{ "metadata": { "name": "Computationalsynesthesia-JackMinardi.ipynb" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Front Matter\n", "------------\n", "\n", "If you just want to look at python code, checkout the repo on [github][1]\n", "\n", "The blog post was written in an IPython Notebook. You can download the notebook [here][0].\n", "\n", "The post was originally published by [Jack Minardi][2]\n", "\n", "[0]: http://nbviewer.ipython.org/urls/raw.github.com/jminardi/audio_fingerprinting/master/Computationalsynesthesia-JackMinardi.ipynb\n", "[1]: https://github.com/jminardi/audio_fingerprinting\n", "[2]: http://jack.minardi.org\n", "\n", "Audio Analysis with Image Processing Algorithms\n", "-----------------------------------------------\n", "\n", "GPUs were originally developed to simulate a specific system - the physics of light - yet today we use them to solve problems across many different domains. Could the same thing be done with image processing algorithms? Why not use them to process signals from other domains?\n", "\n", "To explore this idea I decided to use image template matching to identify audio. Basic template matching algorithms accept an image and a template, and return the likelihood of the template being at any place on the image. My goal was to match a given audio sample to a database of stored audio tracks using image template matching. (Basically do what Shazaam or Soundhound does.)\n", "\n", "Preprocessing\n", "-------------\n", "\n", "Usually audio data is represented as a 1D array of samples evenly spaced in time. Single channel images are often stored and processed on as 2D arrays, so I needed to get some representation of audio in two dimensions. The naive approach is to simply reshape the 1D array into a 2D array.\n", "\n", "However this would be a very fragile in practice. Say we started sampling an audio source half a second later than the one in the database, the reshaped image would be quite different. Two adjacent peaks in the database may be on opposite sides of the image in the sample." ] }, { "cell_type": "code", "collapsed": false, "input": [ "audio_data = (np.sin(200*np.arange(-30, 30, .01)) + \n", " np.sin(500*np.arange(-30, 30, .01)))\n", "audio_sample = audio_data[60:1440] # take a subsample\n", "\n", "full_image = audio_data.reshape((60, -1))\n", "sample_image = audio_sample.reshape((60, -1))\n", "\n", "imshow(full_image)\n", "figure()\n", "imshow(sample_image)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 48, "text": [ "" ] }, { "output_type": "display_data", "png": 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uRWjo4Kdc+l1+7n+fqjMm31piNVfMNIdbs84ib0IeCi2XTuGSTu6C9uyCdv+S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q82BJ062bBFZrY/rWQ6KpP92qFQG4RnbdZOn6fdMdOwx86rkrgqUpBhjl3qyZTh/pqqsaZt\nzXhm3ZAVArq/5c5vMfP/CmWXU2rnlP4uw9cdrErAX9l/5LnwgZ2psRto7AORTneJ2QnJu+AbOn6p\njFeyeMz7PG3qrO8MAlcgOSoojjPkowOWv6L18I79hynqqk7Y6xL0OgS9LkHD5Kb2DKmaMTIf6dXm\ndOtz9E5E/krDUXPO2h6l8wj7rMA2C06Y0c/HlHOfIhHxNjZPYp8r/wXpQcLwQww/wk5daqU1NWXN\nUHqi9rBjyBMvh5ccWjIiGaP5MeOsSa4vyV8vKcwF+89OKJ3q1EwXVSyRnGvsDxrmcUilvsXeuFT+\n4JG1JUrtA6VOwnpvsH4weXqw2M5VWhWLdqVNq7FnEzSw0zW/Wv6B4+01rlPBHVaIyjoSCU9Fmz/w\nayr2Fq0Wo9Vj1mKdyayNJ1sIOTjajmPlnjPhI43dE9bDEut+SbHLKRoVgrrKvNHlcnQgGUksHiv0\nzAmN7ormYkXDcHlmCQjP9tT3O/bPW2TDDpmhIIoCwpkCf2NQtCoEZ02WWp/H6SlTeriRwyFSMSKf\ncrSjFY05ji+xlS2D0pjXpUuELEUeJVwmp9xHLUT3gHh0QPr7A36jTrOx4T83fo97KLO1NHYDHTmK\naXdXWJ0QoVUQGRqeZuFpFg9Jl6eZw+K9xsYV/oLA/vsee63PTh8wPwyZrbvEgc4+0T4BexJQHS/o\nPt1hNmLSC5P03GSn2dxc17n52ODu9hTtWEY/UdA/l6lLHp1wzpfhj+iHiKd+k4nWYKI16RpzDDMk\nMWW2JZu1XGMt1ZjsO0zmbbbvyyQ/SxQvM5Q8wWwEWPmc/GGM8l2K+V5i8YsvmZsHsguboGxwY12w\nNhs8Cme8tN4R2+8Qqymcl6g7Kc/OXTADrHZKuXKgLnr0lRG25iKYBX5iMZt1+bh+zjxoIa0ypFWO\n7e/QSgfOSvc8L33kkD0QHCyCtsVU6/CxOOd6csYo7lJS15TO1pRerRFqClpTpVNfcRBiwmcGYdUk\neybj7NbYOxfrpwi1E8NzgcISEEWV3b3A3R9V3nxnM/3KpvuVwGQAprantPd5tfie5zNYdPrMz/os\nvuwjkjPJ28zzOrbiUTdWNMwlipDypHVwS2VySaTSdDkqP/Cl/CMD/4bSzRblT1uKdweK4wu8Y53Z\nUZfFqMH81uHqps8wfeAr5x1mLaRZ3SCLIY3+mme6yrQ+YDRUGVlNYs3icGyRaQ4c1YnkDhulz5N7\nzPzQJQoNkkBFc0PMqUvjP1yqQlchPbY4HFkssyp3Dy1u71s8rV6gHomUjgTUXwm0pDX9fMaL/Aax\nyHkaNBmLLdayTdtaYpZDcgt8xWAu1VhILe62AyZ3DVZvDIK3kPw6pyBFbh9QfJfW/RTx+xRrarD6\n5Wesmp8hNAyChsVN/TmLapcHc8SL2iVx/QOt9oy8pOG0c85e+pjVPbV2QM306cULesUYK/PIDyLu\nusLE73M5fUm0M1AWB5TlgXY840vjR46NES/1S472T/iYBEOLx8qQj5zzcXbBPHHQ9QXa6wXa50vS\nVoVSS6dmuZhqTnShE1YMjGWMvdpSWblUrn3yM4FSvkd1IoIgZ3etc/0njdvrGs0vZFpfyLTOZexV\ngJ1u6C0eOIQKk2GPyesei5ct5CLhiTZrHCzVx9ZdbMMlTAwmShs/MyGCirblWLnnK+FHqrsxwqWL\n8EcX70mDs1OCM435WYdorLIYOVyNBpyXb/h69hZn6TGoPyFYexoXO55XNabdhMmgxESvIMh8ArZp\nkD+rEAgNlmKfh+kp66ROFBkkkYrt7ijPtrRnY06WHxj0RqQ9i7RrMg1b3D71uJycsdw7KEcZ8lGK\ncpQxUGYM5DnfKO8+5eQPWozTFvtcpq2vsLQQQSuINI2VVmWmt7if95jMqiz+rLK5+v/m6f8/Cnvb\nw131ma0GzN0uxV6ABNQs/qSwf5jT/eGedn+FEYCuCMysJquff8PTn874P7//Gu3vdfTPDLTf6HxV\n+sBgPObL8Y+chzd87J/ysX/Kdf+UprDAECISZAJ0prR4osvjZsBT3GLzwWL/DyJsc5T6HuOVT7WY\nId/PMb+d4/wxpGQmZM9sfOOUwG6ytuokhkFDWBJbOqodU6suwClRP0tRCheFBFvwKAseTrCjIW+w\nVQ9MCDyL6brLtfec0XwAY2AMjfWSc/0OS4t4rl+jdvYUPQF68E57xSJtMpn2+cPyb3A+W+GcrXA+\nW1NVNzjChqqwQmSBW7XZPauQ7FWqf9pQ/ncP86eI0npPbglkfRFBStjeCdz9u8oP/1BmgklnYNEx\nTM70R14lP/By/gP12Zx75QUPp895+C8hI3nAmD5j+igcGAgjBowo7z3GpS6uXKYQPins4/IDXyl/\nZri6JL6J2f/rnt2/KOSf7/E2OrO0g/+kwW0f4SbkNOti1UNeNK9ptNY0SgL0oTiFK7vgj7UmK7Ng\np/2Hwj5yKIoG0aTNetJnPDlm5TY+3ac9GBsP84NH4+2EwdtrKi/36KGAocNVcsr87d9y//1n/P7p\nF6j/XUb9tYL6dwq/zf7Ei9UNf7X6I7VixVX9nMv6OQ/VPh2WGEJIDnjoLKjzQJ/b/IinbYP1nw3C\nf4CEgqKVIX95QPeXiPcTzO8nOA8iWjNG+MJgXx8QNBwWtQ5BzaZvjolrJkr9gNQ+ULQ1HHJOC4+q\nsKHFnJYwpxGvqOU7rNwnP4h4gc1TMuAqecl24sAj8ACnwS3H9iNlO+BV5RJaULQFGMIftV/zRJ/R\n/Iif49fULhbUL+bULhZowh6VmLKw40BIUDFRz0207Z7Kv+yofHSp/MEnjwtUp4R+qjDzJNzrOtf/\novHtj3Waik3zokKzafPF+D2/ODzwzfJbjEPAtf2M68+ecfO/nDOnxRMd5rQwCGkInzyrxU5kkrbx\nfQthU+Don4D9pfAjld2Y4Coi/H1MdlWl+CbEj1XmpQ7TcQNGQ4RRxMRuUJl6vF5e0ujvqJfdT87K\n1/DOFPjRcvCMHvtSCcEsIZwZFIcK4UOT5UOfx4cTfK9MEQsQg7xIKX/c0boacXL/Af0LML4S0E34\nbvUVjz/XuXxzxo+Hz1D/R476n3LU/57zd+H/zTf+e/5z8HsEKeeDecEH64J1yaEdr7GiECEuiFSN\ntV7lUe/xsO3yNKuy+JPG5nd/QYWdiTKqv6X+eMnxxwA9aLN3quyrVfKegT+1uGm9RGtE9Jszms0d\njdaOsKaThRqWUtBvhVR+4VE5yqloOS/TG7rxE5YbUGxEvKLCJOpztX3JdN9jHB1RjdfoREhKRlkJ\neZF8xJwHtJQFZyf36PU9JSHnYX3GVKmSVadkX804OB6Hr/qIPR1TicDxkc5yRL9AdwMs08d5cqn9\nfotWSzBrIXbNJQhlvLnAdGFQ7DTquUNd6FE/2bMaVWn4C367+WeWhyZByyBoGSjiAbF0YFpq8l3p\nK7TaHqmeItdTbotj5usG4cZASAoqmcuQEUfCHeZ2jTbfoc237A8annNCXKmz1lp8nF+gzA/4M51G\naYm98Si7LvWKz7PmgvgzMJMY+csGSq+OrIJaOaBcFEi/lSimGsFplbnQ4+7hjAUt1lmdILOp7DcY\nkU8zmtCNxpiRTzea8jy7prZakocib+8+487vksV7svOYvVUQHVUZHE/5r8N/xLMMAk0maCq0sjm1\nkx1Gbw+qQGx8chVGusZT2mA6KjO7VFiIIuWWgtPSCFoWkudRG11y+m5PJW2SVD9FcJYqBZ5X4dL7\nDHl3oNXf0Oi5NLsuS7FOkhtoJjTXIdWvIqq9mGop4uXuPd3NBGMcksUyu7XDZDngqvwCN3KYRV1u\n4zNKYgKqQKXk8WJ3jenuaFkzzp/dYjVSREnhZvccOasj9JoIv26wv0g5fNGlaJtIYo7kpEhnB+R4\nj5pGlPGoXW1o7xaYtYhqzcWvLtnvcrxlymphU/J0qkmbqpFgXAi4c4vebMx/8/4vtrJDePTpBY4j\nbhCNlJnR4I35GsEpEKsFQjXnPhmy3NWJdjpSluEEWwaHESfCDSwihEUMswhPcoicIfuqTZA1+bi5\nQF0nBCuD+m6J42+oxhtqasjF0Rr31wp2M0X5soHS3VOSc6yqj/Zij+xmZLGC23GY7PvcXF+wTats\nU4dt5lDaH9D3Ae39mHLg4Wy3DHZjXskf6Kye2P9s8MP4lyjbZyR5yOF1RHikkJ9bHJ0/ofX+kTAt\nEckSYU2mV1pQPffQrIQ8EYkVlbikEpsqk7DG08xk7JXYKyVKTQOt5UC5ADegPnrPs7cJnlwncSok\n7QqGE7ArqrzPv6SQROqnHo0jl/rQY1FvECsmUg2cLKDx+ZZ6a0tD3PLC/0D7aYb2FOMXFtvyJ0/G\ngzIg3JWZb1vc7k4QzJzcFqlVtjxfHND2Ls36jBcvHf73t38pYCOiulvqDz7Zjx+xozq712e4rVOC\n/pBgWubj0yvW7QbD1ojT9gMn7QekzoFUNSh3Co5e+jRPdrSOXNrajuPtmH74hLENSGcy29BhvD7i\nw+Q1pe0eYx1ibEI6xZQz84ZT85a2PKOznHFRstme2cybHWZCl7v1ObEpoNUnaN9MUV5tORwPkfom\nphwhVDyk8wxJy7CWLna4ozre0rjZEF8ExM9UYqvEaFNm8sHh6ieHzdqkdixRP5apn0qIfkHzcU57\nO8MTy8wHDebDJmFLR5IOTOQWmfQLNDNGM2NUc8/E7zITWgSBjhRmVPMNx/kDn/GG0mpN8c6j+Mlj\nEzpwXCc8Uli2WlzOUty5wf28y7l+w8vNFS+8K+rWmhfNAuvLiOP6mt1FyG5QsC1paJUE5XmBWFLI\n1iau2WAmDLi5e4Z3sPH3JmFiUfE2WGuP9nrEefCeXvmJuFwhLjts3Aobr8Ib70tiJIRyjPAsRvpl\nTMXZM6xO+Ny5Y9cqM2/XmD2rYaYBDXOLbsWgQWh8ysXYWA6PsxbjhzLTqxLLSMT5QqH+uY7fNJFd\nl/rje85/uqZWauG9OsE7OeVQq+F6DpfeF8zdLkfDMceDR477IwJDJ7FN9CF0Ap/+yZx+71Ppehbd\n01tP0B8jop3BtlxjZB/xwXjNZN2jvNphr3f0S0+clB84Lj8wZETHnXBuW2xfWkxaR0ykIR935yDE\nmP0WltZETCMOJ33yThlJyJGrB5SzhJIRo68CKjuXxuWa7rsF+4sd+2cqe0Plblbm+m2Z63cVokSn\nOlCoDmQqAwmpyOmvRhz7D2yMCotOg3mnQeEIiKUDs1KTH0pfIBkZkp4hGRk3yxMWSZ1opiH7KbVg\nw9Hhgdf8TDIP2f8Usn8TUSh9Vqc28anM1mhxuT7grS3uNwNe7j7wKnhPOfap2yEXx0sU+cDgRUB4\nEhH0MkJZpFzzUV/skbScg6+y1Ws8xUOuL58TxQZhrBPtDereCmvn0XMf6CVjjrRHIq1CpFVYLx02\noyrfRn/FoZRDOYLPQ2QnxmrkHDfGvG48sjEqrBoVlucOvWxG1dihGgn5QSBEZ1uy2ZoVRos6o49l\nRu8VEklB+8LEkKrIJgg7n8bjO168vcZtdPArR3idYwrVYEeNt3zNk3zM8GzM8HTM0dGYWdEmbBgo\nZwX13OX4ZMRJ+4ET4YEL9472aEbpfcI+UVnbDR7tYz4oL5jN2lzPT3Hma4aVEceNEceNR1rplHYy\n5bxpshP1vySwJTRvQ+NhhfHjCiexWbR+yVwBsW/jP5XZdBok7a84ad/htd+Qt2WqwxVp26CcFAwT\nn6E+Zag/MVTHtNM5zXCNuQ1I5hq7dZWRMuS9/JpiAtJThvSU8aL4QM3ZUam+4aV9RarLHDSZ9Fzm\n352/Yi12uFufs8hr1GsTamcTKpUViW4g6QaGEiNWRCQ1R+xnmBOPyg87qldbGu82HPYSiSVxOJLY\nbFrsPlh8+J3J9bxD/b/Z1I5taidlXo8+8Fp4z2fb9yS2zG3nmNtfHTN+3SURSkyFFvfCEEMKMaUA\nUwrYLmrMgibhzEDKcpx8y1Fxzxf8hLBeErwLCf4xYO/2EL58TrhXWBRt3JnJw6xDaf6CX1pV9E3E\nuXtPve1jtSKOahvi1zLXlYIbW+NaddBKCcozEAcymW/izetMFwNu7y7Yh+qnd9mRhLAUMEcu7fGI\nc+8t8rmCciGjnMt8u/wl/3z9N7z5+CVP5Q7Kb2OUX0aUv3H5pfQ9n4vf8Uvxe7ZFhdv8lJvsBFKB\nRrTFiPcUe4HI1FnbVcaVDqNJk6cHm+m/ltgsRRqFwq6pEXxuIe8W1B8WWG8WbJ02q+OvWdqwOS3h\neg5zt0u803k2uGQ3eEvaVxCrGcnQQE+gnfmc6U880z/yXP5IK15SX23RHyN2c4eNUWNkDvlQeoU8\nTpBHe+RxwtfajzgNl68bP/HMueJQkknLEklT4Z+a/5WZfMb17iUHW6DVb9C6aGAaOxK9TqGXkcQc\n2UlRjIRsIKLfBNh/3FG/XNMZzcljkdwQyAcim+kA9yeDn/+pwlTo4PwXm+pzm8azEp+v3/K58pbP\n/XdsnAp3p0fc/vKI1VENRJgKDaZiA0VKkcUUWUqZ3PRZzBrEexXZTakGa46TBz7jZ7x5gPsmYPd/\nBIRqjLg7Yy/KrFot/JXF/XqAug7xXIuy7/M8vqbRXKKcHOgOPbbFhic95UkXeZJVyjUPTY+RjgrC\nrcpuWmU8HXB9/5zMl8h9kSyQyFcS5tyjO3/kRfEW6URBPpERjxR+v/xbnu76fHv7a3ZDi9JvQ0pf\nBFRfL/mi9DPHyls+L71l0u7wmAwYJUMq4Y7abofm7ikSkVDQWZeqTM0m46DO+Mpi9E8lDkIJQzIp\ndzP0AQjbGY3HKbW3U7bPjlm9+oJVN2PXPGFLnTHHxLLO8/P3bE/ekxxreKpFdDBRDgW1wuNYH/G5\n/pYv+Im6u6U22lJ6m7APNDZOncfKMe/l18gPEcpjiPwQ8dvGv1Pt7qj3NnTtKQdZ4tCQSDsi/+v/\n9hcC9ig+QqCEoO+R6xv0LKVUy5DtDMHM2TdUvIGDu3Gwyz6RYMJSQJdjGuYW2Sio1CLK/prS2iXw\nE5YLhcSr4qsGhyRZZpgAACAASURBVKqJH5noYcQweiT2dfaFQmKWyCWRgy2zL5eIbRUcARyQqhl5\nLhGlBttZDXdfo2K5aLZMtX8gcXck6x0HF9xSldxsEZsKe0NlndYZrYZc3T1HP/ExPB899bDkgIoW\n4pRDKkmMWjEpbIG4rCLVUuzmjm7/idjQmFcbYEAoG7hZBTe1cTOberaknU4xMw9rtaPrTsgzmZa0\npB3MkSY5G61GPhIJg5BQDQhsB9H8NFXvl8YcnIJDF+Jzjbijkeky4r6gFGSIBihlAdUQKUUF6S7H\nneXsSxKOrVOpVFHNlMNKQNnssC8fSESDVNFJFR1FPZDIKmsaTIoBlVJMxdxj1mKIc6K1xqbqsLWr\nOK0NZi+kMghp7LZ03DlHuxEl6cBM7VKoCj4Ws6CDsYw4bESChkkQGYiHnPIuoBWuOUoEypmFkadE\nmcljpqIoGYrtobUzjGqCW88QbEgtCb9usevW2LlV6pUN0UGHSYERBzTNFaIp0FA3NIMZ8szDDTIY\n60SBxFa32dgtokLDigKO/BFJLLGXZJKyRGrIpLbMwfr0xRYRKwKyXZAXClFssbmvUjSgfrRC7crY\n1QzB3SHM9ojeGsmok1sN9pbCXtNYJ3VGyyH1hy3WuYcZ+Vh4mEqEpcdYdoIhHVCcnMIRSB0Rtban\nWl8zaI6Qawlzq0GhigSiRZRqRJnOPlOp5mtq+ZpqvqEy39L3R5CJHIoSdW9NMRFYXrXw5z5+YuAb\nOolhUTIyquqWRJ2T1uAwEPCfm0QtnVRREFwoeTmGlSHaKYJ6YOWlpMuUnZdS0mQqZYtyrUEkm+yn\nAqXlFufqgVTSSCWdVNUQtYy4ZLCUWszYUjb22NUYrR2TeSL+1mJebhFUdOqNHLvnUev4tL01PW/K\nsX/PQVZYlZpkJQWvcHjyu+iTCN/ViRKNKNeRpYyyF9CMNxynAqFioCESUGYi6BhGhFFbYPViDu09\nbjWnMCViU8OtVti0GrixQ0tbEIcqPKaYtkvHmCGYAgdJph7METcB20AgHVv4kcraqPEkdEkEBSfe\nMSjGJLnAXhNI6gppVSGrSOSmADaIZZDLIBh/wR72T/5X6HoL69zBFG1SJOKXffZNh71YIq1I5EMQ\nihQ1jLHdHa3vFwz1MY3hhnBoEPYNlg8yq3uJy7s2UiZimyJ2S0JtKcRPKqeTW9qbOZtKhU3XYWM6\nOMYWyTiwMGp8MC7IDZHCEMlNkfvFkNVTjWRaouQmVCsbBt0Rp9klweRAeJUSfjwgVI4JhxKHYZt1\n2ORy94LUKzHzu5xE15wcrjkpbrArCScvdsRM6fg5xcuIoh1TCAnV6hrjIkRKM/a5ytpq8LA+4eO7\nl0Sx/qlEjHXsyMWKPYbRHUYcM0jGuMklXskh24i4scMf7n5LmkZkRkD2q4BMF5EHOqf9EUctDy8z\ncMsG7tCkoy6p1D2U/EC2+aQ4fN3EL5mMxw4PtyZ3twqqLSFcVBEucip6DFuf9uPPfPluQtBrERy3\nCY476Mmetd3ijf0r5rs+nedLOhcLOidLJtU2fsNAOM2x9S1HL+85rt9xkt3yYnFJ+3aBcpOSyPqn\nErF8zCxrsZpUuZ/0aM4vaHTXNDtrmp0VxmZHRVwyHJRZth3cTgfP6PA+6VCp61Q+03CUEnvDIXzW\nxy032BU2kaFzaClwEFDjmMp4R/t2RsNe0BiuCQZPBHUD9wHm9wpXj0dogoSlSVinEuKwRLYWeL5+\nz3D3yKZtsz6qsCnZdMwJkpmytircWUMOuvIfy4pVHsd9Nk8V0rGM0QxxlB3dxoSO8cD2MWd3VbD7\nWCANnrM/fsn2pMk6bPAhekkWlZjGPY6zW0644US5RevkDL4I+EZbMBQLpJchYt1HF1UazgLzKEAM\ncyLVYFG0uRufcb084xCVSCKFLJIwDhHlxOfscEMRShz7j2z5gG+USXciyw9tpvMuaeST1n0O/8kn\nreioRyonRyN6dkDwUsc3dIK+QcNeYVYC5E1GJokkLZVANthKZaZji4ePOlcfS2zaNslFl/25hnwA\ntiH98U8I1xP8YYvgqEUwbKKGCfNpl++mf824OKV1sqR9sqJxvOFJ77Ctl0kHAlbTZXj2wLl9xXly\nxfnohs7NDP0mJisrbJ0ao8oxcaCyenC4v+/S2k5pLVe0tivawQJ551Ex1gwvTFZGHb/Xwbe6jCSH\nWi+j+nWGoufEtWO8oyFruccqbhGIFomlIjQKtDDE+bCm8+cxWnVPa7DgZPBAoOmEo4ynscHH0QsM\nWcRURKzPRfJURQpSvgj+zNn+mo1VZnNaZi2WadlzZDtlZ5cRzIJY+5Q0mqgqMPvLAPuN9zU1vUn7\n3KY1KCPIGftan321SiKopI5EUYBgZ6i3EZXLHa3LBUeHJ9KvZFJRJqkqfPvQ5fK7Lt9+2yKuONhf\nm5TPTOqNgpPikZPNLSfxA5NOm9F5j9GzHllVQJQTFnKNUFHJZIlclsgUibvsiNVjjf2khKIkVHsb\n+tGIi+wS9yli90PI7p8j9t2E5VdtUknAFZqkbomZ2+W994rfxP+KdEjoFiNsJ+H0+Q6rVXB62ONV\nY7xagseBWm2DefFpw87e1ViHdR7WJ1w9viD15P/3HHt3WK7PcHdPR5mR1TWyukZQrvDT5nPe3H3O\nT+5nHPo58kWA/KVPpbtlYC3oW4+09T8zKzeZD5vM/CbtcIEd+pSCA/lGItR1NkWFZanKeOXw+LPB\n3b8qlBoCYu4gNRRaio+wdek8Tqi9c9noZ2xePGd9FhEpVdZ2k7nd5d025fTsltOzW7yTW6ZpC//U\nQAhzKvKWYfWBL6pveJ2/pbOY03q3pPRtyl7W2TQajBrHXOen3D/00R92WOMNvxr+mV8d/cir4Yqh\nFDEUFMKBwkxt8n3X4Af9Ge8PL+nWNHqvVdShwl62CO0+XrmBm9skhs6hJUMJ1Os99t2W1uWUgT4i\n/0ohF0oEos53112uvu/y3fddhCMb6ysT85VJS484vX7gxeEDvd2EcbvL41GP8VEXzYyQlANrxfk0\n0JK1T3G+kvH/EHcnv7Lk2WHfvzFPGZmR83Az7/TuffeNNXV1k2rKhC1DtgH7T9DG+g8IaifttRAg\ngCtya0DwQl6KlgEvbEkUm91V1TW9qnrDfXfOm3lzzsjIiIw5vHgNwgsSNggIDOBsAji7gw9ORPxO\nHO6We6xWDulPMmo7ptJw6Rw/sG9fYt/uKH0VYP1qR/wyZx01yG1YBE2yQGWy6/E+OuHz9AsEIaUh\nP2C0cwaaj9qfsxFi4uqWuLoBUaNRmWMNfAQpZ+cbzKIWV8NHnAdnZK5EvhER3JyD8JbyzuMovMLW\ntyRlnaSiszCbvNq84NXsBT9EL5AOtsgHW+SfbanUN7Rsl4F9h6VesDBrLPaqLF/UaHgLSpst8jIl\njyQiRWNbLrHSKkxGJW6/Nnj/K5XFY4VI1Ig6NRx8WK/ZG47oXPgsGycsaicsXzxil9lMJx2GkwOM\nbMdB75qDvRv2e7eM6m3cfol0LeBYHv32LR+Vv+NZ9CON4ZLGNwuM34RkTYV1t8awe8BsV+XmsoNx\nuaaxmPBz93sqvkc7mtFMcwamgn+iMKzs8cNeiR9LJnfyPlk3Q9Fz7MOCUBrg6X0WUo9F1CSRFNKS\nClmB/n6Hc76g835IteVSvFQpCo1V2ebb13u8f9Xj21c9zBcG1ksD86VJlxXH9ze8uH9FbbNi2Oky\nbHcYtru09BmymuCqZQLFZCPbeJKNL1nAX/z9gH05PiEqa2hNcKoZmhpAYiIkIK4DRAQER0ZwFIRV\nhhjkSOcF6jrBsgPkfoqUpLxdG0SjDvfnNu5ek9JHVUqNKv5RwsH8jv7tHb8v/prL8gFG3yd7WrBq\nVIlylXHRocgFRHJECsQiZytbEBeU1h6WEOAs1ziuS9ndUEw90psNyTsPPeyidjxkLyHVVWZFi6nc\nRtJSGuKUk+wd2U6hYvt0Oz7VfoYnJIwTkYdYIl3KSMKOrFGwq+tsHyw2FyU2dzbunU0eSB/Cl0hX\nMuIyw1gG1OwFmpyjtzKissXtcoA7r/DD9UcUVoFtr7GfrdEOb7CSCfvJPWfJW66dQ5R6QiqpGA8x\nxbXIdmqxDCuszTKbqs02s/BdhWAI4U8xSU9leWJi7gwoDMrxisrunrJ3zjSPUEo6ebdOZDmsxAYT\nuctuZRJ3TUQnx9I3BKqG1EqoyCtMArrpPb30lr3FDdYkQrjP8a9tPKWMH9gEQYlNUWE1NMiHdcTR\njq485SP1Nba6pVFdklsiRUugamdcOzFRXuJ2to9kZdjdmPQkpMgV8p1FFghk64QiV8DOEUo5wl2O\nuMwRf8jQ1RC97KH3U+KGzNuFyfZuj6t3dTKziSVXMPsVUmfBiX/B4fSan8nf8LZ6gnoQkj4TiU2V\nMNd5yNsIRUEiKKTIJLlKkBtIXkZ5tMHJVpRnGyzXx7R84uma9HZN9maNVT5C33dRdjFBrjGR2jxo\nHUZml6oy5yC/JI5U9FJG2w5wDnO8IsZNYtZJRODqyGJAVv/wkXY7KuHdlNiMbNxJmdyTyLcS4jYn\n8VWkIMfytzQbMxQ1R+lmTO0OF+NHLGcNvht/it1wKddWlD9eUarfYMdzBsmQZjblvtpHafTJJAXl\nIiH1