzvOyb3srf+85NxFbQRwuKEtdCLS+JXjRI5dl2cO8\nO3QUq+76yphDB1fZ3thkOpkwncwosxy0JXMZScH6+jpVXXPu0kVarJDBElTTHTKl+iwJjVeK8XhM\nV08Zl46mnlOWJSHC5Y0NlldGjAeWtqmZTmbUdcOxY8d497u+9+++s+lff+DDHFjOGOeG0LQM/B6D\n5jzeLZMP1nD+AiEGolumUWOiztAqMbQzqrpCFwdRqiBp0ZuVFuJ8ghuMqckZlDnznXNcunyOmVon\n5evUXkTrJi8w/dQy03DowIjtrU26LmJcTtbDOnxKtG1P+laQZxbjhKIdU5SYWWP7gcAVjNi8a2T6\nGkRIPK+meGVwtkBridgwWiALAY1PAtltvbh+fD8x90m0eMb2ccfQxxYnTBIqeULhkEa8T3IjGcBo\nQZmVVuiSeabRfTFglAz4nLW4sEHceJyRGZKtX4cxcjxU0WNJkDoiEvxnVW+fzCT2uShzlNVoJ720\ncblEcoql0TKS49PhrGJv8xyz7YuYumF7Nmfj7MOUehdvEkXMKMpVgi7R+ZDOWDb2NimLAY8+cp7g\nHY9/7Uku7bSMDl7HrNUMlpYI3ZT/9rvfwac++Ume9+JXkLrA2sqY2+98AasH1gE5LodWcG1107A7\nmWGVp6lr5nVHu7NDmu5waqdhK1ic8RTjZdHC9kJwemp/pqVqzvq4liLPyHPHcDgkzwp88Mxmc3Z2\n99jd3aOatzS+o3AZZZmTZxat4czpMxw6chSS7p07YkjYd4oBpETUPeAGnuG60vvWWYCuDzdctEVS\nEKbmX2TNLibofxHW/Ux+rOoLgRBSPyKSz5NiL/vSej+7KqQeZo2kGSyW6IhnZ/MS//In/1duuu12\n7r//YX76X/8czkmulrWLBIlWFlXVw7atALVDEoqZIuK0omvmaKCu230jipwIIk0baJpWqvUoz2Fc\noAWNZTarSam3L5tEpiwq7HHH7deys7FJ2zT46GmDpm0CIXjms5k4yJL0q3/kH//Pf/cX0o99+D8y\ncAriAl7rsSmB1egYWDMN25MpenyIKjoR1haOLBNqUow9QT1Jv9KQyG1kMq0gG1IWOTY1PHHqLMur\nR9HGEdAiz9EGn4RSPnSG3Hiq6ZSsHIDJxFPX55AvdvbF9FRr2VkXJO0uCitR4kt6f3hfxcouHGm8\nJ0QlmUK9XKaL4p5CS2SG0gJjQGmBMcSIRYTRjkhhtSR1hivC48ypngGqcVZhdcLFwFJRSEXrNDa2\nFE5he3mKADbEApmllsxPcc0F2pDoiquEuJTkAVdJrIpiQYQYZJptVB/tnETnt0idFHOPXFdlJFJF\nG0WWi9NLW/GZ28wKKLgPB7TWUmQZZVkQoqeZ7xLqXTbOPsn2pXOEyRY+NmSZxqrEIMuZEsnLAdSe\n6WzGtK2ZtQUTP+bCBHabnE6XxNDwvOe/kE9/7j5WDp7g0tfu47nPfS7f+q1v4tDhQ4yWC2yRo2Ik\nNYlZ41G2o65rdnZ22d7eYT6fUdWLKX3sU2wN2loWiZqi15QFZ3HMT0lwcEVRMBoMGJWWU08/zWhl\nje29PS5d2GA0GPbvI/If55y0BZJUnIv3N1bLhLvXhSZA6X4hUzK4E326yJMWi2NMSTh99FrY5DGY\n/UV0f7Htn00Z5KR+Sh7QxvVSNDAp0iWZrqcUEICPAKfrCDmeo6Oc7/ne7+PCXPHyV76WN37Hm0na\n44xFxYRxhi4G2loUJJkx5FayytrgUTHirMY3M7pmTtt5nM3387iEXiuVZkAxyEsMQaJEosajKIqS\n6XQGJLIsF/dWlzAappNtnNPkzjKrKpIyVHVNkVkKZ6lnM2K/MP/TH/mRv/sW0aH1kuOuFUhnCqs0\nySiMMuyZMSE/zOVpR9XIkUdFjakbkhIc2EJP5/KcqBKdUuSjkiYIE9T7wPqhwyQlRG2rNcaLKHhg\nDblVZFZD0jSdQ1tD6KEUJI3tN/BFyuUzvdeqJ63rlEjJS2KmkoW6bqKI1pWj9VB3EDB0i6FCFC9/\nkDBKyStvO5IryVUg1wGHJEqOXWJZS1pjNB7rDJnW5BoKIxWiU2IHTD4IBCbMpRcWgKRo60iXlPjl\nSbStUKeUVdC20LTUdYszkUaL9S4k0CmS2UyObDEicckQFDib4VsBbC+o5j6IvAUiKiiiF1p8rPq8\nHFOLbTCG/Yx2FT1ZlvUZVyIzU0BIGrN0K0fW7kRnApDO8wztDMkojua5TIKbhtDW7GxdoJ1MiH7G\ndPcMXTMlN3OSyVHqC9z24opQfYF0bcZu/QhPff4Sj6qSvWnD9rThJa/8Fv7tr/xHDh69Fp1ahktj\n7nz+Xdx423N43p1342y8koJJomlqQj/0aNuWqqqo6o7pdCbkolZiVVofqNrA9t4eZWaY1ZHJhV2S\ngfHqCipEjDUUTsA4RZFTFAUu0ywI/N576sozndfUdYPvAnXTkFD7ee/Bi+de68Vxvl8o9QJWIlhI\nlMCbF4XAQoECV9xZsR84xdhiTcS5HKMVXVTk3S4f+chHecf3/wBK9cF+wZMwdF2Fj1AuL6HrGYM8\nxylofMAnGWz5rhU4TZij65a2a4g9QEYR0cpSTWqUipR5xup4QOtblHJUc4nTFvODfN5muk02GMhQ\nSQmdKnQNo0Hey60AFF5FSB0uh66aEloFSWFNYm1pjHI5VesxyyPMgr/wdby+ceF3DnzUQE7VJbar\nhplv6UI/CbeDHiQsO5ZzRmQiz5jQqxTRfYibNnLMjVpD8Pio2NoTF4TSkmiZOyOJhqr3vxstNCLl\nGAyWmc1nWCs9T+87knZYJ0ORkCB42QcNhtR1pN6C1vm+b6Q0ISnmQZOSEamUUpAsXimsihREMpMY\nZn28btdgVWS4lOPDBqvjMZlREDsyFK5f0FTquaKtEGxcltE2HUppTJxJpF+vMXTGUncy4AjRY4l4\nDE1KaBVE22icxEBnmnEcYcNp5n5GXo5posdqsDqSqyQ0qihxb12MDLKSFD0u06TYSaXsI7kSPaGx\n0qtdADBE7igtEtFJanxPTtfR0fgrrqGJc/j+OkYtMTJNmKFw2K0/ZWvjLPmJ19LqSG4MfutRVlfH\nrB+9Br18DJcXrFzVkWKNLhyFKSE1tNWMwpTsVZustaIhrOdTVGzoQscwPsn3vf4IJk6J1ZSynBF3\nfpf68x/n4T+Cbb/Omc0JnpI/+vSfsXrgOKYYcuzESe6860Vce/31nLzuZqxxGCvH9uAr2uShz+qK\nIVHXNXt7e+xOJuxWU5LvqOuKLkg44qypUXtTkeQ8k9SE6j3xGlcYymIAeIrCUhQFS0tLZFkmJ6Cm\nYWdnh+l0Kpn0SqFwaJW47dZb2NjYpGkq4Ue0gbb1aItEhGOlr9y1WJPLIpykFWRiw1XXXcvdL34h\ncbKD7/3z4sDy+BD5yvkJL3/Du/it3/kEbnmJuW9EqaLEoZRrQQj6esqRwwdZGpXkzjKvpsxnLSlq\nLl5qaFtFR8vurCaFhCsHYBWpqXoTn6JtBTyuk6J0vcvLWqpWyybXLWRiSKKAUrStwRVrvQ3W47IS\nH1WPboyo1KFDJN+v0f9mr2/YQvq1bditA50KhARZNiSzmixLECJZJkcYow2ZM9KjCQtrm+mzaWSC\nLvktSG8pJskxCoo8H0laqJJjegpekhiVIjNa+l9K4UNHF6VF0PqWNipiVOTaY0KS/PcIOoLMb8Rr\nrgn4pkF1nkGW9SR5i3OJwhp0soKzUwnvG5lUpiRxvbEXpSPebeKUEA0mNATfsxwTNNEjgwvwEXF9\nKQOV7N7irBlB6Mg0ZKZ/aMU/S2aExj4IUQZOSr4mxgprEsp14j6hRGFpQkebDK1XBGX2STxdtNQh\n0cVEp3JaL8etLsix0Liwj/JzZkH5N9DjO8T37FEhkFmDin3McybZXdZIsJvpPNb0rYSFyygaHFNi\ns8f29h6rx1sab2i7PZqL56k2LjAcHef8dEJNIxtHChjdYqgo80ieK3wzxWYD9jae5vDxk5hynTJv\nZZEql1hdv1WiRqTcEUiI1hR5zlWq4DYimYG3vuvtTCc7NPM9qt1Nmp17OfvHn+TJz9RUCqqk6ZpA\nO6vYm7Xs7noG46Msr13NyvoRjp24hoPHjnLzTbewsjyi9Z24mYLHaMV0PidFRdM2tG3HdFZR1zVt\nW1PX9f5QKkSY7U4x04qLmzt9VbfAzPWpBHmBUeCMw1rD9tYlBoUldInrb7qBwaBEW4XVGQtWxHQ6\nFUzkfE5dN8zmFW0r+VhHV0v+/t238b/96m/wije8k+QFi9hF8HpAkyW224Ymau6668WUmdwD0kiN\naAK2cOR2Tdxx04p6PsVYKWoWfc0s01RewCY6NYysJIEqZwhRcJK1r1EuoygcbUjEIFHRsd/4Rytr\nNE1L6MFCKSXykUCmk5aBcNu2MpiNEZ0kEy2FSPv/l4V0u7ZYnTOwkbxwlE5TWiOTSQNlYXuKjwBc\nZQIpmUVdSBRlgVKaXPeN966Th94q6uRpmk70atpIpzF46lmL0onBYEBbzSUwSykigegTTsnUfKAl\nWE8ydxLW9h8K4UkaTd+c94zLAb6/uU1sBVIdNMlagR8oQ+M9WvWRIiSxu0ZFCtJoV14BVjJnkiIl\nWWBjgqic3EAqEVM/XCDgLPvE90QJsYDoIXqyvKQNHYpESIZKWXZ9YN4pZl2kjQkwdO2cA4Vi8ugp\n3DhRrSnqXNEF0K7AKAta5D70TX6jNdFEnHbYzPUxxAnf1eTFSBIKOgGiLOJPjLWSJ55a8lEBEZwd\niJYxt0QNrZdIiJQg9IF+Wit816FdQWKD2O2Rj8fo0jGMGXkeqEeG2LVcuHiOiV0laU1e5gzLoYjS\n0WAzitGQ7WqX2CkubFyE7ChNUqyPWzYvXSJfPkmyBvB0leqHIxbwBF8T7QRfVxS5wmWKPLcYu8Rw\nfAi3qlk2GpxDd4HCWdzAEbJEQYkzhsJa2tmM+XSH3c2LnHvsAS4/pTj71OPUk8t0SVE1llaVzCrP\n3jynLEdcc/31vPo1r2O5HHDsqiM95Ujuo7ppmE6nZJlEanTe8/SZ80wmE1LPuG07jzOOLgRU27Kz\nt8OBFUeKige+9CDaZNjM0kVxVxEk2VZaLC33P/gw3/Ztr2c0XmY4HuGM5U8/+TkePrPFmY/9Fu98\n+1u56vhh6tmcmU/U2vHwl79K3SWmjcdknZhhdE+t8lGiTXSLdZq1lSWsGdF1LdPphKZpmdczClew\nWlgG+ZiuloBBo5execbe3hxbLDOtLzAYLbM7C0SX4yPE6LEEtJL2S1NNpBffzwfyPBeiW4K2anHG\nYrTBuozgF4MvaWN8Pa9v2EJ68khBphNOJTKtKXKLtfLhFdLQVj1XMQAxGYLWJKXxaPHoR0VKEheQ\n1IJdmTDKYLRUZtpqlDOoqIidiIW3d2d47xkVCaMVhoBD8n+UyiXdNEYsab9HpQi9sDmgkzT4JURM\nY/OMwhqpOEEifpQiWWnae6OAfP9njzESIkIHTwLoiSkKZk5JtMcilkTjyXPbB74pms5Te7hQRyZ7\nkaqT3mkXNVVQkLI+vnfQf7ckC5Tqh79a4duOzFoSY+qLlzl8zS088fSDqMMHsMnKXtxGQpzh+gGR\nMZq8sH0VHaUX7FtQMJ/PMFoz2dxiNBoSrSFqEdvXTaDME13bMRiU1B2U1vTQCi29RCMhZlqJztGH\ngOoh0QZFiA1JDTHDI0y2L1DUiaQCCk/nZTAznSX0OBe4cFC0s34wlgzjUUZTb/cDv06Ylklhdc7p\nJx5haXkdpRwqRFLMyXP647YMfzAKpzXFeKm/olDV8rueTT0pyUae5w7BlMrGrVD41JABGEVuKkIz\nwY4O4tZvwNnE0aXjDAdraAtlmTEeD8Vn30W2di5TN3tsbtzL1qWLfP5TZ5hNZxBhNqvZmkV2dmZk\n2TKYgu/9H/4hJw4e5ujznses3uHsxYucPbNB09TopDFGkIdbOxf44K98hJe94g0cPXEj807TaZhM\nJuzt7DGv5xA6XnT9Gi+5+05+5z/fy/pohcFQceTwIR5+7HHe8pbXU+ZDVgcQuwl7e5scPnwEMxxz\nzfEjbF08y3XXrjJMkWp7g7by/bBMFupG5zTes7Gzh46B8dDRtQ1XXXUApSOzqmJYOPZ2K3Yn2N+P\nSAAAIABJREFUgYsXTlMWY5wtqaqGoqgZDlfYm9RMvSfN5yQtoXZNEGdE8BGjocwtpZOZR4rgjME5\nQ2Ek2G86b9lqO6btIoNLYe2VJIG/yesbtpDePEro3lkk5++WZAyxjx9OyqCi0GwKpUAlgnGEFOhS\nwmqhAimtCSnhdF9ZknDOsDTM6HwgRWibVuxwxjKfz7FEhsuFLBJErM2Jvu9BxgSh7SN4RbCcO5Es\nLaIbxLryjCZ9lJ6fAsHHJbUvW0kxSd5abzlTvb4tc1fAuFbJtFuXJVHJkbqLor2c1Z6qSlQ+Ukdo\ngqKNhipp6TGqhO88ksorFHJrnCxUvc5QIVk7MUrWd5k7UteS5Zr2yDqzULF1seLAjSJKXkB7ncqk\nHwWSZRSjTP+15JbXbcvu3h4H1w9gjKK2lnmMGG9ouiSIMg1tNDQ+MZ82ZFnObt0wznNypYnaQ9ti\ntSYkT6Y049GQ/VmyybD9DW+LMc5eQuMx2TIqdHRGM60qBmuO5aUl2ngF7oESJF1eDhiNM6pqQvSW\nzA3Ae9ygAfbY2fUcXL6aRS5VUjAclWhtJN9HCVVrISNapBUsSEYpgctyPHIs1EojJg6PUiWdklyg\nFFoun91g5fASwRbk1uDciNm8I3M5s+mE4bAD5VE69H76NYpYMj50iPUTd5JlGXlWEgKEds5k+zLj\nUYkPFbPZl3ng3gdoIxTlNbz1u97Drdclqrpie3uLqq7ouo693TV+8Ad/nKqaEmhZUQ6DQ6+sok6s\nkTRYExnmkX/yT3+Sl77uO1k/eIg2JE5/9XHe/YZX876f+wUe+to5XvjNb+LWE2MOrw/50mNnKdau\nZml0iGbS8PCDj3BgOOTokQFlmQthyjq0sUymuzCDX/+N32dUZPzA//jdrK5ew3SyzRNPPMHFS9t0\npqSqDMbk5IPr2EOxM48ktYoKDrUnLTjPAHr4dkgLv76c4HINVQiUVhGUFFcmqX06WSJJDLcWPGNu\nDCpK/PfX8/qGyZ++9J8+Kq4hrUhakgKjFvBrl0BSN0VEnhuFJdH2x3SZOgrMIiUNqq9itOnBEaIL\nU4CPHX5eUc9rorKYopTvEZHBkdFoJf1EZ0VGpFAisNcG+viL2INsUy+i3hc7G4ESRx8gBllI9SJ+\nN/ULkVgIDULzjgq0zSSALCXaEKi7yLxLtEEx7wJNMFQ+0iaDsnI0M71kpfM9qzcGBpmhCgJrKHI5\n4jlrsKnPCO9RhVKSCohF0JSJUWYIbY3pNYRaWZSTeGuj5foQNaAJKdIGady3IRJx1J0ny3NUShBb\nQlRIMLD8TlNKEl0cI1VVMRyURC+ebhsDS4OCmPr0VRI6NozyjOhl0KGsJRHQ1lFcfoLj1Wk2m8j0\n6rtQxRLV1inCpT+nCR2Dwy8gX72WZDSZDtQ+EVCs6oZiZcyRJcWDjz5FPjrMt7/qLj71f/8Go8Ex\n2uoCXVXT2HXUaB0bJXFSWkeqpxKFXo0gQxeQyOwYF8xSQEHqA/QWaLkQJCHAoDCZwTJltvk0S2vH\nqPQKuZW2zeLrFwT7GCIhqH3yvPeermvJM8NgMOjhJl4W/T76WFJfEusHhd41KAuyXPHIA/dx+fwW\nL3vFm3jqzBmuuuYaVsarFOUAl+UoI1jE6BtCDwav6jld29C0NbvbezR1I/HLStE1U750/32U44P8\n+498jJe/4lt493d9C/ff+znOXWr4Rz/8I3zmnnv4xP/1KZavuYOBhmsP5QwGOaPRiLIc0DSNEO2t\neOg1qa/o0n46bOdbFApX5JTlgMFgRDkcEpNhVjVs7kzYnVRs7+4yb1s6n4jJ4WOi7uJ+yoNOcr+h\ne7JW8KjeipxUeNbmmGIQPasXvdf7/8n3/d3XkX7yd/4PMg250ZI9bQ1eW3ZnDXMf6TBkWd5r1uTC\nDDNHphM6yVAjYcA6IUOl3j8cRRI0q2tIUl34kHo5R2RQDLDWkduE0kn81ZHeDSMDk04ZtMnAybDI\n9wMqrTTRPNsVopNc9BRaVBSNZ0gSwRGT6T+DoosdPkDdKSZNx7yL1FFRBag9qCRVeOq1f/sEdSUD\nqozEIFc4q8iskWu3oMunjjxzECOZVf1nu5LiKASlBbRYhktCMOrQi2OoNmSuQKIoF3pQEaapJEmo\nEoMrw0FrgBQJUSRd9NKg/RZ9MrRdB0iMsdaakOTfKmPI+r5Z7BFp0oc1vSUy0gW1D3uufUf75L18\n0xHF5x96muLOtxBtpEyB61dmHDow4A+/cBqzcpJG59j+ZycmMpPIsxY2HmFmDzBaOsRV6yUPfuEe\njh6+npe/9Pl89p5PcXp7zujq54EdkPWR28+KLfFe6FdRIjUkxdJLHEdfAatnLIYLx1NSCRVEtrY+\nTlw++zStXaUYHugjuLV42/0VBqv8W/aTEJqm6d/zSqYTiNdeK7BGoNQCSpECJM8j43HGcGTRKbGz\ncZFLZ59gYDNmVcfG5csoBZsbe/g2wWCFWV3xlre+jfu/8CWOHDnO9TfewvLqKmvrB1leXiYmifIJ\nwfP444/zxJNPYjOFM1lvKa3Jy5LoJXQuKWibDt94xiNhmt52221orfn8n3yRJ594lOPHj3Pg0CGR\nT/mK6VQQlTElPFciT0Q8GuX+CgmjEgkxoKDkFNp1LS4T9bXet+waOUFqcaJ1TUeMXtxoUcoy05O3\nVJ/06ANM5zO+9795x999HemFvRlGW9bHI9bKDGs9RiUOrQwk1TFEks7w6P2MH1Im5biWWOKUFD5o\nZnVF10eBZM4JK9EWxLZDRcgclIMljI44gnjsQ0fXJeEjdoEWOSYkpVFWeqAAxlmy/hjnrNvvf4YQ\nemF63JeIkJLwOY3EJvikmLeio6t9YnMG261m2hmStqSFlTR5nPIMTCKFVmRSmWZU5iwNFaM8k2Y9\noIk9+zGik/RTNbkAKRS03lOUvaQjdqio9pF0xEiMWjYtIknlcjy1EvGglWgHnwnq7WIfKxIT0TfS\ndySQfG81BFQImD79UWnRfMbUMsgTRkVUkKx4QyJluVSsvYIhJVmAkxMDaEoa60oWrRNx/BhWiju4\nfTjjbBMpD6wzoyZLNYcOZTz0hXsw+hDj0YgyKKFSIaeVoW6hmzIYlJw/c4nDK0vcdsfzeODBhzl6\nZJ2tc0+yvTVheOB6lClofaJ0OShZnKQSg8xIGlJAUXWQ6gajQOuEslKVGhxV3eCclU1VQVN7ecjb\nwLU3vZC6Kzl/eQc/bzEWrFpEdyyC+6TlBfSpB+1+FntQmq5u90EbSok1eTav9yvm6LteVqdoK8/m\nxYrRyDJaOsY1tx5leWVASp5BMcR7ObkdPXSYyXTO5uWLNLMdrjlumew+ylOPPEVZFjTNJnXdUrWW\nM+cvsb3d8gP/0z/n53/2l6imG1TdDv/de95F18B/+NVfoxw4xqNV8ixnZXWFYenIB4a77n4BP/8z\nP8yxQ0d58uyEc5dOs7S0zs233M4tN93Eu971HspBIcYHPJNJg+9amkbYqr717NR7VFXFdDqlqipA\nU3ce30KMlm62QPsFtHKkJANrpRNKCbmtrQQCo+wCii1noi56smKArz3m6xvaf+Mq0gf+86+TEmRa\nHDTTuWdeV/ggU/VkDMpkRGXByEPtlevzfTyTvQl5loEx0AdrWW3pfItOkVwpnPIYElEnlBILWeol\nOj5GkRn1mjSje4ueMmAz0IZOmWdXn1oWWFk4e/GyD8TQQpD+atKagMWnyLwLzKrIrA7sdoppzJh2\n4vV3RuMIDHTLaqlZGToGhcFqUKHDaak8NWBVRC1sfoAsMr1ENcngBdX3l5XF984UIerLsd1g9sk+\nUffOGAULY4P8US1QQfsgkWcGkC02EFD79KDF1y6C7RZknkWcbYyio+xZaOKSSVIBhNj/GUhKiw5Y\nDhUSP9xX5ykEruIcR2LJA76kLjMIoideHVS09R6eMSEVqCRVhtbichnrBl9vMWgvsRuXUINVxuMR\n851NUj3h1ltv54GvnkKV65islPtDR4w2MmTr9ZuLADnvPS7L991uoUfTpQQpXWFYdl1HjIGilHA1\nQsu3vuYVPP30Ezzy6FNoO2ReT2VBRKpPRe+jdxajrxztrbUkNNpmTCYT6V87h9apzxKT30mWZbRN\ng3OG/4e6dwvVbU3r/H7PexrjO825DvtUe5d1stJ20a1tIqgXQbwQhYSAUKAoaAXSMX0RvCxzl1wE\nq7yS8lYoIZCb0A1qSOgO6abttiHRNgaxrbYwqcPeu2rXPqx5+g5jjPfw5OJ5v2/tHRu0QCl73ixY\nc6655vy+Md7xHP7/37/VjHn/rGuJXhhGR8kTo194eNizvXpMQxhWI6KN1WYFgA+B4B3r0dIifHdn\nURdu37ulnGbubr7Jl/74X9PKkc32EY8ePeHh/hmnw8FMHKKID2x3VwzD2mRKmy2vvPoRbt67Rac7\nvvxv/y++/vpXGdcbrq+vEL/h9uHIxz/xt/mn//u/4Hr7mLu7e5oEPvYffIrHT17m1Ve/i5dfeYkX\nXnzKerfG+bNd1gwQrRbLu1fIeaG1inZ/YC2Ft99+B9cLkVrNEJRz7otB5emTx8zziddf/yp//+f+\nq7/5FWkuM/l0osbByDopsds8NskN2HzMRUr39ALEVvHSWI4zj1exE+MT1TVzdNQZDZWAs8jiM7yW\nZIeoKlUrThrBOWLyFl3cmnl1Oc/4bC4Ynbd+qldarbe5tkjqJG8cSxPKYrPR6ZSZyglV4TgXSgss\nRRlDApd5cTNAngjO47Xx4qMtq8HjY8TrES0VpRKdx6tV6ZIXuqABEfMri0hfyoGrQqVQaobgiajp\nSJ0jDAPz0lARPI4q9jCJKjRM8SDng6Cpfb4L6c9Vo2ALvapnz7VZSM8haK1BQWnVaFZFPdMiNPGU\nYu9nbZbF46XiTCpMVUduCwZwBp/iZVY4F+2/r6NS+erxEa+HwFsxcj2N3EtGq+M2F0SfMmVvtlTn\nGKJnOZ5owCSVdbhiOrxD26yJEnnvZiGkkcNU+dJbE3l8TFUhlApaGSSyLAW8Z5pPloGUjXXpQzKV\nRZ+Hu/5AEBwFa8G9M1ldSgNVlTwXtFaWrPzxv/ljlmyb5e31Vb8ehVPuEdDOczxOprXtN/xpmQCh\ncbrEQ895MYfeeo2jcDpO5GIqg+OUSTHy8HDH48ePmZZis9pgceHVZdJ2CyGY2+p4R9XEe/c3rIdo\nMTT7PUkqX3vja7z66t/GJ4Gq5Pk9PvLqjq/9P38KRdg9/X7W28h7DzeMq08yMHE8vUNMic3Viyy6\n4ebuyO7qEUcNzN84MaSR/f07bJ+8wt/78CcYHz3Fr1as0g6a8PjRI17+8Cd55ZWX0Lqwf3jG8f6e\nt9/8Jt/8t7/Nt/4s8u7NPcN6y35/YjosFDxWnVbuDgvf+ObbPDwcyEtlmmY+8wv/Ob/+67/Ow+0D\nQxr7WMbSf6+vr21sI57HT6/5T/6z/5T/9Z/8k2/rPPuOVaRf+j/+J0SUWpRWlRCH3rJCbc7E4K31\n+VMEcVg0bcG1eskGV+fMptkq0qVJtS60qrTeiqkafb3kjI1b6mX+ZdWSwXjB5BPqPepdtxe6Xl3Z\n12v3w6NKnifyMtucpjt1mghIx+51P/DxcORwOHGYK0N0vHIVuBoULxB8QIulVar4HjRmc53aGq4V\nW2JgB6BtljuUgvOc1iI6qlpVLT5QnKDOW03SMA9/LT2r3maw6hxLtewdG3AKSOsMA/oWlE6s8pS+\nBJxz7eJpW/gVFIoyF0tmLK2HoDnjd+ZsqZKrIKRgow/nAktWgjMpVvQ2y/bBHgClgvhEbQolG6jF\new7zBCGaRXWeCN5z2u8JyVw4rTaDFDtn0jaBQY/o/ICkFXHYAGrw5XbmCEjfkJ+r2X5t9Lm7sSDo\nowjtGVl9bKcmOmnNEI0Xj/uFbg+5VGL0DMdv8Oyt17n6xH/I1MZLSkDr36/0eNIlZ8bVqsvprAoe\nU0LE4bzwcHfP9fWVLZuA6WTJCXTJ3O3tLVfbHdM0EbxJ50JXiJScSUOgVXOti1o1W1tmNY6ARYFb\nPtJC6PPiOKxACy9cKX/6R/+a6VDZz5n1009wfRV559m7xOEa7yL3z77C7c0NH/ue/xiXrvt2vJGX\nhXEMuFoRp0RnLILDXGjNMZ/2oJXH18YjNlVPd7zt71lvRobR9wVu4XTcc9g/4IInJTPulNJ48yt/\nwuHujuk4obWhFR6/vOWbb75FiI7pYeK0r0z5xKPrx0yniSqAJHKd+O5PfpQv/Zsv8z/8oz/4m1+R\nnttTUCOuUKjqbdnhY7dtGU4sSDMJT/CgDhUFnMlMvA3YHY1WjLZk7a5Vlo1AE2iu4kOl1UwKQhNr\neyV6nBsMJqIg6mnN4SxvF6AvPfpN5YFakVoYpLIKrbf11eZyuC7VCkwq3B1mbm9vOOyPvPbCY17c\nRbZB0DYTXCQ4YXE91LtVWre6OgJJPKUVI+Y06e28R4v21EarnbM68+z3pY80A7OIh1YtPuKc7y3O\ntvbO2Wu5Cp6lzTQEmjCJHZrNB2aUvFigIGLz0qaQcbQwsGTz8N9NE6epEmMgVKO9r1Pl5RdGanV8\n/Y13iMPIcjwy7Ha0xbifL++2kITNKjEdj2w31xxOM+8+e0Za7XjttY/y9W+8xe2+ME9HFAhD4mrc\ncJyO5FxpdSa6yDiuzPnW9PKQlZqpLlAkIi5BHC6BatIUaQLiOn3JZO7SITSWm94uD1w9dwEYpQik\nL3bsfWmdV3tJEeWMjfOIM2fXav2Iq6sDY/AsSyZKBLVDK9d6kXkJFfLCMEbTf6bBBPfZPOvjuKJU\nxfU0V6eK00LqII5HVzuCc0ytsN6uzZXUKrU2gveo+kt3Ic4iS3RplCZmgMExLY7WIrErEpal0kR4\n6cmG7e4FNAzsrl6l6ZHWlI995CWaKtO0Jz945ugZupLg9uaGx0+fEFcDohY5EsRRo2NaQJsQnJC2\na0pu+JBonYYmElmWmVoH5iyc7t9jXK36wyqgXOGy0srAzfHA1fWWx69+L9sXJkrJrFcJHww9+V2f\ninz96/8vL76w47A/EscVgrDdbLi5u2Ge4NH1NW9+9Su8+rEK/MFf+jT7jh2kiwZoivQfwRxNAy4O\n+BBJVVEGqwABe3AGQjDLJv3Qy7kgYmJ5PzirzrD2tFTFizmIqjSaa7gUDE/m6f4QR+1WS9RRJeJ6\nm9A3S5ef2XXNqoi5eabTic3oLbtbvN2MIhgLJPPefuZwf89HrwZefO1lQjQPPepw/WJWLbjQHyDY\nRdUUslqFhouIBJw0pMNScq6U1hCiVcBeLrG70n9/cUoIYnnntZoWsjmkmbbUAtMM7NK66UGDA4nU\nBktrKMEIRKoUFW73R3Cxe7KrafbEM6QNmUIuhdYBGvf3hXcOtzQJTHmNFGGQK057Ncg2jq+cJkJT\nYrSfu9V3qCLkFhgW4e0vvwGtGC1Lo5GpivBwOJmUzEW0Cs7b+KSqQ5s9lMZxoIiwGddm0c3R3Go9\n/gQcrVRjJHQ2wHn+S65ItyrSuyInlmffMKOj7/BkEQFn15k1CA2R9zNA+78tMw9+xL/0t8gK62Qm\nB+ccKka/L7UiahlRPollEx0nNtsVMUVCHFBt5GJYuqbKw8MDwzCgBU7zid1mxbvvvsvjx9es1yP3\n93dsNlsbRdBn55IJ0QLrtHQf/Mrmo60XLdAQB1MpjDGYJjYIMj3wdFTu9/veQUZwhdN8RvjZSGr0\nSiDjXON6tyJKY3COw+FgEOpg5g4RqDkzDIlpaozjmuPxZJWgVsZxNMNM9ByPR1ZXW4Zhxe3tPdvN\nld3/KEtuiL/ivWcz6/U1Q3oR2szD/dyhLmaxPT5suJEtrW1ABw7HI69/9Y5htWbOmWWpxPWrPH3p\n0bd1nn3HDtK2HnBY+9OKPe2gUfSA5N4uERE32Ibb96xvMSul73KTmAKoOZHsmnadx6mXpRL5aIeq\nt0Aww3G5/r263UG6bRNbclnf9kGuI4CUbJtmKQRvW89zeFiKkWlZkBgJnPjI9UB8/IRNhBoDJc+A\nHaJatc/VArkJlcBSLCjOqD+mOQ3dsKBawBt5yA8R3yEmNBMe08Rg0T50W2zrL2IhPt8h2aHrfc8H\nF7OriqVG5tqYaRaW161QrdhAXlCeXF9ZK5krUxEOc2YpHT4i7rmyIDhURvtdnTACwcFy2hPGFU2t\nMmplISUHFAMjhwFB2WwHUhrwUs3lEwLaMqsxYQdV6RWJPURj8BwPt0QfSNHx2muvst2ukFr56Gsv\nsSxHvv7117m7P1IQptPCXKzyWWoj4m2p1n254g2j6Hob78VaY0KXovUlXa3tohN23uP0vICTy5+1\nM2rP0Ay6DhnO8+XzvznHQDdcsEOS1nh0vbPNs5pLR1UYnFluNThSkC55a+RlpubIKy+9aBv5Vkxb\nPB0YhgH6Ai/1WBARZdEF1JEkdPjIebllv4UfB0qee2Vd2Z8qt3Mkra8sUjqsqK5CNReel8x69EgV\nynLPatyRBm/WzZBYr0ecM7ZoKRlE2e4sByulQGuF9WZFzgteErVWhmFgWRZWqxVxsFDAp4+v0Qbj\nMIDaYs6kZxsUU1ukITCuTFtdsme327DbPbqQ3B72dzx+/CJX1y/QKnzr7TdIYWtLqM2/JwdpZgWt\n4HBG3tba5UB9S67PKdwirc/VHN5FvBvwfsBJhMsstaK6gM60mntSpUUxVDxNC2gGFyxKJDhUiy2y\n+rbVhUgQmym1Rhewc6kuaiuXrbmLAi4yHyfLaF8PyBgYt6PNalcv9PlrYZKMa4rEAQosRVkaVKId\n1n3LnKiG8lOT1aySo2aTiXnXOQTSLaS2qDf/exisXavK6XhkCJHWSVnJeVyrSHR9e+mYFCStORY7\nMGuDpVZysXorVzGrXSnUquRWWGrF+cEu1laZGpxyMw+3CCoRLRURC8wbguUcKYIbbGPq0pqgBYkj\np8W6jBe2W07LTNoltM34vPDi1YrXPvTI3vch8MLTFxFxTMcT69WKWjPeD6jacsh7g0sHB/fPbpC0\n5g/+7y9xe6p8+Stvkkuj4RHx7JeJ1Wo0pGLXqeZaWU4LrRV2ux2ht8HOe9ww2sOqLZ1kZcGAwbte\nUZ3NGSaiP8OKL3NSau+2uhuqVRtZYZK6lMbukLL31vsz3LldHhbnMUOMRpYKPuAifbRR2G4eW7aS\nMxTdEB3SZobkQQKteryLnU0qlHmhlEZKCcEzDAltdFhIuuim8VZchDgiriHquMuBA49YX+1oLhLE\n5u5VK0MUylSJYaSmhPelH/CV6+try1TKmRAC+7mw3W7Y7/fE6IlhsIpztaKWindm0RQnxDSy9GVc\nrZVpmi4/a16sah8GW/A5b3FBZw/9PM84hPV2ZbrilDg87Lm9u+OFl55yc/Me4ziy2+0YPvzhD6QL\nfDsf37GDdH946JUW9rQOweIbvCd2MIPxFUO354GNACuqD3i/7x5w+9paC0ghaMVpJUjFA6UpNZ9Q\nrfiQKIYqQjqh3GE8UqvMAiLW9hlU95z7zQWiUTVQvVUh4gVJlhQ542nNQ7OMJ2mKqxWvjlrfR7iP\ngbiCJLYgUmzZ0FqDWGklG8hWBecFWV9T8mI3cwUfHNOS8ThUgx32Wbp7CTbrkeCUM2TFRhY2d11K\nQWOkuMhDbtzeT4Q0UlQ4HGeW2piLhaDVBqrOgNMo4iOtZoSMF0+uoHiCN5nQVMxD7X13l7VqUi7N\nRq0Sz36a+PDjwHaYeOm7rqCNjJuBj3/0exAgeWNKPnvvXY6HI1qNgPTm8cTDw555XthdXbHbXXF3\nc8vN3R3iE4dp4TBZbpa4wFwViWuKmiV4tV5R8mKSIT8wzQ2RCiclRkdeJoOriHDcP5CXmd1mY/K6\nagkMF+E9xghVhdg369of+t5Xqxy7U8mWSOFyqLZWu7hcLwdXKaaxBfriSy/W07P07uyWUlGWpfa0\nU8PdDeOGh/3pwkVteuLhYC4rH1dstjtQ8K7098Sbmyo4lrxHVVhm+z1OpxPDMFyq5JRMf9xUmZcZ\nLw1aY78/kIswN2VIK0J0lKVRlgOr2Lh595YlH2in9/jwxz/CarflzW+9zdXVFS4mhvWa6faeacm4\nGIxslgvqzBo9L8ZJmE5HHj161LWyJ7a7LSmOlKpst1uOxyMIJpfsuEEj8BdKzjx69AgfIsfDgXlZ\nePLkCa01nt3e8tJLLxFC4MUXX+YcFXOR/P37dJAei+Bd4JyX7au3iOR21iw2XJM+bzIR+TlWoa9V\nuqe9NyE+IOqoLhPTYFEFU7eZ9c1sU2hVWCrPW1+U0tQAxVhAnMMjNHy0Fk26Q8KeVu3y/zVtaIsE\niWalb8owRjSfWK+GPg8VahHEhy4n6ouJfkjP00IaV3jRHnVih/ZpBnGJu2f3XO02IIWchWV/ZLte\nE4JnPVoe0MYVTlNBxNB9resPnQ80ETJwPO65v79n9+gFxt0VTSCvA1OuPS+nMAxraJmQAkVNy9m6\nbOm9w4Qb15RigWylCdM8WdiYtr41bv2GtogRh1CWE0tVjtkR3cz1esV0uOErX9tbtZXf5UtfegMf\nRx7mwlwdm+0Wj+M4HwBQN1jVXBR1Nzj3wOFwa+6sfEJE2KxHWs3EaOL5Nu/xMXC9SbScGVxACywt\nW0hcq1bhOUcYN0QH0rKZKZrn5u5ILcoqBYtywXCGwZ3n6a3P55/fdOdrszW6wN7YBbZQtYMyl2IK\nlMsM1bLoQ3+tRbCsrbMfvH8oGE9BhDTY6KdJsJZ4SAQNrLYrluXKKtFWKdosq77Zzxi8jcBWqwGo\n5ALLXHnvvWfE7RrEADS1L75CaeBMOVHURjd1ysThilPzhGHEBUeRQlxtCNHj9D1WG2XnH5PDi4hf\nkZfKi09eIOdMdIHpcCJ0aZj04qnWglZzyjlv0TDzknnYHzidTqxWKxThrbff4eWXX+add5/1cUBi\nOU2kZK4752Gz3pFz4dnNrVXdzlOB24cHxph4+ZUPUUvh/n7PMAys12umabJZsz7PvPr7rz4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We8cxYQ573Nf6eFpWRTiDixIkEby1KIKaF4yjKD5G4OcTgfqM0ib8Q5Qvz/MwlsoTUXJfpArQvz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nen/By2/9a8yMx5fvQp/UumTnCrPHE2XxWP4E2EAjfhwTl6h1wu012s+AmtOSWcF9wWvF6vpk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YMdKY/h6+PPZcfY+F77y+9bR/qP/uf/fIeKSi1QSUovD/m7v/YPePuVc+7dP6QoigAgCB8k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\nfwNeUVjd3N9OBAAAAABJRU5ErkJggg==\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "iname = \"raw_images/DSCN0243.JPG\"\n", "image = imread(iname)\n", "imshow(image)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Exif.Image.ImageDescription \t\n", "Exif.Image.ExifTag \t\n", "Exif.Photo.CompressedBitsPerPixel \t\n", "Exif.Nikon3.Version \t\n", "Exif.Nikon3.ISOSelection \t\n", "Exif.Nikon3.0x0015 \t\n", "Exif.Nikon3.0x0030 \t\n", "Exif.Nikon3.ShotInfo \t\n", "Exif.Nikon3.0x00b5 \t\n", "Exif.Photo.SceneType \t\n", "Exif.Photo.Sharpness \t\n" ] } ], "source": [ "# getting metadata\n", "import pyexiv2\n", "metadata = pyexiv2.ImageMetadata(iname)\n", "metadata.read()\n", "for key in metadata.exif_keys[::10]:\n", " print key,\"\\t\",metadata[key]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 tmb tmb 916K Oct 31 04:17 DSCN0243.png\r\n", "-rw-r--r-- 1 tmb tmb 2.3M Oct 31 04:17 DSCN0243.ppm\r\n", "-rw-r--r-- 1 tmb tmb 201K Oct 30 14:33 raw_images/DSCN0243.JPG\r\n" ] } ], "source": [ "# image conversion and size\n", "\n", "!convert raw_images/DSCN0243.JPG DSCN0243.ppm\n", "!convert DSCN0243.ppm DSCN0243.png\n", "!ls -lh raw_images/DSCN0243.JPG DSCN0243.*\n", "!rm DSCN0243.ppm DSCN0243.png" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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o6Kzt7Pi7Oue+ZFfGlih8Yz07Z7yEUnQ77dTqrpKY2yEkc1VoeJhjRsJ3ruap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\ngoKCgn2O/wF+0cnar6wiAAAAAABJRU5ErkJggg==\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# JPEG quality settings\n", "\n", "from PIL import Image\n", "im = Image.open(iname)\n", "im.save(\"temp.jpg\",quality=1)\n", "subplot(121); imshow(imread(\"temp.jpg\")[200:400,200:400])\n", "im.save(\"temp.jpg\",quality=80)\n", "subplot(122); imshow(imread(\"temp.jpg\")[200:400,200:400])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember JPEG Compression:\n", "\n", "- divide image into $8 \\times 8$ squares\n", "- perform DCT for each square\n", "- quantize and select coefficients\n", "- linearize through scanning\n", "- compress" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "84770\n" ] } ], "source": [ "# in-memory compression requires streams\n", "\n", "import StringIO\n", "stream = StringIO.StringIO()\n", "im.save(stream,'jpeg')\n", "compressed = stream.getvalue()\n", "print len(compressed)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# useful in-memory compression functions\n", "\n", "import PIL,StringIO\n", "\n", "def cjpeg(image,quality=98):\n", " im = PIL.Image.fromarray(image)\n", " stream = StringIO.StringIO()\n", " im.save(stream,'jpeg',quality=quality)\n", " compressed = stream.getvalue()\n", " return compressed\n", "\n", "def djpeg(compressed):\n", " stream = StringIO.StringIO(compressed)\n", " im = PIL.Image.open(stream)\n", " return numpy.array(im)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "increasing performance:\n", "\n", "- compression reduces I/O (less data to move)\n", "- compression has some overhead\n", "- overall, storing compressed images is faster\n", "- devices already use compression for other data types\n", "- special image compression algorithms are more effective" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2359296 275947\n" ] }, { "data": { "image/png": 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S6Os5v/Qrn+H93/bBwbAqy9AJHn3WOiyIJfnJKz4lwQg5TuA6cfNLDnbXZWj+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nwkEs0mlx51uOzDqypg7G1FZQqaqyY3KsSS0Jd8ahuMLgatecc4qBy0SpBxE8Ppw2X2h5Tax5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kd+FB/EA3aUF6w3S6FoDRCF3CA8TdNSlRK4mCYjslSTZSld12CTmK7rKMuaphHYYb1uyfN8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\nj27hYuLZsye8/fZbvPbS3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AM8O7u4wfLl7XZAyDC6mwKVydbiZlKOmlsDIrA8WLLbtUwm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\nFVZ4h1g10hVWWGGFd4j/Ax6fp2JK3zmNAAAAAElFTkSuQmCC\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# testing in-memory compression\n", "\n", "compressed = cjpeg(imread(iname))\n", "decompressed = djpeg(compressed)\n", "imshow(decompressed)\n", "print prod(decompressed.shape),len(compressed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Icons" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Both for display and for analysis, it's useful to store _icons_ of the images being indexed.