{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import seaborn\n",
"import numpy, scipy, IPython.display as ipd, matplotlib.pyplot as plt\n",
"import librosa, librosa.display\n",
"plt.rcParams['figure.figsize'] = (14, 5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[← Back to Index](index.html)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Pitch Transcription Exercise"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load an audio file."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"filename = 'audio/simple_piano.wav'\n",
"x, sr = librosa.load(filename)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Play the audio file."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ipd.Audio(x, rate=sr)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Display the CQT of the signal."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"bins_per_octave = 36\n",
"cqt = librosa.cqt(x, sr=sr, n_bins=300, bins_per_octave=bins_per_octave)\n",
"log_cqt = librosa.amplitude_to_db(cqt)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(300, 166)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cqt.shape"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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ofWtr3gOM6AE5ywnWSjmU6giiM/P42BteRIZy4VIo/1S2mpmNFvyeniqHfR8M4oiEaB+q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\ntfydIZAwM2/Yvdt37UExyhOvRI8l3ET7N3oulAQkkszD3UcKGTlO8P1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epTLULrs2gHmC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he4WBYnZ0DMY2oeTDMhaR02FVjcZhGLZ2wdiV880aCA1trWeievqL27rPoWXozXzOz8IMwiHlUU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\nxz8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yNwz2Jk7U0Sin/UDGcR5EAxVZHwwh+ND0gNhomu6JJOgYkAnWbOdy4MZ++VWAe4Px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\nZfN8AbAxWSttWDvI8CY2np4x9UL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t3WmXggS3pc1Q+oihl3kI/UHvvuD3peQJt859FXTg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Kpb2f1Rnx/tv291PBZBD6kA2znbqsMD5tboPgHrymVr6C0RQ5V1+BRLPUemrO2yqOhkbImV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\ngc3oAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"librosa.display.specshow(log_cqt, sr=sr, x_axis='time', y_axis='cqt_note', \n",
" bins_per_octave=bins_per_octave)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Goal**: Identify the pitch of each note and replace each note with a pure tone of that pitch."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 1: Detect Onsets"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To accurately detect onsets, it may be helpful to see what the novelty function looks like:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"hop_length = 100\n",
"onset_env = librosa.onset.onset_strength(x, sr=sr, hop_length=hop_length)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0, 850)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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A3S6EfCbKYLSz8nwuRGcoUPYIZ2ZX8bt/8zg+8vnjsi+FoHsOSmuWAKNd0rFtwICBdDKO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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(onset_env)\n",
"plt.xlim(0, len(onset_env))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Among the obvious large peaks, there are many smaller peaks. We want to choose parameters which preserve the large peaks while ignoring the small peaks."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we try to detect onsets. For more details, see [`librosa.onset.onset_detect`](http://librosa.github.io/librosa/generated/librosa.onset.onset_detect.html#librosa.onset.onset_detect) and [`librosa.util.peak_pick`](http://librosa.github.io/librosa/generated/librosa.util.peak_pick.html#librosa.util.peak_pick)."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"onset_samples = librosa.onset.onset_detect(x,\n",
" sr=sr, units='samples', \n",
" hop_length=hop_length, \n",
" backtrack=False,\n",
" pre_max=20,\n",
" post_max=20,\n",
" pre_avg=100,\n",
" post_avg=100,\n",
" delta=0.2,\n",
" wait=0)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 5800, 11300, 22300, 33300, 44300, 55300, 66400])"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"onset_samples"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's pad the onsets with the beginning and end of the signal."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"onset_boundaries = numpy.concatenate([[0], onset_samples, [len(x)]])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 0 5800 11300 22300 33300 44300 55300 66400 84928]\n"
]
}
],
"source": [
"print(onset_boundaries)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Convert the onsets to units of seconds:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"onset_times = librosa.samples_to_time(onset_boundaries, sr=sr)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0. , 0.26303855, 0.51247166, 1.01133787, 1.51020408,\n",
