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@ankurdhuriya
Created June 27, 2020 07:14
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Audio Data for Deep Learning.ipynb",
"provenance": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "code",
"metadata": {
"id": "T9W8YyncmPMW",
"colab_type": "code",
"colab": {}
},
"source": [
"import numpy as np\n",
"import librosa, librosa.display\n",
"import matplotlib.pyplot as plt"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "uRkqeAMZmT8n",
"colab_type": "code",
"colab": {}
},
"source": [
"FIG_SIZE = (8,6)\n",
"\n",
"file = \"/output.wav\""
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "TaGguQ2YmVn9",
"colab_type": "code",
"colab": {}
},
"source": [
"# load audio file with Librosa\n",
"signal, sample_rate = librosa.load(file, sr=22050)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "9E_aFxGYmW11",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 404
},
"outputId": "88ed3009-225a-4bbc-fb86-7dfcb8057674"
},
"source": [
"# WAVEFORM\n",
"# display waveform\n",
"plt.figure(figsize=FIG_SIZE)\n",
"librosa.display.waveplot(signal, sample_rate, alpha=0.4)\n",
"plt.xlabel(\"Time (s)\")\n",
"plt.ylabel(\"Amplitude\")\n",
"plt.title(\"Waveform\")\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "pEZPnhTUmZRr",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 404
},
"outputId": "69f7f374-31a9-49d7-e0e3-8d3a8b2fb8d1"
},
"source": [
"# FFT -> power spectrum\n",
"# perform Fourier transform\n",
"fft = np.fft.fft(signal)\n",
"\n",
"# calculate abs values on complex numbers to get magnitude\n",
"spectrum = np.abs(fft)\n",
"\n",
"# create frequency variable\n",
"f = np.linspace(0, sample_rate, len(spectrum))\n",
"\n",
"# take half of the spectrum and frequency\n",
"left_spectrum = spectrum[:int(len(spectrum)/2)]\n",
"left_f = f[:int(len(spectrum)/2)]\n",
"\n",
"# plot spectrum\n",
"plt.figure(figsize=FIG_SIZE)\n",
"plt.plot(left_f, left_spectrum, alpha=0.4)\n",
"plt.xlabel(\"Frequency\")\n",
"plt.ylabel(\"Magnitude\")\n",