ZTbTErlS4FkldjWDSNUI5xLBTYH/Y4Kg6EzODMRIIVJXNJM5jfAWJ7hmLCcoVZV8v0oglpnb\nbcaVPsQQVk2EaoGu+wQNDdFJKacuDXFKWxrTS+7oukOMcYx4kxGem+w8kzD+sNvUDSusHnSySZ3x\nqsKgMiKtSDgVF92OyCsieVfErGgMnZg4N5m4LQw9oHqwIz8JyLc10rVFvJaJd5ADhZ4jyiC9TZHG\nKdK3CaWuh2mnmHspK9Hm7czGvT3k7dse5sDGtEpYJyVk4Ypn+RtON+ecRJc4jROUo4j4REUTEsLc\n4CFvAcLvJlRNQsH4Wz39Lw42/xHU/Rj7ZENTm2GlC5ThBG2ooU9NVq0Dlq0DotY+a6q8Lc7Q8pSH\noktbeqCjPtA0J2j7sPdZwMfagm29QHvsoTkrGlJC255QavtwWOBbJSbbDhcXj5ndNclDgTwUkeOU\nXj6iW4zo5WM64zn7q3ueWOckkoLpbxld9FkGDpG/IRpsiP7bDV63h/lY5qA3pK6kRE9VIlEj74rU\n9heUxC3qZYrgQVGTSKsKgaAxG2pc3+tcDA22rTpeW2TTLrGljOR5HI++Rr6bENQcgp5DUHOQNxmj\n9YC/Wv0h18ZjnMGG6r6LVIeR2cGr2OR1gcqJy377hn39moPgksPhJc3hCG2yJS2LrCsVhuUBq2mN\n7YXJ+LJOK5pgxwGlzKdTzHgShWi1Da0XM/x2FXp1CrPGQjNhf4Py+RZL3rE77eM295hGe8zyFl5c\nJhY1RDHHnHjUJ1P2vr2mVpvRaMw4atySIGDM19zOa0znH2FuCqxKgfkPclZCHV0O+Jn0FYf5BZ6u\n4e1p7EKJVnOO0kwImgYzq0aoG+x0nZHQ5WHbwntrkW9B3k8wDgMqB2uKKCa52cDNLcbawWsP2LT7\neO0BrlHmnX6GqsUMtUM65pR2aYpZ9VAeSXSTmBflNcVRinm8wijpDKQVXf0By95SVAS8rMx40uNc\nOCMoTKRdhrTLMBOfljCjKc5osKBxueYgvOdJ+5zcEdCjkLvbQ8Z+g5gV8emKWF0RPd7HeiwyqA2p\nmyHxU5UYFfPRjupghR1uMV5F0CjIazJpPSNNCuZDiduhzmRms6jBvGYxq7WYyXWMYMnz8RfUFrcE\nThm/XSEsWxBm3OwG/EX4hzTKC8qdLeXOlq1mMy612VoWlMDprTioXLEvX7Ln3tK5v6MxvENb7Uid\nHmvHZuT0yS8ldu81Ju+rtJQpZdWjYm7pZAueSAlKf0vr8yXR4zpFt0FhNAk0m+jIIfu9BkV1R3DW\nZWn3Ga8HzLI2nlsm8RV0f4e1cGnkY/r5e3Tbp1WecmJfIqUx6mbLuddl7JroqwKjm6P/45yZ2cYp\nrfmD0q9YpTYbS8UbaIhxRLO7ROvERB2F0NAIVJNAM7nKBjws6qxvdcIE8n6G1I8w+juq7ojOZURy\nMcIKmgSdNn6nTVSvs3Yc3pafIdg5g/I9ncqMrjMja+dITxWacsKTpkvp4y2lAwlblziJh3TEMaYY\nkCHhrh3ubwe83T1FijJ0P0QPQuxsS1VeUZdX2NLd3zPYL2PK2oZmb4aT3KFdpehfJ+ivBaSXnxG9\n1HCrPVZUeVs8wS3q3HLAM+lHnqk/YJge+j7s6TvivQWhESH2dKSKji0ltOwJVmuL4IMvlphsu1y8\nP2UU9Sg2UGwErG1ALV/jZB5n2TlZIeNj41slZkqTW3/A7cWA0biNWNog9l3EJxvUmoDRlHEaQ3Jp\nzlYq4TVswic6tWRBKfFRL1NED/JUJNEVfEljdqtz/bXOj7812HwssvnYxm210UiQvA3H99/QGb5i\nWR2w2uuzfDlADAru3QGTdRdHWdNtj+m1RpTKW8blDpu6Td4WKXc37Hdu+Fj/lmP/nNrVjNrXU7Qf\nPZKewHrP4b63Tz4rGJ/XeXs+oBfd8yx7zzPhnK40RY9dWnWNx881xs0+tz2NO6vHXHVQ9reYckC2\nF7Gz+rjlPtO4z3zXJowNYkFFEyLMhy218ZTewzVSXyA5tYhPLJaUuTl3uHlfZXx/iNGXMfoKxnOZ\nWupR95b8bPtbhDTnoV/nwWiwMCu0rAWqleBbBr5m4MoV1nKF++0eD9Mm2zcW+U8g/yzBlAKcjou0\nWcJlhvJVhjkymX7yMYIG0WEd16zwTn/CSqtzqx3xxHjDE+s1PecO5ZFEpxzx/GiNWN2i9wSMErQy\nl47+QMn2yZ3fgT3d4/3qCa5fRlzlCOucRrDAlnY44gXPpDfsJ/f4SYlt22ZsdriJ9rm5OWC+cpDV\nFdLpCvn5ErFpYrUE7NqQOF3hYxHULZRlirP7ALb5fUTWF0iPFWIrJdnB4lLm4muNy3Ob+UuL2UdN\npv0cRY4x/SXPxg8cuTqL9h6LRz1WTzsIUc5tvM991KVmrGiVZ7QrU3JB4sFq4Vml34G95rByxSfy\nN3SWN5jnS6yvFyS3Iskgx+3b3A8GrC/LPFxUeXve51C75bn5jufld7TlBYq4pbm35LGqMeofcN/T\nGRkdAsMmOq6S6nXy45id2WVl7jFaD1hFTXZbk8RXsdYepcmG+nRMf3pB62BKfHBJdGAzCyoMbxze\n33RZeadoPQl9T0L/XKKerWjGC06SC2JkxoMGD3KdnaLStFdodkRky/iKxVKqs5RqXC8GPNzVcV8b\nREPIP8uQhBi9vUNwlySXI+Qvc0pBjcUnz1jUn7OuGriOw9vKM6blDofla86cc+LqO+z2GllWaDUT\nzs5cKp2Yci+iYkT04ykd4QFL8skKibXrcB8OePfwlHwtIi9S5EXKXnLPC+0HHmlXnKjv/57BzmPs\nnkfj5Yymcot+tcL49Rr9VxFRrLGu7iGeJayKGm5R413+hC6nhJKCpbnsWddo+wJ7ewHlfE4ibMgl\nmVySUJOUdmlCqb1FoMCfl5jMO1zMT7md78NMgDk4qzVP07c4qcdZ+h6js6PoixR9gXPtFHdTYTTu\n85fpL7E+cyk9cbE+c+nYYxzxnoE0RCdk2ayxfFxnk9jU3iwovfZRrlLEjUChSyRNhUBWmd5oXH+p\n8+P/YeAmNuumzOpjmV7xQGfzhuPRG6zhktHLp4z3njL6RcIoHjDaDLh3B2hixKPKOx5VzmkaE0b1\nLpu2Tb4nUrY3HDRu+Vj/lhP3DfJViPzrHelfQPpYYP24wnAzwF2YiG8HiG99BtENuhDxWLmiq01p\nKwJ5TSBvw5t6Tt7rcWvpLLQW1iDA6UVkWcLO67Pe9Jlu9lgGDYpYoBAEDDH4APa3U/a+uab8ZIcW\nimiawBU9Jq8+4+bLR/zlxXP0/878MKX6S5Of7X5g73bIz+6+opnMudw/4GJwyM1en7awQBETfMEg\nEAymtJgKLYbjPR6CJt4bi+L/FJCFBLPtU3npYnhD1Isl1q8XlC4kRF0gPKiz1k9ZG2WWep3X2gv2\ntVsiQ8Mo+ZSqa5SyROcowsxWyFKGLkboUkRl69HW5r/rsEW8TZnxco9z74zFtIbwADxA37vjsXxB\nVfJ4Kr+l6IoUXYG8J/Cd/AmzqMXdzSGvjBfYz5eUT5fYz5c05CV1aUlDuqcoRNxGhfWZg7CF6vcr\n7O+3mK8ikp1IbClIPZXEL5hfSlz+lc53X9nMBJ3ZwGBi6hzI1xwGP3I4/gnNDxlqjxmePOb+DwPu\nkz1ukn3ukx4VacOBesOhco2eRDxYHzrsoiRQ7a04qlzxqfw1rc0t6XlI9pc7lj/aJE9z1k/LjJI+\n6WUX8f0A8XzLU/0tJdvnafU9HWtBS4Z8TyA7EPihLvNVs8ODIbG1ftdh7zcokpxg3mW52GM838fz\nyxSRQBEKyKsU671L48cxgzcXaJ8I6DsRXRf4YX3C9Puf8/7bp3znnaH99zra5xraP9b4r1Z/xen0\ngl9O/xJFTrhoHfG+ecisWqcpLtGEiFBUWGPzIDS5Z4+r6Hcd9tcG4dcFOSlSJ8b4aIfhjpEuZ1hf\nzrD9ClotJn9us6v1WTsO00qH2Da4L58TVwy0asigUyC1FJpZgpy7ONKaqrSmJq2pb1Y0xCWmGJAU\nKq5b5T4c8DZ8RjxS4R6EYUEQ2TyyrqmZLk/1d39/YP+jzv9FzVyghgn3owELXWenLAgPl/ipT3FW\nx+wUtIw5u1pG8kgldTUUN0KrRujrCPO7EMoCYqVALuesQ5PF2GSx0Eg8DVdqsZINFq0Gy22F0m7N\n89F3NLwHdqrJbt9EOUzJM4FR1uHb7CNKjS1qJ0FtxzwILRbTGp5UIvFVDDOibc7omXe0ohHN+ZjG\nYgQRrEoGu5LCwmhyNTtEGUUENzKO76LWYtR2TL204UhTCLo50vMQ/cBBrzkUapXY1in2NaRPVJSG\nSnpg4+k1Zm6bRdTE3Tr42xJSkqIsImyWdLijAErFlh4PNFYTpFXEzfsu3kpB8hKkTkLxi4JNt0qj\nt+QX1S9ZyyV2uUBQEmlkK8qHW/SDEKGRkWg6oaZ/GI8VqqwWNuuZxkaRCBsSaV1CaIgYszW10QW9\nqxg9aRA7DlGlgtoU8Kplru0TvjT+gLaxoG5tqFc2hKqBeCRhRTmNeoz9JKbcc7Etgf30ljZTKvEG\nJUiIljpLpcltdoQb1piGXe5CF1WIEeWMkuJz6N6iLDIcccNeZ0zdWCLEIjfTI6SdTWLPiB9PCasZ\nnDjoDXDkNbtaRvzIIHJByhI0I8Z82FH+zkeu5OhOQqkSsvVktnOJyUJF3jrMcpWJ5FDeS/FSi8Z8\nxucPX7GMqgRlg6BsUhZcUklgLLZ4Jb9AbibIrRSlmTJJmqyWDtuVRZrLWOKOrjpjz7yhvF5gzz/E\njhIbWya0mwR5hcvFIdpkRzSUsC0Pox9grnc0Co/j8pztEZhJjHZYQ6/VEBUNwRGQjwTUn4HsS8R7\nFq5U52G+xzxusYprbOMKZrxDSUIqyYJ6vEAMM5zow8+hBotrcl/g/OYR9/M6eRSRD2J2pkK6b9If\njPmD2q/YxgpBIRGURGrKhtJxgNZMEMycRNcJDZ1Q11hmFRYPJss7BU+TqNYVgoZGbGuoO4/q/QX9\n85SNUCeuVIjLZVQxxJs6XFbPMO0tjYpH3dnSqG/YWSaFr6Ah4OwSyo93VDopFTNjf31LK5xSXnnE\nhcouM1jELW43++zCEouw+eFosZxTKCJldcvRwy2yF1HRVkxbNaqGT5boXCweI2QOeaNK/sImTTSK\n4wpyTUKXQoq6RPpIofALRD1HI8a+8qmFa1QnoeQEVB2XeJnhL3JWC4ORL1ELbepWG7GvEj5odL0x\nv5z9Cq8oETRNgqpBRVyR6iITvclb9RS+/ZsnZ/6Lg/0/Pv7f2dRsVqnD5fCE0D5BMBeIL5fw2CU9\n6GIdSnStCWEjIHxiEJom1eWSirCmvPCwfx0gHRRIBzmSkbF2JZbnFuc/mSzmFp2jCp3DjPZhRnyv\nUt1N+MXDik1eYXHYZHHYJOiWyPOCm2LANjcolzbY5S122WMeN5noLQLJRFzl1Owlx9olT8UfcJYP\nGG8WGD8t2XoWWbeP2ysxavbJbgWWtyWubjochHcct2457t7SZkVWinFONhypM9ZP+7g9EVerkAsK\n+alJIZXJ5rCtt5mpfW7HR6zDGp5fIfVllE1M2V3RXg853L2lVZ9yUr/Er9fYbjW8hcKPi1PS6DGy\nkaM8ylCeZ+hGTteYcGSM8JoWs26F2a6CLgS0qkvM6o6iCr5qslSrLNUat4suDzcVltcq2x2Ezwuy\nZzliPae0ntK+XJN//Y6K1MI7O2ZTPyKpN1i3arxuvmTZaHDQvOOgecth446oIoGiUW2mHK1d6sc+\n9T2fuhLwKLuhEz9g7HYkrsoqq3Hn7fNm9BxjtcNY7zBWO7riiEPjhkPjmkqxpjd/4NS4YP3YYVGr\ns8gavH14SibFKI0JyudTyHakx120rkJVWqPXU3aPI0I9xnY3lDOX6q1LbeRiHIVYxwG7kka4KLN4\n7fD+pxK7nUFzAI0B1PoC2UKmlwzpzCesDIdpv86s3yCtyWQi3IgDdqKGYe8wSwGGveN6c8hMarCL\nDJQ4oS4uOBIuecYrlOka6ScX6SeXedEm77fZ7plMrT0Y56zHFlejLo+cax7NrzhZXdO2XZ62Usof\n+Tzqrdk83sPrCGxkC7maIz6VEDSdxDPYVJs85AOurh+xCctsQpsk1FE2KZX1ms7qlv34hm55TGC/\nJyg7eEsDb6PztfcJKQWiHiM+S5DNBKuScVS55UXlmkWlzLRTZXrm0BTnNCouuhNRlEV802RpVFma\nDnejNuPrMtMrlZ0g0ngm4z9TiS0FfTWndeWRffsO1+myfXyANziAhsly1eCnxSfMll32e0MOfhcr\nwaGwdSr9Pf+cDQAAIABJREFUjH6yoX28pNNZ0xZWnIYXtN0J6kOEF9ks1w1uZ4e8Vp8xXG0orTxK\nK4++fs/AumO/NKQf3dPzxpw6NqtTh3mtzSzv8NP8GKlYow/GGMaITIL0uIPY1NGFkKIhUpwJFJaA\ntfGohC61N0taV3PKxx7RsUpY0rgalxm9KXP1ukohalR7IrWeiN2QKHYih+MrDlY3zKs15oMG004d\n1Y7JFLiV9whlBf6Xvyew/6fTP+d7/SP+Kvl9Lu9PGTtNSu0FpeM5VnOFahWYZoFjTYnUDVurhL9f\nwpm5VM5dyucepYsAMcwRjRSxl4Krs3gn8O4/G1zf12n/oUa7o9NuavS1O/rhNYPxNYmhclc55O7F\nEeNP9ggKk2sG/FSc4chrGsqCujwn2JR4EJv4uYkoZtTKS471Sz4TvsFYTsnebEn/45Zk3iY9S9g8\nKTE+7rO8s7m67aDfnvBR/CNqN+FockfHXFGxNxydyuwOZN61Bd51KrxVczJdpTg1KLplMl9m67WZ\ne33uRofsdibpTiENFJRZjH2zon095Gj5FulMQTpTkVSVV+PH/ObtS358d8JI7qD+HNQXBdZHCZ9G\nP3AcveKT8BVb2eRaG3Ct98kUkZa0xJRCclFgqxjMlDpDZY9bt8vDyGH5Gw1vAmEGWa1AfFpgrybk\nly76V2sqVodZfYPyQmLVNlm1aiybDV43PuZx4y1e4xVCU0BvBwhNldppSpG4dK0pXWtCV5nSyWe0\n4zn6bsd6XWO1qXMnHvCG50jjDxOq0jjjhfSKVnlBvbzizHpHrP/uzPNjlV87v89fZW3ePTzDd1Qq\nzQnOyQSr4pJZGpolI0tr9HqMakQog5jy0KXy2sV57VJ7