" 2.00907029, 2.50793651, 3.01133787, 3.85160998])"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"onset_times"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Display the results of the onset detection:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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MRGRk8zQ2/zjdxqPTVZSregKiGoXjl2ZxYWTRK4a3i77a9ALnpV6uOHW7I+2R\nTMuuNP33j18Y8H7nJAVSwVucUm9z7HjkOEikwkK1ueZi726HVApDk5VM6g2PJOdFQpXSzqd/fuoC\nRqarNnp+ZbqKh569hOGpCnMy8aUNfKMURi5PLkPXv52glKvPzcopYeXP8ufwyYSkAl44Noax2Rru\n++fDgAJ+8tJlm05oMj/9yA6YQyeReq26bY38Nm9HEkVRQP+ons8LHSI7UilU6m0c75+1tYZ2zCl/\nP3IAAC66xh15o4GqPWAN2DLGjoKyjB0c6XVY3jg77R+ntAJOzjkF4KH9lwAAlUZki0wt1aGiRa3c\nle3kpOiacm20mOYU7TjHkGIDvlNqSxTr69KuUwt1/L8/OmGZ4khwW88hpR2ZSffU5TlcurIxOfz0\n/HTfJJyqjRg8/YMbqKcuz9uo02KlhYm5momuwRVVs2tojygx4QV/zkogJaAdJVjkhelag2CeS9/z\nSZN8FEucNzVph89ro557pJUxmOx48wwgff3x2TARdULaU50e9wOp+ppqI/IUO/47rUXhZJ9w/QDn\njJBSQUng4pWNT2HdyqBWk1JTP/O5hVKYaK+8Ra3pfV+stHB5fAlKwVuawNoyJI8Z1TRRHuvv2XrF\nbQ/T1pnaT5GK/qMTKYrfWU++PoJ2nOAXB4dxeWIJpwfncXJgzvaFNPLRRr5NZMfNpbrfZsshTTeN\nRClAKBw8o2vapMouRzE1X0ecKFNGALxxbhrTCw2nQ7B9beq69J2g3ICdCunSAWvAljF2AJ95LZES\nkSma5oW+aUOBewhoMiGloVpvu8Js69Ux/7Ocap1K5QblrGEeu1rQ8dxQUuY7sY8ByE1tUUohSqT1\nFtK2cq2NwYkl5nF33kSarql9eoqFjWNkYxKK0mUAHVmjyFO51vZqnBqtyPNsjs3UPEPGi24pZ7yR\ngdQ/WsZsuYF6M+S354EUq3bKS63MP6QXS6XAU9qlBCB8Fj3qi4S9a9RTyvzD13XRTgFgaCKw5nVC\nun6Gj2XATz3U+/ve7eePjXnnSniEQDgFnIqvyYM6MVdbMfVnu0Iyo4NQrrp54dD5KcOQ6SvQXEkG\njOHDIm8itR9ftJoWTjZH2gjdY6+snW65G5F1KIqMl/+5I2PIQmU+XZmuWbr9Sj1CoxXbeYXWdePz\nKq/ZITk3MrWdHTn5NVBSSggIpz9JhdlUBHt8roYoljZbIEokDp2fzjhM9Wdl9S19fp7G5q4ZMggC\nrhab3th5Xm+NAAAgAElEQVQhymHuiT43vIDB8QpePzulU0FkVrgR0ossCgCDRiHjK87zVLB0XYlW\nIp21c254AUmilmcdyUGevqGUvjYZAYCOgFA6GFGjzpabKFfbWkCkvIZauBgvsXIRI/pOik+hINBq\nJ7gyXc2ss3K1UKnP1H6tKEHBvFXpItFaM2bF7cCJ/lkvYqZSnm6e3y6lwvhcDf1j5eWLurcxvFot\n7wf49VXadWl/Pj+yAKV8ZwJ94h5osp7Ju0oRBK4k0EQ3MhWMHoB564Xfvo+80K/HPds3ncqalkO8\n9iYb2aH9ndFDn58+dAXzSy38Imf9pO2OvOEyOlO1bddqJzjeP5ur6ikFFMwv5BTL7uPkHeCTrvDj\nEqnw+tlpLFNXv41gHC2p2o+CABSj7Qby1ygiZ4z+rP++enrSyTSWdiultI5B3idCsPlHKgxOVlCp\nt7FQ2d7p1OlUWze3aOZHnS7vLxURJxIXRha8+rjzwwtMHvq6Fpd7xGZINdOAHi+BZTLgarHpjZ3n\njo4CcHSgAPDamUlAaEEXJ6kFDVPzjZ2AchRBbazQAHJsbB71tHJsYCQka80IJwdm8X/80xurfo5a\nM3KhFgMqnIxZKhCg19DglM60bXK+7nkFldKed5cK5qcUAU5wWMUUmtBhbGYDc8QVLyh0z0gT95EL\nOrWwYdIJaa2Jifk6yrW2q/vhBiY9n6lriBOJi1cW8V8fO4sfPt+/cffeRbDNl3rPpVJ47cykZ1Dz\nwfDKSU3lyj2p1J9uHDjWIv5uuffNGT+PvzqE/UdGN/z5tiJOXpp1UTKpV3YfnFjCUj3Kiez4HZde\nx4gr0xQt8L2iLufd0oObPnrslUE8/cYVBPjgC0kSyPkEaCfbXLmZcWxfGFnUx5rtaapq+kQpUFYp\nt840tx8ZrlEs8YPn+vHGuRya6+0EJSBE/nptsfTFWydaaCsKc362EQJyCPC5y2ynaAXpA+0oQRRL\nPHP4Cs7krLnU1XCvua355Slo5CA+cHxc6zOJxP/5nUP28DiWqDVjtBmDLISr182L7PA+kSn9qB1J\n9I8u4vmjo/ju0xeuySMHdB82vbHjBoKyEkymwsxKqY7r3ziWkKzLjC8Y5it1vpLB2XMAPRkSRe9q\n8cjzA+YpOij0UBnFBdB1OYRjl2YxPlvLKEie4GFpbFSmwRlOpAIGJyurIkRYCS6BKcU2pHTbnB/R\ngvERw5ZH9Kp0f9V6ZOupgGyaD7UDKWyUnlVrRJlFLwNcxCX/N91PT7w2jGcO+4ZITIZNDouOY/dy\nyriLHvhKIhEd7D9yJaRNGTTaLuVSt49EO040HbE1Fp1jhSM9HDJRHOaA0WNd+QYoXPquTPVVgIbM\naftYSkjlaiPrrTgT2Zlbapp0UBPZQefIDq/ZoT5xdW+ciVLh5ZMTYSFYoddrSbcnRWKOXpyxSm56\nzjhs6IydT2d5ZwI5A2n80H5CuOsR62QiJSr1NhrbOI06SbS+8fBzuu5ZCGHbWrMPqsxC71Hewu8K\nuZkxJKd4ZCejfxm978jFGVwY2RjCpYDuR2mtB0op8ZWvfAUXLlxAb28v7rvvPrztbW+zv9933304\nevQodu/eDQB44IEHEEUR/uRP/gTNZhN33nkn7r//fvT19S1/HfaSS7iJiYQhRTpePT2JgfFyppCd\nBKY2jvz1eigiop/HnVsJNgkia/yQR/VqdAdek5PeHsfOkOPbAZh8cY1mK0ax0ONS8ozBxz0kGSGv\nnMKTSAWRkJdZ/z16aQa/9uabcdPu3tU/DNLemJSxCC0Um0bRm5pvYKHSsrVSUulUkTiRgCgArF8J\nZKjZ9UKUI6iQSmFgrIz3373vqu6528G63HvP6d09OTCHO2/V443rCERdnrdAL3+flOFJ0u+WyLwD\nwkRblcRVOQK6GZydkDJQlfkrzdpFF68s4pa9O3LT2LjMyKbWKq/PMwaoVRwAYWqq6s0Yu3auWex3\nD9KiOKVMPX90HLfu3YFiQejlBnLSy7z5JDVHuJod8lb7bGzCzi/+Om5AfkRjOyJdsyOEsMr0+ZFF\n7D8ymjGIXj835cmlvMAPbdJjyDkGnKxz15ISdp2kOFHW0bldkY6yQPl04OVaO9M+ndL9oyQnHd0a\nN/TVRd+sY9rULicySxwSENAJa47sPPvss2i323j44YfxxS9+EV/72te838+cOYN//Md/xIMPPogH\nH3wQe/fuxQMPPICPf/zj+P73v49f//Vfx8MPP7zidbjXU7GiNSE0zaf1XEqFyfksS8cVWzsgbIE1\ngTOb0eDiebr6wi61jQabW01eeTmsafYkDsoLzjyf7KxkvnzSXynayReuAPFwsPNU+QJf2QhSIiUE\nNO/9yFQFDz55Ac8fW0vKUVbxAvTEPVduIoqlt/DpG+emLDmCUsD+I6Pag8ra1VP2WHoI7ROZ81Xq\nESbn64ji5JoslLpVwduPzwG0tdlObD8dODHO6Na1cS3zPHDs3JzMQ8E34GnCo/zq/rEyLowsoFxr\nY7bc6Dguuh1NFtkhJ4mlVDdNUqlH+N4zF70xOzBWxuR83VPW0k2Ypp7mUR2AG0CO0ejs8Dzml5pY\nqLTw8snOCxlvF3CjBIBZUFdizLAKvn52Cs1WjBePZduKKIqBFSI7TD5SXySsODtOpHk39D6NZoxz\nw/Peu7OdoGCcmWljB65wvSCAmcV6Zkzo49k6RikHAf/Al32gcZJefNkRTLjozvhszSOj2C4QAibl\nXjfQj18c8OZpQLOv8ncd4Clv/vwexVknp4SL7tBvMpWuSyQVSaIwOlPDxFwNiZRYqrVtynxAQBpr\nNnaOHDmCD33oQwCA973vfTh9+rT9TUqJ4eFh/OVf/iXuvfdePPLII5ljPvzhD+PVV19d8To0fyxW\n2zYlhHJqpxYaXnRH5lgUT76h1xshDwANGgGiZ3UKHP3uRSrgiuQIUeKueenKIn5y4DLODc3jJwcu\nZ0K4hE7KnoIetGnPoVSrWxNHmcgOhd3d/wrpfHISEkIAI9MVbXAkElM5RuJyiOIkxfjl8+LXmjHa\ncYKDpyedMuAZYMpM8sqmJOp93BntcZJScxzL2EKlhR+9MID//YFXUQ8RBAelTRBAeaGd5486Y5b6\n6elDI5gxFJ7WUF3GIPGUaKNFKz7cSEEgsg2pUKlHePK1Ydz/3aPb1htKkZ0kUbg8tqTHodK1Oycu\nzUIpoNqMEMV+4fX0YmPFyDHRS/Pxo5BNwdUyzMi1ROLg2Unc/90jODO0fR0FKvWX8PzRUSxUW7Yt\nh6eqaLaTXEeVrtnJUrjz87pUKfoOz/ihbQmrPY0SiXYscWpgDn/13SP4h5+eWtezbiUoABevLHpU\n0O43wRbSVsgNt6U6lp8j6wTw5yVlTqlj2M7RZpVr83+zHSNOJObKTRw+P23XjOt2sCAmhNBRHAEB\nKNcPPz5wmTnANI5e1MsYpFMO00aQMCfnzLk2DVQ5V7XrD+f8PHx+Gi+dHM+kaAcEENacz1CtVrFn\nzx77vVgsIo5jlEol1Ot1fPazn8Xv//7vI0kSfP7zn8d73vMeVKtV7N27FwCwe/duVCorMzb19upb\njKEXqxqaqaG3t4Tbb98NIQR6e0uYW2rhpj070FMq4OKVRezasxO7+3oAAMJQgwmTF1WgqnmhN9J3\nIXRRJH0vFgt2t2KxgFKpaEd7sVREb0n/XigVMVVuYOd0D3p6S7j9jj3Y0VPMPMeO3p5M3VBBCNx0\nUx+qbYlSseCFZG+7bTd27OzJnEewSaBQEKTa6jsVgCgI82gCAgJK6LxyURA6v1YAhUIBQILeHSXt\nRSsVcfMtu9Cbc995ONU/g19mguv2O/aib9ecbUcAuPXW3egfK+P2m3ZibqmJXbt2eOdwxdcCNmmN\nNw89qHDPSOYVn89G5xp4V6zwtjfdtKp772bcdHMfqBELAti3T4+1cWbM9vbqd6rRSrDvjr3Yd8du\nFEvk8+icEyDo3TL9QZ8J1CcFM24gBA6encLNe3S/3377nlW/X92E1skJCKOktRIJVSxi794+QAjM\nLTXxzrfeglJPCRNzdbRu2om9N/Vh544S+vpWLoIWNK5NeqEoaHlG/SKEQKFYcEssCaDSklisRoil\nQk9P0b4j2w1W7kO3zW237cYdt/Rhx06dziuEwPH+OfT1FlFvaoM13VaKn0eIjHzX1ynoPiho6VUQ\nAsVSAUW2b6lUNP1mvvcUUewpYXq2jumFBi6PLW2LfiLKnLlyE72lAvbetNN77ptu2oGC0PJFAejr\n60FvLfL26d1RAuDaUjB6u0KRvALms6K2T+w0JIwRVCgIFAoF9PQUUSoVUeopYseOHv25t4Rbb92N\np18fxmKlhdefmcT3vvrfX7uGudGgQSIEduwo4bbbd6OvrxcQMfr6Sti1q9d3BlAdW7GIfbfvtsxp\ndm6AXjjWflfuMCEESqWCrYWDECj2FFEsJnax2VJPEaVYGj0G6N3Zg4vnp/GmO/agHUvs3L0De3dd\nXVr+VsR2kAlXjWXoLNds7OzZswe1mmP0klKiVNKn6+vrw+c//3lbj/PBD34Q58+ft8fs3LkTtVoN\nN920soLaaOpizfnFOqIowf43RtBsxVhcqKPRjFBvtDE2U8XNu3twblhT6PYPzeGWPb3YtbMHDfL8\nGy80hcYFgDh2AyiOdXoXpYS12lRMD0RRgmYzskZGtdZCb6mAJJF46fgY7v7Vm3FzXw/qrRh/+93D\n+F9+89dwc6oGptFsp6Ib2muxsNjAUqXpMQABwOxsFfV6tlDV846Yj9p77NIjeGQK5plkohApCSWF\nDctfGlmAlAr1egvffuwU/ucP37VifwCaVvhNxhgRApiZqWBpSSvU5K2ZMWkg5O28NOyUN+vllFSH\nY6JCOVGxOHapP9SX1IdxovDMG8N4y+192FXa3sm7+/btxcJiA29hkbKZGe1MKDO61HrDvVNL5TpK\nSqLZivV7nrNoLyFJFJKCptqT0pAZsCJuQPdisxUjkQoFpXB2cB7vecdtSBKJHz19Hh/5wFtQKm56\nTpQNBTEQSakwMVvDc4eGcdebb0a7rdupUmvj6deGsFRrY6nWxs9fGsAH/vU+zC/61PDcyUGIogRx\nLL1FGAVcDZyUElGUuDQdKXDu8ix6S0W9KvzlOTz1ymXcs81q3/bt22vlqDANOztbhYpiLFWa5jeJ\nWiPCjp4Cmobq/ls/PYn/8d//K5u6nEjplDL4tQl0/jhOEEUCUUQRPolWK3ZON9Dc4AhCKrUWDp2e\nwM5e7RyQSuGv//kN/P7/8K5r1CKbA7sA0LurAJTLDSvDAKBSadkx0GolGBovQwDePq1WDJ5pELM+\naZs+UNBzjVQKrXaMKNKEITYaBFcjWm9GaLVilAoClWoT9UaEHaUCXj0+iuHxMnqKWg/43i/O4L/7\nt2+9Fs1yQ3HHHXucMQKg1Ypw4twUmg29VpFQCkWArUvoIsvfefw0/uA//rrts3abzy/KzkVcrMVm\nfNBYSqREsxmjbeQYANQMSQTpaC8evoJ6K0ZlRxNDE0v4+x8ewx/8x1+/Fs2xabBv317vvQ/QuE3q\n9zEPa9Y87rnnHhw4cAAAcPz4cdx99932t6GhIXzmM59BkiSIoghHjx7Fu9/9btxzzz148cUXAQAH\nDhzABz7wgRWvQ3U6cawXES0Vde0NUVNSmkiz5Vi9vv/sRfzs4BCOXpzJFDmSoq0LEF0IVVIUIZV2\nQGkhCcvZiU1hMQ3S2XJTFy9KheP9szjeP9vhYVLfhduYJlYgBd/ulncKUnJMhMRPNXKRErp1R6mt\nvVrzSy1oNjddZ7NaNFrOQNHKgvGGCXfP6SLbg2en8Eu39dkbojQBz/jLSRZRbPIjAcjzsZXMsr9s\nV/hpgMIak94CbHwfo6hJo7TlseG5w5T/btGpUnkiVHugdQeljVUAT7w+ctXrUnUD+DtNa2Rx2dFs\nxzadEAC+88R5TC808NQqaKKpNT35oFJpbLYeASDmRiJmiWKJQ+e3Oc2xAfUIMXTa6DkbF1NmHF26\notOL9ZThIkSd2CSp7Tk7ZppSnKfuxLE0/eS2dZxTuhS8dsZCAdIoBLGUONE/h1YkUwux6kwGOtYj\nOGJtzomHWHkuywn1a3b4AqOJVKjU24hiaWsUf7C/vyvrEg8zGnRqGioNkFKh0TaLs9I+YPNDStz7\n7SM0MRMHzUep1EI7NpiTNJbOoG3HiZVrO3qKeOXUJAIC0lizsfPRj34Uvb29uPfee3H//ffjS1/6\nEr797W9j//79uOuuu/CJT3wCv/u7v4vPfe5z+O3f/m28853vxB/+4R/i5z//Oe69914cO3YMn/3s\nZ1e8Dg0jymMuFoSl8YwTicEJzVbG2Z8ujeqwqTZ2mFsCbsDRomFcgSMByw0NgBEU2AlRemtkRJG0\nxfatKMHOUrZZdfqPr85zhV/5t4laM8I5Q6ctOlo75v6ko85UcHnIrnjWCXYtICiP3xT+J/KqFFEe\nobLPYG6UJpc4dT4pFXpKRdy2d4drD5VlmOJtwyc8pZQ1oDhRhVTAXPnqao66FZLNLlEi8dcPHUM9\nRZP63FE/p1lKhf6xJTseOp+bTWKK3gHFnAcmcirdOwjzblE/b0vqY/bIJIs4KcfQRAVCCG8B3lKx\n4BlA6fPYTUp58swq1vZ31+4kG8gpY4uzt2ktlQYTrEzOcDIO3jokf3h9IkdeW1plWVEfqcxYsEso\n2OuQMpdlC+1mpBeLzogL4aJf1AejM1WcY1kDZIA6hTvf2KF9Sa5px03aceAM0ziRlomNPkexZp6k\n++zGukS+No6AwFIt0sQZRt6MzdTsfEDgRDajhpRIf3fn1WQH+cRMtMwBlR7wRawBRvBiTthsJ9YB\n3ZOjewUEAOtIYysUCvjqV7/qbbvrLpcG9YUvfAFf+MIXvN/vuOMOfOtb37qq69B4iGJtYBSY0cDX\nBaFUg1JRmGJfPUjaKQHq8kO1x46UDD4Z6ev6ih0XlFEs0dvjs4hxSso8s8GmoaiswOXeENrvjXPT\njs8/L4cFnEmITqJPSF51fg0ybnQUxuTUGqOFuPP5uhGrhRDQaxwpn8nGRtS4gGNCyxqWtm5H5T2i\np2DHmciOvsC5kUX85j0x+nZsb0rdF4+P433s+8UrixnqVQX3Oh08M4EPvffNANx46AjmvbN7sUmO\n+pO8cERTbd8rCLQjid071/2YWxaaSER4fRInEjtLJfSUCkjaToYBqWFvC28cSFlz31OkEXDyk+RY\nnOjoODk6tm9UVHmKra0HVESI4mQkgeYbqRR29haRJC5ltJOzgDsGYB088CaJRKZkZ5ygUCh4DrXt\n4CdIs68lKWVYAHiWFitmBkal7pPU0DITQCqyk3Km0e9SpTbCzZfkUKOFYYkFLDbGDkV2AJ0m121p\nul5mjAD6x8p40+278Obbd1unwHm+1g3THxKp8MTrw/Z7enyk13VzKoy/9pFzDjlDlwweIZyRzCOh\nAQFpbPqRaSMFtEiFHREkgMwASEjpEnbiKBYEmu2Ut8j8JQODRw4EpYIhLSSVNRQAM9hYjY2CMcbM\nPcwv5aeEZQeicKFZZoQBwCunJiz72AqBHS/kq1Lb6LpOEXXbKI2PUia+/8zF3PteDgICS/W2vUtq\nN0uH7Vk7LIIlXCQK9t/U06VsPFLMON2xVArzS03MdWjz7YTx2Xrm/cgzYApCoCAEnjk0irEZXXd3\n694dyypUFDWgd5Z72uw+4JFKZd4tZb2rL50c3xYeag9s8Op1pVLeZiOn9u7qsWtdETkKdzwITwpo\ncAcJ4PqE92M6JSQyY51uoX+sHNZEgu9U4c4iel939hadZ1kp7NpRyihv+caOlrOS+aPSiyRatilS\nmmOp1xJJlHfNTvNKt+InLw163xWARVN/aJm5EoknX9dpVa0oMSnWnedBfi7PEAWIs4jtz1LZpKa9\nJvpplw7qxpc1xLoI3NjxJJCNUup2t/M622VspoqDZ1wanErJ/nSJAeAMHWm8cnY8sr6jzBpyzraj\nRMs0Fh2dmKtlzh2wvbHpjR16e+PY9yxL+KFMySZ+IYBjl2aM8eIEGcAGjcim5hDtZDqnWgs9J0Dj\nxKx+ziZEWsNGKeDJ10c0fSaDgMhVEKW5l7Tiwhcj9NPY3PM4ge6UfxLgUEwJMl4RmlC5wQPALph2\ncmBuValG3h4mtUCZHAClgB09xVxBpikq/XZd8VopxY1vs57QRGa8gtsRedTref0pBNDbU0CznRhD\n1aUjdoJ+d5lRahUFdlLAKHbKKhNRLK1n9JVTkxjdxkWVSaJQgK6R4hBCYGdvyb7QP3yuH4DPGJYX\ncLVjHbCOGh5t033gj7fErOkC5eTc8Uvbqx6Eg1qnUovw0slxm/JLzSYlLNnM9EIDE3M1r9aT0Cky\nmlaobfpnTs0OgVINY7b2jlJ6AehyF6/v4s3UAoZsR2/90Qv9HoEK9U9isjNGpipYrLawUG2aseLr\nBbSvfz3jBOwg90jpVia6kyTS6hxRLO2aM9R3py/Pd11kgc/jO03mhIuKGWMwkbnPnY4a8130AtTp\nMQQjv/TONltAdXIO6HHXily/0H2QDA0IIGx6Y4de8TND8wALadKqxhTK5HNPoSAws9jkgRMLG0GB\n8CY1ez3lvAt0/bQnjsLZ7hjlcuGhFbwT6YLSVJSiwCUGFwJGlFB+eEG4aA9vD678kNeQ7oUrpk54\nOEUU1ihiClAidRRsVQaI20kAODkwZz8rpXQqIROSe/pK7Fiqx1ldupxiU2A67E0KdZrJbrsib8LJ\nN3Z0JIHSLwHtPFj5/ACFdbjyBvhpIVbphktNUUph144ipua3l3eaDUObbirZDwWhIzu8yDddr9Mp\ns5ScJ4J5NTz5QGOfHZFIVoQPl56z3ZD2RA9OLmF6vuHJRQDePECLSWpnksiMrXxjx0XVufMpTSIh\n2TXjRCvSiZc9oFBrRJlMhW6GVMDTh65gerGB+XILj70ylNknSRQKBYH9R0ZRqbURx8qbW/KcZfoH\n1w8kr3T/0NGcwMAnKHA1PNKrtZpeqOORFwY2uhluKLzITirqxaMweXoJr8kppNI8hRCZc1Ndc7qW\n2up89ryO0KMg3KK8PHOFarkDAgib3tihV3xyXq+W/NzRMZAKTJEZ7pVWCiga/vWT/bNWiNFASRMU\nkJLnCArcuYVxLaQnpzhW3sCSRuEmz7oQonPBP02yQugc2PEySz1xVou9nhAZIWOPZwKBfqNz+XLd\nJy6g27ApgsyLmEklW+4ZzM22Ir3onvUuA3jtDGdxEfYwqxqzZ+KMRhw8j51Hv9x9GHaclKcU6FzQ\nq5TCK6cmMJ0uAO8C5Bk2ee2we6