\n", "\n", "- fixed size and centered (square)\n", "- may be stored uncompressed (if smaller than the size where compression makes sense)\n", "- 8 bpp" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from scipy.ndimage import interpolation\n", "\n", "def make_icon(image,size=(256,256)):\n", " if amax(image)>1.0: image = image/255.0\n", " assert amin(image)>=0.0 and amax(image)<=1.0\n", " h,w = size\n", " ih,iw,d = image.shape\n", " scale = min(h*1.0/ih,w*1.0/iw)\n", " scaled = interpolation.zoom(image,(scale,scale,1))\n", " sh,sw,_ = scaled.shape\n", " result = zeros((h,w,3))\n", " dh,dw = h//2-sh//2,w//2-sw//2\n", " result[dh:dh+sh,dw:dw+sw,:] = scaled\n", " return array(result*255,'B')" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(64, 64, 3) uint8\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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gr68Pdu/efa7TKBSKywTn3MgLggDWrVsHhw8fhk9+8pOwatUqGBkZgUxmttpq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\nYII=\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image = imread(iname)\n", "icon = make_icon(image,(64,64))\n", "print icon.shape,icon.dtype\n", "imshow(icon,interpolation='none')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Checksums and Duplicate Detection" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import md5\n", "\n", "def md5file(fname):\n", " m = md5.new()\n", " with open(fname,\"rb\") as stream:\n", " while 1:\n", " s = stream.read(4096)\n", " if s==\"\": break\n", " m.update(s)\n", " return m.hexdigest()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'5640ebaac01fc22241874189d85dff9a'" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "md5file(iname)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Relational Databases" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# opening the database, creating the table\n", "\n", "import sqlite3\n", "!rm -f sample.db\n", "dbname = \"sample.db\"\n", "db = sqlite3.connect(dbname)\n", "c = db.cursor()\n", "c.execute(\"create table images (chk text primary key,path text,w integer,h integer,jpeg blob,icon blob,time date)\")" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# what we are storing\n", "\n", "chk = md5file(iname) # MD5 checksum of the file\n", "image = imread(iname) # JPEG-compressed image\n", "jpeg = cjpeg(image)\n", "h,w,d = image.shape # dimensions of the image\n", "icon = make_icon(image) # an icon (uncompressed)\n", "when = datetime.datetime.now()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# inserting the data into the database\n", "\n", "# note the use of `buffer` for blobs\n", "values = (chk,iname,w,h,buffer(jpeg),buffer(icon),when)\n", "c.execute(\"insert into images values (?,?,?,?,?,?,?)\",values)\n", "db.commit()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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S6Os5v/Qrn+H93/bBwbAqy9AJHn3WOiyIJfnJKz4lwQg5TuA6cfNLDnbXZWj+\niHanW+BiYcXLGE7tLRxTKZN1MJstpCS1dcwa3XoEQmDKU2x0H5UuIZkRj6q7DJzQNHzU1kHyzFGz\n6P6Qwc0aQQ0GfpwSMoiOY5srSeP3eGceVr2U06iOwHtjKgVRQSy9AW8NWZswvPfumOuJ4BDJEbyS\nn5QE4wenAHpk80O3O/4+gkknsENbwt12tIyufQjCEWoPC62L4prBldacdY3X+L6huZDzhIoiOZGn\nmenUxYRgvx8/c56oa2PtBjbkX+qIe0AMrEhKrOvKZsps5ymE/iVUF27OxeUeNCq63hu9C/vhiz+a\nLKwL1Ts5TRxWHzrVuC+qocM1t3BVDR2su1PXjkkLo4YmdpuAttyNtUUwTJuMqRIU5NGubMzzFFl4\nALJx7YWSE08+8zQiwp07t9GUAk+WsKRutSMEUTyXmZoaakZJhk1KEtAUGtc2oDMfKoQ5CfO28L53\nvZukxhdf/DyXFxf01pjnmcOysK4r282GRx+5xXa7Q4qiWclSuDxc8vIrX+KxW49y69ZjLOvKcjjQ\nmjNvrrPayn5/QHujXrawJh/VDBncM//0cy9hIrTqLO1aGFYkIZ6+rnj2lgVSTYUkHoE0K5/7/OdY\nqrPLnZSUW089y/P/7Au8bhvalJm78eyNW9iDO/ydn/5ZfvO/8nvJ05aO0OjkwwWf+/Snef9HvxOV\nwrve80E+9Nte4qc/9Yt8+4e+BRcllXKqEBkEwWZKXNtu+GfbDZJySKCSoh0kBzaoKnh3xEKEfqzu\nQi6T8JJPRNVDrE2GVCiCmxBuqTTItSSgHr9j2s4nsN1NMAmsJ5dEs8amJJDOpkwkeYNwW6OSw0P6\nNeWM9RaMtBnzVE5ZutnDwRIPg9bD33UiYwa+fwxmYkbOylRm1KFMBddQMMAQU7vTloV5nsMdNaRc\nx0qyD9mViFOmzH6/P+kJ4SFWdxx6cQzuqsE00/1UAR+vrxDB2iWcaN0sPNp2JOQSLgWVFATkkHKt\n1sllCuy52xvE6E5vLQLxuB4lh8PLe9gma1tRCVtkoEmdNAJDMonEKZ0iD0kPBhu/EuJ+d0Eskm/O\nhT70or13shwH42T6kOLkJFF1DsdXtN4N987F+R68U3Ki5IQOvakQ0MXqAQu5RMKd55neG2IyoJOo\n6t3jHnazsKGmkfDEORyMe+cXo/uYqD2ca2tbWGuN++yhS+5+7CXCUtpcwz3lArYySXQwlyY0jOSG\nt4Uvv/Js3UmPAAAgAElEQVQqj996BCNzviZu373HdrOwXlzw1NueRFS4c+8ur3z5FQ7LyjzP7HY7\nvvDFL4baICmvvX6b5kKrnZ6v8eDygGxv4LLDkqIGazvQ1pWUCtUiURxWqN1J04YlBfk320goX8d6\nywJpGqW7EpKHx24+wm/68HeQFG7duMnz730/l/uVP/Of/1l+z/f/Ec62O85ffZ2f/uTPcDdVijvd\nO9NUKKbc2Mz85t/0YV69c5tH3vY0spn4Ld/zMT75p36Yf+nD7wsbnoYSUY7ulZyYUualr95jb4l7\n9y949NGb9LqQ5zz84lBEIEVFcCQ34r9K63XoXsNQYMMSeJyQ4+6sdWGTCpokBq2QR0CIVrjWBRFh\n3zpJy4khB0OTY3R0CMp76+T8UJismrAeEqx1f2AarZOmwDKrOTihobPAbEViGIaOISHHNameCLYj\nvhvBDcCH04rwdw+iywWKKLnM1GYDPjg6S6I9DBNAWF2PGBsMlYC/QcvaOzoO5TokOEBghnAKpr0H\nBmxOXGtSkHBEZXvr0VtcnJ8PBEhhYKQqkEegFykkZPjCawxxcSdlofbOlAO+EcbgEFGKJFrrDHl9\nzFKQIDBXB7GQ6vWhz9VUSNMWRKlrJ3CYPr5vptZo3VWjOzhO1gIhD2Q7lxzkzlzCZZbCgGImAxuP\nz9IP+7DsDmKwpETO0Ql4V0SN3jpujtEG0ccp4KskLBjFE6ka6pZxXcVZ29B6CniHuWypNOgekAER\ngDtGHYJ76ULzTlIQTdQeaofWjeqOysyX71/ypXsXkdBSRmTGV0fzhvP9gd2csV754ktfYp42dI+Z\nEtd31zgcFn7t86/EHigTqcygTjWh1/1Qq/RTsk55ZlkNs9FNlJXNpqAktvNMt/oG59qbX29ZIF3W\nNSQdkjm4c/bEk/yZ/+a/5/f9gY/T7l6w9w1//X/9FN/3Bz/O2x5/gqdunfH3f+pneez55/gtv/PD\nlAxNJwyjFOW5517gZ37276HbDSwPOH/pc3ziL32C7/7tH2R3do11+MmPukB3EF9IrfPeF57h1Vde\nZe4rU1uRkjGUeTOHmH8Mc4gcNSbojJbJh52OcbBJiSyjNbSobs+mLZJCr1lrQxh+9Taw15TDhinl\nVCGGU+Wha2td15gtME2Ukh6OoRstJkx0X1nX0Joeg8VRRP8wOHMKZJK/lviJABWV6WlU2RsrWCKw\nJoaT5A3J4mhPPL7Uzcf0NT9Vma1XGMJveYMi4I2VZoi/YxMbRwIjJEMpDwmWxvAJc0dTqDyaOUbg\n1/fv3cMd2pAVHTHaILviWnSz0Eiak+dNvE8KgXZWDfzVQ2p26IbKQ8kXHM0TCTdHyIh1+iA98zRF\n637UyHqnbAq1DkebhcZ2O1w3zSqKME3TsElG47TbbgYkUpDQVmG9D9F+dD2SYl5D3syIKpmhqx6y\nJB/39Ui44Q9VGtZDSSAiCI3WO+OSDX23D7x3uAYDr0JQ1l65bCuHdaWUmdZWlkOlzOF0coIUm0pB\nzHCfqBb7rMyJXQjVAp6ykF618dnFLOCBsuFiWXn99l1STuxuPo574rBckkRYZYNNmWefeQcvvfQl\n0rQNfXWvMUNAfHRMCZio3llaG0aBoWFtgvdKyonLdQmp3oDNvp71lgXSOQlzVmqP4Q1/52d+htt3\nXmMzTZQ58eqrL/OHfvAP8ov/56+gKnz59l2e/9C38aN/7i/wru96P/uDIWUXFr5qPPP2b+J3fc8j\nfPrTvwIifPP738+f+A/+fT75t35yyCvyGKqwp6TMZpqYyoZJG8thYXd2xut3Xuftzz1N6yt5mri8\nPB+i7MRyOfCv1r/me5QorcHl5ArqPTaRJaH3hndGe6hj8o6gbxiMYmYxWCI/rAaOAV8HvhgHxsMV\n1RbyNOY/9miHnU6ZJzalDDLpGHwejlE7YpGttdPMgmMQfWOl6O4nSOA0rOQYIAltrg0HSvzO0Hbq\nGwJrEhntN4M0S3QN0uzoR2+9k5KcCCt9A1wADNNBzEOwMdjkqIroQ0VQh8aw9zrY4U4uoQn0usaM\n0uGo0aRs0lFRENW4pIyM+bAyJFaeHNf0kHAbdXttjZxSTPlyC2x6WBjNlKLHIBvfbcoxGcnN8LWy\nK+VEyBw1ojnnMEfk6AK2mznu93Dz2Ujc3SLoZWTcex9azQ5aImCaUXuNoR493DoiD/XB3WKGqptQ\nW3Q57m3oT/tQLciwfMZe2S/9BM2ENrohbiRRZjLXr+9AM4e6st3u4qylh0FcJdFTHsOFwvO/9EZf\nlhNJt91uT2fAR/FQD5dk6TSUy6okFFk7mU4p27jmRFf0la9+lc1UMCwShkT1KwS+3+2hkmWTC9Ib\nSTvSOweP6VlOJw2/7DoUB1/PessC6d27r/HIjRuUeUZy4ZlnnuYj3/Fh5m1BRfjM5z7L4297gu0c\nM0GRDX/3U5/jvuzoLciXNto8QfhP/9R/xssvvsi/9gd+P2dpRr0yF+HWo9ehd3RghhDB7bBecjjA\nXISf+wc/xz/55V/jhRde4F3veic5CfXiwNpirN5hqaNFGHq6IUw/ahqDER6bFIeSMB+6U8KK2m3B\neg3MaFgDs8PR5W6aWIYES1MezhJotsYItREItWiwoesa76uKSUZI9CW819u5cDhcstlsOBz2hOkh\nXFq77QaJZg3ccKvMKTPlxOWYywmhaABOVewoLkPc7hHUUgp9lIygedTWBuzgYx5lBOyj5CTidshk\nttsZJ+RcvcXPexsaYMn01oJAaFGBTdOGpS3R1iOozrg1TBKp5AEjhJaxt3DKiB0ZYKAb9Tjw2I+K\nCqO35TTIJdrcjrdlVM6c5jJsk55skn1UxiedsoQ4/6iaKCmF9jUNB5hIGCQsRre11iib+YRNd3e6\nC7WPjscOD68lIYU7BnSOsriUIod7IwbfNEqeUPxUQU8lU9thJKtIioogY0BQFGhCknkkTYlZpD0m\nSG1KATFcElkd93zaH+4xm2wzz2w0pHA6pktNymiPG3iirW3MewhC83J/QU6Z3W43htcUUp6obcXU\nyZsNbV3JpXAtB2ymkijJce8ogeeXPMccjNFNeUr0/pC4LAhZYjJUDDhRukxhaW2dTQ7CV1XZTsLF\nxcr1TTkZTN7sessC6ZSjHUumbCTx0e/4drZ5+LjNqM04v2z86mc/z7e85z00a3z8D3yU/+rP/gIX\nJtih49QA6DWkOc+/4x3cu3uPzeZx7t1/wD/+x/+EZ599lpe//DrbuQRZoDF+r3nYFLvA7/7Yx3jv\nh+5w+/btsGD2Ng5kZq2hg9N6xPLkRIoAcUJVaTVG9okE03ua7ZiCPQ4XV5AN66GFJnOeaEe8b7SW\nx82cx+YQybQew39rC4Y1DdunpMz54YCqscmJuQTzT18pWWPYrQopFXabDeZh7yuJkHeZQrvkM5/+\nRb70+h0+/Du/Bx8Vd601sMOUYypOSphbXO8cgvmo1o7XIARtKUVbZ0OiFj8OB9hUxtyB4Z0/v7iP\nEE8dWNcaHako+8OC2SFUBKUgGOaJvYcGIjC5mEhfNhO1L4HxNSNJigHRoqAxMHxTphMReCytew8V\nwmE5hPvnDZU5YqeKPRQeCppiNoDGdPveDW9jHOHx0WcSOuHjbAIRobYlkgxCr43DYUUJ6GbdH+I+\nKgPaAW+VkmP4h2oYAnLJ1N6Y5syY3TRaVmPK0/hOQm9jQDhOFygoKYFKiW5odBdJxtxX4GyzYVlX\nylyG4UNYDoehWQYR5fzinHmaWPcLu92WaZrYjlkSF8vKg9t3eOKpJ/nKV79Kq43tdjeccaHJ7H1l\ns5mRMQOgt0a6eT2kd5q4cfMRLg57cIupXVaZp8J0tiGJhLPQQgIlCkKM0XMfsFtryJAKLusSjDzO\nlBProZOK0izkd0UT3TqH3pinTDdnHqoQA9LZLrpJ+9rO8/9tvWWB9Jnnn6FMYQmbs6L9nKcfv0m5\n8ThqlVdfuccj1wrvfecLvPzFL3L/fOUdj2747t/6YZb799DtNa5dizFwrXcevfUo16+dYXT2+4XP\nf/FFHn/iCT7wgQ/w2c//OHfvLqDKZnM9htKKcH+5QBO8eu+S3WbHZ371V3j6yUeD8EgRGFqrbDab\nwJPgNNLrZAvsbVQOMTWqtUbWDH4cnBKsZhuaNs2KaGE+2wy87zj+78hyx++uA28VxjCJ0Zav6xrO\nrrKhtmDKpdew1klsipjspPQk9OahfRwjPnrtrBa6w6ITL/3yPX75H/193vG+96LrwmIPMcVSApuL\nzRya1CNwLzYeqzEOp6YQ7q/r0QIqdO+ntrq1lfMH5+z3CyknpuHs0Vxi1qREpd9qZSpTTAVKQd7N\n27OY1NN6qA/KBrPwW9e1UTuY9lMQ9RFwO1Bypo4BzNMUj2oREUoKh852nmDoU1UlLKUl8ENV5eLi\nMNQIMSNzM2+oax37wMGDyDk+LUHcSAopx7Sk3ZQ5HEIj+sj1a9zpK5sJttsMRMCty/JQryuhmTiK\n2zVL2G2HrZiBNxcVREsYCjSeDKCZE0SiLmg5PpJDBj4bwT2pjglWofGcS2Gpa+yb3jnbhnZzM880\nDw5iKiWCRTfWJWRFeSrMU0Gubbn3+le4vpnJ13aj0ldEQiSfNwOO8eG130wIiXU5AM6UhTnP0a2J\nYjYxl0K1Gt1A65xtJg61ngjIkmMaVnQqJQb59JidsViPJ0+MuQ29++mJGmbBz6QcbjWEU+K9f3HJ\n2dkZhnCob/GE/De7al1Y1wPnHuSF7S959umn+Jmf/yV288RLL36BZxcBVT77uV/iPe/7AIbz6M0b\nfPpzL3Hn8BW6w/UbN3n8kRtsr+14cP8OL3/pZb7v+76P7Vx4+9ufo7cD73z708zbHUbmZ//ep/jJ\nn/xf+B2/7bfy6K1H2GwyGxp53fPBb3meB3dfJ887khYYus5lXNSco4UWVdKxghnYXFLlUNdo1eoB\nerQ/3Z1pe420KbTWaYOJBTgsS7RnqljtdAuNZjTKw2Awqrt2FGOrYt44LJeIGTd3M5nElBUhApfV\nDsSsTiuhT6xuwfZ2QzyGQ+/bnu/46Nv55vd8nOmw8AAAPW3WaM/hmJuNweaOJHG0jsbPAqt2BpnR\nGWRSP8EDu91N5tlYjlbBFNfyOGdTREm5DEw4PyQy9hfcf/mLPPrM2znIjHhM8JpEKAM+yCWMANeu\n3eTBgwcxtYkYg0fJAbr0JapKd6ZcKEkIJECovEHysjZ0SNdu7KZwr1kkJa0LGxXOrl/j2Gmfgld5\nOHFMFZgnUlI25WxYWo3HH7kRCXjoOl0i8Z1YOiIOpYGdT9MU3yXHDFdTHyjs4JsQbLjkZGiXe+/Q\n++n5UUdseV3Xr3GjvRGXLqOVrQOnnHMGMx6cP4jpXWsdyTKS7K3pOiXHyMOzOdPPprjfPar+8NlH\nMdLXBSQC9loDqsqayFPAK2ZhgFELVYPKUKh4WKwzwv7yQCU0ta13vI/JoqocxiAeJMc8VSQmXnUf\nYxfDqZdzYtkfWJc9WpXjSOtUYnrcdrejDvjhaKt+s+stG1py98FrWKt0N5ZW8VbpdWVdYwADZuSy\nIUmm9YVeLVxH64H9cmDpncPSWA4rnQDjX/nii7z22m2+/cMfwnrl6Sef5OWXX+be+UKXjNcDP/43\nfhzXRHP4fX/wD/Pc00/x9pvCi7/2aW4+9ja+8NJXqV5wCo+/7Rrvfte7Y1K/Zta2sJwfuNjveXBx\nweX5OW20wDFmLpFSoREW0+7xXdbW0TSFON9isrzkkN+4tXBAaTxWJCVhyhr4UJ5YbWBYQ3cpHha8\nbp0iMZVoN0/0vkYlrSFal94G0ysnggDNSM40hP3hABb+8A++71v42z/+N3nmfR9mdQ+fvj0koqac\nQcbEIIxJh4Mm51MV4RaPJtEkbDYz1jrzPPPgwYMY7AJc7CutRgWVS2aaJnLOMY7NH45Ui1F7Pb5/\nXbB64IO3HqX0zK9e7rnjjcvDBY/kzl/7c3+e3/NHfgjRObS5oyuY5xnvjcUaCWFKGjraEof9SOYd\n1xGPDAfaQ5z3RJT1GEQMoRZorT+crWljPqiGL/74/7VqzHlMD5PowEVzwBIISEzERyWGk0gEBk4D\ncRQ87Ks2OqE+NMMmkEgn/3rOMbmsZCVJAADH6Z5vJBrjd3beOFLxjT+HuA/rSGLHR4EEARkJKeU8\nmHbB6KPqi5kSyxKjElXjYY3NOrVGV+c9nqUW8xac6h6YsAnLCIbuwmpHIi+SynEE3mmYkHuYQcZn\nZ8x9ODL+uxl2ux137z0gp8y6LFyu65AzxoD1GzdvcXHYM5c5Zhf0hsnEvfNzYn5E4T/+t3+INxse\n37JA+vHf/3vZHxbk7Cb7Jlw7uxGSI6l88D3P8dd/4if4yIe/h3/4D3+C97//t/MtH/oIj9y8zq1b\n17l18xrPP/0EfT3wzHPvoIyMu1/reKxCkBualHWtMahVIGH86md/jVdeu8/lxQW7m7eYy8yj1zeI\nrLRmY1L5wMxUwyuOjwlNE7U3fNgbGb6lPCbNlDJxtj3Dcww+aa2z1pgcfv/+XdbWOSwL1UOwXUZ7\nEVWCs1SnzPFn6zwMnOOg5hL+f/dOKRl6GxPsATE208RcMkInA15jMITWPZNXeltjBuPmBra5yb2L\nA83h5Vfv8Ld/8if5we//wyRtTBqPrpiKjslJMTcVg95bCMTdT5OMUlKW0e6FG2aOp4AqMeXIWmx8\nGYO5R/yapukUIJLqMEnEVQ2nTzy3CnN2+3PelW/yp//sf83H/vgPQnHO1DjL8Ctffo0nHn06nu01\nbMPxNFAjycKZwn/5X/wIf+I/+k9oQ8wez6CK17XWTqqEY+AUHpoUYh7oEGd4OMmQo2XhDQca/Zr/\nNfcYdW/xaBLHx1Ds4yDymNiEP5w8zyBr+jAXHAe4aBoPBbGjMy2QV7M+5hf4GDRztJGG4UBwJMkp\ncAKDzZdx3fNpf6VBah4JI01xD0ITq8N6G1rUMFgIiJ3glHmeh9dFqH347t2ptZGTxgxhDSK1EU/V\nsWi6jkPeRrHh43PEd/cxjN09Xthap671JLsLqVYESVtrjCdMQQKrxPwFGYx+SUqvRls7LQl5mlAt\nrMuYR8pR3Cb8yT/+g286kL5lrf13fvibWGvl/O5t9pcPeP3uS1xeLFzbbbn7+S/zwSdn+qv/gI++\n8zGsfYZ/9gsv81LeRWWXld/ym7+dv/E3Psm1t30T9fwedW1883vfj+br4Q4R54V3PMXP/4Of44mn\nnuX6rvCFX/lFnnvh3bzjPd/Bs88+z7NPPcETt65z/foNyhQT7MczIf8v6t482NbrLO/8reGb9t5n\nuOece88ddHWvBluW5EF4EHaMsU2IIQYb4hCBTQLElaGSTnUXTjDOQELodDBJJ13tUKboKgMOSboh\nAdpO6Eoc0iDM5HmQLMuyZt35nmlP37iG/uNd+8hUOxVIdcX0rlLV1dXRPnv4vrXe9b7P83twIbKc\nHx2niDrn6F2gaWvauqZuGxaLhuA8nkDTy+Dh6GhfKFZwrCHMjcbEwFphWStsEmEb8qJiPB5TVqNk\nddUMwXFwOGV+NGfe1ExnTRpIaFxwGCOOm0xrlMkxebJ/Rkfwga7vk5zEY2KNW+4zsQFfz7GjDfpi\nk2XIaQ8PUUazkcGj17/MxbNb5GqgyCyZdqi+IQ8KZQpMluF9ZOkHiXN2w/GCEJXES3ss1dpm4hTo\nBM2V5MmqKlMYWsSkRdlmmVCIdFpEVzfsV9hWV0dlbTQf+uD/zk/89fcw6JpRaRmUpl0e8oY3vZ4H\n/9f3YULk9LnzKCWbUIyO3Gjuuefl/PRP/TSnbrmL33jwd7n99jO8/6fez4//Tz8GytD3gZhQcWVZ\nykYZJCBwVWWupEhaIlZJoHt0WqDCSgkAsNKXphtQaYVLP+OGpJmNghvUKIJ5Xkf7vBJEBkqymYgd\nORLE+LAalrpeqry4qjhVulaTU8kNx5UxSVsu7jYhRtlkOJDoFImkZmWQSRW7W9lKjVgmQ3Diq48C\nOBea2ooJLCeqvMil+osRbSXmOiiLw4IVQFHQERsDIfboJOHSKuKUyKUEem3xg0tFRopX1hGlLH0I\nFFUhQOrkaDNWNlCTl/ggsSLeyUks4jEh0g2ebhiwZUWvHdrmoEXznI9EWRCTkmalZf6DPv6LC+k7\n3/lOfvVXf5VTp07x0EMPAXBwcMB3f/d388wzz3Dx4kV+8Rd/kc3NTQB+/Md/nJ/5mZ/BGMP73vc+\n3vSmN33V5w1bd2GiY/u0oshzXjGWwU02kgA6rRVlUWKVorBZ2tk6VAwcLRZEpXjrt/0J5tOGut2i\nd45+WFJI0UPbdhze6Ng9ucZIN7ij65zbVJzb8Dz22f+I1znKGl71qvv4hX/9YbZO3k5wHU8+9kVe\n/vWvxY526KMnCy0vvvM8H//Yx3nJS1/FiRMbbK6NOH/mLKPRiKIagw74rk07mtgV+7anH+QI2swW\ntP1A3dWiK40y2a/bObOjuVQjRoLJVIrMjUFRGM/uiQpt1HHroMgLyrKgKksBTBghpnfO07cNXVPT\ndj1dPcXObhDaGYv1bdzaeanQupY1M5DT0/eeMlpekHfcdtsm22s5Por4P2YVwRRi+/OK3BZYXaAR\nyvrxTRpjkon1dL1ImEwmSakyuc8ZPCiTYbVDAdYq6eeSBvtRwNIkKRisZEQkIX/HW97ybXz6wY9y\nFiHvK+fITMEzD3+e3aLkX/3zf8Ffe9cPyeKjpIJTJvBrv/ohXvPKl3Luwi187hOf4bazO2SuxTdH\n/Idf/Ffc+7q3cv6280Ts8YnEJa3nV5oVjsPjUBirnk8aQKHM8yzT46N+4hlolVEVhsV8wfig59kv\nPcGpr7uLMDaEoQcnSamSkaQoTPYV5gbphwqCT6d+svQQrbXEBHBWIGmfSLVpbWrhpGP/Ci5DEpqv\nFAxZZvBBJHnLpVyHk8nkWHmRJaOCgLszXIRlKwqUvndiycUwHo8SMAh6gKxKw7mYOLPpSO7FWWiV\nON5ya4jBEbUhakUWtQQPRonqDsc8Xn/cQ/bRsQq7WzWpjTEiLcOTWWF4tN1SNKwh4gNMuw7nAZOT\nxQxblUAkS6cv7wa0FpnX4CMqy/+AS6g8/otH+49+9KNMJhO+7/u+73ghffe7383Ozg7vfve7+Ymf\n+AkODw9573vfyyOPPMI73vEOPvGJT3D58mW++Zu/mccee+wrduv0S5XiR9/380mHCL7vue1EZHl0\nQDc+jfIDZyaGg3mDNWD8El1tsjE2zPeeIZgxttpBWRFLZ3mJ1gFrRCKR5xUoS1HkZEZhiozKavRQ\n88QTj/HCe+/jxt51nO/o5jVXr17m5v5VmtmSDEteVFRrE1xXU1QTyklJNwSKfA1ttUzgbUE/KPoo\niLyXvuRefumXPoy2YzZGlsvPPsdrX/8Gzt9+J2dPnuXsuZOsr1XpaCu9xcH1EgaGWNKGfuDZZ59h\nPpsfU96bvqNpG7H2yfk4Net1WrQFKEKqEKWCUmgvgWOKBGdBMRoVjMucqhAHzbzuCO2Sy1/+Apf3\njli75W6MTnInKxEaq+c2yiQNbMpMSjIp56U3pbNcNju5WpPUKE2I42p4lbLatQA7yjxDE3/fdSFV\n3vPwZxBASemWhKMj3v+Bn+cH//4/pK4baOb823/779g/mvOX/+pfxYcow5Ion5WKgWBgI8945FOf\n555XvYxP/N5H+cEffA8/97+9nzd/0zeyvnuRb3/LW/i7//AnaPsBGXY8b3FdqQ5Wi89XOsRWwvqV\n82y1iK5et7VWIj3QVLZg8dxVPvmpT/Hqb/sWlJWEgs4NZFmOd0Lr8kEssnqlV04bi3wgq6Fcakd8\nxWcUo09mB388XDrmEijF0PUUeSHczzCwApyvnltrUWm0bZtaGkHgJlqzsb7OiRNbKG2Yzmbc2N+n\nHzwmsxiT/b73vNLYEqEfOhk8qufjbVY238ELsWw1SF3R4Iy2BCU9UB9E76y19D4l+tlRlgV1XaOU\nErVE15EXGbm1YoZwok1umpa9gykxZnhr0VbUA9YoqionDj2+r6mKjOlsybJ1OJWlQWfLj/yVP///\n3dH+da97HU8//fTv+7sPf/jDPPjggwB8//d/P294wxt473vfy4c+9CHe/va3k2UZFy9e5M477+Tj\nH/84r371q/9fz3vbtuSt94Mj5AU2zmF5hZPbpwkxw5h9zo1zbty4xNrpO3EU6NAS2kOuHszYOj8h\nuBHRGlCBohi4ee1poodbL97N4Bruvft2ZodTrly6QsQwKWCyeZYHP/pbzI+OuHDXSynHJzl92zqn\nL76Aydo6xmSUVc4oy1HKYW0u/ZbBSX9m8LRNTd3VLOcL+qHD2IzFfI/Xv+Ze6vkRXXPIRrXG3uVP\ns3/lYR6cLwi+5+0PfBd/+2/9HbJyk+VsjuuW2GLC2dvv5eTuaTbWJ7zsxXdz8+Z1fu6Dv80PvPMv\nsrW+zkvvvZesqMhsRmYsbmhlcTU5Kkoc8Xy5YLaYUy9r6uUCrxXzOmD0QN31aJ1zNFseawlX1e+I\ngXJti9u3z+KyitFowmg0TrpHz09/4APcffcLecuffDNd1zJfNnTNktm8pWnFtmpSRLQ1GZ0TSLcP\nkgwgoXyScV8Y6TkXFqJ3NKugQiJVITZZoTCl6snLBDYzFjsqeOTJ61yazphOFwLlGCK9yrm2f8Th\nbCY3B1qy4enRKsNgOKoj/+nTj3LH172SV7zqNVx/5nHObW0ynqzx+Oc/zu3nzvL3/u6P8bd/5G+x\ncnFFIl3XCWU/yymy8rhnujIjyNqhj51oKI/NdBrWDBgLIYjCo25r3vSOP81stMagSlQ3Z/CK3ndU\nVZr2k2I3YkzKC6nIVyCYQDzuV4siwsnEPvUzrc2F5hQDdS1Kk6LIRf9b5Jw8vcswDCyms+MN4Ri0\nHCNt32ET6CagmM1rInBwJMFw8m1IbzSzFtFF92h0Yj4E/JAkR6vjRFQYa+mGQd6XkraZ0hqsFe2v\nUXbMV+wAACAASURBVKgEpum9J4QU0KgNvRtEgK+g7qVQOlrMICXKLpZi67RNB1HyuebLJZPxhBAU\nxeQEs0VD7Adi11BYxc7ujrgK84ouNxzN5rS9mDWca/FRJQr/H/zxX9UjvX79Oru7uwDs7u5y/fp1\nAK5cufL7Fs1bbrmFy5cvf9XnqKxMb2NmIHoqV9P7a4zjIS3rmF5jbE3INpgN0hcaOsXTzzzLxtYL\nOXNui0tXWpwVTVrd1FS5sAR9iGiT0zvFyVPneObqPk5ZhlnHY498nlEBa9u3smxKmg5GOlDlnss3\nLrGxtcuBapODxx07HCprMVYgF3KALzhxYkxmIlpZqT7OnCYzgao0DF2P1eIYGvoW18zZu/JF/uf3\nfD9lUdD5gTA0TKczgq6oTEE3HNIc/BqHV67y6nMjfv0X3k/bNdQ+w2VrHMyF7v3OP/9n+T8/9O8Y\nT7bYXN/k2lOPcO62F3Lfq17D2bNnuOP2F7C5uYYKPT5FuLiuoeslJ6gfBuZ1Q193uGbB0eCw5Rjf\nOw5nc46W9XGP6Tve9h1kCp577mlcECG/0YrJuGQ0Lo8tmEWekecVeZmT2ZwQXNLsefp+oF7WtH1L\n3/W4ocXoiDEZhU1RIEZkV82yJS8E7h3T9DkEiZR55vJVTJbTOdHTVjbjgW99HdnoW3js2evsnj1H\n14rIvRgX6Bghtnz9a1/Hy+6/jy899BB9yNm94172f+sTPPr0JW695QJ3v/glfN3rT9F1tTArnZDm\nbZahrdCYCBJLsppK+5CkVfjEjUhAbg9NI7rQoRfnGxqyzOJc5P77X87DX3gUHQaUFn1m7zq0tomb\nKpVbbvPjSm/FGdVBHFCrylipCMphc+FsRoQt2w+OPAGwz91yDj/07O3tMZtO5bsqit9XrcpDRPqD\ninSDLCKrjeO4jREDSon7TJFC9ZRUxqHv8C7IQCxR76VV43HDQCDi3IA2IuR3aYLvhlXciwGj0EHh\nExh6BTRXSbnig2d9XOE91MuWZtmhsLggsjsFuOjxXuN8LTn1Zc65nTXarmVoA5trE3ZPrCVAOiyX\njuVRQx57qkyxeeoE0+mUPv9v7Gz6yj7Sf+6/f7XHr/ybf5M8xYqX3P0iXnv3Nocu4nrHoXNMyoqN\nHK4ePkdlL1B3NVW7x/6hoVY1s0f38XqCyQWklw0Dy5sHjNc2IQof8urlSxS3XqDKLdpacm04u/0q\ncqPShFdyx4sYaGf7jDdzsirDeY3BgxlB6BAshCMnZ+iPkdSovqf3kRg7jIJcObwX2C3Kk2WaPkFv\ntTLsbN8uAGZlMKFDFZ5T5zOKyRi0pu0DRRY4f/c+H/3N3+ZbXn0Ps+WCw6MZ88UcUFSTMX76ZV5y\ncUIIDW17k5M7c+LwBI99sePK1VMMIbA4POTxLz7GJz7/OBvr29T714nAG7/127jjrnu4eNut3Hnb\nWc5s347WMgBDBep6SBNq8RwDONfh+h7vBg6PjqjrlkXdHgN/iyzD9QMzGookRVEJ6mxslvp3gVGm\nGGUZkB1fG1VVsba2xngykdTRIDDmw4MjjqZTFm3DMAyMR4pbL9xOP/weRW4Yj9fJ4sBTv/PbnN3Z\nop83DNubWFuglfAwFTla5yxmS56+9ByL6SE2z/iRH/17fNMb3sDcRf7SD/4Qjz76GO/7yfeLC0lF\nxqMR1spRte2bYxOC1pqqqnDOURYVLniuX7/JeDymqnIIXxGFEpUwLSO0i46iVFzZO2LaKJohspZp\n+lYI/iuIdW4lktsWOW3bsra2xnK5pKoq+r5nSM4f3w84NxCjLNDD0LM+mRCVJCKUyQSglOLalefI\nTC4VWJRBUheSx98+f+Re9WWdcwIpCSIrkpgTqcIvXb3K7slT+GHAJJmaA5btQDVaExJYlhFxdF2H\nNYr1UcGdFy+ilCfLDe2ypq5b5nXD3uGUvXpK7w0DmrptyI1mrRphQqTpFgLVRjgDw9Azcy2rPDRl\ncja3dphOj9JxPpCRYW1AR88oy+mblpu1UKDO33ori8WCZeuYHk3Z27uR4oGkwn/4C4/w1JNPpCie\n/wbQkt3dXa5du8bp06e5evUqp06dAuDcuXM899xzxz936dIlzp0791Wf489+13cSdIFLgxc9dpj1\nMzxzbQ+7NqIzGU88cY3Dwxn5VkdmDLiBr7vnlTz83LM0vcOOBdpRmYiOntJYToxzNseGyShHh5rK\nH3JuQyhOJgRsCBiXdJZapsijEm60C/J8QuZbos6JfsCGAavkGBq8Igz9ygxI9PK6lbZErWnR3Kwj\nbRMYgsb5SN33GBtp2p48y8U6GSM2y+idSsdBh9WSghn7mq0Tlmcfe5TJxh1c7jbY2LmTCxfHaC3S\nD6Uia5M1bn9xAXjyTMkQzke6rmF6cMje3k3Gd56j33uGjfsv0DVL1C2b6KxkcfVTfGn2OE9+Nuej\npeX2ixf59//h17njBXfzyd/7HaLzvOyPfTOjrV2884wKzdu+/c388q/8Cn/s9d/MZDSiMHD+rtvZ\n2T0nlaMfJOM8MzS9VFr90NF1HcvlEtcPNE1L1w9yXO57hpT02HSRg6OlHJOj0IZiOkTazDK2Y0kf\nyDXXr9+kKi0Xzp+WtEelWNy4DWMtF04VmNEaz166DnHg1O42xvRkpuD63nXOnjtLaGqCsjz59GW+\nyeT0zYzx+hrf8ba3sX90kCbIA6P1MrnJckkiTQaEVS6Q0hHne7RWnDm9DXCsSgBED4pUXYP3VEVF\n71oOrl/hS09eFr2lG4jG0vlBuLTep5gMR9c15HlG2y5BeZzr8KEnM5rgBwIBZWBw8pnFoJgtGrmh\nlbzWspRhCqzmNHJ0XulV41dUtiIzcvgYGdyKphWITnq/RhtObG1x5/lzXLj1PMpmfPbhR3DRYGzG\n2voEbZPxw/UykDMaFzqsKZke7TOaTPjYJz+LjwpMhlLCjTX5iBLNibIkY52dE2sYFdk/OKDpdMqY\nl+SLKss4ubPNkGK0m7rh6Npz6KJgfTQieEfXNgQN49GE2XROVJYBRefhi48/xfaJdYaDAde3bGxO\nCM6RZzk7pyo2t9d52X0vZjGbE7znwx/6d3/gNfG/aiF961vfygc/+EF++Id/mA9+8IN853d+5/Hf\nv+Md7+Bd73oXly9f5stf/jL333//V32O/c4whJ5+8ITQM46aLlj2pg3bI0cWAyfLkmuuY5w53AC3\n3XIGdfAs95/doDw/Rlc5hVy35Kxz1xu+hcefegJjHOPMcmJ9g+vXnsP6EdFkIjuRghCLAdcTg2de\nLxmN1mg7AS0IijDS9KLjAysTSqUIWMn08YGm7em8CIx91ChTUA/QK43BoHKouyVBWVpnRYtnJdqC\nXKeQ8wyrLa726FAxneXk576RWbNkXsO+C8SrR+TGYIiUmUGrmzTtEqXV8+4PDXmRMxpVhPF5/Ljk\n/j/x3RhjcX0vsBIFRWFZ31hHa8PmJGcxP+Ib3vB6Dq5f48V3bDOvZzz26BfZu/YZjM647h2fXptz\n86lP8bNf+F3W85y2nTPaPIWZ7DDe2KGtW9z8BvXBVdbP3s3WqbN88sFfY3t7h+944HvYPX2OU6d3\nObV9kqIQ22yMkmrZ9g0ucVL94KQN0HfM50tm8wVNvaTvBrxzvPo1r+Inf/L9fPozn+Xm3hEbVc7Z\nM9vUy5atEzssg+XCC+8iuhabiwf74Ye+iLl6jW98/Rv5td/+OH/6LW9mf3+fF9x+G6E54J/8j3+T\n//Trv8Puzhmavk8bmyhJVrQiYwCdKFfIwGS5WAom0ebHyEOURuuINpkQk6KhUIV4xZXiucuX+dxn\nPsYff+MbMaqg6Xpspuhq4chqrclyI0lMCR4uwGUIzuFCxJqcaBVBa5SRMESDOJGsUcex4qhwbE5Q\nqcIS7ODvH6RliRamrCLDooyI5G2UQWIIUNdL2q4nLytufO6LFFUJpkDrjGBU4jtESQ8YHPXRDf7Z\n+97PD/3oj/Hc/oI2aGbP3aQJGRhzzDtQpiBGA7Gn7mroW6bTfaISMX9EuBP1csbGeExUkWv7M+bz\nKePJhOVigclynIfZXHKXqrJC+YFmseT2i7dxYnuLT3/6sxRxwBSW5WwmLTqlCEvHZDLm/MWL6JVq\nxAcuXX6G6dEfLo75v7iQvv3tb+fBBx9kb2+P8+fP82M/9mO85z3v4YEHHuADH/jAsfwJ4J577uGB\nBx7gnnvuwVrL+9///v/s0f65qWfR9pLZ4zXrhaFeBl508U7K9S1O2CU7GxucKi6gNkEHRWkiJza2\nuX79KkUe6EMvUz0VKayinh6ghwaTF3RNQ8wjzf4+2SQyqHWZ3ilNP3h6PzAMIuT1ncg+DhYtWTDy\nmlJpP3jS0QaqIsco2cUHrxiSNi6GJHtCuIqZDmnya1CqBBWwJscHhQORhSiFyQrpW0aFzjN0LMQp\n1bfgA4XJ6RtHMBnzNiVhdpHCZgzDiM4HBk/SbIKtLX7PMXiHQRB1qIgOEa1mqODINeRKcL2ZCeS2\no3JTrC0YnXopO5OSO17yTRQZGB3ZnFTk1vK6N34Lo6pgsZhxdLjP/GiP0MzoFzOauqbIxgz9LsQp\n0d/gFW/aZPAO9fSHefJLnkc7x40W3v5nHuCH3/MP0NUWB/sH1IuGu77uNeycv43dkyc5d+Y0F249\nTW48d5w9w3htk6IoRSeoIh/7+CdxXnpvbb0kxsDR0RE2y/niY09QZp6YKrc+eO6694U4N/AbH/m/\nOHd6m9n161w8ucO//vcfIcNz37ltjpqOS48/gyVSaM0nP/NZFJFJVVIVGdtbm9x7950i0VIrF45N\ngG2L8+HY6eSjQ+JNxB4r+6UXS6TRDL0444RUBS4ossyKDXNIUOEQJPeeSD8EbJajdIZNlS7ekSmb\n7MSQDON4n8DUSXC/Mgp8tfbbysW1kkiJg2rFhxAXV64sxUYOG2vyW6xBUQm+T4mf30UPXlCPWgse\n82d+/udZG4145JEv8eJ7X8Th4UL+f6XRiCtM+vXiFKvKsaAAVQDt0dFxYqNi99QWB3v7zAtPvWgx\neY4NA6dObBBRnL/zDrqu49L1awza0vUe13bU8zmZ0cwffhSvFE5FNibr1M2StcrStUvKqkAZwzPP\nXuFodsTayDK0HfPFkqZpOHfulj/UQvo1czb9xD/755xcK1grLa7rKMOccXMFl29QjDYphut43xPy\nDXq1TtA5BqhsTdPVmGIHdEVUHq0CRRZx9ZJsPKHHMqoqlodXuXHjOrVeg2KHbgAXHbYoMAmSYTWc\n2VnjcH+P3gV0VgqMNkYGRC8Xg0QUF7mRHdA5fPQMzie/uCDTImLba4aOqATnFZxj0S7xSpFlRZKd\nGEle9J6IxkXF4AKDiwStcUiTP3ih+KwC8DRK+J0KdPTYVcaSEoixTzIjExVWS2VVWoPBU+RWLJRE\nDNIDza0l8weEvceobEm1fRtaZ5LMEQeMiiifgvysFd99YmgaqyirHG2QoYuS45TKFZPJBB1F06it\nYnFwlcXRTcIwMJ23XL/0OIVpCCgypSmqTYKpUMWYqDRHswOqIufRLz6J9/DEU09w86hjbecii0Ez\nWt+k7yPf//3fy6995CO8/P5vwDvP9ol1XnzfK9jc3lodahn6BmsNbdczm9dkKtA0S5bdQD+dwnzK\nc0cL9n1OpiPV+poYB2zy5wePDpFsJa3LMhSRssgoipzxeEKRFzjvWC6XTKdTjo7mNK2TdkeeU5Yl\nRZFhteLZS8+ye/qMkIyUyI9MWtSUft5zH7R812rlYlKS0OCcJF/K0TimCb5JFb5DmefRhavFczWd\nX6kQY3xeGyv/Ho/VHKtrUnStyaHln9fHEpGNX8cE7hGealSGEHuO9q/zo3//H3PXvS/lc599iH/w\nj/4RWSZF6IpJ2g99omyJYsMa0Yn7GI9PXlZH+r7GAG3Tp7hzcwxbaTtP2w3STgiDnLyCWHAxApsh\n6qTPjuTagFtw3723cbS/T991OO8YvKbtvNyn9ZwsVcKZzfgbP/jf/9G3iP7SBz9ImWmIIisiBEwE\nZRU6ejbNwNFijpqcpAm54PWKnCy3hGjxXqAaLsg/WgVKA/PlApVNRMxPz5PPXmL9xDmUlaN9Pzgw\nBUP0MgDJNaUOLBdLymos2J5kZURFdIoPMUYWC61FkO5jIEaJTIgqGUajQIb71B6IyALZO4cPhsEL\nADkkC50P8oQesVoOMRxLBlWMKDQqBHIVKa3ElAQnG0emI1kmk1YRiWsyHci9Y1KVxOgorMEGR5lJ\n7yyEgAqiGYwqkMeB3M2x3U2pvKszErQW5QZXUeDBKk2Iox9SSF9y0cjhS8LpFKIBlHeD1mAyjTaK\nvMgwAFbQcCa3GJM8+shRuChzxkVBjD3N8gjfzti7/DQHNy7RLZe40JPlBqOhLApaL4Mq33mWy4Zl\n21IPiqWvuDoLzDuFVxXB97z85a/gN37rk5w4eQuXnv0S9774JfzJb/1TnDpzmsl6JXi6CK7vqbse\nrKKvWw6nRxwcHlHXNW3rUkKpJ6qAQehKia2X4mBIDFZzTLMqM0s5KpiMSkZlzjPPPMva5hbT6ZQb\n1/cYj8aCmgsxBeVlyWqv0avLUAkK0Tsnx3O1AnasUghWvxNUSNHSKTLcx7hiHaZWgRdIcqpSjxfb\ndG/KNF+USz54tMkgmSN0lABDZVQCKFuM8gQl13mpIruTgh9451/kahP5xje8ibe+7U/J4FUnSHZu\ncd7j2p7BO6yxFFYKl84PqBAl/aKrGbqWPsXABCcLbSASVSREg0eJMQWPc4LV80FRliMWywUBsa0K\nP0HoZYvZEbmFPM+SxEnTdBKjXmSWtq7BO5Q1vOevv+uPvkW0sh4dB7kolAYlIvNgDUYp5trgipMc\nLnua1ot9zUVUK7xIEDiD0oqsKIhK+lDFuKL1AYfEvW6f2iVog9aSdGkyw+A8lTUUKTSMGOj6Dm0V\nPk0sIwqrpZdnErneIHk+PgWEyUFrZcGR+AznPG0n2K6AoXcSsOWU9FGdj7gQBFwcxCaoNbh+EKSc\nipRK8r4zIuMK1kyk0gG0hHPlWlNoyI0mOkdmXOIySqSEC60kTnp5/X0jpHGTCPDdUEtvzUa6wRHb\ngabpyK2nzwo8Cu+jcDOtuG4IoHUuVseIUJmGDm2zr4CFDOloGFDB4FuJmPZtn/LYxSETnNgtBy8+\n6LywKXMJiiyX2OVYYNbv5cz2