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-{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import librosa\n", - "import librosa.display\n", - "import scipy as sp\n", - "import IPython.display as ipd\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " " - ], - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# load audio file in the player\n", - "audio_path = \"audio/piano_c.wav\"\n", - "ipd.Audio(audio_path)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# load audio file\n", - "signal, sr = librosa.load(audio_path)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - 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\n", - "text/plain": [ - "

" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# plot waveform\n", - "plt.figure(figsize=(18, 8))\n", - "librosa.display.waveplot(signal, sr=sr, alpha=0.5)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "# derive spectrum using FT\n", - "ft = sp.fft.fft(signal)\n", - "magnitude = np.absolute(ft)\n", - "frequency = np.linspace(0, sr, len(magnitude)) " - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# plot spectrum\n", - "plt.figure(figsize=(18, 8))\n", - "plt.plot(frequency[:5000], magnitude[:5000]) # magnitude spectrum\n", - "plt.xlabel(\"Frequency (Hz)\")\n", - "plt.ylabel(\"Magnitude\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "33968" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(signal)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "4.5351473922902495e-05" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "d = 1 / sr\n", - "d" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.0019120458891013384" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "d_523 = 1 / 523\n", - "d_523" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.018140589569160998" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "d_400_samples = 400 * d\n", - "d_400_samples" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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LIRYOjvzeWDiIhWSECQ4NvvjyHgDg/Y+UTnz9268uYKfSwo0DFvb88sqdGjpdFpSIiGh+sMBBWhwa1oUHPEkespkiUOc4wRG68PtkgmOfj71Sh70ER37E/Jn1fJwtKort1c2xBoxKa/k4bh1xyKhq39o8Qi4RxsNL6RNf//b7FwAAX2Gbii++/Oo+/sr/9kV85I+em/WlEBER+YYFDtLCbVEZP8HBAoc6lTETHEX52HPIq1LlhoVMLIRw8OKX1/V8nAMuFdutmmO1p0ir2Thuscik3Fa5gUuFBIQ4OYPpajGJpUyUg0Z98tE/vQYA+O2vvI4/efb2jK+GiIjIHyxwkHLdroNyo40CExwzUW2NV+BIRoKIh4NMcCh2MOb8meVMDPt1k1tsFHITHKMHjEpr+Ti2j1qcCaHYVrmJ9ULizNeFEHjscgFPbZZncFXz5Vs3y/iLawf4Bz/wMN62nsV//++f5swfIiKaCyxwkHKGZaPTdZCLjzNk1P0eFjjUqTTbCAYEUtGLW1SEECimI0xwKFY2LOTHKHAsZWPoOkzQqLRXmyzBsZaLo9nuoNzbPETedbsObpWbWO9tqTntgVIKW+UmWu2Oz1c2X/73L7yKbDyMn/yOy/hXP/FOdB3g1z790qwvi4iISDsWOEi5WssGAKRjFx+wASAaCiIbD/OQp1Cl2UYmFjoTDx+mlIpin4+9Uu6A3fESHIC7cYK8s+wuGlYHuRHJpUGr3KSi3F7dhNXpYj1/NsEBAPcvpuA4wI0Dw+crmx8v36nhM8/fwU99x2WkoiFcWkji+x9dwhdf2UeXA0eJiOgexwIHKXdc4BjvoFFMRZjgUKjStEe2p0jFVJSPvWLlhjVywCgALPUKHHeqLHCoUGuNtx55kEwZbHEWijKyDeK8BMfVYhIAcH2PBQ5d5LyNn/yOy/2vve/BIg4NC8/vVGd0VURERP5ggYOUkzMgxklwAO4cDqYI1Kk02+MXONJRrolVyHGc8WdwZGWBg899Faq9wuqo7UGDmOBQT64+3jivwFFyCxyv7tZ9u6Z5c32vjtVs7MTr0PseKAIA/vyV/Vld1txxHAeffu42Dvj5hojIVyxwkHK1iQscMaYIFKo022PfxS6loig3LLQ56FKJhtWBZXfHKnAUEhGEgwK3meBQoirXI4+ZHAOAfCKMeDiIWyxwKHOc4BjeopKIhLCWi+P6PhMcury2b+BqKXXia4uZGB5ZTuNL1/ZmdFXz5+NffR0/8/Fv4Gd/95tsDSIi8hELHKRcrX8nlS0qs1CdMMHhOO7cCPJOPo7jDBkNBAQW0zHc4QwOJapTtKgIIbCaizHBodBWuYliKopYOHju91wtJfHqHhMcOjiOg+t7Rj8pM+h9DxTxxI0yB7z64KvXD/CRP3oe9xUS+Or1Q/zeEzdnfUlERHODBQ5SrjrBkFEAWEhGYFgdfuhSZJIWlVKKa3pVkgWOwhgzOABgKRNlgkORarNXWJ0gwQEAa/kEExwKbV2wQUW6v5TCq7t1rufVYK9uombauFIcUuB4sAjL7uLrrx3O4Mrmx261hZ/9xDdxaSGBP/5778N3PrCA//VTL/J1hojIJyxwkHL9YX9jHjQKSfeQzRSBd47jTFbgSPfW9LJHWInDxvgJDsCdw8EChxrHCY7xZ3AA7qpYJjjU2So3RhY4rpaSMKwOdllYVe613vDW0y0qAPD4lQVEggF86RrncOj0J8/dxoFh4Tf+5rchEwvjV37kbeg6Dv7J//fCrC+NiGgusMBBytVaNsJBgWhovKeXnFfAAod3htVBp+tMtEUFAPZ50FCi3HsOj7MmFnA3qbBFRY1pZnAAwFouhv26xQSZAp2ug1tHTWwUhs/fkO7vHb45aFQ9Odvk6pAERzwSxLsu5fHFlzmHQ6enNysopiJ4ZDkNANgoJPBjj23gsy/cQcOyZ3x1RLPTandwja/75AMWOEi5arONdCwMIcRY37+Qcg+DByxweFbpHfImLnBwk4oSk8zgAIDlTAyG1emnnmh61VYbwYBAInL+7Idh1vLcpKLKbq2FdscZK8EBAK9y0Khy1/fqiIQCWMsN/xk8frWAl+7UYJg8aOvyzNYR3raeO/EZ6PsfXYJpd/ElbrGhOfTla/v4sY99BW/7R/8JH/z1P8MfPb0960uiexwLHKRcrWWPPX8DGExwMEXgVaUxWYEjGQ0hEQlyBocih4aFUEAgM+bz/3hVLFMcXlWbNrLx8Qur0mrWPQiyP967rbL7GJ63QUVazsSQiASZ4NDgtX0DVxaSCASG/zt461oWjgO8sFP1+crmQ920cW2vjretZ098/d1XCsjEQvjM83dmdGVEs/Hnr+zhp/7tE9ipNPG333sJ95eS+OeffRkdbhYijVjgIOVqrfZEMXEZ5z9gisCzSRMcAFBKR7HPGRxKlBsW8snI2IfspYxb4Lhd4ePvVbXVHruwNGilV+C4zVYhz45XxF6c4BBC4P5SiqtiNThvg4r0ljX34P3srYpflzRXnr1VgeMAb1/Pnfh6OBjA+x9ZxOdf3OXBjubGX1zbx0//9pO4Wkzikz/7PvzSX38U/933P4xX9wz88TNMcZA+LHCQcpMmODKxMIIBwRkcCsgCxySrMoupKBMcihwa1tgbVAD3TjYADhpVoNJsT/S8lxYzbpsWUzTebR66CY7z2iMGXS0lmeBQrN3p4uZh48ICx2I6imIqime3meDQ4ZmtIwA4k+AAgA++aQkHhoWnNst+XxaR7/7k2R38V//2CVxeSOITP/14v3X3Q29exiPLafyLz73CYh9pwwIHKTdpgSMQEMgnIixwKFCdIsFRTEWY4FDk0LCQT47/2MsEBw/X3lWbkyXHpFg4iFwijDtV/hvwaqvcwGI6ilh49ByU+0sp3DpqomlxuKsqm4cN2F0HV4tnN6hIQgi8dS3DBIcmT29VsJaLY6E332rQ9zxcQigg8Jnnd2dwZUT++Z2vvo6/+4lv4i2rGfz+h9974t9DICDw97/vQVzfMziLg7RhgYOUq7XcIaOTWEhGOGRUgX6LSoItKrNwaFj9mTLjiEeCyMRCLHAoUG3ZE6+IlZYzXNerwla5ObI9Rbrc2/Jx87Ch85LmyvXeitgrFyQ4ALdN5ZXdOjcHafDM1hHevnE2vQG4adX3Xl3AZ1/gHA4/1E0bv/3lG3h682jWlzJX/uLaPn7pPzyLDzy8iE/89HuHDl3/gTcvYzUbw2f4b4E0YYGDlJs0wQG4g0bLLHB4Vmm2ERBAKjL+419MRVFutGHZXY1XNh/KjfZEBQ7AHTTK+Q/eTZvgAHrrelng8Gz7qInVMdpTAGCjVwjZZIFDmev7bsvP/RckOADgzatZdLoOXrxd8+Oy5sahYWHzsIm3nZq/Mej9jyzi2m6dQ4016nYdfPRPr+E7f+Xz+IeffA4/9rGvcLirT1rtDv7H/+cvcXkhgY/+F9+G+DlbzQIBgbdv5JgkI21Y4CClOl0HNdOeOMFRSLFFRQU5h+C8CfrDyOhgucHH34tO18FRY7IZHAAP16pUW9PN4ACApUyURSYFDg2rv3p6lI2Cu2lls8wChyqv7RtYSEZGJvjespYBwEGjql00f0N679UCAOCJ1w59uaZ59IWXd/Grn34J33ZfDr/zdx7HIysZ/MzHn8QfPLE560u75/2Lz72C1w8a+Cc/8taRrYpvWcvi9YNGP3lMpBILHKRU3bQBYOJtBmxRUaPSbE80fwPgFhtVqs02ug6Qm7DAwfYI70y7g1a7O9UWFcD9GezXTdgdppim1e50UW3ZyI/5/F9IRhAPB/uDScm71w8auLRw8YpewB0Cm0uE8dw2CxwqPbNVgRDuKt7zPLKcQToWwtdvsMChy+de2EUyEsS//lvvwvseLOL3/pvH8V0PlvALf/gMN3do9PKdGn7zi9fxo+9ax3fcXxz5/fLfyXMstJIGLHCQUrVWb4vHpAmOZASVZhttHjA8mabAIVsqmKDxptbqFfcmfPyXszHs1Xi49mLax15aysbQdYB9FvmmdtRwX/sLYw7ZFUJgoxBngkOh/bqJxXRs5Pe5g0azePYWN6mo9MpuHRv5xIUJ1mBA4LFLeXydCQ4tHMfB51/cxXc9WEI05CYIEpEQPva33oV3Xyrg5//d0/jyq/szvsp7kxwY+j/81TeN9f2ywPEMCxykAQscpJQ8aEw6g0OmCNgm4U21NXmBo5jqJTgMDhr1otor7k363F/K8HDtldweNO0MDq7r9U6+dg8bKHeejXyCMzgU2q9bWEiN9/i/eTWLl27XOHtJoZ2jJlZzowtM77mygGu7dRxwuLdyz+9UsVNp4QNvWjzx9Vg4iH/ztx/D5WICH/4/v8HXHQ2+ev0Ab1nNjD2HLJ+MYD0fx1+ywEEasMBBSh0XOCZNEbh920wReCNncEyCj70a0xb3uCrWu2o/wTFdi4r8GXAOx/Tk68ckM2g2CglslZtwHEfXZc0Nu9NFuTH+DJS3rGVgdbp4ZZeDRlXZqbSwkh09ZPc9V/IAgCdulHVf0tz5/AvuCt73P7x45veyiTB+66feja7j4B/90fN+X9o9rdXu4OnNCh6/ujDRf+cmyVjgIPVY4CClalPexe63SfAutifVKVpUcvEwAoIFDq/6z/3oZI//UsY9kOzWeDdvWl4THLLAsVtjgWNacgvWJAmO9XwcddPut7fQ9A4bFhwHKKbHK3A8spwG4PbNk3edroM71RZWsqMTHG9dyyEaCrBNRYPPvbiLt2/kUDrn38F6PoG/930P4rMv3MHnuKJUmW/eLMPqdPH4lcJE/x0HjZIuMy1wCCE+JIR4SQhxTQjxi0N+/+eFEM8LIZ4RQnxOCHFpFtdJ45s2pr/Qb5PgIXtajuNMNYMjEBDIJyJskfBo2gSH7JlngmN68nVn0ue+tJCMIBwUTHB4cNhrUZlkTTI3qaizX3Mf/+KYj/+lhSTCQYGX79R1Xtbc2K+bsLvOWAWOSCiAd96XwxMcNKrUXs3E01tH+L5HzqY3Bv3X33kFDyym8L/80XNotTs+Xd297WvXDyEE8NjlyQocHDRKusyswCGECAL4KIAfBPAogJ8QQjx66tu+BeAxx3HeBuDfA/in/l4lTWraYX8cdOlds91Bu+NMdcgrJCM45AwOT+QGoUkLHMVUBEIwweFFteltyGggILCY5jYbL2SCIzdiRemgjXyvwMFNKp7t9+Y5jJvgCAcDuFpM4eXbTHCosNMrjo7TogK4czie2670k3/k3Rde2oXjAB8YUeCIhAL4yA+/GZuHTfze12/6dHX3tq+9doBHVzITf/7koFHSZZYJjvcAuOY4znXHcSwAvw/ghwe/wXGcP3UcR97a+SqAdZ+vkSY07V3sfMI95DHBMT0Z8Zu+wMHH3ovj9qzJHv9QMICFZBS7PFxPrTrl9qZBi5koUzQeHBptpKKh/uaCcWwU3MMgExzeySHRCxMkaB5cSuFlzuBQYufILdKtjDFkFADec7mArgN843XO4VDl2VsVpKIhvHk1M/J7v+P+Ih5aSuEzz7NNxSvT7uBbN4/w+JXJ5m8AHDRK+syywLEGYHPg11u9r53n7wD4j1qviDyrttqIhAITfcgF3NVpuXiYKQIPvBQ4FlIRFpc8qrVsREMBREKTv6wuZaJMcHhQbbYRDgrEwtO/pS1nYmxR8aDcsJAfc0WslI6FkUuEudFAgX6LypgJDgB4aCmNzcMmGpat67LmxqQJjnfcl0NAAN+6eaTzsubKjYMGLhcTEEKM9f3vf2QRX3/tkCkaj57erMC0u3j86mTtKdJbVrN4YZsrq0mtu2LIqBDivwTwGIBfPef3PyyEeFII8eTe3p6/F0cn1Fo2MhOmNySmCLyp99Izqejkj/9CMsrH3qNqy544vSEtpqMccOlBtdVGJhYe+4PtMEuZGHarLDJN69CwJtqgIm3kE9gss0XFq/26iUgogPQEr/8PLaUAANd2OYfDq51KE9FQAPkxW7RS0RAeWkrjqU0WOFR5/cDApYXk2N//gYcXYXcdfOmVfY1Xde/72vUDAG4qaRqXiglsHTXR7XKbFqkzywLHLQAbA79e733tBCHEBwH8TwB+yHGcoZ8+Hcf5TcdxHnMc57FSqaTlYmk8NUkS+qkAACAASURBVA+HvEIyggMOupyanAGRnKLAUUhGcNRow+50VV/W3Ki12hO3ZkmL6Rju8HA9tUrTnnr+hrScjaFm2jBM3s2ehpvgmKLAUYhjiwkOz/brForJyERFvgeX5CYVFji82q60sJqLT/T4v2Mjh6c2j7gmWYF2p4utchOXFxJj/zfvupRHJhbC51/c1Xhl976ntyp4YDE11es/AKzn4rDsbn+OEJEKsyxwPAHgQSHEFSFEBMCPA/jk4DcIId4J4GNwixt8BboLVJvTH/KY4PDGMN1p4FMlOHpbbMpc1zi1umlP/dxfykRxUDdZYJpStdmeOjkmyXW9HDQ6HS8Jjq0y7955tV83J2pPAYBLhQQiwQBe4apYz25XWljOjDd/Q3rnfTlUmm28tm9ouqr5sX3UhN11cHmCBEcoGMB3P1TCn760x9cfD7bKjYkKS6ety2HTTPKRQjMrcDiOYwP4OQCfBvACgD9wHOc5IcRHhBA/1Pu2XwWQAvB/CSGeEkJ88pw/jt4gar2o+DQKbJPwpG66xYnUFAc9ucXmgDNQpuaml6Y7ZJcyMXQdDtmdVrXV9pzgWOodTu5wDsdUysZ0CY71QgJWp8sZNB7t100UU5MVOELBAK6WkniZBQ7Pdo6aYw8Yld6xkQcAtqkoIItEl4vjFzgAd+PKft3Es9sccjmtW+Um1nLjzZ4ZZj3v/rdbHDZNCs10BofjOJ9yHOchx3HudxznH/e+9suO43yy978/6DjOkuM47+j93w9d/CfSrHk55C0kIyg3LFbSp1SXCY7I9AWOQ7YITa3WaiMdne6QvdS788oZENNxExweW1RkgYOzUCbWandgWJ3+68gkNvLcpKLCQd2aaIOK9NBSmi0qHnW6Du7UTKxkJytwPLCYQjIS5KBRBV4/cF8/Lk2YJPieh0oQAmxTmVKl2UbNtLGWn77AsdYvcDDBQercFUNG6e7hpcBRSEbQdYCjJtskpmH0Z3BMtsEGcIeMAkwQeOHlub8oD9dsj5hKtWUjE/faouL+DG5XWGSa1FGvtS0/TYtKoRdP5hyOqTmOgwNj8hYVwB00euuoydkzHuzVTHS6ztgbVKRgQODtvTkc5M2NAwOJSBClCVNMC6ko3raew5evHWi6snvbrV5RYi03fYtKIhLCQjKCW0cscJA6LHCQUu6gxenupMo5EFwVOx3DdNeUhoKT/7PuJzhY4JialwG7cv4DY/rTUZHgSEZDSEdDLDJNQb5uFCZcEwugH23ePOSH22lVmm20O85UCQ45aPQVblKZ2nbFfe6uTtiiAriDRl/YqaLV7qi+rLny+kEDlxaSU23SenQljVd22aY1DVmUWPeQ4ADcFAcTHKQSCxykjN3pwrA6nhIcALhJZUo1D0Mu84kwhGCCY1qdroO6aU81/wQAiqkohABXxU6h1e7AtLueZ3AAwFI2htucwTGxcsN93ZgmwRELB7GUibJFxYP93ntmaaoEh9ykwgPetORrxnJm8kPeOzZysLsOnr3FGRBe3Dgwph50+cBiGuVGGwfc4jGxW73XbS8tKoBbIOEMDlKJBQ5SRq4p9bImFmCKYFqGaU+1IhZwh83l4mGmZ6ZkWO5zf9pNHuFgAIVEhKtip1Br9R57BQWO5UyMMzimcJzgmG5N4EY+wRYVD+R6xUmHjALAfYUEIiFuUvFi+8hDguO+HAAOGvXC7nSxeegmOKbxwGIKAFNM09gqNxELB6ZKjw1azydwq9zkymRShgUOUqZ/0Jh6yKj74eywwQLHNAzTRnKKAaNSIRlhemZK8rk/bYIGcOdw7PFwPbFqy53/4HVNLODO4eAWlcn1ExzTFjgKCcaTPZCv27LNcxLBgMDVYhLX97iqdFq3Ky3Ew0FkpyiyLqZjWMvFWeDwYKfSQrvj4EpxugTHg70CxzUWOCZ266iJ1Vx8qtagQev5OEy720+jEXnFAgcpIw8a0yY48r3+bW7ymE7dtJGaMsEBuAUmtqhMp+bxuQ8Ai+koExxTqPaGEitpUclEsVszuclpQvKAnZvyZ7CRj2On0kS701V5WXPDS4IDAK6Wkri+zwLHtHYqLaxkY1Mf8t60ksELO1XFVzU/bhy4z91pExwr2RiSkSALHFO4deRtRazEVbGkGgscpIzXBEc0FEQ6GuIhe0p1055qg4pUSEbYHjQlFQkO93DN9MCkZGucl+KetJyNwe462Ger1kTKDQvZeHiqAccAsF5IoOscR/1pMvt1EwEx3QwUALhaTOHmYQOWzQLTNLYrTaxM0Z4iPbqawWv7BpoWB41O40ZvRezlKQscQgg8sJhigWMKt8pNrOen36AiyS0sTPKRKixwkDLHh7zp76QWUjxkT8swO0jxsZ8JNQmOWH/dII2vvx7ZQ3uWJFfF3uGq2IkcGtbU8zcAdwYHwE0q09qvu49/MDBdguD+xSQ6XQc3D5nimMadSmuqAaPSoytpdB3gJc5Bmcrr+wZi4QAWpxiyK92/mOImlQk1rQ4ODMvzBhXgeEgpCxykCgscpEzddA95026SAJgi8MJtUZk+wVFMRlBuWDxgT0EW97ykCJYyUXQd4IDpgYkYpnvXU0WCo1/g4KrYiZQbFvKJ6Yt7G4XeqljGk6eyXzenbk8B3AQHALzKORwTcxwHB4aF4hTzT6RHV7IAwDaVKd04MHCpkERgygIfADy4mMadqtlvtabRbh31NqgoaFFJRUPIJ8L9P5PIKxY4SJm6goPGQjLCFpUpqRgy6jjAEYe8TsxrexYAlNLu4XqXczgm0uhtsEl4KO5Jy70Cx20WOCZyaLQ9JThWsnGEAoKbVKbkucBRcqP9r+4xoj+pZm9NdW7K9iDAnT+QioZY4JjSVrnZL5JOS25SeZVtKmOTaQuvK2Kl9TyHTZM6LHCQMnUFcwjcBAcPeJPqdB00rM7Ua2IBoND7gMwEzeRUtGctZtzHn3M4JiMLqypaVIqpCAKCCY5JlQ1r6vkPgLvJYzUXxyY/3E7loG5NtUFFSsfCWExHuUllCuWGe8ffS4IpEBB4ZDmN57dZ4JjGft1EyUN7CnC8SYWrYsd3qzczSUWLCuAmQVjgIFVY4CBl6mYbwYBANDT906qQjOLQsLgLe0KG5b24JPeYc03X5GqtNkIBgVh4+ue+bI9ggmMyDctGQMDTYy+FggGU0lHc5qrYsTmOg8OGtxkcgNumwgTHdLwmOAA3xcEEx+TKhrcVydKjqxm8eLvGDU4T6nQdHBoWSh6f/xuFBCKhABMcE7hVbiIUEFhMTz9gd9B6Po6tcoOf/0kJFjhImXrLXVPqZR/2QjKCdsdBrTc4kMbTH7ToJcHR+4DGBMfkai0b6Zi35778gMZVsZMxzA6SEW+P/aClTAx3avwZjKthdWDZXc8HvI18gisCp9Bqd9CwOp4LTPeXUri+Z/BwMaFyr6XTS4IJcFfF1k2bd7AndGCY6DpA0WOCIxgQuFpMMsExga2yuz1o2uHGp63n42i1u2xTJyVY4CBl6mbH86C//iGbKYKJqChwLPQLHDzcTarWantqTwGASCiAQjLCFpUJGaatZP6GtJSJ4Q4THGOTBVEvEX3AvYO6X7f6M1VoPJWm2yKRjXt7/K+WUqg02yxwT0hFiwrgFjgA4Pmdiudrmif7Nff56jXBBICrYid066ipZMCotJx1/ywmKEkFFjhImbrZ9tQiAbirSgGwgjuh4wGv0x/05B1YPvaTczfYeJ8BsZiOMsExIcOyPRX2TlvOxDhkdALHA3a9HfDWuSZwKqoKHPf3B41yDsck5FBurwmmh5fSCAjg+R2uKp3Eft19v/Q6gwNwCxyb5QZa7Y7nP2se3Co3sd5b8a2CnEO2xwQlKcACBylTN70fNBbYJjEVOeDVy6DFcDCAbDzMx34K1V6LileLmRj2mOCYSMPqKBkwKi1nY6g02/yQO6Zab62i1wTTRsH9oMw5HJNRV+Bwhyxe5xyOicj3y5zHxz8eCeJKMclNKhOSh2EVCY61XByOwyHT4+h2HezVTSxlvD/u0mKaBQ5ShwUOUkbO4PCiwDaJqdR7LSopj4dsrumdjjuDw9sHXIAJjmnUTRuJiLoWFfkhix9yx1NTsD0LcGdwACxwTKrSUFPgWM3F3SGLLHBM5KjhJldDQe8fp9+0kmGBY0IqExyrvXaLHbZIjFRr2eh0HRSS6gocskjFNl1SgQUOUqZu2goO2O4LHA/Zk5EzOFQUmDj/ZHK1VhsZBQmOpUwU+3WTk/Qn0LDUtAdJy1l3Ijz7gMdTM90DttfX/mIqgng4yFWxE6q21BQ45JBFroqdTFnBBiHpgcUUbh01mR6bwF7NRCwcQFJBkVu+9u9U+Bo0ymFDzeylQbFwENl4mAkOUoIFDlKmbtpIezxoxCNBxMNBHrInJNfEem0RKiQjOGB6ZmI1VS0q6RjsrtP/8ECjNcwOEopncADgHI4x1RUlOIQQWM9zVeykZItKxmOBA3BXxV7fZ4FjEoeGhZzHDSrS5YUkHAfcJjQBuSJZxRat1d6Qy+0jvvaPomp70GmldBS7LHCQAixwkDL1lpphf4VkhHMgJiRj4l7vZC+k+NhPynEct7inqEUFYHvEJOqmreTunbTUu4vHn8F4qoqGjALuHA4mOCbTL3AoKLBeWkhi87ABu9P1/GfNi6NGW9ld7EsLbpvWjX0WOMa1X7eUtKcA7g22XCLM9N4YVA3XPW2RBQ5ShAUOUqLbdWBY3tfEAu4hmy0qkzFMG6GAQDTk7Z90IRlBudFmi8QEmu0OOl3Hc0QfcIeMAuAb/AQaVkfpFpV0NIR4OIjbFf4MxlFr2QgHvb/2AMBGPo6twwYch68/46o020hF1cyAuLKQhN11cOuIRaZxlRuWsrvYlxfcTTY3DpiiGddezVQyYFRazsTYojKGQ0PNeuTTSukoW1RICRY4SAnZIqEips8Ex+SM3gYbrzHNQjKKTtfp3xWk0VQNWQSOExy7TA+MxXEcd02swgSHEALL2RjucNDZWGqtNtKxsJKI+EYhgZpp8/VnApVm2/P8Dely0T1gv8Y2lbGVDXUFjlwijEwshNcPmOAY137dVJbgANxBo2xRGU0mOFS1Z0lugqPFIjd5xgIHKVFXNOQSAAoJFjgmVTfVpGeKKffNigma8alakwkc74Hf5SaVsTTbHTgOlM7gANxhr3cYUx5L3VQ35HW9v0mFd1DHVW22lczfAIDLRffx5wF7PJbdhWF1lN3FFkLgcjHJBMeY7E4Xhw1LaYJjJRvj/KUxHBoWggGhpDVu0GI6hla72z9TEE2LBQ5SQg6aUzWDg4MuJ1M320hGvd/FPl7TywLHuKoKExzRkNsDzPTAeAzT3TagskUFkDFl/gzGoWrALgBsFNwhf5scsjg2N8Gh5vEvpaJIRoJMcIypfxdb4RyCSwtJFpjGdGhYcByglFL3+K9kYzg0LG6yGaHcmz2jIrk3SKZx2KZLXrHAQUrUZIJDRYtKKoJWu4uGxQruuAxTzRyC4wIH31zGVesPWVRzyFhKx5jgGJNcj6yyRQUAVnJx7NZanEUzBrdFRVWBQyY4eMAbV7VpK2tREULg0gITBOOS264KCmP6lxcS2Co3YNkc9DrKXt19n1TZorLS26TCAvfFjhTOnhl03KbLz0DkDQscpIQ8aHhdEwsAC0wRTExVTHwh6b657HNN79iO12SqOWQsZqK4w7sXY5GzfxIRtQmOlWwM7Y6D/Tp/DqO4CQ41z/1MLIxsPMwExwRUzuAAgCtFJgjGVdYwaPHSQhJdBxz0OgY5jFJpi0rOHfTNQaMXO1Q4e2aQLFbt8b2XPGKBg5SQhzwlCY7eIZsFjvEZigoc+aT7QY2P/fjqpvshV1WbRCkdxR57gMfSsNwYsaoZEJK8i7fNu3gj1Vq2ksK2tFGIcwbHBFQXOC4tJLgqdkw6Bi1elqtimaIZSd6I0ZLg4KDRCx012sgp3qACuDM4AA5aJ+9Y4CAlav2ouLo2CQ66HF+9t0XFq2goiHQ0xALHBOQciJSiFMFSJoa9usn2iDHIQWQJBfNnBq1ke3fxeBd1JJUtKgCwkU8wwTEmy+6i2e4goyhBA7ibVOyug60yn/ujyBYVeWNAhUu9VbGvcw7KSDJhp3rIKMAExyiHDav/WV2lTDyESCjAVbET4MaZ4VjgICXqCgct9ltU2CYxNpWbDAqpCItLE5CzYuKK5kAspqNodxyUG/wZjNKQQ0YVt6is5tiHPQ7HcVA31bWoAO4cjq1ykwW+Mch1ulmFd1Kv9FbFMkEw2lFDtqioO+gVUxEkI0HcYJvQSHs1E/FwUOmQ6Vg4iHwizNf+CziOg6OGpXxFLODOASqloixwTOA3Pn8NH/rnX0SbqbsTWOAgJfrD/lQMukxxBsckHMeBYdpKtqgAboGJQ0bHZ1gdRIIBREJqXk6XMr2IJt/gR5IzOFQ996V8IoxoKMC7eCMYVgddR01hW9rIx2HZXfZgj6Ff4FDYonK5lyC4wQTBSGXDQjwcRCys7vVHDnp9nQWmkfbrptL2FGklG2eB4wJ100a746CgMLk0aDET5eefCTy1eYRO10E4yCP9ID4apETdtBELB5T8A0tHQwgHBVMEY2q1u+g6QCqq5s2mkIzigOmZsaksLgHHU8TvsAd1JENha9wgIQRWsjHO4Bih1nIP2CpmL0nr3KQyNlngyCgscDBBML7DhqV0wKh0uZjgoNcx7NVMFBWuiJVWczFssz3xXDK5pCPBAYAJjgk4joOntyp463p21pfyhsMCBylRU9giIYRAgSmCsdV6Qy5TChMcLC6NzzA7Srd4MMExPjlkVPUMDqB3F48fci+keoMQ4M7gAMA5HGOoakhwCCFwuchVseM4arSR1zCH4NJCEptlDnodZb9uKp2/IS1nY7jNGwznku2zOraoADLBwcd/HDuVFvbrJt6+npv1pbzhsMBBStRb6gocgJsiYIvKeOSQS1V9qIVUBGXD4uCiMTUstQmOUn8PPN/gRzFMG+GgQDSkocCRizGmPEJV4ewlaT3vzj/hJpXRqi31BQ7AHTTKFpXRyg09qzIvLyTQ7jjY5iaPC+3XLW0tKkeNNpq9AjqdJD+ba2tRScdQbrRh2SzwjfLM1hEA4G1McJzBAgcpYZi20pgyUwTjUzn/BHAfe7vroNq0lfx597q6aStNcMTCQWTjYSY4xmAofuwHrWbj2K2ZvIt6AdmiklH42h8LB7GYjrJFZQw6ZnAAwJWFJDbLTQ6tG6FsWFpWZcoU0y0myM7V7nRxaFhaEhyrOTdFuc0ZTENpb1HpFa32OYdppGe2KggFBN60kpn1pbzhsMBBSqhsUQHQa1FhgWMcclVmWlWCo7+ml28u42hYHaXPfcCdw7Fb5eM/imF1kFS0vea05WwMna7DYZcXqGloUQHcTSpsURmt0pAFJrWP/30LCXS6DucQjFButLUkOJZ6q0pvV/n4n0e2SeiYwbGc6W3RYoJmKPnZXFuLikyx8ibPSM9sVfDwclrpoON7BQscpIT6FpUI18SOSXWCQxY4WGAaj5siUPvmspiJ4g57UEdy24M0JTjkXTx+yD2XLK6qLvBt5ONsURlDpdlGPBxUtsFJuq8/6JU/g/PYnS6qLT0zOJZ7c5huV3jAO48s7mU1HLKXs3IOFl/7hzlqWBBCfXJMkgkODhq9mOM4eGbrCG/j/I2hWOAgJeqKExwLyQhqpg3TZg/kKHXFBQ4Z+WSL0HgaVkf5IXspHWOCYwx1s4OEpgLHSrZ3F48x5XPJFhWVMzgAYD2fwE6lyfagESrNtpZDxkaBg15HqTTbcBxo2aKSjIaQjoVwm68955LtWTkNz38esC9WbrivO8GA0PLnL6ZZYBrH6wcNVFs252+cgwUOUkL1DI5CL3ZYNtrK/sx7leq7qExwTEZHgqOUcdekcdDrxRqmra1FZTXLmPIotZYNIdSv6V3Px9F1wE0GI+gqcCxnYggHBW5yDsq5yr0Ega6Y/kqWQ44vIudA6Hj+JyNBxMNBFjjOcdiwUND0vAeAhd7n//0aP4Ne5GkOGL0QCxykhDuDQ90bzQLnQIztuEVFzUGvP4ODswfGYlhq00uAm+CwOt3+hzgaztCQnpEy8RASkSAPGReo9VoTA4rv5K31NqlslXkH+yK6ChzBgMBqLs5BrxfoD3jVkOAAgOVsHHdY4DtXP8Gh4fEXQqCUjnL+0jmOGnqG60rhYAC5RJhDRkd4ZquCaCiAh5bSs76UNyQWOMgz0+7AsrtIKVyVWUi6EUGmCEaryzWxiu6ixsJBJCNBtqiModN10Gp3lW/yWMy4z3/O4biYoTHBIYTAcjbGFpUL1Fq2suHGg9blFgkWOC5UbdnIaOqD38gnsMnH/1w6NggNWs5EWVy9wFG/RUXfJg8mOIY7NPQM1x1UTEVZ4BjhL7cqeHQ1g3CQR/lh+KiQZ0bvgK16yCjAAsc4Gr0WCZV3URdSURxwyOtIhqU2PSMt9YbMcQ7HxRqWrW0GB+C2qWzzkHGuWqutfIMK4MbzAa7JHKWqKcEBuHM4tpjgOJeuDULScjaOvbrJVb3nqPQGXaqe/yOVUixwnOeoYWkZrjuomIqwwDHC9f06HmZ641wscJBnskUipfCNvt+iwkP2SIbVUZ4gKKVZPR9HQ6ZnNKyJBbgmbRTDVL+id9BKNoYdHrLPVWvZWg4YsXAQpXQUWxxyeSFdLSoAsFGI48Cw+u/vdFJV04BdaTkTg+Nw0OV5Ks02MrGw8vY4iZ+BzndoWFqG6w7iTbaLtdod7NctrOXis76UNywWOMgzeSdD5UFDTmhmgmM0w7SVtgcBvHsxLpngUL4mtjdFnD3Y5+t0HTTbHeWP/aCVnHsX1bJ5F3WYmtnWdsBbz8eZ4LiA3emibtr6Chx5blK5iO4Eh0wxsU1luCONxT3AbZEoN9p87T+laXVg2l3tCY5SijNQLiJfF1ZY4DgXCxzkmeotHgAQCAjkE2HOgRhDw7KVJziK6QjfXMbQUDz/RIpHgkjHQiwyXaAh24MUP/aDVrPuXVQWmoZzExx6DhlruThncFyg2jtgZ+J6nv/9VbGH/BkMU2u1ERDQNgNoOcsi90UqzbbWQZdyVSwH3Z9UbrifyfXP4Iig1rLRane0/j13q+1e8X81F5vxlbxxscBBntVNN6qpck0s4M7hOOSby0iG2VE+A6KUiuGIdy9GksW9hOLHH3DbVPjh9nwNS0970KDV3t2RbSYJhqq31K4HH7SWj2P7qIVul6uSh+lv8dB0F/u+foGDCY5hZHFPCD0tEssZJjguctTQm+CQBQ7eZDhJpqp1t6gUU7LAxJucw8jPJGxROR8LHORZXcOQUcAtcJQNrskcxbBs5Yc83r0Yj0wR6JgDsZSJcQbHBeqK1yMPI9eVslViOF0zOAB3k4rV6TJJdg7dBY58IoxkJMgWlXPofO4D7vrTaCiA29ziNJTOAbsACxznOX7d0ZvgWJAFDr7+D7V95BY+ZdKLzmKBgzyr93tR1b7ZLySjPGCPwV2VqafAwTf3ixm9FIHqFiGACY5RZHuQjsdekndH2CpxVqvdgdXpIqOpRWW999hz0OhwVc0FDiEENgoJJjjOoWuDkCSEwEo2htvcpDXUkU8tKvwMdFJ/PbKm1jipmHILKBz0Otz2UROldBTRkL4bPHc7FjjIM9miojpF4LaoMJ42imGqH7TIN/fxNDSmCGSCw3EY0R9G14reQbFwEMVUhAmOIWqaCtuSTM9ssbg0lO4hl4CbouEMjuGqmhMcgPsewATHWY7jaN0gBBwfsPkZ6KT+7B+NrzvAcYvKfo1ngGG2K81+Cy0NxwIHeVZv2RACSITVHjTyyQiOmm102IN9IR0tKqyej+e4TUL9B91SOgrL7vYjoXSSXF+pc8go4M7hYIHjLB3DpQf10zN87IeqaV5TCrirYjfLDRZZh6g228hoLnC4CQ6m+E6rmzY6XQc5jW0S0VAQ2XiYLXKn6C5sS7LAwcd/uFtHTaxxwOiFWOAgz+pmB6lISPk+8oVkBI5zPLWZznIcBw1L/ZDR/psL715cSA66VF3cA4DF3pA5zuEYzugPGdUb0VxjgWOo4wO2njt5yWgI+USYCY5z9AtMGg8a9xUSaFgdJimHqLVs7Xexl7Ix3KmYHLR7ylFDb3uWVEpH+RnoFPm6r6uwLcUjQSQjQRzU+dpzmuM42D5qYiXLBMdFWOAgz+pmW8uHrEJvzzY/XJ3PtLvodB3lcwhi4SAyXFM6kmHZiIYCCAXVv5Qu9dqEdtmDPVRDY3pm0Fouju2jJu9in+LHnbz1fILzT84hH3+dCaaNvLtJ5SbncJzhzuDQnODIxGB1ujjkTZ4T+oMuNW/yKKVY4Dit1rKRiAS1fOY5rZiOMkU8RLnRRqvdZYvKCCxwkGd1U32LBOAmOACwgnsBQ2NMvJSOMh44gqHpuQ8cJzg4aHS4/opezS0qa/k4Wu0u19Wd4keLBNMz56ubNlLREIKKk5ODNuSqWBaZTnAcB3XT1jr/BACWe3dob3NV7Am6NwhJ/Ax0Vq3V1p7ekIopFjiGOV4RyxaVi7DAQZ7VWraWF7xCigmOUfotEoqHjALumwvvXlysYapvD5IWZYKDP4Oh5HM/qeG5P4ibVIbrJzii+g4Za/k4tjgDYqi6pvfdQau9D9DbLDKdYFgddB39cwjkCkgWOE6SBQ6dW1QAtqgMo3s98qBiKsICxxDy9ZgJjouxwEGeGaaeF7zjFhW+wJ1H95DLfaZnLmRY6lf0SsloCKloiAmOcximvvagQXKbB5MEJ/kxA2K9l55hkfusumlrfewBd75KOhbCDp/7J+iePyOtyAIH3wNOkDM4dA4ZBdybPA2r00/Kkixw6H3eS26Cg6/9p7HAMR4WOMgzGZVVLZ/otajww+25GpbeAgfvXlysYalf0TtoMcOfwXl0bA8aZj3nxvSZ4DjJ0LgiWeImlfPVF/qtVQAAIABJREFUNL3vnraajWObCYITqk3/NkkEBNsUT/OzRQXgsPVBfsyekRZSUZQbFuxO15e/726xXWkhEgr02/hpOBY4yLN6S89BIxwMIBsP8+7dBQxTX0y/lI6ibtr9IgqdpWv+jLSYjvLD7Tkapt7ikpSJu0kaHrJPMqwOwkGBaEhjgaOXnuEmlbP8Omis5GLYqfDxHyQTHBnNB+xgQGCBcwjOOGpaiIQCiIX1HmFkgYOP/zE/tgdJpZS7SZFDdk9yV8TGIYS++Uv3AhY4yDOdd5IWkhEmOC5gaBy0WOqtit2v8fE/T8PsaN1isJSJcQbHOXQlx04TQmAtF+ch+5SGaWsf8LqeZ3rmPH7M4ADcGPT2EYusg/zYICRxk8dZlUYb2XhY+wFPfgbi43+spqklfZgiP4MO5a6I5YDRUVjgIE8cx9E2gwNw53AcsgfvXEZv0KKOD7pFGc/k3YtzGZaNhMaI/mI6it1ai0MWh9DdHjRoLR/noMVTDKujfcBrNh5GmumZofwq8K1mYzg0LLTaHe1/192iKhMcfhQ42Cp6RqXZRk5zegYYaFHhZ6A+P1tUikzQDLV91OT8jTGwwEGeNNvuNHFtCY5UBAccMnou2T6i45DNuxejGaa+IaOAm+Botbv9nmM65tcMDoDrSocxTBsJHx5/uUmFTqr7NOxvpbeqdIdzOPqOExz6H39uMzvrqNHWvkEFcG+wBQQ/A0ntThetdte3IaNyxgTPAMcsu4vdmskCxxhY4CBP6i19Qy4B3r0Ypb/JQMPjv8i7FyMZVkfrIVseLjhF/yzdxaVBq7k4Ks12/98b6X/uS+t5tged1u06qFv6t6gA7gwOANykMsDXFpV0FHt1kym+AZVmW/uAUeB4Bgo/g7r8fN4DAwkOtqj0uYleN1lHF2OBgzypmXpf8BbTMZQbbVg2pygP0zA7CAggGlL/T7mQjEDw7sW52p0uLLurNaa/3HsT493Tswyzo7U9aFB/VSwP2n0N09beogIwPTNMo92B4wBpn7aoANxkM6jaaiMYEIiH9T//S+ko2h2HKb4BboHDnw0SnIFyzK/1yFI6GkIkFGCLygC5dGGhl7Cm87HAQZ4YGhMEwHEPJCNqw9V7d7F1DNsKBd01VHxzGa7Rm3+iM6YvB0ntcMjfGQ3LnxkEwOC6UrZKSIbV0T5kFHAHjdZaNg94A2Ry0o8EB4usZ8k5BH5sMeCq0rP8SnAAxwka8j/BIYRwC0x8/PtkgSPvQ4vW3Y4FDvKk/0FLV4GDcyAu1NA8h4D9v+eTxT2dd7EX01EEBHCbaxrPMEx/DtiA2yYBMMExyDBtJH1I0DA9c5a8k+pHgS8WDqKYinBV7AB/V2XyM9CgdqeLumn7MoMDYJv0oGo/weHP+y4AFFMR7HPRQN9Rw/0Z5BL+JJjuZixwkCeyRUXnDA4A2K3yDWYYw9Ib0+eb+/nkgFedBaZQMIDFdIx3T0+x7C6sjt72oEGlVBSRYABbjOn36S6uSjI9w0Gjx+T7rh8JDsCdBcRVscdqLf9WZXKTx0kyyeVngmO/bqLb5QwUmeDwq7gHAKV0DLucQdZXbjDBMS4WOMiTuubIGt/cL6Z70CL7T89nmG6Liu672MtZFjhOa1rysffnkBEICKzkYkwRDDBM/WtigYH0DItLff33XZ+e/yvZGNckD/BzVSZbVE6SBQ6/EhzFFGegSDXNie1hFjP8DDqo3GhDCP8KfHczFjjIE8PS+4JXZDzzQg2zo/WAXeq9uXCC+1nyua+7TWIlG2M8/JR6Pz3jT4ID4LDLQZ2ug2bbnxahQjKCWDjA4tKAuunfmlLA3SLEIuuxmk8regEgE3MHLfImj0tG9P1McAC8yQYMDhn1scCRjuLAsLhooOeoYSETCyMU5PF9FD5C5ElN87CzSCiAfCLMAsc5DEtvgmM5E4PV6aLc4N2L02SCQ/fdjJWse7hgkelYw/SnuDRoLRfnXeyehubC9iAhBNZyXBU7yM8howCwmouhbtr9Hvx552eLSn/QIj8DAQCqfreo8CZb3/GQUf/SA4tpd8gxh927yo0221PGNNMChxDiQ0KIl4QQ14QQvzjk979bCPFNIYQthPgbs7hGuljdtBEOCkRDnAMxC4Zpa93isZRx31xu8+7dGY1+gkNvimAlG0PD6qDa+3BB7uwZwN+o7Fo+jt2ayTtJGNwg5E+CZj2fYHpmQE3z9rLTVnqrYrnNyVVttn2dQ1DkZ6C+o6Y7g8D3BAcff9RNG9FQAJGQf0fHpUxvDh8ffwBA2bA4YHRMMytwCCGCAD4K4AcBPArgJ4QQj576tpsAfgrA7/p7dTSuekv/qsZSOordGj9YDWNYHaQ0HjJkgeMOH/8zjmdw6H3+yzWNLDIdM0x/ikuD1nJxOA7YLoTBDUI+renNsz1okO7tZaet5tzXICaYgG7XQd2ykfExps8ExzH53M/4XOBggkDOnvE3PSATHBw06io3LCY4xjTLBMd7AFxzHOe64zgWgN8H8MOD3+A4zg3HcZ4BwFtmb1CGaWuPyXIP9vkapq01pi+r53d4uD7Dr0O2PFzwYH3M0Ly9aRiuKz3WT3D4VGBay8VxaFj91NS8q7XaSESCCAaEL3+fTHBs8zUIdcuG4/gb05ebPAj9JKNfxb3+DBQWmFBt+VvYA9whowBwh48/AHcGTT7JBMc4ZlngWAOwOfDrrd7X6C5SM22konrf6GWLCmcQnNTtOjAsvZsMZPX8NqvnZ/g1ZHS5d7hgguNYw+ctKsDAulLexe4PufTrkLHO4tIJdVN/cnLQYjqKYECwRQWDcwh8THD0Bi3aHd7rq5s2IsEAYmF/iqucgXLMz9kz0kIyAiGAPX4GBSATHCxwjOOeGDIqhPiwEOJJIcSTe3t7s76cueK2qOh9o1lMx9Bqd/sfqsnVbOs/5EVCARRTEdyp8s39tIbVQTys/y7qYjoKIYBtFjj66v0WCf9aVFaycQjBQzYwMH/G5wIHi0uumg/JyUGhYABL6ShbVDC4ScLfBIfjAIeG5dvf+UZVa7V9fe4DvZtsTNDMpEUlFAygmIpyBgcA0+6gYXXYojKmWRY4bgHYGPj1eu9rE3Mc5zcdx3nMcZzHSqWSkouj8fhxJ4lDnoYzfDpkLKZjuMPq+RmGafuypjQcDGAxHcVtxsP7/D5gA26xbzEd5SwIDMyf8anAtJ5PAAA3qfTUfVxTKi1lY5zFhBklOFIctCj5MfftNA66d80iwQG4N3n4GfR4RTKHjI5nlgWOJwA8KIS4IoSIAPhxAJ+c4fXQFNwZHPpbVAC+uZ/m1yFjOcsCxzCG5vkng5Z7q2LJJZ/7CZ9iytJaLs4EB/wvMJVSUUSCAT72PXXTRtrnQ95SOoZdJvn6a0r9blEBwBQBZnPIZoHD5SY4ZlPg4Of/4wQXW1TGM7MCh+M4NoCfA/BpAC8A+APHcZ4TQnxECPFDACCEeLcQYgvAjwL4mBDiuVldLw1XY4JjZvwatLiUYfV8GMPq+DYDYiUTY4FjgFtcCiLg05BFaY3rSgEA9V6BKeVTgS8QEFjKRjlot2cWd7EX+T4A4DjB4dcWD8A94AHAPj8D+fKZ87RSKorDhoX2nM9Aqc0gOQa4KWIWONz5GwCQT7JFZRz+l+IGOI7zKQCfOvW1Xx7430/AbV2hNyg/ZnDIeCYLHCf1By1qPmQsZWLYr7tv7uHgPTG2R4mGZfsW0V/OxvCla/u+/F13A8Pq+JaeGbSWi+NPnt1Bt+v4Xlx5I2n0iqtxn2egcMilq+7zDA7AfR+otmy02h3fBjy+ER3P4PDv8S+mmOCQai27P/DZL8WBGShLmZivf/cbhd3pomF1ZpLgWMq4W4TsThehOf4MKltUmOAYz/w+U8gzu9NFs93RvkUllwgjHBR8cz/lOMGh98OmfENnBf2kutnxLaK/mouhbtr9D9fzrmHpL6wOs5aPo91x5v61yLA6iAQDiIT8+wixmo1xTWlPtdWeyRwCAHPfpiLXlGZ8vJMdjwSRioZ4kwdA3fS/TYI32Y4He88iwVHKxOA4wMGcD9ntJzhY4BgLCxw0NaOXINB9J4lruoaTQ0Z1t0ks9wocXFN6UsP075DNVbEn+Tn/ZNC6XBU757MgGpaNhM8FppVcHHeqLXS7870u3HEcdwbHDBIcALA754NGDdNGMCAQ9bG4B3AOhDSrGRzAfBc4+sN1fS6sAsctWvNeXD0eMsoWlXGwwEFT61d0fXjBK3HI0BkywZHQHBPvf7Bl//UJDR/bJFay7s+Aq2JdhtnxZYPNaWu9daXzPoejbtraW+NOW83G0O442J/z9EzD6sBx4HuCYynjHjLmfWW4+9wPQgh/W9R4k6dX3JvF/BkWOFCdQWuW1C9wzHlx9dCwkIgE57pFcBIscNDU6i1/EgQA714MIzdJ6H6zlx9sb7PAcYLh4wwO2XPMLRKuhmX7NuB1EH8OrsYMCkwrvRTTvBf5ZhUVX0y7RdZ5HzTqpmdmENNPR+e+Nc60u7C7ju+PP2egHH/en8VzX95km/fiarlhsT1lAixw0NTqplvR9WPYGQscZ/VXNWq+k1pIRhAOirl/cznNMG3fZnAsZWIIBwW2yg1f/r43ulkkCAC3mJtLhHHraL5/Doblf4vQSq6XYprz9IyMivs9ZDTfm4U170lKw7Rnkh7jZ6DjFIHfz/14JIj0nM9A6beozCDBIQtM857gOGq02Z4yARY4aGp1nxIEQG9Nl2GiM+f914PqZgfhoNA+6E8IgcV0bO7v3A2y7C7aHce3qGwwILCai2NzzpMDktseNJuY5louzgSH5X+CY1UmOOa8wOFna+gg+T4w762Kbnuc/4e8UjqKWm+Lzbyq9we8zubxn+sChzm7FpVIKIBCMjL3xVUmOCbDAgdNre5jRbeUiaHrYO77rwf5GdNfzsY44HLAcXrGv0Peej7OBEePexd1NlvOV7Jx7Mz5vwVjBgmaXCKMWDgw9499fUYJDgBYzHAWVt30fwYEwE0ewEB6aQaPf3HOW4RqM2xRAdw5HPNeXGWCYzIscNDU+i0qPrzZrPR68Ob9w+0gw+z4dshYykRxZ87jgYPkBiE/D3nruQQ2D+f77jXgDpozZpAgkFZzsbl/HTJmMANFCIHVbBw7c74q1s/33dOWmOSbSXEPON7kMc83eWa6qnTeExwzbFEBgMVMbO6Lq+WGhUKSCY5xscBBU6v5OGRU9l/vzHk8eZC7KtOfQ95SJoY7c36oGyQ32Ph5yNsoxLFfN+c6ogy4g+Y6XWcma2IBN81Uabb7KZ551DBn0yK0koth+2i+X4eqM7yLvZiJssDx/7P35mGyXXW993ftmnbNQ1d3V3VX9ekzn5wMJyQhDAmEgEZABkFB0BcFUVQe9Spe0Xvv48VXwder4sAVry9BRHECFDUohEEghAQCSSDzSc45OUP3OT1PVXtX1d61d+37x65VXTk5Q1Wne6+19tqf5+mHMz30yupda6/1W9/f98tIPRZElQL1Frvi3ljaffYdR8426VqrjUiIMEvwcBUc8j77dsfBRrONXNCiMjBBgSNgy3iV4gFsOujLfnPaj5e3qKWMCt20ezcostOL6PVQRVDJJwBA+jYVOvcsNrlAvxeEvGsRCwUHQNuD5C5ye9kaej7jGRU12X0gDAspRiajgNxJHixVBKWMioZpoy7pHkhn1JpFGc+4LUKy+vBtNNtwHNfsOWAwggJHwJbRjDYS0RBCys7nwecTEcTCivSb2368dHOnMV2BD4dLg0GLSrXgHqxlNxqlc8/KZLSclfuzYNkdtNodJjL9iawrU27bHc+/Ny9oDAt89JAt603qZnuc93NPpelyKzgYFji6676sSlZW5rqUSj4Bu+NIazK91jABIDAZHYKgwBGwZbw02yLETZE4J+nL5UJ46cFRkvxQdz70kOGtyWhXwbEquYLD9L49qB+qJjsnabG10b29Z+GBUs7F4TiQuk1CMyzEIyGEQ95v32ihW9a4Rtoex2LtiYTcJAmZCxwag9ZQSole8ki69rAy16XsKrj7nzOS7n/WuwWOwGR0cIICR8CWqbe8XfBKmSDJox/NsDxz0p+Q/FB3PtR/wcvnfzQVQzSsYFZyBQcL/5N+xrPuLfacpC0qDYMqaFi0qARm0/UWuwSh8Yz77C9IquBgqZ4B3HeAzAWOequNeCSECIPiXknytYdlchkA7ComAQCnV+QscKzprv9MYDI6OEGBI2DL6B4esAHXYC4wGd3Ey4q67Ie686H+M156cCgKQSUXDwocBm0PYtOiEguHUEzFpG2X21TQeD//kznqfyLn3AO0F56V0Z/cCg7WxdVRyaNKvbzUOR+qXpK3RYVtgaOUURENKTi9ojMbA0tWgxaVoQkKHAFbxmvJ2kQ2joW6vCZD/TiO46npk3uoi0p7qDsfquDw2odgMh/HjOQmo3TuWaWoAHJHxfYOeSwUHLnAbJrlQSOfiCASIoGCg1GBKYgqtZjFlKqREPKJiOQtKmyeewAIKQSVQlxaBUet6So4MvGgRWVQggJHwJbxvEUlq8LuOFK/4CmG1YHlcS9wORt4oFC0roog7nFkWrWQkF7BoXmY3nQxShlV2mIfC/USJRULI62GpVbyaQwLHIQQjKVVLEp6yOupx1gqOOqGtFGl9ZaFNNMkD1Va/x8vPd8uxvRIEqcl9eCoM4wHF5WgwBGwZTxXcORciWDgA7F5k+TlbUY5G7QIURqGhWQ0BMWDBKF+Kvk4VnWzd4suIz0FB8PbpIlcXNp2LVbqJcqE5IVW3WRr9jeWiWFR0ksG5i0qqRgMqyNtVKlmWEir7G6wS1m5lXssW1QAYKqQwOkVXcoCH71Q9iK10i8EBY6ALeO1XJCmF8h6sOhHa3l/yJjIxaV9uZ+PbtpIMHjZ95JUJFZxbHpwsNtslbMq6oaFeqvNbAys0E12KSpA14tJ4iJ3w7CZRSQDwHha3lvs3sUCQwUHACxLWmCqt9pMi3vlrJzPvhuPzLawCgDTIwk0TBvLmsl0HCyot9rM2rNEJShwBGwJx3FQb7U97QfbdNCXd3NLYRGXVs6q0AwLNQkPdeejdxUcXlPNu0W+GUllmoA79woB1Ai71xf1gpAx1Yn1LXY5K696BmAf1yizgoNlTCmwWeCQtU1XY+jBAbgtKsuaCdPqMBsDC5ptGx2H3XNP2TXiJqmcWZXPaJT1ui8iQYEjYEvoprvgefmyycYjiEdCgYoAjFpUcoGChtIw2cg1NxUcEhc4TAvJaBiEsJNq0mKrjK0StMDByuR1IqtiRTfRattMvj9rWEvFxzMqNpptKeefdXGvmOoWOCRNUqm32KWoAK73EiBfipDe871ipxwDgKkRd/8jo9EoS4NdUQkKHAFbgkqzMx72QxJCpJcnU1hstCaygQcKhZXhVjEVhRpRMCNxi0rDsJn6bwB9ajIJPWkaJtuYXpnVM52OA920mRY4ZFYR9BQcjJ59mee+03GgmWw9OMa7675saw/rojalko9DIcApKQscbabPvogEBY6ALVFrUgWBtx+4ssQmT/1sxtUFCg4WNEyLySGbEIKpQgJnJG5R0RipZ/oZz6ggRM64Ut20EAsrCIfYbB9kLrQ22uxvUse7t9gyehHohgU1wu7Zz8UjCCtEygKHblpwHHb+J8BmYVu2qFjWrVmUWDiEcjaOMyvytajUDbbqJREJChwBW6Kn4Ih7+4GTvf+awqLAMZ6OQSGBBwrQjWpkdJuxaySJU8vyveApDYZzT4mEFIymYlJ+FhoGWwWBzIXWBgc3qeMZV0WwUJPvkK0ZNtM+eEUhKKZiUhY4enseDlpUZFVw8OABsWskIWVUbL1lIRMUOIYiKHAEbAlqNOm1gmMiq2Kx3oJly2XydD46g5d9OKRgLK3inIQHi/NpmDazFIndRTcLvtORLyoN6CbYMEyRoJQlTRXSDYvp/MtsNs2isH0+Y2k5fQgA9v4ngNumIqMHR73lve/Y+WTjEcTCinTqJZ1GgzNuDQXcCx45PTiCFpVhCQocAVuCvmy8riiWsnF0HEjr4k6hMbGJiLcvnMADxcU95LFScCRgWh3pZLIUnRM38YmsinMSenBQk1dWqJEQCsmopAavNKKX3fznExFEQkRKBYfOgXpsNC2ngoPuOVmu/YQQKduktZ7JKPv37q6RBFZ1U6qI9rbdQavd4WL+RSIocARsiVqTjYKjnJP39q4fzbCRjIagKN4mSUxk5by17sdxHKYKjuluVJqsbSoN00aCgxd9uftZcBy5lDQsn31KOatKafC62QvPbv4JIRhLq1IqOHiIahyVvEWF9S32eEaVT8HBiQcHAExLmKSicaBeEpHLFjgIIQlCyG8SQm7v/n4/IeQ1Oz+0AJ6pMfrATWTd/mvZ2yQ0o82kF7XcvbWW7VDXj2F1YHUcZi/76WK3wCHRC74f9xaVvVS2nFXRMO3eWigLPMj0y5IWWhsm+1tsABjLxLAoo4LDtJgX90bTMazopnQtivVeWzTbZ7+UVaVTT/JU4Ng3lgIAPH6uxngk3rHZnhW0qAzDIAqOvwJgAHhR9/dnAbx/x0YUIAS1VhvRsALV4xaJybxb4JiVOCYT6MaUMnjZlHNxGFYHaw155IHnsxmTyeZlX86oiIYVnJbQSRzg44ANyKsm0w32HigTOTnbgzQOTEYBYFxSBQer924/o+kY7I6DFd1kOg6v4eUWu5RRsVAzpLrkYR2P3M/e0RSKqRi+cXyZ9VA8o264+23WhW3RGKTAsddxnN8H0AYAx3EaALzVxQdwBytH31QsjHwigpk1OW+vKZphMYlL60U0Sni4oGxmwrN52SuKGxV7UsIWlU7HQaNtc7HRKmflTPNg7cEBuHNfa1m9z6Is6Jz0wo9lYlJ6cPDQolLKypnkwYMHB+DOvynZJQ/reOR+CCG4ed8I7jm+LI2KiZXnoegM8rSahJA4AAcACCF74So6AiSm1mwjw0guVS0kMCNhTFQ/GqNb7F5Eo2Sbq342HcXZvWymJXUSb1k2HAdceHBM9BQccn0WXA8OtvM/Ia16hr0HB+D6EGw022i1babj8Boe1GO9Nl3Jnv26YYEQdspJSlnCSx7W8cjnc/P+UazoJo7O11kPxROCFpWtMUiB430A7gRQJYT8HYD/BPDeHR1VAPfUWxYzqWA1nwhaVBjdJE1IHNFI4SHJYHokgVMrujQ3GBSNo17g0VQMCpHvs6AbFhLMTUbl9GLipUVlNB0DAKnMLjsd11ya9UFPXgVHG6lo2HNj9fOZKlAPLHkUlDwU9vq5eV8RAPCN40uMR+INGm1RCRQcQ3HZAofjOF8C8EYAbwfwDwBucBznazs7rADeqbXayMTZVBMrhTjOrjVhS3a466feYlPgKKZiiIYUnJXo9uJ8qNEfyzaJXcUkDKuDBcn64Bu0uMRBi0o4pGA8o0p1yLbsDgyrw80tqmzFpYZpIR4JIcT4kDeecedfpjQJnROD15FkFNGQIp1yTGN4qdbPdNFN8ZApxYyHeOR+SlkV+8dSuPuYHD4cdU78Z0TjogUOQsh19AvALgBzAM4BmOr+WYDEsFRwTBUSMO2OVJur83Hd3L2ff0UhKOdUnJVYQUMVHCxvUXf3omLlalOhhwzWN9iUclbFfE2ez4Ju0mefbYGplFVBiIwKDvbtQQAwnnEVHIsSKTh4UO4B7jt4PBuTrrjHqi33fBLRMMYzMZyU6N3Lg/fM+dy0r4hvn1yVok0uKHBsjUspOD7Y/fowgPsAfATA7d1ff3jnhxbAM0w9OPJuBV1WHw7HcaC1LGZytUo+LnWLEO2DZ/nC39XNgpdJJgvwY7JIKefiUpmM8hJTGgkpGE3Jd8hzWxPZq5fG0vIpOKhMnLX/CQCUM/LFJPNS4ABcDyyZ3r08xCOfz0v2F2FYHTx4eo31UHacestCNKQgFubrZ8A7Fy1wOI5zq+M4t8JVblznOM4NjuNcD+B5cKNiAySGqQdHoVvgkPSQbVgdWB2H2SFjMhcPWlQApj4EE7k4oiFFqk0W0Kfg4GSzVc6oOLfRlCYysKde4uCgUc7Jd8jjpRc+n4ggEiJSKTg0joqr5ZwqaXGP/dwDwO5iUqoWlQYnyrF+XrBnBGGF4GP3nPK9iqPeagfqjS0wyIwddBznEfobx3EeJYRcsYNjCuCctt1Bs20zU3BM5Fx5sqwKDtYKgko+gaW6gVbbhhrh46DpJVSmz7InNaQQVAtxnJZIJgv0e3Dw8bIv5+JotTtYb7SRT0ZZD2fH6aV4cOCBMpFV8dSCHC76FF5usQkhGEurUik4dI4MjktZFQsbBjodh7npplfoht0zt2XNdDGJFd10vegkSLbgsUUlFQvj137gIP6/zx/Fj37kW/jpm3fjjofO4YHTa7i2msMtB0bxo8+v+mKPyvJCWWQGSVF5mBDyUULIy7pftwN4eKcHFsAvrPvBYuEQShkVM2tyHe4orJMkJnM0wUCuGySKblhQCKBG2GbCyyaTBfiJyaRspgrJcdDjyQOlnHUVHLKoZ4BuRC8HxSUAGMvEsFiTScHBR3sW4CrHTLuD1YbJeiiewUtxD3DfvYA8RqO8KMfO52dv2Yv//23X4/hCHb/4D9/Fd8+s4yX7i3h6ScP77ngMf/zlp1gPcVvQDHYt6SIzyIy9A8DPA/gv3d9/HcD/2bERBXBPren2orJKUQFcHw5ZFRysN1qVvFvgmF1rYs9oiskYWKIbNpLRMAhhe3M2XUzinhPLcByH+Vi8Qu8l2PDxsi/1pXkcnsgwHs3O0+BIpj+RU9EwbdSaFrIJ/9+iAu5Bg/rvsGY8reLpZY31MDyDJwVHuXvJMLfeQjHFh6php9FNflQEu4tugePkso5rKjnGo9lZOh0HuslfiwrlB64s4c5ffilOreh44Z4RRELuxdPPfeIBfOo7M/iV7zsgvIqj3mojHZPjHbedDBIT23L7ob2JAAAgAElEQVQc548dx3lD9+uPHceR47oq4IJsKjgYFjgKCcysyqkg0FpsCxyT3QKHrD4cDdPiwgNieiSBVrsjVR88PWTwMP+A64UCAOdkU3BwMP/lLJ17edYhnqTiY5kYFiRScPCkHpMxJpknFUHP5FuCFtFGm59o9otRLSTwkv2jveIGAPw/L9yFtUYbdz46z3Bk20PQorI1LlvgIIScJIQ8ff6XF4ML4JNaq6vgYPiBqxbiWKi3YFj+Nhe6EL1bbEYbrVJGRUghmJW0RUg3bS4UBLtGNm+RZEE3bURChBs38WIqhrBCMCdJsU/nyAOlnAsOeSwZz6jYaLZ9b/BH4cpktFvck6U1zrBstG12xurno0ZCmMiqUrSI8qRcGoYX7x3B7mISf/ut06yH8pypM0xNFJlBmshvAPD87tdLAHwIwN/u5KAC+KbeLXAwVXDkE3Ac4KyESSqsPVDCIQWljCrl3APuC5+HG2wqkz0twSaL0jAsLvwfKCGFYDyjYl6SgwYPCUKUCargkCSmlzepODV8XJJEQUa9l+IcyN1HklFEQkSaAsdmYZX93FOmi0kpLhdYt0RvFUUh+LEbp3D/6TUcna+xHs5zoi6Jme12M0iLykrf11nHcf4EwA96MLYATqk13QUvE2ep4JA3Krb3smf4wqnk45iVcO6B7i0qB4fsclZFJERwakUeJY1m8GOySClnVWnaJHhScIymu+oZSea+yZlUfDzjKmjmJUlS0brrPg9+R0qvsCrHs7/Zmsh+3aFMF+Uw+RZVwQEAP3J9BdGwgr+/7wzroWwZx3GgGUGLyla47IwRQq7r+60CV9ERzLTE1HhQcBTc27szEhqNso6JBVwfjm+eWGH2/VnSMPmIqwuHFFTzCWmc3AFXQcDbRquci+Ph2XXWw/CEhmlBjSgIcRBNSdUzc5IoOHg7aEiXIMRRexDgKphk8/7hSUWweySJ9UYb6w0TuYR/I8I1jrxnhiWfjOIl+4q4V+C9asO00XHYKbZFZpAZ+2Dfry0AJwG8eWeGEyAC9ZYFQoA0w5fNeFpFNKRgVsICR91gnyRRySewUDsL0+ogGmYbl+o1umlhV5SPJAP3Fkmez4Bu2lzd4gHuQe8Lj7WkSLPROFEvUWRSz/AmFS9LFheumxZXh7xSVsX3ZuQorPJW3APcdy/gemA9b8q/BQ6dI++ZrXDlZBZffXIRTdNGnBP12zDUe6ECQYvKsAxyMnmn4zi3dr++33GcdwGQJ3w74FnUWm2komEoDG/xFIWgko9Lq+BIRkNM57+Si6PjQBrvgX50jpIMdo0kcHpFh+M4rIfiCfTZ54lyVoVpdbCq+/+12DBtLvw3KOVcXCIFAfvWxH5SsTCy8Yg0BQ7NsJHiqA++nHO9fzod/6/9mwav/Kw9u4vdJBWft6nwWFwahsPlDDoO8ORCnfVQtsSm56GY88+SQQoc/zTgnwVIAi+RRVMjCZyW6PaaorXYS2Ur3ajY2XX55r9h2NwYXU6PJNEwbamM/lg/++dTkijRgBf/GcpEVsXcRkuKAl9PKs5Rga+cVaUxeXUL2xzNfUaFaXew2vB/YZXHQ3a1kEA0pODxc2IbWF4O3pRjw3LlRAYAhP05UcU2D2cu0bjojBFCDgG4EkCWEPLGvr/KAFB3emAB/FJrtpGJs7/JmB5J4v5Ta1JIw/vRTPYKgkla4JDMaNRxHOgmPxtdKpM9tdLAWMb/y3LD5M9kdKIbV3p2vYmrJrOMR7OzNDhK8QA21TMruoliir0vzk7SMPk75E3m4tIoOHTDwkiSj9ZEYLOwOr/R8v2zr3HQlns+sXAI1+3K4Z7j4vo7DAKPxaVhqOTjSMfCeHxug/VQtgTr1ESRuZSC4yCA1wDIAXht39d1AH5m54cWwCu8KDh2jSSgGRZWJJCG96NxkIldzsZBiHwxvc22a/jEy8t+ekQOmSzFjejlY+4pkxJ5EWiGhQRHBSbqAyGD0ajG4UFjIheXygOF9cVCP7SwKsO6w4Ox+oW4eV8Rj8/VfN2e2Euw4SAeeSsQQnDFREZcBQcHoQ6ictECh+M4/+Y4zjsAvMZxnHf0ff2S4zj3ejjGAM6ocZLJPD3i3l6fluRwR+FBJh4NKxhPq9IpOHg7ZEzm4ggrRJokFZ0D9dL5FJJRqBFFis9Cg7P5n+jeYstwyObR7K+cU7HeaPfUJX5G46w9bqogT3GbVxXBi/cVAQD3nlhmPJKdg0azs/R8e64cLmdwdL4upF+NFig4tsxFCxyEkPd2f/ljhJAPnf/l0fgCOIQnBQcAnFqWywdCM9grOABX+je7Jtfc83bICIcUVAtyeNHYHQetdocrBQHg3hBV8gkp1Ew6R/4zgHvABoA5iW6xeUry2FQv+V9Bw5v/Ty4RRTEVw7EFjfVQdhzNsBENKdwltl0zmUU6FvZ1mwpvz/1WOFzOoGHaOC1gKMFmiorYPwMWXGrGnuj+7/1eDCRAHGotPjw4KvkEFCKfgoMXqexUIYFvPe3fF/uF4PEmaddIAiclUHDoJn992JTJXBxnJThkNziLyhxJRhENK1IYvFL1GE8Fpom+9qx9YynGo9k5DMtG23a48V6i7BtL4viS/wscbmsiX3MPuBcML9hT8LWCg0fV5LAc7jMa3d31LROFeqsNQvjc9/DOpVpUPtv937++0Jd3QwzgCcdxuFFwRMMKJnJxIauyzwVeYkqnRhKYq7VgWDbroXiGxuEt6vRIUoqo2AZnMZn9TOblKHDwpuAghLhJHhIUOBqmhXgkhBBHUvEJSfxneIvopewbS+H4oub7tZ+HttyLcdO+Ik6vNDDj032oHxQc+8ZSCCtESKPRene/L3KLECsulaLyWQAXXTUdx3ndjowogGsapg2743DhwQG4h7tTEsjz++GlF3jXSAKOA8ys+vv2rh8ezc6mRxLQTRvLmonRtH/d9HsKDo6KS5TJXByruomGaXFVANhOTKsD0+5wd4tdzqpStKhoBl8JNgAwno5BITIUOPhT7gHA/rE06i0Li3UD4z5O0eJZRXBTnw/HjxamGI9m+9ENm8t37jCokRD2jaWENBqttyykOX32eedSs/aHno0iQBg2I4v4KHDsGkngPx6ZYz0Mz+BJKjtVcKV+Z1Z1aQocvJmMAsCuXlSs7u8CB4cSfUqlG5t8dq2J/eNpxqPZGZqme4vN2/xPZOO47+Qq62HsOK5yj/263084pGA8o+Kszz04NA4L2wB6793ji5q/CxwcH7L3j6Uwmo7hsw/N4Q3PqyAaVmB3HNx3cgWljIrdxSQIEff2XTOsXmKPyBwuZ3CPgK1E9Vabm/OWaFyqReUu+gXgmwDWAKwC+Gb3zwIkpNaLLOLjRT89ksR6o431hn9juvrhyXBIRpNX3kxGAWB3N03I70kqmzJx/ja6tMAx6+ObbF4VNOWcivlaC7aADvnDwKtUfCIXx5zPU2z4VXBsFjj8DC+q1QtBCMHPvGQ3vnF8GW/5yDfxpccX8Lo/+wZ+7Pb78PIP3oXn/c6X8JkHZ1kPc8voJr9zPwwHS2ks1AxsNNushzIUvIQKiMhlLYkJIT8I4ASADwH4MwDHCSGv2umBBfDJesNdHPKJKOORuNBDtgwpEgBQ6y7O2QT7iu5IMopkNIQzPu09vRA8bnQn83GEFOL7z0CDa5NRdx3yc5IKrwqacjYOu+NgqW6wHsqOonHqQzCRi/u+RWVTwcFXcW80HUNaDePYYp31UHYUXnzHLsa7XroXf/7j1+HJ+Tp+5m/ux4pm4vd/5Br83huvRimj4n/deRSW3WE9zC2hG/5ou6x2Y5VF80rhsTVRFAaZtQ8CuNVxnOMAQAjZC+A/AHx+JwcWwCdrXaVEjoMDNgDs6t5en15t4Eg1x3g0O0+tq+DgwQOFEIKprsGlLPSSDCL8bHQjIQWVfBwnff5z4LE9iDKWjiESIpj1c4HD5E+9BKAnnz630UQpK76U+mI0TBvFFB8XC/1MZFV84bEWOh3Ht0Z4vJqMEkJ6RqN+hlf1Uj+vvrqMA+Np3H1sCW++odobbyEZxbs+8QC+cnQRt11ZYjzK4dE4bI3bCtW8W+CYXWvgqsks49EMjm5YmPRBixALBgmVrtPiRpenAfi7XBxwUTa6Cg5eChxT3arsaZ/L8ylUwcFDTC8A7CokpEqxcd3cQ9xt5KclKDQ1TH5bVBSFoJz1d5JKo6fg4Gv+y1m3PWjO5z4QvB7yJnJxmFYHK7p/20R7yj0Ob7L3S1Dg0DhXcFD2jaXwjpt2P+Nz+vJDYxjPxPD33z7DcGRbw7I7aLU7XK47w1ItdNtIBbuE4DlBiHcGKXDcTwj5HCHk7YSQnwTwWQDfIYS8kRDyxh0eXwBnrDepgoOPm6R4NIRSRpUmSYV6oPCg4ADcFqHZ1abv+98pvPajTo8kcHq54eu4QF5bJCiTuTjOrvl3HdJNPm+xaVTp2XX/zj3A7yGPzr+ffTioeowX77F+9o2lsKyZvvUhcxwHusmvyejlCIcU/OgNVdz11JJw7RG8qva2QjYeQToWFu5nEHhwbJ1BChwqgAUAtwB4GYAlAHEArwXwmh0bWQCXrDXaiIQIkhzd4u0aSfj+9ppCTUYzcT4WvKmRBEy7g/mav29PKZphc/my3zWSRN2wfH6L2j1gc7T29FPJ+1vBoXOq4MjGI8jGI5hZ9e/cA/z2wvdahCR49nkr7gHPTFLxI4bVgd1xuJz7QXnz86sAgE/dP8N4JMPB83M/LIQQVAoJzAik4HAch3v/GZ657Kw5jvMOLwYSIAbrjTay8ShXsVfTI0n859FF1sPwhF6LCicKjmnqgbKiY7J7k+dntFaby5f97uLmz6GY8mdUbMO0EAsrCIcGqct7z2Q+joWaAcOyEQvzVQTYDmiKCo+brWoh7muz407HvcXmsRd+IksVNP4tcmumhWhYQYTDtWf/mBtLfWxRww3TBcaj2X40jtuDBqWST+CWA6P4zINn8au3HWQ9nIHxU4EDAKr5OE4K1M7ebNvoOP6Zf68ZJEVlNyHkjwghnyGE3EG/vBhcAH+sN0zkOfHfoEwXk1jWDNRbYsU/bYVaq42QQri5RaUeKGckaRHSDT6lsjJE9vLaHkShBT6/ekE0ugqaBIc/g6lCAjM+bg9qtvlsDwJcP65ULOxrFSXPt6iTuTjUiIJjC/5UcPjlkH3zviLOrjexrImT9sRretBWqeQTmF1rCtPKy7OxuggMUo7+VwCnAPxvuIkq9CtAQtYbbW4MRil7Rt3b66eX/LvBotSaFjJqmBsFzUQujkiISGM0ymsffCWfQEghOOXrQwafxSXKZJ7eZIsjgR0GquCIc5QgRKnmXS+gjk+9gHg+5BFCcGA8hSfn/es9z/PaoygEV09m8a2nV1gPZUfwyyH7cDkDAHhirsZ4JIOz2RbK37qzFaqFOJptW5hWXjr/oj/7rBikwNFyHOdDjuN81XGcu+jXjo8sgEvWGiY3BqOUPV15vkjSs61Sa7W5SVABgJBCUMkn5FFwcKoiiIYVTObivjbb5d1NnMbQnRWox3cYdMNCPBJCiLMEIQCoFlwvoIW6P9Uzm4c8Pp//g6UMjs7XhbkZHRaN87XntsMlPD5XE85AcRAanJobD8sV3QLH4+fEKXD4TUFA39GifE54Tm8SgUEKHH9KCHkfIeRFhJDr6NeOjyyASzaabeQ4OmADrtGlQoCnl/wp0eyn1mxz479BmSokcHrV/8UlgN+oRsD/ZrsN0+amNetClLIqFALM+rRVwk0y4PPZp61yfjUapTd5vD7/h0ppbDTbWKiJI78fBq3Fp3KPctuV4wCALz6+wHgk249fDtn5ZBQTWRWPC6Xg4LuwOixV+p4Q5BKC98I27wxS4LgawM8A+D1stqf84U4OKoBf1hom8km+FByxcAjVQgInpFBwWNwkqFB2SRBRSuG1RQVwjUZPLuu+/TloHBeXACASUlDO+tfssmFY3Mr06cbVr3PP+0b3UMk1ujw6L87hbRh4Ve5Rdo0kcaiUxhcem2c9lG3HT4fswxMZoRQcDdMfxSVKpdtGKoqCQ+umJgYxsVtjkALHmwDscRznFsdxbu1+vXynBxbAH622jVa7gyxnCg6ge7iTwoODPwUHjShdFaSvcatYdgetdodbueCukSTqLQtrDX+a7TZMvmXiADBdTOCkT9uEdNPmMqYUcI0WCRFn4zosvB80DpVc+f1Rn/pw8FzYptx2eBz3n1rFikAmloPAs//MsBwuZ3BiSUOraxrMO1rPA0L8uQfcZ2gkGRVGZalzvu7zziAFjkcB5HbimxNCXkkIeZIQcpwQ8hsX+PsYIeST3b+/jxAyvRPjCBiMjW5EKW8mowCwp5jCyWXdtyZzlFqLvwKHLB4oeq8XmM9b7GmapOLTNhXdsJHgdO4pbqFV86WKxvVA4XP+o2EF5Yzq2wIH7zL9bCKCUkb1rdGozrF6iXLblSV0HODLT/irTaV3yOa0uDoMhycy6DgQ5nOiGxYUAqgR/uKRt0olH8ds0KIiBYM8tTkARwkhX+iLif235/qNCSEhAB8G8CoAhwG8lRBy+Lx/9k4Aa47j7APwxwD+13P9vgFbZ63h3tDnOTMZBdwklWbbxnzNnyZzlFqTvxYVmmJzwuceKLzfJE13C02nfFpo0k3+b1F3F1Oo+VRFw7MHB+C2qfg1KlYX4Cb1YCntWwWHm6LC79wDwJUTGUzm4vj8o89uU2m1bXz3zJqQBcDN9y7fBaZBOFzOAoAwPhy0LZSX1L7toFJICPM54H3PyTuDFDjeB+ANAH4XwB8B+A6AfdvwvW8EcNxxnKcdxzEB/COA15/3b14P4K+7v/4nAK8gfvqkCcZ6d9POm8koIEdUrGl10Gzb3Ck4KvkEoiHF13MP8P+yqeZds12/KmkaBr8tEpTdRVdFc3LZf8U+nj04ALfA4VcPDrr28KxgOlRO48SihrbdYT2UbcVxHCGKq4QQvP7aCXztySX82qcfgm5Y+Pwjc3j9h+/Ble/7At7w5/fiTX/xzV67kyjohoVYWEE4JL6KoJKPIx0LC+PDoQvQmjUs1XwCZ9ebsAVQe1P1UoLDaHYRuOyK0Y2ErQF4DYCPA3g5gL/Yhu89CWCm7/ez3T+74L9xHMcCsAFgZBu+d8AWWO8qOHiLiQXcFhXAnwcLSr3lFph4iokF3KjY6WICJ3xe4NiUC/L5somGFVTyCV8WOEyrA9PucNsiQdndXYf8WOxrcOzBAbhJKgs1Q5j+9mHQBIgLPFRKw7Q7vlt/GqYNx+G3sN3Pe77/AH7p5fvwTw/O4vr3fwk//3cPot5s490v24vffM1hzNdauP3rJ1kPcyh4N5ceBkUhuKKcwROCKDh4N9fdCtVCHG3bwYIAam/aFqpwGM0uAhd9cgkhBwC8tfu1DOCTAIjjOLd6NLaBIYS8C8C7AGBqaorxaPxLT8HBoQfHeCaGZDTk60N2reuozFuLCuAWmJ5a9Kc8mUJl4jwfMnYXk7704ODdZJFSyccRVogvfwYaxx4cwGZU7OxaE/vGUoxHs700TAvxSAghjje6B8c3jUYPjKcZj2b7ECnFIxxS8J7bDuIFe0Zw+91P44euncRrj0z0npsHTq/iL+46gbfcWMV4RmU82sEQwf9kGA5PZPDp+2fQ6TjcH1w1AVqzhqWap5HiDUzk4oxHc2m0lhUkqDwHLqXgOApXrfEax3FudhznfwPYzquRswCqfb+vdP/sgv+GEBIGkAWwcv7/keM4H3Ec5wbHcW4YHR3dxiEG9EP7ynn04CCEYPdoEk/77Paon1rX5JW3FhUA2DuWxJmVhu/kyf3wbvQHbKYJ+c3kUhOkDzsSUjBV8KeKpmFaSHD87FcL3QhAH/pwiHDQ2DuWRFgheNJnUbEiGv3dtK+Ij7/jRvzQ8yafURT79Vcegt1x8MEvPslwdMOhGTbXlwrDcricgW7aQrTTuS0qfL9zh2WyGxV7boN/o1HNhwoaL7lUgeONAOYAfJUQcjsh5BUAtrPc+B0A+wkhuwkhUQBvAXDHef/mDgA/2f31jwD4iuO3nbtArDdNRMMKt47KbpKKf1tUapy2qADu3FsdR4iX9lYR4SZvz2gSumljqe63qECaYMPv3FOmi0nftagYlo227XD97FcLmzdzfkOEW+xYOIQ9o0kcnfOXkk+ktedy7BpJ4m0v2oVPPzArzDvCbz4Qe8e6qXMCqPx0w+K6LXErlLrKpfkN/p9/vz37XnPRk6rjOP/qOM5bABwC8FUAvwxgjBDyfwghtz3Xb9z11PgFAF8A8ASATzmO8xgh5LcJIa/r/rO/BDBCCDkO4D0AnhUlG+Ad63ob+USEW0fl3cUkZteavuzBBtwEFYBPBYcMJq8iZJLv7iap+E3JJNIt6u5iEqdXGr6KrN5sz+L3kD2aikGNKP4tcAhw0DhSyeHbJ1fRNP3zDhZFPTYor7yqBMcBHppZZz2UgWj47Ba7v0WCdzQfHrCTsTDSalggDw5/zb+XDGIyqjuO8/eO47wWbhvJdwH8+nZ8c8dxPuc4zgHHcfY6jvOB7p/9T8dx7uj+uuU4zpscx9nnOM6NjuM8vR3fN2BrrDdN5OL8tadQ9owm4TjA6RX+XxxbYVPBwd+Ct2eUmiv6V0EjwiGbFjj81iIhwtxTdhfdyOqFOv8bqEHhPUEIcNsUq/kETvlw/RfloPHG6yqoGxa+8Nizo0pFRQTl3jBcOZGBQoCHZ8UocIjy7A/KaDqGWFiMQqwIyrGtUMqomBOhRUWA1kSeGarXwHGcta7fxSt2akAB/LLeaHNpMEqhxnLHfGp2ybMHRzYeQTEVwwkfFzh0w4JCwG2LFgBMZOOIhhXfFTh6hwwBDLd6RSYfqZlEKTAdGE/jqQX/rf8N0xbioPGC3QVMFRL41P0zl//HgiCCcm8YEtEwDoyn8dDsBuuhDIRuiPHsDwohBJV8HDOr/B+wdZ8esEtZFfM1UVpU/PPsew2/O/UA7uC9wLF3NIWQQvDUvP82uICr4AgpBAlOZeJ7Rv3nPdAPfdnz2qIFuDF0u0f893PQWvzHZFJ6BQ4BeqwHRQQFBwBcUU7j9EqjV5DxC7ogUZmKQvCm6yu498SKEDfUgyBKcW8Yrqlk8fDsuhBm1KI8+8MwVUhw71dGo9lTArxzh6WUUTEvhILDf8++lwQFjoCB4b1FRY2EMD2SwFG/FjiaFjIqvwfsvT5PsRFFKru7mPSd2S49ZKQFUHCUMirUiOJLBQfvm61DJTeq1I9JHiIU9wDgh6+vgBDg0w/Msh7KtiBKcW8YjlRzWGu0uVcROI4D3RTjvTsM1UKC+7QnPz73lHJWxVLdgMV56p9mBDGxz4WgwBEwEI7jYK3RRi7Jr4IDAA6W/ClRBlwFB48JKpS9oyms6ibWdJP1UHYEUW6Sdo8mcWa1wf3LexhEOWAD7i329EjSV21C1GSU94PGFRNugeNx3yV5iLH2AMBELo6X7h/Fp++fwbl19wDd6Tj45okV3PnoHB6eXe8dnkSAqscSET6Vk1vhSCUHAHiIcx+OZttGxxFj3R+Gaj6BesvCRqPNeigXxY/KJcp4VkXHAZY1fveqbbsD0/KngsYrgpkLGIhW2/2w8azgAICD4xl8/tF5NEz/xVvVmm0u/TcovSSVZQ3XJwuMR7P9iCIX3F1Mom07OLvexK6RJOvhbAu6YSEWVhAJiVGT3zOaxBM+OmRv3ubxfcibyKrIqGE8MecfBUen46DRtoXqxf6Zl+zB2//q23jZH3wNr766hIdnN56h7itlVHzxPS/l+n1G0QwbyWgIisKncnIrHCylEQ0reHh2Ha89MsF6OBelV9jmtC13q1QLcQDAzFoD2USW8WgujN+8Z/opZ92o2LmNJkrdX/OGnxU0XiHGbjGAOWsNt9KZ59iDAwAOllJwHOD4or8k+gBQa1lcJqhQ9naTVE4s+ufmuh9RDJ/2+DAqti5IexDlilIGp1Z01Fv83tANgyi3eYQQXFHO+KrA0WzbcAS7xb55fxFf+7WX4U03VPC5R+aRS0TwJz96Lf79F2/G7//INZivtfCxb5xkPcyBEEk9MyiRkILD5Qz3RqO9eGqfzX+14EbF8uzDsTn3/O95hmU84xY1eI6KFeWdyzNBgSNgINa7UjqeTUYB4GC3B9uPPhy8Kzgq+QRiYcW3KTa6YQvRB+/HFA9dsF7UqytZOA7wyFm+DxCDItJt0hXlDJ6cr6PT4d9AcRBEmvt+KvkEPvCGq/Hk+1+Jz7z7JvzQ8yZx1WQWb76hih+4chx/efdJrDf4lYhTNB96QADAkUoWj57dgM3x50TUZ/9y0AIHz0a8fotH7qeUoQoOfgscfi3ueUlQ4AgYCLoRySX4blGZKiSgRhRfJqnUWnwXOEIKwd7RFJ5a8J96BhDHZLSQjCKjhn3lAaG1xDFZBIBruj3uj3B+QzoommkhKkiL0OFyBg3TxmmODw/DoAnSHnQxLmSK/SvffwB1w8JH7+ZfxeFHBQfgGo02TJtrtatfb7EzagTZeIRro1G/FpcAd48UDSmY51rB4V4qi7ru8wD/u5UALlhviqHgCCkE+8fSeNKHRqO1Jt8tKgBwYDzF9YbpuaCbYmx0CSHYPZrCiSX//BxEcxMvJKOo5ON42CcFDl2Q4h7gKjgA+KZNpXeTJ1CB73IcKmXwg9eU8Vf3nOTelNotcPjvkHFNxfV+eJRjlZmfD9nVQhxnOE6x8WtxCXD3SOPZGOY5VnBo3XVfhOQ4XgkKHAEDQVtU8pwrOADgwHgaT/pMwWFaHTTbNtcKDgDYP57G2fVm7+XoJ0S6yTs4nvJVmpAo6pl+jlRyePgs3ykFg6IbtjCHvP3jKSgEOOqXAofpz4PGu16yB7pp4+vHllgP5ZJoho1UjO/37laoFhIghHMfCJOmN4mx9gxDNZ/ALM9z7+PiEgCUM3GuCxx+n38vCAocAQNBTUazHBaJKW8AACAASURBVMeUUg6V0lisG9zfDA0DNSvkOSYWAPaNuUajflNxGJaNtu0Is9E6VMpgWTOxWOf3BT4MIikIKNdUsphZbWLVB+uQZojTIqRGQtgzmvJNVKxfN7pXTmSgRhQ8NMOvggAQx1x6WGLhEMoZVQgfCL89+4DbTj271uTWK4gWl0QpbA/LeFYVwmRUlPcujwQFjoCBWNYMpGNhqAJkwR8opQHAV20qtZa72PHfouLO/TEfzT0gnuETlekf9ckhTzNsYeaecnVXAv7wrPgqDtEKTH5KUhHdg+NihEMKrp7M4iHOPx8iKfeGpVJIBD4QjKgUEjDtDhbrBuuhXBDNsBAJEcTC/lp3KKVMDHMbLTgOpwUmH7cIeUVQ4AgYiGXNRDEdYz2MgTjYPWT7qU2l1vVA4b1FZaqQQDSs4JjPFByibbSuKLufAf8c8trC9aJePekWOPxgNCraIe+6qRzOrjdxdF7851+04uowHKnk8OjZDbTtDuuhXBQR2+MGZaqQwIwAPhB+vMWu5uMA+G0REm3NH5ZSNg7D6mCjyWeUu2h7Th4JChwBA7GiGRhJ8u+/AQDjmRjyiQgeOyf+wYJSE6RFhSap+E3BIZrhVi4RRTmr+iIu2bI7aLU7wm1y02oEe0aTeMgHBQ7RDnmvv3YS0ZCCf/z2DOuhPGf8vNE9Us3BsDrcXkZYdgeG1fHl3AOuD8R8rYVW22Y9lAuiGxbikRBCyrOTeESH96hYkdoStwLvUbF1w0I0pCAaDo7pWyWYuYCBWNFMjKTEKHAQQnCkmsP3ZviWvg5DreluckW4xd4/5r+oWBEPGYdKaV8oOOgNtkgpKpQjlZxPWlTEMRkF3BSbV15VwmcenEXT5PPwNijUZNSPh41rq26cMq9tKn5WzwBukgcAnF3nU8WhCbbuDEOlq+DgtUVItLbEYSll3QIHr1Gxfk1v8pKgwBEwEMuagWJKjBYVwN04HVvUfJPmQU1eRUix2T+Wwtn1Zq8o4AfqXQ8UEUx2KVeUMzi+qMG0+JV/D4LWS5EQ72V/9WQWi3WD2wPEoIgoV37rjVOotSx87pG53p85joM/+8oxvOpP78bL/uCreNWf3o0Vjc8eeIqfb7Er+TgKySge4vQyQuS1ZxCmOFcRiLjuDEosHEIxFcPcOq8HbBsJnz73QF+Bg1MFh27YQl7q8ERQ4Ai4LHbHwWrDxIhgBQ7H8YfBHwCsdwscuQT/B+z9XQ8UPyWp9FqEBHrhHCpnYHUc4X8OWoseMvh/9s/nloOjAIB/f+gc45FsHcdxoJvi3ea9cE8Be4pJ/MO3zwBwo7bf86mH8IdffArpWBhXTWZxdL6Gj91zkvFIL42fb7EJIbimkuU2SUVE5d4w8N4mofu8TaKcVTHHqYJAtLbEYRlLx0AIvwUOv7cIeUFQ4Ai4LGsNE44DFAVpUQFcaTgAbjdOw7Kqt5GKhYVwtN4/7kbF+slolJq8pjk3ee3nsE+MRkVOkdg7msINu/L41P0zF3VrP76o4Vc++T2cWtY9Ht1gNNs2Oo54hzxCCN564xTuP72GV/7J1/GKP/oa/uW7Z/FfbzuAT/7sC/FnP3YdXn1VGX9z7+leAZNH/HyLDbjv6qcW61yqLTWfFzhGUzFEwwpm1vhUmPn9kF3OqpjjVN3n9+JSJKSgmIpxGxXr9xYhLwgKHAGXZbkr4RWpRSWfjGJ6JIHvzayxHsq2sNYwhVBvAMCuQgLRkOIro1Ea0yuCBwpleiSJaFgRPkmCHjJEmvt+3nxDFSeWdDx45tlqsq8+uYg3fPge/Mt3z+K//8sjXEbWiXzIe/Pzq/jh6yqoFhLYP5bGh976PPzCy/eDELfd4+dfthd1w8Invnma8Ugvjt8PGlRt+ehZ/i4jNtVj/px/RSGo5uM4s8KpgsP0tw/BRC7Orcml3wurgGs0Gsy/fwkKHAGXZUVz2yNESVGhXOsjo9G1homCIPMfDinYM5rEk34qcDTbiIUVqBFxNlvhkIKD42k8MSf2z0F0mfirrykjEQ3h0/c/M9HjU/fP4Kc+/h1MjSTwSy/fh3tPrOCzD89d5P+FHT2TVwEPGtl4BB988xHc/hM34GNvfz5ed2TiGX9/1WQWtxwYxce+cZJbM1IR24OG4ZqKG6fMow9Hb+3xcYGpWkhwbHRpC7vuD0I5q0IzLC4VZK56Rrw1fxhKWZVbBUc9UHA8Z4ICR8BloQoOkTw4ADeCbqFmcNtjNwxruomcAAajlCvKGRwV/GDdT63V5j6i90JcUU6Lr+AQ/BY1FQvjB68u47MPnUOja1p497El/LfPPIKb9xXx6Z97Ef7L9x3A1ZNZvP/fH0eds82u3w95737ZXqzoJj7LqU+KaAk2wzKSimEsHePSK0i0ePCtMFVIcO3B4ee5L+fcJBXe9qiO46Bh+ru4BIig4PDvuu8FQYEj4LIsdxUco4IVOGgEnR/aVNYabRQEaVEB3IjS+VoLa7rJeijbQq1pCWUwSrlqMotlzeR2AzsIfjhkvPn5VeimjXd+/H589O6n8e6/fRD7x1L48x+/DoloGCGF4Hd+6CosaQY+ejdfppd+mP9LcePuAvKJCL5zapX1UC6IblhI+HTuKVOFBM5wuEbpAvv/DEo1n0CtZWGjwVdhFfC/TL/cTfI4x5kPh2F1YHUcX8894Co4NpptLtV7umELaazOE0GBI+CyrGgGwgpBJi7WYnd4IoNIiOB7PjAaFVHBAQBPCK4eoIiq4Lh5XxEAcNdTS4xHsnVE9oCg3LArj/d8/wHMrDXw/v94Amo0hL98+/OfYVp7bTWHayo57g7aorcIXQ43ySOHh2f5fE9ohoWUT9UzlGohgVkOjS717sHHr88+AFQLroqAtzaVTseB7nMVAS1w8KYi0H1e1KaUMt2oWM7aVDaTy/xbWPWCoMARcFmWNQMjqWjPmE0UYuEQDpcz+O4ZsRUcptVB3bCE8eAAgEPdBA+/tKnUWhYyAiWoUHYXk6jk40IXOHTDQiysIBIS93VFCMEvvWI/7n7vrbjzl1+CO37hJkx25cn9HC6n8cRcjSuzUT8UmC7HkUoWxxbrvRYinvD7LTbgFjjObTRhWh3WQ3kGmmEhEiKIhcVdey4Hr1Gxjba43j+DMp5RQQi4S1Khvkt+X3dogYm3FqGGacMRMLmMN/y7agdsGyuaKVSCSj/Pny7guzPrXErQBmW96bZ55AVqURlLqyimosL7P1DqTTEVHIQQ3HJgFPceX+bu8DAodcMSNkHlfAghOFTKoJx9dnEDAA6VMlhrtLFYNzwe2cXZNBn1x8/gQlxTyaHjAI+e5Wu96nQcNNq2rw95gNui4jjAWe4Oem5xSbTLnWGgBQ7eWoSoiiDhY/VSJKRgLB3DOc4O2Jttif5ed8a7BQ7ejEb9rpr0iqDAEXBZlnVTOINRys37izCtDr7Nmex7GNZ0tzc2L5CCA3APa6IneFBqrbaQHhwAcMuBUeimjQdOi6lkkuEGm3Ko5Cqfnpjj56Atgw/BNVU3yePhWb6SPJpt9ybP7x4c1Xy3TYKzQ7bm84heAMioEeQSEe5aVPzu/UMpZ+PcKQh0U44DNm1R4a1FqC7Js7/TBAWOgMuyXDdQFOxwTXnB7hFEQwq+cUxcif5aw1VwFATy4ADcw9pTC3VYtpjKAYrjOKg1rWf4JYjEi/cVEVYIvi7oZ0CX4JBBOVRyvWuOzvNTGNR8nqICuIqzclbFQ5z5cMhykzc1wq+KQIZDxmQujrOceaDI8uxP5FSc2+Br7mVoSwTc/760Gg4UHD4lKHAEXBLHcbCiGyimxVRwxKMh3DCdx93HllkPZcvQJBKRTEYB12jUsDo4tcLXpnVYDKsD0+4IZ7JLScXCuH5XHnc9KWaBo96ykBJUPTMs2UQEk7k4dwqORDQERfGvTB8AjlRy3Ck4pJGKp1VEQwp3Cg6/R/RSytk4d7fYmgTKMQAoZeKYW29x5bski8koQKNieS0w+fvZ32mCAkfAJWmYNlrtDkYEVXAAbpvK0fk6Fut8vcAHZa0b3yaSySiwaTTK02FtK9Sa7vyLaDJKueXgKB6fqwn5GXDdxP2/0aIcKqW5MufVTTlahK6pZnF6pYH1Bj/R1j2zPx+rZwBAUQgq+TiXbRIyPPvlrMpdkoQM3j+Aq+Botm1sNPmJ6ZVJQVDKqpiv8eN5BWw+++kgJvY5ERQ4Ai7JsuZ+8EX14ACAl+wbBQDcc1xMFQdtUckJZDIKAPvGUggrRHij0VqrW+AQ0GSUcuvBMQDAP357hvFIhkdrSVbgKKdxYkmDYfFhjKwZNpJR/98kHankAICruNi64a49MiiYqoVE0KLCiFJWxXqjzZUZuyyHbGo4fW6dnwKTRotLPi+sAq6CY54zBYcMvldeEBQ4Ai7JsuYerospsdQD/Vw5kUE+ERG2TWVVN5GIhqBGxFrsYuEQ9o6muLqN3gobTfdlI6rJKOC2C/3g1WV8+KvHcXpFf9bf11tt/NMDs/i5TzyAezkrBGqG7ftNbj+HShlYHQcnFp/9c2KBLCavV03yZzQq001etRDHGc7aGWV59idy1GyRn4OeNCaj3bmfr/Ez9zIdsMtZFUt1gyuvOFme/Z0mKHAEXJKVroJD1JhYwJW/3rSviG8cW+aqz3FQ1hom8oL5b1AOldN4XPQWFR8oOADgN19zGJGQgv/5b4/1PgedjoPbv/40nv+BL+O/fvohfOmJBbz3nx9Gq83PTZ5mtH0TEzsIV3DW2iWLTD8bj2BPMcmVgkOTSMExVUig1rKw0eBHqq/JouDIuCoCnnw4GpIkeUxwqODQDQuxsIJwyP9HxPGsio6zeZnLA7KYvO40/n96A54T9EM/IrCCA3CjMhfrBncu+YOwppvIJ8U8XF9TyWFuo8VdDNow1FtUwSHmz4BSyqr41dsO4K6nlvC+Ox7DJ79zBm//+Hfwgc89gZv3jeIz734xPvFTN2J2rYmP3v006+ECACy7g1a743sPgn6mR5KIhRVuWrtkkekDwJ7RFE5zpCLQWvLcpE4V3CQVXnw4HMeBbsphMrqp4ODnPU3bJBKCKVeHZTQdQ0gh3KlnZDlcb0bF8jP/umGBECAhQWvoThIUOAIuCVVwjCTFVXAAwA9cVUIsrOCfH5hlPZShWWu0hVVw3LArDwB44PQa45FsnZ7JqKApKv287YW7cOvBUXziW6fx6//8CO57egUfeMNVuP0nrsd1U3m8eF8Rr7qqhA9/9QQXL/ye0ZwEN9iUcEjBgfE0N1Gxssj0AbdNYmatwY3ST5OoRaWS7xY4OPHhMKwO7I4jxbM/3j3k8eRFIEt6U0ghGE/HMMeZgkOGwh7gXvwA4CoqVjMsJKNhEOLvZ3+nCQocAZdkWTOQUcOIhsV+VDJqBK+8qoQ7HjrHlfx+EERuUTk8kYEaUXD/6VXWQ9kyvRYVwRUcgHt4/qt33Ignf+dVuPu9t+Ke33g5fvwFu57xIv3vr74CtuPgg198iuFIXTRTjpjM8zkwnsZTC5wUOExbmvmv5BNomHYvuYo1mtFGSCFQI2K/fwdhasQtcPBiNEqVezKol9RICIVkFOc4UnDIVFgt5+I4x1FxyTWWlmPuNxUcfD37Mqw7O43/35oBz4ll3RTaf6OfH76ugo1mG//5xCLroQzFmm4KFxFLiYQUHKnk8KDQCg4L0ZAinMnrpYiGFVQLiQt+tquFBF59VQl3H1tiMLJnovUOGeIXl4ahko9jsW7AtNgbn+nd2yQZqObdfnheVAQ0QUiGm7yMGkEuEeGmwNEzWpTk2S9nVa5aSWXxPwH4m3uZDtiFZBTRkMJVTLJuyNEat9MEBY6AS7JcN4T336DctK+IUkbFPz8oTptK2+6g1rKEi4jt54bpPB47V+Mqgm4Yaq22L9pThuGqySwWakYvJpoVmkRu7v1M5FQ4DnvZbKfjoGHKk2JT5cwHoi7RQQMAqvkEZtb4uMmWzeivnFW5u8WWZd2fyMUxt9HipjWuYcqjniGEYDwb46rAJFNxbycJChwBl2SpbmCsK+ESnZBC8MbrJnHXU0tY5KhaeynWu1JpURUcAHD9rjysjoPvzfATvzgMtWbbF+0pw3C4nAHAPsmDHjJkSlEBgHLPWZ/tYU835ZHpA30FjlU+Dtky3aQCrgfKLGcKDlnWnlJW5cJ3iaJL1CZRzqowrA5WdT6SPGQ7YJczce4KHLIUmHaSoMARcEkW6wbG0v5oUQGAH76+Arvj4ENfOXbJf7fRbMPusK+mrzfcF15OUA8OALhuihqNiunDUWtZSAseETsshyfcAsdj59gWOHTJblEpvKQaUJNXWeY/FQsjn4hwo+DQDEsqg93xjMpctUTRJYkppZSzcaw32twoLWU6ZJezfKz3FNlaJMazKmctKkGBYzsIChwBF6VhWtAMC2Npfyg4AGDvaArvvHk3/vZbZ/CVowvP+LuluoHfuuMxfP8f3YUj/+8X8duffYzRKDehFf2CwAWOXCKK/WMpYZNUXAWHXC+bXCKKyVwcjzMucPRiMiW5yaP0FByMb1RlbBGqFhKY5aVNoiXPIQ9wDf9000a9xd7klSbYyGKwSw/ZvBz0dInaJHhR7FFkO2BP5FTMrbfQ4eBSE5CruLeTBAWOgIuyWHP77/2k4ACAX/uBgzhUSuO9//Qwluruf+M3ji3jVX96N/7+vjMo5+K4ad8IPvGt03iScVQjdfMX2YMDcNtUHji9xs0LZBhcDw6x538rXFHO4HHGLSq9BBvJ5j8ZCyMbjzCPDqQKGpk2W5U8P20Ssm10aVwpDyoO2dRjNC5zLjhke045x09xyXEc6KZc6041n4Bpd7DE2HOMIpP/zE4SFDg4o2na+MjXT+Cm3/sK3vKRb+Kv7z2FDUaRdXSTMZbxV4FDjYTwobc+D7WWhRt/98t43m9/EW/72H3IJyL47C/ejL/5qRvxZ2+9DqlYGO//j8eZGj+tdVtURPbgANwCR61l4SjjgtFWqDUt6Tw4ALdN5ekljalkudayQAiQlmizRSlz0BMv2yEPcDe7s2tNLoqx8hY42B80ZHv2J7oqAl7aJNxnX45DXjEZQyREcI5xQRsAmm0bHUee5x5wi9oAP+lZumFLlxy3EwQFDk4wLBt/fe8pvPQPvorf/dxRVAtxrGgm3nfHY/jpv/kOkzEt1qmCwz8tKpQD42n8/U+/AL/48v14zTUT+IVb9+HffuEmHCylAQD5ZBS/9Ir9uPvYMr72JLu4TFrgyAvcogIAtx4aQ1gh+IxACTaUuoQpKoBrNNpxgKPz7FQctWYb6VgYiuL/mMzzmcjFmW946zIqOArubR59/7FEa8nlwUFVBDwY/mmSxcSWOGpRsTsOWu2ONIdsRSHcmLzKlh4EAJW8ay7NQ2uiYdkw7Y40xb2dRJ4nmGM+8+AsPvjFp3B2vYkbdxfw4R+7DjfuLgAAPvL1E/jdzx3Fw7PruKaS83RcdIM37jMFB+WG6QJumC5c9O9/4kXT+Lv7zuBPvvwUbj005uHINlnTTagRBfGo2ItdMRXDbVeO458fnMWvvfIgYmEx/ntabRuG1ZFSwXFl12j08bkantc1ivWaWlPO9iDAVXB89wxb35pa01UPZiX6GVTpbd5ao3foY0Gn40A3bamKS3SvsVBnf8jWDQvxSAghSYqraiSEfCLChQ9Ez+BVkuIS4CZ5sG5JBDaNpWU6YFMFxywH5tKyGXvvJIGCgwMeObuBYjqGT7zzRnzyXS/sFTcA4C03TiERDeHj957yfFyL9RaiYUWqzW0/0bCC115TxiNnN9DovnC9ZlVvC6/eoLz1ximsNdr4wmMLl//HnFDvmlzKZjIKuC/9tBpmajS60WxLu/5M5OJYY5xqQJ9/WaIygc2oWNabXdkiegEgEQ0jrYaxwIWCw5bukFHO8hGXKVt7EOD6cLA2lQb65l6i4pIaCaGYinGh4JDx2d8pggIHB/z6Kw/hX9/9Yrxk/ygIeeZtQUaN4Ievq+DfH5rDsscGOEs1A6Op2LPGJBNHqjl0HOCR2Q0m339ZMzDqE5PXm/YWUS3E8Q/3nbnov2Hpd3IhZDW5BABCCA4zNhqttdpSqmeAzVQDlpteWuCQ6ZA9maP92Hwk2MjUogK4SSo8tEnoEnlAUMpZFee4KnDIM//lbBwLNfZJHpqEbYlA11yagwKHrPO/EwQFDg5QI6FLFhF+8sW7YNod/OO3L34w3AkW6i3fGYwOy5Gq2xb00Ow6k++/VDdQTPnjZ6AoBG95/hS++fQKnl7Sen/uOA4ePLOGX/3UQ7j6t76ID3/1ODeFDirRl/WQfXgig6NzddiMNl0yKzhodCBL2XKt1UYyGkI4JM9WQY2EMJ6JMTec0yQsLgGu0SgvJqOy3aKWsirmOVARbEb0yjP/EzkVbdvBss722ZdVQeAWOHhoUZFz/ncCeXYtArNvLI2b9xXxt98642l1d7Fm+C4idliKqRgq+TgemmGo4PBJgQMA3nR9BZEQwTv/+n585egCvjezjrfe/i288c/vxZ2PzmHfWAp/8IUn8YH/eIKLIkeNtqhIaDIKAPvGUmi2bWaxjbWmJe3cUyUBWwVHG2kJi3uVfAIzjDe7dUkVHG6Bg72KQJOwwEHb4lptdm1xgJzx1DwUtAE5TUYBtzXx7HqT2WUOJVBwbB9BgUMQXn11GfO1lqebrsW60Yttk5kj1Ry+N+O9gsPuOFjRTd+0qADAWEbFX739RhAAP/Xx+/FDH74HxxY0vO+1h3Hf//g+fObnX4yffNEufPQbJ/HHXz7GerjSKzhYRwfKrOAYz7qfe5Yb3nrLksp/g1LlQK4s4yEPcI1GF+sGc6m+bsoV0Qu47UEA+6jYXmucRGsPbUlknaSiS6ieAVwFR9t2sMjY4FjW+d8JggKHIPQSDTwy/Gu1bWw029IrOADg2koOZ9ebWPI4NnCtYcLuOCim/GEySrl5fxF3/vJL8TuvvxL/7VWHcNd7b8U7btqNVDcO9LdedyVecWgM//htbxVLF0JmDw6AbWyjaXXQbNvSFpdiYdf4jOWGt9aSM8WmWkhgbqMFy+4wG4OsLSqlrAq7w16qr7XkU3CUc3wcsuktdjomz9rT81xirOCQ0f8E4CcqVjPcPads878TBAUOQThYSiOkEM8M/+hhfiwdKDiuner6cHis4qCmsqM+/BlEwwre9qJp/Owte5+1gSeE4HXXTmCxbuBB5jGZNEVFno1WPyxvlWhxKZuQc+4Bty+bpemfrAqOsYx7yF7VTWZjqEur4HDXnIUNxgUOQ66IXmCzTYJ1korWXftlUnAUklHEwgpzg11aXEpIlKIC8BMVK6P/zE4RFDgEQY2EsHc06ZmCY7Fb4BiV3GQUcNUzIYV4bjRKi0x+alEZlJcfGkM0pODOR+eZjmOj2UYkRKBG5Fwqs/EI1IjCZMMre3sQ4BaY5tbZpqjI6MFBlYuLHqv2+qE3qbIVmHoFDsYHPRlTVHhpUdEkVBEQQtwUG4brPQA0TAvxSAghRa70ROp5Ncs4PSswGd0+5Ny1C8rhcgaPeVXg6G4ughYVt5J9YDztuQ+HzAWOtBrBzfuL+Pyj80zNRld1A4VkVNqoZHfTFcccg8PGRrfAIasHB+DeqJ5bbzL7DNSabWQkO2ADm2uu122J/dAWFdk2uvSQzfIm2+44aLZt6eY+Hg0hn4gwb1GpGxaiYQWxsDwFDsBd79kXl+R77gH3Enk0HWPeoqJ3n/2IRMllO0UwgwJxeCKD+VoLK9rOb7oWgxaVZ3BtNYuHZtY9PWjQFhW/eXAMyiuvLOHsehOPnvWmqHchVjQTI0n5Ckz9sFIRyJ5gA7gtKrpp9+bCawIFB7vDhmZYiEm40S2molDI5iULC3RTzvYgAChl4xy0qFhISzj35RxbxR4gp3KJUsnHmadnaYZ85sY7hVxvTsG5ciILAHhirr7j32ux3kJIIRhJynm4Pp9rKjnUWhZmPJSvLdUNqBFF2sXu+w6PI6QQ3PnYHLMxrOgmRiQtMFFKWZXJhjdQcLDtiW+1bZh2R7oWCcCNBwfYKjjqhpz+J+GQgmIqxlTBIbNM3G2TYK0isKTy36CUsyoW6gbTqFJdwnhkSjWf4ELBIeuef7sJChwCcUXZTVJ57NzGjn+vxZqB0VQMimR9eBdjeiQJADiz6l11d6luYDQdk7Y9opCM4gW7C0x9OFZ1EwXJi3ysNl2BB8emkoDFQbuXICThQUONhJCNR5h7cMi60S1lVczX2PufyHjQK2dV9kaXLTmf/clcAnbHYTr/msQFjkrebQllWWCSef63m6DAIRCFZBTlrOpJkspi3cBYYDDao1pwb1K9lK8ta2bvJlFWbtpXxIklHfXuYctrVjRD+haVUjbuxjZ60BrXD1VwyBhTSul5QWjeb3jrvRYhOed/LB1j7sEh60Z3LK0ybVHZTDKQT6pfzqpY1U202jazMdQlLe5NFdyo0hkPL9LORzflnHvAjYq1OCgwybju7ARBgUMwrpzIeJKkslBrBQajfZSzcYQV4r2CQ/ICx8HxNADgqQXN8+/datvQTVv6FpUyI2f9WquNaFiBGpH3Zc/S7JIWOGRskwDcuWep4JD1kAcApSwnLSqSRWUCbkEbYBsVq0kaT00v0rzcZ56PLqnJKABMj7gFppNLOrMxyDz/201Q4BCMw+UMTixpO15dd9sjAoNRSkghmMzHPa2sL2mGlAkq/Rws0QLHzvvOnM+qbgKA9C0qpWw31cBjZ303wUNO9QAlFQtDjShsWlS6ChoZTUYBV8HB0mRUl9SDA3CTVNYbbWYqAk3iFpWJLPuoWFmNFidycSiErYJDZgXBge5+80kG+02KzB4o201Q4BCMwxMZdBzg6PzOfQDbdgerDTNQcJzHVCGBGY8MiNp2B2uNoEVlMhdHIhpiUuBY0dwCh+xGu2VGG95a00JW4gQVwI3pLaZiWO4+i17Sa1GRtcCRdmxbRwAAIABJREFUUbFUN5hF9Mrciz3WVY0tMvLh0CRWL/UK2jV2ZouaIWd6UySkYCIXZ6zgsKRULgGuufRIMopjDAscmmEhJen8bzdBgUMw9o25FcaTyzsn2V/RTDgOAg+O86jkE55V1ld192cgu4JDUQj2j6XYFDh0d3Mte4tKIRlFNKR4LlmutdrS+j/0M8rIC4L63sh4yAOA0VQMrXYHdYNNRK+sRouAq+AAgAVGCprNZ1++9YcmN7FMUtFacqaoAN2LNEYFjk7HQcOUu0XiwHiauYJD1md/uwkKHIIxmXNfPmd3UElAN9Oy+z+cz1QhgVXd7MlXd5Lez0DyAgfQfeHMe+/BsangkPtnQAhBKat6ruDYaLaljoiljKZYFTjkvcUGNgv8rFQEdYk3uuMZ2hbHqsDhPvsyFpji0RByiQizuTcsN55axrkH3H3mmVU26hndlPe5pxwYT+Gp+ToT5V6n40CXvMC0nQQFDsGIR0MYSUZxdn0HCxxdx/7gcP1MekkqHlTXl7SgwEE5WEpjWTN6nhhe0fPgkFzBAXSjAz1vUQk8OACgmI55nmADuAoahchptAhsFvhZFJdMqwPT6iAt6Ua3p+BgZDSqGRZiYQXRsJxb5FJGxZzHnksUmduDAKBaSGBZM9AwvVeO6d30IJkP2AdKaeimvaNnrIuxWWCS0wNlu5Fz9RacyXwcsx4oOGgfbIBLNe9dhFegotnkwDgbo9EV3UQkRKQ9ZPRTzqqY87gnO1BwuIymYlhtmGjbHU+/b73bIqEoxNPvyws9BQeDNgldYpNLAMjEXXNdVgWOWktODwhKmYFij0IVsrKqCKq9qFjvD9ib5rryHrBpct8xBsl9QYFpewkKHAJSycc9aVEpBjfXz6CXUe6B0ejmzyAocDArcGgGRpIxECLnAa+fUjaOhQ0DnY43sk3HcVBrWchIbjIKuCoux4HnCqZaqy31IY+miLFQcMh+yCOEYDyjYp5Ve1CrjYykCgIAKOfiQXsQI+g+k4XRqC75ugMA+8fZJanIvu5vN0GBQ0Amc3GcXW/uWI/YUt1ANh5BLCxvFfdC5BIRpGJhzxQc6VgY8WjwMxjPxJBRw3hyB5ODLsSqbkofEUspZ1WY3XQlL9BNG3bHCRQc2GxT8/qgXWtaUpu8ZtQwomE2Eb2y+58Arg8HKwVHvSVvRC8AlDMqVnSTSUxv75An6fz3LtIYFjhkVhBk4xGUsyqe8ni/CfTNv6RtodtNUOAQkMlcHIbV2bHowMW6EXg/XABCCKoeOVwvawaKwc8AgDvvB0tpzyWDK7opfYIKpRcd6NGtXq3pphgEHhybKq4lj3046q221Ic8QgjG0jEsMihwbPZiy/v8l5gWOORWL5W7ZvYs5r/nwSHps5/vXqSxUHAECgKX/YySVIIC0/bCpMBBCCkQQr5ECDnW/d/8Rf7dnYSQdULIv3s9Rp6Z7HpB7JQJzlLdCLwfLkI1701GefAzeCb0heOls/WKbmAkUHAAcBUcAHDOI+OtjW6BI1BwAGOMFBz1liW1TB9gF9FLD3ky98KPZ2KY32gxSTOQXcEx0V3vWRgtyq7gIISgko8zUXA0TFexk5BcOXxwPIXjixpsj1pyKbVAubetsFJw/AaA/3QcZz+A/+z+/kL8AYC3eTYqQdjpqNglLVBwXIypQgIza40d33QFP4NncnA8jY1m29Pb1FXNREHyiFjKGPUj8EhF8H/bu/PoyK77PvDfW3uhNgC1YetuAI1e1Oym2OwWKYmkNlLypliyItvJOLE8R4onR17Gk8w4PtEokzj2RPbMOLbjzDiOsyi2FTvWObZky7JCyVpoyiLFtUk2yV7QO9YCUPtedeeP914B3V0Aarn3oQF8P+fgNLpQKBTeK9R79/d+SyuDgwGO9QwOu0tUypxiY2Rw2H8VO1fhiW4y7EOl3kS2ZP80CavB7n41YV5Eu7kDjS5zzCIwR8Uyg2OnHE2GUKk3bd8HubJx3rOf3/dV2qkAx4cAfNb8/LMAPtzuTlLKrwGwP0/oHjc+ZAY40nr++JZZorKpA8MDKNea2hd6y7kKm7xucCQRBABcXrKnTKVca6BQbbBExWT1IlnRVBZ3pwxLVFr8HidCXteOZHDs9xOtRMi3MyUqFZaoJM0pbgs7USZR2edTVAZ9cAjgxpr9i2wu8tYDHHZnL633/tm/r30AODZiNhq1uQ8Ht79aOxXgSEop583PFwAk+3kwIcRPCiGeE0I8t7y83P+zu8dF/G6EvC4tGRyFSh3FaoMBjk0ctGGEV6FSR65cx0jEr+1n7DZjZtbSnE09IFbMiRUsUTF4XA5E/G6s2JXBYR7oWaJiiIW8SNnYg0NKue/7EABGiUq6WEOlbm+zRZaorPf9sbsPRKMpzQDH/l1gu50OjEZ2pkwiX67D5RDwuvZvi8CD0QFU6k3bg9r5Sg0uh4DPvX+3PQDMJIJwCOD8fNbWn8vm0mppexULIb4qhHi1zceHNt5PGiHKvsKUUsrfkVKelVKejcfjfT3v3WJ8yK+lPtJ6Q2X/h/YODBsLbZ0HfuuK1UiE+8Cy3uTSnpTZVTNTgVNU1kWDHqRsGlXayuDgmFgAxvuxnSe7hWoDTckTLav/ia6G3pvJlGpwiP2dKj6yQxkceZYHATDOdW5oKoPeSr5SR9Dn2tfj2Q9YF9JszqDJlbntAWDA48KxkTBevL5m68/NlWvwu51wO/d3gEkVbVtRSvmElPJkm48vAFgUQowCgPnvkq7nsVeND/pxU8PBxyq9SIS5uG7HyiSY15hJsGg+tpWiS4DP7cRwwGNbBkeqYPwdRBnoa4kFvEjZtMi2enDs9wwCSzzktXWKipUmvt97oOzYiN5yDWG/e18vNKxtv2jTe76l9drf5+89B4bsmRh3p/w+738CrGcKX0nZu/3zLEtsefDgIF66nkbTxkajLAtVa6fCRF8E8DHz848B+MIOPY9da2LIr6VEpZXBwRKVtgY8LoS8Lq1ps9YVq1GWqNxmNOLDvE1d3a0MDpaorIsGPa3SHd0ypRpCXhecjv27wNsoFvTYushmqqzBaq67ZHMWQaZU2/flWT63E0MDbiza3OSVr33DgeEBLOUqKNfsLc/KVRjgODg8AI/TgYtL9vaAyJbr+7rvz0ZnDg0hV6njok193wAgV9nfo9lV26kAx2cAvF8IcRHAE+b/IYQ4K4T4XetOQoinAPwxgMeFEDeFEN+zI8/2HjQ+5EeuUm+lcqvCEpXtJcJ6O+tb2SEjzOC4zWjErzVzZqNVqwcHm4y2xIJeG3tw1PZ99sBG8ZAXuXLdtsUGM2gMViaj3Y1GGeAwJMM+LGTsb64L8LVvZRHoyBTeCrMIjB4o0/EALtjc5DLPBXbLgweHAADPX7OvTMXI4Njf7zsq7UiAQ0q5IqV8XEp5xCxlWTVvf05K+YkN93tMShmXUvqllBNSyq/sxPO9F40PGgcf1VkcS7kynA6BoQEu7DaTDPuwmNV30rWYLSPsc8G/z2eR32k04rMtwJEqVOBxOvb9laSNokEP1oo11BtN7T8rU2SAY6N4qxeEPYs9a5EX3ucnu9GAB0LYX6KSKXFEL2Aca+0e02uVqAT3+Wvfjn5j7eSZwQHAGFV6YdG+7AHAXGBz2wMADkUHEA148IKNfTiyDO4pxU4mu9T6qFi1AQ5rPKmDqeGb0n3StZApt5pq0rrRQR8ypRqK1br2n7War2I44NnXNfB3svqRrBb1l6mkClWOSd7A7l4Q2TIzOADA5XQgGvDYnsGRZQYHACOLccH2HhwsUQGMHhyA/Y0ujSajfO0fTQZxK11qNb21g9XglQAhBE4fHMILtmZwMLCtEgMcu9S42ezyluKDz3Kuwv4b20iEvVjMVrTNKF/Mljkito0xc5vMpfWf8K4WqixPuUPM7EeSytkQ4MhVWCa3QSxod4CDGRyWWNCLZZuzCDKlOjOYACTDxnhkO7LGLDlOUQFgBFW9LoftGRw5NhkFABxJhgAAFxftK1Nhk8vbnTk0hNlUoVWyrBu3v1oMcOxSsaAHXpdDfQZHnguL7SRCPlTrTeX9TyzzmTJGOMXmLuujYvUvNlKFKkfE3sHK4Fgp6F1kSymRylcYYNogbvO4Uk5RWZcI+2wtUZFSIluqcUQygGTEh6a0d0wvp6gYhBCYGPLjxqrNPTjYBwIAcKwV4LCvTCXPJqO3efDgIADYNi42V+ZrXyUGOHYpIQRGIj4sKO4FwQyO7SXN4IOOPhz1RhOpfIUNRttoZXBk9J9wLWbKHNN7B6tkZEXzYqNQbaBSb7ayFgiIBuzN4MiV63A7BbwuniIkQl5bS1Qq9SaqjSZLVLDeaHvBxik2fO2vOzA8YGuJSq3RRLnWZAYHjG3vdTnwpk0ZHOVaA9VGkwvsDe6fGITLIWzpw2G99vd7WahKfAffxZIhn9Jxpc2mRCpfZYBjG9bCV8eo2OV8BU1pXLmi2yUjxutyXnOJSr3RxFKujDHug9tYGRy6G12mzMUkAxzrPC4HhgbcWM7bs9CzmlyyB42RPZPKV9Bs6ilJvJOVGcgAh95j7WaMq6h87QNGHw47S1QKZnkQAxyA0yFwJBnEBZsCHHmWZt3F73HixFgYL1xLa/9Z7P2jHgMcu1gi7FV6RW+tWEWjKVmiso1kSN9JlzUlZJSL67t4XU7Egl4sZPVmcCzmjCDT6CD7oGwU9rngdgrt6eJWACXGQOttjF4Q9mQSpItVDA5wgQ0YGRy1hkRaU0ninawAx34vkQDsLUu0sA5+3cHhAWTLdWSK9rz2rUUeG10ajiZCtpWocIHd3oMHh/DSjbT2PkAsjVOPAY5dzBhXWlbW7HLZXFgkmJq/pYRZoqIjbXnRPJFjeUR7oxGf9iajC2YJDCfZ3E4IgWjAixXdGRxWgIM9OG5jZBLY04tglT1oWqyMRrvGlWaZwdESDejpNbYVNrlc1xoVa1OZSiuLgNsfAHB0JISFbFlbv7eN8lZwiT04bvPgoSGUag28saA3kyZbYoBJNQY4drFEyItitaFsjJR1dZAlKlvzuZ2I+N1Y0pDBYdUaswdHe6MRH+Y19+CwAihjnGRzl1jIgxXNHcWXzUU8S1RuFw/ZmcFRw+AAAxyA0VQasK//CUtU1lmNLm/a2AeCjf7WTVijYm0qU7HOZZnBYTiaDAKwZ5JKrmKNBue238hqNKq7D0eOo9mVY4BjF7Ou8qvKJFgym2ayRGV7iZBXS5PRhWwZHqeDV083MTbo196DwwqgjA4yyHQnOzI4rMfn38DtrBIVXeOpN1orVjHMAAcA470eWD8+6tYqUWGAA4CxyL65Zm8GBxcZhgPDZoDDrgyOMntwbHQkYUxSsaPRaI7bvq3xQT+SYS9euKY3wJFliZByDHDsYonWNA81Cz6rRIUZHNtLhn1Y1JCyvJApIxnxssHZJkYiPuQq9Va0W4e5dBlBr4u1kG1Egx5benAMDbjhdvLwtFE85EWp1kCh2tD6c6SUWCvUMBjg6x/YWKLCDI6dYGRw2B3g4CIDMF6DQwNuXEnZE+DIsdHlbcYH/Qh4nLiguTwCWA8u8bzndkIIPHhwCM/blMHB7a8OzyB3MSt1VtWVpeVcBQMeJwKM4G4rEfZquaK3kCmzPGULozY0nVvIlNl/YxOxoDFRQmcWQSpXZXlKG1ZmXUrzQrtYNcYFMoPDEPC6EPA4bStRsWqxw1zkATAyOFYL1daEDd1y5RoXGRvMJIK4vGRPo0v2gbidwyFwYiyMV25ltP8sa4HN8qC7nTk0hBurJa19mNjkVT0GOHaxZFht87PlXIXZGx1Khn1YypWVjw5czJbZYHQLY+ZkkzmNAY75TIlTbDYRDXhQqTe1ZhGk8hUGONqw3puXNZcIrZo9VoYY4GiJh7y2NRnNlGoIel1wMYMJgJHBAcCWLA4pJfIVZnBsNJMI4tKyTQGOChfZd3rgwCBencuiWtc7xSPPEb2bOn1wCAC0jovlBCH1eATdxYJeFwY8TmW9IJZzFfbf6FDSHB24VlSXri+lxDwzOLZkbZsFjY1G5zJlNhjdhBV40NmHY6VQRZQTVO5ibXvdmQRpcyTkEHugtCRCPlubjDJ7Y916gEN/mUSh2kBT8irqRofjQawWqq3Ap075ch1CAANup/aftVucPjiEar2J1+ezWn9OrlyH1+WAx8Vl4Z1OjofhcTrwosYylVy5Br/bydJchbgldzEhhNnsUl0PDmZwdEZ1g1fAOLGt1Jssj9jCSMQHIaBtVGy13kQqX+E+2IQVeNDZhyOVYwZHO60MDs0L7dWilcHBNHFLPGzfBJtsucYGoxtYkzzsyOBopemzRKJlJmFM8rhkQ5lKplRDyOuCw8EeZJbT5hQPnYtrwOh/wua67XldTpwcD+N5jY1G2ftHPQY4drlE2Kdskc0Slc6pbvAKbBgRy8X1ptxOB4YHPNrS9BezZUgJjHGCSltW4CGlafuXaw3kKnW+D7UxHPDAIfRte0vaCnAwg6MlHvTa2mSUDUbXxYIeeF0OWzI4WAd/N7sDHBEGVm8zGvFjJOzDizf0lUcAXGBv58GDQzh3K6OtVChX4Xhq1Rjg2OWSYR+WFCyyK/UGMqVaayQebU11g1cArfGn7P+wtWjQo61EYj5j7QOWqLRjZXCsaMrgsBbvMZao3MXpEIgG9WcSsAfH3RJhL/KVOopV/Y0usyVmcGwkhLBtkgoDHHcbi/jhdzvtC3DwtX+X0wcH8eJ1vQGOfJkL7K3cf2AQ1XpT298Bx1OrxwDHLmeUqPQ/1cBKOeeV087oyODg4rozxiQPPQvsebO3BzM42osG9PbgsAIn1s+h28VsCHCsFWsQgmNKN7IC2naUqWS5yLvLxNCArSUqXGisczgEDicCtjQaZYCjvdMHB3F9tag1ey9XrrPB6BZOjIYBAOc19ULJlusMbCvGAMculwx7Uao1Wh2Qe2VlgTDA0Rmvy4mhATcWFXbWn8+U4BBgFs02rFGlOlhBphEGmdryuBwI+1xY0dRwrpXBwb+BtuIhr/YpKmuFKiJ+N5ysg2+xjot2lKlwkXc3I4PDvhIVNnm93UzcnlGxfO23Z03xeEljFgenB21tKhaA3+3E+Tk9AY4cM2iUY4Bjl7OaXfY7ScW6MhUP8sp1pxIhn7IJNoDRODMZ9nE84DaMEhVNGRzpEkI+F69kbEFngIklKluLB71Iac/gqGKY5Sm3SdjU4LXWMEYwh5lBcJsDwwNYK9b6vpCznfUSFW7/jWYSQdxKl1DQvP0zpToDHG2cHIvA5RB48YbeJpdsrrs5p0Pg+GgIr81ltDx+rlxnYFUxrqR2ufVeEP1lElhXBZnB0blEWO1Cbz5TYoPRDsSCRj18udZQ/tgcEbu9aNCjMcBhBK44RaW9WMhosNtvSeJW1opVDLLR321aGRwKSxLbyZaMEomInye6G1mjYm9pLlNZL1Hh9t/IajQ6u1zQ+nM4Qag9v8eJt4yGtfbhYAbB9k6MhnF+Pqvl+Gtsf772VWKAY5ezekH0mzprXZmK8sppx1TXw89zcd0R6+q+jqup85kSRtl/Y0vRgFdrk9GQ1wWf26nl8Xe7eNCLWkMiYy6EdVgr1DDMCSq3GR7wwOUQ2suDsmYGASdJ3G59VKzeMpVcuQ6HAAY8fP/ZqDVJZTmn7WeUaw1U601mcGzi9MFBvHwjjXpD/RQPKSVLVDpwYiyMXLmuvB9Qtd5EudZEiJnDSjHAscutl6j0mcGRq2A44IGb5REdi4eMAIeKaK6UEnPpEieodMC6uq+jD8RCpsx9sI1YyKOxB0eVQdYtxG0olTAyOLgPNnI4BOIhLxYyegMcVuCKJSq3szI4dDcazZVrCHpdEIL9ZzY6FA3A5RBaJ6lkWtlLfO23c+bQEArVBt5YUB9kKlYbaEqwNHcbVqPR1xT34WDmmB5cze5yQa8LAY9TSQ+OONPCuxIPelGpN5XUBaeLNVTqTYwOMoNjO1aAQ3Uvgkq9gVS+yik224gGvFgrVrVcSUrlKixP2UIrwKExk2CtWGUGRxsjEV9rypIuXOS1Fw144HM7bMngYJr43dxOBw5FBxjg2EFnDhmNRp+7uqr8sdl7pjPHR8JwCPWTVLj99WCAYw9IhH1Y6nOax3K+wv4bXYqF1JVKzFnjSZk9sC3rCv9KQe0iby5t/A2NMci0pVjQAymNcaKqpfIMcGzFCkLryuAoVRso15rswdHGWMTfmrKkS5aLvLaEEJgYGsCNVb0BpnSpxtf+Jo4kQriwyADHThkf9GMk7MNz19Q3Gs1XjG0fZAbBlvweJ6bjQeWTVNYDHNz+KjHAsQckQl4sKcjg4HjS7lgTZ1QsNubT1nhSBji208rgUNwH4tqK0UDtUHRA6ePuNdHW9le/yF4pVFuBQ7qb7hKVtaLxN8UpKncbjfgwly5pbfDaKlHhIu8uh+MBXFrWO6p0rVjFEF/7bd03FsaVVKGVTq9apsgAx1aEEDgzOYTnNQQ4slxgd+zEaBivK8/gsEpU+NpXiQGOPSAZ9mGxjwwOKaVRosIAR1eshZiKhbaV+szsge353E4EvS7li7zrq0b686FhBji2EjXLF1Q3Gi3XGlgtVJEMMci3mYjfDbdTX7PLVbO3Cntw3G100I9Kvaklc8nCq9ibO5YM4UqqgEpd/fQsS7rIDI7NnByPAIDyq9cWvva3d/bQEOYzZdxKq81kylsBDvbg2NaJsTBupUtYU9iHjAEmPRjg2AOsDI5eryxly3VU6k0GOLq0ni7ef9ryXKYMl0MwPb9DsaD6RpfXV4rwuR38O9hGLGQ1eVW7yL5hBpgOMoNmU0IY7xGpnJ4mr2lz8c4eHHezygd19uHIlmvwuBycItTGkWQIjabUOqqUGRybswIcr2oOcLDB7ubeNjkMQH0fDvaA6Nx9Y0ajUZV9OKwMDr721WKAYw9Ihn0o1RrI9djs0roSzoVdd4YGPHAqGh24kCkjGfbB6WD39k4Yizy1C+xrq0UcHB5gB/1txAK6SoTMAAczaLYUD3n77rm0mVWzRGWIV7HvYjWAtsoJdciWaryCvYljIyEAwIVFPaNKm01j/DJf++3FQ14kw168diuj5fFZnrW94yMhDHicystU2IOjc8eSxvvQRYXvQ1aAKezn9leJAY49IBE2FhxLPY6KbQU4mD3QFYdDIBrwKLmaOpcuYWyQqfmdigY9yjMIrq8UcXA4oPQx96Kw3wWXQyjvwXHNKhGKch9sJWGOp9YhbQU4mMFxFzsyODKlGsJcZLQ1GQ3A7RR4U8OYTMDInpGS5VlbOTkWwatz+gIcIa+LF3m24HI6cPrgIJ67qjbAwSaXnYuHvAj5XEr7AVnbn2N61WKAYw9ImDXrvTYatTIQmMHRvXjIqySDYz5T5njSLsSCXqUZBFJKXDczOGhrQggjwKQ4wHF9pYCQ18UrqNtIhn1Y6DGYvZ21gnElb5BXUe8SC3rhdgrMaZykkmEGx6Y8LgemY0FtGRxWbxX24NjcfeMRXFrKo1RV3wclW6oxe6MDZw4N442FrNJmr9YCO+DhAns7QgjMJIJKRybnyjUMeJxwObkkV4lbcw9ImhkcvTYaZYlK7+Ihb99XsptNiYVMGaOcoNKxaNCLtWIV9UZTyeMt5yso1RqcoNKhWNCrvMnotdUiDkZZIrSdkbAP6WIN5Zr6RcZasYqwz8UTrTYcDoFk2Id5xQ3+NlrJVzEc4HF4M0dHQnhDUwbHWqs8ixkcmzk5FkZTqu0/YGFwrzNnDg2hKYFzN9Vl0uQrdQSZPdOxmXgQl5bU9QJK87WvBc9i9oBE2FgYL/aawZGrwO0U/APrQSzYf7r4SqGKaqPJAEcX4kEPpFzvGdCvVoNLZnB0JBr0IqWhySsDTNtLhvvL2NvKWrHK8pQtjEX8WjM4UvkK4hyTvKljySBurpWQ77Hf2Fas8ixmcGzOajT6moYyFQY4OnPKavaqsBdKrlxjeUQXZhJBpPKV1mjjfqWLVZbGacAAxx4Q9LoQ9Lp6L1HJVRAPennltAdWBkevE2yA9ZruUY6I7Zg1bUbVNIlWg0susDsSC6gtUWk0JW6ssQdKJ5JmIFRHmcpqgVMktjI66NPWg6PRlFgtVNkLawtHNTT4s1jlWXz9b2404kM04FG6uLYwwNGZ4YAH44N+pdNs8pU6G4x24XA8CADK+nCsFdncWAcGOPaIRMjbe4lKvsLylB7Fgl7UGrLVAbwX8+YVwTH24OhYNKh2VOm1lSKEACaGuA86EQ16+g7sbTSfKaHWkMzg6MBIK2NPfYAjzROtLY1G/FjIlNFsqnndb7RaqKIp18cw0910TlJJlxjg2I4QAveNR/DqLZao7KT7xsJKp9mki9z23ZhJGAGOy4r6cHA8tR4McOwRibC3rykq8RDLI3phBYb6KVOxarpHOUWlY7GgcTBQNcnjxmoRo2EfvC6nksfb66JBL8q1JoqKms1d54jYjukMcKzkKyxR2cJoxIdaQyKleIITsH4MiTGDY1MHhgbgczvw5oK6Bn+WdLEKh+Akie2cHAvjwmJOeQ+gTKmGCIOrHTk1HsFsqqCs0SgD2905MDwAj8uBy4oyONLFGkvjNGCAY49Ihn1Y6nGRvZwrM4OjR1Y6cV8BjkwZHqcDw4zgdiyqukTFbHBJnbEWYaoajV5jD5SOhf0ueF0OLCjuBdFoSizlKuwFtAVr28yn1QeXUpxmti2HQ+BoMqQlg2PNrIN3sNHilu6fiKDelHhdYaPRcq2BSr3JLIIOWb1QzisqU2EPiO44HQLTsYCSSSrNpkSaGRxaMMCxRyRCXixmy12njNcbTawUqjyp6pHVEK6fUbFzmTJGIj6eWHUh7HPB43Qou5J6baWIQ+z/0LGolUGjcPu7nQJj7EOzLSEERiI+LPbZ3PhOK/kK6k2JEZbKbcp6fc5raDRqBTiYwbG1o0k9k1TWijWOR+7AAweGAACIpdaKAAAgAElEQVQv3Ugre8ysWR7EMbGduW88DADK+nDwtd+9w/Ggkh4cuXIdTcnmxjowwLFHJMM+lGtNZMvddRdfLVQhJa8a9SoeNK7o9Vuiwqum3RFCIBb0KMngKFbrSOUrzODoQixgZdCoWWRfXy1gYmiAY+o6lAz7sKh4kW0t2kfDfC/aTCuDQ0Oj0fUAB6/kbeXEaBipfEX5PjCuYnORsZ2RiA+jER9evK4wwGGWWjCDozOJkA+JkFdJH45yrYFSrcHSxC4dTgRxY7XYd6kWx1PrwwDHHmGNil3ustGoVdbCzu29CfuNTIJ+MjjmM2WM88p116JBr5Imo9dZHtE1K4NjRdGo2GsrRW7/LoyEfcqnqFiPN8Jg66aGAx54XQ4tGRzLuQq8LgfHNW7j7KSRQfDc1TWlj7tWqHGR0aHTBwfx4g11299q0s4AR+dOjUfwqoJxvda2Z3CvOzOJIJoSuLpS6OtxWgGOALe/agxw7BEJMwNjsctRscus++1Lv5kEjabEQrbMBqM9iJmTPPplNbjkBI/OtQIcCra/lBLXV4rc/l1IhnsrSdyK1dODAY7NCSEwGvFhLq0jg8MoFeW49q29ZTQMv9uJ56+pDXBkSjX2IejQ6QNDuLFaUtbkmwGO7t03HsGlpTyK1e6ytu9kLbAH/Xztd2PGGhXbZx+OdNEKMHH7q8YAxx6R7LGzvlVakWCAo2fxkLfnDI7lXAWNpsQo6967Fg16lZSoWBF49uDonNflRMjnQkpBk9F0sYZcpc4Mji4kwz5U6s2+xlPfic2OOzMa8WvrwcH+G9tzOx144MAgnru2qvRxjVGNXGB34oGDgwCAlxSVqVjvY2FOsOnYybEwmhJ4fb6/fjTWApuv/e5MxwMQov8AB0tU9GGAY4+wAhTdTlLhaLr+xYLennsRzJl1xGPM4OhazCxR6fcq9pVUEcMBD0fUdcnY/v0HOKwJKoeiDDB1ysqyUFmmspApIRH2stnxNsaH/LhhvmZVWs4xwNGps5NDeH0+h0Klv6vXlkq9gWKVfQg6dXIsApdDKCtTyRSZwdGtUxPGJJVX++zDkbYyOLjA7orP7cTEkB+Xl/stUWGASRcGOPaIgNeFoNfVUwZHyOuC3+PU9Mz2vn4yOKxxg8zg6F4s6EGtIZEt9XeSeyWVx1SMi+tuRQMeJU1GrXGDRxLBvh9rv7Ay9lSOil3IltnsuAMziSCWchWl2TOAkcHBUtHOnDk0hEZTKpvkkeYCuyt+jxNvGQ0razSaMY/hnKLSuZGwDxG/G2/2OTJ5rcgeHL2aigVxNdVfgCNdrMIhgLCP2181Bjj2kETYi6UeenDEwzyp6kc85MVK3ig16ZZVyz3GAEfXrKud/Y4qvZIqMMDRg2jQo6TJ67mbaUT8bvbg6MKIGeDo9v1+KwuZMkfEduBo0gjEXexzYbFRoymxWqgizgkqHXnw0BCEUNdolGni3XvgwCBevpHu6bznTplSDQGPE24nlySdEkLgSCKorAcEX/vdm4oO4Gqq0FcW8VqxiojfzcxJDfhusockQz4sdTlFZTlb4QSVPsWCXjTl+klSN+YyJQx4nAj7WXvarVaAo48sgkKljsVshQGOHsSCXiU9OF6+kcH9ExE2V+xCwgxKqypRkVJiPsMMjk4cSYQAABcW+1tYbLRaqKIpgRgzODoS9rlxLBlS1oeDfQi6d/rgIArVRt8LbMAIcDB7pnszSgIcVXhdDmZx92AqFkCuUu/rPGityOlNujDAsYcYnfV7yODgSVVfrO233MNCez5tLCq4uOueNcmjn4PLFTO9cJoBjq4lQj6sFqqo1HufA1+uNfDmYg73m/XE1Bmvy4nhgEdZgCNTqqFSb7ZKX2hz44N+DHicuKAwg4O9sLp35tAQXryuJoOAfQi6d/qgMa73xev9Z9FkSjWWp/RgJhHEaqHa1zSztWKV5Sk9mjTPG/sZFZvm9teGAY49JBH2dT06cDnHAEe/+gpwZEoYG2RaeC+sxUA/ZRJWgGMqzgBHt6yr/f2USbw2l0WjKXH/xKCqp7VvJEJeLCkKcFhTQZjBsT2Hw0gNVxngSHFce9fOTg4hX6njjYVs34/VavQX4EKjU5PRAQwOuJX04cgyg6MnM4n+R5WmmUHQMyvz90ofjUbXCtz+ujDAsYckQl5U6k1ky501XSxW68hX6jyp6lOrVKKHKPoc08J7NhzwQIj+SlSsAMckJ3h0Lalgkse5m8bJ8VsZ4OjaSMSnLIPDalY6wveijhxJhpSWqFjHDmZwdO6hqSgA4Duz/ZepsAdH94QQeODAoJJGr8wi6M2RpFEud2m5vwAHt31vxgf9cDsFrvSRwWG89vm+owMDHHuIlV7c6SSVVM44qLMHR396zeCo1ptI5SucoNIjp0NgeMCDVB+jSq+kChgf9MPnZv1pt0YUTPI4dzODRMjLhXUPRsI+LGTUNBm1MjhGWKLSkWPJEFL5CtYUjEkGNgY4eKLbqfFBP6ZiATx9KdX3Y6WLNXhdDh4HunT6wBAuLOWQK/c3USiV54jkXoxFfBjwOHGxj2DrWrGKQT/fd3rhcjpwYHigr0kqa8Uqe/9owgDHHjI2aJycWpM5trOcN05qmcHRn4DHCZ/b0XUGh1FOtL7fqHuxoLevDI5ZTlDp2UiXAdV2Xr6ZxlsPMHujF8mwDyuFCmqNZt+PtZAtwyF4LOjUEXOSiqoyleVcBT63A0Evm01345GZKJ6ZXen7b2CtUGX2Rg9OHxyElEagule1RhNrxRoDHD0QQmAmEcTlfjI4SjWWZvVhOhZoZQJ3q1xroFxrYijA9x4dGODYQ6xMgLl0ZwsOK+OAJ7X9EUIgHvJ2ncFhBaKYwdG7aNDTU2kQYEyOuLKcZ4CjR2G/C363s+cMjmy5htnlAt7KBqM9mRjyQ0rg5lpnAe2tLGRKiIe8HNPYoaNJa5KKmgBHKl9FLOhls+kuPXI4hkK1gZf7LJNIl5im3wsrON1Po9FVMwuK56G9mYkHe87gkFKaTS65wO7VZDSAqysFNHtodrzWam7M9x4deDazhyRCXjgdAvOZDjM4GOBQJh70YrnLhbaVFs4Mjt7Fgl6s9JgmvlqoIluuM8DRIyFEX30gXjWv+rHBaG+s120/6bGW+UwZIwy0dmw04kPI61LWh4Mp+r15x+EohACevrTS1+Oki8zg6EXE78bheKCvPhycINSfw4kgFrLlnsqECtUGag2JQTZ47dlkLIByrdnTedBawRpPzfceHRjg2ENcTgeSIS9udVqikqvAIYBogAeWfhmlEt0ttOcyzODoVz8lKpyg0r9k2NtzBsfLrQAHMzh6YY2o6zU9dqOFTBkjYR4HOiWEwExS3SSV5RwDHL0YHPDg5Fik7z4ca0Wm6ffq9EFjXG830/s2Wp8gxEVeL470MUklzea6fZvu40JDmhkcWjHAsceMDfox32GJylKugmjQyPqg/sRDPWRwpMsI+1wIsO66Z9GgB4VqA6Vqo+vvnTUPSNPM4OjZSLj3DI7nrq5iOhZgemyPogEPQl4XrvbRwd2ykC0z0NqlY8kQLizmel7YbZTKc1x7rx6ZieGF62soVDqbHtfOWoFp+r06fXAQK4Uqbqz2VirHDI7+9DMqNm2OR+YCu3fWhYbZHgIc1njqYfbg0IIBjj1mdNDfygzYznKuwgkqisRDXqwWql01O5vPlDA2yEVFP+J9jOi9kirA7RQY5z7o2UjEj6VspetFXqMp8ezVVTw8Pazpme19QghM9tHgzJKv1JEr1znJpktHkiGsFWtdB7bv1GhKrBaqiHOCSk8enYmhbr6f9KJab2KlUEUyxNd/Lx6w+nDc6K0PRypvXMVmgKM3B4cH4HE6egpwrPeA4HtPr0bCPnhdjp4yODieWi8GOPaYsUEf5jPljhreLPOqkTLWwXm1i34Qc+kyRrmo6EvUXBT0FOBYLuDg8ABcbKzYs5GwF9VGs6vXPQC8Pp9FrlzHw1NRTc9sf5iMBfrO4Li1ZpXK8b2oG6cPGgu7v7ncX/+HuXQJTQkGu3t0dnIIHpcDT1/srUzFmgLF139vjiVD8LudePF6b304UvkKBjxOZrL2yOV0YCoW6CuDg2NKe+dwCEz1eKGBJSp68cx+jxkf9LeuSGxnKcsAhyrWduxmksp8poRRntT2xQosreS7bzR6JVXAVCyo+intK9ZV//ku+3A8e8W42vrQFDM4+jEVHcCttRKq9d7HZL6xkAUAHB8Jq3pa+8IDE4OIBT148vxiX49jjXicjvO9qBc+txNnDw3h6R4DTa1pZmz23ROX04FT4xG8fLP3AAezN/ozkwjiUg+jYtPM4FBiMhrAlR4uNKwVaxjwOOF1OTU8K2KAY4+x6qi3m6RSazSxlCtjjFctlLAO0J0GOErVBtaKNW7/PsVCvZWoNJsSV1YKmGaD0b4kw8brd7HLPhzPXFnBgWE/r1r3aTIWQFMC11eLPT/Ga3NZeFwO/i10yeEQePx4Et98c7mvAJN15Y/bv3ePzMTw+ny2p0y+hVYGB9+LenVyPILX57Ood1GiazECHFxg92M6HsCN1SIq9e56kVk9ICKcotKXKXP7d/v6X+P0Jq0Y4NhjrJGjc9tMUlnIlNGUwPgQD+oqJKwMjg5PsOY5QUWJqNmcqdtRsXMZ46o3R8T2x3r9dtNotNmUePbKKstTFJhUMCr2/FwWx5IhuFmq1bUnTiSRq9RbGUm9mF0uIORztd7LqHuPzMQAAN/uIYtjLs0SlX6dmgijXGv2lEWQylWZwdGn6bgZ6F7pLtCdLtYQ9LrgcfG9vx9T0QBqDdnxBEtLulhjeYpGfFXvMWPmguPWNpNUbpp11+ODA9qf037QbQaHldLPtNj++NxOhLyurkqDgA0jYhng6Ess6IFDAItdlKhcXMpjrVjDwyxP6dtU1Axw9NiHQ0qJ8/NZnBhleUovHp2Jwed24Kuv916mciVVwHQsACE4zaxXp8YjCPlc+HYP42IXMiVOM+vTqXFj1Pcr5ujvbiznK61MTOrNtFlqe3m5u+NAuljlAluBXke2M4NDLwY49pjBATf8bifmt4kkWhkezOBQw+9xIuh1dZwia23/MWZw9C0a9HSdmnyVAQ4lXE4H4iFvVz04nrliXGV9+zQzOPo1FPAg4nf3PEllIVvGaqGKE2MMcPTC73Hi0Zk4njy/2PO42NnlPPtv9MnpEHjn4Sieupjqej/MZcoslevTVCyIAY8Tr97qLsBRbzSxVmQGR7+s8rbZVHcZNGsMcCgx1WOAgxkcejHAsccIITA66Nt2VKyVSsW0THXiIW/XGRwczdi/WNDbdZPR2VQBAx5nq7SIejcS9nVVovLM7CrGIj5MMLiqRD+TVM7PGQ1G72OAo2fvP5HArXQJr8/nuv7eUrWBuUyZgVYFHpmJ4Va61HU/mvlMicfhPjkdAveNhfFKlwGO1UIVUoLN7vsU8rmRCHkx220GR6nGDAIFYkEPgl5XV6WiUkosZstIcDy1Ngxw7EHjg/5WXelmbq2VEA954XOze68q8WA3AY4SYkEPt78CsaC36wwOY4IK08JVGIn4Om4yKqXEM1dW8NDUMLe9IlPRAVxN9dZk1ApwHGeJSs/edzwJhwD++PkbXX8vG4yqY/XhePpSd304FjJl9sJS4OR4BOe7bDRq9SyLs8lo36bjgdZEpk4ZGQTc9v0SwhgVO9tFgCNXqaNYbWAkwuCeLgxw7EGjEd+2TUZvpUsYZ1qmUrFQ56USc2meVKkSDXq6bjJqBTiofyNhHxY6LFG5vFxAKl/FwyxPUWYyFsBcpoRyrbsO+oAxQWUyOoAg+w/0LB7y4ofPHMAffOd6103m2AtInelYACNhH57uog9Hpd5AKl9lJqsCp8YjKNeaXfWBSJmZlyxR6d90PIjZ5UJXJVprxSoGOUFFiW4zKa2+ZdYkOlKPAY49aGzQj+V8ZcvRdbfSJfbfUKzbDA6eVKkRC3qxVqx2fOWoWm/ixmoR01xUKJGM+JAt11Gs1re9rzVtgg1G1ZmKBSB7HBV7fj7L/hsK/M9PHAEE8BtfvdDV982aV1wZ4OifEAKPzMTw7cspNJudLfKswCyPxf1rNRrtokwlZZ4vMcDRv+lYAJlSDasdXuypNZrIlGoY5vQmJaaiA7i1Vup4VK9V1jvCAIc2DHDsQWMRP6TEpmnjzaZkBocGsaAX2XK9oyup82k2NlMlFvJCys5HxV5fLaIpjdnl1D/rAN1JFsczV1YQD3m5oFPI2paXlrpLT86Wa7i+WsR9YxEdT2tfGRv04++//RA+//xNXFrqvBfHlVQBoxEfBjzMoFHh0SNRrBVrOD+f7ej+Vi8sHov7Nx3vvtGolfHKKSr9O2w2Ku60TGIhU4aUwBgn+SkxZY7qvdHhhYYF9uHTbkcCHEKIYSHEk0KIi+a/Q23u84AQ4m+EEK8JIc4JIX50J57rbmQdrDdLl00VjOwOBjjUshplbbfQzpVryFXqvGqkyKi5wO50ksd6WjgnF6gwMWSMmr62zYFdSolnZlfxMPtvKHV8JIyg14WnLi539X1vmE0xOSJWjU++5zD8bid+9S/f7Ph7Zlkqp9Q7D1t9ODorU5k3m7FzkdE/p0PgxGh3jUaXcxX43A4EPOxF1q/WJJUO+3C0JvlxHaDEZNSapNJZgMO6AM0SFX12KoPjFwB8TUp5BMDXzP/fqQjgx6WU9wH4XgC/LoQYtPE57lqjg9aCr32A49aaOSKWb2xKWQGO7cpUrIX4KLe/Eq3Xe4f171fMUWpTUS4sVDiaNAJFFxe3vnJ9fbWIhWyZ/TcU87gceNfRGP7qjaWu6q+fNcf1skRFjWjQi0++dwb//fwi/vri9gtsKaU5IpbvQ6okwz4cSQTx9OXOGo3Os0RFqZPjEZyfy6LRYYlQKl9BPORlwFuBiaEBeJyOjiepMHtJrfVRsZ0FmBayZQwOuDloQKOdCnB8CMBnzc8/C+DDd95BSnlBSnnR/HwOwBKAuG3PcBcbH/RDCODaSvtIopXZwR4calnjnrZL1W9FznlSpcT4NhlLd7qSKiAa8CDC+eNKDA54kAx78cbC1gGOZ2bZf0OX9x1PYjFbwWtznaXml2sN/OdvX8VjR2K8gqTQJx6bwqHoAP6PL766ZQ8swBiRmS3XmUmm2CMzMTx7ZaWjWvj5dBkRv5slQoqcGo+gVGt0PM0jla+y/4YiTofAZGyg4yavt1rnoVwHqDA44MHQgLvjDI6FTIX9NzTbqQBHUko5b36+ACC51Z2FEA8B8AC4rPuJ7QU+txOHhgdwYZMrqq0MDgY4lLK253YLbWZwqBXxu+F3OzsuUZldZlq4asdGwpu+31i+c2UFwwEPjiS4oFPtPcfiEAL4qzeWOrr/Hz57Hal8FT/93hnNz2x/8bqc+GcfPIHLywV89ttXt7zvLEfEavHITAzlWhMvXk9ve182+1br/gmz0ejNzspUUvkKAxwKTceCmO0wg2AuXcLQgBt+lgcpMxkLdJzBsZgt8+KCZtoCHEKIrwohXm3z8aGN95NGTu2m+WxCiFEAvwfgf5RStr0kIoT4SSHEc0KI55aXu6tD3quOJkN4c5MrqnPpEkI+F8I+XsFWaWjAjQGPEzfXto7gzqVLcAggycZaSgghMDq4/WhkC0fEqncsGcTFxfyWqcnPzK7ioUn239AhFvTirROD+FoHAY5qvYl/961ZPDQ5zHIhDR5/SxLvPRbHb3zt4pZjw5+ZNUuE2ANFqYenh+F0iI76cMxn2OxbJavRaKd9OBjgUGs6HsD1lSJqHUyU42tfvalYAFc7zeDIlpnBoZm2AIeU8gkp5ck2H18AsGgGLqwARtuzMiFEGMCXAHxKSvmdLX7W70gpz0opz8bjrGIBgOMjIVxdKbad6MEJKnoIITAx5G9lyGxmLl1GIuSDy8khRqqMD/ox10EGR6ZUw1KugsPMIlDqaDKESr2Ja5vMgb+5VsStdAkPT7M8RZf3HU/g3M30lj2ApJT4g2euYT5Txk+9j9kbunzqB06gVGvgt/7q0qb3+dIrC3jw4CCv4ikW9rnx1okI/rrDAAcbjKpjNRrtZJJKoymxWqgiHuSYUlVmEkHUmxJXO5ikMpcuYZTlKUpNRQNYyJZRrNa3vF+t0UQqX0GS7z1a7dQK64sAPmZ+/jEAX7jzDkIID4A/AfBfpJSft/G57QnHRsJoNGXb0YE310qYYHmKFhNDA7i5TYBjPlNqNcYkNUYjvo6ajFqNMK3GmKTG8RHjKvRmZSpW08VHZ2K2Paf95n3HE5AS+Pqbd18vuLFaxH96+gq+7zeewr/4s/M4c2gI7zrCfaHLTCKIHzl7AH/wzDVcb9MLa3Y5j9fns/iB+8d24NntfY/MxHDuZgbZcm3T+5RrDawWquyFpdjJ8Qhe66DR6Eq+gqZcb85O/Ts2EgKAbfthAdaFTr72VZqKW41Gtw4wLeUqkBLM4NBspwIcnwHwfiHERQBPmP+HEOKsEOJ3zfv8CIB3AfgJIcRL5scDO/N0d59jI8YCrt2Cgxkc+owP+rctUZnPlNnYSbGxQT+W85VtG/tdWDQCfkcSITue1r4xkwhCiM1PrJ66mMJI2IcZZs5oc99YGAeG/fiXf3Yev/eda1jOVfDb37yM9//aN/HYr34d/+LPzsPpEPhXHzmF3/v4QywV0uznnjgCp0Pg/3ny7rGxf/GK0YLs+0+N2P209oV3H42j0ZT41oXNS5atZuAjPBYrZTUa3W5cqdWD5hCnmSkzkwjC6RB4Y2HrZtO5cg25cp194BSzzivbXVjeaP29h8E9nXakdbSUcgXA421ufw7AJ8zPfx/A79v81PaMyWgAHqfjrj4cWfONjQ1G9ZgY8iNbriNbrrXtcSKlxFy6hMePJ3bg2e1dYxE/pDQaNx0YHtj0fhcWcxjwOBngU8zvcWIyGmgbUG00Jf76UgofOJHkolojIQT+4ONvxz/9k1fw6T99FZ/+01cBAA9NDuPTHzyB9xyL43CcASa7JMM+fPzRKfzbr1/Gj79jEmcODbW+9ufn5nHm0BBTxDU5fXAI0YAHT55fxAc3yZJ503yvmoptfryg7p2yGo3eyuBIcvMLCdY4UzbZVcfrcmI6Fti0/56FI2L1mIoF4HKIbbf/YtbY/ixP1IuzsfYol9OBw4ngXVdUr5kNcCaGeFDXwdqut9ZKCI/eHeBYLVRRqTd5YFFsbMOo2O0CHEeSITgcXGirdjQZbHtgf+VWBplSDY8dZX8k3Q5GB/B7H38IX3x5Dm8u5PBDp8e3XGSQXv/Tuw/jCy/N4ac/9wL+/GceRTToxeXlPN5YyOGfffDETj+9PcvpEHjf8QS+8toCao0m3G36XT1/bQ0elwMnxyM78Az3rsPxIPxuo9HoRx6c2PR+s8t5+NwOZrMqdnw0jBeurW15H6shO0tU1PK4HJiOt7/Qs1Erg4MBDq3Y5XAPOz4SuusP7ZkrRuf20wcHd+Ip7XlWZsxmfTistExO8VDL6mkyn9m6D8eFxTyOskxCi2Mj4baNjZ+6sAwh2H/DLkIIfOiBcfz89x5ncGOHhX1u/PbfO4PVQhU/819fxLmbafzKl98AAHwfy1O0euJEEtlyHc9eWW379e9eXcVbJyLwujgmUyWnQ+DE2PaNRmdTBUxGA7zYoNjxkRBupUtb9p+ZSxsLbGaQqXc0GWplh21mMVuGx+nAcIANdnVigGMPOzYSwnymjExx/Y3u25dXMB0L8I1Nk4lWgKN9Hw6rLpVpmWpZV4GsA3c7a4UqUvkKjnLRp8WxZAiNpsTlO2qvn7qYwsmxCA/mtC+dHI/glz58Et++vIIf/K2n8fU3l/CT75rmMVizx47E4HU58OT5xbu+Vq418OqtDM4c4lQnHU510Gh0djnPkjkNjpuNRi9sUSYxly7B6RBIsMGrcseSIdxYLW05SWUhW0Yi7GXJrmYMcOxhx8yF3IUl442u1mjimdkVvONwdCef1p4WDXjgczs2HRU7u1yAx+lgiZBifo8TQwPuVuplO1Y20xFOUNHCamy8sUwlV67hhetreIwTO2gf++GzB/DLP3QSv/Thk/jup57AP/3+t+z0U9rzBjwuPDoTw5PnFyHl7Qvtl2+kUWtIvG1yaJPvpn6cHI+gWN280Wil3sCNtRIv9GhwfNSYaPb6VgGOTAnJkBeuNqVb1B8ra/Li4uaNRhcyZYxyepN2fHXvYXeOjDp3M41CtYFHmCqujRDCnKTSfqF9ebmAQ9EBOJmWqdxoxN9qntXOBbOzNTM49JiMBhD0uvDfX1u/YvrXF1OoNyUeO8L+G7S//djDh/D33n4IgwPMZLLL+08kcStdwuvzty/2njN7FGxs/ErqPHDAKIF+fpNeENdXimg0JQMcGoxFfAj5XHhzi0kqc+kS+8BpYq27tipTWcyW2WDUBgxw7GGjd7zRffuS0X/jHdPM4NBpYmgAN9OblKik8jyoazI26N86g2Mhh5DXxci5Ji6nA//gsWn85WsLeOH6Gsq1Bv6vr7yJA8N+LiSIyHaPvyUJp0Pgj5+/cdvtz11dxZFEkMEmTQ7HA4gFPXhmk/4nl80JKixRUU8IgeMjIbwxv1WJSpkBDk0ODg/A63JsWiIkpcRCtswGozZggGMPE0Lg1HgEX3ltEcu5Cp6+nMKJ0TCGWAuv1cSQv22JSq3RxPWVIqZ5UNdibNC3bYnKkWSQdY8afeKxKcSCXnzmL97Av/36JcymCvg/f+gUPC4eaojIXvGQFz90ehyfe+Y6lnJGdl+zKfH8tTWcnWT/DV2EEHhoanjTBq+zKSObks3W9Tg2EsKbC7m7SrMA4/W/kCm3GrOTWk6HwJFkcNMMjmypjnKtiRFeaNOOZ5173Kc/eAK5cg0/9bkX8MK1NB6ZYfaGbuNDfqwVa8hXbm8ydGO1iHpTYpoHdS3GBv3Ilut3bXfLxaU8y1M0C3hd+KfyTCAAABCUSURBVLknjuDZq6v4ra9fwkdOj7M8hYh2zE+9dwa1RhO/881ZAMZxIFuu4yyzyrR6eCqKW+kSbqzenc06u1xAIuRFyOfegWe29x0fCSNXqeNWmws+qUIF1UYT48zg0OZoMrRpD44b5gACNpnWjwGOPe4to2H80odP4dkrq6g2mngn+29oZzUQvTOLY9ZMy2QGhx5W6cl8u4N6voLVQpVjM23wo287gOl4AEMDHvzvHzyx00+HiPaxqVgAH35gHL//zDVcWMzh3z9lBDrexgwOrR6eNrZvuzKV2WWW6upkTVJpV6ZiTZob4wJbm2PJEBayt0+wtJy7aYxPvm8sbPfT2ncY4NgHPnpmAj/28EGEvC4e1G2w2ahYKy3zMA/sWlg1pXNtGo2enzP60BxjgEM7t9OBP/rJd+CLP/0IR8MS0Y77qffNoFpv4gP/+lv4/PM38cNnJnBgmAs8nY4mQhgccOOZ2ZW7vjabKvBCj0b3jUXgcTnwN222/Ss30wCAmQS3vy5HR26fYLnRuZtpRPxuHIpykqJurp1+AmSPX/rwSfyT7zuOoJe7XDcrwHFneuDscgHDAQ8bm2libfdrKwUAt5dFPHtlFU6HwAMHB3fgme0/8ZB3p58CEREAo5nlP/7AMdxcK+Hjj05xcWcDh0PgocnhuzI4VgtVpIs1lupq5Pc48fDUML7x5hI+fUcW5dOXVjA+6OcCWyPrQtobC7m7Liqfu5nB/RMR9oKzATM49gkhBMKsd7RFPOiF1+XA1dQdGRzLBR7UNRoJ+5AIefHc1btH0z1zZQWnxiMM8BER7UM/9d4Z/KuPnGJww0YPT0dxfbWI+cz6xZ7ZZSuTlftBp/ccS+DycuG2HiiNpsS3L6fwyEyUC2yNRiM+xEPeu5rslmsNvLmYw6nxyA49s/2FAQ4ixYQQeODAIL5zR3ogR8TqtbFz+8bu4aVqAy/dSLdqgomIiEivh6fMPhyz6wu9568ZFyAYaNLrPceMLNZvXFhu3fbqrQyy5ToeYS8+rYQQePfROL51YRn1RrN1+/n5LBpNifsnmElsBwY4iDR419E4zs9nW6PpMqUaUvkq6041e2hqGAvZMm5uaPD6wvU11BoSb5/mBCEiIiI7vGU0jGjAgz/87nVIKVGuNfAf/voK3jEdxYFhlkjoNB0L4ODwAL7xxlLrtqcvpwAA7zzMAIdu7z2WQKZUw0s30q3bzpmfv/UAMzjswAAHkQbvPmpEz5+6YBxQrLRMlqjo9ZB5xWhjauAzsytwCHAsIBERkU2cDoGfe/9RfGd2FV96ZR7/7bkbWMpV8DOPz+z0U9vzhBB4z7E4vn15BeVaAwDw9KUUjo+E2CPLBo8eicHpEPjGm+sZNOduZhALejES9u3gM9s/GOAg0uDEaBixoAffumi8uX33qrHg5phSvY4mQoj43bcFOL4zu4qT4xGE2IOGiIjINv/DQwdxYjSMX/7S6/jtb1zG2UNDeAezKW3xnmNxlGoNfPfqKsq1Br57dY3lKTaJ+N04c3AIX39zPYPm3K0M3soGo7ZhgINIA4dD4LEjcTx1MYVcuYZ/981ZvPNwFFPM4NDK4RB42+RQK6BUrhn9N1ieQkREZC+nQ+AXP3Qf5jNlzGXK+NnHj3CBZ5N3TMfgcTnw61+9iP/vG5dRrTfxyAzPhezy7mNxvDaXxVK2jHyljsvLefbfsBEDHESavOtoDKuFKn7+8+ewUqjif/2eYzv9lPaFh6aGMZsqYClXxgvX11BtNFvNzoiIiMg+ZyeH8Q8em8IHTiTx2BFmENjF73Hi57/nGC4v5/EbX7sIl0PgoSkGOOzy3mMJAEaj1+eurkJK4P4J9t+wC2cmEmny2BGjD8eXX13A48cTePAge0DYwZo7/ofP3sC3Liwb/TcmGeAgIiLaCZ/6gRM7/RT2pU88No2PvXMSf3PZmOoX9HLZZ5e3jIaQDHvxqT95BbWGhNMhGOCwEV/pRJrEgl6cHA/j1VtZ/KMPHN3pp7NvnByPwO924teevICwz4XPfOR+RPzsv0FERET7i9vpwLvMxvdkHyEE/rfvOY6nL6Vw31gYD09FEQ2ywatdGOAg0uh/eeIorqQKuG+MUVu7uJ0O/MzjM1grVPHJ98xgKODZ6adERERERPvIR89M4KNnJnb6aexLDHAQafT4W5I7/RT2pU++h2PoiIiIiIj2GzYZJSIiIiIiIqJdjwEOIiIiIiIiItr1GOAgIiIiIiIiol2PAQ4iIiIiIiIi2vUY4CAiIiIiIiKiXY8BDiIiIiIiIiLa9RjgICIiIiIiIqJdjwEOIiIiIiIiItr1GOAgIiIiIiIiol2PAQ4iIiIiIiIi2vUY4CAiIiIiIiKiXY8BDiIiIiIiIiLa9RjgICIiIiIiIqJdjwEOIiIiIiIiItr1GOAgIiIiIiIiol2PAQ4iIiIiIiIi2vUY4CAiIiIiIiKiXY8BDiIiIiIiIiLa9YSUcqefg1JCiGUA13b6eZBWMQCpnX4SZDvu9/2J+33/4r7fn7jf9yfu9/2J+31/igEISCnjOh58zwU4aO8TQjwnpTy708+D7MX9vj9xv+9f3Pf7E/f7/sT9vj9xv+9Puvc7S1SIiIiIiIiIaNdjgIOIiIiIiIiIdj0GOGg3+p2dfgK0I7jf9yfu9/2L+35/4n7fn7jf9yfu9/1J635nDw4iIiIiIiIi2vWYwUFEREREREREux4DHGQ7IcT3CiHeFEJcEkL8whb3+9tCCCmEOGv+f1IIURJCvGR+/PaG+37DfEzrawnzdq8Q4o/Mn/WMEGJS9+9H7ane70KI0IbbXhJCpIQQv25+7SeEEMsbvvYJe35LaqfXfW/edr8Q4m+EEK8JIV4RQvjM28+Y/78khPhNIYQwbx8WQjwphLho/juk/zekdlTvdyHEgBDiS0KIN8zbP7Ph/vybv0do+nvnMf4ep+Hvncf4XaCPc7sfu2P/NoUQD5hf4/H9Hqd6vys/vksp+cEP2z4AOAFcBjANwAPgZQAn2twvBOBbAL4D4Kx52ySAVzd53G9Y97vj9k8C+G3z878D4I92ehvsxw9d+/2O730ewLvMz38CwG/t9O/Nj773vQvAOQBvNf8fBeA0P38WwNsBCABfBvB95u2/CuAXzM9/AcCv7PQ22I8fOvY7gAEA7zVv8wB4asN+59/8PfCh8e+dx/h7+EPXfr/je3mMv8c++tnvd3z9FIDLG/7P4/s9/KFjv6s+vjODg+z2EIBLUspZKWUVwB8C+FCb+/1LAL8CoNznz/sQgM+an38ewONWJJhspXW/CyGOAkjAeEOke0s/+/4DAM5JKV8GACnlipSyIYQYBRCWUn5HGke//wLgw+b3bPyb/+yG28leyve7lLIopfy6eVsVwAsAJnT+EtQ15ft9m5/HY/y9Qet+5zH+nqXq3O7vmt8LHt93BeX7XfXxnQEOsts4gBsb/n/TvK1FCPEggANSyi+1+f4pIcSLQohvCiEeu+Nr/8lMXfr0hhOc1s+TUtYBZGBcHSB76dzvwPqVu41dk/+2EOKcEOLzQogD/f4C1LN+9v1RAFII8RUhxAtCiJ/f8Jg3N3nMpJRy3vx8AUBSwe9A3dOx3zd+7yCAvwXgaxtu5t/8ztO533mMv3dp/XsHj/H3qn7P7Sw/CuC/bnhMHt/vbTr2+8bv7fv4zgAH3VOEEA4AvwbgH7f58jyAg1LK0wD+EYDPCSHC5td+TEp5CsBj5sfft+P5khp97HfL38Htb5J/BmBSSnk/gCexHvGne8w2+94F4FEAP2b++0NCiMc7fWzzZJijwu5B/ex3IYQLxt/7b0opZ82b+Te/C/Sx33mM38UUvM/zGL8LbbPfrfs8DKAopXy1m8fm8f3e1c9+V3V8Z4CD7HYLwMbI24R5myUE4CSAbwghrsKowfuiEOKslLIipVwBACnl8zDqv46a/79l/psD8DkY6VO3/TzzjyYCYEXLb0Zb0bLfAUAI8VYALvNrMO+3IqWsmP/9XQBn1P9K1KGe9z2MqwLfklKmpJRFAH8B4EHz+yc2ecxFM8XVSnVdUv4bUSd07HfL7wC4KKX8desG/s3fM7Tsdx7j73na/t55jL+n9bPfLXcGr3h8v/fp2O8WJcd3BjjIbt8FcEQIMSWE8MB4gX/R+qKUMiOljEkpJ6WUkzAa0/yglPI5IURcCOEEACHENIAjAGaFEC4hRMy83Q3ggwCsiOAXAXzM/PyjAP7qjhRHsofy/b7hsf8u7niTtA6Aph8E8LqOX4o60vO+B/AVAKeE0V3bBeDdAM6bKapZIcTbzVT1HwfwBfMhN/7Nf2zD7WQv5fsdAIQQvwRjEftzG38Y/+bvGcr3O4/xu4KWv3cTj/H3rn72u3Wl/0dg9mEwv4fH93uf8v1u3q7s+O7q5bci6pWUsi6E+GkYBzQngP8opXxNCPGLAJ6TUn5xi29/F4BfFELUADQB/EMp5aoQIgDgK+aJjxPAVwH8e/N7/gOA3xNCXAKwCuOPkGymY79v+PqPAPj+O77nZ4UQPwigDmO//4SiX4W61M++l1KuCSF+DcbBVAL4iw31nJ8E8J8B+GF0Wf+yeftnAPw3IcTHAVyD8fogm+nY70KICQCfAvAGgBeMc1/8lpTyd8G/+XuCpv3OY/w9TuP7PMBj/D2rz3M7wDi/u7GhFMHC4/s9TMd+V318Fwx0ExEREREREdFuxxIVIiIiIiIiItr1GOAgIiIiIiIiol2PAQ4iIiIiIiIi2vUY4CAiIiIiIiKiXY8BDiIiIiIiIiLa9RjgICIiIiIiIqJdjwEOIiIiUkYIERVCvGR+LAghbpmf54UQ/6+mn/lzQogf3+LrHxRC/KKOn01ERET3DiGl3OnnQERERHuQEOKfA8hLKf9vjT/DBeAFAA9KKeub3EeY93lESlnU9VyIiIhoZzGDg4iIiLQTQrxHCPHn5uf/XAjxWSHEU0KIa0KIjwghflUI8YoQ4i+FEG7zfmeEEN8UQjwvhPiKEGK0zUO/D8ALVnBDCPGzQojzQohzQog/BABpXM35BoAP2vLLEhER0Y5ggIOIiIh2wmEYwYkfBPD7AL4upTwFoATgB8wgx78B8FEp5RkA/xHAL7d5nEcAPL/h/78A4LSU8n4A/3DD7c8BeEz5b0FERET3DNdOPwEiIiLal74spawJIV4B4ATwl+btrwCYBHAMwEkATxoVJnACmG/zOKMAXt/w/3MA/kAI8acA/nTD7UsAxlT+AkRERHRvYYCDiIiIdkIFAKSUTSFETa43BWvCOD8RAF6TUr5jm8cpAfBt+P8PAHgXgL8F4FNCiFNm+YrPvC8RERHtUSxRISIionvRmwDiQoh3AIAQwi2EuK/N/V4HMGPexwHggJTy6wD+CYAIgKB5v6MAXtX+rImIiGjHMMBBRERE9xwpZRXARwH8ihDiZQAvAXhnm7t+GUbGBmCUsfy+WfbyIoDflFKmza+9F8CX9D5rIiIi2kkcE0tERES7mhDiTwD8vJTy4iZfTwL4nJTycXufGREREdmJAQ4iIiLa1YQQxwAkpZTf2uTrbwNQk1K+ZO8zIyIiIjsxwEFEREREREREux57cBARERERERHRrscABxERERERERHtegxwEBEREREREdGuxwAHEREREREREe16DHAQERERERER0a73/wPsfdJxj5jI3QAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# zomm