c2PhVXdDOKcQ6UH6HkE5DdhWrdjLJgCTGUUbKv6ol0hHOp1u6a\n9LefvTrspVv86p170VsqWOWhIIArrKgX8J0dHJyhiBw7nJyE+sD8DAC25oCUa0sjfpWoNqIt3Sdp\nr/L+I6OWTMOZN3DENGb3R1+8bH5VnpzVc5B/Daq5slkHcKQsfNckUdYJBejaRIoiKCawo3g1Lomt\nDcH+KqUX8KTIJq+/5fMYANSaMZbq5p0U7kydCHAApqxLN+/RodS3pHjzep1EKrewuHQnlkqh3vIJ\nYbY6vAXPTfu5GjPTNsqvf6N2dqUF8EgjgGxkR4DVfSpy4ujfuEFK3zmxk5VpjNBjuQWyA7YnNr2x\nw99ZLzddseJCs9Ch/s150JbqEVyptAanc1aKK2fOKKLwrCsPykZ2+EDlwpBMi0yag70/Pent6ClC\nAChXs2vpAE5IFwSwmy8uyg2fnDYirztdh0eUvDuywsLV7KSpoDsitU87Zdgp6FqA3lIhpQAY6ZQy\n3lKyVD+m9YKy/sq5DRJ2vGZnbKaK4/0zubceJxLnhhfwte8e6fx8WxQyNXkA+YpsqViw7ebqoIBs\nC/tQ/MS0jZQ9mpgU3xlefYj29F3dJPTwc5fwn77xMoantmj6G83iDN7ErRzphlLA3l29uPOWPv8U\nnSI7KecETf56zJCyx+4DLpLjCvGvnrr9lVMT+L9/cAyHL0xf1XGbCY2UUurVzSj3zqZlYiJXKSPh\nZJY1iqjOIZW2JqXSrF7me8zSpWibVOsrwI7iBANmccetAWEdJFS71oqcscff+yiWOHpxBtV6G4mU\n3pDjzeVTT3PnAFcynBPPMemZtcWk+x4niU1f507P9WKzMVbmMabZCDXpYNLJG8BFPElHogXbefsU\nhPDmJnL+kvzya+j0d5KDlqodRjeTyjhs/dKCtY6VRivGbBc6Q7c7Nr+x02GjUlT4rL2hnWYgO+8r\n9h2AW1OHX4jy3mlwCXtMOsfaN3YUq+PRyAg+L5IBFA3jUjuWWYFrdt/ZW/TYXQqpc9gaCu69yjxo\nKiKimKBngkGzZgEHzziOeikVGq04c29pQ84jjzCXbkcJ7rh5Z/ZYldb//HvzIbz+Yn+8R0wShcde\nHbLbnzp0BcOTlVzP88mBecvW123wnsm0Uz69pzPwzw0vYN8tfSzqtuwV/GvlRNt42g9gGJXMOxfH\nPjuilAo/PzjU8WoLlRZetAs4bs0Oy7F1dGGz+UxDh9qxVCxACOD2m3awc3SK7Ph9zt0sgikOHFyJ\nJkU83baHzk9jodK5NuTxV4ZQrrW7Yt0krkBxNjsvWp4yds4OzzMFl6z9/PNaoxJsnR2VqkGg79Yp\noOwcYx1VSq15DMwsNvDa2Sn83aOn1nT8jQA57OJEolBwCjSPdBFIpgxPVXOjN4R0GhsUKex6Uzr9\njeZ9MoRJyU4ShThWntK9XrSiBIfOTeGNs5tr3as8xrTEpGTm1Z/xiA1lDQhjQKbT2DI1OxDWeOFG\nbTqNjRjyqG/JOe2Pl6t1q2m8cmoC33j0JF7bZP0QsH5sfmPHDKw7b+mzEY7J+TpOXZ7zitS4HCsW\nBHoN3zop18Rw5FIKnNcA4FESl8bm9lOe8cJppukYL2dUAS+fnPCewwlSfwh2WrVeCIGbdvdaGlra\n5uKkwwgAACAASURBVB2elfvOu2tuPh0RcQYSTeKaCjcxeS2nLs9hYq6GOJH4+WtDeO7YKB5OFful\nb4GUN5c94Aud3GPNY+3cUfJzF5C/v92FRfFcNCFV8JtInBiYwzOHswszJlKiHSco19oY2arRgg5Q\n7AMZ6unJat/NjvtZQODQ+WlnQCrfoE6f3O/L/NkkQy/K0oDiRFriDlLw9h8ZxeOvDOZecsqkrgLA\n4fNbM4qgMh+Ax18dcsqydOORp9H2lApuOAj3rqfTRTzngZE9nk7nGcDCK+SlNJ7njo5ifqmJRVP8\nfuayHjudGI2mFxuW2KDVJTUktNCqTGUCAL7C3IoSb+0Rlxbd2SCVOX3Cz5lWmoltylPeoIkt0jJt\naHIJ54YXliUueOyVQTRa8ZZyGNCs7KjT3Thxv2vE5rneODeVmV94u/uRHTcG0jWoEM5xIJkzQkpp\n50piYvPaVAGTc2wBZ+io0+nLcys+76XRRYzN1nDq8tyaIxLXApl3RlDWi1vE3C59AXjyZ7nUcpJ1\n3qmFO16fkqd9uvkmZiUD5KzR0VEeEVJ28V/Cc0dHMTixlFl7juNbPz8HJTvrZQFbF5ve2KEU3J07\ninZCaUUJWm3pcjvhCzVt3JiojBkhZDS4SIHVDUA/kC2hlDOyKLrg1exI6TEqkWeBKy7k9RwY16kD\ndtFAa1XpPxRlIBMszcrmPZcX2emklZqnZhZBHhGDt7dy6wmcG1rAC8fGrDCZWWjg3PBCR09vb6lg\n0mDcLGS9o/AFWp6nuZcrdWnk/MA3URtIqbBQaeEffnoaiZR6Ub5EZQTW+GwN54YX7Ho93bbScmbS\nBjJeN08JEIbxSwE0UpZ7r1JzmjsPu2KaXpTXtiVSoR1LTC82cH54Ae1IK3W6Ds9HFCfeyujHL81u\nTerdnHGXsHQku/YV4NJx2fgB8t95OrWXxgY35oiRKv1OECkFj1g0WjGiWFpZFUuFl09OYDzH2CGD\nSCldBPzGua3uATVOAUpjky6dmcDbsJ6i6e4Q2LHn5nVTNo1NOSUeYAQ4NE4SFzVwclXLNKrnet4s\nDjy31MT3n7mIB5++0PEJR6aqts70wPHsWNusoPlCpdorrShb5ZoZLjyylpvSRmNMZVM9ueNAvxPK\nGjnUV7pI3jcGFBQuXFmEUi6CHScSx/tn8dLJcVTq+SnrAHBlqsoWK7+aVrq28J/Pj+wAyPSNdWL2\nFpFIna4mzDzD5w+dBuefm/7a+jWuj3lGq3YsSyi7P613xJ2sVCLw/DE9Vs4NL+DIhRlvEdo8KOix\nFkgOugub3tghlg4uyBKpUCgAUC7djE/6iWKRFJVOffI9MWlPEQlYvaiVsIOSC01OeW2vKV30h+7l\n4pVFzJWbODe8YCcpz8ACGTvK36if3D6/K55029IRG/d8WcPPalDsufkXnq+ulCYXeOyVQSzVIswt\naeXmm4+f8a9B5xe+QkvhbTIuyVhNX5r3z2rAF+9Le7l1DrXE+ZEFfOm/vIZLVxYhpcKjBwY97/TT\nh0Zw8PSkNUTbXea9yXuNvCJQRhQB6PZjto7Zp4PiRi9Sytqx72bKOHd9YyZJoaNq5Wob3/rZWbx4\nfBx/8/Ax++498NPT3uWOXJzBj15wEcVmO96SaymJnNecitsBVgDvHaTHh4tmup9KJeEpGi6kCjt+\nPVlmT0mOgXTRtj5m/5FRnByYwzcfP4NXT09CKoWfvjSIsVnf4Pnf/u4Ve9+lUgEHTJrhlgRrV5Jh\nnLCD/+aKpYk9z3zvENmxnF5MqSannPWGw51D7+cM4HQ9iIIey/PlFp4/NoZfvDaMRivGwlILi9UW\nBsaWMnT/iZQmiugWjX5xi/XXUr3ttZd2CuQbo/zdTrc/kP/eO73Cn1Sckq28NCmPjU0p6zij6wPA\n4ERFZ55IR1P90okJnBte6PictP5VnEi8fGoC47ObY50Yf0kH3U6kG2lDg8mhFKRxugghUCiY95uP\nuZSe4sYHLy9wzGv2nrhzgIzhxK9xUwDKtTYGJ5bwxGsjOD+8gCiWaLRiXBot50Z3fvrSZbokokRa\nltmA7sCmN3aIcIAEiQDMytXCCiRfOxOMkYUULRcx8dLTUp5PwHmS+HmtsDXf0zU7tI1HdgDg6MUZ\nLFRa+M8PHfOKQ7mhMl9pYWJeh769yA3YTubvTXt6zW/LWDtZ1cm1k386C8tIo1x60S9eG0H/eBkL\nS00UC8JbJZkcL/qLcIYga69SgdIIU1fjAs5OWqs3fASEY29j11MKqNQjy9xFE1u5pr07iZQYnqoa\nJh39Mo1OV7uqENFVYri2oZqdAjdimHVTEMIdqah9c09upjr/x3T32moU4cadVSyMknBptIxzwwuY\nWWxaRe98ShGYmKujb4ejLJcKOHIhn3RiM6OTQ4J+ydQgmEmc0tk0XJv3FAvY09djD1GZXUjxIGWP\n90c25ZN0hpHpCoYmlnB5fMmeZr7cxCRzFnBlWiqFnmIBs+Umzg0t7yndzOAOE15/wFrIU8pcLacv\n6zPpn0Z7I+WNW6V0HZ9tyjeAbWoOvR7GEGvFCR586gLmllo4eGYSc0tN7cWutfGdJ857t6AU8JMD\nl6GU67vBic2fumtlVyLxxrlp63z00GGuSDv6vMinSr/3hhhCOSePADns9CXIGeGICkw9VSKhjDxz\nt6TP//Bzl3DwzCT+5eVBHD4/bQknnj0yiuHJbPv/r//5eUSx1AZPrDA1X1/WMLqeSKfpAYCSsFFK\n2zcpB6SAcxK4+kH/3H6tMUxkW6V0NEZExe7JOQjMeFHKpuLTuWvNCP/85HnMlpv464eOodVOECcS\nZwbn8V+Z85b2J2pzin4/m5MGH7B1semNHbAJgISS9RiYXcgjAFCkQXpzP//dm8YU8xh5E5q5hj13\nzmCTnpruKdi0a5xIG0VIe9UJUSwRRUnGRHERHT+ak/6cRlrY0za3XaR+F6AVvklwkYArCKDZTnIZ\nYmztjxFOzdQiqJ6n3xI9KM+7k3kG0fmrYAeJ1DZ6LwDtkeEKXb0Z48p0Fd996qImLVDK9km9FeNo\nFy2omNabAUb/adIJuBPO9hM/QGS91P75UxOUf2jm/fONaJdfbwt/pc+cQxPomcF5n7FKKbx2dgqX\nRv087E2PHKXM9zY7xYt2d5FcjY6ZhSkFQrFz8bHvziU8xZFHiOJEodaIXfqvYgqE+f69Zy6mrqVQ\nbUR41HhEtzLofUxkekwIOxcAgAR30sA5elJwAVA/ZVCPBXccjRGf7dMp1RxpNrZGK2a01UCt4afY\nnR7URqhUyhDh6O0vHNvcqWxkcBAk4NJjaT5n+/tzvyPoIGMzDxSNyHN48vpaGp+cqIBYLCmdLY1G\nK7aOt3acIIqlNZBeSKUR0rmiWGriA6kjPJtFzvl1TrrliXoacG3jWszAc9yyzJyUvOK7k4M3TRyl\nszl9NjYuM63uwiM7yixozQJTum31/+l01DODzmFDzgGdYj26ilYK2AoorbzLjYf1EEN71aRUJhdU\nWMHGB05ivW+wxxAyws9qfu53hZQAZQOarpWeiCjfm18kSqRNlSoUAJmAO/j0Psajo5QuSk4Shd6S\nb80wx4lFT6mYyzam791