y1CFhRgpq5RgqVXqJUbs0NP3NbOja7TzGXHomc2u0bWNTG9NRVCP\nceG1Oa59BvWCDWbtUzz1ez/Ll6iYLWumi4Zv+MZv4qd/+mfYPXMLKkbG6+u89BWv4oUvupcL990n\n0TA+xWMQJVfdiS2373vq5ChbLJc0TcvQtygkAaJ2joPpjCrPWLae+fUDlFZMTmxKT9NqiizDGJEm\nVdUoVZ3JYjpA27Usli1N0+F9SGg+2UyMkdgarXUyAIioX9ZYqXJloCQrpLwHEgU+Hi8Wq0m1tAQC\nPvRYE8iyAqPFbZS5Gf/y5/4l3/MX/ztM9Mf926gUfVfjR4pyY4Jpl4zyklxBNwScNWgNvuuJPhB9\nQ2w72mEgZMm3j8eonHreolWgKnJObKylVkpG3XREldN1HdqACpF2PkVXIySVVlqwzvWMRwWDG5BQ\nW4VTCuJAlkPfNrihlaLCWjY31tG2oOkGivVKTpPJNfYHfXzNFlJrNS5qvLK0PUybnqbv6CKAQdmS\nVUpSbgvyzGIT1s0oOU6K9U1o88qmbBkpjnA+Mp215GWFQiqlIivSsVa8yUYLbFcpy3i8waKWmy/4\nhBMzFpsZvB8IQdwYBonRCIPsjD7Igu2CFx8xUHvR6LlhYBVUoeJApiIVkdxAkSsRbA8tmQ6MNgoG\nv2BrMiHXGh094jKWy17FgegHwiBYsSzLcd0gcBI6qSiCQJMzm9F1Enk7xIjWnhgEV6dVTHZTgUqP\nM8MklqhQ0w0NRblG6zzWKKySPmpmbcqTjwwhUpS5LIxK4L3aWEHMaUtQAWNyvBdhvkrTeEeAoNF9\nIAaNQO81REvvxRpojWFhpUKPaKKSbKB2WGCVIhx9ib39y6ydfy2D0hRa0x8+yeaJMdtnLmA2LmLy\nkhPnHSH0mEJT2hzlO1y7pNAli/pASGMounpOjJ7Oe0bxEj/w7S9Ae3DdjLJscYcfZe9jv8ON340s\nnOHa3hGRgt/4jd9me/ssutzg7IXbue+Vf4xb73gB99z+QgEMZ9IGcWEQoEcQl08MsgBOZ1NmsyXz\nZYv3A13fCllKGRatQ80aoWulzy6ksMHgJRYkt4aqGBOAssopi4r19Q3yvCT6nrbtODo6YrFYCNoR\nlfr1cO/dd7G/vycbweAErNP3YC3WZoQouVRD32FNIdUpsmgRei5euJWvv//l+PkhXuXSjw7SGghB\n8aUr+7z+LW/nl37lVynWJtR9T2TABInFzrXG9w7fLTizu8X6ZEyRWeq6pq47YlBcv9nQDwEfB6bL\nmughr0qUMbi+RxOwaFo3SHsLGGUJ7WgMXS/GGT+4FHoHIcqpsR8UWbkuEUU4bD4iREUfSflfHhU8\npfr/Cdj5qcPArPU4HRmiospK8mKMTbkpRToGai1xCUbLgqaSSNc5j80yyUbXJnl7OdbExajJ8nWC\nl2O/Sj0k7wa00uRGo4LHaEXvxHXhvGcYAn2I+GjIQk8WFBZQMZF3DMdkGgW4roXBMcoLMmsw1pLZ\nXP6MB5cWHD+IfCkGLJEQWhk4jaIQpkKDjwobapyLCV8m0NmYprchQMAKeSiBNmT4IAtbrgVxN/SO\naHJ0jJRGJr0qenSUfpz0qnoyFVAmoIPBFhmdsjQ+0GHpEu8x9HLUG4KiDYo+QJgpBqcZfCHZQFFh\nMwlxI0KmxcpqTA6rjUCJSF8F8UMTJI4jz42g32wOzmO7lIukIOAkjC3k5MxRzZTZ/hHZGWgxtP2S\n9sY1FnuK8eQWrs2ndDQYLQBoqySorSojZaEYuiV5VjLdP+D02Vsx1UmKwpNHha5OsL11N5aItrL4\naS14uqIosUrAMJnRfNfbH2Axn9I2NfPplOXsCzz9e7/Ho7/Z0wGth6H3dHVDM19yNFsyWT/JxtZp\nTuzscvr8BU6dOcuL7noxG2vrOJegJsnpVTc1PsgpaWVmaJqWfuhom5Y+VUs+RNppg9FLbt7cQ2lp\nB0WC0O21oixyjILMyHDq8OAGVZHh+sidd91JOaqwVmN1lloCsFjUzJYzMVG0PXW9pOs9yvWc2l7j\njV9/Hz/1M/8Hb3zLdyfamoBcepXT5znT/ml6b3jF17+aqsyIrIZiAU0gLyyF3WQx72gXDXVdS2GV\nFj2tLFlmaYeO4HpM7BjbIJD1TDMEqa69a8iynLIs6L2nGyLKK6KRPKzJ5hZdJ0MtH5yceMxE7mUN\nVll838nJK4ZE3BK6m/tDNjy/ZgvpYa+xJqO0kY2yYJQpisygCBidUZZWEGFB6tIQA95qcYj4yKgU\nOU9mKgBaJ1gtZTOarqPpujQEsmjEStf1Ms0cjUr6pqXMLdIpFbpTpiXPacMI2UciZKV6RglDUiIh\nxGniYkCVlq7rcEOHCT3aiaxJDZn0btEM3qP0avxByixHLG3W0qdkRo9ErxAlyYkIwRicG6RHqWIa\nGEGesuaVjvg4IhIgeFlQrU1eeGlxNFozax3tEGj6SO8dqIjrWrarwPRLT1KOFc3OGepMIpyNLQT8\noRJBPMREYzdgPVpnQj5PSaj9MFCWI3x0LJ3DhYEixZ9kxtANErlRjiZ4HygyAUroTKWQwIFMWwZg\nCGIP1SYRhTKDjy39sKBY38CWBeNYUWSOfGyIQ8+1G9eY603QhvEoZ31S0LQ1GgMWismYZbPAObiy\ndwNfnMYF2BoP7N/co9zQYA0Q6dteNoTMyPc11GgjOt2itJSZJc8tmd2gXDtNccJSZUYiLryjtDlF\nVaAMlHpFgLd09ZLF4oiDw30uPfYE15/+XZ595lma2RwXAm0X8SqnqXvmzcBovMaF21/AH/8Tb2at\nKrnl3Gm0tZAIBW3XsVgsyPOKrmtxbuCZS5eYzRuiFqVJP4jNeegFSj2dH7CzkROD5bOffeiYIDZE\nl9B7DuU9eaHRseOhz3+BN7/5LYzXNhivT8iM5RMf+U0eefY6137xF/me73mAW86eom5qlgMMKueR\nR75M5yLL3lHaQJUhlaPieGJvjcNmsLm5yUmziRtaFoslXddQN3PKfMSJsqAsRvTdnExrtKnI8pz5\nvMYWE+q2pVpb52jpULZgiMJttapHKei6lq6Zy72T8IN5UeBSemrftZKtZayoaoaBYGVG4Px/3mT0\n1R5fs4X09t2KTEesktiEqjDJTSKyIZ16jholERlovJbjno+GLu3iBEnM1AQBaoSIVZpMa4bBoa2S\n3J8grEKAw9lSyv5KJrWKSAYyFCmNZBKFIJWo0seAiFXfWYY1SioeHdGFIdoSvdJjJ3fZ84AJEt7s\n+V6UDwL09TEgohAB5IZIwqjJ1FbHSD4qUEagt53z1C5yrQ3MZz2tC0QVGCLyZxQhDgJtVpaYJu5R\nyTQSpfBDL/1VNWJ+45AzF+7h6acewp7aJlJIm8CB7zqslY3DGJ20jgqDp3PQ9xIdXNdLjNIs9peM\nJhOisQStqHsJDqwKxdB7qlFO5yRfynlp/nfOY6ORXPnjXqtDWX0MjXauw+gKPTnF4ugKozYQdI/C\nMbhIjDnLuUet52hj6bylX/YYI1Epa5OSrpmnCa+XwDwPxhQ8+/RjrG+ckB5bOsnkRUXbNvQusWKN\n0KQma2Mi0KMZuoBuI9PlQIgC9y5Kmxo5S4kqUQhwW8tgqDQdvltgJ9tkJ3YoMsWta2cZj9exBkZl\nxvraBDcEGCIHsz2ads7+zc+wf3OP3/qP11gsZhBhuWyYLgaOZguybAym4C/8pb/M+VM7nHn5LSyb\nmivXrnPp8jW6rsFEg0p99YPDfd7/Uz/LN7zxLZy9cCfd0DKoyHw+Yzqd0tVL8AOvuPMUr7n/AOss\nbAAAIABJREFUlfzyf/oYm2ubrFeG3dMn+cJjj/On3vYdVMWYjZEmuob5dI/d02fRo3VuPbfL3o0r\n3HFxh0n0LI72GJpahmV4oo90JqMbHPuHh+joWJtk9H3NLedOonSgblqqMmM+q5nOHNeuXWNUTDBF\nRdM0FEVLNd5iNu9ZDJ4Ye0k/VYbeSzCeC0uMUpR5TlWk+zVEci0VbzSGgGHR9MzToFErwcQY84db\nGr92C+maxBtoFY8njEEHvLIpaEyhoscEh0HQaN5oXBQorFURZ2WBCjFigkwqjYtklWUyLoSTmBid\n2hqikV6MJTDarMitkX6LtULr9x7lI8oLdcdpKGxGkYn7Q6d+EEoRVSKLB03QSAZ6fB6Bt8LCRR+F\nu+kH6TWlCX+erTLlo2DFUCg7kgwkZehCpO0ddetoGkftofOKzmv6qGmDwVOKcsENuKBQJoOUdOqS\njlShGBDnjMQ2R8oix/mOotBwcoc6Lri633PLC2xC0Ak8JMvkPaiIVATByaRda7wKNO3AbDbn5Mkt\niVqxhiY4jMro+ojVFqOhD5rOQT2XjKlp3TEpckpjiMpLn7hXRO/JtGZ9vIZSAZckODqXyjCvxqn/\nOGDzE+AHvDbMm5rxVsbGxiadj8kBpo8n50VVMlnLaNs53nlKK8myRdGj4pzpdODU+jkIAgSJCsaT\nSqAZfSfR0kpLcqhSEh6oJZyQBDnJc4lRdiFilCGmQZNSJTGBTfCOG5dvcOL0GG9yGXZmI+pG/PvL\nxRHjSQeI7lRpDaxBNmL95A4nb30pWa7kJBUCru+YHu2xPh7hXUe9eJLPffyLDD5SjM7wXQ+8kxfd\ncRdN03B4dEDTNgyDZzY94Aff9XdougYfHIxk0Ks2t1AXtlEKtIFxqfjrf/NHeN23vo2dkydpYuCZ\nJx7je9/yLbz3n/wvPPTkVe7/pm/jRec3Ob29zmcfu0S5dY7J2kmaRcvDD3+BrXHJud0NqlJOhzYv\n0FozWywIy45f/oUPMalK/upf+T62NkoW8wOeeOJxrt84wpmSplUoVVCNLjCPkaN5IJg1jCvgCEIw\neHJIMcwhanzUCVWpKRV0ztEOlqBlMGgwBN/K0DqmqHNtCUYl+n8g+P4PtZ59zeRPn/nIL0giopZe\nTgwKn77BIUEqdAQdBgnHA7ySo78MebQciaNYlYbg0UqyYEJwkrxJxIWeoW5o65aoLKas0s9HlBKC\njFZZ0rNpsixF8KIJJh3TlRwZYkiREV8hdl5p9oJzEBK6bYVhC1HwdkA/9Jg06IlKoW2OjzLV7p0I\nr5cuMHjFsvf03tC4QI8Gm6VQvZRL7yMBTYyBUa7ofCB4T16UdF1HbiyGAVLWvIrqWDsIgcxIBTzO\nLa5vU0tDcpK0yVAqYLRKkSMKHaVy7sNAABkEKEs7BPIix0RZpEPSGIakE4tRMqZ8iDR1w3hS4r1E\nf5gQWB9VEAccoPAYPzApM2FqmgKVsGjGKIq9p9ltL7Hfe4Zz9xPLCc3+0ww3P0/vBkanX0Zx4jai\n0ZRKUachz4YdqDZG7G5kPPzok5TjU3zrH38Vv/bv/zXr1SnaVqql3mwR17axURxNVVUCKkEwfMo0\nks0aSPi4lD2lhb4QXMQYfYyW895LBpCSTCnDgsXBs6xtnaVnQ+Anvj3+eWvt87g5p1LPUETzwzBQ\n5JrRaCT91KTRld54FNWeUmydXGM8GjOqCopc8fDDn+bm1Smvf/238eSzz3Hhwm2sr69TlhVFUcmm\nGAQSEvxAPwzUdUPfd3R9y/RoRtd1dK1DqUDXzfnc5z5DOdnhZ//FL/O617+RP/dn3sRnPvZbXNmr\n+WvvejcfffA3+fCvfoStiy+hMHDbyRGjUc5kbUxVjunaFheC3PtKCg0ZJMd0qgsMbiAoRVFUVNWI\n0WhMNZbctXo5sD+dcrRoODqa0nY9vZN7wvlAN0SM1ZIOQZABs45oBEKtkbBGhUQUaaVEmRNcyuaS\ne/3H3/2X/ujrSD/yK/8Ka6DSikwhWjplmNYdzSB52XlRiHUrOIyxVLkVvmj0qY+oUCaXIVMMokJK\nqaJN0wk4ghWhXCbpZVmJk8SQmvPSmI9BFiPnvQx0bAaZBR+ez8VRksx5nH8jH6DIn7xkwqgkLEYb\nQlQQpZrqo8d7aHuYd47GeZoAjYfOAWlSDWmwJB8UKNF+WhWZFKIXLa0lV1CkMLKAo8xyYpTcHKnI\npPKVC2VF15eMH0LE5gYfekwgLQhGpr6SWyKC8fT+VtR5pbVgzqJUZUTBpXlIqDyhvwOiGOg9xJRB\nryw++bmV1uQ2yd2COGJiCnALQabULg1LAPqhpX/yU9x/OuN3vvAE5X1vJRjLWHXctrFgd3uDBz/1\nJGbjNnpdph626HpzpajyjuHgS3Rmg/HGLrdsVTz8yY9y5vSdfMNrX8Zv/cav89xhzdr5lxLNiCy1\nFVY58tYY+mE4tlmWRZEI8imniQSBDrLos8LKyQUpgzWr2Z5Erl99Bm82yMcnE93JEuKAT+9/FeER\no0BBjDHHcBitn3ckAVIMJA2xbGRJA4qnyCPr6wWjSYaJjsO9Pa5deYrKlCybgb296xjgcG/K0EUY\nr7FsW972p7+Lz33ic5w+fZrb73oRmxvbbO3ssL6xiY8yrHVu4MnHn+DJp57C5EoSH9AMrqMqZABJ\n4uUOncP1HWuTNTa3trj77rsxWvPbv/sZnnrqUc6dO8v2zmlQknS6XC5o2kYE+um6MiYTxWMEr2SR\n0+najFEW5MwWDL4ns7ksziuNbGKuKqXRxjL0rURRhyBxM+kzF9MCqT8Ky+WSv/C93/1HX0d6YzbF\nYDm5PmFjlJNZif09uTlGaUPvI2iLh5Txo/AqIyZBrusHIpYhKJZtw5CAD3mWkWkFtiT0AyrK8KUa\nj9AmkMWACk4iQgZPUIGhFxmTJ+UJpUhjDccZ5eLoySQtAZW+YIMfUvxvRBb3GGUaqBVDNDR9pHOB\n1gWOFp6jXjF3gahkA1DGoKMjwzMxAs3QJlJYzWRUslbljKuCTInsG2QoFp2keUomu039J+h9R1GV\nhDTxNwZya9Lrk76yKYQdEHVG8I6oswTg9aIM+Ap8W5+GfTpEQu9Fn6o80ZGSVKUVohPqTBYW8XbH\nQol8KzhibOWInOUybIsehQcViERCrmXjQZHZSqRsKcvIqIzN0b28YOK41EaK3R1a35OhOXmy4DOf\n/E2M3mF9rWIIGW3bS3haUFQ5aFezVVV88dI+Oyd2ePFL7uWRh77AuZM77F9+jv2DKWvbt4EZMfhA\nlRfJdenp+k7aCsaCktygZoDQdtgVRNsmQ4IyNO1AlilUqlbbtifPMobO8/KXv5LOFVy9OaNvOjIT\nMToIq8Gv+vFBevBRvuuu67FW2gheGVyXADGFDFuVgnpWS09PS//bWksYoO8GuF4znhSsrZ/jthft\nsrExhugZVaVcMy6wu3uK+XLB3o3rtPWcW27JWcye5MkvXKGqRjT9jK4d6DrPc1eucTSt+Wv/ww/x\nT//xP2S5OKLp5vz5d/4AQzfwcx/4OUajEWtrGxS54cTmDuWoIK8KXn3/K/mnP/43OH1ql0uXr3H5\n2jXWNk7yghe9jLvuuos/971/jmo0wSQexWI+o/cDfdsBsqHMa7FwLhYz6qYBBW3v8ENHDJFhaBKD\nIilrgpZCSUv2mI5IQmkYUJkMdn0UBN/gPWUxYmjd8bzjD/r4mlWkn/2/fwECZEY0k8ulo24bmciP\nRuIwMjlBGaKRwZNXVjaYEJhPpxSFZKNHk3SIyuKGAYPQt3O5peVsrUVHKYlbXiyVTnZwVBLf62QO\nsIWEdCkhNIW0mKxywQX+mwZHzom+0yeHljJ4pXEhUg+eZROoW8dsUCxCxswpuj5grSKLnpFxnKg0\nm+OcUSn59viBTEt6pyFiVUjyJbkYBDus0msIBB0hqevAJHDuyjKq8CFFIwdpC0Qtsb4rn7ZJ7EgZ\n7Mnfig86HkusYrK7+CDOJe+fv2x8yrWKUdQPLm06IGASWcVXoN8gfayg8GEVpSGgQiC5VyDLcmmx\nRA++52w8ZJeSRwZLU46lL47nRNkwdEsGRvg4AsQCabSoIMbG4Zo9yuEmcz/GjLaZrI1ZTveJzZK7\nX3QvDz3+LLrawuRVer0StqZRGLVCyoVEN3Lk+f9D3bvF2rqe9X2/5z18h3GYcx32YcXb4G0goQhE\naJGA3iAqUVAbqUJCAoEEltoE5aLi0vSqqnoB5gqZy6iCq1xUKhLQqk2rJq0bKlVGESJQiC0n8fbe\n2957e681T2OM7/Aenl487xjLLpGwKyLTKVlLtteaa64xvvG+z+H///37i8g9txK81PNC0V7zlFZq\nVYaxt+iOkviPfuI/4K23/iV/9uf/Ghe3nGaTY4mo0d1FyMVSZp1vrX2lLQsdLkRLZW3PpfMWRmiu\nHqPip2WxCJFyztWySzF6Rz84ajrRhcLD/YH91TUVxzAOqCqb7QBYd+g97IZI3/e4EBjGEcrE7YsX\npGnm/uYD/uxP/4icT2x3Vzx+/JiHu1tOxyN9jPYw+Mh+/4h+GCAGxs2eZ298lNsXd5Tpls/9i3/O\n22+9zbh5zNX1NYTA3cPMm9/xN/nH//gzPN5dcXt3i4rn49/1PTx++hof+cjHeO3ZM1559Snb3Qbv\nbK6fcrF9gRZqssJmTavNtTFDTE2Fr37wVdtx1GrheC6QWtx61sqTJ0+Ylpl3336Lv/cLf++vf0W6\nrhNpmenjYBqjLnK1eWy3MYILAXVNntQqlaoJL4H1tPB409OHCOEMOxC0JtNFNvEypSU5iqUjylmr\nJ1jOdeeh2mzTOWc3fnOuAC8jkBu8+JLLAxfbWRUhN92girNokFyowLRkSgksudKFno0rPN71uJQI\nInjNvPpoy9i3MDhmNJuLK3rBkQgokhL+bB11lk1P45pWAd8C+HJJED1eQTHtbTcMpMUYqtVBFKMs\nBQRVUzzQWkmtSnXatLmmKUSNym47HBsTVHWXCjeXStEzhcr0okkrU7KlmSV02pKwtmWVYMm4CUuW\nhIxDkK43d4oLLKm91i5QFL44b3g7RF74yGb1HLVCcdwtGeERUzYLrcd0x8t8AmDWxLbbcXO8wY1b\nRAIvbmZCN3Kg8rn3D6Th2rSwZYUq9C191nnHNC9maU12GPnQ4ZrdlmpAmFIVUUeR1C7cvo1KPEVg\nXexZTKnwp3/6Jyw5skywv9qaakMcp3yOLbHxVteFS+czpQlwFE7E1iGtOVHnwjiO9nOeZnKuxBg4\nLRZiePdwz+NHj0nrasi60BPCjirKsN9CiIxd4Hh8oCLc3t8w9JGSMqfjA50U3nnnHZ595DvwnaPq\nSpru+NhHHvHFL3yemuD6le9l3A08v7tjM36cnpX59AGxHxivXmViw4u7he31FaejZ353YehG7u9f\nsH/8Bv/uG3+L8epVwrhh6OxAf/zomo989GM8e/YKpSaO97ccHh54/8vv86V/8b/x9hcCz29vGMcd\nx8OR+ThR1AT/61K4Ox147ysf8PDwwLoWlnnhE7/0n/IP/sF/w93dPWO/aynDni72XD96ZKNBhCdP\nHvMf/yd/h//pH/3P39R59i2rSP/8//pv7QOalZqF0EWriBqSDnVkLU1CZP53gzxkixlocw91Dqdq\nrWLbnNdS7D/4Rog3/VpeU8s6KhePsWobcHtvFZdGq4ado4ZoUqzgucQvNztoRSnTZFk9AloLrZYB\n05tTxVGr43Q88XCcOK6FPsKzq8hV7/AoMYQWSWwJigbMMP2UQSJsxoaCZDvknJcm7qc5uZqrStUc\nLD5SnAmTq6o5itrCzIvZAqtC9c6shSG2olFAmrFBrUataEMIegskU8eSs400qiMpRg/NlTkXCJ1F\nNiht4VRZUgJV+gB9YwY4F1hSJorFPkfvLMcnBFwLICN2lAIkgwR77zktMxoiQ4gs60xwnulwIPR2\nCGu2BUJw4J3gRel1QpcJ1/WEfrRRRZth2uHVMu+dUYzMVlhRdS0rq31EqslqtOl8211ifU+xJeNZ\n8vZ145Gc6aMjnj7gw/ff5smbf5tJe/Plt44HaJeKY0mJcRzt2cRm9H3f2e8Xx8P9PdfX1xcIyTRN\nLR/K47xwe3vL1W7PPM+XpIHYxhA5zS3PqXUK1dxnpSTGsQe18EbLR0otBQC6YUBr4dUrx+f++A+Z\npsRxzmyffhtXVwNfffGCrtvjfODhxRe5vbnlY9/97+O6RzgchcqaFjZ9wJWK84nglK4LHOdKrc6c\nZiiPH121IgacswXe4XjPuBnoe98MHpXT8YHj4QEfDCbTdZ6SV770r7/A4f6e+ThBqWiBR69f8e6X\n3yeGwHKYmA4r07ry6PqaaV4MmSCBnGe+87ve5M/+78/xD3/ns3/9K9JzKwgt1paGH/MRIbIUaXIT\ntapMKjV4RJ3lYNMOVt+a0axQsiE+Vc1iiAd8kxQ5QrAZZBeEKtbW2wcoNPcQCCYUN+1kiwNuT2yt\n1hZTC1IzvasMoUJNVDE6kIrJZ3LwrCVwN5+4uXvO6XDgI6884dX9yC4IWldicAQvrMX+bFHLKK+I\nUevFUdeFnIs5nbTloTe3lH2pgSqcbdfN4gbqPK42qErJNvtVm0kGbxIn1KJeUllNpaC2wMjOU5yQ\nVU0rqjZ/W4u1zQlP9YFUKwuO++nENFsqZdSMqLCJlddfvSKXylvvfpW+G1lOJ8b9lrrau/Nsv4cI\n283AfDqx2+44TInnz18QN3ve+MjHeOfL73FzMGCvArHr2D+64n6eyCmjeSGEwND3No7wVnWLOKQk\nky25SHUDLjpytQtMSnOriUO8zZCDVpO+qWtgmmTOsXZRikhzz9nr3syTaMtJMg3wy87lTNU/Z1Ft\ntldc7R/TR6ucgndApesipdlyVQSnFfLM0Pc49fgutvyoRKnQjwO5VFyudimpDXa6EDjNM4+utwQR\n5poZdyPrminVuADex8uz7pzHNbOJlkouvsGpA/PqUO3IyT57KSUK8NqTDdvrx9Qu8OiNj5KYqFp4\n89u/x3Kf5gfSQ2CInt4LuMrtzQ1Pnj4lhgHRSioJR2cqj+XlvmG3uybnjPcDNUNS01ov60IpHfOq\nnO6fMw4D4h2lOJQrfIKSO148P3L16Jonz76Xq6crOSc2Y090gdA7Pv7veL70pS/y6pNrjqcDYRhx\nOHbbLTe3t8xL4vH1Fe+89QU+9rFvAz77DZ9n37KDdKlWuRmVxobAGjwSe7MWVgsOqG3GYfp1mxM5\nZ9IoFEoqdkA4wfcdQQ0SbEgw4yZKLQSpFKmGwvMOgs0YK44qgSImj1AiXqNt+7RN89uXc63CE9M8\nztPEZghN7uPRaiDo4GzQ/+Jwz+nugTf3A08++hG6gI0SVEBN6lKqIp1V3F6kZXWLVX9FqS4i0VvV\nWxLed5coXBHBq6N2VuUXrNVUsddUAvTBUbOJw111SLXaumZFgqMkpQoUE1ECFnyWqqJ4vG9wYRXu\nH46ojzgfmoHALo2u25K0kEqyLqBUHubMV083qHimdYtfhc7tWB7UQs+AL05HMxyEZO9FfkEVYVXP\nmCtf/fzbpg9Uz4qBj0sV9LgSFMR1VJdw3hIHqlo09Vkrm0TYjiOBSkorMQbIq4ns1VOyGSN88HZp\nnEEVuSJt8352i7mLTVeoYlpRWvVpdlh7Ho2jpJzTXAG8KCknDm6gf+07SQpDb3NI7wSVjHoo2ear\nsRN87CilcppObLdbYudbpnxtee2mgHi4v7cMpgzTcmS3GXn+4Qc8fvyYzWbg/v6O7Xbbqt6KSLb3\nNVqXQns2/GjzZVuP2+dSUZa8MsTODuGgyHzPkwEO95OxAEoHkpgW25475/FaGH0lSMI55fF+Q5RK\n7zzH49Qg1L5BppurMASWaWEcRqaTbe3RwjAMeK10MTBNJ8arPUM/cntzz273iJTMpbemivgrnj9f\nGMdH9H2H6sLtw2zLq5uVNa08HEbEj2gZGSVyOp54660X9OPAkpQ5V+LmYzx6/VXgd77h8+xbdpDW\njTmBgmvsTcTK6zqjebLFkHb2YREPnSUQIg4vdrBIrUhsCYwttdCp4ESthVVzC5EmcgYfbZhea5v5\nneHL1R7oXEHV20GhdjN/fUAYSDZqukol+GyaM0xKEWM08b/3eFn4tuue8Lhn04N6b7QkNXmMFjHd\nm0RyEQqevJrVEmnIPu+JDkSrVas+sFKIQ4RqG1c02QKt5c5E5xuZqr0+WhCxzbBZNrBUVK1NqSCo\n2GWQijBrm/uqHRC1mCxEUB5d70E8U8qs2XFKK0sxdJlIi/cVkGAiahX737smcVuOR9zGFAXBe2LK\n+N4qsFwVHyMIXA8DfexwrlKTMV+1KJvBnFpO1tY+ZyDRec/peEv0gRgcb3z0DbbbAamFb3/jddIy\n89aXvsTd/ZGKMJ9OLEXxviPVgsckU4i3qt8H0Gojo1oI4m2OL+ClENrjUJqkxFQ23sL27JW//Grs\nTsMhItpeEwEK1l2/pC85se9ll1eFCo+uHqNabHTl2hvotM34HF0QumBVcV5Xao48e+11ixXJmbHv\nSdOJOAwQWgJodGixbm/VFdTRSYtRQZrD0KrtMA6kdWmVtXKcMrdzoNtcEbwnxECRSK0Orwknic0g\nSHaU5YGu3yO9Q9VmwJtNfyHzG5O0crUdWHOi7wOlJsbtQEoJT6SWytgPFnbYj8S+o9TCK48foVoZ\nuwGFVsl6YItSWRYLURyHPeu6clwz+/0V+/1Vi9GGu4d7rh+/yv76KaVgwHh/RaHSbx59U+fZt+wg\nTTK07bk5hpQWDRvOYnfLR1d1F3iJcyZ29q7Hu8EqBlz7/ZmqCVdXqCtrmmjda9sZV2rzihdAQsBy\n21OrxBwudASJ4AwCgrYDqT38OWd8UJtJdIKTnmUyKUXY9Lg+Mm5HVAvjZmwC/USW5oAJgx1eayIV\nZyMHTPbjxRGkoMFabC/K2HtSOhGcN9kRViA7jIOpgVYp9Kg6ajHhexeDNZ4iRN8wasG3+acwK0g/\nsiQ1tF8V5lzIpc3qSqE0uUmtsKjlBkmILaCushThlAxGLSL2OueCFsFrpQ9WzapUY8GmFTf0hFpx\nsTN8X115tn/EcTE5DyVBXnl6veGNZ09xrhI74emT13HimKcjm3FsGMPYdITWErvocSLc3dwRYs8/\n++M/525a+Jf/6h3jwRIQsRmroeeEYt5Ncimc1pVSEtdXV/hqfEu8I/Z9o2plztxlpbXUreo8mzNK\neZnhfpmTNk6p98YMLaVcQh9LKTbXa/pnmk7UwcUrX6tBkKtWYjBdqe8iLnprt/PC7sl1y1YacFpt\ndKALcfRmfS0e72JLcBDyYt/T8qgM3afVquiu6y7xJDhLfwjRkj8RU59MXLO5urbxkTfBe06VofPk\nuRBDR+kjzmWqFpY1c/3oMSUXUkqEEFiWxG6343A42EgoWFb9OI6UXPAutpOiEvqBpS3jci3M84xz\n7vKzno4LfW8/o/NQ1mSQFudZFtvIb3YDVKWPHYfDgec3t7z22ivc3DxnGAb2+z39t33kErf9za6O\nvmUH6eF4MKlIBa3mLMA5u+Wc55yV7cSjhLY0wdwHuuD90RwJ3hZBpawomYASNONdxouQSyWtlnkd\nQ0eqWMVBy9fBgwpr64Wlgem8N3nOWRtZSsEHoVSD8IoLVqR0Hl+VIp5U7UA+r7ldBV+dMRvVgLwh\neLox0olJpRTzeFe1zW5J2VI5G9h3M+4tKK4WarYM+TVZlnhVh2iHrEILrGTcDKajbVW0SXLsYE05\nQ+iovuNhKbx4WIjdQFZ4mBbKCkvJZFWyClq9yUOoOB+oS0HFKjSLXXeEln8z5wRV8eJwwQ4R75pB\nolaQyHE68saTnl2/8sqTK6RGNpsNH/v495nNMnQAvHjxIafDhGZhXjJfPr3N/f0DS1rZ76/Z76+4\nu33Ozc09LkSOU+K4LJgOPLBkcHFkZWA6ndiMIyknY8+GntNaLoL9GDxpWeg7A1afHu5Z18R+t2Xs\ne7Tk1h2ch/quvaZiwv2v+dB5f8548hcKGYTLoVprsZmkaqNLmW4UKipGwLdgvYJmvRg/nHMEacaO\nlEmnNkvXwjBe83BYySWzpoWqC/enF2ixDmy730OFIIWimegcuaz44Ej5gOJN1SHCaToxDIOpQlC6\nrgNsAWdWWVOUHB5OrNl4srEfjfy1Vm7WA2PMvPjwjrweqacXvPEdH2Wzv+YrX/mAq6srfOgYt1tz\nJK0JF0yZk1Mx222FeTGu7TRPPHp0jYpwOJ3Y7/d0nUFHdrsdp9MJxLHZGLioVutAU8rklLh+dI0P\nkdPxyJxWnj5+QqmVm9tbXnvtVUIIvPrqa9RqUTEm+eP/XwfpKTl8g2rUqvjiCc1Ro67N+Gqxdqdk\nQvAEpy/jEVolJ20mJc7kIiqZEDdYrviKi47g2sOMUHNlbdBitFLFNoYhdggdSLC/U8FFezHPur3c\n9JI2Ow1NvA7BRTRDqBZBUfPE5mpES8ap3ZoW36FtE1ybk8KxLgtdP9rPmxQfDY82zQmRwM39HY92\nGxyVVDLLYWG33eJCx2aIqCZGB8u8IBptlpfMCSPBKvaslcN05O7hgavrV9jsdxRXSUVZ1pUoAU2J\nbthQZ0cf7d8WYjDqVq3cHCZCN7JWizWpVZjmtWkQofc9WSqlZtKa6b1YpbLM5jRLFe8zu+0jlsMd\nX3z7vdZ+Vv7k8+8SQs9xTqylsttf4/BM00R1FVykVGHNBdyKk+ccDvfErqPkA4qw32zQnIjRMIF5\nXYjB028Gck6MPqCF5vAKUDN9m7fHcTSjRTU4i6rj7v5AyZmxC6YlVfuQBecR8aCtaoWXrXlz0dSK\ngbGdQa5tZmrtf2oRG+flIIA4b3zMak4pcXa5f20kcGnqCS/eiP6AigXX9X1Pp5HddsuUEkMXQYs5\nxJTm4LHFalZlHEcgs+bKsig3z2/otyOI4/Ywt2o1ELKYKabaxRokkteF0D9iqkIcOlzw2pRQAAAg\nAElEQVSjePVjR4iCq3cM20C3f0qOryDB2vQnT5+SS8Z5z/F4InQtINB5xEtLONULW3haFpYlXTKU\nxnFEEd57/0Nef/11vvrhDSklus4il7uuo5SEc45xt2fJlee3D3RdZ8GXa+b24cgQO1579gY5Z473\nxwbSHsnLQje0vUWxFNtv5utbFzXyB//IWtWzx7hUfAN4dMHmdmAA587bNtqJyUPsI2rVQHRnO55e\nssi1aR+1deFCbrO15jnXv/jzVK2IhMt89DzHst8A0GymxSoLHI0+ZeJ3450mswm2fKPgMK2ha1Uq\nYiJg8aQ1Yc6VEyF2rMnmcdq2r74boV0AQQSnmbysKJ7oe2q2pZeUjKuZnCsiHg3RtInet4PbuK2o\naRjQ2myvKyUfINuCq/ie957fEbY7pqkwF8P9lWqQ7CUlQuzNQqsgPrI2K2eIHYd14ZQqTo2V6kXp\nusjpNLMqzFWp3jMfZ8bttaH6Os88zUQPg4Oh71jTimDv+TLNxC4yLSdiN5oiQs0rPbjCx/7GE158\n9X2cH5lKYbffs67twPO29BIsXsPuX2cSu1IY+oA09kEIpp30bfi5HE9stxtqWVjXmaHfNDtrsUVl\na4Ph5WFnre9L/sL/u6oRXm7zRYTc/qwgF63u2cYsIgj+8lwWNaB5aI4fcSbcP6eMmlLAsy6Jpdr8\nuA8dcF6InW0W9qtqC7wTbyMWFUqZefLkKfd3D5SipFra/LFlQFEbS9Zb19R1ptuN7sK3CFJZp3sO\nz/8VZZ24eu276TZPL1Zf4NI6f+1/X5aFEK2wOr9u42ZDrZXTdGggcitmTqcjw7Cxw3XYWrR3XhjH\nkdPpRNd19h7X2iK0Iy9evGBzZbNS30Z04zgi6ri/v7cRlCqlQCnVbKfi+Pt//+/+1cmf3n77bX7x\nF3+RDz74ABHhl37pl/jlX/5lXrx4wc/+7M/y1ltv8eabliT66JENaH/t136N3/qt38J7z2/+5m/y\nEz/xE3/h+9q8xiAZtVZwHgn2gmUtdL7pNktmKRXvKqW12WfdlOk3gQZlJa2XpaM489nbm+jam9dg\nIq2tD85d7h0nNqsq2Sjy4qtBVS7vucdJRT3N29wkSGKOCpwafUlsLFCr/bw5p8sPai4rm5tpVMiF\nfuwpWvGCVbVdxLuAhBHfbXGuI/oOrcp4HVuLGm3r3hCAtVYiMKdsmr2UkRCNvNTo6+KFOa9oyijJ\naOPVE7pKWg7EuvCRRwOpLlwPCR8Cqh581zJyokmJagAPWT1LgdOauT8d6ZeZx13P/XFlLpVh3OBF\nCBGCj8hi0rHuam+LsaJoWnll1xMBp4mOShVFdSX6QOhBouNq2HJ7e8s4bnAU+uCQGLl5cU9hw6qB\n6jpuDvUyHsrFTAXReaIzra5VjJkYYjt8ant+Cl30lwNmux0RrWhVhrgzWhCKeLnYNc2rYCJuEYNg\no+Z9N4tsWyK1qrPRE+yRxjLvs6gtR9HGfg3Ns8ZFH1gVEGuvU1GQSi+Q00zoOmoVyyFTW0K6ahfI\nmjNaTKlQGl8B+wTggienQgiYhTIXNsOe0/1EaeCVoe/po79ocVVNNYMIGpRS5gbHseDH6uzfuNlf\nM3TfQZpOdNtHxKFrnAK7IFJa6fuRlIyulJLNStOamtvQPi/rw8FMGhLJyRTaqJBWJa0HdrtrTqeZ\nzWbkdJrQmoDAzYsHXPBcXV3x/ofP2W63ZByn03pRtuSs5OPCw/2BruvRDMOw4asvPoSmIuhi9w0c\nny+//tKK9L333uO9997jB37gBzgcDvzgD/4gv/u7v8tv//Zv88orr/DJT36SX//1X+fm5oZPfepT\n/Nmf/Rk///M/zx/+4R/y7rvv8uM//uN8/vOfv7Tk9owI/93//j8g3oTX1molOi/NF27yJlVt9Pv2\n4ErFSbRcH82EaNsk76NRhZxQ1hUffdNdtgPQt7a/muWxamloXDuTzTNtlVwfYrvFHeIy2tBp59bO\nyPX+4vTxIZDzSgiWIWTb1WaN1IqPlpVkoGJB/UuR/TkCAteqaK2WBKkK6nASEAkInhAi47gxWHXo\nqOrQYqqD9phZ+yZmWy1ZLQYEpa4ztSZKE2BTQbRQ85Hp9gWDqzitLKeZ+/t7Hl9fU1LBh4FzAe+c\n3eShi9xPMzUJm/2GLJXKwFqVpI45FZZkGuCK8HCaqS7y8HBkKVaJ3c0rldisltUWGqJtcWE+6W4Y\nmZYVHwMP9w9s+sAQHRGzz64aTf8pAZxt+5vAxxgJruKqGRCkuamMwp7ou66NJ4yFa7EqNnuuCMGp\nXcD6cl4Wor+47szaahleVMgl4YOgZbUZvbcW3pYd2WzOztsP2KpWpF7sn2CtU06J7WZgXe7xXWRw\nlZwScxKW4g2W3QlDMNXHNCe67SM0DNaR0GhU2GjqDFmpVHZDR3DCsq6AXTQFK0yic5ZGGxx9gJos\nzWEYugtrYlkWlsXScWs1S2qMHVUTMQSDiRebEc/L1BCOnu12C6qkZGAcpckSVU2q1r6fOEfKmdoK\noLGLTNOJGDrWtfD0yTVI4fF+j3ohdpF33/kK4Eg50cXA6fRArYIWSFgCrxYsqXboEa1sNhtOS+bF\n7T2lVtY146KxDWqtLf02U6ryX33yP/+rq0ifPXvGs2fPANjtdnzP93wP7777Lr//+7/PZz7zGQA+\n8YlP8GM/9mN86lOf4vd+7/f4uZ/7OWKMvPnmm3zXd30Xn/3sZ/mRH/mRr/u+kzhqBgnGfOy8bbGX\nZLi4nBQfgy0wXIPuinnRK4XgA7maiJ2y2mbam5A6Ot+0jxC8UYxKNhsiWi5EIwuDBZeF6MvFU2/Y\nvNUSFy9ViG1ufRjI7UGqCtqkIfO8EGOgFvPR2++HiDfILxYkV1clhM4qFBGcOmqy1k2ltgVSCy8T\nq2+0TsynW+5vZ1t8rYt58Lueq0ev0W+fUTRQCKxrglpIaabrAvPDC8pywukKWAWU5hMxBnxZCflA\n7HtEYdjvub7aWb736UTfd6w5X3gDXpT5cI/HE3wkHw+m18tHejIuRvwQqb02pqySrzuryl6/QsRx\nOByJ4yskNYlVUmFJpcmOPGvO3BwmUobVd6x5xW06cskUDUjcmfMMc+O4nBiDSV+8Ezqv+K87BE3q\ndj4YSwhWhdbaLiGbA661Ir4zfi0FabNs70xyt2SzICP2wQriLu15SQk5rdR0pOYZ1MhFYdxR3dhm\nqpnOQ04nSnrg8T6QSyJ2j1jmSozKbgtXO0eK8OTVx3zw1Q+Z50KtgZoS3TgS+8EsubUybG2Z6FCi\nF3B2sIla3IyJsS3SpSzZGnsfGLpArpmSEq4WJNvIotMOr+DM0YCWzDRPTS1jkTAx2uFqLqlKUbsI\n5nk2Ju18ssu3evDC3YMFMaoa0lKxnUJSk+Q5B0qg5MrdwwOvPL4mOuHu/o7QbTjMNtO+PdqY5YPn\n92zGAZXK7d09OVusuFKM7q+mMlDlEs98yJnbaQb1pA/v8DhiMIdj8EpeT5iTbbXWvihdiHwzX9/U\nsumLX/wif/RHf8QP//AP8/777/P6668D8Prrr/P+++8D8OUvf/nrDs2PfvSjvPvuu3/he92mRD+M\ngCN7z0ohNYeGV/PBFzHq/ZLMvVLFkYG1ZjoMnRdjJBf7dVpmXPCsJdOYRXTOkfJKDAHBBv4ohGq0\nF8QWDEteLjf2+UGpquQKKdsQe8mFuj7Q9YNVJWqCf03ZGJG0uNxU6fuBNS8saWVubcw5sE+0mHVP\nbcs9dMEO/KZHDB60MT6jDxTncf0GN5gzxA0DdZ45LTPTV99hN98hjLiwRc9oME2W+51nvGS8U2oq\nUJWud6hmy62JHpzwzpe/zNhvUVG2XeTR4y0fvP9lDqeV0FlSZcmZ692ecQxk9YR+QymZGB3Rx8Y+\npUE0zDFRxPSTIqbMuHocWdOJMGxIAAopw5xW1iXzlbt7rvs9N6cHbj98TrfZsI8d/SY2TJvDuUoQ\nRxccIQzoRRrT8pKqkJKSVMmYIsKJw7vmTCqtvW8zv06EpShLae+jVoTzKKDYQVhN+E21kcRCZW12\ny3WezSwx7riZHX7c4TuT24woQ1RcemA53jJEx+jhav+Ur94cKDkwrZneRe7vC88PEOKOd27vEXr6\n8RrXC8MWoiguTQxdYKqwqjBNlvWVmzsoqKfvjH8q4qzlV6AsOLVssauutOq6M9dcrUgXSTmTcjXB\nvvOEMdAN8TIH9lhhkvPSKszQopm5mCWQSPAenGdNSkFYl9Xy1arxK6Y1tQGIvb5VTRWx316zrJVF\nBBmuSLWQvcGEjFJmCoPD/Yw6QehwPoNXak4EX+m7jpIncIEwbjmtivc9dS2IZhwLYwclHWxU54Qs\nCec8uVZi7CipMo6Ob+brGz5ID4cDP/3TP82nP/1p9vv91/1/X5uP/W/6+jf9f//jP/ydS9v08b/9\nvfytf+/7CT5Ya+w7ppRsc6/abHNKVSMPBSesmi2qIhn81kC+50GxxSZvhy2rVgieOSV88EjVttiy\n5YAolgslFqHcxcgppVYRWrtcczYLojOBdUkZxV2WCqW5h9aSWNNKjAOntFDUqrmlQBSzj2bN5ooJ\nlkklAtlZHpLmStdH87bnBFLtQjjf3GL5mjjQIdKPPQ5L6NTyQFgeLGXSmR85eMjkJhp3dL1vUbgJ\nXLCH03fM88IrH3mdgCenzHI6wSTsrl9je20t4uHhge1+T3DB2kMv1GVm6DtiEGrOnCb7wDjxBhpG\nCLSIGISvPL+jG3fcHDKnfAch4n1v8cUpEUKHDI9wsePx0w1XT/YMQ3dhDaRsmsRlzWQKSxbWbAuv\npMJpzhQfWJLBO2w3eV5Qmc4xoqxFmVMGCm6eGfPaTBqO+8MRJ9YuWutq45s1rcSuoxbb9udc8P2e\nUmEVQbsRlx39fktWm7NrWYj1xOgyjx9tma+ecXvMHIvn9oVHeYX1kKhEYrKQuj54e0acR6VyXA1Z\nmGtFWNHlRN/kgUOEZ5uO6KEPgSiuteJiNmDE5E2lkFYhlUh1wv1SwJ0D8gwPWBdLyeWsWBGYTwnv\nbOThm41WNZFyAufxAsspUdWMJDH0gDcOrVSCD8Z19dZReh+aGN9d5slFz+Blx1IK0XeWVpFO0JJP\nU15tduscSayAIkPvrMvLRRHZklUps6Bi8exhzXSa2HYBGWyZtBmu8V7o+tcuu4yut+rzn//xn/DZ\nf/aHnE4Wi/LNfH1DB2lKiZ/+6Z/mF37hF/ipn/opwKrQ9957j2fPnvGVr3yF1157DYA33niDt99+\n+/Jn33nnHd54442/8D3/w7/7n5mlsGaTXYbIAvYC54yPkZyThVk1qg/eTJzZdCwEF9sc0Yb3Yh41\noCKuZ8Xh1bbSznnbPHtp8F2zdFasB/DexgHrsrRlVrXUyGA+6FROuBhIJQEJcZ7oenvAValkxAu5\nClqzafdCYMnW8gpmxRTvic3vjFiLdlqNWu8kM80zSqHmma6L9u/ChANKbpxaQ+oVp+3fHxGXzLKH\noM4jarPWKsa8NAG4bbxzTWaXdDbXHUOwVraA7wL90JFnI/pPS2Lcbdle7ZmPJ9tKt5FICE0asxSc\nWKTHeaRUMQ2pCJS1MqVCIfDiYWYujsNppe8dh+UF3bBlTZUPb14wLcWssU3h4LvAq49GrvYbtpsN\n23GHc7DmwjRlXtwc6L0n9pG6tRjo2NnSL3i5EKm8VqQkGxmoMGVLKw2hJVBWC0dU9RQfiOPAw+lI\niJ35BGpPnioxDkzJ5n+xNMSiOKiVPghdgJgTMk/0rlAdfHj0PF8FDR25dlZBFsVLtQDDUihViV3g\nNK2ktCBSGETp6sTHX7vm1V0kaqDzjw3I42iW1UpqlfiUKseaOK3mm89OGlMhUBKX7XTXd+RlZc0Z\n740ZUKsjJevQtGa8C+CrOduc+eFduxA5j8SkslRb8EkcSJim23tLuM1nY426S8fgxd6TM3C8aoFq\niELnHCXNOKfsx54uuBaK98B+7Dgej7x69cgCKX3geDxxOs5stntyTkzLzG63J6cDwQf6vielSnUJ\ncqUU5eFwtM9ASXSDnR9gxd4bH/1OXn/2MabTAVX473//f/2GD9K/dNmkqnziE5/g6dOn/MZv/Mbl\nf//kJz/J06dP+ZVf+RU+9alPcXt7+3XLps9+9rOXZdMXvvCFr6tKRYT/+jP/pM0cPX0IFjNQrepU\n7IWupeKcgmKRvU4MhNtI9MF1aFFi7OxhaAsmcdaFBRGrcsVa5SjWntRS7Fc1kHNtOfQ+BIuXPR9y\nxZJJNReL1HCes7TPe38RXsNLWYdZ8Ezf93XSmPZvcAJptoweh1gLFSzGIq0T5ErfBzQvDZRhcbel\n+ZGdJpwTNNNo4GfUXyPNq41DwFIhfUm4otSymkO0oQFTmslz+8DgOBwOaLFhvFTjeUoxiZdhCU2w\nXHNhSgkk4kMkSGhW1HMmlTECvHPW9lntbtUMptVMOeO6jqxm++1csIA2K2OBSlpmmzk33kHFcIbS\nZtOlvbaKLZPOf7kNFGw+69rCRTBqEt4WjjYX9WSMa1AxE5sdcJWchSVXjkuiSmCtMCfT3aZis/fj\ntOBioBZlKQmtggvRnjd7IBCnlkRaQcRTxS4u1BYvXgwnSa74uvKor1wPwhuPH/P61lx6WgtJA7NG\ni8IuMJVKdZ65eqZlNQi6WKTyUhT1grpAaiOnWotdfrUSvLndvGhLTCimFS1KKYvZR1VNYujDRSHj\ngyNQKbmYV8t3jdRW0JrQlhBxpmmJmIbW5vxcDCKupSJ0YnIzL40FfFauUOhjYOht7mlkLlv0dV2H\n97a4SsncT+KMnypi0qWcEzklhqG/fAZtCXb+u+0Z996TU8X7gPeRvhvZ7LZ2yJfMdrvle7/n+77h\nZdNfepD+wR/8AT/6oz/K93//918Ow1/7tV/jh37oh/iZn/kZvvSlL/0F+dOv/uqv8lu/9VuEEPj0\npz/NT/7kT379XyrCf/lPP3OhvjhVAi08zllcsMLlNnRqtKI+BsuA14JmkzqFYImbXHKS2qih2Sy9\nKKWBRDovl8PaRCe2jFiW2Tbq54emJZiWmg2sUC2JMziPVPtg22Frw/50Ds5zFrtgHvB2uMLl7/Pe\nN+9wb4dAsURFAcuQUbtMDOZscx+hkEtmv9u2SNm2OBNr1wO2dVYtOE+zLdohImIzQO8c0dG0qAmv\nipZE129MEeAs2O3h9p4QO25f3HC139oCLGf7gC6LXSqlIhJZ1kqSaG1hqfRO0ZyabtPmZ9qA0VLO\n+Dm7mC9R1ufL1RoA8