in to the waveform\n", - "samples = range(len(signal))\n", - "t = librosa.samples_to_time(samples, sr=sr)\n", - "\n", - "plt.figure(figsize=(18, 8))\n", - "plt.plot(t[10000:10400], signal[10000:10400]) \n", - "plt.xlabel(\"Time (s)\")\n", - "plt.ylabel(\"Amplitude\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# create a sinusoid\n", - "\n", - "f = 523\n", - "phase = 0\n", - "phase2 = 0.2\n", - "\n", - "sin = 0.5 * np.sin(2*np.pi * (f * t - phase))\n", - "sin2 = 0.5 * np.sin(2*np.pi * (f * t - phase2))\n", - "\n", - "plt.figure(figsize=(18, 8))\n", - "plt.plot(t[10000:10400], sin[10000:10400], color=\"r\")\n", - "plt.plot(t[10000:10400], sin2[10000:10400], color=\"y\")\n", - "\n", - "\n", - "plt.xlabel(\"Time (s)\")\n", - "plt.ylabel(\"Amplitude\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# compare signal and sinusoids\n", - "\n", - "f = 523\n", - "phase = 0.55\n", - "\n", - "sin = 0.1 * np.sin(2*np.pi * (f * t - phase))\n", - "\n", - "plt.figure(figsize=(18, 8))\n", - "plt.plot(t[10000:10400], signal[10000:10400]) \n", - "plt.plot(t[10000:10400], sin[10000:10400], color=\"r\")\n", - "\n", - "plt.fill_between(t[10000:10400], sin[10000:10400]*signal[10000:10400], color=\"y\")\n", - "\n", - "plt.xlabel(\"Time (s)\")\n", - "plt.ylabel(\"Amplitude\")\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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pu7s5MODRu7+SYm7HAQAA8Egc0XSPWuvSbg8EAAAAeGw70tU9LjnM5l1J1tdaJ2d3SMDRsroHAADQj460ceY7klyS5LrO/YuSXJ/kuFLKz9VaP9GNwQGPknQCAADoQ0fak2JzkifVWi+ttV6a5OIktyd5XpL/3q3BAY/OdEahJwUAANBPjjSkOLfWesP0nVrrjUnOr7Xe3p1hAQAAAI81RxpS3FBKeWcp5Zmdj3ckubGUMj/JxOGeUEp5dyllSynl+hnbVpZSPllKuaXzeUVneymlvK2Ucmsp5Zsze2CUUl7Z2f+WUsorj+J7hceMWqd7UiilAAAA+seRhhQ/meTWJD/f+bi9s20iybMf5Dl/leSFh2x7Q5Ira63nJLmycz9JXpTknM7Hq5O8M5kKNZK8MclTkzwlyRungw3gwYkmAACAfnSkS5COJPnDzseh9j7Icz5bSll3yOaXJnlW5/Z7knwmya90tr+3Tl3+/XIpZXkp5cTOvp+stW5PklLKJzMVfLzvSMYNj3V6UgAAAP3kSJcgPSfJ7yW5IMmC6e211jMf4ddbW2u9u3P7niRrO7dPTrJhxn4bO9sebDvwEIQTAABAPzrS6R5/makpGJOZmt7x3iR/fTRfuFM1MWunUqWUV5dSri6lXH3ffffN1stCX5JRAAAA/ehIQ4qFtdYrk5Ra6/pa65uSvORRfL17O9M40vm8pbN9U5JTZ+x3Smfbg21/gFrru2qtl9VaL1u9evWjGBo0R1VKAQAA9KEjDSnGSikDSW4ppby2lPJ9SZY8iq/34STTK3S8MsmHZmz/ic4qH5cn2dWZFvLxJM8vpazoNMx8fmcbcASEFQAAQD85op4USV6fZFGS1yV5c5Ircn/YcFillPdlqvHlqlLKxkyt0vHWJB8opbwqyfokP9TZ/SNJXpypFUT2J/mpJKm1bi+lvDnJVZ39fnu6iSbw4EQTAABAPzrS1T2mQ4K96QQIR/Cclz/IQ885zL41yWse5HXeneTdR/I1gY560CcAAIC+8JAhRSnlww/1eK31P8zucIDZUMUTAABAH3q4SoqnZWoJ0Pcl+UqS0vURAQAAAI9JDxdSnJDkeUlenuRHk/xrkvfVWm/o9sCAR2+6X6a+mQAAQD95yNU9aq2tWuvHaq2vTHJ5phpbfqaU8tpjMjrgURFOAAAA/ehhG2eWUuYneUmmqinWJXlbkg92d1jAbNCbAgAA6CcP1zjzvUkuzNQSob9Va73+mIwKOCrCCQAAoB89XCXFK5LsS/L6JK8r5UDfzJKplUOXdXFswKOkJwUAANCPHjKkqLU+ZM8KoDfJJgAAgH4khIAGE1YAAAD9REgBDWSaBwAA0I+EFNBIUymFsAIAAOgnQgpoIOEEAADQj4QU0GjSCgAAoH8IKaCBRBMAAEA/ElJAA9WqJwUAANB/hBQAAABATxBSQANNF1CopAAAAPqJkAIaSDgBAAD0IyEFNNCBSgotNAEAgD4ipAAAAAB6gpACGsjqHgAAQD8SUgAAAAA9QUgBDaSCAgAA6EdCCmgwWQUAANBPhBTQQFb1AAAA+pGQAhpoerqHaR8AAEA/EVIAAAAAPUFIAQ10oJLCtA8AAKCPCCmggYQTAABAPxJSQAMd6EUhqwAAAPqIkAIAAADoCUIKaCCFFAAAQD8SUkATSScAAIA+JKSABppunFmrtAIAAOgfQgoAAACgJwgpoIGmCyjUUQAAAP1ESAENJJwAAAD6kZACGuia9TuS3F9RAQAA0A+EFNAw9+0Zm+shAAAAPCpCCmiY8Vb7wG2FFAAAQD8RUkDDlLkeAI20aedI3vfVu+Z6GAAANNzQXA8A6J6qKQWz5BV//pXcsXVfXvKEE7NswfBcDwcAgIZSSQHAw9q2d6rXSbst+AIAoHuEFNAwxXwPuqA4sAAAOAaEFNAwZUZXCte8mW1mEAEA0E1CCmgYF7zpBscVAADHgpACmsxVb2aZQwoAgG4SUkDDuOANAAD0KyEFNFh13RsAAOgjQgpoGqUUdIHDCgCAY0FIAQ1z0OoeCimYZdVBBQBAFwkpAHhYxfIeAAAcA0IKaJiZfShc9Ga2OaQAAOgmIQUAD0sdBQAAx4KQApqmzrzpujcAANA/hBTQMGIJAACgXwkpoMH0pGC2OaYAAOgmIQU0jJNIusHiHgAAHAtCCmgweQWzTZ8TAAC6SUgBDeMkku7olFI4vAAA6CIhBTSYqR/MNocUAADdJKSAhhFM0A3TPSkcXwAAdJOQAhqmPsQ9AACAXiakAOCI6XkCAEA3CSmgYap6fLrI4QUAQDcJKaDBnFAyWzotKdRRAADQVUIKaBjBBN2kUgcAgG4SUkCDOZ1ktljdAwCAY0FIAQAAAPQEIQU0zMwr3UrzAQCAfiKkAOCIyb0AAOgmIQU0TJ3RicL5JLOldNb3qI4qAAC6SEgBwBFTSQEAQDcJKaBhDu5JMXfjoFkOrO4xt8MAAKDhhBTQME4i6SbNWAEA6CYhBTRY2wkls6RTSCEEAwCgq4QU0DAzr3QLKZhtDikAALpJSAENNtlyRgkAAPQPIQU0zMxYYrItpGC2OaYAAOgeIQU0mJCC2VI6y3uY7gEAQDcJKaBhZp5ETrbaczcQGklGAQBANwkpoHHuP41sqaRglkw3ZN20c2SORwIAQJPNSUhRSrmzlHJdKeXaUsrVnW0rSymfLKXc0vm8orO9lFLeVkq5tZTyzVLKJXMxZuhHpnswWzbvGk2SvO59X5/jkQAA0GRzWUnx7FrrxbXWyzr335DkylrrOUmu7NxPkhclOafz8eok7zzmI4U+Mj3dY3CgmO7BrBufdEwBANA9vTTd46VJ3tO5/Z4k3ztj+3vrlC8nWV5KOXEuBgj9ZGigqKRg1nX6ZwIAQFfMVUhRk3yilHJNKeXVnW1ra613d27fk2Rt5/bJSTbMeO7GzjbgMKZjiaGBksmWkILZVSKlAACge4bm6Os+o9a6qZSyJsknSyk3zXyw1lpLKY/o7KoTdrw6SU477bTZGyn0qaHBAZUUAABAX5mTSopa66bO5y1JPpjkKUnunZ7G0fm8pbP7piSnznj6KZ1th77mu2qtl9VaL1u9enU3hw89bbonxdBASbsKKQAAgP5xzEOKUsriUsrS6dtJnp/k+iQfTvLKzm6vTPKhzu0PJ/mJzioflyfZNWNaCHCI2pnwMThQLEEKAAD0lbmY7rE2yQfLVPe1oSR/W2v9WCnlqiQfKKW8Ksn6JD/U2f8jSV6c5NYk+5P81LEfMvSfwYGStpCCWaZxJgAA3XTMQ4pa6+1JnniY7duSPOcw22uS1xyDoUEjzFyCtGW6BwAA0Ed6aQlSYBaZ7kE3KKQAAKCbhBTQMDMrKTTOBAAA+omQAhpqsKikYPYVTSkAAOgiIQU0zMzVPdo1qaopmAWPO3FZkuTyM4+f45EAANBkQgpomOlMYmhw6oq3Ygpmw1PWrUiSnL1myRyPBACAJhNSQEMNdsryTflgNqnMAQCgm4QU0FCDA9OVFE4qOXrv+dL6JEIvAAC6S0gBDTUdUjipZDY5nAAA6CYhBTTMzCVIk6SlkoJZpDIHAIBuElJAw0y020lmTPdw6ZtZpDIHAIBuElJAw/zWh29IkuwamUjipJLZpZICAIBuElJAw3xj464kych4K4npHswuIQUAAN0kpICGGh6c+vHuzP6AWeF4AgCgm4QU0FDTIYVKCmaT4wkAgG4SUkBDDQ1qnMnsM90DAIBuElJAQw2UzhKkQgpmkdALAIBuElJAQ5XOZ+X5zCYZBQAA3SSkgIbqFFK48s2sEnoBANBNQgpoqNKppXBSyWyqjicAALpISAFN1amk0JOC2eR4AgCgm4QU0FDTPSna7TkdBg0jowAAoJuEFNBQ0z0pTPdgNulxAgBANwkpoKEO9KRwUsksEnoBANBNQgpoqAOrezipZBbJvAAA6CYhBTRU0TiTLjDdAwCAbhJSQEMNdFIKJ5XMJpU5AAB0k5ACGk4PAWaTyhwAALpJSAENVYrGmcw+mRcAAN0kpICG6rSkUJ7PrFKZAwBANwkpoGEWzRtMklx+5vFJklZ7LkdD0wi9AADoJiEFNMyT163MWasX57vOXZXEdA9ml0asAAB0k5ACGqZda5YtHM7gQDlwH2aLjAIAgG4SUkDDtGvNQCkZ1DiTWXLN+u0HbjueAADoJiEFNEyrXTNYSgZUUjBLvn3v3gO3HU8AAHSTkAIapt1OBgaikoKuEFIAANBNQgpomAPTPQaEFMyOMuO24wkAgG4SUkDDtGrN4IDpHnSHwwkAgG4SUkDDtNuHNs6c4wHR98qMUoqWlAIAgC4SUkDDtGs6lRRT951UMptU5gAA0E1CCmiYVrtmoNzfOLOthwBHqczoStFWmQMAQBcJKaBhNM6km1RSAADQTUIKaJj2IY0zhRTMJscTAADdJKSAhml1GmfOG5z68Z5Qn88sklEAANBNQgpomHZNBgZKhqdDiklnlRylGat7mO4BAEA3CSmgYdq1ZrBMrfAxOFAyYQ1SZpGQAgCAbhJSQMNMT/dIkuHBknEhBbNITwoAALpJSAEN027XA00zhwcHMj4ppODozJjtYUlbAAC6SkgBDdOuyWCnkmL+0IDpHsyqlukeAAB0kZACGqZVawY6P9kqKZhtFosBAKCbhBTQMO2DelKopGB2qaQAAKCbhBTQMK1aM9jpSTFvaCATLSeVHJ1S7u9KoXEmAADdJKSABhidaOVTN96b5IGVFGOmezDLNM8EAKBbhBTQAO/67O356fdenX+76d60aw6EFPMGi+kezDpTPgAA6BYhBTTAvvHJJMlnbr4ve8cmM9j5yZ5ndQ+6wJQPAAC6RUgBDTC/k0q890vrkyQDA/dP97C6B0erHlI50VZJAQBAlwgpoAGGBg/+Uba6B92kkgIAgG4RUkADTK/mceD+jJBi3OoeHKVDj6C23AsAgC4RUkADDA8eHFJMT/cYHLASA0dv/tDUn4onnro8icaZAAB0j5ACGmBw4NDpHtPbS26+d0/u2TU6B6OiaS45rRNSCL4AAOgSIQU00PR0j9L5/B/+9+fncjj0uelGmcOd3icaZwIA0C1CCmiAQ6d0DBzSo2LLnrFjORwaZjqTmO59opICAIBuEVJAAzxYjwDLjzIbpjOJYSEFAABdJqSABjj0pHG6smJMSMEsqJ0QbLr3iekeAAB0i5AC+txVd27PDZt3HbRtYjqkmGjNxZBomOlMYmhQJQUAAN01NNcDAI7OD/6fLz1g20SrfdDnQ5cohUdishNKTC9FqpICAIBuUUkBDTR9pXuiNV2mL6Tg0WsdsrpHyywiAAC6REgBDXRoJcXQgB91Hr1W5ziaNzQdUqikYPa86cM35K0fvWmuhwEA9AhnLtBAk50KivHOyaVKCo7G9HSPeYOmezD7/uqLd+b//PttGdVDBwCIkAIaabJ9aCWFkIJHbzqUGFZJwSwbm7w/mDj/Nz42hyMBAHqFkAIaaLqSYmLSySRH79BKipZKCmbJH37i23M9BACgxwgpoI892BXtyQONM6cqKbbtG8/r3//1YzYumqXVCb3mDU1V5LRVUjBLNu7YP9dDAAB6jJAC+tSG7fvz/e/84oH7Sxfcv6LwdDgxPmMZhg9du/nYDY5Gma6cmDc4mCQZ0TuAWWLqEABwKCEF9Kn/+clv5xsbdiZJnn3e6vz0M8488Nj02/6JQ9aKvH7TrmM1PBpk98hkSkmmW5v83F9/LfvHJ+d2UDTCocvZTlrfli75i8/fkV/74HVzPQwAjoCQAvrU2OT9b+afe8Ha1Nx/RfKN33NBkmSidfBVyu/+k88fm8HRGPfuHs27v3BHar2/Mmfv2GQu+M2Pz/HIaIJ6SH8TVTp0w4eu3ZQ3/8uN+duv3DXXQwHgCAgpoE9s3zeez9y85cD9ocH7V+yYPzSY6ff6r3vOOVmzdEGS5PTjFz3gdf7lm5uzde9YdwdLY2zcMXLg9qGhl94UHK1Dm7AKKeiG17//2rkeAgCPgJAC+sRr/uZr+cm/vCq7RiaSJEMD9//4zh8aOHBFcuZio+//mcvzi88796DXee3ffj2X/c6nuj5emuHqO7cfuD0+eXAp/p997vaMT7aV6POo7R8/ODesrxEAACAASURBVJT4zX+6YY5GwmOFPigAvU9IAT1q5gnh2GQrX7p9W5Jk886RjE+2Mzjjp3fe0MCByR5lRkqxZtmCvPDCE47BaGmq3/voTQduj7daD3jsVe+5Ks/8g888oGwfjsTuTug67WM33DNHI+GxYp9+OgA9T0jRIz5xwz15zxfvnOth0CM+et3dOffXP5pbt+xJkvzWP9944LEX/a/P5eLf/kQ27xw9sG2wlLzsklOydMFQvv9Jpxz0WvMGD/9jft+esXz9rh1dGD1NUGvNfXsOnhZ06WkrH7Df527Zmk07R3LvblOIeOScMNJtn/32fQfdH5tQ+QXQ64QUPeKTN96bP/m3W+d6GPSI/3fNxiTJP35tU26+Z88Dmn3tH2/l87duPXB/cKBk3arFue5NL8hph/ShmD98+B/zJ//up/J97/iiK+Ac1hdu3ZYn/+7B04IOPbZmWr9tX7eHRIPs2j+R3/rnG3LPrtGH3xmOwk+8+6sH3R9vtfMHH78pv/z335ijEQHwcIQUPeLctUuzde9YPvj1jXM9FHrA6ORUWf07PnNbXvDHn33Y/c9es+RBH5vZu+Jw9oy5kskD3XTP7ke0/xdu25ZP37QltdZs2TOajTv2d2lkNMFvfvj6/OUX7nxAM9YkefunBfbMjsO9pxqbaOXtn77twMUAAHrP0FwPgCmXnL4iSfILf/eNvOSikzJv6NHnRxu2789r/vZrec75a3PLlj353z96yWwNky64Y+u+bNyxPx/82qa87jnn5Fn/4zNH/NzzT1iaD7/2GQ95vBz62ONPWpYbNt9/AvrR6+7ODz/5tIxOtLJ7ZCJrli14xN8DzfAD7/xirl6/I3/36ssfdt//csXZB1V/ve3KW5IkP/rU0w5U/lz3pudn6YLh7gyWvnX9pl350LWbD9w/a/Xi3Hbf/ZU4f/Dxm/OaZ589F0OjAa781r35u6s25BM33nvYx3/oT7984PaW3aMZnWg/ZJUYAMeekKJHXNoJKZLkVe+5Kv/3VU896PHRiVbGJtt560dvygeu3pBvvvH5WTz/gf99H7hqQ95/1V355sZd+ebGXUmSN7xof05Zcfg/wKMTrVy7YWcuP/P4Wfxu7jc+2T6qwKVJ9oxO5Nv37sni+UM5/4Rl+b53fCG3btmbPaP3VzL849c3Pejzf+G55+Z/furbB2374x+5+GH/fY9bOJx/+Lmn5Zr1O/KWj9yUVUvmH/T4r/zDdXn8Scflu//k80mSn3z6uvzCc8/NcYucXD7WXL1+qkfJD7/ryw947JbffdFB989YtfiwrzFzatJbP3pTzly9JLXWXH7m8bnw5ONmcbT0my/fvi0/cphja2zygT0CJlrtDD9IPx041FV3bs9//9hNecXlpx92udFfet65+cNPTv39nLkE91PecmWS5DXPPiu/9LzzMjBQHvBcAI690i/z0UspL0zyv5IMJvnzWutbH2zfyy67rF599dXHbGyz5Zr12/Oyd34pSXLTm1+YTTtH8qYP35A/+qGLHzA3PEnufOtL8j1/8vlct2lXXnThCfmuc1fnV//xusO+9odf+x3ZsH0kF5+2PPvHJvM7//qt/MoLz8+L3/a5JMn7fubyPO2s+4OKu3eN5Cu3b8/+8Vbu2r4/b3jR+am1psxYOuKeXaNZu2z+QdumGuiN5pLTVuTTN2/JT/3lVfmHn3taTl2xqO+v0E+VsY9lbef72LFvPL/9Lzfmv1xxds5cvSR7RieyccdIHnfisiRTVwu/+08+n6efdXzOXbs0f3WUjVH//meflr2jk/mpv7oqSfKxn//OnH/CsiN+/t98ZX3+2wevz8ufcmre99UND7v/l371inxz4648/azjs3TBcGqtuXXL3rRqfURfl971oWs35Vt378m37t6d0YlWvnLH9gfd9863viRJcvavfSST7Zrb3/LinPlrH8mS+UPZe4RThv7rC87LH3z85rzsklPyS88/NyctX5hbt+zJysXzs3LxvFn5nuhNY5OtnPfrHzvsY6uXzn9Ak9Ykue0tL86gk0aOwLP/x2dyx9YH74tz5S89M8/5w39/2Ne54vw1+bOfuMxxx0Ha7SrAgi4opVxTa73ssI/1Q0hRShlM8u0kz0uyMclVSV5ea73xcPv3a0iRJD/5l1/NZ26+78Cb+WPlVc84I//pu87MOz5zW556xsr83N987aDH/9N3nZkPXbs533/JyXnxRSfm1BWL8sTf/kSed8HajE22s2h48KCl437+uefkjz91y0GvsXB4MCMTrfzsM8/KU89YmZqaiVbNk9etPHCCMjbZyjXrd+TS01dkw/b9OXvN0gPPnw5JxifbGRooGRgomWhN3Z4ZlGzYvj833r07zzh7Vd72b7fkhY8/IRectCzjk+1MtGpWLBrOPbtHM1hKVi2Zn3d/4Y5s2L4///nZZ+eXPvCNXL1+e/74h5+Ue3aN5E3/fGP+948+KZedvjKX/96VB77G4EDJJactz1V3Tl15/p3vvTBfv2tn/uFrRz/H9XVXnJ23HaaJ6pd+9YqcsGxB/uNfXZVXPn1dnnXemkf0uqMTrfz+x27KLzzv3Hzhlq259PQVue2+fXn5nz3wyuahDj0e/+sLzsupKxflzq37cs6aJVm1dH6u/NaWLJ43mOdesDZrls7P8Uvmp9WuGSg56P+Hh7Z3bDJLDlMldTi11ty7eyxDgyUbd4zk4lOXJ5kKCxcND2bR/MFcv2l3fvufb8jw4ECuXr8j33nOqrzsklPy9k/fmlu27D3icU2HFFt2j2b36ETOXrM0127YmbXL5udpv/dvSQ6u9pk3OJDxVjvzhwYOe6X8UM84e1VeeOEJ+fV/uj5J8pKLTszjT16WM1ctzkSr5jmPW5P/+6X1KSV52SWnZGhwIHtGJ3Ly8oWpNQe9gRybbOX2+/bl/BOWOvbmWK01v/B31+afZkzvGB4sB/WiWLVkXrbuHc/jTlyWb919cC+U9/3M5Tl37ZIsnj+UBcODx2zc9Idaa/7Pv9+e3//YTQ+5362/+6Kc/d8+ekSvuXTBUBbPG8p/fvZZ+YmnrZuFUdKPtu0dy7u/cEfe/unbkiTff8nJ+c/POvtAD7Cd+8fzoWs350eecmrmDw1m//hkvrlxVy4+dXk+++37ctWd2/P8x5+Q4xYOZ2ig5MzVD947DB6rmhBSPC3Jm2qtL+jc/9UkqbX+3uH27+eQ4sbNuw9UNxytZQuGsnu0v5sifv8lJ+crt2/Ppp0jcz2Urvp/P/u0nLh8YUYnpipXfuovr8q5a5fkl59/XrbuHc+7PntbrvylZ8361Z1dIxN54m994sD9lzzhxPzrN++eldd+0mnL8/W7diZJfvF55+bctUvzs399TZKpkOcZZ6/K0gVDGZ1o5/mPX5tP37QlN9+7J8+7YO3UVYtS8szzVueik4/LvbtHM29wMMsWDmXn/olMtms27Nifp591fIYGBrJt31iWzB/K/KHB7BmdyLJOH4Sb7tmTPaMTedJpK7J3bDI794/n87duzSkrpk5sf/9jN+W0lYtyz+7RbNk9lj/4wSdmaKDkx/78K0mSN3/vhdmxbzzrt+3PU89cmYtPXZ6te8fykevuzjPOXpW7tu/PkvnD2TM6kaULhnPBScsyPFiyYftIzl6zOBt3jOTb9+7J+m37s2tkIrdu2ZtTVy7KXdv2Z/POkZy9dkl27p/IntGJrFm6ILtGJrJp50ieeOry3LNrJN9x1qoD38dEq51F84dy6oqF+fRNW7JvvDUr/0+Hesv3XZRf++DBFVlLFwzluje94EGf8/6v3pXdoxN59XedlWSqrP/Ck487ELZs2zuWS39nqhrsVc84I//+7fty6yMISI7WKy4/LQuGBnPzvVP/jueuXZrdIxMZb7Vz0nELs3HHSD52wz0pJTlt5aKs3zbV9PPiU5fniaccl7XHLcjTz1qV4xfPy3WbduWWe/dmx/7x3L51X0qSVrvm3LVLs2tkIheftjw33b07n7zx3jzj7FVZsmAoE62ap56xMht37M/gwEBuu29vjl8yL5+84d786FNPy4LhwTzxlOWpmfp7vG3feNrtmr1jkxmdaOWE4xZmoCTX3rUzd2zblwtOXJYXPP6ELFs4nF37J7J88XC27x3PjXfvzldu35YrHrc2a5dNTeuaNziQlYvnZWyynaULhjJQSm67b29qTc5avSQL5w1mdKKVVrumXWu27R3P6Z35+fvHW1m/bX9OWr4gC+cNZv7Q/SFBrTVjk+2Mt9oZGW/lzq37ct2mXfny7dsyNDCQFYvn5RsbdubGQ0KHP/qhJ+ZFF56Yp7/1yuzYP5EkOf34RfnF552bp5+1Kt/79i886O/7n/nOMzJQSj5x4715yrqV+f0feEJu3Lw7IxOtnLt2SW7ZsjclU79fbt2yN4MDJeedsDRrly7I1+7akWULh7N84XCWdU4a1m/fn137J7Jw3mBOW7kok62asclW2nXqONgzNpFv3b0nxy+el1VLpqp9Ridb2Ts6mX1jk1m5eF4GB6YCl8l2OwuHBzPRqpk3OJDF8wcz3mqnXZMl84eyb2wyNcnQQMnO/RPZNz6Z5QuHs2LRvGzdN5bjFg5n3uBUoLd3bDLtds2yhcMHqpTatWbfWCvHL5mX+UMDGR1vZ2SildVLp/6fB8rUtJmR8VbGW+202jUrFs3L5l0jWXf84gwOlNRaM95qZ7JVs2B4MLXzmq1as3B4MAuGB7JnbDLb9o5n3tBAhgdLBsr0R1Jrcs/u0QwPDmTpgqnQaPu+8bTaU9/z1n1jOWv1ktywaVcWzR/KGasWZ/u+8QwNlNzb6f2weedI1iybn6ULhjI4MJCTli/IguHBqXFPToWaG3bsT61TU8qOWzicu7bvz53b9mVoYCBnrVmS93/1rpy7dmn+/HO35xudaa0P5o9+6ImZaLXzw08+Leve8K9ZODyY977qKXnFn3/liMLTH7z0lKzftj8vvPCEzBsayLUbduYpZ6zM0848Pl/fsDO7RiZy+Rkrs2bZgpSSTLZqli4YymSrZvfoRFrtmolWO8ctHM5xC4eze2QyC+YNZN7ggAB1jrXaNa12zT27RvNvN92bnSMTOXXFojz+5GX5jX+6/sBFqEO9/jnn5INf35S7tj+y5tBL5g/l91/2hNTUjE60c+HJy/K/PnVLrjh/TX7g0lOya2Qi7RpVhX2q1Z76OzD9sz06MfUebTpcH51o5Y6t+/LNjTuzZfdYjl8yP+efuDRPOPm4DHWmNu4bm0yr1iwYGjxoKvdEq53dIxMHHRv37B7Nr3/w+py4fEFWLpqX8VbN655zdhbN669ODk0IKX4gyQtrrT/duf/jSZ5aa33t4fbv55AiSda94V+P6vnLFw3ndVeck//4jDPy3z92U97xmdsOevxPf/zSPPu8NTn314/sqsLReNZ5q7NqyfzGd9Fed/yi3Llt/0EneF/5tedk7bIF2bxzJPvGJnNSJ4T4bx+8Pi9/6mn5+6s35Jeff17u2Lovzz7//qqIe3eP5qlvuTLv/LFL8qKLTuz62L/nTz6frXun3iT/8395Rj5y3d2HndNLs1xy2vJ8rRMinbl6cX7jJRfkp/7qqnzxDVfk/12zMZt2jOT3f+AJ2Ts2maGBMutXsT9z85bcsHl3XvWMMzI20c6/XLc53+i86f/p7zwzX7ptW/7sc7fn/BOWHvRm8fIzV+bLtz/4tBS6Z6BMveHa/ygCsjNXL84zz12dN37P45NMhRz7xlu58I0fz88/95z8/HPPTTLVV+n/+4dvHtFrls6J82PZguGBjE48/Mn2dEjRfoh/ryb8e774ohPy4otOzPZ94/mBS0856A37J264JxeefFxOWr4wtdZ84OoN2bZvPH/xuTuybd/4nI15oCSL5g0dCI72j7eyfNFwSqYq68Ymp/qztGvNUCcUGx4sGe6cDI2MT2bpguHsHp0K8BfPG8zi+UOZN7OnSznoU0opadd6IAzbNTKRwVJSk0y229kzOpnF84ZSSrJo3mAm2zW7RyZS69TJ1pplCzI+2c7AQDJYpipbU6e+QK1TJ2xDnYsq84YGMr9zwtWqNa321PSJiVY7AwMlQwNT38t4JzSamd2MTEyFVwvnDSZ1KqwbGCgZLCWDA1Mf+8dbB6o2BzpjOXC782IjE63sHZtMrVPvkVvtmo079h92daFpP3zZqfmxy0/LRZ1eSnds3ZeXvv0LB/UR65bF8wazaP5QhgZK1nSCyHZNampqnfo3rkkGB6bCj4FOlfHoZCsLhwcPfN9H42hfoqQc+P8rZaqaeqJdMz7ZzuDA1P/PdHV0MvU3Yabpu9Ph/cHbctBzDuwx4yUebJ+HfN1DDocHvP6MfVq1Zv/YZOYPD+a4hcPZvHPkQPA58/fywuGpC2xb9owd9vfrguGBnLpiUbbtG8/2zu+hwYGSxfMGs3De4FQYvHc8e8YmU0py/OL5abXbB0L+acsWDOXa33x+301LekyEFKWUVyd5dZKcdtppl65fv35Oxjobrt+0K69+79V5y/dflDu37suaZQvSrjVnrV6Sc9YsyZ7RyVy9fkfWHb8o56ydmg4x0WrnXZ+9PT/59HUHNdScbLVzw+bdOe+EpWnXetAf7Lu27c/YZCs79k9k2cKhXNcpU/vGxl15yUUnHvjF8aefvS3POHtV7t41mvNOWJrt+8azZc9Yrjh/Tf7okzfnJRedlKULhnLf3rFcdvqKDA8O5Bc/cG2edtaq/PjlpyeZurK6de9YLj19RT777fty9Z078p3nrs7lZ6zMZ2/Zmlu37M3X7tqRy05fkWeeuzrLFg7npOUL8+7P35HP37o1L7rwhKxaMj+bd41kbKKdDTv25/Izj8+KRfNy7YYdB65mf/gbm/OnP35pkuRX//G6vPmlF2bjjpE8ed1Uj4wv3rYtv/HdF2TVkvkZm2zl+k27c+npK3L9pl25ZcuefO/FJ0/98e7MP6y1Zuve8WzZM5p2e+qP27KFwxkeLNmxfyKL5w1m696xg6aljE22Mjre7pvGk4f2GhmbbOX3PnJTXvPss3PcwuHcsmVP/v7qjfnxp52es1YvyRdv3Zp9463sGpnIV+/YlgtOXJZSSl580YlptWvef9Vdeea5q7No3lA++PVN+dbdu/Ol27dlfLKds1YvzuNOXJbvv+TkXLdxd/aOTeTPPndHHn/Sspy6YlHmDQ3k5BULc9Ud27Ny8by0a838ocFcvX57rjh/TTbtHM1tW/bmivPX5O5do2m1p47RT998X1YvnZ+JVjsnHrcwKxcPZ9mCqStX779qQ046bkHOWbs0u0cncu2GnfnBS0/Jzv0TuXvXaL7j7FXZtncs9+4Zy907R3LGqsV5yhkrc9t9+7Jt71i27BnL8y5Ym9u27M3XN+zM8GDJwuHBPO+CtRkYKLn9vn1ZMn8opx+/KPvHW9m6d2zqquLe8ewenciapfPz3AvWZnyynW9s2Jknn7Ey123clTNXL85Nd+/JSy8+Ka1as3TBcG6+Z3cuPX1lbr9vb2qmpi6duWpJNu8ayWWnr8jgQMkXbt2WU1YszEApWbF4OGuXLcjN9+zJ8OBA/unaTXnu49bk63ftzBNOWZ7Hn7QsE612li0YTnmQaTcfu/7uXH7m8Vm+qH+u3kxfxR+baKdVa7519+5cfubxGRwouX7Trky02nnCKctTa80163dk866RHLdwOM8+b01u2Lw7Z65enK/ftTMTrXb+/dv35bvOWZ2te8dy6spFKZlqIPrii07MKSsW5lM33pt//ubmPPGU5dk1MpEnnHJcViyalxOOW5B9Y1Mn69/YuDNnrFqcvaOT+fgN92TdqqkT8q17x7J+2/588batWbl4ftrtmrPXLMnqpfMzMtHK0gVD2bJ7LCctX5Ab796TBcMDOWfN0iyeN5iNO0ayf3wygwMlq5fOz/yhwSxZMJSte8YOfJ/zO8HR+m37Mm9oICctX5hz1izN9n1juWHz7ky2a/aOTmay3c7QwMDU768Fw1k4bzCDAyW337c3JSWjk62csGxB/u7qDfmOs1YdmIq3fd947t09mpOOW5gzV09dFR8oJVv3jmXTzpGsXjo/Jcn84cHcvWskG7aP5CVPODGXn3l8bty8O48/aVle0fkb8GBGxltZMHzwVeXxyfaBgOrD39ick5cvzP7xVr65cWfOXbs0P/2dZ+T9X92Q7fvGc9yi4QwPDmTb3vHcsmVPfuJp6zIy0crG7fuzoPNmfdfIRJYv+v/bu/8Yy8r6juPvz507OzO7M/uD3XULu8TdCtSildXir2AItRStSYtNEDFpxUrUNGKqqRqradTWpG1qi7G1pFao2KhAbW03LRHRYqlUZRUXARFZBZSfCwv7Y5iZnbl3nv5xzgyXYWbZgWXnzs77lUzuOc/59Zy533nOPd95znN7Wb6sh1vu3cuWdYOsHGiybrCPB/eNMdTf5Pqduzl2VT+bjlnO3pFxJtqFVQO97B9rsXndcoYPtHhkeJz+3h6SKpm8YWU/jYTentDTaLBndJzBvibjreomL4HengZ3PvwYa5b3MllgeKzF5nUrWD/Ux/DYBA8Pj9NohPbkJDt3DbN2sI8ta1cwOtHmQKvNusE+hsdaNHsa7B2dYKi/ye7hcdYOVr04Htg7Nn2z1t/bw1A9RsxYq83y3iYrB5rc/sD++ia4wYq+6sZz7+gEzUYY6u+lv9lgZKLN2HgbEjau7p++eZtKbEzWr81GGOxrMtaqes+MTrR50abVtNqFu3c/Nt3jZv1QH/fXPWJuvncvJx+3khXLmmxY1c+KZT38/JERRiba9Dd72DMyzrqhPvaNTkw/vnbsqn7u21Od27W37+J56wd57ED193D+Kzfzk4eGuf4nu7no3FO4f+8Yz127nJ5GnvZ/ER95bJxVA72Mtya559ERCnDRNT/mK7c+wAWnbeGbOx9m89oVvOHUTTy0/wCfvu6nvGDjKk573lqGD7S47o6HGepvsnH1AKPjbXoa4YTnDE73StkzUvU4WTVQtcV3767Of/1gH81GlRwYGW+RhP5mD7v2j1V/833Vf1Qn2lWb12yEgWU99eOrk0yWwkBvk/1jE/Q2G/Q2QmuysGd0Yjoh8YRP+TM/8gf2j7VYNdBbJQBSJQ0OtKr3ZrJuawFW9DXp7WkwOt5iol2mb2LL47uiUN189gRadU+FiXaVkIDq5quR0NNgumfoRLu6ce3vbdQxN53voL+3Ov/9YxO02oUVfU3adXJlqvdXf2/PdBKnPVmmkyRVzD4et2sHl1FK9V739jTYtGaAZk9Y2d/Ly39xLb+wsp/Lt/+M+/aM8q5Xn8jxxzx5wPmR8RYXfuH7HLNiGeeeejxjE22+9dPd/MrGVewbnWD4QIsrtv+cM0/ewHvP+iU+8bUf88KNqzjhOYNcfesDfOJrdzDemuT0k9bzwuNWMjLe5uZ797JpzQDrBvu4fufDHLd6gA0r+2lPTrJvtMXIRLt6bJbqGl69Vr/x9uQkjx1oM1kKvT0N+nobjE20n3Gy8RnfGdY7WNZs0N/boJQqUdTsqXoRTb037cnqM95ULD2eRJuazxPmZ1s2WwJuet0nbfPEdZ7wiWiOY87cx9Q6jUaVXBybaLNnZIJjV/WzZsUyxluTjNSJw2ZP2D08zt7RCTatGWDz2hWccvxqjlvdz659B7jpnj3s+NkefvbICGsHl7FpzXISGDnQnu5JeaA1yf6xCSAcs6LqjdXXW8Xvq05Yz9due5CV/b287fQti64XBRwdSYol87iHJEmSJElHs4MlKRbL93ttB05MsiXJMuA8YNsC10mSJEmSJB1Gi6JfSCmlleRC4GqqryC9tJRy6wJXS5IkSZIkHUaLIkkBUEq5CrhqoeshSZIkSZKeHYvlcQ9JkiRJknSUM0khSZIkSZK6gkkKSZIkSZLUFUxSSJIkSZKkrmCSQpIkSZIkdQWTFJIkSZIkqSuYpJAkSZIkSV3BJIUkSZIkSeoKJikkSZIkSVJXMEkhSZIkSZK6gkkKSZIkSZLUFUxSSJIkSZKkrmCSQpIkSZIkdQWTFJIkSZIkqSuYpJAkSZIkSV0hpZSFrsNhl+Qh4O6FrsfTsA54eKEroUXFmNF8GC+aL2NG82XMaL6MGc2H8XL0eG4pZf1sC47KJMVileS7pZRTF7oeWjyMGc2H8aL5MmY0X8aM5suY0XwYL0uDj3tIkiRJkqSuYJJCkiRJkiR1BZMU3eXTC10BLTrGjObDeNF8GTOaL2NG82XMaD6MlyXAMSkkSZIkSVJXsCeFJEmSJEnqCiYpukSS1ya5PcnOJB9Y6PqoOyS5K8nNSXYk+W5ddkySa5LcUb+uqcuT5JN1DP0gyUsWtvY6EpJcmmRXkls6yuYdI0nOr9e/I8n5C3EuOjLmiJmPJLm3bmt2JHldx7I/rmPm9iSv6Sj3urUEJDk+ybVJfpjk1iR/WJfbzmhWB4kZ2xk9SZL+JDckuamOl4/W5VuSfKd+769Isqwu76vnd9bLN3fsa9Y40uJjkqILJOkBPgX8JnAy8KYkJy9srdRFfq2UsrXj65Y+AHy9lHIi8PV6Hqr4ObH+eTtw8RGvqRbCZ4HXziibV4wkOQb4MPBy4GXAh6duOHRU+ixPjhmAi+q2Zmsp5SqA+lp0HvCCepu/T9LjdWtJaQF/VEo5GXgF8M76vbad0VzmihmwndGTHQBeXUo5BdgKvDbJK4C/pIqXE4BHgQvq9S8AHq3LL6rXmzOOjuiZ6LAxSdEdXgbsLKX8tJQyDlwOnL3AdVL3Ohu4rJ6+DHh9R/nnSuXbwOokxy5EBXXklFKuAx6ZUTzfGHkNcE0p5ZFSyqPANcx+E6ujwBwxM5ezgctLKQdKKXcCO6muWV63lohSyv2llBvr6f3AbcBGbGc0h4PEzFxsZ5awuq0Yrmd7658CvBr4Ul0+s42Zanu+BPx6kjB3HGkRMknRhTT5VwAABnZJREFUHTYCP++Yv4eDN+ZaOgrw1STfS/L2umxDKeX+evoBYEM9bRxpynxjxNgRwIV19/xLO/7DbcxoWt2t+sXAd7Cd0SGYETNgO6NZ1D1ndgC7qBKYPwH2lFJa9Sqd7/10XNTL9wJrMV6OKiYppO72qlLKS6i6Or4zyemdC0v19Tx+RY/mZIzoEF0MPI+qq+39wF8vbHXUbZIMAv8KvLuUsq9zme2MZjNLzNjOaFallHYpZSuwiar3w/MXuEpaYCYpusO9wPEd85vqMi1xpZR769ddwJepGu4Hpx7jqF931asbR5oy3xgxdpa4UsqD9YfESeAfebyLrDEjkvRS3Wx+vpTyb3Wx7YzmNFvM2M7oqZRS9gDXAq+kelSsWS/qfO+n46JevgrYjfFyVDFJ0R22AyfWo9guoxr0ZdsC10kLLMmKJENT08BZwC1UsTE1Kvr5wH/U09uAN9cjq78C2NvRFVdLy3xj5GrgrCRr6u63Z9VlWiJmjF/zO1RtDVQxc149mvoWqsEQb8Dr1pJRP+t9CXBbKeVvOhbZzmhWc8WM7Yxmk2R9ktX19ADwG1TjmFwLnFOvNrONmWp7zgH+u+7NNVccaRFqPvUqeraVUlpJLqS6WPcAl5ZSbl3gamnhbQC+XF3raQJfKKV8Jcl24MokFwB3A+fW618FvI5qoKAR4PePfJV1pCX5InAGsC7JPVSj5/8F84iRUsojSf6M6gMhwJ+WUg51YEUtMnPEzBlJtlJ12b8LeAdAKeXWJFcCP6Qasf+dpZR2vR+vW0vDacDvATfXz4wDfBDbGc1trph5k+2MZnEscFn9TRwN4MpSyn8m+SFweZKPAd+nSnxRv/5zkp1Ug0CfBwePIy0+qRJPkiRJkiRJC8vHPSRJkiRJUlcwSSFJkiRJkrqCSQpJkiRJktQVTFJIkiRJkqSuYJJCkiRJkiR1BZMUkiTpCZK0k+zo+Nm80HU6XJK8OMkl9fRbkvzdjOXfSHLqQba/PMmJz3Y9JUlaqpoLXQFJktR1RkspW2dbkCRUX2E+eYTrdLh8EPjYM9j+YuD9wNsOT3UkSVIne1JIkqSDSrI5ye1JPgfcAhyf5H1Jtif5QZKPdqz7oSQ/TvLNJF9M8t66fLqHQpJ1Se6qp3uS/FXHvt5Rl59Rb/OlJD9K8vk6QUKSlyb5vyQ3JbkhyVCS65Js7ajHN5OcMuM8hoAXlVJuOoRz/u2OniS3J7mzXvS/wJlJ/EePJEnPAi+wkiRppoEkO+rpO4H3ACcC55dSvp3krHr+ZUCAbUlOBx4DzgO2Un3GuBH43lMc6wJgbynlpUn6gOuTfLVe9mLgBcB9wPXAaUluAK4A3lhK2Z5kJTAKXAK8BXh3kpOA/lmSEadSJVk6vTHJqzrmTwAopWwDtgEkuRL4n7p8MslO4JRDODdJkjRPJikkSdJMT3jcox6T4u5SyrfrorPqn+/X84NUSYsh4MullJF6u22HcKyzgBclOaeeX1Xvaxy4oZRyT72vHcBmYC9wfyllO0ApZV+9/F+AP0nyPuCtwGdnOdaxwEMzyq4opVzYca7f6FyY5P1Uv49PdRTvAo7DJIUkSYedSQpJknQoHuuYDvDnpZR/6FwhybsPsn2Lxx8z7Z+xr3eVUq6esa8zgAMdRW0O8rmllDKS5BrgbOBc4FdnWW10xrEPKsmZwBuA02cs6q/3JUmSDjPHpJAkSfN1NfDWJIMASTYmeQ5wHfD6JAP1+A+/1bHNXTyeODhnxr7+IElvva+Tkqw4yLFvB45N8tJ6/aGO8SE+A3wS2F5KeXSWbW+jfpzjqSR5LvAp4A2llJkJiZN48mMjkiTpMLAnhSRJmpdSyleT/DLwrXosy2Hgd0spNya5AriJ6pGI7R2bfRy4Msnbgf/qKP8M1WMcN9YDYz4EvP4gxx5P8kbgb5MMUPVoOBMYLqV8L8k+4J/m2PZHSVYlGSql7H+K03wLsBb49/oc7yulvC7JBqrHPx54iu0lSdLTkFLKQtdBkiQdhZJ8hCp58PEjdLzjgG8Az5/rK1KTvAfYX0r5zNM8xnuAfaWUS552RSVJ0px83EOSJC16Sd4MfAf40FwJitrFPHGsi/naA1z2DLaXJEkHYU8KSZIkSZLUFexJIUmSJEmSuoJJCkmSJEmS1BVMUkiSJEmSpK5gkkKSJEmSJHUFkxSSJEmSJKkrmKSQJEmSJEld4f8Bhmtw8hm18ccAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# plot spectrum\n", - "plt.figure(figsize=(18, 8))\n", - "plt.plot(frequency[:5000], magnitude[:5000]) # magnitude spectrum\n", - "plt.xlabel(\"Frequency (Hz)\")\n", - "plt.ylabel(\"Magnitude\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# superimposing pure tones\n", - "f = 1\n", - "t = np.linspace(0, 10, 10000)\n", - "\n", - "sin = np.sin(2*np.pi * (f * t))\n", - "sin2 = np.sin(2*np.pi * (2*f * t))\n", - "sin3 = np.sin(2*np.pi * (3*f * t))\n", - "\n", - "sum_signal = sin + sin2 + sin3\n", - "\n", - "plt.figure(figsize=(15, 10))\n", - "\n", - "plt.subplot(4, 1, 1)\n", - "plt.plot(t, sum_signal, color=\"r\")\n", - "\n", - "plt.subplot(4, 1, 2)\n", - "plt.plot(t, sin)\n", - "\n", - "plt.subplot(4, 1, 3)\n", - "plt.plot(t, sin2)\n", - "\n", - "plt.subplot(4, 1, 4)\n", - "plt.plot(t, sin3)\n", - "\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - 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+1,406 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import librosa\n", + "import librosa.display\n", + "import scipy as sp\n", + "import IPython.display as ipd\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# load audio file in the player\n", + "audio_path = \"audio/piano_c.wav\"\n", + "ipd.Audio(audio_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# load audio file\n", + "signal, sr = librosa.load(audio_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "

" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# plot waveform\n", + "plt.figure(figsize=(18, 8))\n", + "librosa.display.waveplot(signal, sr=sr, alpha=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# derive spectrum using FT\n", + "ft = sp.fft.fft(signal)\n", + "magnitude = np.absolute(ft)\n", + "frequency = np.linspace(0, sr, len(magnitude)) " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# plot spectrum\n", + "plt.figure(figsize=(18, 8))\n", + "plt.plot(frequency[:5000], magnitude[:5000]) # magnitude spectrum\n", + "plt.xlabel(\"Frequency (Hz)\")\n", + "plt.ylabel(\"Magnitude\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "33968" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(signal)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4.5351473922902495e-05" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d = 1 / sr\n", + "d" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0019120458891013384" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d_523 = 1 / 523\n", + "d_523" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.018140589569160998" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d_400_samples = 400 * d\n", + "d_400_samples" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# zomm in to the waveform\n", + "samples = range(len(signal))\n", + "t = librosa.samples_to_time(samples, sr=sr)\n", + "\n", + "plt.figure(figsize=(18, 8))\n", + "plt.plot(t[10000:10400], signal[10000:10400]) \n", + "plt.xlabel(\"Time (s)\")\n", + "plt.ylabel(\"Amplitude\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# create a sinusoid\n", + "\n", + "f = 523\n", + "phase = 0\n", + "phase2 = 0.2\n", + "\n", + "sin = 0.5 * np.sin(2*np.pi * (f * t - phase))\n", + "sin2 = 0.5 * np.sin(2*np.pi * (f * t - phase2))\n", + "\n", + "plt.figure(figsize=(18, 8))\n", + "plt.plot(t[10000:10400], sin[10000:10400], color=\"r\")\n", + "plt.plot(t[10000:10400], sin2[10000:10400], color=\"y\")\n", + "\n", + "\n", + "plt.xlabel(\"Time (s)\")\n", + "plt.ylabel(\"Amplitude\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# compare signal and sinusoids\n", + "\n", + "f = 523\n", + "phase = 0.55\n", + "\n", + "sin = 0.1 * np.sin(2*np.pi * (f * t - phase))\n", + "\n", + "plt.figure(figsize=(18, 8))\n", + "plt.plot(t[10000:10400], signal[10000:10400]) \n", + "plt.plot(t[10000:10400], sin[10000:10400], color=\"r\")\n", + "\n", + "plt.fill_between(t[10000:10400], sin[10000:10400]*signal[10000:10400], color=\"y\")\n", + "\n", + "plt.xlabel(\"Time (s)\")\n", + "plt.ylabel(\"Amplitude\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# plot spectrum\n", + "plt.figure(figsize=(18, 8))\n", + "plt.plot(frequency[:5000], magnitude[:5000]) # magnitude spectrum\n", + "plt.xlabel(\"Frequency (Hz)\")\n", + "plt.ylabel(\"Magnitude\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# superimposing pure tones\n", + "f = 1\n", + "t = np.linspace(0, 10, 10000)\n", + "\n", + "sin = np.sin(2*np.pi * (f * t))\n", + "sin2 = np.sin(2*np.pi * (2*f * t))\n", + "sin3 = np.sin(2*np.pi * (3*f * t))\n", + "\n", + "sum_signal = sin + sin2 + sin3\n", + "\n", + "plt.figure(figsize=(15, 10))\n", + "\n", + "plt.subplot(4, 1, 1)\n", + "plt.plot(t, sum_signal, color=\"r\")\n", + "\n", + "plt.subplot(4, 1, 2)\n", + "plt.plot(t, sin)\n", + "\n", + "plt.subplot(4, 1, 3)\n", + "plt.plot(t, sin2)\n", + "\n", + "plt.subplot(4, 1, 4)\n", + "plt.plot(t, sin3)\n", + "\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + 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Bin .../Implementing the amplitude envelope.ipynb | 0 .../audio/debussy.wav | Bin .../audio/duke.wav | Bin .../audio/redhot.wav | Bin .../RMS Energy and Zero-Crossing Rate.ipynb | 0 .../audio/debussy.wav | Bin .../audio/duke.wav | Bin .../audio/noise.wav | Bin .../audio/redhot.wav | Bin .../audio/voice.wav | Bin 18 files changed, 0 insertions(+), 0 deletions(-) rename {1- Overview => 01- Overview}/Audio Signal Processing for Machine Learning .pdf (100%) rename {2- Sound and waveforms => 02- Sound and waveforms}/2- Sound and waveforms.pdf (100%) rename {3- Intensity, loudness, and timbre => 03- Intensity, loudness, and timbre}/Intensity, loudness, and timbre.pdf (100%) rename {3- Intensity, loudness, and timbre => 03- Intensity, loudness, and timbre}/intensity_and_timbre.ipynb (100%) rename {4- Understanding audio signals => 04- Understanding audio signals}/Understanding audio signals.pdf (100%) rename {5- Types of audio features for ML => 05- Types of audio features for ML}/Types of Audio Features for ML.pdf (100%) rename {6- How to extract audio features => 06- How to extract audio features}/How to extract audio features .pdf (100%) rename {7- Time-domain audio features => 07- Time-domain audio features}/Time-domain audio features.pdf (100%) rename {8- Implementing the amplitude envelope => 08- Implementing the amplitude envelope}/Implementing the amplitude envelope.ipynb (100%) rename {8- Implementing the amplitude envelope => 08- Implementing the amplitude envelope}/audio/debussy.wav (100%) rename {8- Implementing the amplitude envelope => 08- Implementing the amplitude envelope}/audio/duke.wav (100%) rename {8- Implementing the amplitude envelope => 08- Implementing the amplitude envelope}/audio/redhot.wav (100%) rename {9- RMS energy and zero-crossing rate => 09- RMS energy and zero-crossing rate}/RMS Energy and Zero-Crossing Rate.ipynb (100%) rename {9- RMS energy and zero-crossing rate => 09- RMS energy and zero-crossing rate}/audio/debussy.wav (100%) rename {9- RMS energy and zero-crossing rate => 09- RMS energy and zero-crossing rate}/audio/duke.wav (100%) rename {9- RMS energy and zero-crossing rate => 09- RMS energy and zero-crossing rate}/audio/noise.wav (100%) rename {9- RMS energy and zero-crossing rate => 09- RMS energy and zero-crossing rate}/audio/redhot.wav (100%) rename {9- RMS energy and zero-crossing rate => 09- RMS energy and zero-crossing rate}/audio/voice.wav (100%) diff --git a/1- Overview/Audio Signal Processing for Machine Learning .pdf b/01- Overview/Audio Signal Processing for Machine Learning .pdf similarity index 100% rename from 1- Overview/Audio Signal Processing for Machine Learning .pdf rename to 01- Overview/Audio Signal Processing for Machine Learning .pdf diff --git a/2- Sound and waveforms/2- Sound and waveforms.pdf b/02- Sound and waveforms/2- Sound and waveforms.pdf similarity index 100% rename from 2- Sound and waveforms/2- Sound and waveforms.pdf rename to 02- Sound and waveforms/2- Sound and waveforms.pdf diff --git a/3- Intensity, loudness, and timbre/Intensity, loudness, and timbre.pdf b/03- Intensity, loudness, and timbre/Intensity, loudness, and timbre.pdf similarity index 100% rename from 3- Intensity, loudness, and timbre/Intensity, loudness, and timbre.pdf rename to 03- Intensity, loudness, and timbre/Intensity, loudness, and timbre.pdf diff --git a/3- Intensity, loudness, and timbre/intensity_and_timbre.ipynb b/03- Intensity, loudness, and timbre/intensity_and_timbre.ipynb similarity index 100% rename from 3- Intensity, loudness, and timbre/intensity_and_timbre.ipynb rename to 03- Intensity, loudness, and timbre/intensity_and_timbre.ipynb diff --git a/4- Understanding audio signals/Understanding audio signals.pdf b/04- Understanding audio signals/Understanding audio signals.pdf similarity index 100% rename from 4- Understanding audio signals/Understanding audio signals.pdf rename to 04- Understanding audio signals/Understanding audio signals.pdf diff --git a/5- Types of audio features for ML/Types of Audio Features for ML.pdf b/05- Types of audio features for ML/Types of Audio Features for ML.pdf similarity index 100% rename from 5- Types of audio features for ML/Types of Audio Features for ML.pdf rename to 05- Types of audio features for ML/Types of Audio Features for ML.pdf diff --git a/6- How to extract audio features/How to extract audio features .pdf b/06- How to