WBPFCpGtEO0r3C9F5q8dfvqPJWZRg/o/\ntGjsm7T6KicXl5ymF5zML3F7Fa56+1z94oDJoyYJKjdCn/fCMWV589cxfWgzjRqEKx05T6mLC47F\nKz7lW5KZR/SDT/h/b9kWOfmzp3iBwbjVYzWyuB510ceP+b3G1xiLHaera9qmS7m15chZ4OUGl3W4\nqFtcyg3kWo6oSQgDnXijsVm3eHA/gJ3uFJJA/lBPk5Ty/YrO8I6T+CekRyrSsYJkqHwx+pTfXH7K\n1xcfs2pUUH6Roj5PqJ6t+YxXHPMDnxWvuBfaXLHPBQeYxY56tsbIInJEfMtiZtW5t7rc3bY+gP0X\nCkkm4iLjt1TiAwVtNad1tcT6Zsnq4JDF4GMWjoBXP2S1qDOdd8kWMs96P7Lt/UTR/fBqKO/rlMMM\nqXA5tO45tD6MgbejOa31Am0SE280lkaDW/2Q18JzlPsEeRQj3yf8vPQVjdqKZm1B3xoSKwpxRcZr\n2fxV9ZeMi2Nez14ilXbUB/fUz9poZkhqOYil/xfYlkAxAOvCo/K9S/3tirY3J41FElskPZAYPewz\n/77Md/+pyrZcp/YHJaqnJdqDgrPxOWfFe85W54w6Ha6P97n6/MPuy0wQuBP3uBP2gP/17w52lmV8\n/vnn9Pt9/t2/+3d4nsc/+Sf/hG+++YbPPvuMf/Nv/g2lUulvzK0+XqJEMVGgM1s3mRZdxG5BuRli\nn3gYvoex9TAWHr5UptBbRGWVNJPxKDFZNLk530dqpEj7CVoYY6UBVhZQyn0MSiDrBJrBwnLolEeU\nqh57zTsSQ8Wvl5lVu+RliU1RZpY3meUt2ukY4hwz2CBuYirJij15iGnuaMcTzFlIKsns7kyipUAU\nK3jYFAhYbGkyI9EykrLEqlHBdcrEqoqc5lhJiGrIWNWM1MgYCSlClBPcCQiawtYyCFo2QiGTvRcR\nRjuUizk5FrKsI8s6ihiTxRL+psR6XqXSj7DykLLuYmp7ZLLEWnCYKU3saoy9F2Od+ljTHe3plEeb\nC1ZU2Vg2Y6uLq5qsdzXu/R5imLHWHFy9TKpJqJuEiruhu56gr7eYmx2JrzHdtcmzlELcYGo+sbHB\nt3w0a4dkp2ybFtt+GW9eodz02JduSVyVsr6hamwR6jOqWkApWGFtV+RTD3+as9yZZFoL12wQ+AbK\nJqW2XROvPmyvDnOdUDKI0UiRKWRQKglqPcGqBchZRpiazKYtdoWGXo+ROltK7S34OwrPg4cUV6uT\nGU1CRyPxFLzUZjppcf9+D7UXorohVupj51vMIkAvIiQxI9MkfMtkXTERqjnV+oqjxhWLRg23VmJU\n7ZBWFNa5wyqrss4dOtmYTiigpT7KJqIaLRgIt8SiRjOYo01iIt0gGmUErsAuFQklHZGcEltqwpLE\nyAmrGl6ngVspE0sqYlhgxjGqKWHVc0xdZJomCH5K4OYouszWMvA6FdKyShKIsNqhvl8giRqyqJFJ\nOnKRkoUyW89mE1WoJBEleUfZXqMZIZGiMRVarHSHcs2nPNiiHLtU1lt66zEn63MELWNlVlGMgjg1\nWLl1hu4e6U5iXa7gxSXyXETzYiruho47Jcw1FD/Fj0o8pF1EIUZQF9jWhrTkEtgBSjkmrwps2zbu\nXo3NxqHurOgXQ9KljFrE1IwNNGUiSaWxm2KsV2TjLdsHAXFnE6sqE7VFGOtou5hq7BKvZZKdRFho\nBBgkKBQISGqO7sRoToJoi0gIBGGJ6V0bveNjl32U7hrLjhH9AGmVoNyvEY06mVknaqgkE5VNVGY6\nalOfrdAPfIxtgIWLhY9OiERKIQtEhsq2bGHVcpRaQqM246T6HrGasq7aKNUucVn7cNw2t9hl5t9q\n8f8vsP/kT/6EZ8+e4XkeAH/6p3/K/v4+//bf/lv++I//mD/7sz/jn/2zf/Y35v74+AnX833mDzVi\nT0MLYhrRnOP0kqPsHMZbhMstXG7JzT50SvgdnXXU4PVsRzjXGM1b9Nf39Df3DPwhbdXj2cEU+fcS\njjZb0hcdklZCKkgYzRDlRY4gSkS5xbLdYOjvc3l+wiYp48U2fmIj+GMq2xX97TXlyKPHiMfFe7ZU\nER9S3InDr7/7A4o4JFd25J/uyDUBsatx2rvkqDVnrVisaybuocmePqXa3KBWYjJBYqtYbM0Snm0x\nHNe5H1mMRjJyKcc6Migf21ACdbmgff09T78bsm21CQYdgl4H1YlZpG2+jz9nabToHszoDmZ09+Ys\n7DpJScfcy2gra7rP5nQac/byKY8372iOZsiXKTvJYF5uclM5YiR2ma7aXK0OaaxnOGUXp7yhU55h\nL1zqyZTD9i0L2yGsV9iJDq/cAzSziX5aRxerhKZNfNYhrZYoZAHqBcKjDFmKMTMfx3Vp/XZGtzym\n2l8T7Jn4dYPlrcTkRuL1bRtdEKmYApWWgOhoZEOR0/AdLX/C2nFYdSuszQpNY0JmwL3RpTALsAuE\nElCC20mf5cQhmStoRUS9teAwvqYXXxPfRUSXEfFVRNo4YdPTCXt7TFYdflo/I15rjNwOg+0t++EN\n+8ktjYrP2dmCvBCZ5BHFs4CiESGJZezWBu1piEBOoBvMrSY38yMuwlP82MKPLHaxSTt4oBKs2Q8u\nkULox/es43MCwUacpMzcFv/pzX9NtgvIygHpLwPSkobWl3m8d8Ghs2AjGmyqBt6BSbuyoNz0UcSU\ndCex1Sy2kslaKTN8qHJ3a3EzlHEaOtJxBfkoQc0z5MWK7vW3pD8N2fVbBP0Wu34LpZ4w1Xt8q/8e\nk3BA53RO53hBe3/OVG0S1g3Uw5RGdUX/bES/es9hesfJ7IL69RLxuiAwTOZ2ixv7GC+2mM0aXM0G\nNDdTnIaL09zQa4wxHtbUpSmHgzJL1SFoNvCVBj9FR5RqJewXFiXVJGx12J30COwqgWwSORrpQEQo\ncrRiR2W4pj2cUKpuaewt8fdKbC2dzV3B6E7jzfCAkixiqyL2I5F8ZyAuUp4vfmAQ37HulFnvl1kr\nZRrWlNyCh1KT1PqwhSozJXzVYvjQxX0ok00kjF1I3Voy6NxRlcZsr3O8yxzvFuifEQxk4n6bidfl\nR/8Fia9zvxuwH18xKK7Zl65xOjGPPnIJlDFuKUE48xGrPmVZoNpYYpzsEJICv2oxo83V3SOGkz5h\nqBOFGnGk/t3BHg6H/Pt//+/55//8n/Ov//W/BuCLL77gX/yLf4GmafzTf/pP+Zf/8l/+rfk/nZ1x\nre6z8GpEqYrqfwD7KLvkZf494dgn/NZn92ufrVNQPN0niHSWcu+vsf5xccIvVl8jbzIOgnva1gb5\nIKbluCyyFZNWwrQlMhNMjFaIImYIHYloa7EKm9wH+1wtT4h2KvFOI96pCIuC8nzN3vyaPeGevG2S\ntQ0ix+bN5Iw3kzPeTs+IOgLSSYD02Q6nt+KwdM9x6ZK+NWFU73B/2GG07bCXzKgWHlqRkIkfCmFm\n1piVGwzP69y/LTH6UkZ1cuxYp1qzUfUUdbmkfT3E/H7H+vkjVoMzVt2YWHCYJy2WUYP3+nMeHVzy\naP+CXf+CedYg6ekYTzM60ppH9VtOGpc8Kq7oeZMPYL9LCQuDhd3kpnzEeXGCMd5ijLdYDx6fNF7x\nceMVZ4336GLAYaLht3RmSp1X9U/4QTzgh/UnVIwW9dMa9UGV1JCJ6x2yWolcEqFeIEopUi3GuA6o\nXKxpXczpq2OSjxQSWcbXdb65aTH5bYdvfttC6JapfGRSPrJoaAm98IHHD29pBTPuuz2GJ13uT3qI\ndkYmw1DpsJTLCCoIaoGgFNymfVYPDslMxso86ps5B/ENx/FrvLuA7W93eL8O8I5lhOd7hILGxnOI\nVyrjdZtz95ifb79EC0MOklsalYCzsznVdsRcCHDrEW4jZSdGlJsbtGchND5MFc6jJrfzQy6Hj0l8\nhcRXSAOJYiVSWa05WF3iaB5p3SCrG7hG/UM9rc94uz6DgxDpOED62KfaWtOzZxzZF1Q0n4nTZHrQ\nZOI16MQLyomPkqakocw2N1nINR6UGsO5w+0rk5svZDZHOkruoDZEHGWLvFzRvR5S+SnEtU5Zn56y\nfnRCsrOY6l2mepd3O5/j0ysOj6/ZHlwzbTQID3VUP8XSXY7r1zytvuZx8p7e7IH6+QLxm5ydZTGr\nNrmpHvEQNbkeDjCHLrXlnI97P/Jp7wf2eg/00pxDWWW7r3Ff6vGq8SmvlMe8i5/Qqlt0XpiIBwah\nVSOod/H/GmyVLJPAyNEvd1Qu17QuJjTqC9KXKpmksKpafHfe5s13Lb77to15ZlF6bmI/tWilPnvv\nR7zY/kAFl/tOl9F+h/tBh7KxIVcKHtQma6VMoigkskKQW9xveribMtk7ET0LqXUW9MMhLeGC9VXI\n+jch629Sgo9lFmGHxFSZbrskW53xdo/L4JjPky+Qi4ieNKTSjTlWXYw9gY0aEtZ9dlUfWZaoNlYY\nJzsoFQShxTRuc3V3ws3ugGwjkXoSmS/93cH+oz/6I/7Vv/pXbDabv7735Zdf8uTJEwCePHnCF198\n8bfmX7f3ma3q7DQdKUsx4x2NcE4vHHEQ3OA++LjvAqSvAtRmC0ENSaoSm1IFd2tSBF2EKMYOtxzv\nbhC2UC8HON2AwyOBjerxFgORMptdA8lKKMoC6anGblpi885h/q7B5KZJsRMpQhF2IuJDgTn0qd7P\n2dNvMZ8VGKWcrG6wcGt8cfkLvnn9M8JPVYyXHsbLLYdPr3icjXiUXfPz/Eve104pCaeIgkBt46FN\nE7KZzDYycAubpeQw1eosvRLra5nNVxlqA9yeyvK5jdFKkbczatMrmrdXzAcumiwhtKvMDJtF0GQR\ntIhUA7/nUDREjIqPp9uIoogjBajE7GdDTvL3PA7eUlqHmNOQZCizTUusrSozq80wGVDcZRR3Odwn\nlDseZ51zqt01ndoUHCi6ApNKi4fyKbuswtv5Uzq1MsVAx6ypCGpKnjmQSYhxhGjKiKaM1E1Q3Bh9\nE2G+2lEpPCQzQ+xlhB2ZNxMN912Xt1/VSJ63sM/q2M0ax1WX3njMsXrJz9OveOecUHl0gvKLkLVT\nISpUhkWPDAm5SJHJkElZ3NSIMhV1HWMXHnV3Sduf0PPvWY22KG+28BsPIxggl7bkXdjEFdydzXUy\nwE4PKScuj6ILhBCqzg7TyeipASsxYpiJDDOZaSig2QFYGcmBjH9vsn5fYXbXZDJqU/gChS8i+MBU\nwJgG1CczevUH9Cc5erVgpTYZbzosLpt88f73Uc0d1qce5uceYu89p9mUR9kVR8UVV9UjLOEIQRQo\nP/gow4xkqOAn5odt2nmFBVUWS5PluczqNzn5VsIelDADjcISMbYTmvNztPsbpi+3GJaANLCZ5kdM\npC5TqUvhi/gDh7Qto1Z3ePUSiGBLPo1iziC/5TR/x+nqHdYsRLuNCN9pbK0S61qVea3FcNenuEnI\nbxPs+Yqqu+al/5pmuKDk+BQlgaIBF07CsPqMbV7l3D0jLcnoLYFqCVJM0tQhyTSSRCAzoGgX4BTI\nwwT9IcT6ckutsUQxPkxpLmWLN/cGi9d7fP+bDrpVx3pZpXRQ5Zkw5HBzzdn9G56I73jXfMS7s0fI\nn0SkikxUKIyKDgUiGRIpMtFOZyVVSD0Z/TaipG9xFmsa/pxW+oB8v0H6aQO/CbGUA5SGR3EEbuSw\nThwui2Pu2cMu1uznV2SZSLmaoNY82mcxbhGyyGIWWUycqBilLeJ+StJS8W9LrK6rTIctHqYdClek\n2Hyoqb8T2H/+539Oq9Xi008/5T/8h//w1/eLovj/cv6vrzf/8/9GuDPBL/HS+RnNvRdU5h6jV322\nI4to7hO2A6L/xmfTaGOewOOD93QNj91OIdQUop5E83BBqeIjuRmpKrFzNHaKxjwtM3qwuZmYXEwU\nopZN1muR98CPLZTlkv3b35JdzYiqHx73o6qD2MkZtQZ82f6HjJQj6o831E43aHsZE7WJXzUQBinO\nI4/e8ZBu6Z5HuwtOJhc0Hpaos4zINFiYLW7NY8brCHdcZjhq0whnaL0EtZsy6I3IXR/LXNI9eSBo\n2khtm8Cscq1UKfUFSj8TKQkSu7NDNv09llKLdV4l0C3SuoKYFBihT/Xtgu7NkGZNod5Y0G/cEwsS\nynzD9cxmtDjD2haU9ALrk4Jl2EKLd3wW/5Z+fMf2UGfb1fFjjUZ1AVWYV2vEJYXUkkkshancYrxp\n492VKH4S0I8inJM1HWuMEnlYYxVrpGK5FsvmPnljH79pMU1a/JC8QE5y7oQDmsKEljzFMl1KBxmH\nP9vyuTol3k9RT3w026WnbmlU5xiDAHyBrW3z4Pd4//4xK7lKEsmkkYKaxPSye+r5jF42onG/ZrC+\n50npPYKWY6xCbl4fMR3VCEOP8NBj9z94+EcH2I8LTnsX+IlL+FIlUhXUk4jq0QpT3CFeFxQNkaSq\nEFYN3MzkYWxwNdK5neuErTq7dkHQMpgmDtpqwcndF2iTEaFTYdcvE1XKFDOB29kR/3n2j2hXplSP\nNlSPPKKyyURvsXUsiraA83xNv3tLX7vhyLvgePyexniKugqJbYVlqcatfUgwsvBuLUY3DWrCAt2N\n0f2IfnNMEvuYjTW9lxPikwpi2yEyHKamhnMYIP5eiGIVhC8HuI0+s3iPRdLAL2wSXUGLIsypR305\nZe/VNVbdo1mfcVC/Q0hSxIXP+aLB/VLFWheYtQLrlzljepQFl38g/orHRpWtrrEdqJCk1JsrhEbB\nqlnGMy0iQyM2VC45ZOq3CKYWQgzaYYx96FE/mFPyC4T7OfLoEjOs4db7uLU+m2qXudLgR/kFipRy\noNzS0ma0zRlFLcE8LRjEOz61FygvI4xDF9OccZRMaJZmGPUd2f9D3JvsSJamZ3rPmSc7x+bZfHYP\nD8+IjJyYrCLF7io2BS1at0BeAC9At1AACS615oYXIJCACKnRVItFVrGmzMrIypg9fDQzt3k+86RF\nlARtCKibgOoHPpzV/y8ffDh4h1BiTYnhtMeblxdEiYIQgBDkWIlLnSl1phTjDbX3K/ajIY+bb9HM\nEHmbcvnuEbdGk0BaE1ys8Qse0UddimcJJ5X3+MKc6GOVSFIprxaUOissz0N9npKWMoRSTl4S8TyZ\n8YPK7VBntbFYV1ssKzqLSpVZblPYTPj4/ieoV/8Ls807Yk0jUVSW/y3A/ulPf8rf/d3f8fd///cE\nQcBms+