N60qTnTCdCWPYabixY4eD6sK00TmnBip7T4gGBsABftcnJYRpZcTnIa8NiQ\njVX08oE/owMVR8HALamY9niqylKU47xwOJrdVdWAzqclE7sB8cLptKDYpd8PgcHbCOd0Otpctwts\nusCuj+yiMEYlYIaBKLDWYgmsVThlZa5Cxhw/x+Ns+FwRiodKwIeOZbWDWaojYVyGs/zLtWpZRFBJ\nlmGfsz0bvpGrilAk40hsN73NjYM32y5qmuOScF5IyWzWiufh4UiMwn63o4sd+/0V2+3eLg7s8zFN\nE8fDgRjCRQHQ9T377ZZSi8WphGAFkJy5v7ZMfmnBNQndWTNb28F4fn5SXswd6aXlv50NL3L5dVmX\nl3P7xo8oxT7XKRmsplpBblAbEb7ve7//r+4g/bfxJSL8F//0/7DDqNphMzhr20ut5JrJ2AD9/FmL\nIRAUa4kpuCBEaXKZ0tiPvETe2cIForeqpAsOV0u7YM2BcgZ5lNJuwxZt4WgkeG8Sp76LpjnV1kq3\nf8e5+lja5h45cyjNHeHEUXLCe2cuKINXmqqgVCPTqzbNrInInQquWvhX9A7VhHK2CoYWWzHTBw/F\nvrfmZCwSr8RgFsDorfrsmhjfLgronaNOE8vhHnGO6901eVWmNVNwDb8nrNMDUhOb3uQntVolUHNq\nmseOVN3FrVPVWesI7DZX4DxJzLcvOdNRqDnZ61/Ell1SzQOvLTjQefPqi6EJXYMeqw+44I2bKpgm\nt6w2x27ut+A9SeuFv5DP83IXbfwi5lhKNVm0d3Us1SrndV0MqYcJ7S0FFmjc/s57XMm4Nhby0uaP\n7XI4PxBVpEnZmmXEOZZ2sXTeETGtZa0CYkqBlAtzsZ9lqjBXz3FOzHPCxY4VrCouBS2FQexDXrzi\ncTgvrU1uon0fL4FuVqQrJS24Wqh1wVMIYokOJkjIdL2Q0kLwnj5GPM58/40Bex4JmGPLllM5rSaU\njwMhRIZxx7i5Yug2BB8Zhg273Y6+G3Cua3bX8/sDztdmjPFconqaIuJsTAiha39nauM4U2CAmhKh\ntJyqaojJXFJLe6CBSdzl53ZiWt2U0kVWWaqBXWo9M36/JgFDHN/93d/9Vyd/+rf1lVTwKuZmULOg\nIY5CRkLAaSW6l/MLAPWuLWwKgUIp5gaKwaC8tEWSthej9wEVpWubfBDWlHAu2rOvDh88VSoZ8xt3\nIZAbd1TkHLNsyDXnHMHbjegaSLmal5K1gSVCCGY28J41F6qYJxmteBdM79oF1rqyG0dqWinVDu9U\niy3CnGNaZ673V5wOJ2J3boeU5zcvEJS16+hE6JpG0XlhzQt5WemiNyOAOpZaWUsTuHvzNXvpWekg\nFW6e37McZz64PZLDyPbRU653A6eU2fQdB78lbwZygYkDhUQ+HW055jzTOrc8K/uArGsivf/AOq90\n/WCAiRBbB6BcX+94tBtx6sz7rsoQekKL6HC8tAEH59Gakb6nSkSdZXYZwLtYfjnWuhXUgvmqZ8nF\nHFm5sOZKygvzvLCswql4fG95RUEq6/JS2G4hh0oXO5aSUecsC70UnFryZPQCTVxfVYlBGKJRp/zZ\nWVfPOmQhxEBKtmdwWCwL7TnICuoDc2tVi6pd3mI4yRACaTVzRHAObRQqEaV3zlgGAqEPtgWvkLSS\nywLeMH1BC7lMBBcIw2iuPDzSJbTMdJ29xn2bvZdSURfY9BteglVGSlayywzNcVRrJUaLUcnFDj0b\nVTn6viPGaBV7UVRT69L0oqM9K2ME+7NgKjkD0thIwYhOQmyEN6BZeI1J8RIwgulZoxHBzG6acRpe\nXgQoKS84F4xBLA7yegmE/Npfz4F438zXty5qJFsLuw0tk9o5A4rEgVxtDnhO+4OWF+9ym3MUcgM6\n1/ZmkXKDXhjgJAT74C5rIjXcnXPBJBq1EEOPomhKhGgQCnOJ2OJJnNA5odbE2rR4grAsK+I8fRcM\nxtEG77UBnUW8uYd8Ba+IRIJElmQxFHTmCAp9T+JsEaz4GGxGmyyYrx83PJxOIJ1dOCEwLbNpaaMt\neehsgy5Uiq/0Hqa0otKR18rQndtgj5ZMDbbYG32wKN7lRK6FsN0wrpmHhyN13rB59QnztPLaR9/k\nww8/RFSYp5nDw8Ld3T3DMLTqfcb7JjpXy7HPLSplWRcygu96jtNsUpkqTNNzPvDWxo3Dzv7+4E1G\nFSKHOVGqEBzUPBO8sh+3PHn6BNWJWivzOuFDZDoe2iVr7Voqha4bEGfttO8D85Qo2aM6mj5yOaF+\npg+KZ2azLRTJHE7Gp32y23B3usfhcXSsKyhCIJEzDNsdczZZnENwpbLxI4FIL5GS1kvqZwiOfJzR\nDDUpc06WWlBWTL4aLeq5syDELljXM0ZPDYJIxveKJ+NjQNWMCyIGTEnLgvcOUds14KHX2lB9Be+U\nUiFuN+Q1kcqMlkLsFMqKJ5uOWSF2PV1voxj7TC3U6tjtdmb0CILQs64v5445V0IX6bsN+901V1eP\n6fuBLhqhq5SvGd/QUINN6RK6yDlFAKwgMaygs5Fa+30i51RVk9SlOVHqzLpMrClxPB7bAtiI+Q8P\nd+z2VxwPh4tKwEhRPc4F/sazN/BuoO97YudZl2ygliZn/P8CLIFvYWv/y//kD/Di8E3iZLxDQLTp\nN/OFxnLxLsu5YinNN19AabR481G75ut13gZY0ob+phpyNjVzjnO+qwRHKslmn4DDrKM+BMyWpk2c\nbJWi0wo4gy2IUeFzrZSUTZ/asskvKoJS7FJQ13KXjHMZgyDZfPWuVta84J2h68auR1UbAuzs9tK2\nqDApjxchtvZNSyY4E6LXbPlB3jliCKAF5zNOKut0JJSVusw4hf0w0vcbE2+rzUlrtRnhMtsCRdUi\nRgpKKtk+pD6QcuY0L6RcWVOm4jhNFrex5traf5uVpbTgBMaw0ncdLgQOp4nr/WNULAJGpHC121DJ\neIn0w9jmjo5hGNntdsQQbXZdMjhPKSslJWpuhPrGbei7wRZ+eSF0gZQTORfm04laZk7zQhcjDsUk\nj5GUjRw1zwfWZTboiI/cHy2QUYvnNK9I33F/zBTdWNqCKNvtyH6/QwWmebrEpdRaWLIpBUo2UDJi\nF44tP7Q9R7YBt+hCUxv40LHmhIoRsHBCCDaakZrxaofYZdGGAtYl1JQasczgI5qN26p1MrCIDy0T\nrFBqaUup3Oyg3uzDBVwIjMPWUjlzwV8E+T3DsLHLcNzgXU/fb+i6s+bURlzBm3vt5YH58uvrY5DP\n7rGujbDk/LED1eakst1GSivLeuLm5kNSSkzTdIkar7UynSZ7T8WUBqVFqtjyC8ZxT9eNbMYdXewN\nHO0D67LQD2PrOu0z/B3f8Tf/+rf2cwUodI16E23625ZJpvVDbeteVC+Bb6LYB0oqtdgtktV4o4KJ\n2S3aXem8pzg1iccZn1eLwXxbZGtNJpvo+/6SiZNrxeWMhAaNaG4p0UrvzfJZ2htLywjKrc1Y01mT\nSHN0CPEsBldLkLI11znbqdrPHoIlIYbAMa0EccRhYJlmUskINqsL0gg1OV2G6TF61pIgF/M/+2DW\nahcsV/xgXuRaJqKYlXAYA7LfIGEgxkIXB1DPlFdcUYbe9KglZcOSqUf8aK1aWcnBscSRIoGUK2gx\nrJ23Jc2UTwzjjrQW/G6glMyTp485HA688dE3ubt7IPiOcRz43Oc/R0or03Eyt1ccCngAACAASURB\nVEkIjMOOrh/ZbEc+8uwNQ7B5y9A6Ho/kPLHWSK4Zp5WST/Rjx93dC+5qNX2kZnJJNisl8Nprr9PH\nR4ynCR8deU2srXXe70bGcUOpQhdtblrUtrfH45EvvfVFpimjzDwZPKUsgGMtynYXyZh0avvoChFh\nms23Xp0tgNaSTEWhGfUJTZnQB7wThtBb65syXipDNJLRxldKXQhubsmghXScjV273TAd0uXC0aY9\n9l1huxvQWlnX1Rxd0WaoNl7OUFcQZ/KnMBB8h/Zdq6IHfOjYdQOCKVNsVmpdmxPHZrMjeKvwttux\noQBhmmZKMe20pZyKFTH15XjuPC5wTaQd2qyzi5Fc8sX44ZqRRlU5HB5QrZxOR5b1yM3NC+MFA84H\nlrRYvHoubDc7DieDzoRg8+Gbm1t2ux3HhwO37gFtDN1lnemHkW7oiWHg1VeesswrzvlvurX/llWk\nv/i//J9QM8PQt6jglc4JUi1LqRbfLHrO/jvK6szm2ceXcxLXfNQOe7ODOPO9S0U1YWIN25h7bOhc\nSubMhwS+Zo4COVtlgxjOz+xxrmX5KEJpCgDfNtGNNalixCVxDRBRKZhkyIsQnXl+g5gfnmKjiRiC\nMTtzRrW0BRQW7qe0FteAuN7ZBjY0stMYOqvkUbQUpGS0mBAaaZBgzXSuUnVFpQD20HbREyUgRZFc\nTILmvGkBa1sqVRvqr6kRe9RwhSUtbelAu+mFcq4KS6VIYC1CxpFTIZ0OsEzkw1cQHNJvWLsrqh/p\nfMfNww0vbl4gqmzGkUrh27/tTbqhZ9gMmGm6ojnxcHfDl7/yDvv9zkL+aianI14z+80OFzvmeTUJ\nzG5LqZXYDczzwrgZ0djRdT3DuKXrR2IYWhVi73XsIjGOlFJtjCPnSO6VlE1WA45S7BBe5sLD4cTx\ntOKDaRdR+7PrunJcMnNWpiWz6UaOh3s0m/02dFc2ptE2X0dIy8Rm0yPRt+WJ2SeFyv9D3buE2pqm\n932/571931pr73NOVZ26qFuWW7Yg0MogVhLFBIENBjtgkI0DUmQQmiQQYzJxiDw0ZCIZPPLAgxAL\nNDBkEEKsSQYeCJOJkaLgGBscyW21WtVdXdVVdW57rfV97+V5MnjetcuKJUttbNre0PShzjnr7Mv6\n3ve5/P+//xIVaRuqFYtQirvSci5u+Q1CHxUd3RcsIX4BWRkVoRFFCHk+cwBSKOXIsh5ZlgPLcqCU\nlcN6pDVfxvjopCMSHuEjp9PdbIn1d/yv1sq6HLmBl8O/gMlztq93hNrHYyFwPDrNyWwwtPFbv/UN\nPvroIx4eHh4r1tqcEjVw/kBJGTPhj/7RP8JeN772m78JZIyE9spSjPc/eMb7775HTgcu142XLz/j\no4++xXvvvUOMiSfPntF1482bl5xfv0FU2WplPZzow/hv/+v/4d/9rf1P/h//pzMggx+SyZysnoOL\nnf0QcE+zYlxbfZyJtqkvcxmSssZIkcAyD0RsSmACtNEhBl9KOQaSALRxEwHb9O97W6zBJS0IaBCv\nJOcWfOzVN7ApOYHbMiLmrZXeNHEZSwZjTCLNlFrctHytz7bS009d/uW+aBmNKIFMwKoDKGIItNZm\nVrwvFXzr71VyztlNDXi1rG1wKAcM8+p+dBg7cRLXo/jwPuV5uYRE1Nkdhji7RAV8oeZLsoiJL9zM\nXKMKrnLQObuKuB4Q8029Iey1o02xvlOiol1pe0ctctkaowMWqH14Xk+JrGsmpcha5uGQg0ucnAHo\n+UT4ZSI5uKd/zmUHHu5GH2ivdFyR4UFv2ed7BM6XDSOyXyvdjFSCL4zWA7Ieqd2pXfvWuL9/xrqu\nPH16TwiZu7sjH3/8HUrJlJIIIVNSprbmKaTDDQUiAbVOH4NaGy9fv+T8cPHETvMYjdoCw+bMcWqj\nhcG6RNdL2w3z52Mmxze6PtNojNqnxTmzLBmZh8xtoSMklnLwTmhKg0JIqIrHOIfIs6fvsqwnlwvG\niJpQa2Xfd19Q5jRHJpHj8cS+74+H5heXjFeHrs/0Wf8XIYD2GAJ4+/Pg0T6qHqp325xfrq/4R//o\n/2HbL+ybL4Wd/ORpt9u20dTBzWsps8sU6lBM/TDZtjMffPA+r16/cpqbKueHjRYWonSeHAKJxrpE\nLpeNS4M+XLbY+uasX+0sKfDf/eX//t/91r4N9zcjLqqOwTWgKSgr7hCJppNSH53oEowYM0GDO2rU\nsKAww7xMfFiP+Ma9jRkj3A0/EwbLBDIn84ymIC767qa+izWXaUwhJmo+c6xbnVlRBZn5NkEmNcfC\nJDCJo9H68HhmHW4VRD3YbDIVhwWIEZvOJhvTThlcIDN6w9VUQrdOKJGkYXpK/Os0QHJ2PoG4vGkE\nkJDZ7LbN9IVDTomY3DaYxTmcXdtsnQIlrQgBHrPVp2tm7BNybTPWI0y9pR+mOm7LNkXEYQ8QiGVm\nXuXiyECLqHnO1gmXLt1dd0I3Xn/+CnJkl8b9fSEfXEnRtKM0WhDU6tQUQ60PhJygCWGASKJ32Ko7\nVUy3WW0ZKkqQQoxK7Q9c9p1SVu4PLotLb7ujajufef3Jb/NweaA2o9y/g4XM/fPn7K8ufPu33/D2\nu+/QRqA1WJeVu/t7l/kcDhyPB6dKLQdfYkYjl0AIh8cK7vs+eJ9ad67XK3vduL97wvV69g7Idl6/\nfoVvtZUxPKDOP2YLK54WgQxq3QghEdYZkRNmMgNCysPJ9iYcj3eu04zRtZjpZtUMc1MuLpcaDvzx\n5ZBjCPPpyL7vnM/nOX9MjPFm/rrTuwfTrWshJqi18vDwivv7e7bLGUfmNdb16HK9ZaWUwna9EELk\n4eE1QytLiZzPb/j613+Trh3TnaW4ekZN6cl49epzGMYP/eBX2Gtj23e+70tfYt8bh3Xl//rVXyXG\nyOcvX6IW+M7HcP/kCb0NrpYodwfOby4cjs94o64yuD7sYAdiKnTtbNedrUZKLYy9cYrbd3Wefe9S\nRKs40g7XD+ps3xBDk8Dw+VM3JUW/4cOEjXaMgTGcyeD/L6DWsZAeHQzDmBElNh0cwgg67aYzOx7B\nhtMihxpNPeNFdOYc+R/C8K1pDIFuQrDIwCjZ8Xs5RAQlYlSqLxPwQ2cMGAS0GyFn3/CrzdmdTr2f\nC8+bDUIMj1TzlCJ1jDnicP7oGPVRIiXBW7QlJqTpI0YvToCI9cYYlRSNFAb3h8T9WrDu8pXeOttw\nQTMKy3ElBCZzU2da63gcYZhC0+4avzHberUZXNix3jgcsjMQZraR9oGqIDGQY6TVnReffkK0QRyd\np/cr5aRUeWCkQkyZhhHz4lg8KVh3yIxXO056H+buriEVyYkew3Ty+MHTBmyXjYADLUiRq3WWFJ2D\n0J1hsBwT7/3ADzirYQwCDgoP5sDsNTbqh/8cRLi7f8rTJ+/z6vMPsRh4PTp7GxyevkNZ70ihkGLh\n7v5EjpmUXa/4L1aXx9NzVJVnbz3HdHA8HmfVJrx48YpSMrVeMYy6Vy6XM++99wGlHB5n4mb2GI8R\n4+wC5s/pdgnX6ompIj56STPzqXa/5FU7tTUHkEwXWIwZcCF8KZnj8fAoVwIoJZPzSoyRly9f8uah\nMkbn9evXHI8natu4XB44HE6+ue+V1hrnyxvAKVH73qjtzKsXnxLoXC4PLKVQ907X7gumSVu7v79H\njl6Fn19+iImQ4sIn3/4GrcPdk6c8eetdXr088/StP0RKha1VHi47fQy2Zjx9+znXZpSSXL1jnWPE\n8YYTx1nygaU3f+7CPXLjx/4BP75nB2kOCZIPmvfNZRw5FK+U1AjFt6g5JCTyKHBHIiEIVTt7d82b\nNq+8yNlno67ada8vhvYxhcuNweIefaDqPEDNcbomzi71xZFNUbfNSJRJArc+Rw4AgnXXsTaYcA1l\nmCA64Q8hMCQwxGMudHSfbWKPA3yPV1H3T4+bHdPbwhTcGuk4QKHWHTMl6hSGWyCHzLUNlmWhq2sR\nJecpfl6x3rEYqL3RS+IyGteHK0uOCAXtHQleRdvEi10vF4df5BmGNgXPpgJZsKtRyp3PkjXNxZl/\nL9ydgzNT8QiVZTlSd+VNfSDESnmycDpkEp26b0gpjDqIWVgOif3qOMXr9YwROK33hFy47hsJv1xG\ng00aEozWtkmfynhgIgjKerpj3y/U4A/Gsno2WOvVaV7Y9H93AsqSfUGypMx23ljWzPHuGcHewVpn\nu+zsH31Iv15YnxxI64H7U6GkC3vrkA7sI8C50geUlHjz5g3vvfsurTVOpzsu5weePn06Be3psVWO\nMfPuu89prZHTyuFwoFYXvte2Pc4kb2F7Ir4XWJZC0kFtld6ubNtG75WH8yvMhMPxyJMnT2jqBKU3\nD2+mPjPTWveEgDG4XjdEIuta2LeNh7OBBZ6/+zanu4UQMyLQe+P1wwMmyt3xnvWw4Ln0J168eMHT\np28R5lL0ej1zf3/iW9/+Fjqa0/BTotZKWRLXV69ZA4z9jNYG3Z1UAbd+X1+88eJDwVziQ607GpQ+\nAt/5zkvMhLu7lcu+MdpODJlyd4AO9waX6wOnYOjljJiP15TA/d2dL+HER4Dx4JbfMYzWvruJ5/fs\nIF2Th3mZ+LymDb8VS15Z4uSMm8Dw2zaEDHhl02aoWEnTBhkcG+aMwWkTMyNYmFZE/zfVhKGBLriP\nHI8j7ua4NZdOKbFE/4ZOCUZ3fQpVPTws4pKTNP++KsTg9k3TR3c5Ofu/P9QePeMhJLqvXDzNlBvy\nDAad1hQjOduzTKnPFOuLGrs60CPHSBRXO3g4nTBQynQz2ax1/TAVRlQkL1wlgCTSUWgGWCKkRN0u\nhJDZz406K10RwbbqjpToc8OUCmPvTu1HHVotFRXlWi8sZaGeGyI+V0vRnIq1XclJCWsliQOzX5/f\ncFzvONy948L84yTEp0LBD4ayHlEV9g4xZFSFazNq3zGLmDZSTKgVjDzxcMOJPtZRGRxOxympEZSN\nxmBZF3pz2pAg9LojpjTtDAYWjPz0QFDXM4t2iEKKBQ6R5/d+QW2XM/url7zcLyynJ5yevU1twkPw\noMXTk6d837vv8frNS4YJn3z2HUIQXr664+50h5mRs+cG3eaPNyvl5fowpT9eCe777pIyCTOi48qy\nFN48fOZupihuHw3Kelo43b/vfz64O6i1yqefveKwnggh8+bN5+S8sm9Xnj59C8zY943L9ULdK3/4\nD/1hDocTrXX2605MnTbcZnp3OvDJdz7ls0+/zbIcWNcjn3x84Xx1/WYpq1e0pwNKp7cLl/MbdAyu\nQ0GGw1FSIMcDGchL5eVnZyTdo/HANpRhgXHxrlKCYGKPW30hMLpraGtTWo+ePNAqMSnHw52rZlIk\nxoamDAQkDXc01iumuzMIyoHWBiH5kjvfMrf/gB/fu4pU3IXkUcyQYvFNXvB5Tb7ZOGf7Hsyji4dO\nR9M0qFsIqBh790C7gziUQZ0R5prUCKMLkYyJb1YCgorPllQVYprxBy5nEgIaZuYNRu9OfKo3OZMJ\nOpcLKXl7G9TBcREPMXPztleUMQT8q/JFmprPw7ySk1kRgkmiayVOy2KMhRAghIVed9R8oSY2KMA6\nX+ay7Ug24rKwDz+wb7bXbkoyt6NaCexmdAus3cgBsIHGTK0dHbig/1ZpdyUEf6NYDFxa96VeiFy7\nYnSvRMvKQ9tpQTDJlBJ5GDvZBAsLpax0qju4xoVDXjgt7qCJMfHw5g1l9cRLNRhsWIDWlBS9xe9d\n6eqgiSXeg+jjdri1zrocOZ83UsogHay5OF+UvfpMO6U7com0USFGhhimlVgWh2+Y0JtwrZUSEiUX\nlsNCKgtoZ1HjYEYIhmnjMLmjdauYhqn/rZhVXr9+Dd/5jI8//HWUwKvLmR4Sp/unfC6BN8dnSFo4\n3N0zhnI8nvDs9yPbtj1qiQ8Hb6+XZZmbcNdk5uwU+bJmtG0sS6Z3pW2NvW+8efGCZ28/4cNvfYMx\nBvf3J54+fYu6+6V2d1z4jd/4Z9zdP2H0HYmD0b0qHb3ynY8/JAThfD7z9ttv0/vg888/B4y9brz3\n7vv8wA/8EKfTCZFAa2e+/vXPaPvnDFbqiHz+6Rvq+cHVJgx3BVrwZAG8lR8M9uuGtiunqLT+ElhI\nQ2hdUCm82nYue+PaM8fjPTEtqBkP553eLqSyIHmh9o00Z/yvr5t3mDqcT9tumVidw9G3/tvm45Gx\nXcHkkbnx/9e9/n4f37tlU/M8ciWwt8awQYiRaL5pRXzOIzp9voIvewKUecC6pS8ytbYEFcc74TPI\nIcYwQS1CMIffige67b09Up5UwhQIF2DCXsd4dDu4F9gr0TGGC+nz4hzF+YDfMqGWlEjmG/oowtYa\npgbdkOQg3D4GTT0GQubPS2YkhmFIWeijs0y7aR/K6A1thljnEBPsjs0LUdyet/vXHzWhIj4/wzNq\n9tHYxu7b+j0QGayTirVrn4J4UO3oZA8MM+iDw+HAtfliKMcCMbMN43xtLIvDXYzEdW9YWhkpMaxR\nh5HCgaoTvKaeGhADrOXOEX6x8OKhs66ZysLDZpyvOylnUszUaqz5nmpGyoFFoL5+cGC1RBfSt8bd\nvcdWXB5eedu474gE8uJSNN/c+0XbbCdJYqgyms+4l/UJbTRiButXZOmUpVBy8nz1FGmSMA2POV9J\nHEt8nbKicIww1Hmwp3sM4/TWyaVLFmh18EFX2t58sbFv7J9/k1evzzzkzHI88SYvUFbCsvD0yTsM\nhePdiet143R34nq90lqn9oYkiOpKgTcPnfPlNSHA5XyhtZ3Rdg5r4tvf/k16bazLwqvtzMPnn2IE\najXKcuJ4uuP97/sSo1/49DufuPOt3PF9H3wfeTkxGjz/4AenY8x470udMSrb9cy6Fr754T9hu+4u\nddHduQnDVd37vtGHEnRaY8V1n8OMIRnJB5689dzn6Wmj7Vc+/tYnvHp5pfcrrV7Zt40QFjTeY/mO\nJpHPX78k5IVUVnT6zmIHbRVEuLQpVRwbrVXW44mynIgYl+uZZV1pm1/4I9xh0vn8O9+mRCNHCP8a\nQqbv3bLJDI8YGB4JEsIkGk1XxPQtjz4b4MkLjeoxHHVMInjwQxOZMznX+EzrJbgsQDwCRNzm2YZH\nMvvZN+HJ6uSkwKQUqW/s1XMpAD9oQnQIxj7cy54kzZRPPCxMAjLEt/XGhGVMCRFw3ne6eUaNmaHd\npTxBDEKaMSYeg9GHeNCddDR69XWQRL9ceXI40GvlYoruFzQ4cxwdxOAtsplQu7muU5XLuaO2s5bE\n3TJYort7NKUJ/YBr9RnW3lz+steNtWT2fWNvvtUf8/ux1SulFFSd3qFmhN27jIBQh5HxBYsCiKej\nWk5IKbx4uIBkIJNOb7MPZTeh98jYjUM5satwWDKX65kkgsUT2pvnqZfM/nDmxdnDD12DmpBcqLUy\nRn70qqvCUgqtXxmXBhKwYewiXLfBvm1kOsdD8eylmOi7EUIlVMNk2nkFSpwgGAmUnIm5gHZyhD4N\nF0GdBTt1DKQUEJRC5GQHJ0/14f74NqhtoANaVfbLSy77G7oE9jdHYswcwnMOpxNDjbVErvWMhIz1\nzroc6MUf/rfefsbLFy+Qxbg7Hnj2zh/yEUlcyKU8Zrw/v3/iZDM6v/Wb/y+j7bzz9tu8fnPmyf09\ny/oWeSmQZ5bRcNAJ1qmXM6NvXNqZdj3z7ltv8+2PPoK+0bYrNgZtd8meP4FCSAvdMsMCEjKvd+im\n1A8/novkTNfCtb7LOD73TC0J5BkHvu2dXI5EIus9k1jm3AWbab/BnLo/bHPXWSpca+fhfGUFlmVh\nPZ0whKY+0x94bPbd8QnX60uu5wf6vjnS8bv4+J7pSP/C//4r7tWNPm8sU6h7s0Ku0ck2+2iPFV+J\n2dv26U4iests882bg3C3JERdUrX14bCS5GLyMEHDXQdtWs9iij4INZuWVS/rh7lEyKZryst9zzSP\nEliikIBDStOx4vi9gPqBK4E6wRqK6y1771h0qhXiMRw5RlJMs7o15wvAFL/PmZwBODowWqeYEu0W\nXZ2ooyImxNtybrbxxEjrxtY7Ha8yVd1iejpk1pyIU8xf9+pb/mAz8G7CJEy5O66TrO/GgDAdWTFM\nOMrcCt+2uyUmpszXrbXR/dKoXzCI+NBfjGfHE6ZKu2w8ORyp14tbf4fPCs+XC0s++EE0M5bWsrI3\n3xZ39UiWdSlcr5tvl8XlbDYdZ8u6PFp4Y/ZqdJli8X3byNFnrUsJBDopeDcRg8DwmZzkREkB0+YW\nzeTvO4Zvg1MKk2DUydGIGh0aPMdIpi6Kj+rUozAv6SCexHmLCa/dAKF1oxmoJXT4nHa0wRCQFP09\nnwvH44mUV2Je3MoqQi7FdcXrymid88OFzz97yZe+/wNarzx9+pTeO/dP7/jnX/unvP/O23zjW19j\nzZmxV/75P/uaqwqePeO4FoZ26hwdhBA4v37D9c2Zp/f3lMMKsRBiZrteWXImRaHkxCefPvDwxgjr\nCZWIWmGYB+8FUa61c75W1AKH0x27Gq07eEUt0GYx4xlqzosdo+JpB/4+F4M+du8OtrNzYWOk9urh\nikDdGzAY+8a+XVgPR8riyoM01Tvi3/YZQFmx3vn5//Fn/z3QkVbfmKfJyszBH7Y+XGTchivpgsWZ\nhOjotdrnBh/zFm2KfnW6gloUkkTXmXalCySLWO00VYcNix/GIUTUnDLUJm8xyCTnmzE0PP4QLXhr\nmoOgAl0CEY9AXifQJEZjoAxx2daldXbtj+gwS9llWgQITg/fhpKsU2asgsuspi7U/N+UIIhFzAKt\nG0OEZO6Q8ofHvw+hGzk5yzTF7GOBoIwoDEn0pvPyccLQ4EbngVAWRu/zADJfrjX3an/6+o37j8eA\n5BdJbZ2cXA4WJRDWNPkHoNENA3M+4wDn3udSyC+sMNmtD2NQglAOK9fLFRuOUby/9xzycjwSYmTb\nK8vq88FdBwPYxiBmP8Be7xf2viOafNwzZWFEYW+VdVkwtcdO5jo6cf7aBFIpEIQ+AsGE2t1MMXpz\nx81lpxSPcIkxkNXQXl2Mf6n+QEonBBfg55Qx884qSKAsKzmujDS7DzWCdgf06Ew3UEGK+IW+BJLi\nBohhTqeiuAZZjXa9wLVTrxt7jPM9GpBxJi8r5Xgg3t2zrCfKk4X33vkKdQyePDlg6vE02+XCe8/f\nI9jg/efPefPiE377w18nhs7bb73D3f2Jy+XKsq68+8H73J1W/sE/+BUgktKB1zXw1rO3WU93xJCJ\nx8Z2fsCCcr1WRkzo2mm4CywlX3TuE+zyzU8+Q5YT1QLP8j2tDyCxDyOk5DZQ8UVrmhAhSStG94tI\nO4KwPbxi33eevvOcEZzHENR5FUmg3ChiJfMgnUbHUpjmBnH8IIY+kqwW9Ls8Gr9nBym4lbO2Sg6F\nGBM2M2M27e7BHzbxbw68bRbnttZYcnKOKEYXj+pwV8cEuQ5fstQxOIXBmgsVf5BK8XwcG8q6LBOf\nlVE1ttFIKbq/XFykDBMyPUXRQ7u36ymxBE++lODLsaGDZsrWBw3Yp69/rw6SSNEPooTLom7Z58OE\nJXkESR0DNbnhGf0h6buHvBGwlGhTZrUPcKSIy6GaGtE6SxKHYyDU0Unrglgnx+SRsyF4uJgqSXj0\n7jscOSDRZ4G1DYyVYdBVCBpAHXWoYujorLlQYvLXs440pcRAjG6mUPWfwz4Gh+MBScVh0Hml3QDd\nBCx4JSYx+Rx0GKMP5JCoQ9HdmZkSM53Obo0wHPTSRqdrmBlfHqd7WA/knNnr7tlLIRAseqS1+cHj\nUTHDjRlD6a0jJYFF6nAUIMzZ6nJg2x5gKIflxD6Ma7sFGUZSXnhz2bBePJHUms+tS2DbK5vOKmle\nPqks2EiTu+odjqhS6043SJIczRcHWRJpMJNzAznd+fJwdhncyEktMy4Xri9e8jC+6QoMzA+j48Jb\nz9/h7tnbWEw8bFculwcSxr6/4aOPPuTh1WtyTHz75Td49vZzUOOzdub86jmfv6ps9QmvLxfe++Ad\n3nn3S3z++hWf/LNvsNfOMNj3zhiuGMmlkLIjAO9PB1JYCCGSy4nrEN770h/mvDekDh7OZ8qycu2N\nrduMGheiGDoaW61oU+6OB0f3YfRhjNYoh3tennfs4UwOidEr2q6swaNF9tZZjwfWUjitB0R836E6\nHOoz9ey9Om1uH19wU/+gH9+7gzQGLrU6FKQ2hqjPO+fGbGCk7PNIlzD5jCknbyfHbCkNIWV3BHWU\ny/BEoYF4mzAgLr55t+jzSjMQIhEhW5gCb52RvU5KR5LbS/E2ys80YdfOIafZ3hrb2EniZoKuwTeQ\nY3BtlSHiaD2donu8YkMCYoE8A848bEwY7hlAhnv4Rwps0+vsG+fFQRwzXK62Rkhp6jXVI4BnJeZv\nDue8xrIyhrIuq1eWM+XTUgYZdBuMGW6WxEcPo3aP4JhOmJg8v6XpcD0NbgsNsdBDnIevmyxG80uv\nDbcAhiBYjG44UH/NnPIjPEZb59NXL3hyPEEIVO1YUCQGLnVDLn5RXetOyoUkXjHuw+lcISfCUsj4\noVJb43A80fadrmNm9zRiCowA7iCSOb7wKJBhfvHE6K+dUiKGhb12nHKcuLSOSoIYebk3SllptdEU\nv6jrjkU//NotOkPgfPW0UVP1LPploWkltMDoXs3mvLADIa7IwSVfBp65ZYO9bUiao6WQCcOI2pxt\n0J1kBsMf6JCx7EXAQVaX2ZmPD+ob5dPXn1L77mqNtpMl0scD76rw5XeecXz7Kfdvvcv1qrx4feaq\nT/j8oXLpJ8rxHU658/p8JcWdfSTun36ZsjcO68L5cqF2JZfMsiQOJZFTZM2ZMscqY8Dd5uqSct1Z\nqhcFqsNb69p48eIVw4S333mHNR1I6wnt3sV106nsgLQuXNpOuH9OE2ijIqGQD5lGJ6WVUywEdFqY\nO0MbgU7fq6emzkVvLmUaHvIjZOUP+vG9WzbtOxXziFVT9q1zKMm1pDOVuVJsogAAIABJREFUs2tj\nnjxziO+6UyWzdW8VRI0yPfHVAudtYy2LV4lykwE5Jk1FfO4ymHkx/t8CkTwhHzeJRAheKXT1uZOk\nyGiGpEjV4YeGGdYVnbPcnCeZCSNmb2MFVxc4vCS6/Mn8WHVSk1vp6qR955l308yoe5/eaCWmTJ6Z\nTGVJc0MZ2NqOmFFKnm4Mj4+41hvFxr+nkYiN4D4qSW4GSDCa+TMYPEbCgre6GlyXmkt2Z9IwQsgT\niutOkzBjOtoYaOvkpTjCr2TX+sU8q22bbi0IsbjrSofrgyc8o5wOXJvLY2LOtKEMbVyHjwQYzgqo\nOqD6IdtjYFk8MdJM2bbqErjDYXYnMh1A/RFvWGbnE4OQHmnteWaFOe1LJHDdHALc2qAU/1kSkm+Y\nYySHzHlvRMno6LRLZ8y57jL5ACIGYWEfSt3cUy9qpO7unRQieQYkXltjySux27R0ikv7QmDEiMV7\nRD3ny2iIND94knhiquGtbE/0utP3cYuHIEdPyfTq1Q0IS88QCjacHZp7oedn1K3RPqmcP/sOEmHf\nrtw/PfLVH/4jbJLZa+A6Ap3ItTrvVyx4HHIySniCDfHDfI7RzNwGrfiYpbbmysA+OIrhefLGZask\nMs+OB07HA9eqj/uFa51sUnMwT5jxQa13et/drWjmO48x30cxkFJAe8f6hZevXvPWO884Ho7EnLi7\ne+rvs2kPt+aQmn8dJun37CAty0oKkaou8g0h0YbzNXt1N9FQPF8IyNk3z0xwbciFrTUIwjbb5tY8\nckMitO44shwTu/rmr6mXfE2VsKuPD3anTi3R28uYi48RgCIZ68qIviBLORLN0NqwHH0pFOL02Qf3\nTTMIw5C5FJMYHpctfqAqQ8N0cjkm8PaDU4Ueo2tPEUbfadJI2TVvhvugWx9zBOBVY45OI/clm7rB\nYCgxQIwOWJkpJ/SuLntqHd18KBBi9O9/9MM8SvLI3Nn6m0RKTK691cEwj60Gc1F1Ttgw6vB5swyj\nqsDMe4pTibHkQDQldIdrRAxSwomJGctGF0GDGwnEIikIl71hs4qEDmosJGKOnOsODI/8TZHeBnU6\n5VIKvmRyDQM5eMeQcpgJp36w+G6r+aZ4fs0YiI2Z6TT8rhkKEhnD6K0TcqQNI5Dm9/rI0ME+lBhX\nYgi8vF491lltCmSVaspSEkpj7xXRuWAanRiglITNSObQHTUnKCE6t4DgxpOcCzp5FdoHBKOljRSE\nVBY8ByKgOulLU4o2hi8qRXzjLTaQ4oaWwyEjOGtUh7IenjJU+fDrn/rCSwdxKcTDiaeHe8YpkMWf\n11YbKjZ5FzqDAxVCoA9hq35JFoQcO8c10w2ejJXzdmW9BIZF7w5SoA7hunXqEN5MRkEXB/OEkJEY\nGdooE+QSxUAHZQnE+dX3WilrppR3efLsHaI4RNw0cB3tkXls6oevU9js35+DdBCnPEJY8oLTbfwA\ngAARpA+iDu7XxTWA3b9oJq2J4BvtYa4VXPOJIEbTDrHQbIbhTWlPyL6BbMPlThagjs6TkrlL6XFz\nN8VDqAS6+Ca69u5LqByQXOhuQvdlkJ+oc0nlhKWI6zvHLeBOxbeM4qFr2cS5iKjDmCWhQR0+bT4G\nOCwHWu9EcbjzIs40NfElVAh+QEYySSJK9QzwMVBxEr4Od4LF4AueYR4u13tHYnR8mwRElQzU4Qfr\n3pzzGmbyaR1Kljjp88Zlv0VDOzwkBUfaDYW1LJSUndxu6tEgQcnaHSI9P/+OL+swWJeDjz5icu0t\nw2emQ5Fl4eH8QCnF5WTBN/JSFcSrwEv1eaYGF+xLSvSxUxZvqc3MD4EoONxbHuO+bxk93dyB1kxZ\n8uJW4Zho5mzZNqvoQ05IEl+ApexVr89B3MZMdBByCEg80tTVtnVUDsvKVjdadTsrmpCgDjVXJcVO\ns0AKftDl6IvTEAJxDIJ0RnDQc+uKSCKGCCVNr1xijB3RgU5OqIRAiIEkM6AwC1Ej2rwqLrOTEjWf\nSxsg5hlaFlARNPowZ9SGpEgnse0Otbk+vMaqw0jW0xPWwwERV4qk6M9pn19L78pyuscD2MDrVEF4\nQhvKw8OVF2/OvL4ol1dvOJSF45I5HVbMTrzeGrVW+n5mf/MZGaNr4L3nX/Iio12RoJRS3FGYV7Q3\nPvvkm5SQPIZchG3baWNwOrkJYlkW8sHn4bfo6e/m4195kG7bxp/4E3/C2/Ba+XN/7s/xcz/3c3z+\n+ef85E/+JL/1W7/FV77yOxNEf+7nfo5f+IVfIMbI3/ybf5M//af/9O/+4jrIMqVH6lWijuYMxehU\nc3cwRio+VwvJyey3FsVwzN4hxKlDG2xMgn0MdMZjCFoQIevwcLkY3QaoNjWoQhtCCR5Q1yVybgOJ\n0WN6mwusFIdCSIxzu+0RJiIOizIdlOBtqIJHmNwOfh1TXhHIMTmcxYRN/WANZiziESIuf/XohaEd\nuovP4/z9vW/OsFSbNtVBmCg8NXMCVfBLwLSCKiUVEhF0MLTSRUEHYoE+l1DcMqfmOCWF9LgkWySB\n8ZiHNcRnoDm63KxJoJm4WcBA+k4MShjOQAVlJHcJFYGHNw9+eeBv2GYwZq56neMUDIyAAmVd/SA0\nF2Br+EKj27uhKXNuHhg4goNVSkq+Od53isfKOpimbZM2Nlx6NfxACSG4nzsVzvtOWZbZIjp6LuRM\njoLiLNyUs7eE5pdP5ItYDAnJnXU3qRhCLsuU/uQ59olI8ipZRyNPcPVlh7VMuLC6vjqq54qlaIza\nSDHQ8Q21CnPO5+MmNQ8lpPguwGfykSFKWBKhT95sis7qDT6zH707XH0oqDCab8XFPFdVzUMniT41\nWCZ2cb07YC2hI8CA88tX/j0TXHGSMqlkTwOIIFRE/ehRd5W4Qy10Ts8OvP3k4GS2+CWaDl6fN771\nyRs+fXFmezjz2aefITTWJXP31vukZWHNLnVaTpnIoPkeiXa9MtrO/fGOD959Z3YhPIYJfoH7845O\nUVc/8N1VpL+vjvRyuTzSaX7sx36Mv/E3/ga/9Eu/xPPnz/nZn/1Z/vpf/+u8ePHid2Ta/+qv/upj\npv2v//qv/0unu4jwX/wv//ejoH6Y0dS+iCmQGekb/E2ZUyToYF0SWOBaPWU0hIiOndO6IuZUfRWP\n9kgpuDxCxNvtKZq/EbpT8nlLCXCXEwX89hTh2pTrZGrqVKnW4Z+Paiem9ChKj8ljSGQoBaB2xowj\nCVHcAmsuWA+mzr3U+d+D0G2AGodcUFGM4KL8yQvwVYfPU33RVn05NDPPGZ0SEofims9r27n2jgTl\nIIFl0qmiyJSBOPvyMeN9OpbUbGZBOZVcQpizRyHHxDLBFrc8+TEXOw7M9otQQiZHOAYjS8d6Zbuc\nScHNDjnBmhN0o9VBCIU2o3WDpMfZIEHYesfE3/Ap+3LN5s8TmxerePb5DeBRR3fp0NQXQyeibsw1\nP8xEbX4N88JS/1q5LTmnPTgmT4tNM4itpMC+e1psJE2+7ASe4MvCKGnycP3zYXhCbkqJiNOYUvSf\n4Y3AfmN5hpkPlvNCyYtbesVb8CCCTKiK0R5NIzc3nR8GzvREnUcqUwIXQiJI9veTKNEGIUz9dmse\n2WziyER1yWGWGXmsbhjp06kUzJUpnh2efP7NwHp3qLjJ/N5FN4cQMZ3ytylTxIxe3f7KjNHOKXvc\n+uw4PN3BnxsLQtOI5pW9w+vzxte//hHPnj/n1Zszb86Vtu0g/kT24V1MH15UHEtkLcL9IXIsiWPx\nqGkR3P00f/YiPjpT88WymfAX/quf+jenIz0ejwDTKTJ46623+KVf+iX+/t//+wD8zM/8DH/yT/5J\nfv7nf56/+3f/Lj/1Uz9FzpmvfOUr/NAP/RC/8iu/wh//43/8X3rdzsyjDwFR10SGOJA5sxtD5g9E\nMfODRYa7E8aULqgZhutMgxgxuyh+qM8BAWLw7WVX1y8mCR5FMpSyLFNADxrFNXv4XxSmlrLu6Kws\nxgzpi8P958FAm5sBCFNAjaAaHRHYB0nm8mBAYvi/IUaKiXNtjBnvKyGSJbKPQUiZa68oYYq1Bz0K\n1+4idKVjCtqEqBnNw0XjQLfAiAU/YsYj3b5qpYofCj54MCQUNJinV+KLrGHmo4X5vejNQ8y2ffM2\nPnqrb+Z0LpsN5bKePJZZOyoudwKhmzt3co6M6vPhMJ0lOcCYyzUjuoYvuravju5UrhABb18l5C9M\nG6ZTAxumeW2wJKfT24znDs0PwmDqKgibu8sJtLahqLi5oyRXaayHhVq7V3jDSMkP7a1X1xIbbN0X\niwShd09o1XnJCslBGnMuLuKXQpJAyJnWO6Wsj8T4siyOsZsxOlgCEmOOF3wkYZ5BdDsscTNE3du8\n/F2OhyopH9jq5lSjBjkJKQ1nN4iPEPrw5VwIyStwNWI8erXZO210hjV6v5JSIOXsGVTBpXFKQC0h\nZNCdkALR8r9gqfZdBuIHYTSbrAxv4pe4ogqMzqg71B0dg9et+XtPzFmmOSNJkJgpJbPmwFqEt39w\nQeJGv48IdxgnVOGzl6/pGnj25J6lRIpA6BtZOr1vqF6nLtw7rjC+KPBUcb2w+SgwfJfOpt/3T6sq\nP/IjP8LXvvY1/tJf+kv88A//MB9//DHvv/8+AO+//z4ff/wxAN/61rd+x6H5/d///Xzzm9/8XV93\nN5uLjzBzyb3ycXe4sWlHTFmTV6FBHDgs3RmZNttPiz43LFP36IeZsysDPvc5JJf2+OXvs8veO679\n9+WGGnRhskf93woilLxQJw3cNYrzdcWBxnHGftyytUmCJHH9qQXq3j1HCvGttoBE9/eHR7iKmwyq\nKUNgqxUToWlHZguFKbv2aVmdoYFu+qZPMLSYkuOK9o5KYzMBbRzKkYFQ1Q0OIl5daL/hqL2CudlT\nx3B+lVmYF4M+hosl8/HWI9Q6RgJeWZtVorjvPYVI60pej/Oh9c9Z1ZFlEiONOfqQMK2+cwgw5Wch\n4RWO2LTYOqfARCjBK8Y4L1FBEDHihHRbq550gHpUzATMCP65G9FVDan4QtM8hrn17lrhMcgp080X\nh2Yyc9R9RFBRRmsc8uKKkumE2rtXjLdqNMbgM9oZIGfmeMeuN0kfU3zurFXPLPKu6toaAZkXlxEl\nwmztt9oxyXRzsXnKC10beYCFMhm2GdXoVKPg78Nu6rn24pyGL+aoBt31lUIkpCN5vQOYMddzr6Cu\nxyUGgkQkHJDRPORRHWEp+Fx2Ooc98dYmMHzfEGtEUYgQD9EtooBw9MNYjbrt1DroW6fXK9YfnEcR\nnK4fEpTk7NUQIzFFnt55PBBjh91h45hTprL5WSMaEfNlnY/n/P0WJDIIj/Nij1j5g3/8vgdpCIF/\n+A//Ia9eveLP/Jk/wy//8i//jt+/3bq/18fv9Xvf+N/+J8S8NXrnP/zPePur//GMOvCyOoZCiL7k\nQIS9Vwjqc8QpVs8xcirZAcFxPqStOzHqNveIQp7fNG8ZG2adZINlPXoYmAwCCblpSL1WZu9Kw2i4\nZnSM4RW0DXQOYUqaInn1GWpMwhhuLbXhWssYMsGxStTWsBSJyVtLMUg5UU1p1qfbgtnyeowyRZyi\nr+pjD3V7KaYsyX3eY3SH43aPix7dZjtXoAs5rQ5sGTfYtW+vwzwojQEa6N2pQlsfPh6ZQnYQcl48\nPwpDonj+e+uUkmj9SrZ+S8KY4GBFgkeJWO8s2fPEQ1qcGSs+b/MFnM9fJUQ3atgX7IWA0ppfOFUd\ndj3MNav06nno6jCNOA9l94O6ogKTyZuPU9ZlBIFSFncfyQSBd7crlhghZm+kXWTqz0LOYIOhfWoN\nE80Gh6Vg3UE0Kbrz6NbJ1hlc6BZQHx9cW51jDJ1MWXwcFITadlLyRVcpPvqITC6DBEYXIBFydG+5\nCDrm8jEWms9JGKMR4jJntR2jUvtGnpbo1jpx8LihziGg2lhXB3tbDFx7I6eCSkHi4saA2RabubTJ\nZW6TlzvaPFG8TRbzMd3t18GEGJTYQfBEUMy/956f+MXhdXe3YjKleM2xeWPMncdQ9kul737ASwyM\nVlH8UvU60zXCISViXAgzEFNtILhmPOaCzs9NQuTX/vE/5df+8a8745h/SzrSp0+f8mf/7J/l137t\n13j//ff59re/zQcffMBHH33Ee++9B8CXv/xlfvu3f/vx73z44Yd8+ctf/l1f7/v/wl8mRV+yhCBs\n5pk+OQSG+YOYgnimk3o+fBa/OSNgvT0ir8S3IFPg7e4WnZlDMgbd5g06KaCCPyxBfWERZ3b2aN0f\nYu00g224vCoGD61TwqRJOeTZiI/aw5QjAa8sUb/xQnSP9RiNmG4yKaO3ximthOjq+66w985IikyH\niiF0fFTR59ZW1Q8i8GWGFE+nlAjSXRmA+bLOZN6qcVZi0SVKnmEFXStZo8uVEOgez2IxsqvOOBPX\nnCq+zTX1RV8prkvs2lHdsN7INNQatfvXkkNBpshfUiEYbNW1mWlWXr3e4rb955hT9NHCLQ9dfK53\nO2Bbm7ARFXrEm8ycXG88W/U2DIiOWJyQc0VoyOPGH/O5s+ggi4NuVA0kElNiN2V0PyyjZGdg2qDP\nA1UkT+mbgARa76TgABvVSR4y8C/egdpBvGodtblrzIxSCte6k0OYllbxw380l+mYj11i9A5H51w3\npAR4TE2MDsPpcw5/6xzissyk2z4ZEAmzhPbO6N0rxebV+lClpFmBXxo5JUKY0dzqc04RH9X4mCZN\njTZutbTsyQ5BoFcYTtxNcY4EZJpGdJBIqHSCKonsmEYJhOAXnzb/3PZ9n3NULza6yJx9+9isPMuP\nagwQTI8YPv82hdEc7zi6+mtVn4urDuJMEIjRX0tSICbhP/kPvsJ/+tUfgpgYIfE//53/9Q96PP6r\nD9JPP/2UlBLPnj3jer3y9/7e3+Ov/bW/xo//+I/zi7/4i/zVv/pX+cVf/EX+/J//8wD8+I//OH/x\nL/5F/spf+St885vf5Dd+4zf40R/90d/1tafaw+dW6plN2+hc3BvnlkyFEgMleLDaeKQvDYZEqvh8\nRydTtKr7xAUhxcDoxlIWh5WE6HZNwrSICYHgdKnkcSCE4CJo9QVYlOwzVQlso9PUfMk1XTHMhyXP\nADaf2TpwNsylSIrZ56QCkUDMC6LmMzobDBU6QidTu1Phk0SXX004hkemKLsONBgxJoYY0YCYnVQV\nlYd9Y02FhLikaTmw1d3lHsP5our7VzREdHTqXJTFGOcbM81K0ccpwdz7fYOZSHEXmJlibacIjFER\n/JDe1Clb1QYJ//lkiaAQ08owZW/D7ZfRoy/6PBDqlJ3ZNFOI+MMnwdkCkiJ5wm36qG6wGH1evhOI\nHZ0M5ksEQMJjRT1sUGymwpr5AzcNAYTEvm9+EIWAxYzE7FQwjJD8QhrMQ73vCMawThuDJJHDstC6\ng7jNjL3uM9Vhrl5iJJUMEuh9pzdmGqazeaOXeixl8Wic4ZExtfepbvELps8FlWtC/ff6zaZsvlsY\njxtph/S4oiNR947qRC/G6QpslW6N7ervraJ5gpOF3r2QCDFQQkTEJX8wD07RyV7Ctb/pQCre8XRw\nWI+B4pldBCHENHXRPuIJ5pHa2nl832FOYruNzUQd9G4zS82Cv9Ytkl0SIA6bEYms5Fl0uP0ZC/Tm\naQzWvlikYUa77jMnzceEMXuA33fz8a/80x999BE/8zM/8xiF8NM//dP8qT/1p/hjf+yP8RM/8RP8\n7b/9tx/lTwBf/epX+Ymf+Am++tWvklLib/2tv/V7tvb7GJTgg+w+Og+t4WkhEboR4opq49o7A9yW\nOVvzvSupeKTENhrX+WCLTWxbjnP7KmzDwDqh+YjgNovTYGyjI2Zc+mCROClA8hhG57M+cUsic15n\n9rjAEFEkgnYlWPDDUW26MTwD3BF73v54OzfcLWTOyOzm8BafC0ZCyPMAU+ciTji1DHyeh1eOGC7N\n4YslmQk0E+KAkApNh89iA3Q1ausgrkMwNRg38k2EPulb8+HTMcXcZujks5ZlwbqheJqBqOdnqRmd\nTlC/RCAQ1LkDa8qklOeywT3UuzbA41dcTO8SJzHfgA+8Kl2mG8nTL33W6As+jz5pOhBmuo5EmnpV\nHqIrGGzOToLM4tHMwdg2F3jmy6YwOwByYQSf/YY0baORuQSabecw+nTAGOraZlNGDGznC0uZ9kJ1\n0n/DIPgM0GLyeV6AGA5+wIuTsILMjXarSKuTGAV7c6RfjH71z4kBBuTgc1tPMPCWXc1pXrfcd5vV\nvd7SSofD/Bz4H9BqXqmOOTIhUNVn0DE4oC4kZxIE8w4L1bkn4HFJdptBm3V26TOtNxHCgRDTjFnX\nmfTQyNEegS42AtYVCQNRJREm7cmr1Wi3BwSfeZr6rFPccRjF3x86R0G3SnW+07EciQK5ZOIyZ/q9\n0/YGCtnnSi7Ib43RGn377mak3zOM3n/+d/7J9G8L17b7Vn22JQA5htnyKTEMjpPeI+ZaL5eL6KOc\nKYZAEZvtv1s/ax8+S4vKKokyZVhq5n5ufASQMBYRjjlTYqQbXNXxd2v0tr6OwLV3LqO5tVD7I2ot\niOtZv9jSNob6smpJgaAeXxJkjir6mEzV5jPTuWIbppSJ6dNbm3IbXxhub5yb0VsGVZ4e7pu8BTV3\naInH1Ha1qWf1JR7BJTV9q5TJdXXRmX/+ObvMqc+FmohvjJfiEqmuA/DXMG0EBrVeWbNXLHG+nW4R\nzSUmluhkqDAlQDovB5VJ+ApTyyjMy+aL7e+09VNCfJznemXoc2SAMqOlx3Bzw00bKGKEMC/hidWz\n4ZBwEa9K/ZC5RQtnPwDjbQY/239kzkaVPnxzPvBt+g0d2Gbuu6nP6JbFN+5BvJIPyFxMDlL0wyEE\nkKHeKfRBMHMgjrokLdykT/N7dFvw2WzhW98fv9abBMwVGbeOT2dFNwhzRGZAm4Aa1616oZMluMNt\n/nspRFKY6bHqGWa+vfOfSwpeDccYZ/UKIsoYDTEPR/QRjsuvHn8mNKIpZjvW3TiwSPEEXVNG22EM\n3/zOahTzPg+bXRHATNX1Z2NMdrBXqxp8iGfhi/3NIy3DfGHmy2fXo7e5WHKovF9Ckch/9F/+N//m\n5E//tj5y9KTGGANFEqm4rCWXxTPhgy+I/j/q3qbnti276/uNMedcez/n3HKVYqhysKW4QSeF0kBC\ngoS8EAmQ0o5kBBLiK4SOQeIDUAhEBFLogRSJDlLSwEZu4w4Ni1YiWYpFFFnYGIcImaq659l7zTnH\nSOM/1j7lYKCKgK7YllV17XOfs5+915prjP/rymTvRj6loTt6lZBkcmsS+UT558PAj4658TifEnub\nfOZemMi5Js+1MFe4RCPkAmFzIg/2p8fk0xkcA7IdzCWLaaQyTVurtPvUWt8MbhVE/ZjrxS66NXHi\nJjD/cT4VwVemAnfF4ilSruF5ZZomt96UycjmPAV9j64Ve+7NWipL2zuoVD7W1uQ5PfjY7zTbjA/C\n0HYq/T7WydwiosIHqg03bu5y7FhjNpPZoDJH38ahmymTo0T75JZHfcO4fZT0xwdzicEFXdCEsLQP\nbcgUcVNOQkbQafjw4tdEngXBc594Od+uRthoRcpsifatwaf15Bh3LJz3sie21rDUdZISJLJCzQPP\n5yZZRQpVrkM7AOG07P1Kvm/NYa+atrXymSl8ZaYcRaveS6Zj4443mOdU8Eom3R0t+ii/tFQLkVvX\n7lZoy0xtCo+aPsME6wxvIiPrQRR+rfeqXAmXAoLUg8FNspNrwMj6z7m3JvVS+/Req3v+AFls6jrb\nETjGp1O11kcfNDrNnGd8qQcHKQbcDs79wHPI5loabqMCnBfM86SPVWV4rpS3Vtrb3hnNeJ4nj8JW\nO4F7Ygd4oGhBuS+k2U7IVXKwCFra5yqiDE3MU2aeSK35mUk2KouX1723SoI2epF5IXXJWlHb0g//\n+gqrRibemmpor6dNhFK4Ue98K4nLpR00C3rKzXPrim17X1HSJ7GVK0N2TPPXOqDV6epn12QnqUzI\nc9wao9jitZQwfz/U4OlhpS2rA+6QnZV6Hw0lJhHJp/NBesfCNV2k4ubc5RleQREAxp6TMQ7cy+ER\nVLB0ezGPRx/0dLw7+OcgBclxIPvVJGqV8ZlEnAqI8Drwdoh5drTuhrFX4n7wiWDc5AmPWDwt6ZSG\nsuQx3V1VJGjq2blY55PuXiQgQIgx3iJi0pvMCIWz7cKxBUPsAvlbTdf6XSgDwGM+iG00V/pXZNT6\nXj1dzQtqOOlDrZabJHsXaWRqqI3YLyLtOafE/ZksOmGbwLj3hnWjtVGrsHaUKCKqub5XtSEocUjW\n5M4ZyoVtLrKqe2fnxsbg/fFglEPMmwv/X1MbjEGplCG9nGxVM+OD9zU52lCSUUwMw7fyTTUtmoiZ\nIqLWXso+3bsmbMm7LtOBgRh+NIl5VVZrqmyvA6R1uQljS6WhiXcy32dtQErT71cQuuuBcz4a7tJV\ni5kXNr1XctqSgyzrWrDPEjZSltwzobWDfrtxI+gxieeXtL0YtxutH+REKVd7K1GrX/SErgtFP0Kj\nNrY2BXekqtaloNFGcvENZDH+Zq9pXiAuNOslM/zhX1/ZQfr2Vj7yWuXWXuwKY9gRnDFVGVKre2+t\nqAjhqpvgXIGbhOyjaxr58tP3OT7cq6LZqzJAK+AF0svVJMWAOexQ+kzsVRY+pzfnMCVoZxrnKe1d\nd5EjXqRTNxXBWcqp8/1TgvSOVt27qWpjTt1Ikt8Yy2WZA00F53xyZNdT1Y3nWuRwGkm3KggcQ42W\nteo0KkQkorCq5Eg9vSM0zV/saiwZG/ZUdzdZLg6TnjF3cK7N05BEZsOtDSyd3jVFxdq0FMNsqIRv\nnlN+9BVy9QBOk5U6u9arTNz0nSVqGug/sJLuDL789GC78ha6iXBbc+FN6675qGpqPXTXSu7Hjb1T\nE3vvZFdV96qbqLkrprM1vIvoaaUrbCQfeucoIf1iM2MSbhzcBGG/294SAAAgAElEQVS0Rpa1dC0d\n+tY68QOkR1wTozdlM8SJHYMJLDa+A9+qoVFHlwgb6YgVjxhbtRwSXXQeqJJY87QxcFUU1+BxFPHl\nRbx9eZ5kyF/eTV0LK3at+ugxVNPq+Xgy+vE6LFcRWY/5lHMuFehhF3TmIn4DZQBHJHMubsddTsGh\nQskwyf0IZ/TO43nW5qYoyKTjntKAK3Kc3rtqzU3XxfRKBxuyMj/fv2R9ekI6H+5fyE679DCvUAs1\n+mbd3ytYa7LW4svvf8n3v/clORe/63d9k/F2Z9zuLw36WpcsLV+OvfVcr2n+R319ZQfpl++zEtV3\nsWUqbKPizbw1VsHq3RxfgXlXsjer8KPGjMWTxEbn8f4kbPB8Sh7krnTx7o09A+8NtjINe9eFvTes\n7DzmU6qZBMuAaOyx8bguWoWG6MnVCrdBldC5ZJnMkIZ11ZREJeE8F71qEWjOY0fpGkXovL+LLf6U\nkw/9xjDVaTj6u855Yi7APwHMuBUzm0uWT7Oo5KXAuvS4z613cSsrbscVgpEh9UMdpuecJZqu/610\nIEKVymlVIFeHnFIAJRny8abfu3SONBi3G0b1Oz0ndjSyNVVmIHbXTVtENtjzlMOH4FxToSWVBZCl\nuDjX0prpStb/8Oa1Mhu0ZO5kPk9Oc8yUNGVp3MqJtfaSztdQolMoxGRZZ9M4I1jLuB2jXECyQGJq\nBXVTSlVMee8NhXy7ZVUgG5/mkxlbiUR96Or1XZbirZzTWYHbK7mX/XQh9cqMTesu3DzjJWcyS+bW\nFEUmcwo6GW6aROszmRklklfBo2Vqko6SQGUyjkOTshlfPh/M86T1zjgaj7V4nmf1cE02Ct2+32+s\n+WQtTZbeEHt/XTJhLw14a9Jg9qMkVCn99MJoKeVN7EVrMi+cnrgF1nSdbtDnH41x+wYcG1uLL9eT\nWKe4kFvn8M7z0ylyOENabYf72wcM44svfoxvfqvUEpczcW/2VGDPLmtxK5hIXEex/GVb/lFeX9lB\nGjSN/VblWqb+oV0HlHurSOVao1v5dzNeuGCgNTk3nCTr8l6XHXRuyCVgvHX1F1Gyp3PuF2ywTOtc\nK2BkjMFak8e+kriDPqqeJPW+W+/YVs3raGJELkzmwvVmBGvLVROmCSfiyjv1im/b6qI6Bs7ksM6t\n91K7hEirdijjtA2RF8VGejq3Nhgm5jJTdcwzg70Xc4qUW6Fph8JrVya9yw63ZEpGgj3JAV66aMvS\n7QaHdbIbKxZSNWkK9Nakn6yb1jLZ7w/60chEGsg5WVFuF1LvDcnBHCNNSUwzNubQO8L9cLGrsTma\n5Fof7zfWufDW1ZYZIba+HTAGa236hV+WrPrW5aoiAtvFeTuVh6oHi5nT2uBcGxsNR0np53lyWR6N\nJjtoaNNZ6+SZlU0bkn5tlB17FhGzllKfutUGYaas3D3h7QOHNZ7VtbStydUmrIOdQQ8Rp62u07bh\n6J2riM/KWbcLu5aj6HLeSaLnvYvcPJ+yo7auLItitKO74KZI2hh1vTYCyYCeEfVtaTtzExav4BVl\nUuwVBXsh/H0nRHtdRxlGf0kGnXlGDUMBtqT3NpUwtt70/VTYULvdGLc3QUPPTzz35NPzS5o7b29v\nEAcR4Hbox68g1i4tabx6w6TxrewDL1ddREGKMnxYZWT8BxOjZ5ebJBaOmE9c0XIJlQRVsXMYzwBD\nzKjRak0vuQNyWRBL7H9JMiIk9XjEJJ9LKyvCbCKyXCiBRUjobQYhCUaanqIxQ/INb3gsMZu5YdU6\nklu1roX3kauS6hvm8MioGLQUbmpVcVAeejfjNhrHaMJjtxZgKpXKutNJvCQnEdIFJsKRM3UoGHLV\npLsmljTaaOzYfMqSALlV4n3jGdRk6WxTCG6soPeDsyRn4IzUCn7rlxNH7HuUVnK4vPbNhIdaKtQa\nys2DdJsU6B8XzitlF44cNVJ3P4V7rdBDdcuI8dZVfdK6Eq3k/JS0azeRBYbCv2kbhrFDGsdWgm5q\nne4NmSRK8iL2WQ8mM+GZK3ZN6ksPGgzz5HbFBrbGYhMdCB14c0nbbKVpjoTHQ+LyZjAdWRXHoON8\nbIPmg2dEqTxUxLjrcOxIAaHrvwgrDGzXVgLrus6kVyP3ljDfhPaCTBMeMLkCeBLPXWoJcQk7gpNF\nM8EUMyuTy4ROe0rRcLH+KxZnpHz+ms0LklNcoK5vPQBk8T30YPOGwIoOTRvCjqDbwV6T41DewlwP\nEvUtjd51rXsnU0NF2mDcviD24lPqXMgMjK1wnw+D3J1Yuv5jB/txAopBvKbU62HkVbQJxlySw8W8\n1LE/3OsrnEj11E063hszFy2KWIoEv+yi8Cp/z88HsJlqOhKlpntqsu3eRQK5HCU7gt0uL7YCciMk\n+ZlRFSBmr5/LhkeURKW65TvSYB4uGUwrnzwO51p8WhNQXxLpakQt2CLSiEqAsq3ptd/uPNb5wgob\nsOdkm70sld6la8MVL/dhHIw0nntLu9g0eQjDpUItkrU257lkVnBjl3LBr6SRUBr4NkEcFokK//Sk\nTpTEdE00awuPfW5ZQodBcykPLn2rZDv6XCCJzmf826Un3QNaKI18zUVLCHdGg8fz5H3Nmobg1u8M\nM47DtbLnZkWRiTvq1xAJdekFM+RyypXg0snO0o7OtaQnBaV6FenYMcKyft+SzWUy82RuwR/mB4k2\nJ+zKXzolnTFj5q64uEZen0kkma1UG4/XhnI/PpBRkX1jsOmsONnWKvQEaYn5wTCNCmHptTL7wUbX\nOZXda5UVEUWA1a2i07errmeeJ+M4WBUYPbdqwGNttSuEpsxd7sA1T5o3bvVgbcVXUtsUtcXl1rXY\nXV1mV9dRrzJLydWUlbCwCvAJzAZmSR8V9egHKwvPjdLdWvDpkzrUniaTxs5gtIO5gytHNum06qQP\nNp+e3xN5uJPhnTactzd1XO1TdmoyWI9NrsrbK0XIcOOf/d+/QfIfSGdTJiIfEtgoXixCbHqRHa0c\nLO2aBCrZvHTMnFsWt15WL1Jti8+95d/xDhZ0vyl+7tTkNdood44OE29d2YsVbuG1BkxTYvatd+69\nca7NrSozYm9yiThSW4cKtEYbpdmLuoFUjubka9q8mXEbb8p39JI8Wdc6WGw2cR1oiR+jiJPS0y1q\nnZYNLrFX1fLG8TYYSzpLUQwlBQFZHtNwFrvIrSsPMndIYuPVUd/1RFeF8RJxtyZ7o+xK0AU4tT20\nag2Yz7MCUNTx1CwhBxZTCVFrc2+d47izQt/b0aRu6G6MQ4fEc546QIG05Pk4pd5IsNxkc9ronFPS\nrvPxkOVxyajgDo+lYOlM6WnXVliORXBrjeWTZs5b77RWmfK7YfEsakzX2FWfvNxFsNW2NGtKO26N\nbs6uypn3d5E6uV2whjU+vU9uN1WPvDXYKez96B+UzxBKZ2oZeEueT+k9+zFexFOAbMTNydycc740\ntM1d/U0voX5yOw5N40jc33rnnOqkWvWwm+ekH4O9y1F2OfDQPeYmjHtvEZbdZeUMPmOj87o20QPJ\nmhUskoyh929NEI42zbIrz6WcjDIOHDW1goijHc6e4iEAxjh4vD8r3vON1hV6Ptk8zk0fxmj6nXvJ\nrHIH8/ySXFPpYt54u3/Eb0sP3lzEc8E52XvxH33zd7+S83/Y11d4kJZU4xLqhpdsZWGl+8uE5uPz\nQLp+wP4ZMHzgKX++GxVkocnLqAkMJRg1H6pUgBcmu1JLU5D0Y2glQwLk0TodCbTn1NPtQJkAl4xl\n1zTk1mU/7UMaxZC8J/bJzZ27tZesS02iVYKXpaHMetLWJPvCM0tipZUZGlrnrizLY0j2Qr2fVrbI\nwzqPCrHGrkkiXk4ra05654wtIq2pVqKZs3MLi83SOxb50m2QZ7BD1YLXl5JptC7brqcw7fu4cYut\nnqsM5j75tCYDZ6bW9N064Y3u0LvVqlVd9M9TB/JWnbZlBZ9UstTtOFg1/T6fq6Q+RmsHUHZCb6x9\n6mA0fc5671J+4IPTnE+Pxf3m9DBGogeuEAnJ0VB49I6sMJHFMmUNGAZjcDQnY3GMG7uY9PtwFKhc\nE95O2k1Hzf1+E4kUMgeojQElzy8djDN0WLcipNxEDDq8pk8Rd66alSIy196SMYXIx/d1kgQ2vHjE\nXVEEdciQKuubOrRbvf/Y+zVQYHICEerP2ktkb4agJrzkh4nsvX4J24VH59SAQJYssYaOK/t1PnWA\nHV2qhzEK992Kh3y7DdZUiPj3Pj3IMMb9A6u2zGds9nrqf7+ctD5qy4TuUnf0VCbD3RLPJ+vLR+Gl\nA/cBt04fXUEqEXCeP9J59pUdpALiZ8mfrrW4Ko9DzPnldIl9pb9MfEhK5AW4Rxqrorvc5Oq4Dhqx\neRWgmyKcLqlEliMJkxUtVh1Irp4fbxDhNV2WHMmFV9qQb3AVFJGh+tZVHu9PO+hbB+OoxlF343BV\nj5CaFlcuPL1MlVqZgwB35go9Van8z5LHuMm+t9ED4ehKrTLE3t/akBym3F+tBObPJbfSXpBzMg6F\n/VptAr33Qq90yLtL2vVazVKT4vRN0F82SK21TtWta13chYXOpYlO6K6UD8WOvvXGzZUPe5Wh7eof\nmhVXt0DRgltqjlW+++ezLJqmadvNud8Hsacqq10Hxl66Lrobw5XclOOQNTFCjqhM7q1x96aKXuuM\nre/+nE92r86tpkpos6ZJJ1PdSpQXv7km88JkW01Wreu/j4J3jqZ/37szzydKDttkCjfHGzsgzWjH\nQcyonqFgxeI2DnzUSob+87wmyzWZ8xQOO1RaqO9fMqf7253zPIWhRnB4lTWurYfy5eWvwJasDIQs\neOR2RQJmyp5skpetOV9bBej3P8+Tt/tdMAAqvWOMYsqdSMUVJnpgunW2CSo/I1RYV+0EtEb65nuP\nd8ZQNfjeYGvxfE5FFeYml86/t7dO7/7Ck885FXXonWm6T+/3ju/gXA/i/C7dG/e3L7jfPzAf75hi\n2n/o11c6kY5xaL02JBpP6czMjcPlBLmqVz0B68yZddNLRL6p6LsAs1XawuqdF6zNRBY3q0SjzGRc\ndSYJFtUBVRdV9wqBSK0crSkR3Myw4Qo4aPqynnMVEeDVMKpw5N4Hjpj7qJSh4RLTT6ig6FdCG3Xb\nfU4+gmKDakqlHhZ7cW+NaKqbpjAqTQdG2sJ7cuwKhAHmToLOSsmNyF7SL32w3tRaqhtMa5WRrFkp\n8C673SZfOaBmTnbnEYtnlP3UhDfvuFZEnXTuTudK2E+l5G896E4TbnoWBjr35lFaV2G5wi2vYkJZ\nOpfwXTOGq2ngOU8gX2yssPVWxGEnrdH9ABbNk3E0jI2H9MDDr7QlGQaOfmjy1Twn5jmzpD9WB19l\nbyJs3fsorB2sXzZXwUW9NVppvLt76Rgvo0FnmLaJzMWoDN7n8/nbLKz3400W4CsP4EqYbzrQZm7a\nOPRgVO4H4c7akzYOnnODNQ0DqXuQTI5isecus4TVRFpwz967Glfz5cob3lTW91oXa7quzWeMoYfj\n2qgK2V/id4WT50uCdLkY91ILACgMPHbjY++qfnYFxzzmqc2j7J1RGQCk09rB8WGIsMPYU3pVOcQm\nnid7T27HYH9SnXbvb7VtfeL9+79FpvHxw9eJ8R+IIH+ncZ664XpX51/vXkEMgF85hRtLMQErkkNM\nB+OmGDsjICv9xxpfPh+03l42P2GhmrK02Il1VdhtYUvWxWfuLc98XQxerL6n1gQz4S3mSofKqRKy\nNFd03VaveGti3dNMyUyxiS7da2/Op3PW1NEBSS/cG48IWkj+s1bgTRjcjqxpQeG+ifF4rtcEyLpu\nDGn6ApeeMdVzhZceswnzVHgzXFlVUQaDky3zwLl5LAWC3LtzNLnIZARwjlbrHzV9YUQb5NqSodDq\n87OSzlQLgKlWMEIWwxnwiMWXZ73XMQgb7G413fPKJ5B19rMtMOxGoj70biqQI6r6IzUh9gyMUW2t\njTWn9KzA+9QNlt7Y3jgvN0sbzNAReRyNw3UYXFIcOYG09mapK8zaC1eOwqolrdPjcafhccn4vDaF\nxspdWlQFR8eeGIoLjJQU6ZoAW33mF46ZlLgfK64h6V297N6HcNK82mQFUfXWCod25vPkGANLe3Vh\nvZVgXTrU63fTRjNc25yXXfVivrMsqaN3Vnn4Kbw2dqkvLmF/bKKyBCJmQXuNCGH9vUu2Fiqhwofz\n6XyqO+z9pHnHG7w/n7Kalivsw3CeZ4n1K0Wre9DL+rlzY02ZtenJY558uN9ZCekHeKMfgZ2fyDV5\nPP8Fbx++/iOdZ1+d195qDaRE8Eh79qwbNkNxbq3rBrW8EvSF2Vy4UqwrAIMy9zlrZREcIpfcQJFP\nVLxdJcMstRyuXdFnVAAJCtA4HIhaj7vVBJvsJjsj7koWJ/VEDa2nbpqsdT0otu9wp6dVZbMz3Wtq\n9jp4FbCyIvj0vunNNIVl1twDRxu4G88VrNCNbGFkLtkC0QQ/t2RWNOGhkRssaXVDztiyim5Nlpoe\n1Uo65wJz+k1rmJWk6tYGcz0UlG1SXcy5aFFZqUudTTt0M4k0gbfmUNjvWdrOuTfP3ji3qosnLlxy\naUraqGjOu2GhdTiXEulbTfvPHaTLUfT5gFdP/Nqqb+69VQyiJFv9kIrhKveLOtTDGumX31qyhEQC\neekMtTZcxoNWumFSE1rvIiu36aF667dihovqM1lC3TWdrr0wz5cPvLnLVNGamPYU9r8r3Uoeent9\nH7OmxYa9ovOCpPvgjMcrf1Y/P6CS9aOGgXMqE3WTjCZTgdVYAtVdZQrWaU0tps1cuHOeUnfsYNuq\nIcOLXBVp2U3tC+66q0YraeJWWPiOSWyFW79/+lIuKeCcT9j+8oXc+qHA5wzF/aUyCHZNzlfn0/vj\nIfkjrhqZ1lnrSe5QMDVLZ01s3DV977wsygUF0WRvrftynfNHOs++soP0jF193ZTgGcBw6zrcQiv/\nmkpb0sWktaxVv9FZuKb6mVqRSFe2dYU2NOfI+aoe9qYgXtJeSgFMF0s3uUVuTRNEy1Rgs2vFpCsZ\nKmv1XqHVUDZWAfBX5Ummqj+ihOgZxtM2Z6rz/VUIZsYwrSZrB5aN3lFhHLqxWxPO5tf9G/t1A5GJ\ntcHcyRm7Dj571WfE3sIQItkmUi+2YBMFW1D+65KTpFa1SE3fz514Tyis8OgCQzVh1M0JHIUHK3Fq\nVz+WKchkr5oqjZXqcXqfS8SJKUvg8MaZuqHv3ZRTEFnRfGXtbVrtzZO3MTi35DqgyXtHqrLYO4tV\nCVzxOcA39DmuuYUGlwEgsywOtvAWdYPqw77i6LSOVHVIltyq/medFZvY5fGXYaDSpCg23o2ogrjm\nrops0xp9eb3dnLCqrdmFvhplW6j3ecmPuBw4Ug1k/bOVznXvXRDHZf5Yvz2oJKnSO2kvM/fn38tl\na47XNPwDnvw26nAuNn7nS+bUfLygF2saRlaGQk5yK4zEeUEz56m8Cep9djvIgqmwxGzirp/bmr63\nYOG9VUi418RsJQOsh5xPKi6ITKf5IVtwO5jzHR8DG8jeDdhlXc3SkHuj328/0nn21WGkMcqOprTv\nNK0+K/I1UXW/CiI0MXUzjiZcDGQP9B2lkXQ85DE+euetN2wvLDe9wnMxJ/fmVvKqbK1IHzWMqn9I\nmZdiShUVlt4UwDw1VahNQhUPK0JxgHHJjFACeHrp/5wzPuv9zqUUqY3sdisuy6EYekiGyU7XvIk0\n2aHA2y1WmT6IKrXDDc9G7yZQPpNRIMaakwhjpUgzR6z/7Rg8t+qchSUtbQa90S1ea3tABYnscmDB\nYZqU05VBevQ7tiU10sEpAgNXXicatpXLibBW91YrcL6kVzuTXjfCjqmHxFIWbG+d5zwZR69IuFYR\naZWANYOFetu9ycK6d2PGU3rbGbg9X/BPcMXEGcPq+0jdvLHFJmOa9o/e8MjXwfScvG5e+hWa3Gij\nyzu/qeBoyD1fh8zcoc82He9d7QAt5DWvoSHq7215wT4QsUo4nwVxXdUw9efr4JuzakLs82TdWvuc\nt9BGHcfB6DXd7c3R9fO0Btczt+RRsv0qnQyre8RbDTd6cF2EcOta+S9JVebne32HOIvRq/fraOwH\nwp0Z7Exu94P392fVyOjvh+T2dmeeWw8cN4U0u3O/3VDym6Ajb05j05v6EPzQ9SXlpFQ0jcbx8cCt\ncgpS+L9HkGtyHzBPhaB8/PhjP9J59tU5m/zKbNz1hP3sfFErqFwymNUqJGnT3FrPZ2yJcimyKEXH\nHL2/VrmjjxrbYe+J2BBn72SnAjfOchDhVxeSps/hImdGH58tZKK4EC+miWJb4Ukmnd+5q+rZdShH\nbpo3npFis9EalwZeMIAsdSXfSpMezrM86fI0+05uDbpVl/lSYg9pOhQzar2TjXFb6gFQwuuNEo96\ngsfmDWc5OjRcT+aeLtLPtJKpWVimgEhoiEA4nRLM3wDDR8dzVdRgVHCGbtAw02e05VKxkvukZ/U1\nCfqwdeUnGOd0FfUBrQ2aBR9vNyVO0Zi5mZSpILSR7JQ8Ks7r8BLcEmdw9ErF73pg+U6GOYcp53Su\nyZrBFZ4RGYUVato0EJueEKZJ9Ko8kS89XsTP5WqKUkJcMIO5Cvf66BXGoiFhR5SOuNx4WXmoISlZ\nc2l4hwp2AB1cc87XJAs63OdU7cw1me41FRdYtkd5eSqIJcXAryLSyjBJPw6ttQIw633rNaOqs0cv\nYuqzGcDyGtrr/fRWjjKYj0nrR1XmaMU+bod40lLvzJ20rimwVWfV2/1NEsh2RSIG/bjV4akQ8fu9\nsc93bE/GXfenBZgl2OY2Dl1DfdTDbdHqISXzzsJ4Ak/O58nob3z8+k9g42s/0nn2lR2kkLyfZ/nK\nNYlJA6iLLJduQvNruqGslnK3zIg6wDSt7sK8PIygSuLciLWr0rfkwubywINqQ3wIx0wZ6ATSS69n\nbJ5zF0nUGZGyrGUyl5hmj+rVGRLUZ63pCiqWXGZFyPqGJD2r1qnRBWU8S+D93AoepgKNWzO1UVaE\n2Qzj49FgV3FXKnW8STfFrXdVp6RcVGnGssRwRjVjYo1lWcxuJ5scYLdx4DtoqQBlF1zEojqJrDET\nbIt4GxgfWk02+uZ4FoEgu+BW+2pvTNN0tOsgzAwUq50yW8TnMBYD7scBe1e8W63TWwfUIlh706xx\nS2emItk2u6poGg3jbZQuOBOzXdCLamPk0tnVMb8IV5WMHhri0t/6QW5lEShU+WAjEbp1Y5gmJrHU\nMonsS/ZlwjKVBaHDY68SzE+wyse1VB/TlXVg3mhWPvmWerjG4vBRd8x+se1jDMkAS/d5ecn1wIez\niB9vjfl4cIwhogjlLXRp8lCsYX99Z/N8cBwHi2BUoyZbn2OiMB4cHfB7M/fm1tXqMNdS0HglhQEi\nue53HbTovZ9rl70UOb2Ou+Rgz/mCEKw5MxVYFBZ4k0rBCoe23CKA40n34HZ0MidHU0BJK7y5G/S6\nf1SseCdXcIwO6wnrwfr0JS3g48dv8PHDN3g8g+/+P//sRzrNvkKvvSQnrYng8NdKeNda13ZFvKnr\nxQ1GseF7La35heNQbCalY7usihC6aKRPYqc0aheetNPA9ARLV2jEXIuOsbyyNFOepY8kH0Yrh4Xh\nDYY7LcWEKwdV00QGzDgZVoVu4WzfzK3ptTN466PsmpuJsWayUlPcaINmyQ4jGJo+LfnQpe30NMKU\nxiS7HmWfFH70XJtI+bbdOi2VgB5dLhvQA+iqJz5wBnpIuUtGIzma1j1/HRpZeaoQKQlPo0gTV+/V\nuiCENBaNmKlIxJDFdrSDkeWN31NYtFUISMgK6h3OufVgmJtzq2n1sWZ59Q1SFsZUzJEm6yav9mjo\nUHaHimN8sbchYspbJ673GWUzLcytmRM7uZkyEJo7bsFEtuKYm0/7ndFHYYPSc16/BwgCOs8TXBmz\nbegBRWGlZp1hIlrTIb2kPEWafZpnwQ2tpHmaTgmRU5HJ7SZNNbhW4r1VB907ZLHldpPdOKpuvO6L\nHcolBXgrH73gnc7U7EykVDE+OvuUXvOyYe8l+/O4yULaTWz/c0tLq77JKoQsieBFtvkxXu4q1dso\npnKb0tL6oeDpvQoQsnw1jM55SpO7N70le5+83Rw3XWMGmkLdMR+lFkngru60fdLY8Pg+MZ/c+uDt\nx38PfbzxeH/n8dzM58kFjf+wr6/sIO2ptHHqMNiVVmnV772WnjhpW+xzaO3qprxDrdubVr32blkf\nrOyBl9g4E66mmzRJT9Y5ae3gXGqlvIKlyWs/kZxoN8XoWehwVFd9Z2fU+4VE7Cc7uHVNDhGhig3X\nNGjokFR1hqbsT8+H6jsCzpksk66xmDOojqMga9VuleVo+jxqNdsFhbSSjnx6LsmxuqY7Ur07WcTJ\nrp+v6BdIb5KpYLhVjCGNFcZcege30arvPCvBx3ifi9Ok1T2GY1tW1Uh4hsT/K7cqe2nsK+FoS2pj\nrtR+4b/9pUHFjOfalb8gqZm5M8NYW1PbpoJkaPRxyE3mWk9b1VTv2Ow8MZznuxhYM6Pfm4IpQvDA\nChGQ27w88krE711/7603bKt5VrrW4rftFD5dn9+1GRH6vK0IMAlMCw4yHWiGsgjsap4luVENmSZN\ndZIFN0ln25pS6ke519LhzCn7blXtiKCX1tL6AIzvP955u90rvm4yepP/vDWibNianE8yhf1fgR6R\nmlov2yku6OZcz3oowPM8X1taxOZ2qGLlsofqAJULagzxIrgm5asmR1K9i1AsomyHKkSYkl1hEJuj\nh6Irm1xLfshoYeYcb29q3HCRpimOFAiOfKr14fHALbkfB9a/4NzGp8eiP7+UTRXjNu5QEMUPfZ79\n2x2D//9fK7QyrTq/vDXuHZ5za4IzkQFZNk7cFQHWjaXvULUI3gUYp5XoXRfhyoAtED2QRc1DHnlM\nDL4cFpuNmMKrytlMrLpFY3jSLblXdcX7ViRcmnH0gu/ToHLboWsAACAASURBVEtwfqsE9+7oQHaj\nNaPHYoQxiXJiGTuNzEFSCVRNpfA7L0I+GJVIdDjcCpvseEm2LlZXgv5Aq8xC8qaZJpF+BoOmaa8E\n1FFTaSc5umpGYlHWQO31ypysdK1MWlOVStqQdjJ0sNquaSQ2p8mN9KxeJTPhje7G+5yMYqczUMqO\n5+uBhymgxUwRir2+V0tqIhMElLlZK5WYtTd7zcpc0E2vKm6wrd91tIMdmzEGIxPrQzh1CMPWNqyp\nLlH+w15JWLB2fbauB3dmMlmkS3YjIb3LX+5aI9WMqjTd4a3qj42wz6L0t9Yhm4YHEwfQsrD+yLJn\nSoI0WnVJuVh+qIPYrw4oxU/OFOPchr++39EHIEG/dNNwawqpkeSzjv1smnhBmA7a0rKcePJHKQ0/\nMyonotp3TZyGu7z0Sci0ctykGe6Sdnz/fOhxXA7GtfXnemHnUgEuChjlNhrv74Jgno8v+fih0Tg1\nlQOHd2lh21DrBSLfmqXuv7nxOWE/aX4osu92p9HIdHZYNcxS36E22Z0B+9+DRXTvzR/4A3+An/qp\nn+Lnf/7n+ef//J/zJ/7En+BXf/VX+emfVovoN77xDQD+4l/8i/ytv/W3aK3x1//6X+eP//E//jv+\nzFaC7DQxg4ZWb/deImLd1L1pUoDCPfIKkWgv6Yd7Z+9ZFsJWVQbBcD1VzjBafXnNnZFwbiu3VEWf\nScQo+UcXsH+kM1AMGpacuaRDJF+TiLkIkx2VxRmbt37DWKVX2+paN7H9iRFr4dkhTM6ZCN0Ur4eg\nGEdhV0ELObS+uN2l4SyMUUn1csoYOmDv3XnuxU7pDR+VqM4rPMVe9bxpOn6NoLmi/lbJyQ5z5lQ/\n0JxTSUpbWHXuzbHhNjrE5rllo1IqvPDqLIE+lV8ggkZOm13a2CAZiLCbKbzMrP5cCFpQPYziFkUy\nlCQnFdNG4awWFRAOCgAvrPB2HGonqDDp7sKoL20orwd5seEZ0OxFki1kjjAzwhrPOQlr0saOId0i\n2oS8C7qpoVjunZxi4pvj69R7FFdSv1OpL+bW54muNZvCEXdpHbsXBvoDg9Le++V6El6OIJaQ1KmP\nBrvS8V0P/+ZeluBGpHHOyXgJ82VTvvpKrSZK80vu9/y88qbyA2hWppeN72SaJsE2Oo8Qgx+Vedta\n432eOEr9slwcXQ7BjdQRUkdvcj0V55cT3/DFSD40hZbc+uDoIkj1QSeeCrQhnPv4gqM30p40e8PC\n0I6g+z3DsQuuisVep6CD3MQ+2efJejx/mKPx9fqhDtK/9tf+Gt/+9rf53ve+B8B3vvMd/tgf+2P8\n7M/+LH/pL/0lvvOd7/Cd73yHX/7lX+bv/J2/wy//8i/z67/+6/zRP/pH+ZVf+ZWX7u23vVzSkvNc\ndZEsuWJq/VaZl5xO5KrDU9NX36pybXWTEIvRFOQ8z8+eeUp/6Ca8KEKJQVGMdFOMUInAdXhG6sko\nTnBxHzd8a4V3U9zCaHLBhBktkqNppVXWZJIp1nMFZP3cNSW4bpE0P7AmLe25gd5xpHnU7y0ogsjK\ngdQF2ZoO4RmbmUoWP5r43OZ6wnfTmgqCQw5vHKb33lwHZLMUVlxicCeqxbKmP8rcYJvbGOo7KkVD\nbipE2tnbpJxoFSRDrbrPSeuVZWmtpjDZaA9zNaNWoPfrQbkL81u15pVgX2V2FSZjoD502GxFvZUu\nu5kXxrrlKIOqwkYKilIHvM8Hzx8gaXZAPzpJYZnd2KGbaFVpXG9N2OE8aTc5yTKTw0VaOclxaPIc\nPmCvYqeTyMlwOAyiiahrLhOF1XUvd5I6m67hgNK3tnYl9otEXZf/3WCHk9Sqb61w78DSuR9vxPPJ\n1UbQW315iHlfe76UBcJZoZuCy2Ww2OByil0qALhMKYYPTZnKyzCIoLehllgHj7KZ7s4YrQaloA8R\nfJKDST6YU46vjElvzq3BMTqjJeN4U4ljac6pNDGrDqz77c7t9gW93wgG5xQOnXuTbcmieugosNhY\nPMlcxHpnPj6xzyfrfMKel3ia/LdY1P+N/8av/dqv8Qu/8Av8hb/wF/irf/WvAvBzP/dz/OIv/iIA\nf+bP/Bn+yB/5I3znO9/h7/7dv8uf/JN/kjEGP/3TP83v/b2/l1/6pV/iD/2hP/Qv/VyLjS2tGXOr\nlTHLV98cbh0oTE6spDGQ1nS8NG9yt5x746kbJ2vFas3IbcxdeJxXuG0kM5Va89YbR5OtLENY4603\n6cvMGE3WRm2WSsD3kmOpv0YYbWZw6/Iw6705z6UQilkJOdaq5dFEYO0w9pJPugErJ4RzBTW7WxWO\nqRa4X02bbswwnrlfuKUmErGkW89zTWZNB8lcpY7YyThkOrBlr3W6YZV3sJmpf24Jb2MUC570tVmI\nFHFKTWH6nHtrDBdx81iL3lIpPk2HtuE81iZyc4awOVwr8ZlT3VgG61xsgk/P6itqjqei5fI1CWkD\naCZr5E45cqRC8FJoZGGUEoe3+j2lv2yMoVyEREHGaVkTKxXGAd0vmZNw4nOerL3ZK+oQlg6YFa8I\nQ20SU9fG3sU0j2pnWK+NSLpofddy9xVPUNBL5maZcOXusL0esFgx31Hb06qEKB1OuSbHTUoKm0rl\nF04eap2teSYiiZXc7zfmPGUeMUUeusHzFOyVW2HnkV4Ep73aOOHKpBXMEhEKdUFyRExQRmaQa9MD\nhiW+gyODw1RaOWzztfvg7Rgc7Y6zaS6GvpWKoWfQcmJ7g6lNgqY4yDiDdX5Xf5eePoR3rHTlFpvc\niznfWe8P4vnQ2aN6itqVNHxFdjLbi6b4UV7/xoP0z/7ZP8tf/st/me9+97uv/9tv/uZv8q1vfQuA\nb33rW/zmb/4mAP/kn/yT33Zo/tRP/RS//uu//jv+3FtvRBmavHzB5g626wYU2dSbGMNe9sg5g8eU\nNGJmstZk9M6I4O3WuQ9dgKu84hS+pwtKOs1hQIvXBbYraf7Wmw6ZSMyC4VXAVsL5sCz8DqAkUqlO\n+6NWd/Yq+5lzFt4SJpzt8juf51TIbXeGaxpr7cYZq2LMqGT35N6MA0W8ZbmkWksOGy8xcqCwFYWU\nKC/VKB89SW9DesU+eJ76XOWIV2RgpKYcd2NEiZT9umnVprpbMM9ZqUCrHgBasUex/c1KIwvklh0s\nLLEGubRa7ghmCmYwh1zBeyid/d4Hc1U4sFsFEk/ebodIQTP22tcGR1irCU9Y93ucdIxukPskbDC8\na1rqV5pP2YlTInEvYtKtlr9aH3MvVkw2ahSdIchi9Jqwt8T03nut2MrRHU2PN2uFtXnjuYK9RED2\n1Je7N4UpFtZYK/7aTxGZsXR7rsHtuOmf/bMiZaOK7wTm48EV4PJ8PmmtKqVdfWPpiifMaK/pUn+X\nCL9jiEBtyKDiFfBNRlmckVAildcgmMPw42BPnTrmSu26j856fsL3k6PuqWMHviY/dr/V9tj42se7\nTBzI+PLhdhApe/hoJnvo45PIZ+sQjcxG5KkGiEigvSCaNIgyu3Q39jpZ55NcW5vEqt87eGlvFyKR\n7bqjvYamq7PrR3j9a//03/t7f49vfvOb/P7f//v5+3//7/+Of+bVi/2veP2r/n+/+r/8j3oSm/H1\n//QP8vXf91/UdOVlQQPDOE/FGa+plHPDNSlWUMLpm27BW69VvvzjaeKqRVgpp7HVIUPKmngB9Pc2\nVF9McriLJRw17aHp19ATLtABSyzG6AqR8Cq720WMgbzUkZ+n0FAsoLSD7QUftFBFRhbWldVZDpKl\n5A7o0tJd4RQrNudKwPGVrGtiM/n7zwWPPDkFGEIo/SpNE9+tN2GKzTDrlbiU9NZpl/a1POQZsvnt\nrYdAK5thM1cAcaqsMNmstXnGqpCVuigRgWDtcmolgwroXoJUJBIXRq6iMnvlzaZVmn0vAiR14Zvi\nLfFUDYul4aH65r2T0T5y1O+uJC6rmMJWmOsGumCLHWo/oFj7rQDgtauCwoxVbpvzDHw0htwKKtND\njyVD6VXLKFmaDBGX/7y10tc+FqoDb3UIl122oh33OWnHAakHxS7N5KUucTfFBTYpNdyNzWIxlXW7\nNz6k53w8PtG7BPxjKDyb2swez0lz59OnB8O74CI2Eb3II6fT6FglhcGOOrxSyfIZm1wL35MvHL6w\nxogTj03P4K0PWnM+fnzj6NDiBpkcN2k7D2oDiiejqc451mY/3uv3VTZpFvFIjFLY8MK0vZKg9j4V\nCB4LQtgpO+ghq3JkEl5nUspeQ3d2/a7/8H/7Ff7h//5/UIfPj/T61x6k/+Af/AN+7ud+jl/4hV/g\n8Xjw3e9+lz/9p/803/rWt/in//Sf8hM/8RP8xm/8Bt/85jcB+Mmf/En+8T/+x69//9d+7df4yZ/8\nyd/xZ/8n//3/wOWN1cRYkWJonVAPuPSBIkXkaOoG51kXzNJaaBFVtpX0WyeXoubmrr4dgqO3V9q6\nF7lBRjGPm6M796G1PktcnWxVOiCGs3vT6tGdDH0xq05mD7g1p7vwSZBEZSUCtLOkLwbD4ZqUo2nN\n2wWaNzPGccP3LneWJpC5lGI1umsWdpENM1U8JpLEed8ns/zsu/BESyX+fNpTISJrcrROM9VlrJAl\n93lOjm4qXEPE2cxLYrX1YAmRP63gj0SWSnnVVQoYawsH3eUnr4pripW+bITenKMkZ2pJnbJ/RmIe\nmqQQpBJTUX1uxmjOyppK6oLvzcmW7K3sgqM3mus7yxKnGwqqwQW3zDyVjXocJV3ihTeq86kVqaK1\nPELMPokqTxAeh8kymwm48Wk+yp2ng3K0xr31qhU30rVKXnXjnsZcp6ZVUyOoZ9lQd6jiOSGrRcAk\nEiF9cm/GuRQ7N5pyKu7jxp4TG0772gfeP33ibZQYf8HmZM4TI+njUHaufeJrnnzsjXt2DmvsJZ3r\nLOnaSQWBm3FzJfmvqVi6tw/O126de3OavwmTN9fAYFGpVc44bnzt44/Re21JwDyrXjmUa2o0D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nwkEs0mlx51uOzDqypg7G1FZQqaqyY3KsSS0Jd8ahuMLgatecc4qBy0SpBxE8Ppw2X2h5Tax5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kd+FB/EA3aUF6w3S6FoDRCF3CA8TdNSlRK4mCYjslSTZSld12CTmK7rKMuaphHYYb1uyfN8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\nj27hYuLZsye8/fZbvPbS3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AM8O7u4wfLl7XZAyDC6mwKVydbiZlKOmlsDIrA8WLLbtUwm\nM2bThs02cXGxxphEVc7y9xozovHZ0+e5q0ZQVCVKwtXFQ1qtKYp69NgHkpQczKakkKBuuFytuBqu\nODo6ZrNZMxG5M0QI2s0KLeHi4hytDGbmqYuCtu15+vQMVZQYETg4OGC7vuL09IR9t+P54/O86LKJ\nAoUdC1sBIEDKhA+BbrdnPm0QJLa77Wg57pAi51RJA2WVEZZunN9+s49vqZD+9m//Np/4xCcAePbs\nGbdu3QLg1q1bPHv2DIDHjx//haJ57949Hj169A1f67//3f9rPCkF3/uRe3z/R++jtEKO13eUzrHJ\nPqBMfppy/C/Rk3xAa4MPWXQtRR4Yq5jBJgiRO/4UxxmJwfUDIkaUd0CgLgwqjTOW0aMdUmLfdczm\nS1Ic6H1ga914bQ/IbsiAFSGRChbLI5CSRhW0naV3jvmkZHP2PotyidaeycEUFRw+7GmaKUkn6nJK\n1/XI6NEicjQzGWStJzgviXGCtZaDkSL0cLNmPSgQBhF7jFDsNpHeVPxvf/aYj39oxrJSxKBRhePi\n7Amvf8fHsKsnDL5j2L2PiZ6hLTg8OWXrt0yO7tGdPQN3yd3lFFGVDD6wvzgjDS3dIKiLksnEM6s8\n944MT7aBfYLe9QwOglEEHDpEkgBDjQ0erTP2kOhJw0CSkmB3FELgXTcCahK7daDTkWljKAuFQVIp\nRbI9RkmkSAwx4YgMSfL8bIvz+VqrqQl9y2I2hxgZ3EBwGRpcKoEbhuyMKsp8+1CSqioQeOz2gu35\nQFMYVPQUWqPJlCXhc+fvrEXUFZOqIApNu+sZgKoqmZYG1+9zZyUURmmSl3g/YJPKypBAXogyAoQr\nnePAZe6phEh4N4yQ44FrOnvwHozAe4u1Wey+b7dMZzPef/8xJycnHB4ejVzSnKH1QR69ZbW6wPlh\nXBo5hLjuRvPzCqMsqx86Ug9aKRbzhr7bQgpsrs549HCfPetS5j2FHCA4vLNoWXI0r1idnRGE4mg5\nJXoPUXK52dMNl1k/OxLtvU/s91sOj5aYBFXVYNsNs6YmDI79dodzlllTM9jAop4jkqMInu36iqKs\neOnOMe0w4JzDW4uzIRPDoudwOacoJEJC1w/MDw9IKdHazAyoppMbp9Uw5EC82WyOGlm0w2DxLvD2\nu+/y7rsPUEpj7fCtlMZvvpBaa/m93/s9Pv3pT3/Dn/2r4NX/rz//Vx9/7ye+CzPGiEitCG4ghMy3\nVMZwLbD3o5QkxIgqKyQRpWq6LtPIowxokXWfjc5xsvlNqdFJ4n12JJlCkZsJn33RIaCEvHluxhjS\nOE6YzSqG9gpjBEM/sJwt2e0HejdguzzzKicL7BC4cleQxg9kWdMHyersioWPyGfnoLLsJDqJCpYw\ndKzOr5gtp8znUwa/p5lMUEpTiAZZNKx2eySSetIw0XvWTx+w2neIi56kDbvOc3LrNjEKNuse4R1/\n8Pwh33O/4PR4gVy8zr4LXD07R/pECgXbtgdn8PQ8evIWplCs9QqhErP5FBda7KajIs+HUwqk3jO0\nibIpcUJQanhpJrAhMETY9o4oEsE7kpQkqUD0OCOxPhASOC1xEXzwI51coAuJ95IQwJdZVrVrA8MA\nMjm0kXkJqSXTpskLDQWliExOl1ysWnbdgN87mkJjt+txbgjLSY13PRMd6GNgbhT7bkURIilqyhJs\nu0VKmKmCOAwIpYg2Io0mjtlLRmmEMtjeEn1guWyYLEq0MVyt92wut2hdkHqLMpJpNcsjFCqkFNgg\nuBo6bBtQhcmdn3c3zh53TXsX1wkPieQs3iukEqwur3K3un2KEFm9stvsKcqS58/PKIocx6ONxPZ7\nZvM5MQiGIWtUz87PqaoSpUQerwyBfthnXB3ZkKF0kdmtQvPs2SYXn/2Wk5MTiqLi4vIcETK/wTpL\n1dRMqgbXDzgXqIsKO/QMmx0Xl2fcvXuXaVXxwukJzmdq1PPnZ1gfmC8OSVGiVKKuwciRmyENtZnz\n/HxF2w/EkGhH3W1hFFpVDM5TKUWjNavesRn2CG1uruHLQtBbl8cO4boegTHVeHjImzGNMQY7ZPut\n0JJCloQ8aOXVD7/Mt73+WgaBG8k//1/+8Jstj998If393/99vvd7v5eTkxMgd6FPnz7l9u3bPHny\nhNPTUwDu3r3L+++/f/P3Hj58yN27d7/h6xUqX7cQIneSY3yILEahbUz4kHPsrc9vujj0xJQwZY1W\nhiQlKmnUKKMKIVOhymaKUJqYoJRZJxi9oyxNpq+rXLhhHK+OxbzQErxDSEGtNQRHIzUyJgojKTTM\nmjnrXabzPFud0ywO2W12FKbAFCXalPje0fYbXnlhCQgKWSCVo+/3OASL5Rw9Jqgm61kNV9n6KQXJ\n7EloLs4uQAhODksObx1zuXnIyQCyMnSLKa4avcei4MoLJpMP8/Y+oeYl6XLD7OCUq05BrJgoSfAC\nqST90FNPGrwLhC4Sgke4PTY5ZstDojYUJuKdJJmGCHSuR8WAROF8ILg906piNtOElOjHXHnrB3xM\npCixSuACWBJUZrRY6sxBkIE+OFRlSCpncWmZi5oPHqnGlYOL+PXuAxSc0nRDx9REyhEqPZ8WuKFn\nsA5TlKQ0MJ0Wo2RME2JA1gqtJ6xWO7p+wJQFVVFQKo11AyDHeXygritSzOyDopR0fba47rZ7BIGm\nqpiUmsI0nF9kGHECtrsdjNd6rTVKGpZGg070w45h56mahm5/hRYmh9EpweACwWa5T/boeezgmJRZ\nKaCNzgsVJQnJk3x2tw39QFWWHJ0cc3F+RlyvkcLw7OwpH/tr38akKVGjTdpaS900LOsDhqHDqAZh\nMnsyhg4XEiIkhqFHxMDV+XO6Lgf0NXXFdFKxa3dYO7Bf5037rCmzlEqXPHz4mPnyALTB43AioipD\nVWjW7zzio9/+7aPmVRBcnyFEaWRiAEVV8+L9Ge89eEA9neQUhekUpSXeWoxpchBhsBweNEhtePLs\nOYVqYBTvz6c1j5+foYuavsuaUqly0KIpDCH68bNubrCMg8s7GKIEpfGux/kMEqpF/U0X0W+pkP7W\nb/3WzbUe4Kd+6qf47Gc/yy//8i/z2c9+lp/+6Z+++f1PfvKT/OIv/iKPHj3izTff5OMf//g3fL1k\nXRYbp0wCt92QffGFubmC2GuM2uizl2UmmicBYWSCBkSWqTiXB9E64+/S6ApK3mNjmy2oSpCiw/mB\niEKmjO5LItJ7h/PZEOD8dV55gdY5IE+lxHI6IcTIC6eHgGJZVmzaPRKLiJJ27XC6p+1bypR49/Ga\naQW1spweVEwWFbFacHB4mK1/LlI0h1RFgyonHC0WPH/+jLIsSL3DW48WE0JRcPt2QlQ9qVhyufM8\n3AzI5pgrz6rElgAAIABJREFUK5jfPYTQsq00bznD83PLYSlZNgJiSygKytkMlQS262l7R1UYdGGw\nncANkRATq2crbr36KriBfrgiRoeIEeEDySdcCKRR4yojEB2FVlSNJqaECgGMwIyuFh8jMUEUOcU0\neW7GN9ZE6kpgfUfyIdO6dEKUApRAJoXzeQF5DfFGRFydiDLPZmOURLcnKAkTgw8OJTWkDm/DqJcU\n1EbiUsedo4pgLYGE8zu0LBAiUpY1UhpCitSTKReXFxgNJJBVCUKSRNZcdj7hB8u+G5Cq4mLTE6Uk\nSRDCkFxCygEtLPOmot3uiWS83m59RaEVmIB3A1Fwo1MOMRFTZq02ukAIPSYqOOT1jS6m0fihCMoT\niaxXVxSmQAtFXTXs25aPfOQjY0JEZLmYE0OgNCbnTbU9UVmqusI5n0djSoDLHXH0juOjO7Sl4uJy\nhU41g5bICDFEohA8v7jgOz72UVzX0mhJVX6Yt95+L2MafWb9VnXBO++9jy5LvM0dpjEGrVSOXU85\nEyuEhFQKbQx377/IH/2LL/LS/XtAIPhA8JFC5WVm9BBlZLAt+82G04NDZK6BRBm5e/eUN998n8Vi\nwaSZ4FzAJZeB30AMAmUy2Wm387gYMEVmNDg/0LcfqCbOL66+pUL6TW3t9/s9L730Eu+88w6zWY6K\nuLy85Gd+5md48ODBN8iffvVXf5XPfOYzaK359V//dX7yJ3/yL/6jQvB/f+o/zIBWkfmZRV1lJYnO\nbxrvcrdqyiKD9bQh6WzZDD67EKq6IaSQu5f4QQ5LPvkcSmuc9yjlUarA+UBjFN0oLekGz2y+xDpL\nsB3B+RvhtAuRICVGiFxwlUQZk68y1lJWU1TVYJOmrmrWl1dcrVY8ffIYpyaIsGOiBuLuiklleOnl\n2+zaDR/7/h9hu9lRVgW9jVw8u6QyBqP1yBG9Jn2XebEmoOv2owQGfIDdELHJ0IYEqiRISUz5dQze\nUSiTnR9Ebs0qDopIqQNCSpqiINoBLdK4EEhoJTFS0e32ea1LFkkblfGEUmmUKVA6/zoMmdqepEDI\nRDGqJFzI1j1vswngWgMYx9GLj5nmDpIYs841hAzFcN4RfaKeTEhCIK7pXSkiVMaxSZljOfJtI4xG\nDk1KCh8jLkVSkiShcTEAGYiThMDGhAuRFPJzNoVBiYQUhtZmaHVIjHPHPF+XpmLvIkFoQhKk6Efy\nbTZnuCRH9mZkuZiw2eyRSiCFwA12ZHgKPAKfIpUuKYxmcI7BObRSeXwVoZk2WW0QU+682x1lUzOb\nL9BGQ4Kr1YaUK3aOxnYBH8EogS403/HdP8g7D97jz/7lF7h355TT4wO8G/BDfi9MJhUueLTUCLiJ\n6hgGCzJDfewQCD5R1xMKo3jjrbd48YUXODlcZM5DkkQp+dKXv8Irr7ycyVfC8IUv/AknJ6cZQL7d\nY0zNW+++w+sffZ3VxYqmqWkm2QlnCkWKo8b2JvEgQko8fHLOfp/TS2MYOJjPqEozclAD222LUjCb\nTVEjLq9te4Y+Ekb+73a75uDggNVqxXQ6pSiyLdSYiu12O448sq3Xk0X+dkRaOufQRQFIPvWp3/ir\nL8j/3/+rv4syefiujEaW2WEQnB3F8bmQ2pjJL1JpUAphSoQpcWjKSbbYrS8uKIoMQLlcrTg+yMCD\nsmoQusDZlmh7VPJoU9F1eZHR9halDUqALA1lYQjWkWJC6hIbLK7dMa1zFIVLidligXcWpMR58Cia\n+SF6Ms+MxPUlvRv40p/8MaW3NEIymVQcvXCHW3dO8d2G6D2T2YLdekMa+nwyR24+oBkIYRAovEgo\nY5BaI0JOsfRREoWi23d0+z0JxXYI7FwCabBBYkPCO8d81jAvBZWR6GgpdD7hlZQYqSl1LhAxZhiv\ntZZCG1IM1FWOOfEh5I5TyvwMdbbWFaZm37XoUsM4ShEpfx8CkWONYyS4OGp9U84w5NrCBjFlZ1rw\nGVqdtRGCJBUpRXwIaBFHYnp2b2khkCIRYsR2PUpGpBjlc8oQkSQpGKKmDwmrNIUs8YPDX+PrpUAk\nTUiRwXnS2PUpIXEw8hcS0lT0gyUliQ2ekCIu+JEAFrJsTht2NiJFQUqB2XzKfrth0lT07R4pxpFI\n9KBULvyjgy0mSFpjqnxVLlWBSAKfHPPZNI+j+i5TinY9/WAxheH0zjFGZxCLILLrHK999w/xP/3u\n73P7cEmtBCl0FFoyn1RUJltQvYvs9msOjw6YTicoJdnuNvQ2L8R8yHbMvrdEoXjjrXf54R/+ONNi\njPEZrdfaVPio2LU9q80V9WRGNZ3xR3/0BU6PT8aCZ3J21fExUgaqSnB1ueZgcczxrSW2z8F93nku\nL6+yAidlgM92s82ft6am1BmJl6Wtif2+pW8HjBYcHC5ohx4hCs7OLtBa0rcDy+WcEAOr1TmTaUNT\nley3uVgKlZsIJQVVaSiqku2+pamnI+8rg4j+y3/4a3/1vfbKOxQRYSTO9jinUUZRVdl2qXWe55VK\n49sdSgswFW63IakCUU+xI/hgNj9EKIntWk5Pb7HdrEk+UZYTgvMM+5bYdzS1wctE1AXeKKqqYLc6\nYzo7ph08Ngpsu0OEnlsvvoTfeXobuLg6p2oKjNEU3qOLvOyqJhWu6+j7DTIM1NNDNjbQ7z3azLn3\n4hFTJYlDh+sD7731CCMlRkWGrUXImAtaUY65TzmIzPbtiD3jhooVrCOJMQlAJrQMTCqJHCBFy6QS\nDKWi84K9i1gDqa4oSkOUmjYmfG9pCkNtwAjwSrIfHEoEVIoIHCkKAg6RwLYDMI42pEboGisSsszz\naZsUsWywzuGHPus/iyrP9Ebvsk9yLJaC3ka2bR6rIFWWOwmBs4EYS4bgsqZTKMqqoB0incujm6JM\nKBlpCkmwPVomaiU5ahrmVaKpJKSATgkZA8kGtBiYhMBcF9nHLTUewSAT+Cw0pyyZkMHQ3ZBF4aXS\nuBTQUhDtjpkWrDf7EdatqE0JUhG0xCdJ23sQiiSzpvnqao0Skl3bQ3A5wTZm/aaIgRAs06rJmmil\nSTJSyEDyHnNN+k+JtOsZ9oKyKNmt9oSYKJXEpMjVw/cgRpYHS5raEIxmWk9y4qztcD4L1/u2ZVmf\n4AfP4XKBkIKDwxqtDavdwJ9+5Wu8/sp9bh0t8kGewniLkCRV8M6D93ny5JzXP/QiRSEYuj1Giwyl\nRjKZKGbLu5ydX/HFP/4iWtU0s0OWywWHB3OEUpw/P8eH3Pi0jy945ZUFzg0YLXPChdIsjk949vQJ\nB8slddPQtXsev/8QTk4IdcWkrqm0JMSBujQ8fvKMe3fvYH3AO0/X7VnMp1RVxVP7mIvLLA8rjaFS\nGqMUdVMx2IHpbMZ8CftdD0Kzaz1llZmvIUa22xZdFv9/5esbHn950JLSIVJPjInlfILQis5mtqKz\nA0pXKBVxsUcqBWiSyw6iUmuca7PfuqlJCB4+eoQWgabRhJhYnB5ztc9WRTvmZ2/7AbfvmS8WFFLT\nba8I+w5b7Hnr0SVHJ0d0qzM+fP82V1crQkqE0NF2a842ibb1zOdPuXP7Lq+99hpX6zWTMSdnVlZc\nnj/ldl0TTOLE3CUNA3HoUCKRxDU9CJwVN44RIyXhOgCtEIgQiHlWgRsGlC5IpJsE0bquUULgrKXf\nbZEKnBtnwkphikhjBJ0T7L1nGCxalaAM6JKkNduQYx1iPyBFDoSTCYgeJSEMASUFJBBaE0WOuk5e\nEEV2WV1fk4k5vSCkvCxUKZJCHiMIJElkoLRPiVBAaSa4AJerNboUCJlZlNooeqfZtRJvHUIGjg9m\nrK42lM0U5+H8aoWqjyjmEyKGp4PjwS5g2oSMnmlZofGkfkCJyPFEc9A0NDExqwTeWZwI1Mmxj2Bc\noIhgY6IMCa0MfUooAUF4hFIUuiB0loPlMofyCbJuGUhCsdm1eRwlwIY9Qir64PEx53hNpofsNhvK\nQtMUFdOmwbme/X7H7aND2q7LewApaZ1HJyh1iVSCrmtZLpf0vcNIQ993VJOSwUWUruidZUINpqRW\n+aB/+M47/O1//+9gbccbX3uHl+7fo54USBI75zm7uGKzHphNJxTTCdVkgqkbZDPF24HkQ440N4rg\nI3/zh3+Is4sr/uRLbwKeO7dPOT46IIkEUUDKLNZmOmV5coxUBqM9msT5syc0zZSirvCD5eLinPnB\nAU/OLzg9nGODGzfsiroydG2PknvW6x273Y779+9nKIyICAVtu2O9WaN0zYsv3qMo1Ggt3XFwcEAI\ngbOzM3b7AaEkhSmZHy5ww8Bu2+KdY7ZYIISg3fdEF9CVpCzFiOl07HY7gs+3r2+pnv3rLpDf7EPU\nmkCBqUqCMghjkJViNl9QlQVh2LLftkhV0e47pCBbMQXEOCBSRAVLt91gUcxnMzrruTi75Pj0iKcP\nn1M3Jc8uHjGZNYhyys47kuvpn+2YLRY8e37BpKo4rhpeuw3WekI0bNd5Drffr0kuUaoJIglObk2I\nKbK92POF1ReZNGUmoSY4i09uwNTXuUpSKoRUqELBYBm8J/hsgzVJZRG3yPQpY0CFMZpEyZxXLzVG\nGXyIVGVJEuDsQAyOOAREyNfkaIecYeVzIcwE8IjwIKzH2YTzLcoYLjceXZdEoRCjNGs3QqFPj47Z\n9z02XrMfBSJmy65gFDZHj5AaqbKGl1FukkS+ijOM1sUx2UqpLMp3NpJSzlHqOsuutzRSIfBI0bO7\nbPMcr6xYzCYUY5ZVowVd27O3nkk9JfhEUgIXLVerNaqoxlgUwaVNuKiQYklTaNZB4i88MiXc/opC\nBl4+rrg3n2JURx8cUQlqHWmCRSmHJzCgWUwm9E4wtBZdGCKBIDLcpETgrSMISRl6Zk3DZtcyUwWo\nxKKeYH1eijrX0tQFLkSkMeyHPUJladuu2+cufhxjTCZ1VhUolXW63jN4z+JwzklZ4mPk0aNH3Ll/\nD5sEgswG3Q07KCuutgNXqwvaYU9yHaenp3S9pbeWq6srTm6dYqVmctJQNTMePHhMkiWrnWXTPaGp\nCipT0lQVg8uH99VuRUye5dERQhmera5yvlnf8eorr2R1jfMIGbl/+5g3vvoOys+Yzhp0OcEhSM5S\nJMBGDpdLqlqzXV9hQ2K5XCJShBjGKPKsBEHC0HcM7Y5bt04zTQtBOwQaFanqHH+z27UcnRyx3e4o\nioLl4RznPW2/5+jomNXlmqKoqIxB1hXtrmW322f+alNgXZ8j15XEWQspS7SM+dYK6V/ajPTNf/oP\nkfUM7wMlgpRCpsz3e0K3ZjqfglQ4m5gvlqyuVrhum3NmBo/U2fEgtUJVM/pIljmlRDVpOH9+RoiB\nuqo5mDXYwXL27IzSGGKIaDGCUEKeuyUlSCLP9RKJJCVaF2N2vWLoLMSEKvJGuqpqgs85QFJJ3Jh5\no3QeoiMEWggQKedJkUBIlNJjnhT5/2NMRE2S/EQEWuUt77Xo3xg92ldzByDH7lbqAqElKQi67RYR\nfNZBKoWqCnyCiMLGhPV5bhpQuJS1nQmFCy5fs8lRzqXWWeMoBaYo8N4Rg8+6w5H3KtWYPpAywiz7\nKiTNJPM5tTI5dtgOuBTxIUvTWhuy9jIm/ODHJUokJkc3BA6mFYXM39vgBqRU+ACLWQNSY4Ng07bM\nF/NxU17x5bfepWwa6jInXwYEVVny6MG71FWd9bmmJEQ37tEkdB2VtjRpz+m8YFEZGiPHVABDcDZf\nuRM4H+l6Rwg2q0wQpJgh3xlPrBhCYvAJo4u84UfiY57ZuhiwUbG342uqQYlEqQtCzBEqMeR47sPl\nhKIw2ba52TKdz9judiwW89GUkj3oSMPz1RoXJJOmoZ40BFMxPbrHf/fffpq/++/9JHLMNjJVdu45\n6zGVoaoyDHsYAoML9IOjrotsp/UOJSWz2WyMoC4zjEUZEJJJbRBK0fU5aTMbYSJaKfrB0g/5s7Pb\nb5lOcqpBXRhSygT7q6sdIXhmswkgKOsaawdWF5ccHR2CTDx4730WyyUCzVe/8hb377/I8mCSQS3O\nsdrmbl6rEmMK1ust8/mEtttijGa93rDd9CwWM2bzCcYY1qs1KfSZNywlWmqUNgxuYLfd3wQWihFY\nlGJWC/w3v/rrf/VnpI+fXXJyf8Ht2y/QXj7Huj3LF+4RKPAhMqtK7NDRblfYOCC04eDW3SwbcZ7J\nfMbDR08ISWKaGYWp6do9frvORBckQkqidVw+foJMUIdI8gNKygypsC3aFDilSag8jzSarhuYzaY4\nkVNJ+64bt/YqF0MpcZlEjaoNECkKgx2GzLyLKdvwnAUhIToEaoTMpgwTCRmQAYIct6JH6HQiBM9g\nszhZG0NKA0KkETyRiMQxktajhUCJiCLLSERVISQE63PKaZGXEfWkwFuwyWNDLgT7vqM0hs46hCrw\nMZKSwmjJvh/w47wOcr65bUd+7Lhp1abEjO40QaJvh6yUaHd0nSUh0EkQJIQoOLsakKJjWiiOFkv6\nrmPX95wcHODCNstRxiKsteFqteHw8JjrcMOLy0tMNeHqakNrE0UzARKLpgYURim2F8/wRYXRJUOI\nlDIwuH1WE0SJHbaE4Nl4wXRyh0eXO2ZNQxwsKllKYQnthnktubXQnBzOESoSfOB4OUWESGtdXooI\nTRAK67KWVigQSgCafT+QFJgomUjBolYoqbE2ZIamMXSDp2oK9q1FSUGS0O1bnIu46Fmv12zbPT4p\ntFEUZhyxCEupFfvBUsXA+08fc++Vj9C1ez7y+uvMZgecP7+gmRgOl0tSyiJ9pbLkr1CC6bzi6fkZ\np4cz6mbK2dmKqqxBRNZX6xwLMp2yXMwptETLrIrRRUHfd0wmeat/DUavywIXAy56jg6XBB9YXV6i\nZ1P2/UBhDMNgOThYYEwGWRMdk8LwtB9YbVoSEWXKcdkZ+dhfexWA3X5NSALnAkrDMAxY4Thqjnjh\n7iHr9QajK87PVqNGNMeLaCPZ71sSAhc189kye+tTluWlwRNCRmOG8b0vlMjpw/rfkqv9XPY8efNP\nKZLn2aOH3L1zzLO3/5yyLKnrGc+e7LDW0tQlSnjWT99jG7NcJPrI+qkh+Iiuaqro2F1eUXhL4QNJ\naVRZ4txAXY5v9sEiakVZ5bx37xxmvsCTEKqg3Q8kkbeWVVOQUoZuOGcRMRKdIApDSLnbrOoKUmLo\nAkjQ2uTiOSIAox2IwTMi/BGAHjNkkEV2q1zTwVMiJZu1mYyZN0pnD7cU49/OI4SERibourwx7lPM\nGepkTawUGTStZNZjihRRYgytLiBPy/IGdF5LBpcTVUMacIDtHZ6EkYLQB2LIsJbgAyJ6alNgfSIk\nSecsbcq6TB8dQhh8TDnjHUbupMQUBWWpOZxoilKjpGZne9CaspnS+YAQEmEaVn0GwOx2e+YHxyQD\nffh/2zu3H8uuu85/1m3vfc6pc6r6UtXd7rbBNN1ufIkTZMOIN4icCCk2l0QIIiUSIISEhAAhxF+A\n7QghAe8goiAR3kYMIlGIIgRSjEdJB2YmBuJJyqTtvtf1XPbe6/abh3W6wcMl03HSPSmd71udqqOz\nf1W7fnut9ftehHnXYuohuh4wqBzT23ssugUAdhnF2/k5M9+jfaSpy/BgMKgYNcXJ6XB/Sh8ia5MN\nlFYsug5B463B2PFSUKHYv3WVaYzsLSq+5g2xFdY0XD2cMxk4HFBXGqMTA6exLuGslJ1MCiWptYaQ\nhLb1oAwD5wi+ZWgtWVv60ELMmKw4MSj0HkLGVBVJeeJCcTibU1UNi1lLRqitw/s5o7UBlavYrCzW\nBgabJzm9eYYbh3MePrPOxM1ZPzuBKhG6KW3Xl91HN+fk5gaaTPQ9o2bAjWvX2Tx1GnIHWTNaqxEy\nvbP03SFJe8zAoVTGCIRFT6XhxpVttjaPM7TFUCTeiWhBIUrjbFUiaipDXTuMVaToi+eCEXScg074\ntiwE1ppyJHUoZUHinMYu0zJGgyExKdSaY3v7n6mrIc2gYtjUdH3HfN4xPZwxGo1LSKAz7Owf0Pct\nlTUs5i2bWydQUo7RchL2dvdZtJHJ+qQcI6XA3t4u66MNlDIcHOzdUz97YI10emsXyUKdWgiH3L5y\nSK0Ns+sz9mMP2mC1Y2fJDbU5Y0zxGlTFCxqnFGl+yLQ7LEOqWFZq4hVBDlFGE8URYo+tylPQ2KKk\nsq5ovmOMKGMZj9YK0T9nBqMRbd+hUkJTk3KmqkdkFGqpifbBF46lKwMIpSFLBzaTMGXSbQq/1ShF\nygkRhWpqonZ3tdE+xNJcl2bVulDPSTEWEwpVtvNokGIeUGwFjSFkQemKuDRpMRRFGCkhqMKTJGE0\naJ9QpmzFtTaIKqbRw8qWG1ZZYhQWXUCUIqZMUIo2ZpT8SzxLDOXhYCjyvCigEZwUv1ajNL4tFBNr\nTZF2msS4tozqCWFJzh40aywWLbpp0EDfR27tTlEGcAo9mLA776j8kuxuGhahRcUFdVUasVJ1URbl\nntu3rhMCbG6eZTQaYU0mJs/BwSHX9j3NcMJwssFmU+Ozp+1aRmtDTpw4SR/aYrqxu0vyHlGuTOHd\nkDYH6tEGvioS2L3FguwX5NBSa03jAo0ppttGeTbGDSILhstdznBkSsqrSfSm7CfQmcpk8siSpNgS\nihQvXa0MrobRYI35yOKToI1j0QdmbU/latAVbUhldrDQLOIBnZqwM5uhs2F+MCV5hakzTTXEtzOS\nNri6Yt5Oy/Q7ARHGgwF+NmOyVqOVLp4QwaMC5NCTs6XvBa2lnJNbi5XExsAiixnXFy3GlYiepnKk\n6GlDJmVNpQ25a+nawps+vtZwsHOdpjI4BeL0UmoKA1O8Rnd2dmiaMYOBRaeSLCtLkvzsYMps0TEe\nG7ou4fvAYhGWkSsObXJZtVewc7PwSy9eOIXeOkllitPVzs4ewfdsbm0Vlzel6LvAdLHgxIkNqqpm\nd3ef/f17I+Q/uPA73zMwmjf/6X+yPhmTYqZvW3ICssVVFYpMpSw+RuqmwdZVIc2nRE6R0XiNWduj\ntWNSD+n8glQO/2iahvCv0gpzhpz9XXu0vvdoaxkunae6ZQRCFsHPZsUhfUmmllyUNykEyKEQ9Zsa\nW9XAMlU0F7WVAF2MZaWiDEoUWtKS26gJSiMULiLZoxBMVRzFvZQG2Pu0dOEvtn1KKyqlkZRJOZWz\nOCkql7Scmmtd5JB3Uk5FBGUsYO5q552BqBLGSGm8TiFJsLpIKrVJVENNBESK6iTWpqysAvis8SmT\nTXEZEglYSmhYDBnRhj4WYrzvhRAU1kD0HaEPNK4Y7AqKw/3bVM0IZxNdzOy1M0bNmJwyi+mC8fqY\nZIoN4bwrgxtXNbSLlt4aNtbGHBzs04UF4+EJtk48BArm3YKbN/do245jJ7ZYmxxnshQZKFXO9K5d\n3aVuGk5vTbAqoDRc2S4uUllpBpMJ4421IkOWBCmxt7+3lK4K1tQksex6j3i9PCtPVBrqHY+kSGMT\no1ozrkuTXRuUuJiQIs5k6hxpKkMQj+/zUt1E+bsaQ2TOZAhZmWIfOTCkSVX8VLMQcUzGNURhnivO\nPPII//2//jeePX8StZhRKOUVhH3WBYyACi2EYl48qBuqnIs1I6Dnc1IUkpISnRMSI0AOPLOUCpc4\npmVgnyfGEoUTUsZVFbZq6Ja87wwlnkaBCZaMws9bFGBEINvlPQ+7t/YYr42YHRySllEuKSd2bk3Z\nWF9aLrYd03mHdg3j0YCBq0gpsre3Rx8z5x7aXHqMZhbzBTdu7KC15tzZkzg9KNHrEhEsN2/f5vSp\nU+zu7qHQuMpgrObk5jrTgzlvvXWTg8M5pzZP3FM/e2CNdDAeY2yRxqU2kclLk9lMZSpyzDSDhsV8\njtVli9otZqAsWTRaNAe397CDihwSi5DKQCGXVeW875YKkAYoMQXGGLp2ARQSuoiQncUah6oUDrv0\nJ5Ri+FvVjNeP0/tA7jxV6EixJ+dElkTbTbFNTWUHOFuhUyLmwMgIElMJQVeFApRzRCFYVXwDTAoY\nU4ZFRe5q6FM5u4nO0adcBAnJIloREJQuZHOsLeToOybXy7NXKJr0ovC6Q9MpqY4ihXqlEHSMZesf\nyjU5W+zQjNKIKc5JSWXcckWdMgxqRQJCgM6XCbaPguDwIRH7bpmno5g0NTGDzxkfPPMQ6IOh1VA5\nh3MlhjouYzwWXWR9vIbRmvW1MujowgIU2KphuruHsgoJC3znqYwipYx1Q0SEw2nHeGKxzhGzoU+W\nSE1V14jKS/NfIcSOmzdv8uj576GuLfu3b3Hj+g3OnH6IrXPniuhDa9AlKSHHBFlYdPNikOFqamdx\nzlHXFiTR+0BKit3dfVLMLHKCuqLLwiIbbve+pDBME0ZFUt8xMJZhbbDMqY3QVIq6cWhRSMzgfTEo\n1/9iXl4pXYZSOuCWg9kuBBpbQbXOsbWabnHIcbdOZTKILpLnpV7fmBIad2cQmqYdPmZY+rKKTUu7\nQ1OCDCUV8xDryjlozCXKpu+w2iFeGI/Xsa6EQPoYi29BBnJmMVsQfMQYh9LgY89oOMJ3PYNBTVc5\nOu+x2kKucG6ITpkTaw1JCYehZbooD3pnNOPxhLYLDKzQLaYlgqSdcebMGSpb1HchGt68vodEePiR\nUxilysAzeEKM+Jg4c+YMWiskJUJYoINj99YBvvVooxjXFZvnjmOre2uND6yRoiCEnnqyQWUr5vt7\nJStel7R4rTWz2QJrDFYp/Kwla009GjJfzHFWl3jfeY/SCkxmNBjSh47KFuPklIu1W5ku38mR0cuM\nFo1KGZOEPrYYU86plCkKn8V0CsyZ3byJsXY52VsergPKKmrnyj/T4qA0+CxL2augXInazVnumk5k\n0VjtKGejmZw81haHnqwUjoxD47NnNCyUG5GiE/ZZkbPCJ03MoaibsGVbuKQ9sUwWcM6VU1Vd/F2x\ntkTkipBTwGBQUlRQKhfrQFIq23WdQQtZF9NmbXRJI82KkBNiUpneKgNKMW89A51Yc5aQiiJE6cIG\n8EBBJItgAAARnUlEQVSqLT4YWt8i2TKdthhnGTSO8VpD2y6Inef4sRPFri30bIwsYiwHbeTa9UPG\nayXzffPUJrPpnBCEU1vr3N7bY7Q2YjIo8tWQNd2iRVCMhjW+CxwezOl8i4hw/NgJtk4e42tf+Ucm\nkw2OHTvG9168hLqbAeTw/YIUBas1qoZZ65kuuhKwl8vZcc6RlDy9D8ynPSkLtjJgDTkWH1ayYr6Y\nluk/wrBqSghhlZmlTGcKZ1iHjMsZukj2LeOmYlA7atuUh2UMJQXC3YkaL8qooCDbmmwMCYOtGgb1\nkEWvScaRUtkliYLUlkRWowzalrNHqzXaVOQUEAnEYJG+JCw0lUOrjHN12WJJKp4UFEVZSJ6UMofT\nOT57kpRt/bFRRQwtu9MFvlNUowmLMGfgKjZG60WC2fWEri8WmDkxGNX4VjE73Ee7iixgm4bNYxNi\nNnh6Qs64nHA6EVIo8wBtOTYZE2ZT5rsda+MBrmk4c3yED5mBBSRgNAxqh1DTeU/XtiRt2du5xamt\nk4hEhg2cOjHBmLKIyjmzWLT31M4eWCP1SWHEMb+9x8JqxJR/wKppCF1Au2oZXRCJSqGHFrEWU42Y\nGEvnWwbrx9EholOE6Gn7kvApAr7r0daUKbkq4ktBUFpTD0flbC1F+naG6lokJ5SDGMtWpbYVqIgT\nUwwglMJVlpgzKpdVnyyd4ZXSJbdGipNP2bYEvvj6dZ65+NBSfqmKR2WWknkuQuwzSMS5utj6udKM\ntTHklMr50PImtkvCqtYlXTVkoU2BZCGaiiCZYA0xC53SqAw6ZrQI1lBm/VJiZpNSGOfKWZhYuiA4\nbbEK5iEWgrnPGJWX2T4Gs3RgqqxGSGWlB0wGihiFL/7TFZ763nPklBHpwRXa1aLtcRqa2hJSZq2p\naX0i9YndxQFVoxlVFnxb2BB95GDmcZVGu4bBwDDe2ODWzduEboazReE0n88YNYbNY0O0At8WDuWJ\nkxvUzYCdW7dYtFPWhkM00M7n+PmcWFWsrR0j5YSpFK5e+gnogPehnJnrklI5nc5IKXPy5AkU5e/2\n93//T3zXww+VHDGKLWBVm+UD+k5aaIdSGhmvl4e5Nvg2FhUPQhKPWFuECimT1NLIJc7wCZiF8sBL\nGUvC6h7jTDH1UQYQcowYq1mIJjYDDmYdX/6H13jXd/8XjPcY0SSfy/tEcG5ISom+j7SkwgdWhrqu\nyrVKBFFE0fQ+8s/XbnP+4S3UkudKXmYhIctYE4M1YKTm4HDG1Eem0zmSAlYlNjdPkFJk5EYslsF+\n1hrqQUOKibbrkJTJKXF7d3dpqu6wznHcWJqhw+eIEaHsczJ21OBDBlURfKRZq2mcw5p1Op+5vrvL\naG2DjdoUrnXweC9Egb7viuR36fd67vRxYop8+R++xtnTx6E2ZEmELFy7cZth821yf/qWo2qKcqeq\nSbHHGUeOmdBFlJRbLhX9CIPBgLbrQBKSevxiWniZfdESO1cROvAZlC3NLaSMNbYkRi4jXFk68M8O\n9tHTQ5Q1xBSXFJ7i2i+5pIwqBckW2o/CoHLCiUKkbHFNXQMlrbJMyhW59wBlEm4cr7x2hWcuPoQy\nFpUSfbdABFLMmKomO0XUDhHQdU0yhQAvTvBdT/IZ5zTO2nIjh0jIkbh0DBqpsnLPVcDnovsPSQq3\nsbgAlvykGMhojGlA34lXUGS91E+TkQSLWBo+y0AxyYlMkaOWBVexGYRC87mT7+5j5u+/+hZPXziL\nq5fhgbHHZGFcFwlgzEW37mNkuujIytD1iRAynW/ZizOqyjEZTxjYwl8l96wPDNP96zRGM2kcMSW6\nLrE2cFir0Dny9a+/ybGNY5w7vYlypZmd3TrP115/nVu33mLz9Fke+e5Hit+sb/na177OyZMnCSGx\nvtbQdh1JiirG2pJzf3AwpalHuKZi0bUsDg+JPvA//tdXOH3qNCkF1kZDssSlm5HGqkS38IjKRWhg\nFFVVbPV0FrquL6mctioPTFehnIJcjlZGk0n5HeeMNcsk3JRB0tJkpOfw4BCFW2ZDBXKCfq74rhRZ\nX1/HB8FmoY2Zto8MKI5MaMvBbEplLJPBAFcNCCkXPm4MoEokcRciKQmX/3Gbh7aOlXhzY7CuIkWN\nqIxD4X1AqVhCJZUiLO+LZm2MCOzsd+QUaAZVIcO7mn45yJvOp8QcWRuOiuNWPaCPnsVszsbGBjs3\nbxZDlaZ4jpq6wTpHCIa1ZkgWWBsPMEqTJBGkOPGfOHGMrlsw3y8JqzEEUiiGNE4ZxsMBziiUHRAl\nEbXw+lf+N8888T60iiTRTKczxk3N8Y21e2pnD25FGhNVPaRbTBlUQ0Sz1B0Xek5/53zROma+EPAr\npVj0JRY3e49vO2zdsIgzci62aYvZjLoZMhgOSgZ4vpNImu+mgCq9zIDKQqWX4XkpYLTDYMgxIDph\nQgTXoKxD2YYu+mVejxApKxmJmRwDLgmx74olVxIiUpyapj2VqwgpLHOhBHVHam5dOSPOcUm/0iC6\nuCSpkozqc8J3pUGTyqRc18VUJGUpAyjKOaaIUGldhkAl+IhsNBlDEgVWwA3oY6Hl+GjIoUdCoLJ2\naVlYEYIv3P9YeLQJQ0y5mINIKu72hrIKMwarTDF+ybGserPCKqGqi/TR+0KGz2mGiYGhNnQhUKli\n+GytYzAeQyq1xpxJkjGmxLKY5KidIYcFw6ZBRWGxv8PG8WNUVvPY9zyMsQrjDLdu7tB3gTDZ4PiJ\nLU6dPkMzbDDWcePqdXYPD9Eo2rZj2NTMZoe07Zz9/SkxZqzNrK1P+J6tM8VdPgvXr99AUfT/rq4Y\nrI3K78panK2WLk9w7epV6qphOBqiVcb7Ba0P0PWQFYNhXXZEWi29cwtDI1KyptrFnNGwJkUPVCit\niGS0xLIiqwzHTh5b0srKMcq882g7ou96lK65fRipyHR9D0rTBdCuogue2g5oqoo2eLRASHDYLnDW\nkLIvA0Nl6LuADxmNA1Ocs6aLjrk3SI5UBpwSUkhUlcUQGI9HxaYSRVj0pAxRlZV4t7+gqS2SPA4p\n/gO64mA2Q7TCquKoVRvH4c4ud8LTnFG4piL7DrQUVduSJ52TEKWQ9Hvv8V1PVTU452gGBqsFO6jR\nqmRIZQJ6efQ0a1t29vexxjEZNyALDueR3Z0dNjdPoocVMft76mcPrpHqBi8GVw3JEkAKR1S0Jkmx\nUNNKgzJUVVXUGSFim2KhlpZyyhw6nKtIXkjJMBxtEHPhOWpTQsSUAVNV6HxnS1R8SpUqah6ly0oz\nxLgcuCzPURNkHwltJMbi4RniAqUdURtEWarK4XIm9l0x+mgDO7kQ+72qaKsx0ZT8et+VHBhrTZEe\nGk1lNJq8HCzkuyYlmUQK5cwzSkRZgxJL25epplEURoAChcHHjLYKCygptCeVwZAQVdRLOQqEkn2E\nhspqvKqJVUNO/2raXw3JKRCXkRg5a5LSqBjRokpeU4ooFbGqpLZKSshypZwzYIr/aBLBmnLkIEmo\nKRHc1ghBw9pGg/eKkHq8FMJ3aDuGgwGLtkN1cDBvmYzHkDLzdkZTN0xOrGFNZr5zsyR25khCMWsD\nm6dOUWnI9JAcN97co8+Z8bF1tprTbH/9TUbjEaYqBjCHszmiHMNRxXhSzDGm+7eZzjoGozXWj51Y\n3iPlaGgymRSD8coud0me3Vu38SEx3qipGsvN6zeoXEXfJVxd4SpHlkzoPGb5wPIpFL9VfAkIFMX+\n/qJst62hsjXDCkwx4kMow6+UymZXyKim5rAvKrTOzxmtj2iIHKuKzZzO4OoB065HsmdYWcg1fYiM\n3KAcMQWP0zUxBGIGtVYzaBzKKawsjyOiZmtguH37kHYeyU3F2nAIgKsGS/VXIkoZ6holGKXp2hYL\ntLM5Kfni8ZCgHiiUciU6hEROgbYLOGsYNhU5B9p2hlDsJA/396icI/tESpGNjQlVXWGNsL4+QK2v\nlUTV5JGs6VpPU1eQE8YqFjPhYHpIPaiYDBo21k6VVTWKGzdvsnVyk8kjD/HW1bfwPpf0jnvAA5OI\nrrDCCiv8/47/ryWiD6B3r7DCCit823BvgtIVVlhhhRX+DVaNdIUVVljhHeK+N9JPf/rTXLp0iQsX\nLvy70c7fSbhy5Qo//MM/zBNPPMGTTz7J7//+7wMlz+q5557j4sWLvO9973ubbvell17iwoULXLp0\nic985jMP6tK/KaSUeM973sPzzz8PHM069/f3+dCHPsT3fd/38fjjj/Pqq68eyTpfeuklnnjiCZ56\n6ik+/OEP0/f9kajz537u5zh16hRPPfXU3de+mbq++MUv8tRTT3HhwgV+5Vd+5Rt/sNxHxBjl/Pnz\nsr29Ld57efrpp+W11167n5fwLcW1a9fkS1/6koiITKdTuXjxorz22mvyG7/xG/Kxj31MRERefvll\n+c3f/E0REfnyl78sTz/9tHjvZXt7W86fPy8ppQd2/feK3/md35EPf/jD8vzzz4uIHMk6P/rRj8of\n/MEfiIhICEH29/ePXJ3b29vy6KOPStd1IiLyUz/1U/JHf/RHR6LOv/7rv5bLly/Lk08+efe1e6kr\n5ywiIs8++6y8+uqrIiLyoz/6o/KpT33qP/3c+9pIP//5z8v73//+u1+/9NJL8tJLL93PS/i24sd+\n7MfkL//yL+Wxxx6T69evi0hpto899piIiLz44ovy8ssv3/3597///fLKK688kGu9V1y5ckXe+973\nyuc+9zn5wAc+ICJy5Orc39+XRx999N+8ftTq3NnZkYsXL8ru7q6EEOQDH/iAfOYznzkydW5vb7+t\nkd5rXVevXpVLly7dff1P/uRP5Bd/8Rf/08+8r1v7t956i4cffvju1+fOneOtt966n5fwbcMbb7zB\nl770JX7wB3+QGzducOrUKQBOnTrFjRs3ALh69Srnzp27+57vpPp/7dd+jd/+7d8uqqgljlqd29vb\nbG5u8rM/+7N8//d/P7/wC7/AfD4/cnUeP36cX//1X+eRRx7hoYceYmNjg+eee+7I1XkH91rX//36\n2bNnv2G997WRHlX+6Gw244Mf/CC/93u/x3g8ftv3SrjXf1z3d8Lv5M///M/Z2triPe95z39IXTsK\ndcYYuXz5Mr/0S7/E5cuXGY1GvPzyy2/7maNQ51e/+lV+93d/lzfeeIOrV68ym8344z/+47f9zFGo\n89/DN6rrm8V9baRnz57lypUrd7++cuXK2zr/dyJCCHzwgx/kIx/5CD/+4z8OlKfe9evXAbh27Rpb\nW1vAv63/zTff5OzZs/f/ou8Rn//85/mzP/szHn30UX7mZ36Gz33uc3zkIx85cnWeO3eOc+fO8eyz\nzwLwoQ99iMuXL3P69OkjVecXvvAFfuiHfogTJ05greUnf/IneeWVV45cnXdwL/fpuXPnOHv2LG++\n+ebbXv9G9d7XRvrMM8/w+uuv88Ybb+C950//9E954YUX7uclfEshIvz8z/88jz/+OL/6q7969/UX\nXniBj3/84wB8/OMfv9tgX3jhBT75yU/ivWd7e5vXX3+dH/iBH3gg134vePHFF7ly5Qrb29t88pOf\n5Ed+5Ef4xCc+ceTqPH36NA8//DBf+cpXAPjsZz/LE088wfPPP3+k6rx06RJ/+7d/S9sWe8HPfvaz\nPP7440euzju41/v09OnTTCYTXn31VUSET3ziE3ff8x/iW3XA+/+Kv/iLv5CLFy/K+fPn5cUXX7zf\nH/8txd/8zd+IUkqefvppefe73y3vfve75VOf+pTs7OzIe9/7Xrlw4YI899xzsre3d/c9v/VbvyXn\nz5+Xxx57TD796U8/wKv/5vBXf/VXd6f2R7HOv/u7v5NnnnlG3vWud8lP/MRPyP7+/pGs82Mf+5g8\n/vjj8uSTT8pHP/pR8d4fiTp/+qd/Ws6cOSPOOTl37pz84R/+4TdV1xe+8AV58skn5fz58/LLv/zL\n3/BzH4jWfoUVVljhKGGlbFphhRVWeIdYNdIVVlhhhXeIVSNdYYUVVniHWDXSFVZYYYV3iFUjXWGF\nFVZ4h1g10hVWWGGFd4j/Ax6fp2JK3zmNAAAAAElFTkSuQmCC\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# retrieving a jpeg image\n", "\n", "result = list(c.execute(\"select jpeg from images limit 1\"))\n", "imshow(djpeg(result[0][0]))" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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oNXU1RBOCkOvknEcN7eRvT1rMW4pFmcTVgVq9u/CM2AQ/0YIGtLx07TGXCQtG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\nFWL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333773vo2Njbk85//vJw6dUruu+8+2draumprfPDBB+XYsWPinJPjx4/Lr3/963dd\n3w9+8AM5efKkfOITn5Bnn332qq71V7/6lTz00ENy5513yl133SVf+tKX5Ny5cwdirSIizz//vCil\n5PTp03L33XfL3XffLc8888yBvL77rfXpp5/+UK/vVRFeDQwMHHyGCcmBgYF9GYrDwMDAvgzFYWBg\nYF+G4jAwMLAvQ3EYGBjYl6E4DAwM7Ms/A1Hx/9emfZ1yAAAAAElFTkSuQmCC\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# retrieving an icon\n", "\n", "result = list(c.execute(\"select icon from images limit 1\"))\n", "imshow(array(result[0][0],'B').reshape(256,256,3))" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# getting metadata\n", "import pyexiv2\n", "from datetime import datetime\n", "\n", "def image2db(iname,db,c):\n", " chk = md5file(iname) # MD5 checksum of the file\n", " if list(c.execute(\"select chk from images where chk=?\",(chk,)))!=[]:\n", " c.execute(\"update images set path=? where chk=?\",(iname,chk))\n", " db.commit()\n", " return False\n", "\n", " # get metadata\n", " metadata = pyexiv2.ImageMetadata(iname)\n", " metadata.read()\n", " if \"Exif.Photo.DateTimeOriginal\" in metadata:\n", " when = metadata[\"Exif.Photo.DateTimeOriginal\"].value\n", " else:\n", " when = datetime.now() \n", "\n", " # get content data\n", " image = imread(iname) # JPEG-compressed image\n", " jpeg = cjpeg(image)\n", " h,w,d = image.shape # dimensions of the image\n", " icon = make_icon(image) # an icon (uncompressed)\n", " values = (chk,iname,w,h,buffer(jpeg),buffer(icon),when)\n", "\n", " c.execute(\"insert or replace into images values (?,?,?,?,?,?,?)\",values)\n", " db.commit() \n", " return True" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# clear out the database\n", "\n", "c.execute(\"delete from images\")\n", "db.commit()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 raw_images/DSCN0149.JPG\n", "10 raw_images/DSCN0204.JPG\n", "20 raw_images/DSCN0254.JPG\n", "30 raw_images/DSCN0286.JPG\n", "40 raw_images/DSCN0320.JPG\n", "50 raw_images/DSCN0351.JPG\n", "60 raw_images/DSCN0424.JPG\n", "70 raw_images/DSCN0555.JPG\n", "80 raw_images/DSCN0596.JPG\n", "90 raw_images/DSCN0639.JPG\n", "100 raw_images/DSCN0659.JPG\n", "110 raw_images/DSCN0720.JPG\n", "120 raw_images/DSCN0770.JPG\n", "130 raw_images/P1010139.JPG\n", "140 raw_images/P1010209.JPG\n", "150 raw_images/P1010291.JPG\n", "160 raw_images/P1010367.JPG\n", "170 raw_images/P1010409.JPG\n", "180 raw_images/P1010458.JPG\n", "190 raw_images/P1010496.JPG\n", "200 raw_images/P1010536.JPG\n" ] } ], "source": [ "import glob\n", "\n", "for i,iname in enumerate(sorted(glob.glob(\"raw_images/*.JPG\"))):\n", " if i%10==0: print i,iname\n", " if not image2db(iname,db,c):\n", " print iname,\"already in the database\"" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 raw_images/DSCN0225.JPG\n", "raw_images/DSCN0225.JPG already in the database\n", "raw_images/DSCN0557.JPG already in the database\n", "raw_images/DSCN0642.JPG already in the database\n", "raw_images/DSCN0649.JPG already in the database\n", "raw_images/P1010456.JPG already in the database\n" ] } ], "source": [ "# make sure the checksum-based duplicate detection is actually working\n", "\n", "for i,iname in enumerate(sorted(glob.glob(\"raw_images/*.JPG\")[:5])):\n", " if i%10==0: print i,iname\n", " if not image2db(iname,db,c):\n", " print iname,\"already in the database\"" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[(207,)]\n", "[(1024, 179), (1024, 768), (768, 1024), (1024, 328), (1024, 421), (1024, 164), (1024, 90), (328, 1024), (1024, 683), (683, 1024), (1024, 576), (576, 1024)]\n" ] } ], "source": [ "# an SQL query to determine all the different size images\n", "\n", "print list(c.execute(\"select count(*) from images\"))\n", "print list(c.execute(\"select distinct w,h from images\"))" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "49M\traw_images\r\n", "-rw-r--r-- 1 tmb tmb 106M Oct 31 04:19 sample.db\r\n" ] } ], "source": [ "# cleaning up and size comparisons\n", "\n", "db.close()\n", "!du -h raw_images\n", "!ls -lh sample.db" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Scientific Databases" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "HDF5:\n", "\n", "HDF5 is a database for large scientific datasets in array format.