tJ6NJgt0/876Th8Yynih4C0y24gR9iX5Nzg0v4NTlOdy8d4d3PSkVXjjO\n0yOETfWgiZhY5eyz8Ma0LqPM42TgTYQ2IOQalZQJ8ridGZrHzbt7bfqGgLBUu5FZz6JbwF9lAYG+\nHQVG/+mMGKdE6z3942D39xRp5AUTU/nl7BjnMTd7mh8o7YMiF+RIKEDgX14eRKkoMFtuQjGjlPav\nNSJcHF3EO99yy9U0yw1F2lApCKcAA9Quwv+sAGWOKxYE9u7qxWKlhZzWR1qgkOwShawcEzDjMeeV\nTxKFZjux0TRS8h5/ZQhvvn03nj1yBQdOONIVBWVZwwbGtl5ue1opo+elNDbufJJS2ZmSjBRPJncw\nRj3lDRT94ZkDekRJ5cYJXSO9/gugU4r4eGtHiSVWALTzZnK+jt5SAbv7eizxB6Wx0Rh89sgV/NKt\nfXjX229bZWtdH5B8EYKSOJ2h7XhWaIxkJ4uCEIgZh3cno4ifKTuFCkBQHzklXSrH2EefpTJZJnQd\ncy5SxmMTqbHLOkhnPJABTbVWUSytgi2Vjmj9t/9mDu95x+1X2YobiySR7PmkN6dnDBNkHZGA0aGS\nVPt3MkLBnD/C6TP8WC+DxjS8rZ9i++mF3p2w406EhWobjVaMaiPC7p09Xnon9Z1SCt99+iJ+8/2/\nskKNdMBWwNYwduC8lkRtaD3VUu/hT07uWD0psXV40oZASjlT2t3jIhB2QDutIU23CLA6IrhzxrG0\nzD089YHfm1QK47M6jW1nbxGNVoy+3hJakV9PwlPxhAB29BRRb0WpffIazv0v0rOzcm3AlU/6nQqZ\nSWE+cmEar5+dwt1vvRUf9Z7DeSkJO3eUvN+IHY+wwxATkE/IGkCdwA2cdJ+lJzHl1g554+wU7ryV\nrVsinCHUjiWW6m3MLNax75Zdy1x8i4DbjAK4aXevZ8zx14H6y4/AuWiPMPPGjp6CXUdJ96XfSTwK\nISC8cUL1W3ZfZoRKmqSMd0FA17iNTFVQa8Z4+y/v9dOmiBVpq9mmqXeTmCMz7FKs77hhefOeXjs2\n+BDgMtG7FJ/vlesfOlAxQ0pAQAmnmFGRrz5Uy7zZcgOPvDCAwUnfoCGP7pYFsxFte0LLBJFSpn1D\nxBkxtFuu2HIilvW38L7TNV0aGynCFO3x+zdO/AhQK5LetsVqC4cMI9nO3pJNWbPKmzmu2UpQTXm2\nNzXYePHS1+ln9oXqNoTz7Hn7eSlVbN7TJ3d/7LRp+kGwPqF0XKWMMk16ArsHivpoA0ZaJ8NLJyfw\n+d/61/irB4/iN97zyzZdjfZLEjd3HTo/feONHRYtkco5ZSyZE3jdWvZ47tQxor5zpNq0o2PZNdfN\n07VSzmCZuleldLo6d5jJRBnyIonFahujM1X89KVB/Pv3/LJHwKQULVLqzh9sna2PTZ/GRoobfSmk\ntDOessF35cdzoyY9PWcy442CoM/uRwsghFUy0usr0MJw/BoUngY6UPoKfdzkvKOrdHLbsZd4nhOm\n8eQ4tzJeEDqn4lImJZzSLCb0mTxZ5B1549y0iZqQQgQjnNLCQHkNXSgI26ZO4LFONc/jG0zZBvMj\nErm76OdhudRKAYt84VblfotjifPDi/h/Hj6Rf6Ithrx3mVIObK2Tcn1X8F5KZY8UZPVAK02elxU5\nh7CLpp0HPE1UwRnOdvJjSsTwVIWt0eAvdqmdEAqPHri86dNwOFTeO8raLbOQr8ruYw3KtKDLG//w\nNWQuTwCSU/75FIzyxtrc9o3SrGtphSPt8Pm7R09tSePHGpICGJ2potWOPbmSdhDRe0zzTqcndnOH\nn6BMcwevS+DvQME4CGwRNruHhM0xgGYlpQVi6ffzI4tYWGrh9bOOaVIBiGJ3DSGA2cVmZmHVzQLr\ncDGtmCbAyZvj9Y++Yan7R2X3g2lzsDYGOy/zolGKlMt+cKne1E/2/GSs0m8JpU35+37v6YsYnFjC\nQ89etJeyaWyJZJGLGz+e0mxz2rgBrDwxbaPgxhLYX6X0PGN80oywIM8yIvmV2qx8h4NUzBHA+jzN\nHBfHvrGjI9FuQfiHn+vH6EwVo7M1z7GWSMO2Z9r//MgCalvJORCQi01v7AAUmaE0Nj2OxmZruZEZ\n651Juf15IbCn4nUyDKwC7yI51lnEBpZT6ny2F8Cv2bGTJddmlK8MugfOinPvWdM5Rpm92al428F/\ndrtqMVJKKZs8JQu96wUi/dCwNB5gOg8ZacqKRv+mXK40fef3y2cy//k8QcqerdPzc6XZTzkU1mOj\nc9kTVBrR1qQ1TiM9FsBoQgXfxSlRu3aWspMqGZ7C98TlG9feYX6fw1//Cso3lKnol945JZ0CTSkd\nedf5/57qTLO76aD8DwUhbIqSSO2kkH7r3QadBqqPKBQE+npLsPUGaRnG/zIlEcgqDrR2F0UIbBoX\nU9w40yQH75+BsTLObkGiAqukQdf3tZlyxMUw7yvu/KIB0kka23ebi0KjIFL0wY4Dc1E6Jm086uiM\n29aKEqNI6+9JolCptxEl0lv/iNLY+IsyPFXBk6+PrNA6NxakU/OIYyeZ7x2n3Fy9mrk+r2bHGfuu\nvxPFmNkSP42Nn5/mzdhEaewaTqY/j/frOlHtJNRHk1FEa/gAwMunJvHEa8M31Ojx63OcLmWj9kye\nCMEYJOkYq3f4+ldPKV/1dG3usgg4E29B8BrPbO2QOxG1KTdipInYKJSKBYxM6RreOJY+q54xVKnZ\nH9p/CQ89e+mq2i1g82HzGzs0GxnhI4zb53CGmUmwf+G5e/L81/Z7aoO0ioczZrhApGI7N7CcxzRv\ncooSPekIAezpc1mD1vbKEcCeOBeuCVaS8ySk0xqoNeByj4H1VgG+J5LC71SESULfPaey/UJCzMsc\nSNk63i2kFIDOcZz8e84DrWVE3kD9DH6/EMEF/UbU34+9PNjxelsFnpJrvcHSTkLcS03Rnp5iwW7b\ntaNk97GKgnJHZMZO3j0w5Zori3RPPhGBrwySAaTvO8V0RG48g1OrWKhvM4LScMfn6pn2obHrp83q\nP7t2FK3DQ8B5RnlfA26sO9cKe/dpC8kypgxqamJHaMF8Qyl5566Tpk8+tAUXftVKl456Uu0kRWzy\n5IwzzKVtTz5OAHhjjRs6InUO2kaMYPY70nJWgyKgBFqnyo0ZaWVay1v41F8kUUH392aNkFKKOqCs\nc8B7Z8kZY/bnbam/uy9pGZU2TNJzo3MMKfvue44YlYrspK4NOAa3RLrIDieh4NEGCnBElO6Wcs4d\nuTiDn782vMqW23gkif8e6Q96KQCS2b4x1sEByeSJVzfMkXGq+XMFAFuz7frNMX5a0ijh3nHelrR+\nlT7ORIekXoIi4lkEJrKj7PWBV09315p82xGb39iBmwB88yK1Tyq04w0l4U/MnnLA9iSFwxOAIkV9\nKHzvqJ8K5g/gRCpvte3VgAt1K1tUagN7CLp+kYWFO9g1jqHG3+o9LxdeNJEmXmpLiroWxI63nCVm\n1i1Sne+N7i/tGfLvNPVwqZ2IBIH3Ny1Axq9hi0SlYyk6Nbj1vNIZMIVpz84eKKXwxOsjLvUTzjD1\nD3FphsWCsGskUfEOvTeZ9k9DdDaqyRj2I4j6J4qK8m2kJHj3zS7+1Bub2yvdETxaYMa0fjTdMZnX\nm/UXTzvzoPLHC1S2P6TM7yNXfG3GBskz5Stq7NT+dwWc6J/FwS2mFBStYu2nSxFS04qLwACeY0BB\nobfHyR86jqdB8XPkpQLZc9o29+8hTqTX8K0UQQGPJPCaT6XgRYC08aMVwR8+59ay2myg1NuBsbKr\nw+UdsgrnH6XCZdMRWWPA/81zjkqK7LDlGaSClDxaIzxHDskyctjQekkuhdedn7ZRVCediaCUwtEb\nSLmfl6YHAQxPVq2u0MnBZY/LO3HeRmY8KW98+HqRpZ6GU4s4iyyBv/P0nad9kuGaJiqSCv4aV+bD\nmcGt6WAL0NgSxo6FImICf0R5RdKZwaa8P9wjxMOu7hJO6ejkiQPgeRE0UYIpZGTnoonH3Uln6dzb\nU7CDvSCEXkuDFEMo9PUWvftXcAN5R08Rgnt66fnY/evvvruLGxfpQnLAEBSwyAgx0XgpBSlDie7X\nVxqEJzhIfysVObFEfp/6EMt88w72FOm8NZH0bwpRnEABqDYiLC2zwvVWgp4EBGIytplSlnEZcIVK\nKRQKAr2lInqIQEKx92YF8DewY4qhfadTjgauFIK8cHzs+O/2bHlrph1mCR7cL84QZYQq8J87Myr4\n2GNyKr2vMP/4dQrCGrKkNHuODXBDNGXsKH+MUwT48hZbddyLsFAjGgguIBn0Om7C60ulgL19PV5N\nZSa6kOpUZxCl0txAstYfqzyKAzg2No5ESsvs5c6nPIICInCRSuHJN0YyhuyNhm463fYFAYxO11g/\nCffewvWbl3JI87qA1w/2APjvd6enp/mOHEEJM3ws/bFSzAmhQWlW1oBJKNLj5h0COXSSRFqZ50f0\nBIYmKzds8d70mlz6jsjw9qOWeTKfphzfIBLed/tX+Pu669J7r3W/jDwyx6SXA4kYAyHA0tiU639N\nZODW3tP7OQcvf+7vP3spQ1kdsHWw6Y0dcoiR11fAhX49ZT4l1PzxIvyPZoTt2lHK9VAqe1LaxiYj\n4ad1kPClvGt+qTiRfmQnZ1IRQnvT+3aUcu5f2MMobaW3p+g9oGanMTfdQVj4Gi1vCj2hdCoBcoWA\nTkjnFWVm6qG4HCJtTSnfCFJAsVjIua5I/c1Bzk9UjlrIUVD45ELCku6NcpKjWOLRFwY6X3MLwDcQ\n82ZxNqPAGZ3+Zz2+ektFL1LmnSL32uav6rCf9Z7Tfv790btBr1YsfZpdysMntNoJzg1vhWhcvtme\n/lWxPlB8vNqDdZ2OLxmyXbzi94wFpHfi6YNp5EU8+Heev396i6UX8roJu04HU8A62QF2zoGWPeSJ\n1tOLPxnZ+YPGgJGFXPbaOhPmQOJEEuTR5tAEBb5SJqWya43x7XHiJgYFSlvU33m9wmYCPXe1EfmZ\nFKzd3Wcug5i8t/8L+x0wY0y5WtZO8IhUjOFDNMfpke0cbBTZcXTSXBnnagI5dCiik05jo2fpH3WL\nkl9P8KULnCgSOv0bbhv1i50zGPiUkHauei4DRXIwNZMx3c+NF9feNHe4ezXOgdQ4iBOXfkhbpcpm\nEaSjRHSvrShZIYMlYDNj0xs7XIO2EZzU+8aFB/11VMfO38xzfWmg5r66pIcJdywZMjQZcaYcXQfi\nC1kgvaiod3