"plt.title(\"Power spectrum\")\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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RsSkiNkfEpiYLJkmS6qv7PPQFTRdEkiQdvLq93E8ZY/FG4I7M3D3BvoPAcmBNZr4oIk4APgkcRfVY1ldl5s7y9LaPUT1r/X7g5Zl5e+13MgX4mFVJUlPqNrl/EPg+8M/l5/vAJcDNEXHGBPu+Abixa/7dwPsz8zHAevY+V/08YH1Z/v6ynSRJqqFuoN8FnJyZp2bmqcCTgFuBXwPeM95OEbEEeCFwYZkP4NnApWWTi4GzyvSZZZ6y/vSy/SHPAWMkSf1WN9Afm5nXd2Yy8wbgcZl56wT7/S3wp8BImT8K2NDVTL+a6vGslN+ryvF3UzXpH1WzfIeE8b5+RHnqrMEvSWpK3UC/PiI+FBHPLD8fBG4o1713jbVDRLwIuDczV/SqsOW450fE8ohYvm7dul4eWpKkKatuoL8GWAm8sfzcWpbtAn51nH2eDrwkIm6n6gT3bOADwMKI6HTGWwKsKdNrgOMByvrDqTrH7SMzP5yZyzJz2aJFi2oWv1lWvCVJ/VYr0DNzW2b+TWb+evl5b2ZuzcyRzHxwnH3emplLMnMpcA7w9cx8BfAN4Oyy2blUw8oCXFbmKeu/nmkjtSRJddQK9Ig4KSIujYgbIuLWzs9BvuafAW+KiJVU18gvKssvAo4qy98EvOUgj3/ImRpd+yRJU1ndsdw/AryD6nayXwVeS/3mejLzm8A3y/StwFPG2GY78NK6x5QkSXvVDeU5mfk1IDLzjsx8J9XtaAK8MiBJ6re6NfQdETEA3BIRf0DVgW1+c8Wamjq3p43H2JckNeVAHs4yF3g91dCsr2JvB7Zpz6CWJPVb3YezXF0mH6S6fi5Jkg4h+w30iLhsf+sz8yW9LU67ea1dktSUiWroT6MajvUTwFUwwUXiac7b0yRJ/TJRoD+C6gEsvwn8FvBF4BPd47rLMdolSf23305xmTmcmf+VmecCp1EN//rN0tNdkiQdIibsFFcewPJCqlr6UuAC4HPNFqtdpshTYCVJU9hEneI+BjwRuBx4V2ZeNymlmmLSG9ckSX02UQ39lcAWqvvQX99V0wwgM/OwBssmSZJq2m+gZ2bt8dolSVL/GNiSJLWAgd4LXkKXJPWZgT6JzH1JUlMM9B7oBLW3p0mS+sVAlySpBQx0SZJawECXJKkFDPQe8OEskqR+M9AngV3lJElNM9B7aLzgtgIvSWqagd4DPpxFktRvBvoksMldktQ0A12SpBYw0CeRveElSU0x0HvAoJYk9ZuB3kMTDeXuUO+SpKYY6D1Qt4JuTV6S1BQDXZKkFjDQJUlqAQNdkqQWMNB7IMvF8XAIGUlSnxjokiS1gIE+CbxdTZLUNAO9B7wdTZLUbwa6JEktYKD3kE3rkqR+MdAnk03zkqSGGOiSJLWAgS5JUgsY6D1gL3dJUr8Z6D1knzhJUr8Y6JIktYCBPonSbu6SpIYY6D1gUEuS+s1AlySpBQz0HnKkOElSvxjoPeBta5KkfjPQJUlqAQN9EoR3qEuSGmagTwJ7wUuSmmag90DduPZauySpKQb6JLDJXZLUNAO9B3JP1dvgliT1h4EuSVILGOiSJLWAgT6J7BMnSWqKgd4De66gewldktQnBrokSS3QWKBHxPER8Y2IuCEiro+IN5TlR0bEFRFxS/l9RFkeEXFBRKyMiB9HxClNlU2SpLZpsoa+G/jjzHwCcBrw+xHxBOAtwNcy8yTga2Ue4PnASeXnfOBDDZatpyYaMMameElS0xoL9Mxcm5nXlOnNwI3AYuBM4OKy2cXAWWX6TOBjWfk+sDAijmuqfJPJEeIkSU2blGvoEbEUOBm4Cjg2M9eWVXcDx5bpxcCqrt1Wl2Wjj3V+RCyPiOXr1q1rrMySJE0ljQd6RMwHPgO8MTM3da/Laoi1A6q/ZuaHM3NZZi5btGhRD0v6cFRvYbyWdZvcJUlNazTQI2IGVZh/PDM/Wxbf02lKL7/vLcvXAMd37b6kLGuNtO1dktSQJnu5B3ARcGNmvq9r1WXAuWX6XODzXctfXXq7nwZs7GqalyRJ+zHU4LGfDrwK+ElE/LAs+3Pgr4FPR8R5wB3Ay8q6y4EXACuBrcBrGyxbT1nxliT1W2OBnpnfZfzLyqePsX0Cv99UeSZDeLFcktQnjhTXAyOlhj5gnkuS+sRAr2Gizmy7R0YAGDDRJUl9YqD3QO6poe8/0L3ULklqioFew0Sd3jrrrZ9LkvrFQO+BfJh175X3Psgt92zuUWkkSdNRk7etqaYf3PYAACcdu6DPJZEkTVXW0HvA+9AlSf1moNcwUV6b55KkfjPQe8Ax2iVJ/Wag94BxLknqNwO9hl7VwK3IS5KaYqD3wERB7f3pkqSmGeg9YdVbktRfBnoP2JQuSeo3A72GuretjbedeS9JapqBPoke7hCxkiSNx0Cvoe7DWSRJ6hcDvQccWEaS1G8Geg0