\n", "\n", "- no transactions\n", "- limited concurrent access\n", "- arrays as primitives\n", "- very fast random access\n", "- special compression routines for numerical data, floating point\n", "- similar to \"column databases\" and NoSQL databases\n", "- integrates directly with NumPy/SciPy (Python)\n", "- supported in a wide range of languages, including C++ and Fortran\n", "\n" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import tables\n", "from tables import openFile,Filters,Int32Atom,Float32Atom,Int64Atom,UInt8Atom,VLStringAtom" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Persistent Arrays:\n", "\n", "HDF5 effectively implements _persistent arrays_ or _memory mapped arrays_ (the actual implementation may or may not use memory mapping, but it looks that way from Python):\n", "\n" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1\n" ] }, { "data": { "image/png": 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oNXU1RBOCkOvknEcN7eRvT1rMW4pFmcTVgVq9u/CM2AQ/0YIGtLx07TGXCQtG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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hdf = tables.openFile(\"temp.h5\",\"w\")\n", "hdf.createEArray(\"/\",\"icons\",UInt8Atom(),shape=[0,256,256,3])\n", "hdf.root.icons.append([icon])\n", "hdf.close()\n", "\n", "hdf = tables.openFile(\"temp.h5\",\"r+\")\n", "print len(hdf.root.icons)\n", "imshow(hdf.root.icons[0])\n", "hdf.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "VLArrays, Strings:\n", "\n", "You can have variable length arrays of variable length strings. Strings are special and a bit different from numerical arrays. You can also use VLArrays with 1D numerical arrays, giving a ragged array. If you want to store variable sized 2D images, you need to store the dimensions in a separate column and reshape on access.\n", "\n" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [], "source": [ "hdf = tables.openFile(\"sample6.h5\",\"w\")\n", "hdf.createVLArray(\"/\",\"chk\",VLStringAtom())\n", "hdf.root.chk.append(u\"hello\")\n", "hdf.root.chk.append(\"world\")\n", "hdf.root.chk[0:2]\n", "hdf.close()" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# store all the icons from the image database in HDF5\n", "hdf = tables.openFile(\"sample.h5\",\"w\")\n", "hdf.createVLArray(\"/\",\"chk\",VLStringAtom())\n", "hdf.createEArray(\"/\",\"icons\",UInt8Atom(),shape=[0,256,256,3],filters=tables.Filters(9))\n", "\n", "db = sqlite3.connect(dbname)\n", "c = db.cursor()\n", "rows = c.execute(\"select chk,icon from images\")\n", "for row in rows:\n", " chk = str(row[0])\n", " icon = array(row[1],'B').reshape(256,256,3)\n", " hdf.root.chk.append(chk)\n", " hdf.root.icons.append([icon])\n", " \n", "db.close()\n", "hdf.close()" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 tmb tmb 20M Oct 31 04:20 sample.h5\r\n", "chk Dataset {207/Inf}\r\n", "icons Dataset {207/Inf, 256, 256, 3}\r\n" ] } ], "source": [ "!ls -lh sample.h5\n", "!h5ls sample.h5" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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mE0uPEYQhiu6iYmBoGo1Wg0bZx4qq6BFJyhrHDeuEoYdU27iBg2Va+LSIRePE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joOhleuZH4uTrS9jee372A+l2L96tW4PH5mpmdxaiqFQg7btsBuEAyFaW+LMhtPIssylmXR0hIm\nny+80hScEiiKA6cmN2t7HBL+gJfJiaP09w1w1913s+uFnVx/w/tYtmwFYGFUKjRskfjcDJZpoWkK\njYbMHXfeyrXXXk001kY+n0eSZQRBIJ3K0tHaAli88ZLL6ersYP/oIXxeD2PpJNUqvPnKt1GplPB4\nvFiWdUKeBTT3aZ3OEyvY/1ix2jR7vDRNQ1WbIezVao1Vq9cgiCLVqkHFqKBqyon3a06Fjo4O3G43\n6cw8x8aO0dJy8lGHr06yr+JlhSA6SGfyPPHU/Vz82ktwuX2MjOymVEjx7a/fwkUXv5bWWJBt256n\nta2To1PP4XNKTBzZxcTYMUSnxgu79tLa1YPb5UWQFvC4FAaXLKOj9UnAZs3ajczPzzOwaJDlq9bw\nnW9/l76+fqItfuZTab729S+zYnATGzavp7tdZ9uOreSyZVYML+PpHbtpjbZzZHyWwaFhjq7dxOmR\no0TbWzly5BjxqQkC0U42n7MJt9vHV/7lq9zwwQ+xkEtz9OhRwoEImdICkZ4Qx8ZmKBZSaGoX+/eO\nIKoS69b9ppD/zwHVap0Xdu5i9eqVtLf2sW3btuOJYzY3vP96tm0bpqe7h+d27KRvUT+mabJ/9CDd\nnR1NM4BZIRyJ8cEPfYhCoUCpVKZeNzAqRRyiiEMWePrX27jr7rv4+tf+hR/cehuDSxajKk7ic3Os\nXrWeeCLOov5F1Mx6c5tAspBllVq9mTnrcrmoVJqFiYVC82Y3Mz2Oy+2ipaWdeDyOx+3D6/FRMUpU\nygayLKNpGtVq9Xh9vIRTczOdmeTQ4QO0d7QRCPioVGsnPXavbhe8ipcV7e2t/PBH97PvxZ0cPnSA\ngwd3sXxoObFYN6edvgGHbKI5ZWItGvNzhxjsDTIxFue88y5laGgAl6o3q71rZapGgStedxY3vv8v\nyGdnuPLNl2OZFeq1Ii5VYC6TZusz21m1fAn+gI+pmQRz8yk+ftPHOf3sVfjcKu0dPcj1PP09bdi2\nzRsuvoh8Ic+ZZ27k+Wce503YtPYMoChNQXoo2oom20zMzHFkbJrrb/wg0/FZvL4g1ZrFgdFRcuUy\n1apNrVakJdaGUalSser09HWRL/55rmQzmXn8oSCjowexrDqqqtLT3UmlUuGb3/wOw8PDJOJznH32\nJurVCvfdcx/Dw8M8/vhjuFxuVMXDgdERSoU8c4kZRBqEgxE83sCJ1eiGDetw6U6SqWmGh4dYMbSC\nbC7N8mVLyaRmscxmO+6dd97J/fc9zNxcGtGhEwwE+dd/+SqHDx8mm81iWRa6rhMIBFi+YjXt7T2Y\nponf76dhmySTSYpFA0XRsKwGstws2QwEAhw9eoxEfAq3283Q0BBmzSAUiuByqic9dr9zkp2amuKc\nc85haGiI5cuX89WvfvX4gGe44IILGBgY4MILLySb/V+VG79v4MSreOVwKnnVnV7edtVlXH75a3ns\nsS34PAG8Xo2161Zi2xaxWCsul4sDoxP09S1m/cphzjlrgGBA4U2Xns/nPn4dN1x3KR+4/q1ccclr\nqBgGRrlGLpenvTWMS1GxGhaa00NHRx8v7N7FM8/tJp1Js3jxYsyaSalYYT6Zxu32MD07heQNI2su\nWmOdiIqDoeVLEURYdfrZlIoFDu1/kZGRERTFgaIqdPf30dHeg8fnIZdfYH5+nv3799Pb28ua0zaw\nZu1qVE2mv7cPh0OiWC5z5plnMjkxRyr1+7gPTx1OFbemabG4r5dNmzYxOztLb28vs/Ekti3g93vI\n5XJ0dXVz5OhhOjo6uPzyS5mfS3LNNdfx85//DNu2aGttw+XyMLB4KaJDYmx8nOTcFIVCgUAgQDY3\nz1e/9hVaW/tYumwYRdPxBWMYholpNdBdbianjjG0dJA1a3sZ3T/K1PgxPvaxD/KRD19PJBTGsgwm\nxyfIZZrSPcMwcLlciKJIvV5jfOwwVt1AsGsU8ilkuVmo6PV6j0/QDWq1GtnMAsnkHD5vkGw2+3+M\n1x+K36kuSCQSJBIJVq1aRbFYZO3atTz44IP84Ac/IBwO8/GPf5ybb76ZhYUFvvSlL7F//36uvvpq\nnn/++d8ZOPGquqCJV+oE+lTy+vDDD/LErx7ngvMvZn5+Hpdbw+v1cuzYIfr6lnDPPQ/S2Rmhp6eb\nTCZFS6SFQr5ErK0NqHJ4/z4UPYiuy3jcfvLFPH5/mFI2gUN30hZrZ2Y6QalcJOAPk0pnEYQaHe09\nuNwuavUaomjhdukkEglMq45VLqN5Q+hOncmpKXSXC7Neo1Q0qNYr+H1+XnxxL2effRahYJSFXA7Z\nIbLz2S34w70Iko0oyWSSM4QinXj9Hl56cT9r161iZN8oA4OLSCQSeD1+LMviAx+48c+KW0EQ+O53\nv02hUKClpQVFUUilUthYRFtajzfQuonH4wSDQeLxOL29vSSTSUTR0Wz6VTW8Xg/FcumEAsC2beaT\ncYJBP7JDx+XVScbnCIYjWJZFpVJB13VqdYtUcoxQKEo2m6VcrtDa1kHDqpJdKDCy/yXOOH0TsiKR\nTM4xsHgpsqxh1KqYpnk8XN1E1zTy+RyZhTQtkSiKorCwkKa1tYtsPstCJkexWKSzI8bY+CS1uoks\nSczGkwwO9HHttde+/OqCWCzGqlWrAHC73SxdupSZmRkefvhhrrvuOgCuu+46HnzwQeA/D5x4FX9a\nOJW8litFVq5cTrVWRtedqKpKPB5HFJzce++9XHLJBWzatIn+/j4kUSQYDNDb30sqNUc6XWD56tMJ\nBIPouk6hmMfrDaAqIms3no2mOgkFIyiKjFP3kM1n8Ps0ujr6yebm2Lfr19RrZdKpDLPxeXr7liA7\nNCzLIJfLUTMKtHfE0FQFv0snGg0T8vvx+bz09/eSz+eZnU1gN+oUCnmCsR78ITcrVgwTCPg4/czX\n4PLoLCws4HYpvLTnRdo7WqlWa3R3dp54TH0lcaq4LZVKdHR04HK5qNfr1GoWDkkhnU4fn0xFFEVh\nfHycSCRMwzaZSybRNAVNUzhwYIRcboFdO5/HIQr88I47kSWRWs1Admg4ZLBqJhNT09hW44RSQBRF\nZIdIIpGlXrMIhyN0dXUyPTmFS/eRyqRZsmSAkf17cUhqswbIMpmZmaLRaGDbNpVKCaeqsbCQoV6v\n09bWjqo6qdXqyIrGwcNHKZSqVE2Lzs4uRIdMe0c7gwOD9PT1cNbmM1E050lz8nvvyY6Pj7N7925O\nO+005ubmThSLRaNR5uaaCTWzs7N0dHSceM/vCpx4FX8aeLl5dblcRKNtZNJJHv/Fwxw7NkZ8do6N\np61j6dJBjhw5QjwRZ/LIYSJBH4VCkd6eAbxeL4INuWyaQCCAIKpomkY2myabWeDw4cPMz8yzc9du\nQuEAe3dup6WllUNHjiDIFapVE9XdQiIxR3dPDx3tbfz6Vw8CEi8eHKctGmNschqzbqMrMrl8kdn4\nLOFIC49v+Rn5fJEjR46hahId7d0IgkBHezcHR49y5x13kkwkGRsfw+PxYJlFVq9eS6glQmtrK9mF\nAhNTU6iajM/nO+Wc/b54Obltb28nGAwyOTmJ3x+krS3K0NAQwWCQnp4eALLZLB6Ph5ZolBdeeKHZ\nYlupoLs0Ttu4nl27djE0NESpVOKd77yObdue5axNrznRCluv1ygXCzQa5omDqGqljKLIrFm7jqmZ\nGTRVxbYhGoug6zov7t3NsmXDbD77QlweL6rmolypYVo1rHoNv9eHJMlks1ls28Yhi4yOjjA+cRiH\nLFCr1QkGfeSzGQI+Fx/5yId533tuYMe2XSciDovFPJoinzQPv5e6oFgscsUVV3DLLbf8hvNBEITf\n+fj/6tbAny5OBa/f/uZ3cOoubBpEwiHaWmNIosxDDz2M1+enVqvR09VDKp2mu7uDRCLJ+MQx3G4f\nmdQCuUKeJUv8pFNztETbkBUnRj5FKOhCdw4wPn6QZ7ftJNLaRq1apqWlhWrZxrZNFEVGU2Weevwp\nJLVB2BcFwWbV8ErSCwsEg2GOHR1j1+6drFy+mPbuJaSTc5y24SxmZmbYuHEjx44do1QqYNsCmqaz\nYngZ2CvIF3LU61VE4NChCVoCUbo7O8hkMkiSwJ133ktvTw8V4+S7oF5OvNzc3n77nbhcLnL5HD/7\n2eNcf/27SMzNIEkyHo+HQ4cO0dvbSzab5VdPPMHmszfjdru5+6572Lx5M0ePHGPVqlUntK0TExOo\nmsz27duJxiJ4PX5eeOEFFi1ahKIoKIpCIpGgq7MLAYFSscSypctIJJLoLh1JbBatnrbhDARRZnZ2\nnGAwiKo2n54cjgiT05PsPzBKb28/Qb+PVCZDoy7Q1t7Nor5e9ux9gfb2bqpVk/b2ViYmJvjkJz+B\n1+ujblZ5+umnmZwYQ9U0UqnMSXPxX06y9XqdK664gre//e0n+tqj0SiJRIJYLEY8Hj8RQPFqQMx/\nH5wqXkPBEGectZFKuUggECQen2BoaJhoqxdV9R7XHmaYmZlifj6JrrvweT3E4wkQGrRGIxwcPcia\ndetIpZolhgI2ibkc5XKe0zaezd7nt6F7g+gulUQigVEtEm5px+tUKBTzhKJ+zjjzLJ791eM0LIFg\nOEa5VER1iFiNKps3b0ZTHEiiTTy3wGD/AB5PAN2l0t/fh9vjY3pyBlVzUqtWEUSJ7s5OZmdn2Ldv\nhHe9810cG59gYmIM0xaxGxb/ePMX2fKrp+jvW8RPfvLoqSfwd+BUcHvxxRcSDIbxeNyIIkxMTNHb\n20Oj0TQTRGMtHDhwkJ6ebtasXcuxY8cIhYKcc845TE1Nk8mkaW1tIxAIcPc9P+KC8y/C7VnE1NQk\n4XCYhYUkQ0ND6LqO1TBJz89jWybPP7ed1atXcujgATZvPhufdxGjo6MEQz5qtTJzc/PMzMxQLpcJ\nBQM4HM0pbXZmmsGBxaQzOXweL6lUBlmWUZ0aLt3N/Pw8brefXK5AqVTBITuQFRnNqWELFprqZPny\n5Vxw/rk0bBujYvCLn58cr79zu8C2bd797nezbNkyPvKRj5y4fumll3LrrbcCcOutt54g8tWAmP8e\nOJW8rt+wkppRxOcLUjFqeD1BnnzyaaqGQG4hSXp+nvjMNO2tbSiKA8FuluUZRo2lA8tIpTJcdPHr\niM9OkckkSSbnKZUq5HNperv72PLY4/jCYepWjenpGZxOF6tWbEB1iIweOsbeF1+ks6OL++//dyq1\nEtFogHw+SzAYwOV1U6tJhEJhSqUy08eOMrh4CKNWY9++3eSzRQr5Cs/++jEaDZu5xCz7R15iLh5H\nc+rYgsDKVSuYmp5mZmaWRYuWUTNMzjjjTIrlGhdeeBEu9yu7J3uquPX5gjidCi6XC2hmOgiiwMGD\nB/nKV27hpRf30dfXg98fpFI2aI21IYnNx3Sv14MgiphWHdM0OXvzuWSzWXSni4HFS9A0lc7ODgqF\nAmNjY8wl5ujo6KBQLLFp0yY8Hi+iKJIvFKjV6rz00j6efXYnqVSe9evX4dZ1li4ZoFyqUC6Vm4oC\nt4dCoWlCyGQXCIZD2EJTZTGXiDcDvRWV2dlZXC6NZ5/Zga7qeFxOrHqD2ZkEDkmkbtZxOBx09/ac\nNCe/cyW7detW7rjjDoaHh1m9ejXQlHt84hOf4KqrruJ73/sePT093HPPPcCrATH/XXAqeXW5fbg9\nHur1Orn8An29y/B6dbL5MonpJE7dj1NzMJ/KoKgimlNBkSUGFvdTqRRYs24dt912BxdddA5dnTq+\ngJ9nnnmGQDDEY48/hs/tpFIxiLVEqdUqhEMxbrvjVto72unu6cYhOXDrKkZFItLfRyI+T61Wx6m5\n2fXCDvz+EFXDpH/RMkqlLGPjx8jlCgwMLMUwTMAm0tpDNNJKsZKjb/EiFIdCxagiKxoO2c1jjz3C\nxa+9iPxCiSVLFjM+foRCvsKhgxW8vld2kj1V3JpmHcOQUdUqFcPA6/WCDf39/QwPDyMrMtmFLIVC\njtnZGZYvX45hVOnp6WFycoKVw6swTZNSqUSpXKCttY3du3ez9n+y96ZBll3VvVEQWs8AACAASURB\nVOdv7b3PcIecp8qaVKWSVKXSUJoQM/YzBrfpZ9HYfmDZYBthmmc+OcLhgA8d3dgRTB2GCI8RDj+w\n+7XfAzwEhrBAbT/TxoTaGAwSSCpLCCgJIdWgqsrx5r33nL336g/7ZAqBhqJKpUoVuSJSpcq8556s\n87977bX+67/WvvHGdJSUMezcuZPBYMDD3zmCdY7pqUmWlpb41re+xcGDBynynBMnjrH/wBVsm5un\n1+uR5xn9/oCxsfHUOlvkrPX7eO85djzNVXjwgW/z0pe+iLXVNM2rLEtGRjv4WhkfHaPdLrnxxmuY\n3z7NPV+/j5GRcQaDZbLMkTnLseOPk+dn78e2BsRcQLuYhohAwvUv/+pjrKwsMzs9z5GH72X3rn0g\nSqfd5sSJ43ivLC0tgcB1193IiRMnGA4qrjt0HY8dfZTlpSWuu/Yqvvq1uymKgvsPf4vZbbNMTo0z\nOTHG8ROP0C5n+drX7uaSvZewtLDA/I5xjh1doChyyjLjD//gz/i1t7+ZvXt3g+bUgxVOLS5zz9f/\nlZm5S5ienufO/++f+bFX/RghRHbtuoT3/G+/yVt++Ve44aaX88lP/g1l2abTLTl+7CTTE5McuOYg\nd33la0xPT3D06FH27z9I7SPHjz/GlQcPcM899/K61/1PnDi+wE/8xE9cVNiKCLfffjvDYZ/5+R08\n8MADTEyM4b2yc+cORCIPPvgtZmamefjhh9m3bx//9m//BsD+/fsxxtDpdFlf9g8//F3a7aI5NLGF\niOHIkSPs2bOHwWDAl770b9x8802EoPR6K1x//fV88YtfZPuO7Swunmb37t0cO3qCkycXWFg4yY03\n3ggSWVxYZnp6lqnJKb7x4DdQjaz21pgYT6MO7733Hn7yJ1+LcxkheO655+t0u11mZrbRW1vi9KkF\njJRMzXSYmd7Oww9/m+3bd+CcRUR4xStetTUgZssuvB0/9ijHjx9nWJ1m964DxNDmuw8vY2zByRMr\nLC6e4JLdc+zYsZuqGrB713b+6f/9R778b5/nH//H/2BuapxvPfwoS8s9vvGNI1x1zdVMTE5gTc7S\n0hrd7iz3Hb6LfZdfwjcfvJ+jxx7i/vuPUNcVZatDhuc//6+/zH33fpOHHv4uJ04c595/v58Y4fVv\nuJVL9+5nx45pdmzfTl0PyVzGQ988zCtf+UqOPX6KL3/xTrplh507d3PD9S/iV371rXzjyH04k3Pg\nwOV88xv38cV//iJ1PaQoLSOjXQ4fvpepqUlE2xw99t0LDcF5sePHj3LJJZdw8tQx2u2C0dFxOp2C\ne+/9eppONjbKzMwM8/Pb+frXv87111/PFVccYGZmhlarxenTp3j88VPcc8997N17Cd/8ZppnkecF\nCwtLGGN48MEH2b59OzfddAPf+c532LFjns997p+499778N5TFiUryz2OHz+OqrK6usTBgweZmpqi\nqmoeeOAB+v0eJ04+xn333cOxY0e5+qor+cY3vsXIyAivfOWr+Id/+Hv+4i/+K9vmZxATeOCBw+R5\nTpG3edWrXsWl+3ZixHH06GNN8e0oxjhOnX78rJ/dViR7Ae1iinZgC9fvtYsJ2y1cn7CtSHbLtmzL\ntmyT2ZaT3bIt27ItO492VgNi3vOe97Bz506uv/56rr/+ej772c9uXLM1IGbz2xauF69tYbsJTZ/B\njh49qnfddZeqqq6srOgVV1yhhw8f1ve85z36oQ996Adef9999+mhQ4e0qio9cuSI7tu3T0MIP/A6\nYOvrmR/9ebUtXLewXbczwfZCP8vN9HU2dlYDYkh3+4HXbw2IeWHYFq4Xr21hu/nshx4Q85KXpMnv\nf/AHf8ChQ4d429vetjFrcWtAzAvPtnC9eG0L281hZ+RkV1dX+fmf/3l+7/d+j263y6//+q9z5MgR\n7r77bubn5/nN3/zNp712S/6xeW0L14vXtrDdPPasTnZ92MSb3/zmjX7n2dnZjUk+v/Zrv7aRXmwN\niHnh2BauF69tYbvJ7JkI2xijvuUtb9Hf+I3feNL3H3vssY3///CHP6y33nrrk0j04XCo3/72t/XS\nSy/VGONZkcVbdv5sC9eL17aw3Xz2Qw+Ied/73sfHPvYx7r77bkSEvXv38id/8ifA1oCYF4pt4Xrx\n2ha2m88uSFvtlm3Zlm3Zj4o9rx1fd9xxBwcOHODyyy/ngx/84NO+bs+ePRs78fpsy+8/bfPNb34z\nc3NzXHPNNRvXPduJnKOjozjn2Lt378b3n0mk/a53vYt2u52OP96z54xO/ny6ay52MfiZYLtZcH3/\n+9/Pnj17aLfb7Nmz54xOdX3kkUfYt28fRVFQFAXvfOc7z+g+Pwq4wrNju2PHDmZnZzcdrvA8rNnn\ni5fw3uu+ffv0yJEjWlWVHjp0SA8fPvyUr92zZ4+eOnXqSd/7rd/6Lf3gBz+oqqof+MAH9Bd/8Rf1\nq1/9ql599dVP+5p3vetdqvoE7/S5z31O/+7v/k7zPN8QXD+TSPvgwYP65S9/WY8cOaJ79+7dEHY/\n032e7ppzFfpvZjtTbDcLrocOHdLvfOc7evvtt+u+fft0aWnpWbH9/Oc/r1dccYVWVaX33nuvZlmm\n99577xaujT0btu94xzv0V3/1Vzcdrs/Hmn3eItkvfelLXHbZZezZs4csy/iFX/gFPvWpTz2T83/S\n37//tM2vfOUrTExMPONrvv9EzvV2wzzPnyS4/v57rV/zy7/8y9x0003s2bOHK664gm3btj3ryZ9P\nd80z3eeFLgb/YbDdDLjeeuut7Nq1i9e97nVcdtllHD58+FlPdb3zzju57bbbyLKMq666iomJCT73\nuc89631+VHCFZ8b2Pe95D//8z//8tD+/ULg+H2v2eXOyjz76KLt27dr4+zOJnkWEn/zJn+Smm27i\nT//0TwGe9rTN77UzPZEzy7In3ftMRNpjY2McPnz4hzr5c/2ai10MfqbYbkZcd+7cyV133fVDner6\n0EMP0ev1NjaDH3Vc4cywPXny5JOu2Wy4wvlZs8+bk/1hKpZ33nknd911F5/97Gf5oz/6I77whS/8\nwHs92/ud6YmcZyLSXl1d5R//8R+57bbbzvjkz9XVVT73uc9x2223XfRi8DP9fTcbrpA0pb/7u797\nxqe6rov8X/rSl9Jut7dwbexMsH22e11IXOH8rdnnzcl+v+j5kUceedJu8L02Pz8PwMzMDG94wxv4\n0pe+tHHaJvCk0za/157uNd9/77quNwTXzybSXhd2T09P87M/+7NndJ/1a6ampjauuZjF4GeK7WbC\ndf31t99+O7fccssPnOr6VPd66KGHNkT+1tqNYs6POq5wZthOT08/6ZrNguv5XrPnxck+VUXypptu\n4sEHH+Shhx6iqio+8YlPcMstt/zAtWtra6ysrADQ6/X4+7//e6655pqnPW3ze+1MTuR85JFHGA6H\nGxXQo0ePblz/yU9+cqP6ecstt/Cxj32Mt771rezYsYO6rjeueab7PN01z3SfF8oJv09XaT4TbDcT\nrh//+McZDoe86U1vwnvPhz/84We918/8zM/woQ99iP379/P6179+A6cfdVzhzLF97Wtf+6TrNgOu\nz8uafdqS2FnaM1UkP/OZz+gVV1yh+/bt0/e9731Pef23v/1tPXTokB46dEivuuqqjdedOnVKX/3q\nV+vll1+ur3nNa/Tnfu7ndH5+XrMs0507d+pHP/rRH3jNwsLCxvu+973v1W63q9Zadc7pzp079SMf\n+Yi+5S1v0WuuuUavvfZaff3rX6/Hjh3buObtb3+7AloUhe7bt0+vu+46/exnP/uM93mqaz7zmc88\n433e+9736r59+3T//v16xx13PKd4PFf2bJXmZ8N2M+H63ve+V7dv366AXnrppXrdddc9K7Zf+MIX\nVEQ0z/MNbLdwTXYm2M7Nzem2bds2Ha6q53/NPufNCP/yL//Cb//2b3PHHXcA8IEPfACAd7/73c/l\nbbbsebYtXC9O28L1/NszttWejT1VRfJf//Vfn/SaF1oB4HzZc7y/nVfbwvWHsxcKtlu4/nB2Nrg+\n55zsFiAXp23henHaFq7n355zJ/vDVCS37IVjW7henLaF6/NgZ8yQn6HVda2XXnqpHjlyRIfD4VO2\n4rEJzurZDF8vJNvC9eLEdgvX84/rc87JOuf4wz/8Q37qp36KEAJve9vbuPLKK5/r22zZ82xbuF6c\ntoXr+bcLMupwiwdKdgEe/Xm1LVyfsIsJ2y1cn7CzwfV5HXW4ZVu2ZVv2o2bPOV1wpvZHf/33LIQW\nncwCEWvhqvGMlWpAbpU6GDTC6qDC2YxWVuOjpV8HBhhyk+GDx4iQZYIGYeAVRdNuEz2ejJEi0K/B\nGUtQQWNArOCMsFoLziiqhhChUggEnFikeZ9aLcMAghIFajVPMDSiKEImBpGIqFIjGI0UolirWCyo\np6WR0kZEDBIr3vqffvpCPfrzam/6wF/hnKWwDozBEjAYggCqhGgIqigRFQvGgK8RImoEVYNTIeAx\nxoAakAAqCBARQFFxSAgEE8kQ6gCgzT0hqHLZmKEVK5YHNbkzjHYyBhXE0NwPmC4MGDACdYShCmMZ\nFJmh9ilqqX1kqY4sVBknhpZBSPcJEYwJ1LWhjp4wGFD7ijved9uFevznzW75P/5v2kWOcRbnDMZY\nMmNAhNpXoJaAgAiiECVgSGtONIBxSIiIjWhQggjGGAwRjRYlpBZWFCWt/YRQWmoWJUbFWAECGYaO\nVFipmO3k1FUgRAUFsULhLIUTRpympYqAgFc4NRAm80CrsGi01N4zDMpibVnwwtJAqEWpA4TgGQxr\nqkHNP3zwV8/q2V0wJ1vZDnNtobQCyRVxfBDx0aHBQvSoAbISMZbF6IhRcXmBQxEAyXDWUsWIM0pZ\nOAIBAwQtcNETbUbphDoq1hg0RCJQA1luqKOgCsGABoiiDAJgDBFQE6FJl6wRTNT0QQIwoFExRIIx\nODGYaBBVvEBoPh4FFaXxFCZQWIPR8vl/4M+TXTpZcKoqCCI4EaKEtEqioFawMW1GBtnYpLzJsIBD\nCWJQDFYtJr2EKMnZqoAjEtUgoohzqAoqQis3aAyoRkQgU6UGMIai00LriuBrrBiss1jjMCjqwJmU\nBpbO0TKQGUnvb8BrINic1SGsYiC3tBSiWlQ8XnNcLpTeM9kKaOW548JCcF5sbqzLUBzGZORWiQZE\nHcFEcnFEUawqiEGIoBkgeAJOHSqKyQSvBpOnwEqR9FlQxZNhaDZSVUQiEUHVYdUTRZDmFao1Xfq0\nnEFNgTGW0U6BAVbqisKAsQZVRa3DCQx9AIRKDSOlkFkQY3CiVOpYrSPLmqFGyUuLjYaiiGht2V56\nesXZP7sL5mS9OJZrw4qPzcNLAIFHEGrNEQ3kIohEMuuAQB3TwzPN9/sBqih4tQQFsKARjAW1EAKC\nQSUBqmqJCAFYp1cURUUSeaLNW6DJt6ogRhteSjFOQBWLsrujjDqlzIRhFRhieKzvyVB2jjoKCeQO\njpwK1FEQaxAB6+wFeebPh3UzuHrK45zhyJLw6JpSi8FqQLAEASuCVYgCESitEBWCMbSJ1NGDgErC\n2knDaqmiDR6GdL3RCMYg6gnGYNNPMMBYIYTKYAh4awHFOYNGT+EcRhSTYEXEUIdAbixWFB+FoJ7K\nR1ZqwzAKESEzBu9TBqVYRm3ghknP/UvCqUGLaC9ObPeOBC6ZzBEbeGBBOTlw1BIxUcBELBCNNIuq\neahAjgMTKSRQ4SiDb3CX5rmnyNcZmhi2SRIxuO9xthYBiWhUCuuwtoWIZ9QZup2S5dUeRgO5c4QQ\nCN7gTEBEqRU8pA05KtYEQjQUWAahYnkorIa0/E3jWwpXc+O08M0leLQ/is+GZ/3szsnJ7tmzh9HR\nUay1ZFnGl770JU6fPs2b3vQmHn74Yfbs2cNf/uVfMj4+/hRXS6OJMIikaJJmJzQiWImAoUIxaqnr\niBjTpBBNyo5DiaBPgIaY5CQDafdTBxqfIO91Hf7moTaoqjaO1SiiQgRy9YgVfASvBjGC00jXeWZK\nxYmw3I8cX4mICt1CGSMy1clYXe2zGIXRMjKeQ1V7MmdxTUq1me1ccD06yBCJDGNEUJy1lBIxOWTU\njGSGNS8EIlYFayJzRaTvhRgDuVVauaVtlJM1fLcHhpgg17RRjrrIci1EVTKBGqGOEUMgaIqgVQP1\nMKWKLne0UDpWGNQ1RW7JXcqgiIkW8qppew+R6BWxQgiwVhtWfdr6x7PAYtUwHJIcgkf48mJBiJHc\nKcZmzzdcZ2zngut3q5K4rAxDxIjgrNK1BiWSqVK4kAKdkNaFMZHtbWV1qEQiuYFuoeQSeXwYOd5P\nlJyQHKCoMpErC0MDkuiBStPmq80CFRFCDAhKjtKxEUMkDlbpZBavlhg9Yhq6TxKlAwJi6VUpS53M\nFGMiaw3FkIlSGsuaB28MOUqtGV88lZzFeOYp3NkXMs+p8CUi/NM//RN33XXXxhiwD3zgA7zmNa/h\nG9/4Bq9+9as3eqG/36woVhQjipiIEcUK2JSkQ5MGtiUw4SpGXKRUn0IfjUBT6dO064E26WWNiYqV\nBL7D40zEGE38oCjOQtbcc6NaKOnvRAUiaKTGUqsliMOYSKkVEPEBTvbh8bXIyjDQC7AU4Nga9L3w\nyGLFY2vK0X7kgVOBo6s1tYJqBFE2e7BzLrgemAQvwmo0GGPICVzaqtlmK6ZdpGtq5ouKnS2YbQem\n80C7MIyV6bl4HMtDeKwnrFaRsQxGMugaYcQqu4uK6TyyvaiZLzwtB7kNtDPo5jBeKKULTJVC29aM\nFUrH1rTEE0NNO3c480Q2sk6wxwghKN5HFCWEyFoNyzHRFGPW44My4jyjWaQQgzVKZqAtnunMsz3z\nTGT++QPqh7RzwXXPiKUKynJw1CJ0XODSzoAdrsdsUTHlauaLmp3dhOtMGcmdYawlOGMIalgcwGNr\nQs8bRh10MqXlYNRGdpY14y6wvRgynw/JnVK6SCszjOcwUSijmTJTCpO5Z7b0jDllIk/0jtHIaAZt\no3QyJbfQdWmtC5GoSmmh4yJGLMaC0TTGMCIURulknhEbcRLTZm+UbVnNfBmYb5/9oj1nuuD7JQ2f\n/vSn+fznPw+kYx5+/Md//CmBs1aRKGwcgGNo+DRpfGzAIFRiGYaUZqukAkWqOSm6ERQGRNPvYpr8\nL/23STujMiqedpaI715QvFp8VKIzEAWJHjEOS0hXN9GmaSJlkUiFxYihD/RTcIUzQjCOEEFipB89\nRjKibdLixCwhKEYM1prER25yO1tcT654hqLkOPpBmGgZIoHptiEzCcMQIWigCpGownK/IgYhMwFj\nYVA30ZBGCqdY46iCUsdILwgaIg4DRhnJlDxGcgyVD6hEjLUoESthg/JpZRmxKb75kCLcqGkzHwYY\nBI+VDMUj4ogxklkhC1BboVJH6aDWVHTrSI2qUkhkzCnWKNakAuxmtrPFte+HRONoiRKjYbwweK2Y\n6WTp340hxIhXT11HvMaEa7TkDfVTxYhDyMST2fQcUU8dYBgMayFiMTgrTJhIHcHZikEVaOpWIBaR\nROu08oxMDINqSNkpqQYDnAHf5KpBlVwsNhOijwyBESsY9VgM0SgSldIKy3XKi7sSKJyyElPoZi20\nXKQwZx+PnpOTXT9ywlrLO97xDt7+9ref0XEiAP/Pf/8vG/9/2dU3cPmhG6DhRhPtKUTRpiooSAxE\nTalESuvTtarKus9SANHkcJHG4QJWWIuGtdBwepIWV6LpUvUbYxGjaZEIOI0NsIkxDiKM5cq0DBhG\nZTUYuk4ZzcA5qKuaRweOTpmxtFYzkxsWa5jOPKA88PWvcf/he7Cbew0C54brv3z2v1OHpNq4ZP8h\nxq+8mjVx9PoBJwYvaYN0qgyxZEYJmpyakmFCRBAyAescKoG1xhmjQhQhikl0RDCYqASECkGMwUdD\nFQUnho4RRp2BUGPF43H4OoIRNAREkuMXiTixqTothhhTVpOZSNspI2XGwlrFMBi8ZEQNZBqYzJSu\nVR584F4e/Pf7EAGziamgc8H1C3/3V2ikwfUapq68krXastbUVBRIpcRUXLJNiu+BQUzP3CApWxVB\njFCHxJeuP7KAo46K+qTWQQ02BoI4oljq6FGvOFPQNooTxYc6UT2DATFCbk0qjBvB0ARn6mlbg0jA\niCE2/GvhLGvDQIwwFIegdI0yVcJkFO79+lc5/M37sAJizh7Xc3Kyd955J/Pz8zz++OO85jWv4cCB\nA0/6+TMdKfEff/FtoLoRXRgNZEKq+Cp4LCCYWFGi1Cix+XVrSFWPxgm7oASB3CgOKDJYrFK1s5sJ\nKx58U0SRdU5eoJTAMBqUFIWEpjItDWWhChYorMHHyMALi0awUcmcRfCs9COuzBkExainHnhaCk6V\nCdNE1EG56trruO6G6ymcQcTyF//1z87l0Z9XOxdcb/6f30wUi2gkCiz75pljkJi4840ioigZFquK\nGJN4cREEoUIZVkqlNlWJSfycMZaoEdShhMTBqzTFUEvUgJNIt1VQouSiZGVJv/aoRoyFoOCsxQnE\nGMjE4Jwm/k7Svy+TSDQwQkS80rGBqSJ9zubHc04tB4Imh3H1was5dM21iAjOCZ/6m0+cb4jOys4F\n15f9x1ubknQKUhaDSdIsXKMSSTgZaDYoME1hKxUkIyrCIEIdlSqmYjSaHLNqksVpQwWCxTSFziip\neIkm52irFVrtNmBADGPdgqqqEvcpKSiLIWKa9R7EEhUKEYxE1ApRIz4I1kDmYEf0jHctCz2PBCjw\n3HzdVbgbrsUYRcTwqb/++Fk993Nyss905MS2bdue9jgRSGl4bgOQuB5IH/4gKTI1BGacp0JYrgAR\ncgIepVBI8KZEvDZgY6IbaoSOBmbz9FCjKC3jEB0yCAmAEBP12o9CZiKZDnFkeAnkpol2UdqFo1fV\nWHFUEhgxQlRJfHIcUoeIRRn214iqdCSlFeKUKgARBkFoOYsTJQYhiGJtOJfHft7tXHD1iZ+h4Wma\ngqSkjcs0GspGSRJU8T5h0DawmDRXyamKxSAYAjWCaFr8UT2qFkRT1Xm9YGoAUlFGAPVDnA20s5xg\nBBfAx5ThWJOqzJDoJWcMMWpyrKT3s9YwGEZ6XkA9BmWthnYGR0/3yazBqmDEYFxazM7Ipq5pnguu\nVaNT1ibLNEBsOE1taD9BiRhCFGpNIVHbwnIlqLjkhBWigUyUoClr1BCQjQo0G9koIinqhSbkUiye\n7eNtMmcIITDSylJhO5P03iQJZTBJ92xRHKmwqdrIN0NzHw1UMRIqsAYeX6ibSnha47lLeKaN4+yf\n+1kTDedynEi6cSRoks04o4goI6YmJzJqIl2tWKyFlWGS4+QmUppAyyiFSVxnjJFIRDSQkdK3QtPC\nWKkNx/rKsYFweuB5fCis1NCrlKGPhKiU4inUY8RQugRG5ddlJMpiP2z8jl4NdYAqBOrgGfiAk8Qd\n5qJJWwkYI2TG0soMpWucS1NIg4DGRMJvVjtXXJ2kjcdIqgJbSdyo3fiwKoaA1YCRiJGARlj2zQda\nFGtSYRQCKoKlKZQabQqkAYOSbUTDgUwiGZHcKAVJ0THeKRBjUoZkEk6FVZxJ9xAj2EYQn6iqRqNJ\nZFinynMAEKGvjoFkaaPWlIoaa3BWsSKp+CKbtwX1XHH93udvGhGkGEkpuAlY9QgpC3TGYyVlMqsB\nrEnctbURsQHTbL4myYISny3JiZr1e5iIEMmJ5DrASaQwkW4mtF0GqjhjGqWDocyypJqwNMVtobAp\nQk6fJ0OUpIsHCFGpY1KjVAhrQVgJhlocsZFZrqucLGxQkmdjZx3JHj9+nDe84Q0AeO/5pV/6JV77\n2tdy00038cY3vpGPfOQjG5KQp7Iv3/kFvvbvD5Nbw5t+9qfRUHPfQ4/yr3c/gInCwEdwESuS0jwj\n7Nq+je3zs2yfm2Ws3WJt0MdlBXE4pCeBJU0dKIUD7wM1Di8p3RdVhrVy91e/ghhDkRfsu/wy5qfa\nqRjlWrRMJMRAjE1xRRQ/UFZ7awxDxUirRYiBkTJHQ2SgkU67oNZEC8Q6ECmImcXZHMFjMPSHfWyW\nYxtCVuLmXIhw7rhCUos4UrSZPpyJa5cYsZK65oymtpEmAcURyWykDo1sx6TersSpNTpmWY+eeKKY\nqBHnBCMBHw2FhZZRMtvg3uhaM5u6zlQVibFZM9II3w0x+uY7iRpap5ZyGwkqBMmwEnBGUtF2XWCL\nIAbENrykbE7pyLniui6pFFKU6FSJohgVvCiFMVQxOcuAJOcJqIFSIwMVbEP7YDTpmsVghYYuSMof\nmrKwIBRFRj1cxQK5pYmMlUhNmeU4ywZFEGLEINQhNNF1xGsgswY1qc4jTSapKqgz+BqGASIWLxG1\nGYU2BU+jCB5puhLNOQRGF2xAzKt+7j9T+5oggtcBQmo2sGIIoYaQdkJj2RCga5BGvNyoEAR80+IY\nfaRSJdMARsgNiFFCjMTme4Jgsan4YZVW7vhfXvMapkbHmJuZYuhrnBiqqgKTUdV9BoOa46cXcRhO\nnD7J3p3bQZUiz8icod1uk2cOa1M6lFuHtTZFQ1ExITIINUtLK7TLFkVRYKzwMz/92otqiAgkXP/3\nP/u7FMXEiBqbIoj1Di/jE8dGs1xDQMQSJfFwQuL5YlQwglMIxkLw6zdARLAaU4RpIiY0C9OkVLVt\nYDwPTLRbZJlLxRefWnTr2ietdQwM6/Q7OgNGkiNGlBDAR6UOKUvyEcDiIzgL7czRcul+aBLaZ8aw\n4XKN8MafveWiwlZE+J0//zSxqWsYGmG/xCY7ScoCMYLEZj1qhKDEJsBJXX4BrwLWYkLKUiJNIVQM\niE+aZbFITNGziMWgtMSTGWgVGd3C0M6LpDTSVLiKqimzDUqIAR8CxNi04Rp8iI0W328U0Cuv9OqU\nrVbRMJELECgzQ5Elukps+rcIll/8T68/K1wvWMdXv+4Rok+8msSkHjBKuG6KcgAAIABJREFUFWPq\nWbceE4QYG0CDUoWKXAxWLB5FNRAi5M4QNGCxRDxEx1qzs8WY5DrGQPQBYyMz3Q69Yc01l+2nU2Rc\ndukl9FZ6tPMcYwzOWVCllXeYGDG0C8exkyfZOTdNt5VjjSEvCjLnyKwlipKbJHSPsk7rSGoTJZC5\njCLPUCJKROSCPfbzboaGRrHKUCMmhpRuWZME5ZAKEzGQgr4AMUUfQRv5nUmtmYLBxjrNFtBEQ5RA\nX5VShK6NRFHWgoAYrCijrYKxPKdV5qzrX8UYXNMJ1HSu4CQVsYxJm4C1Dd9utYmGlOiTjKyVR4Im\nKWCeOI2mJcYjmCc2BSMYe3HOXFIRNKYgRNYzC9YLyRHbOOBEjNYUAtGmCNVL0iTHJnMxIUkrjQgu\nRhyeQgL9YMkNdGzEi1JJkuU5m1L+3DhKo7SyjNSzaTaKqOmXVKIm7IykV8RI6vryASXJz4xE6hhx\nRApriaHGuTQ3IxFB6TpjIIZUP0k6ibOzC7ba16o1JCpBG+1r09GBpFQuNFxOJKWCEiwxWrxR1HqM\n1cZhCb4Wongkpko+eMRAkLSzirWEQY1VxxWXzLNjepr52SnKoqBbtIghEBsn7b3HWosx6UMTY6Td\narNr+3Z8VTUVZNP8aYkxEOpATyvquoayZDgc4pzj1KnTjI6O4JyjVRZUgyoR+PHiiXK+36ykFL5j\nEp/WE1C1GK3RZv7AhPGUDkBZC7CqglFlW9uzGgyrQ8+48/go9IOhRsgIdK0BAiNZmkWx5oVOZhmz\nAe8DArTEpRkVzazpxicSgk9pJKSOImvwmuR1IWjapEXwqUWIEKBuCniDYVqwOZGySFSSdRaRNJCo\n6ahPkdwLQAN9NmZiokpGTcBrpKepQKQkZ6kKU66mZQKKYRiExQiosLMlrAahNwxMZoE6CL2YRvR0\nMoOLihjHRB7oe1jzihXDuPUMTOK9c2NolRZrhLqqKcuC1JkEWWbp94cN9