HP/uzP+PLLL3n16hWfffYZr1694ssvv/xX3/ifCgpBScWTNXzljqW042HWYjjb4xvhM3B2\n0HThzMWoJBRqOY36JYJ8y0orsmo5rB8XqIkLLNFDWmckooynmKydAtOkzHDgcPvc4PK5QvDEJv0U\nspKBEsbI8wV7d0ucqxdsnu6zqe6zebKHuMwYNvdYNGpU5QXdwyG9wwGl9ppxuYbb0xEeJ5RrC472\nr7iwX3Dmv2P/bkD9uznKm5SwYrCo1rmtHBGuJPp3DUp3BzS8EY/2rznbv2FvPaSwXtCxdB6f6Qzr\nHe6bj7gz9lgqVeo9kUyQUFsyfuWQbbPLQmqyzEqEhklcVVCyBGPiUbmd0R73UXop8ZlJ9MhgIVrc\nvrW5fWszuOlgdVWsnoZ5omG7Ac54x+eTr8klmLRrjEtVpqUqVWNObuRMzSorzSFQDXxVZxo0GK2a\n7O4L8Ao0P6BkrWjvjdCjCdZljPVNgtHXyD4KcD8qkNkHjOMGL+InLOMqd+IBF7zkQnnBvhVQOMg4\nVLfk3SlhKYDeBuwlFdGjVpph9nzyTGCn2Ix2Hd6/e8QsrJJtJdKtSNFb00wmVOMlF/Eb9hn81qXq\nMFVqPCza3HpHzI0igrGBwy3CR1vUmoRdz6g13pNkQzaqzaZpky+gzAoTH+k2JwskYlR8y2AdmIyu\nDK6/0Xn3Tsd/VsX7xGBX/2D8+ADsBY3pS1alLutuj/VFB2YCd/NDxrM2tcKMdueBTucBycoZFRvs\nGhbsQ+lgxVH7mo+1bzjYXNF8P6L6zQTlNiZqqSyaVe5bh0wGdYZXdV5f7dMTBjxyrziPrtlzR1jR\ninZN5/HHGsP9AwYtnb5RYGNqCIc+uhxh7Qv41T3W1R6TqMsqrOFjkugqputhjbdUJ2M6k1vqJxPi\nkw8u1ZlfoH9pc/m+xmK2j9lWMdsKxkcKzs6luF6zt+oT5QrjXoWxVcU1DaqFJYKVs7IcElVhqxTY\nKja3qwMmkzruGxPhTkD7IsLWdtQ6c5LlBvlthvbrFGNbRnnyjPSJgtusM1dqvJSfspRqnMjvOddf\nk5ivKZenmKewZ3tER3Pk9ha1q6AZCm3mH4Bd80kjkXVeZDDt8XZ9QbDVENbAOqcVjinna+osOMvf\nsR8P2EU226bD2Gwy2LS5fPeITUFHkNcIj9eIz7ZITROnmVCuvic0LHZSAbdRoLDaUsqWWJ6H9jwh\n3s8Q9yG3BLyNxOSdwvtvdIajAquPNRZPq8w6MWmeYa/HfNx/4FB0WPzhYxYXHdbHDf6Pf/qf/+uB\n/aMf/Ygf/ehHAPzjP/4jf/VXf8Xf/M3f8Jd/+Zf89V//9f/z/f73v/+vvvHof32N2BURDkTEA4k7\n+ZB/ePgTvhr9Hj9Z/SHaH+zQH+3Q/8DloHxDQ3rLuXxJUdgwarUYpS0mcYN6f06h7yLdpySpjGeb\nLNMSk7zKoO9w+yuDy/+kEOxsspJBdl6hGk4xFzfs310jXa2Znj1lWl0xe5Yx27YZtvaZtRoYgs9Z\n9w3L7ls6jT7jvTpupCNECSVlzpF+xef61zwev8G+83C+dlF/khF1Tea9BrfdY+bLAuKVi/R+R9vt\nI88STta37LlDOgqkpkh6JvCqERK29nhllrhWTkj3JNS2jPOJjJ8dsk27LLIGq6hCpkvkVRlNiDBv\nPcqv57R/2ad45iJHIpItcCfVGby84OZfuvzzi0dYf+JgnjqYnzp8vLnk+8ov+Hz3FQ2mXB0ccH1+\nwPWjPRxxCwJMxSqJILMVC+wEm9mszvC7Jtu7Avm/COhqQHlvRTt8oLC9ofBuQ+Ena7RXMm5QYGYf\nkB0LTOImy7jOm+gjbpQjQkHGlpc0rCHWQcphd0c1zgmkLZGiEykGRhR+2LATj1wX2M4cRvMOl7Nz\nJvM6LCCfC7TWIz4Ov6MWLrkIX0NXIO9J5D2RlzzhH5b/gdvlMc+FjzG+2GB8tMH4fMO+MaAu3XMg\nXyKRMWvWmSY1Ql+ncrXEfB8gXWWksUJsqfgNg7VnMbo2uP6ZzsufGbiJiVuvsX0qUI+HlBfvad1d\nIS4jxk8vGHcvGP9+zHjR5m5xzHjRpqQtOam+47j6DtvYMmo22G4K5GuBcmnFUemKL7Rfsb+9Qbv0\n0H/q4j83iE4VFsdV7k6OiPo50rsd4tsdZ+I79DDkPL1mL36grYikNYG0JfK8KRK3elzqNjOzhn4U\nUewlZLGIH+yz9ntMgi7bwCFHJNNFRDn9AOxfT+h+c432hYAaiCimyOvNHsPnT3n3qyOeT04w/vsC\n5hML448KfDn+NXvXv+APs5+hSSFXh/tcHRww7tSpiksEKWMpFtkJBeZClTlV+jd7jN0G3isLfg6a\nGuF0t1TjGcJyiP56hfXjJfqyRCrIuO0WM/UxM6XGXK7zSvqYgbJHrCnY5ga9ssN0YP/Yw4nniEqO\nrOTISkYp3tAoTDGrHlkssVmXGE72eLu+wJsaMAHGELs6F7yhni94Ir0ia4lkbYmsJfILvmSybXA5\nO+fKOcD6aI11saLweEVTmdKUpzTl98QllWWjzPKijL6KKL1eUnjjor5JkJMMwYS8LeKtZcbvVC7/\nWef9lc1CUJl1NKaGSju/orN+w6P7N6SqwtA4Z3h2zuQPDv9Vnv5X6bAF4UOw9p//+Z/zp3/6p5yf\nn/P555/zF3/xF//qnefHn2F2QqwDH2s/YC3bbESbde6wlW3M6o5yZUuj/MChcE931qe5HKCHAXOz\nRGSoLI0q94s91EFI/F7EcnYgATqUjC29RGZrZmStEKNiYZgFdpKDbCTIzRn2Iw1dkRD2NSKnwCYr\nss5LbKQSa71MFkmkCwHF93AGU7qGhmgmlMw11e0Edbxl6lsw7WEuU0wrQX0E81KZQnHLR/JLFlaB\noAVdE7aVAAAgAElEQVS+JGDHHlo3QuxmpA3hg35YV4kMlZ1aZOcW2L0x8e400oqEWBEwKhn2fEVl\nfEdzFKEkVcJCmbBQRizLbAybOw74TfAZzXhGWdhQVjYIFmjNDPsopZrFWIceVjPHciJq2ZSqNadi\nLCgkO4QMXLfAZN5mHVXQogg1DNHyEE0MMcTwQ2nCTMFMI2rOgqbwgLTJGPZ7KLGKLy7xWkv8LEPs\nmRTKEU11TFS1SI9VkoVCnuWIdoa8TlHfxliFCMEWUWxYuALbscx0AQQasVQhkARWjRLrtYm5XXF8\n/5KiVyMUDcK6gV3fEUUKD1GTF9ET9E6I1gnROxHr2GajOGwyBy+xcAorasUNzfKAjntPZ3ZHfXFH\nnKkszQKRqbAUKtwt9jAePJJrMBIfyU6RKimVdMueqLAug7gXYdUcdKuIK9lYhQLFrob2kYC0EqCj\nEhgFVkGFVVRmlZZZUUb1QvIoR5/uqEgjDgQNRUyoiiv21++RlgHDqwreAyi7BKUSk5xruO0C1cqC\nT7XnbMsqwR74soAlB+gHIUonRqhlZLpCpGmEuoYrOeyWFtu1zs5QCMsyeUVGKoqY2zWlh1sa/Qxd\nqBAVikQFB6kcszGL3ElHfJt8QZUtFWVH1diCJKB0wDzJcSophQMPuxlTKLrUNxOqyoyysIQEck9i\ntykyUru4ocMirDEId8higihlWLJHdzQkX8pYeUDHHtFiSLYVuX84hK1FqM8I9m2Suo7U1bGKEVV5\nTlTViU80oqVOagoIaoYyiTHehWS2i+LkGKWY7UplM1HYLlSWgYWX1dmoOlpdwHN1Sts5T+6+ZRM7\nBKpO0DMwc5cQlYe8yVvpDKUVI7cSlFbM2nNYLxw2c5sQg4o6p15Y0yoNqC7GVEcjqosxW6nExtKI\nCg28sMDdeg9r5JLegFL64HhWVjHVeMu+rrJqChhpjFmvYBRkAkknLcpI+wLmxwmxKJE3FDylwNKt\n/NuB/YMf/IAf/OAHANi2zd/+7d/+f7r3v//wP1Kurqg159Qbc9aUGBcaeEUTcZFT2V9wWr7kkfSK\nzvyO+psHKq8fiFcKYUNi0ShzVzskuNSYvC3z/k2XbnHInjhkX32gW50gSi6V3pLj3xuxetRj3eyx\n0mpslQrmaY2YNcqphtfpsij0eFjusfKq7HybJJGRtxGF4Zr6Zshe8J5KZ85B9w63U8ZdS7hDeDns\nke56mJqIsSegn4qQi9SZ8MP8/2RTMpm3bOapjSyHVMtr5FLKrmywVWy26gew3Kx7TIYVdgONJMgQ\nLmL0xx52aUs8d0nejpB+o1IUmqzOTlidnhJUmszsGi8Kz9iaJQ6sW44KtxwWb0lrKXos0rEDnjxa\nUDjlw39xFY7FexrKBN0ISHyF1bZC/36f16uPUNYJ8iZBXie08hFH8jUNZUAlXdCdjFkp71keV9g6\nBTZegddXHxGrZ2AvED5dkD0LSA9bFA8SFOuOoG0RfmwQ2Abl3ZyitsKe7rDcAKEH+R7khkC0MJi8\nkXn32sD1DEYHBUYHTRqdmI1kUtv1+V5/wVors9yvs9qvkVZVwlThXXLKMi1SLK4pldYUyxv67h4T\no4av6chBQr0y5cx4x7nwgtJsjP16ivNqyjKuELVyls0ifWuf5EZkfmXz/qrNfjrgoNjnoDKgY87B\nDiifrTmxp2we77FpKmyVKlHZJDl3yOQy+SZj22gzkXvcDQ/Y7kq4O5tsJ6FuQpzNgub6nqP0PfXa\njJPaDbtaFX8B/gx+PXsEEahKjvo4R/kYJF1gT+tzqA1YFm1mbZtZ4FBRF1RqK5RqRFiWWSk2K7nE\nSilzO20z7hdZ9VV8AZLHOTxOUO2I4mxA++2c/NtXLAsdNmeHbEpH5PUCs2qD7yqfsijVOCjfc1i5\n57B2z1Y2UWSZZi0i8laUTiNK7YiSGHPKJfV8gpaGbH2HxbjKnX/I6/4TtHWAvgrQVyFdecC+dse+\nfosR3tNbjFgWLlmelFnbDmvf4bvbZ+TpDrExQ/relETKyY6bH2Iq5AlhyyB4ohNYBkV/RVFaU7zZ\nUpxuUQ9itIMQreCznpaYvNZ5/9omR6HRq9PopRQbAv5AYc+9pjZ4YFmpMu9WmfdqSE5KkKu85YSV\naGMVXSzHwyy6XC8OmKlVwlRDk0Ma2oQz6S2PslfooyXa6wX66wWBtk/c7rHqOKyFBllfYN53eH/f\n4ah5z+HkjqP5Pd18Qd6IKD3b8OhwyfZxyK4usRUdhLqE8EQDrUAcFVjXmoziPW7vjv/twP5vPf/b\nH/9H2oUH9p079px7klRhXKzjVkzERUZ1b85J+T1fyr+kunxAe7NB//GGxUOF6ERicVzh/vCI6WWZ\n92876K9XfFR+g6hmHBoDesmUirjkuCvj12Ve7Ym8aNSYqiaRYuCcbkiaLtnOxE27LNIew9Uevm8R\ne8pvgR1jv19Tu3xgb3SJ+ERFfKIhSiqvH3r86sUJL1+eMEwb6J9rGJ9rWM8kPlq85snyFR8tXuNr\nGvelDnflNkFBo6qtkNQEVzWYi2WmYp2JWOf2co/JtML2K510mCNGMVrJx3m0RVyskd7sMH+6w1ba\nPGg+2YFFXKwws2tsrSLvzAsurFd4to3sxDitJbot0jkMUIMFth18GNWnJU1pqGMMw8eTCyy3Ze5X\n+7xJnyCMM8RJjjDOuEhfsacNaGgzHutviAyVSNcIT1S+Nj7nV97v8frqCauyidVcYJ4uMGpr9EKO\nU0ipW3f4bYudXWB3VKAymVO8XWPf7LBmPoSQGR+yiONlyuSVxJsfm0zdMg9/pDBsKbQqEnVpQH3b\n56I/YNcs8lA+ZPjskNmjFl5m8jY/5Zv8Y5rqhKY6pqWOWKxqTLUavmKgbGNqlRmnxjt+X/glynQJ\nL3bwjzu2gUh0mrM8LdJv7DO/dnh/3ca4OuMLvkWrRJzU7+i2ZpQLK47OFLbHOm87Cm8aVdayTFS2\nSB47pJ0KuALboM002ON+eEjsq8S/bXpRRwHF6w9yzSP3NeK5hnCuISoa39ye8dWbR3zz5hFLp4z6\nmYT2VKJ4FvKx94qn3iue+q+YahVujR63RhfFiKhqK1QtItIkVoLNg9jkQWxzN+swvi+x/qlKFOUk\nSQbVFOUoojSfw9stxr9smbUPmZR3iBcam/oR01qDRaXGq/InPK18h1f5FqmaQjFDqck0TiP0dEnN\nXlGzV1TFJZ18Qj2boqYRoasx92rcTQ55lf7WpfqQIY1SPlO/pmONaRem9Ix7IlUjsjTcssUv7S/5\nhf8lL24/ISml2I0phfMpetFFsFUsGyx5jNc08SwL79Ck2F9SvFxTvNxQ8rZoSYRmBxh7KldTnfF3\nIt/9YwHfKFH/Q536vkGzkbOn3rHn3bA3vGPiNLjvHHD3+wcsexV8FN5xwmvhjLKypKyuKCtL7of7\nzLIKoaehZtEHYMvv+CL/imS0I3m+I/nxjrlpEj9OWXsOfWP/A6z7Hcz+Of9d51eYE4/zxRX14pJS\nY8uxI7PMbd63ZK7qDu/FFKEmImga7BWId2U2uyaj3R43t79DYL/sfIwnWchyjJ2s0JIQTfGoOlMy\nWaahjim5S/SBhzBIiSYy0bLAemsTb2XkXYLt7ogj2FJgqWjUpRlBriNHCcVkh2XJJFWJRJcZmxEy\nAu5EIzElPMMm7hbJBMgHCgwShOEOIc+RJA1B1pDlhMyDcKTiXxkUKxHO3opiHDKJTYTgiOXOYSg2\nsQwFqyMTPhYQ7lJq2ZTzzRtcxSSxJda1InFRx08KzNIGQiiwFW02koMnmuQemEuP2miG0g+xJzuE\npcBuVyBxXWQvxPYWRIbMLl9iKRt2ZkBQNtm0ygQHJoW6R0+9xw8MSsESxwwRK2tKaoTkh0heiDQM\nyJY+Xiwxt4q4Tgl3ZpHPJLR5RLySiVcq8UrGwyKKNfJYRCZBLUUIjS1iM+NNcE7g6gznXVZSkca+\nhtoT0A4TbH+F7S+xRys2ShlBbxA7MrkA/q3OYlpm/LZBXoKsC1oYogcBihsgrQNyP8GLLRZSkdyy\nKFpj7MKKw8IlW6dEWtHZ1issWg22mc1D3maUt/ASkzzJMaIdaQKG5FI3x9jsaGRTnPUG9S4iH0I0\nlYlWBn6skbug+wGFaEecw0axmRsGB8qAINeQwxQn8bEKEkldwtcTpkqIlGR4DxKCruEbFlHZQQgh\nvZXJZgn57Q5R0pAlDUFMkZOEbCMQPahEa5ViLcTxtzhixHVWIw0Fxm6NqdnEcnKsA1AuNmijiPZo\nxBP3Jfdyl9DWWFSrhJqCl9hMkgZ4OQuxykpy8CUdwc0wFx7