pvEu3bUUwpfymLxdkS2GkiPFzI+w+SnZ2zChBTpgBrrLFNAHgExBxnnjGdxmaRa2zq\nliZvSrHouL3Sz9zbU3TPl/cky8kZ48q7/eYdmd28NLbUd/65FUvLvb/VcGlkIcVe5iDw/7P35kGX\nHVed4C/vW76vVi2WbMmyJa8y2MaLMBjcbYt9GkMPAzSYgPFMBD12zBB0tAeFYxiYBg9NgwMaojsa\nTLcx2Fi0sTCM8YYXrLYlS7Yla19LS2kvlWrfvu29d2+e+SPzZJ5zMu/7XpVKQnI7K7569+bNfTl7\nngxMsmVEl0YDI9mOyNi5bM62GfWs4l2xB2QbAMF4VspVFyt2OgETk+m7J9ywK5h3zJ6hxBqATEoR\nsCTWtkhgOEW5VqXmk3oP9fbWTfUto4nBoEVSTkhMqPA/RTmsAdp3ZB3AM3tOUojEVTLvjYKbYZPH\nWWoQbHDiYRA9TqbzceK7ZHT4PUvEI6PFiWJGFp4xgWfhFhCJt04frKZIvOnrF7RmB6TPMv7Vlc+w\nw9dxDHgkV9ZnWNmYSTllSOYy3HIRZgEZvzmRMJ31cbkMxsN2ect5k2aI+axIeQ5Urg92k+87UqZT\n8rwiZ2AcO+vyeR01p/H7LfcfVO6Rn65Qw5UOLIzKC5nX8bKFccEuUzBFmbkZDRsxHxnWkSGQ9Lk3\nl9NAatXKc13WjI21ZpQLCHuj1do06tHstB3hg39/9/wB+1Z4xoZnNLNDAI6tZtOirMHRqCcQ0Npl\n7nCQTTSYewl7yvH+i0BHS3y4XgsBpYeXxPzEjHwOJEXFwto2XyqKKP2T5ye2LAUCtGmyCZusmoqY\nVFSKShKXHoIkIIP6t5QmSkvU2QxAma/lKpwhfipMGaF+PscBW8ZDfYakr03zGjynP7avSeosgpV6\ncrjurn34Nx+4Dr//VzerNPc8ciSY6TyDLyBtO6/GFRAMJSAOtCe0k++FAiN9xhxUWYNlKMYac+Yz\nFu3VWjJthZR4VkoS3fNEuH/PUfzdVx7Ahz579zPOFCcF0S7rbTW4ZNdJpbSyKCr9V4mvvtSjjZVM\niDOCjbl1cJzc+gL+/X9X7canrn1QeQR7RgaGe/GVx3cpmQxLliVlyc+SyHU5jkOaS7M2pWQ5jz8U\n7JXaIHbKU55J0BJpFhh0nTbzIWQzRS67bX2a60PRJPTE2vQZs48kmj+xNsX6RpvwjyYB8sXi8uJq\nW5YU7DnEdZ7+ahkQyxIMTtLYULrrL9TtMl2BLMTrKDAu6QLSOWd2pAlbK+aZv6+sz3A80kJPp3c2\nuVYlM9FGV+ZyHVtNaGZGTaEx3RnbxpHmyGPHdJDEEqxR4zLDF4PDSeKMMMetMWPjsdV9Ks1Dg0mu\nNgPl/GvRXfv+o+vzhu1b4RkYntGXihIB+46sY8t4kGCSOmcSfxmY1TSMkqxm4MSxSvJpKDUmvKSU\nRyEyz9kyEamlD0Gq02SeyOBNWVlJ2lgiiGMtEaoucjyF4IpnB7hsmyzrZwmatZdFAwPRCOQIIJcA\nIl8eKdXU8xwWSMJXtq8Wb/vBb2fvWMLR1SlAhLN3LOHwiYmyF5Z943D4xASHT0xw5Y2P4Yff8EJ8\n4poH8IlrHsJ5Z2/Bd77iufjpS1/a0+J/3BAISz0vCakDcY3F+UzcPvI9MIyVCrWps1uDizcCAkI2\n5+mZIwd9Kahk2k1cbU1r6Snh0f2reHT/KgDg2y48C29+7fMBBOLoM197GI8fWsX//COvwHPP3FKU\n9XSFxKAkQiD3S0xDklDnre4K4iF92mwT1BgmS88ZOBqPoRTjzlNUmw8pifVESXL26a89jO1bRvjK\nbXvx//7L78bOrWO0nceDe4/jo1feh4tfeCbe9gMvr3Tg6Q8+HrRMTLai1krmJk9K4kSSPC3suQA/\nFcFs6gywL+RnBjiZaQoCUVkPIGs7eU46cSY07HWh2ZHMjrd3VoU7R3hx7T20hl//06/jzO1j/MQ/\nfQnOPXMLztqxlNKvrM+wdXkYmYy5YqgnH4riCasbrbY8iAOQmYuclt8pplOaoBTnknalNEbTgQ/C\nEwEuma6F/E2UNLpGwy82U+y6MM7eMDmyRulqf9A4sNtjWT8QhLdX3vQYKDKzP/a9F+GCc7fPMrFW\ndQAAIABJREFUafnpCXI7JFNCuOS9cdg08L6bK5xMdJpgONn03jkX94KsU0xgpR3cFis8kppQuNxG\nWYY35tFAjSnSlgVp/kDY9fAR/Me/uRW33n8Iv/oLl+Alz9+pTPd4r1jB47fCP354Rmt2kmoxApVC\nPS2IcUmzcWDATARIZy4uAjltujV/cVqJlzVjA5HS/rAr087Xz+zMY25sJANbYspU4Fo4lXRuYKRs\nCVInHhJCR9j0Aa/oca6ZsRX1mwiWWjNzxkrr4pxJTwHqTUxV9hxWb0ci1mz7Urn1L3/1xfvQdh6P\n7FsBABxbneHvv/YwTjxDnRhszLrq6BERtiwNwZ6/AAdHOg0PkJfxEjH3bg1LQW/eTkvAKSbnJILd\nj3915X3YFy/n/X/+9Dp84RuP4o4HDuOW+w48rZJQGw4dyxLAYs+TIHIhaOhK6N1nCB7F0kezCHI+\ny8SUA85EtnyfNy9WaKDMEON5hfd9/HYAwI337MeffuouPLj3BL54w2PPjIO+lJl0KQCbB0ydeeEx\nSkRzjsjVmDKZlpPMgyQkY9PiXUz5QH4nALeDdq3Lgjw+GG/nRjn7IHE+CcD6pMXeQ2vYe2gNf/G5\nXfjYl7KHtt17juG9//Um/Ov/+BX8+dNkwiPxEiE4YiAiLI0aw4DmOQum2CGWinKy1Qfj6wwf6y1I\n8+CRtDu1w/opdcSb3A4+29rJMztGeAiIs3IdO42APj8S6xwPB7hh135ce/sTOHxign/zZ9djY5ov\nhb39gUP49FcfxK/80TW499Gjc0b35EIVP7qgDVkeN5God2JecvrkQlx0mMeK0t7LuCDxOH37T859\not20N8VkqggoDVnIUt4XxhYbkkwrGc6YP3qyvPfRcH7qw5/fhccOrKR0f/aZu/CHV9yCX3//1/GF\nZ6u30G/icEqaHe893vOe9+Cee+7BeDzGb//2b+Oiiy5K3z/0oQ/hM5/5DADg0ksvxS//8i+DiPCW\nt7wFL3rRiwAAr3vd63DZZZfNr4comt9k6Upm3TVBZ6U4SmsjE/OGIT5wluP6TDi4POSqq65YKSZI\nZmydh0M+5J2y8OaJ2JGJnuJgT6LURcYYT3BYGjaAc1jdmMEpEH+yxF3IYxlG9jRTSlU08LKHEkk2\nRX8RjFt4ZyK8afJlpLYf82jtLUvDws65lkG5duVklb7J8H/9568lhDKNzMTBYxvYujzEoHlmyQkm\n064gVFkqOYgmMBHVIhMJVFlnktwK/28ZD5P6/mRWliwaYIIkS6JZKi7bUSz5vrLN98msw998eTde\nfP5OnBBnrj565f3YtmWEf/Lq80+i5acv7DscmB0CwoFzBaMInqIpDAkYwhEQY1EZFH4bDBx8FxOJ\nAZ83hE5s9qRtMxtCanF7NUyVZyAISrwj3PvoMex+/Biu+G/3Y+tSQDedJ7zrP12D97/7++e08KkL\nx1enYYhdgPmDJjOeEpdYMCLfibSjHIUf4loeDRsMI57pA2LK9EnVlB3eSGIutcPpC5NDX7S5FAd5\nfQDXpVzrCmHWkRMTHDy2gb/7ygO49HUX4JH9J7CyPsPqRotdDx/FzfcdwOtffm7v2J7uQJTdojdN\nXrSSEU/PkoOhnNIBIAelcLPoVoaUBvmsLoiCwFRQ47x+WLjpYtrsWpySZscNnDAVlXMRfhk+E2kT\nKjm/PIdsHvq1O57AG195HgiED3/+HmxMWqxutPjSzXsK7dzpDA58B19kWJzFGjmdjJOMSdJiO8CR\n3mwCQ9Urr3/JHtsQx0ucl2b6jt3oSzxjzT49kdLwZvNDinRceJ+1hFvvP4jbdh/Cpa+7AF+7cx/O\n2r6E9WmLG+45gLPPWMYbXvHcvmH8VniawylRbF/84hcxnU5xxRVX4LLLLsN73/ve9O3RRx/FJz/5\nSXz0ox/FFVdcgWuuuQa7du3CI488gle96lW4/PLLcfnll2/K6BSBsrciCbCAoLVxCvJp6RB76EoI\nLEp2EiAptiV0IZUIqR2RzEGoM0riJDIyxXP+0VB4JGPCIiUqWyXAJEbDQTiUKWhWCzT6OYWyV0kq\nkgASFPPGaSxebipMQ63NFAuVEjhmYEtiKkQ0Dti2ZVS0eTxqMOAD9GpcS+86ihiR8RVsJ+8rOnJi\nkm2q4++//YsbsOfAapFvkUBE+Oode3H4+Ol3myzv1QDy2DJTmRYJAHJGXkc5PY8Vrx2aJwFYYHGp\nIZbz7IztvdMZCKWZggz2sPagaXDjvQfwN1eVHvWuvW0v7n30yKZtfSqCvcyR+3/W9rGW9iJ7O1SB\nOR1XIvja8PQR6FXmMSUm/Yo8L5vdn5WfDMEgzKT+3YdvxNGVqSLC247wuev+caSft99/wHYdQNzj\ncZKSpy8F+wSxliK5HIFLJOEtQwUoSuuD8J6L5f1YMDsuuOCVF+82qZzAyMhZYwZIxkntQT70Hcpz\nDvjKbXtx2R9fi70H11K9h45vPK03ybMVALsLZkuD+DE/GMbUk/mmlnC+uqJvmnT5UPDRpu/TGrMT\ng65jxwaZabH4CmCnEpSIbw4K/8TojVkQPD1xeB17Dq7gP/3t7YGYj2n3HFjFZX98bV/PTjLU9z9f\noq6G2iRlJkgJP+W8kdgvqMEo1/uWcJuI9J7bECJbQXslD21xjCVca73Gh7zmOLAglc95MczemLZ4\ndP8qbrnvIN79vmsTI9V1HvfvOYbP/yPBt2+FejglZufGG2/Em9/8ZgBBQ3PHHXekb+eddx4+8IEP\nYDAYoGkatG2LpaUl3Hnnndi3bx/e/va34x3veAceeOCBxStkYMOHYBn4M6HgqdhoQN58jUMUlGYg\npyQ/cRPKPcn1KmQHyRiJSiqb1TmXbuydY2WC4JugzuSkPLJcVTkV9RbhSdGqGkFapBtS8EFFfegP\n8rnSBomc7aCMhnMalmm/Yjz5u+LFIrWQkJKZTxOF5+xcVt9rXqV++8M39DbvjgcP9XpzO3B0HR/4\n9N34z5+4AwdP8wFH206WVFtlIQFJwlkOvQT6menIb/Z33uIKn8s7seJ+hGaspRcrLn8eoT1P22jD\nrkeO4qpbnvw9FX/5hXvwp5+6Ew8/cWLhPMqtr2BmFHPDkkaz7/mXRMR8DUs5Xn2jUhDVImvSWLj5\nIMLuc1kXH8qWwTLkn/36w7jzSV7me9dDh/Gv/sPVJ3Xh37T1or9hjyyPBwF2CKZD4gnrElilgRNS\n/yx0mgeXC1xTEbTJe3aYuUn1Ok2USVOgriNFfHpmihLeLGE4kOeMNTwAsD5toc0TCR+/+iRw94Kh\nyjS4LImXDIMUaCoBptSYmIJkWslAVtOLuWdtn7piwRLhLlMFecyFO2nK/RBVqD0f0vpCC5cJ7Qyd\nZ/E6i41pi3sfPYo9B1bQuOxRlffvJ655EA898eTuvaqenYxre//R9YSLFc0EJp1KAJI0bbE/eU4c\nqIBWm+CX1Eao+ec5kCaepcAg03LW8RBrEzkk4SwL3AVMWJ+0eHjfiXxfkjgft/fQGn7nL29cqA8n\nE/4xzbKfzeGUzNhWVlawfXs+HDcYDNC2LYbDIUajEc4++2wQEX7v934Pr3zlK/HiF78YBw8exDvf\n+U786I/+KG644Qa8+93vxt/+7d9uWpcD4BoXPJbFRZsOfwnYw9IuVnU3gyZLcGIcc/2SiOLN1jjh\n8T1S0q5xcN6kFeLmkA/wEthBEPIxrnEulCWIdNnWlIaZM+4vgCZ6OGia2D/2PMdpEtCI9six1qXR\nICMFRrzOQft/4jozUMiB4ni79O7gFFAVM4TEGIk+DJpgY53mpGngmgBYBsMGftaJOqKZAs9ZZFDG\no0EGiElDl3+zNsqlernFzaABg1EutxG/sl4eo2aQx+Dcs7Zg/5GSKWk7wvFJh21bRnj84Cqes3MZ\nF52/E8dXp3jfx+/A+edsw6WvfwH+p+97GW6+Zz8OHdvAjq0j3L77IADg/j3HcfMDh/GT3/eycL/S\naQjdrv3p2TnEw67BiLJpGnj4FJ/mgrq8BuOUNnFdOufQeIfOUVjzzsHFBRxuindqfeW1xI1QP2l/\nAny/Eum1JZAPQGluZNCMm/5mNT023PHgYXzjvoN465teDAA4cnwDZwnG9qZ79uOO3Qfx/d/5Qrzw\neTuK/F++6VHcdN9BHD0xAZoG//f/+l2baD1CmAlilBDGv+sITdMkBqFpGqXhSns8zsWgaSJT5OBc\nF/a+h1q/o2aArmvDLowqAXNO3sC9PB98boXLS4ynmIO0P5w4X2L6L2csCEH091mn52ht2uIPrrgF\nn/qDnwAAPPLEcVx43s70/dCxdXzsyvvwshecgX/y2guKvUJEeN9/uBprGy3e/6m78cHf+JEA9zYJ\n092HlIS9cQ7DYRPMpgcOhCaND8P71ksYSRHON3Aum/o2gzBf3ocyOxghnB2vxgkviQImOcBRgLOc\nxnlJzDHBmOVxEleRSMPmOEx8FoK1UCKA7GZZCvSsnpwIOHB8go9d9QDe9sMX4zln9Dv/CFpNN9dl\n+tETE3zt9sfxd1ftxm+LccpmzWHPtG04wN80Dg0B5NgEOuOpGm4O+yvMScLpBLjOpT2Z6ISIR/I8\nMAefHRq4jO7y/nOA53Jd/gOgcDwQ5ji0ybh1pniCxQgNalCN1yI5h2YwCI4CRk3al4M43p/+6kM4\ndGKKy37h/Or9N6ca8sWeABywZXmYhG0J1zsHx94+pQChYdwecY1zIHbwYOBFAV9ieh2HtJeVSaFz\nivlpOJGgJZqG4IX8hWEbMzS8vAqnLbEJnthRgsv7TMzf+rTFA48fxy0PHMYPffeFc/HFdBZw8bx5\n+vKNj6LzhOmsw+ihI/ih776oN+1/t2GOOcgpUVrbt2/H6mo25fHeYzjMRU0mE/zar/0atm3bht/8\nzd8EALz61a/GYBAQ0Rve8Abs27fPEDz1QFEq0nUe5D3INSDhMhdA0PiwjTurfTufMIH3wQZzyMCE\nUAB9LbkR5Rpwo9Iw4o9xnihtKiI2HwhEJnkKnkBS2R7km+hyNEhztPTBpzbwJVcOhM6FNviO0MEn\nda6SfAEYDl2plaBgd8zbyXufgO+cGVD9lZKNLAql1A6mIbqO0MT2JVvlzqvnjoK3Om4390GWszwe\nhAvMKNydNG27aLYYx8Yx0AlImtXUAEvFxHoQbed7MTiOAZY8+zPP1fSv/cm1uPB5O7Dr4WAe9b/9\n+Lfjk9c8hI1ph/2H1/Chz9yFm3btw227g8R5OHB4+QvOTPlv2rUPb3j5OafNrtreC9B5D98RXJPv\nF2CzirBEfZyjvMLTzeAAGhfS+y78ybsOlkaDdIYJCGNZ8CaUJWH8bgnnRKkhP0syy4ZCY3gSYTrr\n8JHP7UI363D93fuwdWmIl15wBt7y2vNx9a2P41PXPoSjK1N87Mr78FNveQne/Jrz8aWb9+CGew5g\nOHA4vjpNErs7dh/EH//1zQt5FGvFumNEePbO5XRgnLzW/vouzhEoSe67xqfx570vzcY8UVzPOQQC\nMY53HE0lpEiELQ9mydjIwISyEx/7tGnnnLGMg8c2CgZ0Ig5Uh76H39//8PX4H777Qvz6n16H733V\neXjbD74MG5MWn7z2IXz1jicAAB/74r34lbe9Dl+/ax+uvX0vXvvS5+DeR49hbSOeJSPCr7/vGvzv\nP/FqnLFtXG0XB4YnDMuIImyibE6EyKxlb2m6DA8ScxL60kWvTgRKkvxGrmiLX8h66qLcILExkitj\naRKNKEVuvdo30kW+xCey7uCmXvSFL7bsMj7hcGxlomDLrO1w7MQGrrtzL15y3na8/uJzMZl2OHhs\nA+edvTUxNmsbLT7+ld24bfch/OgbL8J3f/tzsXV5lNo2aBzue+wYHj+4ioNH1/H4wUxP2HFhOMJ3\nA0kcgfRLJfNAQIZDPKcCUaWBZ8I4/PJZFCT4JfFEek3zkmBZYinDGvNE2Ji00ZWxYaripPH5kVZo\ncKZCA5rifZ4X/n58ZYKlYRPWbJf7vyHOV96x+wD+/eXfwL/8sVcCCOd9hkOnzpwePLqOf7jxMays\nTfHP3ngRXnDutiwIsXCax9cT2rYLZ96cwzStUZ++8zileeH5AOOiiH0owyclMLH7BeGMo4lM7fSe\ngqUMj6mkf2I21nqGJRBqSxrnCNu8J7TCbag9a8WfOu+xYhwWtW2X0g8ah7YjfO22x/Gy83dg6/IQ\nk2mHOx48hNe//NzE2ExmHf6PP7gK//xNL8L5z9mK73zFuRgNB5i1HQaDAEF27zmOP/jITfjpS1+C\nwycmeGTfCl507jacsf2pOZf1bA1ne0KfuOuUmJ1LLrkEX/rSl/DWt74Vt9xyCy6++OL0jYjwS7/0\nS3jjG9+Id77znSn+j/7oj3DmmWfiHe94B3bt2oXnP//5C0lGZfBAAko2vuiISKYIaCEJAJROYhOi\nv6hW6DS4Hk4TpEKBUREaI+YWkPZ92sDZK5Au38BRITmVH4um9cfLJBUgZutPzy73196VkiXABklb\nRtEWToFosF9ZqiKlXFzWcNBExw/svtKZvGW9HC/rcQ0A77A0ajAaNdFz3iYDIsKwcYnRAYAPfDp7\nKmKihBkdIJzNOi7ujJpMO1z2x9fiz3/1Bxaqb7NQU2178hgIyQABUEsxja8E4mFMpeO/vEM4Rte1\nNB6AfA9zmBZJjpIa1NQcIQ3VqXJdNXARGODN7z/qPOHY6hSfvvZBPH5oDVuWhvjqHU/gnkeO4Pq7\n9ysJ7MevfgDX3r43HcwGgG3Lw7TuvSc89MQJHFuZbIps5Jgkk0+x8Xwicsu8Fhpk5pFUGiN/ASAk\nmWVBJi5Kmp3cxyJZ0vZkiWjaQ6gzRiTnXHxru0onAVx9694021+78wl87c4n8E+/43zc9VA2cXv8\n0Bp+97/ehCMnJolxP7GWzUWdC2Yj+w6vYdvycK6EVM2JgavyXAwQLuMFZnX46vK6LTyFcuG8xjdB\nLq54yIMoGRlOw8Ie6WXNsSAsns9hYi4Ql0jzIQVQaQwg4Xr+Npl2hRnb+qQFEfDBv9+F3XuO43PX\nP4J/9sYL8fnrHsEPveEF+JHvuhDv/pOv4k2vPg8Hjm7gmtv34vIv3IN/celLse/IGh54/Dgei+ce\nf/ItL8akXew+JgnjXPpPfhfPyGuTxyKvV7MwBUOb8Vz4n02Ba+uc69GwLaRl0zt2rkDe7Beew/js\nPcHHKx+kCVVXm6cYN511mM66xADyPKX1Hdtw7e1P4MXn78Rzdi7jmtv2YttycOrzth98OR7cexx/\n++Xd2Jh12H9kHQ8/cQKvedk5+I6XPAcgwoGja/W5QNAwZVuRSPMI+iZrRuLYiHGiyPQEjbKAiyUI\nUkHiC5ssrI/sEEqeyWbLmbQ3RFuCcMkIB1wW8KQ+WTjnIe5RDEF6gGNmZ2Pa4RPXPIizdizhb74c\nzpT+1FtegsmswzlnLOPqW4OJ9eOHVvGFbzyKb+zaj84TVtdneMWFZ2LXw0fxwN5gjrgxDXO+e88x\n/Mkn7sSv/sIl/YP1raDCKTE7P/zDP4xrr70WP/dzPwciwu/8zu/ggx/8IC688EJ473H99ddjOp3i\nK1/5CgDgV37lV/DOd74T7373u3HVVVdhMBjgd3/3dxesLaN3osDYWM5NAo96CeHLlqXsVSqpQ2U+\nxQCVoSjfObP7KD0miZI8s1OhCliiR0y3c3/Eu+J2kEdEluYal6Q86xPthtj2hwG4J8JA9KpKEzkG\n+Hm8lG00CY2MJIkl4kkAUHEvmamBBoq5MVTQgYrgFbzO8miYJTSVycswyKX/yUWPSY3DaNBEia/w\nQCeAtJ2655yxjONr9bM5NaLfOYf1SZZsb0SPOvfvOYaXXXBGtZyTCcXSQmZm0h8TM6JvBNKuqNlt\nUVx8nGd5PIh7x8FwQnBw8NB9ZjTTOIIlZeS26Qs1YoajZFdHowbj0aD3nBQHJrQfPxSQN5vzXX93\nMP+z9v7DQaOIPHlfhveEPQdW8cHP7sK7fua1c+uVmkLyYegswwIg3n3Ec0Mg57B1eRS8Adq9IUOi\npMvBKph+U4iT0Y1OVmMsXQUyFvduVcKgKS/E5BZyuH7XPvXlmtv3YuuyRk/TWYeBc/BgN70aDnWd\nxwf//m786595Lc47e2tve5LGm8qRY+18Wn+CwQDq61b1jLcPskMd2cbe4PSLZZ54P4c4Nrv18D6b\nXQVvh6Rc8ALRMx5RWvPsBZDL56nJZxNySyazVs1v5ynBLueAz0UXu4eObYAA/MMNjyUtDWsgWJP2\nma8/jJc+f6fSFE2mXcUCQc8L83N2CSn0CINfGR85ZKARJ9U5cxYVPXMT88lVT8jaHbk0pLbGwWVn\nA9HrHbnsKAksPCAnaIWsjZIavKxgyEI8H3HUtPWYzLoM52N7GNYRkARBt95/CGdsG+P42hR7D