extract audio features/How to extract audio features .pdf similarity index 100% rename from 6- How to extract audio features/How to extract audio features .pdf rename to 06- How to extract audio features/How to extract audio features .pdf diff --git a/7- Time-domain audio features/Time-domain audio features.pdf b/07- Time-domain audio features/Time-domain audio features.pdf similarity index 100% rename from 7- Time-domain audio features/Time-domain audio features.pdf rename to 07- Time-domain audio features/Time-domain audio features.pdf diff --git a/8- Implementing the amplitude envelope/Implementing the amplitude envelope.ipynb b/08- Implementing the amplitude envelope/Implementing the amplitude envelope.ipynb similarity index 100% rename from 8- Implementing the amplitude envelope/Implementing the amplitude envelope.ipynb rename to 08- Implementing the amplitude envelope/Implementing the amplitude envelope.ipynb diff --git a/8- Implementing the amplitude envelope/audio/debussy.wav b/08- Implementing the amplitude envelope/audio/debussy.wav similarity index 100% rename from 8- Implementing the amplitude envelope/audio/debussy.wav rename to 08- Implementing the amplitude envelope/audio/debussy.wav diff --git a/8- Implementing the amplitude envelope/audio/duke.wav b/08- Implementing the amplitude envelope/audio/duke.wav similarity index 100% rename from 8- Implementing the amplitude envelope/audio/duke.wav rename to 08- Implementing the amplitude envelope/audio/duke.wav diff --git a/8- Implementing the amplitude envelope/audio/redhot.wav b/08- Implementing the amplitude envelope/audio/redhot.wav similarity index 100% rename from 8- Implementing the amplitude envelope/audio/redhot.wav rename to 08- Implementing the amplitude envelope/audio/redhot.wav diff --git a/9- RMS energy and zero-crossing rate/RMS Energy and Zero-Crossing Rate.ipynb b/09- RMS energy and zero-crossing rate/RMS Energy and Zero-Crossing Rate.ipynb similarity index 100% rename from 9- RMS energy and zero-crossing rate/RMS Energy and Zero-Crossing Rate.ipynb rename to 09- RMS energy and zero-crossing rate/RMS Energy and Zero-Crossing Rate.ipynb diff --git a/9- RMS energy and zero-crossing rate/audio/debussy.wav b/09- RMS energy and zero-crossing rate/audio/debussy.wav similarity index 100% rename from 9- RMS energy and zero-crossing rate/audio/debussy.wav rename to 09- RMS energy and zero-crossing rate/audio/debussy.wav diff --git a/9- RMS energy and zero-crossing rate/audio/duke.wav b/09- RMS energy and zero-crossing rate/audio/duke.wav similarity index 100% rename from 9- RMS energy and zero-crossing rate/audio/duke.wav rename to 09- RMS energy and zero-crossing rate/audio/duke.wav diff --git a/9- RMS energy and zero-crossing rate/audio/noise.wav b/09- RMS energy and zero-crossing rate/audio/noise.wav similarity index 100% rename from 9- RMS energy and zero-crossing rate/audio/noise.wav rename to 09- RMS energy and zero-crossing rate/audio/noise.wav diff --git a/9- RMS energy and zero-crossing rate/audio/redhot.wav b/09- RMS energy and zero-crossing rate/audio/redhot.wav similarity index 100% rename from 9- RMS energy and zero-crossing rate/audio/redhot.wav rename to 09- RMS energy and zero-crossing rate/audio/redhot.wav diff --git a/9- RMS energy and zero-crossing rate/audio/voice.wav b/09- RMS energy and zero-crossing rate/audio/voice.wav similarity index 100% rename from 9- RMS energy and zero-crossing rate/audio/voice.wav rename to 09- RMS energy and zero-crossing rate/audio/voice.wav From 85a5a4fc470bf2ffceee1a9d1be03c20899135b4 Mon Sep 17 00:00:00 2001 From: "Guillermo Ovejero (Wilson)" Date: Sat, 31 Oct 2020 17:52:14 +0100 Subject: [PATCH 4/4] Rename of folders for consistency naming --- ...udio Signal Processing for Machine Learning .pdf | Bin .../2- Sound and waveforms.pdf | Bin .../Intensity, loudness, and timbre.pdf | Bin .../intensity_and_timbre.ipynb | 0 .../Understanding audio signals.pdf | Bin .../Types of Audio Features for ML.pdf | Bin .../How to extract audio features .pdf | Bin .../Time-domain audio features.pdf | Bin .../Implementing the amplitude envelope.ipynb | 0 .../audio/debussy.wav | Bin .../audio/duke.wav | Bin .../audio/redhot.wav | Bin .../RMS Energy and Zero-Crossing Rate.ipynb | 0 .../audio/debussy.wav | Bin .../audio/duke.wav | Bin .../audio/noise.wav | Bin .../audio/redhot.wav | Bin .../audio/voice.wav | Bin ...stifying the Fourier Transform The Intuition.pdf | Bin .../Fourier Transform.ipynb | 0 .../audio/piano_c.wav | Bin ...e Fourier Transform Using Complex Numbers.ipynb | 0 ... the Fourier Transform Using Complex Numbers.pdf | Bin .../Discrete Fourier Transform.pdf | Bin .../Visualising the Power Spectrum.ipynb | 0 .../audio/noise.wav | Bin .../audio/piano_c.wav | Bin .../audio/sax.wav | Bin .../audio/violin_c.wav | Bin ...uency Cepstral Coefficients Explained Easily.pdf | Bin .../Extracting MFCCs.ipynb | 0 .../audio/debussy.wav | Bin .../Spectral centroid and bandwidth.ipynb | 0 .../audio/debussy.wav | Bin .../audio/duke.wav | Bin .../audio/redhot.wav | Bin 36 files changed, 0 insertions(+), 0 deletions(-) rename {01- Overview => 01 - Overview}/Audio Signal Processing for Machine Learning .pdf (100%) rename {02- Sound and waveforms => 02 - Sound and waveforms}/2- Sound and waveforms.pdf (100%) rename {03- Intensity, loudness, and timbre => 03 - Intensity, loudness, and timbre}/Intensity, loudness, and timbre.pdf (100%) rename {03- Intensity, loudness, and timbre => 03 - Intensity, loudness, and timbre}/intensity_and_timbre.ipynb (100%) rename {04- Understanding audio signals => 04 - Understanding audio signals}/Understanding audio signals.pdf (100%) rename {05- Types of audio features for ML => 05 - Types of audio features for ML}/Types of Audio Features for ML.pdf (100%) rename {06- How to extract audio features => 06 - How to extract audio features}/How to extract audio features .pdf (100%) rename {07- Time-domain audio features => 07 - Time-domain audio features}/Time-domain audio features.pdf (100%) rename {08- Implementing the amplitude envelope => 08 - Implementing the amplitude envelope}/Implementing the amplitude envelope.ipynb (100%) rename {08- Implementing the amplitude envelope => 08 - Implementing the amplitude envelope}/audio/debussy.wav (100%) rename {08- Implementing the amplitude envelope => 08 - Implementing the amplitude envelope}/audio/duke.wav (100%) rename {08- Implementing the amplitude envelope => 08 - Implementing the amplitude envelope}/audio/redhot.wav (100%) rename {09- RMS energy and zero-crossing rate => 09 - RMS energy and zero-crossing rate}/RMS Energy and Zero-Crossing Rate.ipynb (100%) rename {09- RMS energy and zero-crossing rate => 09 - RMS energy and zero-crossing rate}/audio/debussy.wav (100%) rename {09- RMS energy and zero-crossing rate => 09 - RMS energy and zero-crossing rate}/audio/duke.wav (100%) rename {09- RMS energy and zero-crossing rate => 09 - RMS energy and zero-crossing rate}/audio/noise.wav (100%) rename {09- RMS energy and zero-crossing rate => 09 - RMS energy and zero-crossing rate}/audio/redhot.wav (100%) rename {09- RMS energy and zero-crossing rate => 09 - RMS energy and zero-crossing rate}/audio/voice.wav (100%) rename {10-Fourier Transform_The Intuition => 10 - Fourier Transform_The Intuition}/Demystifying the Fourier Transform The Intuition.pdf (100%) rename {10-Fourier Transform_The Intuition => 10 - Fourier Transform_The Intuition}/Fourier Transform.ipynb (100%) rename {10-Fourier Transform_The Intuition => 10 - Fourier Transform_The Intuition}/audio/piano_c.wav (100%) rename {12- Defining the Fourier transform using complex numbers => 12 - Defining the Fourier transform using complex numbers}/Defining the Fourier Transform Using Complex Numbers.ipynb (100%) rename {12- Defining the Fourier transform using complex numbers => 12 - Defining the Fourier transform using complex numbers}/Defining the Fourier Transform Using Complex Numbers.pdf (100%) rename {13- Discrete Fourier Transform => 13 - Discrete Fourier Transform}/Discrete Fourier Transform.pdf (100%) rename {14- Extracting the Discrete Fourier Transform => 14 - Extracting the Discrete Fourier Transform}/Visualising the Power Spectrum.ipynb (100%) rename {14- Extracting the Discrete Fourier Transform => 14 - Extracting the Discrete Fourier Transform}/audio/noise.wav (100%) rename {14- Extracting the Discrete Fourier Transform => 14 - Extracting the Discrete Fourier Transform}/audio/piano_c.wav (100%) rename {14- Extracting the Discrete Fourier Transform => 14 - Extracting the Discrete Fourier Transform}/audio/sax.wav (100%) rename {14- Extracting the Discrete Fourier Transform => 14 - Extracting the Discrete Fourier Transform}/audio/violin_c.wav (100%) rename {19- MFCCs Explained Easily => 19 - MFCCs Explained Easily}/Mel-Frequency Cepstral Coefficients Explained Easily.pdf (100%) rename {20- Extracting MFCCs with Python => 20 - Extracting MFCCs with Python}/Extracting MFCCs.ipynb (100%) rename {20- Extracting MFCCs with Python => 20 - Extracting MFCCs with Python}/audio/debussy.wav (100%) rename {23- Spectral centroid and bandwidth => 23 - Spectral centroid and bandwidth}/Spectral centroid and bandwidth.ipynb (100%) rename {23- Spectral centroid and bandwidth => 23 - Spectral centroid and bandwidth}/audio/debussy.wav (100%) rename {23- Spectral centroid and bandwidth => 23 - Spectral centroid and bandwidth}/audio/duke.wav (100%) rename {23- Spectral centroid and bandwidth => 23 - Spectral centroid and bandwidth}/audio/redhot.wav (100%) diff --git a/01- Overview/Audio Signal Processing for Machine Learning .pdf b/01 - Overview/Audio Signal Processing for Machine Learning .pdf similarity index 100% rename from 01- Overview/Audio Signal Processing for Machine Learning .pdf rename to 01 - Overview/Audio Signal Processing for Machine Learning .pdf diff --git a/02- Sound and waveforms/2- Sound and waveforms.pdf b/02 - Sound and waveforms/2- Sound and waveforms.pdf similarity index 100% rename from 02- Sound and waveforms/2- Sound and waveforms.pdf rename to 02 - Sound and waveforms/2- Sound and waveforms.pdf diff --git a/03- Intensity, loudness, and timbre/Intensity, loudness, and timbre.pdf b/03 - Intensity, loudness, and timbre/Intensity, loudness, and timbre.pdf similarity index 100% rename from 03- Intensity, loudness, and timbre/Intensity, loudness, and timbre.pdf rename to 03 - Intensity, loudness, and timbre/Intensity, loudness, and timbre.pdf diff --git a/03- Intensity, loudness, and timbre/intensity_and_timbre.ipynb b/03 - Intensity, loudness, and timbre/intensity_and_timbre.ipynb similarity index 100% rename from 03- Intensity, loudness, and timbre/intensity_and_timbre.ipynb rename to 03 - Intensity, loudness, and timbre/intensity_and_timbre.ipynb diff --git a/04- Understanding audio signals/Understanding audio signals.pdf b/04 - Understanding audio signals/Understanding audio signals.pdf similarity index 100% rename from 04- Understanding audio signals/Understanding audio signals.pdf rename to 04 - Understanding audio signals/Understanding audio signals.pdf diff --git a/05- Types of audio features for ML/Types of Audio Features for ML.pdf b/05 - Types of audio features for ML/Types of Audio Features for ML.pdf similarity index 100% rename from 05- Types of audio features for ML/Types of Audio Features for ML.pdf rename to 05 - Types of audio features for ML/Types of Audio Features for ML.pdf diff --git a/06- How to extract audio features/How to extract audio features .pdf b/06 - How to extract audio features/How to extract audio features .pdf similarity index 100% rename from 06- How to extract audio features/How to extract audio features .pdf rename to 06 - How to extract audio features/How to extract audio features .pdf diff --git a/07- Time-domain audio features/Time-domain audio features.pdf b/07 - Time-domain audio features/Time-domain audio features.pdf similarity index 100% rename from 07- Time-domain audio features/Time-domain audio features.pdf rename to 07 - Time-domain audio features/Time-domain audio features.pdf diff --git a/08- Implementing the amplitude envelope/Implementing the amplitude envelope.ipynb b/08 - Implementing the amplitude envelope/Implementing the amplitude envelope.ipynb similarity index 100% rename from 08- Implementing the amplitude envelope/Implementing the amplitude envelope.ipynb rename to 08 - Implementing the amplitude envelope/Implementing the amplitude envelope.ipynb diff --git a/08- Implementing the amplitude envelope/audio/debussy.wav b/08 - Implementing the amplitude envelope/audio/debussy.wav similarity index 100% rename from 08- Implementing the amplitude envelope/audio/debussy.wav rename to 08 - Implementing the amplitude envelope/audio/debussy.wav diff --git a/08- Implementing the amplitude envelope/audio/duke.wav b/08 - Implementing the amplitude envelope/audio/duke.wav similarity index 100% rename from 08- Implementing the amplitude envelope/audio/duke.wav rename to 08 - Implementing the amplitude envelope/audio/duke.wav diff --git a/08- Implementing the amplitude envelope/audio/redhot.wav b/08 - Implementing the amplitude envelope/audio/redhot.wav similarity index 100% rename from 08- Implementing the amplitude envelope/audio/redhot.wav rename to 08 - Implementing the amplitude envelope/audio/redhot.wav diff --git a/09- RMS energy and zero-crossing rate/RMS Energy and Zero-Crossing Rate.ipynb b/09 - RMS energy and zero-crossing rate/RMS Energy and Zero-Crossing Rate.ipynb 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Defining the Fourier transform using complex numbers/Defining the Fourier Transform Using Complex Numbers.ipynb diff --git a/12- Defining the Fourier transform using complex numbers/Defining the Fourier Transform Using Complex Numbers.pdf b/12 - Defining the Fourier transform using complex numbers/Defining the Fourier Transform Using Complex Numbers.pdf similarity index 100% rename from 12- Defining the Fourier transform using complex numbers/Defining the Fourier Transform Using Complex Numbers.pdf rename to 12 - Defining the Fourier transform using complex numbers/Defining the Fourier Transform Using Complex Numbers.pdf diff --git a/13- Discrete Fourier Transform/Discrete Fourier Transform.pdf b/13 - Discrete Fourier Transform/Discrete Fourier Transform.pdf similarity index 100% rename from 13- Discrete Fourier Transform/Discrete Fourier Transform.pdf rename to 13 - Discrete Fourier Transform/Discrete Fourier Transform.pdf diff --git a/14- Extracting the Discrete Fourier 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the Discrete Fourier Transform/audio/sax.wav b/14 - Extracting the Discrete Fourier Transform/audio/sax.wav similarity index 100% rename from 14- Extracting the Discrete Fourier Transform/audio/sax.wav rename to 14 - Extracting the Discrete Fourier Transform/audio/sax.wav diff --git a/14- Extracting the Discrete Fourier Transform/audio/violin_c.wav b/14 - Extracting the Discrete Fourier Transform/audio/violin_c.wav similarity index 100% rename from 14- Extracting the Discrete Fourier Transform/audio/violin_c.wav rename to 14 - Extracting the Discrete Fourier Transform/audio/violin_c.wav diff --git a/19- MFCCs Explained Easily/Mel-Frequency Cepstral Coefficients Explained Easily.pdf b/19 - MFCCs Explained Easily/Mel-Frequency Cepstral Coefficients Explained Easily.pdf similarity index 100% rename from 19- MFCCs Explained Easily/Mel-Frequency Cepstral Coefficients Explained Easily.pdf rename to 19 - MFCCs Explained Easily/Mel-Frequency Cepstral Coefficients Explained Easily.pdf diff 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