V0YwoUNBmIfFGZeWXiQMfOfQpRhOS\nzMSXF+yMLZ4T49Yd3J6Nd2xTqm7oKANCV8c0XUq2j1hbEMgupr/G9Neo92vSeYAbKcyMMnOvgr81\nyTcC6iYhWcj4c41kLbPTbKJcBXJ0JcQoBVADp6KhxwFebDIY9UDKEDoihYMUvZah+AGKv0Vehqy0\nKhhVopJM5ol4icFyWGY+qSI2EqSjBDvdYUQuih/ALiZEYIuBoJcRiyI955aaPeFx4SVWaUdY1Vi0\nKizaFdZZkVn+oaWokw6IUwkpCsiTHEvY0lRHKElCNZhTmLnIUkryAPFMJlhrxJmE6KfooY+u+sSS\nRKCXmNo25+oVYaaheClOIcByYpKGhK2KLIQAKUzw73M8XcYrGPh1h2BVIL6USe8TuHd/d8DmTkAP\nfMrejI53QyVbUNOmHGs3bJQK2mLHJjT5efg5khsiSTHipzEZMmlV56z2nl5lwUo2WFUNlicme8aI\nanON3opIKxJbvcBGL7AxbO4XDUYPNvO5jGCBdygSHYhQzLBnQ9rvAuIXN2wrTbxeG6/bQhQTpqM2\nv2n9HptdmU5z+tuZsDZLiIpCtRaRiksqT0Mq9YAaHqfRJbXdDGUeE4gGM7/OzfKYO20PZ7vB2W1w\ndmvK2oqSvqSrj6jOPmiGj8s3LOUSma3ghQ7Ph58jMkU8GCP++xGeaZFe1FErIgV5i9xMkZ+kSEpK\nQdpQTNZUXq6oj+YUOh5eZ4Nb1ZkMdUa3GpObMrpYplrIqNopsqqReQJn0VvKkyUr22F9UmRlF6nq\nMwJF4VI5wtdV1GKMUopQijG30z0W4zKxr6CnPo1swkl+yV58jdxfI99skG83BM4RaaPEplHAXTmo\nkwh3rHM/adGej2ivRrS3YzraimcHAsb3A8bJluS8SVLNyAQRtZUgPxMRRI3QKLKoNelvD7i5PGaV\nlNnEJcLEQN7GlLYzetsr1CShxQNnwns8bLR7n9ldnR/nPyB3A3IzJPteQKKrqC140nrFSWnISjVZ\n1S1WJyad4pRSc4daiUkMiV2hwNayWOlF+pMqD2OL8UTCqUgUD1UqByam6GNOR3QuY+LvbvG6Tfxe\nE6/dQlAyxm6Xb3bfY75s0d6b0e7NaHVnrMUyuaVR6iSoxSWNx2vqlQ3ddMrp9pLqeI54neEZJtNi\ng+viMUuhxGjb5mp7RMWf4xg7HHPLvjnAGSxppGOOWzesBYekaLFNqjyfd1HNJsp5HVWu4dcbJGcN\nKGpIaorcjFEvQhJNxlK2lNcr6r+cU6quKHfW+G2TXUFnficxvFeY3zVxlJyykVNu5aSWiXif8GT1\ngrY3YlVyWLeLrHSHij4jMBSu9QNcy0C0M0QnIzFl7scdVpMiyVrCsXc0/Akn6SWNoE9665Pe+KR3\nAUHrnGXLYtcqMFj00Bch/tLgbtmju+3T9YZ0owGd8oanF2PEPGVhuuSPG2SVBEPWsLoe6qcxKAJ+\nxWJWaHA3OeLGPWIT2x/KOCIFyUsou3MOvUuS8J5e3GcVvyXMDdS7kOFDj5lSI936pBWP9N/7RGUL\nq5fytPeCE2PARjbYVgw2Rwat5gyn5SKJKXGqsJNMXN1kKpXpP5QZPJj0RzJZR0c/tDEPq2ShgD4d\n07v6FeKr9/9KQdj/H8C+F9FmAaXRjM7ohj3uSbvXpF2LqG5zOexx2d/jm8Ej4oqCfJSgfJpSbOw4\nkB54JL1nTx7RrzbpnzTpJ01a8oSKtkLXIlJNYmtYjPUPiXv9cYPxlc3i1zKyneIFAqEjQiGlMB3S\nfneD/ouIxaNTlpULFsWUxCkzeWixaRW53p5z1rzkUfMdSUtl0ywi1VVqpzGWsKJVn9Guz2jnM/aj\nAfXdDHmR4EcGs2WDG+OY19ljtEmIOg3RpiHP7Od8Yn9L1xlhssMNTNyKwaJW4bV9wevwI14PLtDF\nBYX9B+y9B7AEskYdtSJRkHfIzQxJzhBbGYWHDcXhmsqLFXVtQfhUJtQV3JLG9KHBwzcGz39RQaxZ\nVD7WqXQ0qrWM2nDBWfSW709/zqDWZnDapn/RISuKBJLKpXjEQG5h6D6G5mPoPnfqHougTDxVMNMd\njWzCaX7Jo/g7ov6O+Osd0S92LNoGyaNjNmcFXL+KOzboTxq8nh7xxeI5yjrmYDegq60wDgN6zoqp\nsGHUyRhXVWaiidZKkEUBoaMR+g7LtMFgd8jt8pgg0AlCnSjQUSYxpcmc7uSKqroibZqkDQvXKnM5\nPuL9+JjLyRF0E6SjAPFJQLW24MB84Mx8SV1b0a+36Z+0GHhtOsKUkrRFlRISXWZjFZg6VUZancFl\nheErk/HXElFPohKrbCsGshFgTh9ov7/F+DpmJZ6z6j5m2c7ICzqjbZfFpsaVfcFp7z0n3fdEnStW\nxTJ0VIoXMRVtwUGjz2G5z0E2YG83oDqZI96k+LLFtNDkpnBCP+5gTFzMyQ5nueJZ6QXPyt+xVxqw\nn6bsUgO3rTMyWrxynvA62ePd/JyS0aB0XqN0WCN0LJL6/wvYrQhFk1FbIoW7HaWbNY3bGbXSjOSp\nQqzJrASD5U2D4dcNvvmqgXViUPrIoHykU61E1NdznmTfUXBdhu02g9MWw5M2mhkQyApX8gEPSgNZ\nS5DVlEwU6add1rMi6VrCsH2a/piT5D1d/xLv1sP9hYf3lc/yokD2eB8XC3dexlsYDBZtLleHfLn9\nGsMLOA5vaZc2iBcp9daOmeqybCQsywKxYmN1XFQlQegK+KHFLGpwOz3i+v6EyNcIfRXRTZEWKeXF\njIPFJboVk1YtkqrJUqxzOTrhcn7C9foQ6dBFOvKQPveoVpd0nBmnzksMOWJcqTM+rDPa1Gkyw85d\n5DwlTj8osOZ6mQF1BtMS/ecm/a8k+FjHzG0KjQQj2GFMR3Svbin/JvrdAVsYgH4bUHq3oPGuz5H4\nBvNZjiWBUFAJ+n/Cr78955fffsr24yL6WYb+ScrBxYD93YzT7RV/vPsxbwqnvC6cYRQC7GxHyd8h\nBylRorAxbKZGjTujyzCsMb22WP2ziOGk+CWB6Ewia4M1H6Ne96l8c4+jTdGeAsUyM9NmOmiyaVWI\nNhrbRpW8LmFWXeKCjIxMXQgR8dnnnv38jv3kDidwKe52iKsMf2syF2rcc8Bb/zH5PfDbcSo7nlRf\n06pM6Fb7UAOqAvNylbXe4OvQ4TfDT3G6K5p7Q5p7TQzbI89F1FxAzDdItQShngIZ1q922Lc7iq+2\nlJMVqSmQ9sBLFX4zMpn8psW3/6VI8qhBuVehbJc5rrpUrJ9zmrzje4tf8VY/4e3xKdYfrRk1miwp\nM6RJgI6db3HYYLOl77XZjB1SQcRMPRrphOP0isfhSzYDj81zj/U/eCgnXdIowtVNRnmb0axKPj/E\nWqzRViFH63vUbUyjsqG9t4YTgYW64YWiI6pFdlkVpZ4iNkQQNIIHh9VVnYf3PfrDffAEch/wBJTb\nmOLtkvbtHfulAebTHFODnVplPbT5+Xe/z09e/Dv4YYb+1Ef/fZ/HB695lAx5krzmWfotb+Rz3kiP\n0OSU1naOvfQQVxlhprI1CkwLVfpqi4dNmclrg9l/gfyRyLqmsrkwsaQNxmKCfnNL47t7JgcrxiKI\nrRLzygHjTZfFuoZYyNl2q6RtBb3ps5WKiMiUhRCHDWf5HY95zdH2CnvjYU98uBNwsZgZde71A965\np+R3Kdx9qGWzmx5Pmq/pNh4oVddQgbwNN6UjZvY+v4ir/Gb6Kd1Gle5+GalRIlcgxUbIFeQ8RqlL\npA2JVBAwPRfn+YbKr1Y0i1MEA+jmzA2Db+8MRr/u8NV/rqFHNYrHFUqtCo/zEa2bER/xkovgNe9K\nJ7z96ITCH52wNh1cTOYckCKh5BEqEWKUM5y02IoF2IC1cal7Uw7jGw7c1yxvXZZfuyz/k4+2PSIX\nA7yq8dsEwjr5OqW5PaSwcznxblCDhHYxotrwONMWTESfa0Ruco1FnmG0fKRWQo6Id2OxeFun/26f\n+4cD2AnkOzA3HtJDRvFhQffhhnpvhXGRo1swUA+ZDuo8vOryT9c/xPgfXYwvdhh/tONJ/TvOGPEk\nf0knH3ItHHPNERoJ9fEK68FHGOWEscqGAlO1yjCr8zB1ePiNzsN/FpBDFbtp43wsUIsitMU93dv3\nyK9/hxVhjUcj0ASGwj5f8UdMhT1qxxtqhxusw5AFFdKCitWNsA7m1E6X1JwVR/EdR7NrSoMVPMDO\nLjCxW1zbJ4hRznJV5X7VoxItEJwcoZhz4PSRJi4leUbvcEBQNNDLMktaeGENtVZG+biEmjr450eE\nx01Cq0CsKqQNkfwkQ1JiTN2l0l/S3o0QqznVyoptdYIvyuQzn9upwe38AMdLcUgpnqXMNk20pc+n\nq1/TZIzbNnHrJrtPTMqFOZEtc2d32TkGuS2QOwILtcJw22KztckfBEzBo25POWrdYG0XBOOMYJTh\nryVmlX386gFBtcZw0+PbzSewlbjJDqgFE6rJhIK0ot72uPh0gZsO8DsR6qmP4vg09JBie4P2JIQE\ndvs2Y1pc3Z0xmjbZxQV2cQEhyinGayrRjIP4hvJsSXf6wJlwiZymmAOf2+SIpeUQrlyCrkv4P3hs\nu/uUTiOeHrzggAl+IuNbMuJZTO14iVX0ETc5kawQ2hqBrjFKKvTHNndzg+uVTN4sILRqiM2UbaBj\nTMccXv8MadgnLJUIKw7hcZHMkbh3jviZ88fcOQ9Uz7dUT7akdY2ZXCGqKKgHAcWP1zSPRjTNEWfe\nOw7HtxTHG1iJuKbNxGxzbZyyWNVYTkrcT9qUsyViI0OqZxw6fdi42Pac3vmQ5MhErerM5RauXMLo\n6Ri/p2PIBv4XB+y6LdZymW1WIChqpF0JWYswA/eDhn4wxK5sqFSXdKoj0iQjm7tczhzuFqfYm5yC\nmVH4LGPod7D9Nd8Lfs5RdoV7qOO2dbI0p1RaEZVkBqUWC7tEWpBICzJ34h7jXRN3aIKfY5x6VKU5\nvXIfwQ3YjGU2Y4mVX2BZ3yOu7RHVygz8Hs/9TxEDkX3jllo2pS5OwAooH0acfbnmD+QR4pMQ7chD\nN3d00jnlxhLtOCQTJTbFIg+7Lu/enrMWHMJII4x09MSnkwxopFPq0ZRq//92qb7FwEMZpVx+c05f\nrRPEO/xTF19xCc67VB6HPGm9xLWGhL5MqCkUVyvKxyt0MYC7nKSs4Jc1PEljHjo8jC2uRzrjrUbc\nrBA1E6KmytI3MWcjHt38hMLyhtBxCPcccl0lHqlcjx7xT6OYRnNO+WRL5XTHQqsx0at4FR3hKKXy\nbEanc09H7fNo/ZajyQ2VyRLZTQlMk6nZ5No8JR6orPoO9/0mjrZB2UtRVjGH+oAsdinUl3SfPSCe\nFFDqBdZajUhRcU4S7D9IsYoK/O373w2w6+cPoMNQ2GdLkdv8EXvHA/YP+jQOZiwLZdKOinkRY1d2\nHO3fcuTcchzdcjS7oXy9In8j4Do2E6fFtXOK5+ncj3sUxwvq3pSj2i1HtVsOa3eUF1N6ssXjQ5Nx\nqc196Zg+JyzCGqVakdIzh3LLJmj2CPZ/C2xRJauLkOaIhRhz8QHYnedjtHZIeKYRnunMZZPrtza3\nrwvcXTZweipOV8U+1TDXKfq1z2ebX/NJ/pxJu86kUWNSr1HWZ4SazK3eY6JVyfQPBoZ1UmL4vs32\nwSa/FjANj3pzymFyjRM+sH0fsvs2ZH0r45/B/KyOL5gM1z3YSMw3dW444KPwOz5KcxxxS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jkNuSurHhK/tHRtYD48YNZVeADqzrNWI0ftx9ybe7X6EcRlSfLKk+WeA2N9iCT03w0IUt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\nNQk1i8t4xGzuEn4wq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T3NWIPZvakyhtjaxvEV/2CPGJtz2Sjk2qmaSyTWSrrDsOy60u2bCP7sv0zQW6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y6EU9Sq4GTyt4w6L/iW8gluO6eqC8qyoMoKfhn+W+arCa9vj3ja/qt9PsjzfU7IsaBz8viaNhVw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\noBFT+TOEvT2U9/fQRyH65ojZ8ZgoVfE1i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"text": [ "" ] } ], "prompt_number": 48 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The second image does not immediately appear to be a subsample of the first.\n", "\n", "A simple image template matching algorithm slides the template over the image comparing each overlap. (Here I will be using the `match_template` function in `skimage.feature` which does essentially this.) Image template matching algorithms that work in this manner would not recognize the above smaller image inside the larger one." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from skimage.feature import match_template\n", "print match_template.__doc__[:340]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Match a template to an image using normalized correlation.\n", "\n", " The output is an array with values between -1.0 and 1.0, which correspond\n", " to the probability that the template is found at that position.