dMU6Ayopg2wX4dU6NRI\nIElBBUmSPE0SQoJHraawKKaOttSKL0mPfw5r9oI5WTNUWpklK3MWV/ugwvhITiERDcKKBlarimgs\nI7kj4FMEaYRcLMPhkFaRszCsMApZ1mJQDzENp5YZS1V7cpcx6Ne0C8dIyzBWtpkYG2FqfJzZuVnG\nRscw1jI+Pto4x4zBYJC0tAAoZVngvMGVOUGTbMyIoaqGCODrGpM5yrJMfdMhUNc1WeZYXV1FValq\nT6ssyPOMOm5udcG5mI0eNYblaLEaaRmo1DPtAgMVqgCDYOh7UFGqmFQjpYGlNcHHQNcGln1O0URB\nJia6Z6iRwjp6PsmxKrW4EAh1TWYNnTxLhccs/SmSBgKpJqca43pjCSn6jMm5+hiJUYgamipyKr6g\njdZaA1ZTQUWIWJMhSHo/tGmoWXc6F+cG6gioCss+FYJaEhlimMojVUxceb+OrIlNWmYEFwYUxrHU\niwQROpImXaUhPyAa8MYQFWzw9DTFuwELIjxeCbl42jaj22lROLdO0hOix1mHxrTWksgkceSp2LWe\nBUdCozLACLZx7qIkPlhTIdrZpFYwJr0najYanzTEc8L1WZ3sbbfdxu23387s7Cz33HMPwDP2O7//\n/e/nox/9KNZafv/3f5/Xvva1T/m+dXWK/loK0YNXDl0xz/FHjyHdFr21ASt9jzGOdqacPl0xMtJG\nqwEjo11OLK8gBtZWkhPteU8MjswUBB0SemtIXlA0KV9rWLFtapads3NctmOKHbvn2bt3H7Ozc4mf\nGw5ZW+uRZTmDQZ8YA9Zm2AZQ5yxGUzEkidfTmDYosA04eZ43EZKl3++zsrrEt448zHe+8wgvf+lL\n8XVNu9smaMBtArrgfOH6f/3FX6ZCSDR4Y3AEJAaqYMhyoSRVnIXEpaERI2m4iETBGYePNcZaqD1i\nAyPtNhoVJ4Fu0aKONVgYbY+yZ+d2pqcnyDJDd3oaYzK00W9675OKQJQYA3F9c2sWpq89VV2zNhiw\nsLjCxPgoRZ4TY1I89FZXWev1kyws5Y6M7tmFMQYJHpHUOhxiUjvEmNQKF9LOF67/7b99nGEAI0lM\n5aSi0MBK5TBZpMxy1gZp1gchUDeqG42SOvBUccYCNdEHpIlgx0ZKxtsl/bU11BiMtfTW+uRlQddl\nvPgl1zG1bZ6ycOQuI8aI954YYprw1syesEYI3hPjE3NKNIakquitcXpxmbFOi+7oCMEHnDVEFU6e\nPk2nXYKxhIZvLkZG0KbrLzZF0BDiUz6XM7Fn/US89a1v3TiTfd2ert/58OHDfOITn+Dw4cPccccd\nvPOd72x2+x+0wenT+KUTxJVjhKVvc9/X7ubUwiIPf/c4JxcWqHorLC2cYHl5GRuG9JcWWV1a4NTC\nAgd272W4tEoY1tSra9TLfQanlqiXTzI8vcBEWTJcXOTgzil2dQquvmIf+3buZP+B/ezZewmz07NM\nT8/QbpdYmwTQRcOxqiqtosQ5l4oszmKswVqLcw7rDFmeCl1FkYFA0cqx1lLXQ6p6QO2H1HXNxNgI\nO7fPEWOdnkNIhT27CXi784VrxwzZO2Lp2ooRM8DXPQZ1D0MPqhVWByvUfgn1a1jtYWOPGPs4XUX8\nIqFawIRljF/E2QGZ1CwtniDUq9xwaD/j4xlOKkZyYfeOSXbtmCF3UGQZYlJVWUTwvkZEyWyOanyC\njiLpdKMq1qXNMrOWTpmjwaciDbC8ugyhZmZqlJmpceYmx5iaHMNai8ZGB7xu60WXTSDPO1+4liay\nfdQxXtSMZ566XmO5GmLtgBjW6PUWiWEJfA9hjTysImEVE5eI1QKhWqSuThKHK5RZRcaAbgvyPBJ8\nj5HRFq982Q20C7j0khmmR3LGJ1rMTU4w0m0z0uk2GYohy7LUMOIy6pAca1UNsdYmfFSbr3S8TppV\nUTOoKwaDARoDIUTqaki3VeBsogmJEZtlmEZuSIiJAuTcpHnPutpf+cpXMjEx8aTvffrTn+ZXfuVX\ngNTv/Ld/+7cAfOpTn+LWW28lyzL27NnDZZddtjGI4vtN/JBXvPgabvnpH8OZguGw4pUvOchIKzAc\nLDM1avCrCyydfBTHIlPjNS970QyHrh5lYnyZF9+wkxdfO8dLbprjp358Oz/2slle9uIZfvwVc7zo\nhjl+7BW7GJ107L9qnmuu3ccNN17DJbt2UZYl45MTtFsFhNjMO0iPwYrQ7XZplSVODLYB1DRgGWNS\n9CI2tfZKmgbmTEZUTwyw1ksj0VTB2ZxeL0W0YhKHDKSo9wLb+cJ1dTDkoceXWRyssdDrEXwFESRW\nDOo+Sk2mFT700TCk9gNsDXU/4H2aG+tjYNjv0e+tcOCKy3HOosbT7/X49re+xfa5GcZHJ5mcnCDP\nHN12h/HRUXLnaLda5E0B01pDb9AnhPWIJEWwIqkhAQVrDK1WC+cszlpC8PT7fcQI3U4njcazzSxb\nl6Jj9TXee0IIKaryIdUXQrjgqoLzhuvaGsdOL7Gwssbp1RXwHo2B6Cu0GoA22ti4BnFICGuEoPT7\nA2KA6D3G11Shjw+eejig1coYLC1T1TV5Zjl83wME7+mt9BgbG+PaA1fSaidFznpHn2sCIRGh9nXC\nWcwG5utda+mroRBUaeUlnbIkBk8InuXlZWIMFHmBMRlFUVJkSZoZVanqmpW1HjH6hPnTbD5nYmeV\ntz5dv/Njjz3GS17yko3X7dy5k0cfffQp3+MVL7+aMs84dvxRXvySGYpiFJP3eMmLJ+m099JutQn1\nboa+xkaDcYZISdkZQ71hYmKM5cVTVPExBv2abns70Q9wdgTjSkLVw7UsM3P7CbUjdwXB11AUzM3N\nYUWoQ41G3wAX8cFTuCxJNpzFNbNrpQEWUpNCmgS/XvxyDAYDUEOeO7zP6PcTx7y8soj3cPW1++m0\nCsZGJzac9Wa05wLXfr9PUGW01SHWfXxMk8f6WEwM5E6pI5gAA03DcyrTQwVa1lHVFcSAkga3f/Wu\nuxkbHWFmpOTk4ye58cYb6XQ6zExPU2QZ3W4bVOl2WnS7XVyWhOpZlhPrFOXked44RZqMo07zKGiU\nIEBRFAyGa2Q2Z63fpywKQghkzm2oIowkHrYCCBFrHbaRKHlNoxu933xTuJ4LXNcGA6L3tMqSYT1E\nDZgIVXNagZoK0dTV6GNMw+2ztTTIxw+ByMCnwGRkvCT4wFinw9zEONXQMzY6xcnTjzM6OsbM9BTj\no2N0ul0y65Ls0TRcazOm0YmhblQp69HmehS+XrAOISBEWq0SMYbeao9Wu4WqsrS4QDk3R1HkWOdS\nd2ZVpUFRzXs4l+SY52rnTA4+U7/z+s+fyu7+yleTPrGumJhqs21bxFrBiGVFjpEXJdaWZKVlrDtC\nv1+x0juBnDwNMfDooyXd9jid1m6IfforEDRnx64dlOUIjz++gLMlvmrR6XSTpEcNZVmSGZsE5CEt\nHO89ojEtGAEiFCalHbFZmLGRlvkgG5GsNq16WeGohz61/uZ56hZbWqDbafPSF7+UolXywAP3c/i+\nw2RZfsF5uzOxs8W199jDFJllAci7Y4yNjWFEKEuLJceHJPBeXqsoVYgmo7DQHySVhmBwLsOIR7KS\n8ZEOsxNjXLpvL6urq+yc20an20WM0ClLnElKkDxPlE2306bf7zMcpoVtRFGfTkyw0swtcDapERpu\nva5rrIFQ+8Tr+Zq826XVKhCxabEKOJc1BdHU5GBiKqr9+/3/zgP339+83+ZWF5wtrquPPUxmwFuL\nLTt0x6ewTmgXaUh6CCnVXlmtUMmIIVDmlv4wEIOSuSw1ApiawgidsQ5a1bRHR9F6legrDly2D2MN\nhcsYHR1hfHxsI+uLMWmqRZL+XTJLFoW69g1FEDEmo6qGVFWVgqJ1aWBMYy6LMrXgDocDiiIjy9Jn\nRwDjDC2TU9froy8D33zwmzxw/2FYz1rP0s7KyT5dv/OOHTt45JFHNl733e9+lx07djzle9x84wGq\nUCGSp86aPCPWytLKaYxz1EFZW1vC9QzDlT6V1rTKcYzJGBufotXukGeG04sLGCnoD4Y4a3n0kWPs\n3jvJlVdeR3ekizGGlZUVMutwzjE/vxMxupHuiTGoPMHZre+WMSadpslSuyUkCaBrBmGsVzFDCBir\nROeRkGONB4lMT43ifUW7XeJcxg3XXc+LX3QzWVHgbMaf//nmGxDzXOA6OjmSBOXeU2aGpYUT5Naw\n9LinKDJ6/QE2c4jJmvGUEdfpUq8t4XDkLcvq4hplkTNcq+hmM5TFBLPTE+yYn6UsS3yIZMbRbrc2\nOLo8z9MG1xQq0SwVUwBMGvweASdCv1+TFlKKdmJM3Fun02EwGFDkGUXhyPOi+Tw0k7kMWLFEkq4W\nsYgVrr7maq666qo0hKQo+Ju/erpuuAtjzwWu45MdqjpV311mWFk4QStTVoaevMwYDIYYW2w0jIBi\n6hw/XMPZnKqqGVYeiQE3O05Zdhkd6XLFZXs5dXKBst0ms5ax0VFCDLRbJUbAGpucIGlovjE2DRJq\nolUnglqT5gBrOmJmPfip6iar0KSR9zEQYqSuqvTtRmkipLVvrUWkJIR0csZVV1/FlQcPYiXN0vjk\n3/z1WT3/s3LPT9fvfMstt/Dxj3+cqqo4cuQIDz74IDfffPNTvseuS6/k8gPXcem+A0zMjnD5lVcz\nOTPGzNQoZbek0+kys3073W6LsZlZyvYs4+OTrKwscvrx7zBYPc7i4iL7D9zIi170E1x2xTXcePN/\n4Kde90a2bdvB6MQkE9MzlO1R2t1R+nWFK1sUrRLvE88SYyQ0R4ms62KBjajVuqbtU5OAPYW/shGx\niAHrkge2JqWk/UGfauhRHHUliLUYZ5NYU9I82nVudrPZc4Hr0olj9BdO0pLAWBGpV07TWzjFztku\nEyMF0xMd9s5PYEOfudGCiY4w1TUUBi7fu42XXHcNBy7dzb49c1yye55rrjzAi296EfPz25nftp1O\nq0231WJ8fHSj0JGKlElFEIJv5kMINis2CpgbDjKsp5RPRHXD4TDJ7nxFXdVghLXBIA2TsY4sc2RZ\nDpjUkGAT5RM0pAlyCNZlG05+s9lzgevpY0fxvUWc7zOWBXzvBCunF5idHKHtMiY7HXbOjSKhYrSA\n8VKYnx5ltJVzxd55/sPLXsaBS7YxO9llpF1y7VUHmZmcpJVldDol83NzzExPMjY2wuTEOKOjo5Rl\nSZ5bMmdwmaUsyyaFX4+2BVnHXmVDeaAa0sygZk0Ph0NWeqtU/QHVcMhgMMC5LFEFpJGaxpiGx7fk\nRZHGbMZICD4NFtLzyMneeuutfP7zn+fkyZPs2rWL3/md3+Hd7373U/Y7Hzx4kDe+8Y0cPHgQ5xx/\n/Md//LTpx4H9N/GdRw4zf8luVlbmWF0+xbZtOxlObCMvW8zO7aDbHmdkdJzeyoClpUUGgwFT0/t5\n+ctfxvLyMkePHqXf7+HbNdt37ePA5ZdTx0DZGWFqcpwQlHYrMjk5zsKpEsSS2Sc40fVCBvCkxbEe\n0TY4EkPq1FoXuKeilyX6tBWKgRBrstyQuS7aSimUTurGQl4HEaSRwVxYO1+4ZoXgK4/NPFluGRkZ\nodcbcOLUCoIyGPRZXVlidWWNleUlWq2c0wunuOnGgwwHA04vHmd6Nqcs5+itnOKyy3aze9cOVno9\nsrJkYnyOtbW1JttIMr8is5R5ktxFjRjrsFpjjGscrxJ9RaW+6Qh6YkFWVWoiGQ6HLC8vMz45gTOW\nsminjiSXPivGSBp5F9NnJWhMraBRUYlkjT70Qtv5wrXVzej3hsxtH2NyfBxQjp1Y4NTpkwwG6eSR\nhZXj9Hs1/Z5Slh0eP3WMm2/eTzXss7z8KONTbebmp7jqymsZmxhlbHyEXn+V2dlJRkfaiJiNwlZm\nhSxLxUixlizPG+1raH7HSJZlVNUgZaQWNMhGhOt9ilqrYQVGGAwHLC0ukeclYxNjdLud5ISb6Did\n2RabE3ETrmIspTH4EDDnsHdesNkFH/rQ/8n+/Qdpt1vkjT51YXGBLHfkWUG/P8BZR5ZnxNikBs4y\nMjrKtvl5qqqiKAqOHj1Kp9tlsDZkbvt2jBGqqtqQclRVlSLMtVVcVjAzNZE0kt5vSD2qqtqoDH+v\n1Gej2KVpBkIIaaQJIoQ68XxBIxoja2t90jBSbY63aKb4NN1jIknsnrkcEeEVL3/ppox6zsVEhNf/\n3M1ozEE8WeP4hHZDoczTaY9R+R7Hjj1Ef7BGjJ6yzBmfmObE8ROMjo2xeHoFk1XMb9vHtQdfyuTU\nNrKi+J4KcnqmMdSpJ97laX6EsxtdP9pkKSEEQoNxVdWojwzqQXPUjMf7Gh8iw8EgUQMup1UWlGXR\ntFi7J9JKSZtnjE3a+v+z9+5Bdl3Vue9vrvfaz+7eu19SS2pJlixL1sNgIJCQhITHCSeYYHMgcHka\nKrnkVlIUVEJVqpLr3FuF4dxAXaCSKioVcqiTOkDq5gIOBA6nwg0BnxADlp/CtmxLckv9UD/23r1f\n6zXnvH/Mtbdasi0L2bIUoVHVpdbutfbqXt+eY405xje+gURIZbaZTt7rLixue8vVp11w63/6FZOH\nzjVfFTFaGnZNdWQUxyoghKDbXSHLJAiXTLaw3Yg09dEKfLeA6yn27/8lCuEYaIdCsUSpWEYLgecF\nuK6LkqlpPPI8PN8nDIJhbjZNU+I0RWUZmZSkOcZxbGiTMpGsNFaNeJDtDtf0UyfncGyXYiEkDIvY\nlqA6Us11RkyXmLAtyIW+kYYrr/LdkRA27/rt//TvS7tgrDbKIw/8G9VyhUSmSMunXC4jhEtYDIbd\nU91Wmy0z24iiPlIpfvCD77Nt61aCMCQslrAdl253icrIGGHoE0d9bGFk56SS+K6NlCl+EODncmhx\nHA9vlpRnd18NQHna97lyk9FCMALEZ6hBEATh2e+T5+3sPIdkWfmMBZMEumqt05TIpAu2xvcSHK9A\nuRzSaa9RG4GFxeMIFEk/QSuLWm2GTrvDk48/QRBUGSlvwqYNQrN56nqUtrEdB9d1h/xIU6ywUPlY\nzY2yhabCLVG5c5U5Rc/O26ClgEB4xEmChUXghSAEulIyurf5Lmd4nbwhJRfcAiwsS2Dblpmg6lp5\nMSYXQrlKwW2cXkdq02lnOy6eX2RsbBStJJ5TJOpGKCTNxjqZzPA8nyRuYzkOWkVMb9pOs9nBssts\n27KXkyfnKZV8/KCA6/sIIfB9D8uyjf6vJbAcB8c2+Pu+b4qZ2gjKyDxi1Tk/2TwQXbRS1MdGh00E\nAxyr5SJgoLQtx4yyygvgWhvVL62UEf4BhGOhhRGu8Z2A5yOcd9mcbG1sgumpGVzPNAG0221zowOf\nJDGCDZmEOJE019vYtkWr1WR60wxSWzSabU6fXsULi4SFkBv23chgJWgUWZ70zqQcjhm2bXsYAUdR\nNORMDtIDG59Sz/p9rpcgldFHMLJsRq5t0Ilr2SZ3Z9n5JHmhGUxxUDrD4vKnCy6ZWRI70LiOwLIC\nSuUq5UqZ0ZEy/ShiYX6R6U0zWE6RkutSLY9iUWBifBNKZ9i2z4EDNxBFCcViiYnJKYKwQKlUREpT\n0Bg8pwaObbBrEKZfNu/OUsPGAiXlUIxbqDM598ECRVvGUw+O2ehgARiIcZuHt4I8Lyiw8+nKg4fn\n5W5GuFSmHYUvHFLZpVgeZevMdbTWGwgbXDvgsbmH8MMCWdrDsm0cy2F660solj36Ucr42DR791ax\nLZ+l08tMTEzh+z5BGA7Xpu+HaCUNhxnDYXYcx1Dw8mBIaoXUmrxndqCkyWAVDnYvRqzG/B6m1d1o\nmFi2wVpo8hE1ObYChOUMBeUHehSW2cI8L9Huy+Zk1xaOEQQulYIg8C2qro3tuDy1rOjGIn8CahKl\nWWpHaGWmX1oW6CQlSyVeEGC5NmEQEHgunV7P0KPyD3qapsPk96AAIoQwvFZyBab8iTf4GrTlPVNE\na7A0GqS2ZeXUnnyBaQstZB7tCCyboYMd4pOrNemrWLvgN9/0LqRMOHHicbIsIYkj4nSNbpoSxSn1\niRqeZ1EpTyAsFyUklZFRJicmabZa2JZNtTqKbXfYsnUbYaFguKrKUOy0GlSvc4c33GGos3iSjuMg\ns4FGbB6ZChtla4Q2FLHhtGPbOSsPP8DUFqaiTV7NRpiJAFgam3wagDA6FuTE938PQzIvxl772lsp\nFgusrCwRxR3iOMJ2LbrdddoLq1RGxpicmsK2PdBG/S5NU8Zq25GZplAoMjE+RaOxxqbpGQCCIDBq\ndY6TF59MSmbjXfQ8D8cyeiRZvkPROSNksHZzhQHDW/c8hMwLX8LoDyhh4eYNDTAQpBqkf8idrBGT\ncoS5tjJPcTNFI3+vi7XL5mSv315BagfXNTxFqSRJu8NYqU417LPW7DC5aRtJpilXRgkDh16vg8wy\n0kySyYGSvk2tXiOOY9NgkOdgB4WmjbnXwDdR8sDxaq2RmURLZehEZsh7Lol2ZsEOI5q8e2QQqwze\nZ9iume8phsssD20HznygOKGvznUIgOdAolwO7DtIc71BtVrHtoycXJSmtFrr+F7A6OgY3W6XUqmC\n75tUy7ZtZiuulKZWGycsFrGFGHb8SGXyn+TapUZl6Uyv+sA5OrZNmn8GlDKRj2NZZJaZhmo5kKYW\nlushsMyDb+BgVV7YRJhiyICOlC8+bQkco7yAo40qlBZGH9eyNVpd+Rzoi7Fyqcj8/DxKt7G0y+bp\nHezdU8dzwfMDjhx5AN8rsHXbNpYWl/CDgO3bd9DpdNFaEAQhjmNRr09g24Z77LguruMgtcbNUwNK\nmVQcG3DNctEllf97bmedACxt8uWWsHBcC6lzjTAtjJ4CRoda5w9Ty8p1qY3giJFvdMxgzkHkKnIZ\nTMe2eT45vuf8RNx+++1MTk6yf//+4Wt33HEHMzMz3HTTTdx0001861vfGv7szjvvZNeuXezZs4fv\nfOc7z/q+D/50jqy/ylq7RXV8Al2axqrvAL+KW56mNrUVjWMkyfpdVlfW6HVj+v0MJfMnnQLf80yy\nPOc6DniPA5oWMKxYysx08ARBkJOV9bDvHHKHytNTBRu/gOE29NxUw3CLKfRZCx/Mk1BozmwtL7Nd\nKlxrY5vYumWWsbFNzG69gdroJCPVOqVSjemprVy3/Xq2bN5GsVhmbKxOGJpcmed5jI2NUS6NEIbG\n6Xp5LtZzXcDcd63UsANvcM/VwPnCUI1pkJM1L55peRX5Mbbj5Lk5dRZ9Rzimmu24Zlvp5G2blqnx\n4Ii8xVbYYBtWnxEkVxui7MtnlwrXbVuu46aDN/MLL3s9r/yFX2P3rhsYr9WoVmr4boGbDr6CHTt2\nUSpW2bptO5OTM0ba03aZmpqiVhvDcVy63S6AybE7JsZzbdvIU+b3zh6skTw/vnE9DzUiztmBDnKp\nQ31gIUzzQl54dhzb5HhznB1hYdtu3mCSpw2UHhb3LGGZ/+vBGr6EKlzvf//7+f3f/33e8573DF8T\nQvCRj3yEj3zkI2cdu1Fw4tSpU7z2ta/lsccee8Y20m07d5O4PlmS8eTJHmgbpc7cLCV1HsGAyJV/\nlFJG7R5wXcOZcxwHLU3lP0sz0iwdLqQBVUem2VBcQimFSkzONlNy6GA3ggYY55tvQc5S9hlUrzdE\nsMNIlbM7Zs7i3mo11Bu9/C720uHabK3RarXIsoRyuWQGIFoOvucTygJZmuB4HlpBHEd4vsayQEqb\n1dVVwjCk1+uxf9+NrPe6Jv8tpdn+k99/rfMJB+aeb+zIGwi4DNggSsqz7vewGCLMjkLgbMDM2nCc\nykdcA0IhdF5MNYRpMwdKCTNjTmhEPvVYiMvLgb5UuN573z0UCwWWl04zVqtQLo+QZqZlWWATpxGj\no6MkaUqaxnieT79v6h/NZiNv6nCo1+uG/bNBg2Dg2ADUBsrjcLc5iGRzTM8NfAZrdNA4gmAY8OgB\nH5o8plKG424N1rA24vra0lhkRnwc8pSBmUOmtHxeXZrP6WRf/eq98CovAAAgAElEQVRXc/z48ae9\n/kxUhmcTnNjYHz00r4ztuBRdQZops/jytsUBRQbORItKgedb2JZNWPDw3QjH7tLrJ6RpwIknH8fx\nqhSLlTPbeOxBevbM1jEX9ZBZZgoi5zwRYZDhOQPemcryGTuLS8tGUM9wYzc6YltYXO4oZ6NdKlyl\nhPr4FK5rOvmyLKPf7+G4Hr1+hJQKRxq+o5SSILSHTQV+EKCkJAxDltdWCYJguGMwnXX2UKl+4z0e\nOFgwOKQbtpZKyuHuYRAdDQqhFhvdar4QIY+M8+MUaDEQELLJy9tGX1RZeb4WsNTTPhOXwy4VrpMT\n0/h+yFhtEs9xcLyAuN9F2HlKznJIUoWUKevrbaJ4xYxddxympqbM7sSyiOMY3/cBho7WzZsBNgYz\nA0wH7J8BzoOfnVszAbAGkbGVl60EZ7AWZg6YEfM23BTzeTDO16QcPBC59KY0k3I1pjCqnkczwkW7\n58997nMcPHiQD3zgAzSbTcAITszMzAyPOZ/gxGAmlilSgOs5KJUZioUtEJbCdQVeIKmMOJSrAsdN\nGR/tEDrzeHYHJROCwEPrDHQbGT9Jv/UAvdYDRP3jrK09QRSfQqoVpEpIkmiYUmADQGcn0QeMAQFq\noHpv0quGOGQKIvagAqkZEtTPUgDKt5mD4wZO4HIvwuey54ur15+jymmK2RyF5ARjYZOpsQTfWcW2\nEgJf4rkZU9OTFMtFhG1juy5+EJjiZhAQFozoi2PbwwXoeR5ofRbvGM7cT8/zzmqTVVIO0wuD44ZU\nLtvOaX6G9jX4ArMgHGFydHAmsjJpIJU3/Zlil7DM/we593MZKleSPV9cRW8Rp3uMil4iUAsUmKcc\nrBJYqygd4ToxvqfxPJtSpYpXLOOXRymUqkNRpELOdx2kZwatrANO+2AnAmceovKcPOzTAqKBg80f\nngNcwRSnrRxbkWNt0j+58p41OI6cRTDwAQM2yaAh6UxR9WLsogpfH/rQh/jTP/1TAP7kT/6Ej370\no/z1X//1Mx77bNHbF/76vwx/dvDgfg4cPICwtBmcKFIqJQslFcVSBSEikrhHqWxUdWzLIYkSXMdG\nZB1SfLJEszj3ODuuuwEtbLqNZdr9lPa6jReMUqokuE6BsZFpM7/HcdBnifya3ueBVKiS+bgUbR4I\n5/49G9MDSinsDZG3lTvojX/74cOHuffee6/YRQgvDK7f/t79ZmilVuzavYvt1+/GESFZ1icoFPBc\nn17Up91qUi6W8Tw/n7+V4ReLw6LIIL0z2C5ujGI25sEH38tcKCRNkrPydoN8PZxdxDx31zEwrfUw\najHFyrP5Amd2VmeirgcffJCHHnyQAY3oSrMXAtfvfu+HWF4ZlfXYs/cGtm/fgcKh3+9SH5/EtgWZ\nTFAyY7w2wkilgJTKMAiwqFQqZ+XOh/ogGx5ig6hVKUPV0/rMzuBMuiAdOuTBa+fWP84qVD8Dvucy\nSTZ+P0yVWJoHH3yQBx94gOeL60U52YHABMAHP/hB3vSmNwE/m+DEe9/3brMlsyxEHg6axZBiO2ay\nZVjwcWig0hQhExR+PjhR0zw1T6/fx9WS0dmD1Ma3EBYDsl6DlZMnKI3VKfglHL+AsE2XlXGwil6v\nOyQ+D/qgXddFY0ZDC6GIIgUmC2j4dGKQQwIweUQT/RoKCpjo99lkDF/ykpdw6NChIeXk2T7kl9Ne\nCFzf9s43Ydkaxy1h2w5pGmPbFRynTq/XN5GM4+Ytr2araT7cNkIYRbQgCBgZGRlS7c6lZw3TOBjh\nDyEEURIbDLUedvRtdIZnipaYiHQDJeeZUj9nFTk3NCgM3nNjznD//v3s379/eM6X/tuXLh6ES2Av\nBK63/vab8H0z6l7ZAegUrQN8b1uuBeAQRy7a1qRJhtIa3w/xPH9YXB7uPpQatiBrbbQFLITpnjQv\ngpJkOdfc4sy9Huw403RAn8T4D8RZTnYjpucGNufmcjfiuvH8AwcOcODAgaHz//KXvnxR9/+i0gUL\nCwvD77/61a8OK5k/i+BEreoSWA18q4sj+hTdlN7Co/SO/5iqHaHSBMcPibstkF1E6zT3PzDPyZNN\n/vv/9whHV2zTQ+17xO3H6LaeJOstEEfLCF/jBy5xr0ljrUWnGxPHFnGaITXYrksviun2e6SpmXp5\nZiFrkiTD8zxqtRoTk3VGRspUR0qUyiHlSoFKtUhY8PE8Ox+qqBH5FmTwNSjKDbZAlgWWrdBkSJVc\nzG2/5PZC4KpiiPsWrWaf5eUunY5mfX2dVnMdsEhTie96uI7p6hlIFIL58A+2k2mcgNJkSWwkCNOM\nNE7IkpQ0MU40Swft0GYMiZmtluSzmvIMqzZTjYUYULIwz05UrkdgHqzPZBsLMMO/Tz177vVKTRe8\nELjqzCfq+ay1oLmW0Gwo1ls9FhaWUUoRRaatNSwU8DyPQqHEyEgFrfK5aVrjux6+G+DYAt/1ENo8\nJFGaJI3JkhSdSVROu0RJVJqSpTHkYi1mrUpDPNBq2GZtMBmkFLJhU8hGTAbpJDg7Yj+XH30uhs83\n1/4zC8T82Z/9Gf/8z//MfffdhxCC7du38/nPfx742QQn/vG//ytJJimXbIpuykuv38HW+jhZXCVZ\naJCmCfNHj6KyPiMTE8hMs5U5iDxetmcGFa+jdIZTmiISFp2VR9g0McFSP6QyUsAOK9QLBR555HG2\nljQiE0T9gDAs4TiabjdG2C7aFgiZAQLH9rFscGxNsVxEqwxEjOtDlsVI1aPZ6uL7JdK4T3V0HNuy\niCJJpTzKYETxxiKbefKmKK1QStLtNRFJdNGAvVB2qXDVXskIrDim6JhJaVgjwtBi8vmFBF6IZVs4\nrptToEzu2xIpWi+afnet0cKhn0S0mj1cp5inFhQCQ7PyXJ8sM7k9mZmppEopI9xCLraNYQGYX1Ab\nzLVhECgG3V+DCtYZO/dvPHerudEGEdbzyd29EHapcMUt4jg2vm2ZdnJpxHg8X+C4AUmc4HgumcwI\ngwKe65GlijAoEAQBlp0g1SpSRmgt6UU2SQrrrR6+V8rTB/nIGNvG843+sxDiHD2KFMFg6KHp2hsw\n1weONm+ShfwnQgh03ie0cQcyOOfcIvXAzsr/Po9ptZdNIOaur3+FsivwAo8s7lANAhyVorIkH9Gt\nWegKFrsxD9//bzzxyGP86mtehe14HHviBLK/wEilQL8fkyiFa3c4cOgQ5alD3PO9v6cvQkaKsNKI\n+NVfeg0/OfIocWxRqxfp9doIXN7whvfh+kHepCWGi1NYZk58WPCwnQhkxHo3IuqnoD2iuIdvp7iO\nS6HoIYWHbXk4ro9jlQDLSO5pjalXS5SOyBS0V+ZxZMYvvf5dV2TU83xMCMF/+9IX8xYaTEpAC0PL\n02fmpHmeRxCE+L6H1hLXDZAqJU27WFYDx7JM7g1IMpt2cw1h26wtnKBYKmP7Pu2uJCwU8f0Svh/g\n2CWUFqSpmd+ktRouXGvQBMKZbaKVL8NhhIvOF3m+OPWgLi0wfPUz0fbgdbMAYTBDTGuFkorbbr3t\nqsJWCMGXv/JfkcqQ901h14xEF9rBsg0x0YyKCfHcXDrQFiipSWUHRAdLS6RMTPeUHdJcW8FzHRae\nepSJ8UmUgNW1dYJCFccv53ojIwhsssyIMYEgTZPh76XzYqihaeUjZwYOURiZUmHIzPlnYJB3H+Cz\nIc2QYz3MwA4exNoIj9/6llsvCtfL1vG12lhnZMdOMq245757mdg8y8KJR1BJH8sPKRcDOu0Os3te\nxktufi3VUOLbGZPbtzC79zpU1iH062jLaH1qTAW600t51Rv/N2zXRQiFY3uA4EBhq2nj1ArXKyBl\nyul2k5IsEfgOjnCxbQfLzed2ua4ZV5x5qCzEtfsQ9rGwqVbKyLhDqny6fUWlUgFhkcQpiWrheBZK\nRqikQ9puIJOYMBwlwcO3Syjn6tUuSNPMCLrYHkJoPN/PG0YCXDefWpprgNr2gIeaIOwusreK5Wqi\nRJN0O5D0UVmGVEX6WZdq0ac4UqeXKApBH8d16awvkxVLCL2OH5YA33BAhpQuGzAcZRvj8Af5WKUG\nxK1B7CNN0UsLw1ix8i4iTMRkWZZxLkqjhM5H2JgtqoVGsqGF+iqzKEoMR12A6/p4no8gb3u1PWzH\nrD8hxNDpaiSKLipZx7IgyxLSXh8raaHSjEwV6eMwWi1hOTa9XkShGCJc6HVbRoMk0+b97QL1+gQy\nk6ytrTwth25ZA06secDmxElErh+yMXqVSpoRGZbIA4JB1tTUXDQDap7OOXzPp9/rMjrZzTPb6fVT\n7r/vPjo9zWY35MZDr+DkwgLj9TGz3V5YpbHW4sChAywu7aa2fYKgMI3j+viVgDTJ8H2PbreP7Tok\nKVTKI2RakaUpXhigtCZTkrHJIJ+3fmbYmpQSbUFfg6VTZK+NcGwCP0D12xSDIq5j4YqULGmweuJx\n7JzdYLku3XYLvzKOzmoIx8OSkOg+jtL4XhmJj+VP8NPjcxw/cZhfeeUBkAlS+Jfrtl9yKxSKpDIl\nLJjFZtuKLOtg6QhLB4h8dI/r2Wi9hkp7tDt9tOwjY8nS8hJ+WGYlcckax9l+3UGKhTJutEivA6GG\nwBPY3jS2neL7Fdbb64QFlyRROLZgrDZOlOQ7IpmdKVYK0NpEusKyse0zKQET3YAr3DzKGWwr7byV\n2jhfgQbbsCeUNu2cJhWUC9E8j23llWyVSolMSRwhsBwJxDiewPFsHFsSBD5a5fUJq4dUMevNNUjb\nyDSltXSaYqnMYttBt0+yffcBin4Zma3Q7Qg8oFrbSj/q4toOxZJPmmhc16VUGqdYqhInCcK2KVaq\n2JZNv9se7haF0Chp1r3juLnjtc84Y2WjyJBZ3sWVP+AHzllpZdr3MuMTLIyDNX5WPa/ZbZfNyaIU\nUklmZ2d58thj9HprpGnIvr03EkcpTz11nEMH9+M4Np21U2ybHOORnz6JsI7zC6+8Cdd2zSA8W1Ao\nhWgJlu+SJrHhTGqFkhlkEkspPNv0z7ueQyozZKLByhBo0qhNEq0RlAKyfkYiQ4KwiE0XV6b02h10\nHDM2OYltBSRpB+FV8UZmcNMUnAKOEEjXxcEl6zdJ2yt4gU1XFdmyZYpSkNKPMoRTwHauzMkIL4Q9\n8MB9TE/VuO9HjzIzNUmhWqMYltBpE3oNatv2szz3EMqWTG+eAi05es+/0anspxT69PoFwsxj1O2S\nBgFp1uLkI/cjsj62B0fuf4ADhw5SGKsSeOMgLMrFCdrtHk7BAzTNdiOPUi3TNShTk261BJ5XJIp6\neK6L1BLHOtNNCGbRSZkhpcnRWsBGMekzTtlGaolEglZkWYrSZtLt1WinFxcYGx/j4QceIPQygkqd\nsUoV4nXI1hnbegPdxcdYbbfZsXMbjm0zd/geTosdjI6N0u+V8KXPmBeTBC69eJ21xUdJug2UgEea\nCdu2TlOb3IMf1rGETanokEQChWBtrQG2GI6NCjwf1w/R+fwu0yAClWKVLM2GAzWzTKJUguWCylKj\nkIfCtgYTjR00GUo65A3XwICiaRlams7IZHzR9+6yOdluv4dMM+r1Ou12i/H6BK7rE0V9lJRMTm7i\n8SeOEkUxS4unCcIijx89yi++dDv9zjJrqycoj0wTMIWWCWEQIlUX24UkXkUIi/56j3IlQKY2Ap+R\nkSpKaogSpFhFy2VsWWSkEKCLFlmW4JcsikUbLVPotelkHpkYxfFitBaoNMOyRxHSDG+L8KDfR6sY\nlUasx4rTJ55ky3U34GoL181Ie00K5TGQfbQd0u5cnQsRIFMOx+ZWiZKQE0tdJpKYmdkpLBTSCZBz\nj+D0+7huyPqxZbTI2DQ2S1ItYTUfQ9Z2okjJem2qU9fT7Ce0Wh02T3pYjs8rfuk65k8t4AYneeKx\n71OvzdCNY6amd5FlPlHcQEpBubzJdH4pTZJKPM9HAYlMcRzTjeY6Do5lo0VCEgs0CWkmUUriOiEa\niW07OLabV7AtHNvoKAypRPkk1izzAEW5XLqct/+S2T/f/RN2zG5lfn6Zem2MaTumWu3jeBbarhA9\n+QSOtqhlFp3jy4Q+lJ0q1VoJq/04srqF1Jb02ivUN+8lsxzmF+6nPmozVq2yeVuNVqPNeuMETxy9\nh4mpzbSaa1x3/S/SbUu67VO0ezGl8hZK1RqpzMxA03yCgQC8IAA0XuCYKQqkSAkIQSq7JGlE4JWw\nbIVlJwjtI4Rpu/Zck1Zk0L2XJ2e1dlFakiaFi75353Wyc3NzvOc97+H06dMIIfid3/kd/uAP/oC1\ntTXe/va3c+LECWZnzTiLkZERwAhOfOELX8C2bT772c/y+te//hnfu1ar8dRTT+E4Hjt37abRaBC4\nNr1uPxdottm8eQtpGrF9x048x6VeC9lVOoFoP8KI45ItPoxXrKFVinQK2OEEeCVcRxBFHcYKVZJ+\nh1JYIssW6TYswuIInpURFB2ifhU/MOr9SWoRhiUT/Tgl4vU5orYidmogYsgiet0I7VewXbNF1DmF\nREkBUqEoEAQWm3fvw3J8Tp18iiDwaPczJicK2HYFrWyCcPSiAXsh7FLiumlilFptjNCVeFZKr9fD\n9XwenV8k7a9z4Iad2GmNJxo2SRqxtHic48dOcXL+X9i3ZxtZusLphSfYVCth2T/k2Pw8cSp5+cv3\ncujQKzh83+McO7HEvhsdTi2ts7Z+itFalW/84//AsT2KJY/qSB2hT7DrhkPEWYLveUhiUAJLW0ih\ncP0yaEmaMxWEleJ4NnGcGbF1R+E6BSzbBk1OCTPpAqXNOCKlMyBBKml2mllKEl9e5silwvbmQ/uY\nnBjl5hu34FsZcaopBBbzjS6LiwvcvHsHvUSy2J0iUxnHjz7CY4+fYGH+bl758oNk2YMsLswxMeJg\n/eQwp9ZWaK01ufkVN/CKl8/y2JML3HfvEW66+UbmF9Y4ebrPpulR/ua//FeE4zM+MULUS5iYWOH6\nPTfh+gGBG+C5JvJ0fSPyr21nqB2stYflSLP1z1yCnBdviQDbdk36Z9juPhBol2ihkDIGBGncodeL\nEJZ70Zicl12wuLjI4uIihw4dotPp8NKXvpSvfe1r/M3f/A31ep0/+qM/4pOf/CSNRoNPfOITHDly\nhHe+85386Ec/Oq/ghBCCf/jGN+n3+wShT+AXkCql3+swMbWJ04tLOZ1H4IchI2Oj3H/ffUT9LrWx\ncTKZMjExyeLc/VitE9TqPiPVImGhRJq4uIUCmQTZXyLurlEaqSDcInZ5BscpEiURghTPHhSrMiyl\nqYyNkWQW3bVFTh59jGJ1Are6mVh7dNabFMvTeL6DsDS9Tp8oSojjiOmJAq6SKCGIJSS9DmGhxMOP\nHWPzlh0UwiKnl5eYnNhEvx/heR633npxlcoXwi4lrn//9/8P9x6+h8mJTczMbGb+5AkkgrXTc0yN\nFuilhovsA361zpMnV/nhv97NG159HZOzOxkZ20QmW2RZkVKpju16RnDZ0kgFqVK4jo0lHMDkfXtJ\nRL/fx3YcIz5iWTmnwww9RJipp7bjoLIM27JxLItCGOIgsAU0V4+jsnUct45tQZZE/Ojeh+h2erzs\n0C4cVwzpRGFxBMsCD4HtBCgshOVhCUmSSn7jTe+8qrAVQnDXXV/nnn/7Ibv37KFcKXH8iaMoIZBx\nh9DRrLfX8W0XPwzppwq3WOfrX/8qv/Hq3dQ272RsahIhYpQsUyzX0EqiMCO+lYJESaQ0jSiGLWCx\n3u2QScPiGYz5FkIQyRTP9fK2WZMzN+3SJmYMggDXsvEsWFl6FEulaKuMylLifsKP7vkJQsCN108T\nFBwELk5QJChW0VlG4BdI0wxhO6ysNpmoj5GkKW++9b0vPLtgamqKqakpAEqlEjfccAOnTp3irrvu\n4nvf+x4A733ve/nVX/1VPvGJT/xMghOFQoE4illvdZjYNZHrBKR0mot4LrhuSGVsnMWT8zz++E+4\ncf+N2LZgfHycfr9vum5sn3/5XputYzvJKFDIEhrrHfpritWj9zA7ssLY1v0cO95muQci/gm+XGB8\n02bcckC3k1Ifr7HUnqTZ75M8eD/CqhD6LsXafroqw4p9lNQUiyNUCykuHSwpCQsC4Sck2qNYmWBx\nucHExGZUt4PtjdPtttk2ez31+jhSaqpxRpqPIB90iF0uu5S4nl5rs3PnPuI04uSpk1iWw8m5U8zM\nbCesBBRlSi/VKC0Qrs/mzQXe+74Psrp6krBUR1MiDGpGaNlzDR0LiSVchM4IHA8sI/ZhJsZqPNfF\nsxyUkgSul/NVzQhoK99K2kKg0wgLC0cIVBqjbIEdClTaprf8BOvrbUqVdRzHxnVdbtwxhvC2EPgV\nhOuilSBLY6JeQuD7rKcJcwsnkZmiUiqSpBlJnL6YUD7NLhW280sNtm3fTZrC3ImnsGyXU6fmGRur\n4VdH2DI6TqQsklRRFDbdbpe3vvVtKBlTHAmRWYjtjeIFHmkic7nJnIUgFL7tYAcBSZqgEWQqI3Q9\ncD0yJXH90ORJhcJJTdHKFQKdd2ja2mjB2o6FJWNskdLvrKPW51leaTAyMYnAIfCLvPxluwnCMq4b\nGm60FiS9FlmjQS+T9Iua+flFyqUSYRDy1NwJxkZrF43JBa/248ePc/jwYV7xilewtLTE5OQkYGa6\nLy0tGSDm588C53yCE6urTRxXUHYLrK2s5v3IDo4ToEnRWrCyuIDWMZumx5EyZXVljaXFRSYnp4ni\nhMnpSf7DG96I6zs0V1u0Oi28YkCyeoJdB16GyBKaUQ+vvoOJqIcfbMLWuyhVKzR7ksqWMom2iFur\nyCxmy+xN+L5PEkUUiiOmEq1iRsoB7U6XtVaLQrlEt5tixkWXcRyL1lKbkdo48/PzlMplkiSh3e4x\nMlIlTSW9Xp+JiQm63S7a53lVKl9oe6FxdSyJZcPRhx7mwIGbeOihBzhwYC9hWEJrbYjqvQ6e5/Lw\nww/T60ccfeQRqqMVjj7q0O6u8Vu3/SaOXSSRBUPPExZKmoJmkiSo1LTFxmmK59hkUqIx6l2OcOjF\nPTzHIoo7JFEbnfURlo2UCY5rkaVmGq3nVNG9Ps3GOiPTN1CdNF17mdQgbFylSbtraJUhEwtbJ6Sp\nwnVtZBqhtMO+XdeztrYEloXvBqz3L6+T3WgvJLaNtQW2b9/OV//+/+XVr/4lVlbXuHHfHjzXJyyE\nWJZNf3GBqck6Dz74IBPj0zz26BGEBQ8f6bK6vMhb3/EWtCrjWCGuYzr9sixBZSkZEjuzzWRhMZi9\nZ+61i6AQFkiSGNt26NIi6q2TEBHH/Xz2m4tlCcrlKkL5EGWkfUlQ3c6WsesNrUuYqNfxa9gqIksl\nOA4uCcIrIhwPt9/FcX22bZ5GKTPFeHZmihOnli8ahwtysp1Oh9tuu43PfOYzlMvls352rsDGufZs\nP/u7v/sS9XoNJSWHDh1k374bSWWK7wdo7dNZ71CfGGd+YYVi4NBqtdi1+3qWl5cZGa3S7XZJ+j16\nUZeyW8ZyBTMzM3R6XUqVMdNxkqV02g18P6A6WSSNG1SKAbZbRhRNtTDqp0xPzZIkEWFYRMqU0ak6\nc3Mn2Dozy49+8mO2btvG1i07KJa6aK2pjXm0O01AIDNFbaxIP+pRKIZImRKGPi95yUFWVxtoBIUC\n/PjHP+bw4cNmrtjzGRj0AtqlwPUf7voHgsA3s9S8IuPjdY49+RTbtu2gVA7p9TskcUqaKcqVEaRq\n0O52efkrX8rR+/+ZX/vlV5H1l3DL0zi+hbAyPMchS1KUjHBsEG5GFEUEoYUlfBzt5LSdmEy18f0O\nWkss3aFc8HFdH2E7oEZwnAIy7eKrjPXFBXQwhXBL9KK8XVYNFOE0OosRwSiZAlDoTJNE6zjOGKnt\nkmUZp1sRDz/0OD995CiZNvS+K8FeaGzvO3w/P/zXH9LvRcydnGd0tMz86WW25qNkGo1Vxmp1MqnZ\nunWWtUaDH997P7e+5Y08dM93ed2vvQIZr+BYAmFnuEGFJG4ThiXT2i4ypIzwPEE/6hEGI1iWi1Ix\nri9QrIG9TiIlvgtexUUIB6VCXM8Hq4irJXbcorHSIg6mSTLbsAfSDI29QeFLEevQsBXSlFZ3HVdo\n3KIHToU41UQ9xaOP/JRHHn2cJM1w3eCisXjOT0Saptx22228+93v5rd+67cA8yRcXFxkamqKhYWF\noQDFzyI48cd//Mesr7eZ2TJDv98DNL1el/X1DsViCduNcF0PmfWZ3XGA06dP02gYjdFer0+aZiip\n2bxpCw899BBT0xOUylWCQohGEMUxtu3ie+YJWKlUsKxR4n5ElKRYIsD3fdJknVRmFEplBDaVkTEa\na2vs3LWHfr/PgYMH6Uc9lleW6fdj0iylVhuj0eyglcJxHNbXO1SrVSzHpdvrEsUZrfVj2JaFH3ok\nUcyrXvUq9u3bh+M6xHHK333l7y4atBfCLhWuv/u//i5KKebn5wHwfR/LtvFcl8baupnlJMBCURsd\nozZaZ/u2HTieTzkMqSU/xWkL4uYcUggyNE5pBEeAckOwBJZfpgAk7QjhOdhWgOo3UaJCnLawbA/P\ng4ofECcdHDzS3jJQRgQ+vhfyyI8fQGc2Y5sEuFVU1CNzCjiORyazvC1a4fseyD6nFxfyUUkx6+tr\njI5vor2+zmqzQ7Fa4xd+cYKtW7dy4sRT3HXXt57x3rxYdimw/Y+/+R/p9XqmFdpyjHBLnvtuNNug\nbbrtCCE0ruNSH5vg9vd/AGEJtl1/MxMsE8ZFss4CluuT6gjbsUksB2WH+GEZhINUEAqBjNfIhADV\nw2YSJWN0JrHz8TKKCJ0phJak/Q6likL2OvzPf72PcrHC+IxNRoCNJFYuQVjMR1clSAm2rTm9ME+9\nViKJe9heQKuxQDEo0WxHRGnK7j372LXnBoRwqFQq3HXXNy4Kj/MKxGit+cAHPsDevXv58Ic/PHz9\nlltu4Ytf/CIAX/ziF4dA/kxCIlpQrhRpNhq0Wk2ifp/F+dEM2T4AABA6SURBVCUc1+OHP7yHY0/N\nc++9D9LtJHz9a/9Ap9Ph6NETdDp9up0Op5eWCcOQxcUlHMdm4dQ83U6HqNcniaP8D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HLL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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# quickly accessing HDF5 content\n", "with tables.openFile(\"sample.h5\",\"r\") as hdf:\n", " for i in range(9):\n", " subplot(3,3,i+1)\n", " imshow(hdf.root.icons[i])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Summary - Storage" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Storage:\n", "\n", "- images can be stored compressed or raw\n", "- compressed storage increases speed because CPU is cheaper than I/O\n", "- metadata in EXIF format for images\n", "- storage on file system, in relational databases, in scientific databases\n", "- relational databases offer transactions\n", "- scientific database are optimized for large array storage\n", "- in-memory compression needed and usually available via \"string streams\"" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": {}, "nbformat": 4, "nbformat_minor": 0 }