6/h\n8YOrOL42xca0w6MHVtJ+WZ92+Mqtj+Nz1z2CV734bExndUFS0DoD0VgnjpFBzoLZzqnyV8pJYpmm\njsp0zAtcHFsgJsYj7d0Ih+T+RoAbrkmniZJQKZvHGVgt5mGmzv9peM8002Ta4uEnTuBrUUsNAI8f\nXMXX79qHpdEAO7cFB0zTWYe289hzcBX7j6xjy9IAL3judjx2MLu3lvvlkX0n8I1d+/Fd3/Ytj2+L\nhFNidpqmwW/91m+puJe+NF+2ePvtt1fzvf/97z/putIyi9SwtQNP32yUkyrR/N3m1nbMmrotSQhX\nAMm+coNUKDTN2u3KJmtCQYBUJn4gJG6UwUYAcKKHFDbXoGngDHnpnMOO5cwMEAFbl4bBzK7zvUAk\nb+IIyiQzJtqcifs8YjYN/0ikUdPSFUwP56M8P0kaRsHcSs6xHm9K/fCesDwe5D6k+kL+0bABJozM\ngkkbp2EJDYfGlcTbc3Yu49DxDTQmrezXhjBP4Ln4u688gHf9zGuzxsrhlNxaFyZFxH0jAcQhpyIy\nOi6tI09sDqqZVh4Tzlmz+5fV79w6xvq0jXcgOcw6sx7jf3r/5HMIEN+TdNYxkUcotsxmWLAS5pko\nAkFiJzXPXjA7XaBM8Nj+Ffz91x/CW7/nRb3lKMkskIQDBTOR5iUwOuVxXb2HGuewZWmIlbVZZFL1\nMMi8DsHUxDn9JSF0FLR2+knTUd37RlqbfjOxBoT9WGN2pElcV9kznZmjLpqpoIs27nJ+KLjsnbYe\nl3/+HvzST74a25ZLL45Av4Yp1TFwqfP9KTMdzetWkKgYNA5TSeMRyjmXIdFlYq9yXlsvMzEEOBKM\njSDO5HlGuZK0qbRmVmtuxjeES/vGhfNmLM2WU3p0ZZKe799zHM5lGMdCHu8paIpEe9YnXUlQK+bE\n4shiNIIZ3kAPVNgjACgTsapol/ejRHNSC1GdrtiupVFTriORRzIussw8rZHpEv30nrVw6cZyjfO4\nCfF5xswOSjNFGyazDmsbM7RdNpN7YO9xrK63qb0A0tkofrZWHLINHcVztmnt6nGSY6zHJ2upFYmB\nIGRiYn7ednHcCOfQSLyQptolrWdigJzU7OTSW6HtcS4fTUjCgdRnyt95DLyqVO0JftyYaYZ+PGxw\n8FjwyDqZdVifsDmbT2dygAATZ61XVGfQ7Pj0/LnrHsaFz9uO553VL9z5VgjhmXVZyJwQ6QtF8HPw\ncXFD/MgNWIOVlhjAAuk4MC1dOEpQ+ZKVcEFg27LToTj1kYEzCaQboEcCMKLBDig7oDZeRmhse+9Q\n718O2kMWBytR9Z4gBFCqvrI5VKQrxyXEcD8JujznkGzDSRUXSmMTFosggrMDh6VxEEctx19F1FA5\nr/ZQZNNEokhEh0P7SHeJhHy6VxIJTQUh8M7f/zL2HlrF565/BL/2/q/j5nsP4FSDZEo8IV2ElrQx\nhiKWc8LMkJyPGgGUcpB6s1/DIeNaIxnpVaQFBEre2uCAM6OZWJKa9lCMNpaRV1+oeeCRISCZHKQb\neR/P361PO3z264/gsf0rICIcOTHBH3/8dlV211ExngUbIwaTNTtWCsrf0jOEQxAqZ0D2KRG+TSms\ncelZfCOdhsN41GBpPEhrHYA6kyKDjF3kNvHa+R9LTEpXt5NZp4RIQbMTiIPdjx/DlTc+hlnb4ciJ\nCf7yH+7BI/uyB71ZxWwqwWLPJs8ulVvrmGVG+PwGE3Oj4QBkJqaPaD9z+1jNHztMmRckiHKp1ri+\n5LybPqQ0EOZZqX1cbs4g7+9ia4CkORAFs/c2ORaSKAPCHpq2+gLH9Ulb9XgpA9Wenfm16cyeSGvd\n6TiVtxcZ6r3oHAozSSkYDEQ1YF0YZ4+TTjFT1kwuCQZI4DfRNj7bMm0D4WvnuCZYaNtg8dF5n3CP\nzMNzMOt8ErbNOr/J1QOhEMoL3+BjSKiihVxqneYM8uqHTWpG2m2udFxgwRKPOWvFuF6HLHyq0Tph\nXnJLGjFRFPdCVWCEnG86Y6aU46EuVU5miREusTbOU9Ciyq5tTPV+WVmf4fc/cnM5NN8KRTg9rqCe\nykAGyRdcgQiWeq8RAq5MViuGK1eIgqUPwyYA8gXK0lJowSSIqOR+lk2HABAcXAQIOhdBCFMykpZy\nEmfqjZHjYYONWVd8q5OqRupCOcbmbz1hGJOMRg6zTheqkqc+UiIGGteglYSzBOzMBsofioQ0n90R\na6SQ+qfHDKAaB3Sk0yp7cKfzDAYOEGerGxfMFLZtGeHE2kwB6OVxNqlyCjBqO3kGaHxB3Ge//jCu\nuT2ouf/i8/fg1t0H8bqXnYsXPHcbzpnj8Si337xDjDEQ7taJg8RpWfpYI6wIAvEQgKZc5ZJot4Tc\nUvRu1cvt9Oya0B6nI5ARk0RUSgpr1rxLjHK9nsKNsGnRrPXqXfaPb7aHI6xPOnz2ukfw0gt24q6H\njuCmew/gnb//Zfy7d7wRZ25fivXkvel5/HuIWUncpDaJvcFrvXa+hsO25WHewy7cvj5onDrbVOSW\nRKCrJQoExWjYYDhwWRovEL1srySi+xSVcppr3vQsAyTdP0tXvAAT+VHrQMCVNz6G6awbUNR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Gwq8eb+yPK4LkkEV5taBXYkHkkldWbu5KFZAGwBkJKotURywHKbOMYyoA6CMKEM1Az9AgKwfctI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\nRK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"librosa.display.waveplot(x, sr=sr)\n",
"plt.vlines(onset_times, -1, 1, color='r')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 2: Estimate Pitch"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Estimate pitch using the autocorrelation method:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def estimate_pitch(segment, sr, fmin=50.0, fmax=2000.0):\n",
" \n",
" # Compute autocorrelation of input segment.\n",
" r = librosa.autocorrelate(segment)\n",
" \n",
" # Define lower and upper limits for the autocorrelation argmax.\n",
" i_min = sr/fmax\n",
" i_max = sr/fmin\n",
" r[:int(i_min)] = 0\n",
" r[int(i_max):] = 0\n",
" \n",
" # Find the location of the maximum autocorrelation.\n",
" i = r.argmax()\n",
" f0 = float(sr)/i\n",
" return f0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 3: Generate Pure Tone"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a function to generate a pure tone at the specified frequency:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def generate_sine(f0, sr, n_duration):\n",
" n = numpy.arange(n_duration)\n",
" return 0.2*numpy.sin(2*numpy.pi*f0*n/float(sr))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 4: Put it together"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a helper function for use in a list comprehension:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def estimate_pitch_and_generate_sine(x, onset_samples, i, sr):\n",
" n0 = onset_samples[i]\n",
" n1 = onset_samples[i+1]\n",
" f0 = estimate_pitch(x[n0:n1], sr)\n",
" return generate_sine(f0, sr, n1-n0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use a list comprehension to concatenate the synthesized segments:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"y = numpy.concatenate([\n",
" estimate_pitch_and_generate_sine(x, onset_boundaries, i, sr=sr)\n",
" for i in range(len(onset_boundaries)-1)\n",
"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Play the synthesized transcription."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ipd.Audio(y, rate=sr)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot the CQT of the synthesized transcription."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"cqt = librosa.cqt(y, sr=sr)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"librosa.display.specshow(abs(cqt), sr=sr, x_axis='time', y_axis='cqt_note')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[← Back to Index](index.html)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 1
}