\n", "\n", " Parameters\n", " ----------\n", " image : array_like\n", " Image to process.\n", " template : array_like\n", " Template to locate.\n", "\n" ] } ], "prompt_number": 49 }, { "cell_type": "code", "collapsed": false, "input": [ "result = match_template(full_image, sample_image)\n", "result.max()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 50, "text": [ "0.019117253" ] } ], "prompt_number": 50 }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see `match_template` gives a very low probability of the template being anywhere in the image.\n", "\n", "Enter the Fourier Transform\n", "---------------------------\n", "\n", "This large sensitivity to time shifts can be mitigated by moving out of the time domain and into the frequency domain. This can be accomplished by using the Discrete Fourier Transform, and it can be accomplished _quickly_ by using the Fast Fourier Transform. (For a good discussion of the DFT and FFT see this [blog post][0] by Jake VanderPlas)\n", "\n", "[0]: http://jakevdp.github.io/blog/2013/08/28/understanding-the-fft/\n", "\n", "If we take the fourier transform of each column in our reshaped signal, we can get a feel for how the frequency components change over time. It turns out this is a common technique and is known as a spectrogram.\n", " \n", "In a nutshell the fourier transform tells us which frequencies have the highest energies in a time domain signal. Since the frequency components in an audio signal usually change over time, the spectrogram combines the nice properties of both the time and frequency domains.\n", "\n", "Lets see a spectrogram of the dummy audio data:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def spectrogram(data, segment_size=60):\n", " end = len(data) - len(data) % segment_size\n", " stacked = data[:end].reshape((-1, segment_size))\n", " freq_space = np.fft.fft(stacked)\n", " real = np.abs(freq_space)\n", " # fft results are mirrored, this trims the excess\n", " trimmed = real.T[:segment_size/2, :]\n", " return trimmed\n", "\n", "spec = spectrogram(audio_data)\n", "imshow(spec)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 51, "text": [ "" ] }, { "output_type": "display_data", "png": 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l2hWResAT/y0zYLcIOh4bfurjHMO6n9shvEblgsyaIFAS3eqvjd2ha3Sacewm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\nEdPBPIEWky3WbkqfiBzb1W+WL1UHnSVHypH34vyxtmb5514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"text": [ "" ] } ], "prompt_number": 51 }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see there are two prominent horizontal bands. This indicates the audio signal consists of the combination of two frequencies that do not change over time. This makes sense of course because we generated the dummy audio data simply by summing two sine waves of difference frequencies.\n", "\n", "Now we have something that looks like an image and in theory corresponds well with time shifted audio sub samples. Let's test that theory:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sample_spec = spectrogram(audio_sample)\n", "result = match_template(spec, sample_spec)\n", "result.max()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 52, "text": [ "1.0000006" ] } ], "prompt_number": 52 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Success! `match_template` is telling us that these two \"images\" are highly correlated. However, does it work with audio samples that are more than just the sum of two sine waves?\n", "\n", "Real Data\n", "---------\n", "\n", "I ultimately want to use my computer to detect which episode of a given TV series is currently playing. Here I will be using [Adventure Time][0] Season 1. I have 11 WAV files (one for each episode) in a subdirectory `adv_time`.\n", "\n", "[0]: http://images3.wikia.nocookie.net/__cb20121206013652/adventuretimewithfinnandjake/images/f/fe/Horse_gif.gif" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.io import wavfile\n", "sampling_rate, audio = wavfile.read('adv_time/ep1.wav')\n", "audio = np.sum(audio, 1) #sum the channels\n", "sample = audio[10000000:10200000] # ~4.5 second subsample\n", "spec = spectrogram(audio, segment_size=512)\n", "sample_spec = spectrogram(sample, segment_size=512)\n", "imshow(sample_spec)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 56, "text": [ "" ] }, { "output_type": "display_data", "png": 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8A++md9MMuYUnqDBPhfexWCqSX5qhuP8GK+1QvAWb5+MYn4i3PUYOcexS2EnY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"text": [ "" ] } ], "prompt_number": 56 }, { "cell_type": "code", "collapsed": false, "input": [ "%timeit result = match_template(spec, sample_spec)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1 loops, best of 3: 18 s per loop\n" ] } ], "prompt_number": 64 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(result[0,:]) # plot 1 dim as a line" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 62, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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O48GPnObFwDznn+/cuowCwcKF5uNWmDHqv189FolsyJDwacpacmY98apFW44V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\n", "text": [ "" ] } ], "prompt_number": 62 }, { "cell_type": "markdown", "metadata": {}, "source": [ "A peak in the result! `match_template` is fairly confident that the subsample is part of the original audio data. However the template matching algorithm took about 20 seconds to run, which is entirely too long. We will need to lose some data to speed this up.\n", "\n", "Ask Nyquist\n", "-----------\n", "\n", "A man named Nyquist taught us all that the highest frequency we can reliably detect in a signal is equal to one half the sampling rate. This is known as the [Nyquist Frequency][0]. The sampling rate of our data was returned by `wavefile.read()`:\n", "\n", "[0]: http://en.wikipedia.org/wiki/Nyquist_frequency" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sampling_rate" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 63, "text": [ "44100" ] } ], "prompt_number": 63 }, { "cell_type": "markdown", "metadata": {}, "source": [ "A sampling rate of 44.1 kHz means we can detect audio frequencies up to 22 kHz. This is convenient since the upper limit on human hearing is around [20 kHz][0]\n", "\n", "However, looking at the spectrum above it seems like almost all of the interesting bits are in the top half, and a large number of them are in the top eighth. It would seem that use useful information embedded in the audio track of Adventure Time is not close to the upper limit of human perception. This implies we can resample the audio by a factor of 8 and not lose too much information.\n", "\n", "[0]: http://en.wikipedia.org/wiki/Hearing_range" ] }, { "cell_type": "code", "collapsed": false, "input": [ "downsampled = audio.reshape((-1, 8)).mean(1)\n", "downsampled_sample = sample.reshape((-1, 8)).mean(1)\n", "spec = spectrogram(downsampled, segment_size=512)\n", "sample_spec = spectrogram(downsampled_sample, segment_size=512)\n", "result = match_template(spec, sample_spec)\n", "print result.max()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.714121\n" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "%timeit match_template(spec, sample_spec)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1 loops, best of 3: 1.23 s per loop\n" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(result[0,:])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 17, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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0YU2aNGHPPvus4nkAMK4fEb2/Xbt4Waz/03ve+Hj7ZJHK1aGDvmOaNmXsxx/N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\ng50TYNJzv/pqaEzBs89ySsY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"text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Much better. The downsampling awarded us a factor of ~15 speedup while still giving plenty of signal above the noise. Even though the highest likelihood of a match is only 71%, that is still much higher than the surrounding noise floor. However I still want to drop some data to speed up the matching. If we downsample any more in the time domain we will really begin to lose important higher frequency information, but we can still try to downsample in the frequency domain." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def downsample2d(a, factor):\n", " e0 = a.shape[0] - a.shape[0] % factor\n", " e1 = a.shape[1] - a.shape[1] % factor\n", " shape = a.shape[0] / factor, a.shape[1] / factor\n", " sh = shape[0], a.shape[0]//shape[0], shape[1], a.shape[1]//shape[1]\n", " return a[:e0, :e1].reshape(sh).mean(-1).mean(1)\n", "\n", "down_spec = downsample2d(spec, 2)\n", "down_sample_spec = downsample2d(sample_spec, 2)\n", "\n", "result = match_template(down_spec, down_sample_spec)\n", "plot(result[0,:])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 18, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "%timeit match_template(down_spec, down_sample_spec)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1 loops, best of 3: 278 ms per loop\n" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another factor of 4 speed up while still maintaining a good signal to noise ratio! At this point I am happy enough with the speed. With the downsampling I can compare a ~5 second sub sample to about two hours of audio in one second. But there is still one final test. So far we have only been running the tests using exact sub samples. I need to find out if this can work with samples taken using my computer's microphone.\n", "\n", "Below is the code I used to run this experiment. First I preprocessed the audio for each episode and stored them in a dictionary called `store`. I then used [`pyaudio`][0] on my laptop to record the audio playing from an episode of Adventure Time on my TV.\n", "\n", "\n", "[0]: http://people.csail.mit.edu/hubert/pyaudio/" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import os\n", "import pyaudio\n", "\n", "def process_wavfile(filename, store):\n", " \"\"\" Open the given wavfile, downsample it, compute the\n", " spectrogram, and downsample again. Store the result in\n", " the given `store` keyed under the filename.\n", " \"\"\"\n", " name = filename.split('/')[-1].split('.')[0]\n", " sampling_rate, audio = wavfile.read(filename)\n", " downsampled = audio.reshape((-1, 16)).mean(1)\n", " spec = spectrogram(downsampled, segment_size=512)\n", " down_spec = downsample2d(spec, 2)\n", " store[name] = down_spec\n", "\n", "def acquire_audio(seconds=5):\n", " \"\"\" Acquire audio for the given duration.\n", " \"\"\"\n", " rate = 11025\n", " chunk = 1024\n", " p = pyaudio.PyAudio()\n", " stream = p.open(format=pyaudio.paInt16,\n", " channels=1,\n", " rate=rate,\n", " input=True,\n", " frames_per_buffer=chunk)\n", " frames = []\n", " for _ in range(int(rate / chunk * seconds)):\n", " frames.append(stream.read(chunk))\n", " stream.stop_stream()\n", " stream.close()\n", " p.terminate()\n", " \n", " ary = np.fromstring(b''.join(frames), dtype=np.short)\n", " ary = ary.reshape((-1, 2)).mean(1)\n", " return ary\n", "\n", "def process_acquired(ary):\n", " \"\"\" Calculate the spectrogram and downsample the\n", " given audio array.\n", " \"\"\"\n", " spec = spectrogram(ary, segment_size=512)\n", " down_spec = downsample2d(spec, 2)\n", " return down_spec\n", "\n", "store = {}\n", "for filename in os.listdir('adv_time'):\n", " process_wavfile('adv_time/' + filename, store)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "acquired = acquire_audio(5)\n", "processed = process_acquired(acquired)\n", "\n", "results = {}\n", "for name, signature in store.iteritems():\n", " result = match_template(signature, processed)\n", " results[name] = result\n", " \n", "top = sorted(results.items(), key=lambda i: i[1].max(), reverse=True)\n", "for name, result in top[:3]: # print the top three matches\n", " print name, result.max()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "ep1 0.750591\n", "ep8 0.458766\n", "ep10 0.440036\n" ] } ], "prompt_number": 42 }, { "cell_type": "code", "collapsed": false, "input": [ "for name, result in results.iteritems():\n", " plot(result[0, :])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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zdveUdLr9crvnVc844y4rtXmuN91kn7XxIquLt/SsBO3chYIkSaRPS2fkzyNd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\nd8RhbacuXQQSFOXDX5zi9WPAgwQHCQKcXhbK6kEYuEJUZW9mXg1/Z7m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"text": [ "" ] } ], "prompt_number": 39 }, { "cell_type": "markdown", "metadata": {}, "source": [ "It works! As you can see in the printed scores and the plot there is a strong peak for episode one, which is the episode I was playing at the time. This code was able to successfully identify which episode of Adventure Time (11 episodes total) I was watching with a high likelihood in under 3 seconds.\n", "\n", "Conclusion\n", "----------\n", "I set out to use image processing algorithms in domains other than image processing. I ended up with a successful application in audio fingerprinting. This may not be the best way to tackle the audio fingerprinting problem (I am sure Shazaam has a much more performant algorithm) but it was fun to explore. I tried using other template matching approaches such as Harris Corner Detection and SURF (See [github][2]), but this simple approach was the most robust and easy to implement. Further work might explore those routes more.\n", "\n", "I didn't write memory effecient numpy code, and I imagine some more performance could be eeked out there. Along with memory optimizations these algorithms have many knobs to twist, and I did not spend much time trying to optimize them. Future work might explore the sweet spot of downsampling in both the time and frequency domains. I would also like to play with the tradeoff between sample length in time and downsampling.\n", "\n", "I would like to explore the robustness of this algorithm in the face of varying audio sources. My downsampling might not have been detrimental to the specific type of audio I was using, but may have ruined detection in another source.\n", "\n", "If you have questions, suggestions, ideas or complaints please reach out to me on twitter: [jackminardi][0]\n", "\n", "You can find all the code on [github][2]\n", "\n", "This blog post was written entirely in an IPython Notebook. You can download the full notebook [here][1]\n", " \n", "[0]: http://www.twitter.com/jackminardi\n", "[1]: http://nbviewer.ipython.org/urls/raw.github.com/jminardi/audio_fingerprinting/master/Computationalsynesthesia-JackMinardi.ipynb\n", "[2]: https://github.com/jminardi/audio_fingerprinting" ] } ], "metadata": {} } ] }