TNZUb55KkfjPQa7DJXZJ0qDPQe8imd0lSvxjoNUxYQ7fRXZLUZwZ6L9gkL0nqMwO9hp51ijPYJUkNMdBrsFOcJOlQZ6DXYF5Lkg51BnoNE/Vet1OcJKnfDPQesMldktRvBnoNDzevrcFLkppmoNcw8X3oNY/zsEsiSdLYDPQ6JuzlnnU2kySpMQZ6DbXvQzfRJUl9YqD3QgnyEXvHSZL6xECvYWSCnO4E+UTbSZLUFAO9B9IauiSpzwz0GiYaWKYT5D4+VZLULwZ6DRPF9Eju+/sh+5vzkqSGGeg1TPxwls419Al6wxvskqSGGOg1dN+2Nlaz+kQ1dEmSmmagH6CxatkTXUM35yVJTTPQ66h925rRLUnqDwO9hhxnerSRkXH2N+glSQ0z0GuYKI/r1tB96pokqSkGeg3dQbxl5+6HrO/UzMfLcyvokqSmGegHaMOWXQ9ZNlEN3Zq5JKlpBnoN3Tk9Vjhnw7etbd81zIj3xEmS9sNAr2GfTnH7uW0NGDN4gyjbHfhrj4wkn71mDVfd9sCB7yxJmjYM9BomHst97/SaDdvG3+4gEr2zxx33bzngfSVJ04eBXkN3nkeMXrdvSA8OjNqAvc30B9M5rnN8G9wlSftjoB+g2TMG95nvVLqPO3w2MHagd3rBP5yBZ+wpL0naHwO9hu4wHR3KnfkZg9Wp3D1Gs/rDGUnOHJck1WGgH6AVd6zfZ74T0kODpePbGIHeWbJ24/YDfj1r5pKkOgz0GrpvVdu0bd+BZa6/axOwN8jHqqF3roPfcf/WpoooSZrmDPQa9ldLvmntZgDu3lTVvodHDej+levvZnicMd5rvbaN7pKkGgz0Gm4fdctYd8/2uTMHy+8hgIeE930P7tzvsXfu3n/a2+QuSarDQK/hrg37XvvubnbvdIabPaP6fcPajXvW1XnK2tYxxoaXJOlAGegH4Ys/WQvA9XdtZOO2amz3TrBv2zmyp9Z95wMTXzPvvuTu8K6SpINloE+gE9ijffWGe/jRqr218VlDe0/lpStWs2XHbq5cef+Ex9/ddc197A51+99/ZCS56e5NDPtlQJKmNQN9Al/88doxl9+7ecc+8086fuE+85//4V1j7vfdW+7bZ35919PbxgrlHbuHxzzOzt0j7B4e4WfrHuSaOzZw092bxtxOkjQ9DPW7AN0i4nnAB4BB4MLM/Os+F6m2ocF6343ufGArd96/lQ3bdnLdmn1DePuuYebM3Hckuqtv3/e+946v3ngPQwPBI8oIdQdbQ7/9vi38ZM1GXvSLxxGjx7WVJE0Zh0ygR8Qg8A/ArwGrgasj4rLMvGEyXv++B3fw03s28wuPPJwdu4fZsWuE73TVpg+bM/SQe9A7lhwx54Be67sr7xtz+Zeuu3vP9It+6Ti++OO1+zS537h2E486ci4zhwbYsHVXKXfVi35HuW6fmWzfNcKq9Vt57LELuGT5KnYNJ79+8uI9Xxa27xreM4Tt935WXRbYNZzMHDrwQN+0fRc7do2waMGsMddv3LqL+7fs4MRF88dcPzySbN6+i4VzZ477Gus27+CoeTMZGGNYXUlSJer0xJ4MEfE04J2Z+dwy/1aAzPyr8fZZtmxZLl++vCevv+qBrfsE+Ghnn7qES1esBuApJxzBD26ras4v/MXjOHzODABuvnvzQ0aSO+Hoedx239R5Utq8WYN7xqPfumOYgYFg9/DIPi0HAxGMZBIRPLi9+pKzcO6MahlBkowkDMTeOwKGBmPPl4igGmFvaGBgTx+F2TMGGByIPa89ktUXD3Jv34LD58wgSTL3jr7X+fxu2THM0GAwc3CArTuHGRoIdo8kh8+Zwe6REUYyGYhgoLRCdBojqmXVa+weTgYHgohqeVB/6N3hkdwzauDMrtaaveWsXjPKa49uUOl+rbG26XyV6ZzX3HMeq+U1G4j20fmv313Gib4zjST7/BsMlHPVUf871/gbdg6Xufd1Ouev+/jd5R+IvfNVS1P1GTyQr4DjNVB1XrtzrntxzMl1SBRi2poxGJz++GN7dryIWJGZy8Zad8jU0IHFwKqu+dXAU0dvFBHnA+cDPOpRj+rdiy+cw+wZA2zfte994UuPmsspjz6CmUMDnP74Y9i2c5ilR89jzswhjl0wa5+m9p9/xAKWHDGHebP2ntbM5CknHMngQLBu8w4OnzODlfc+yOr1W7nvwZ08/TFH8eij5nHVrffzs3VjB/9jjpnPHfdvYdfw3r/wA11/YAYCZs0YYNvOEWYNDbBw7gzu2bSDOTOrZd37zJk5yJYde6/LLzliDqvXV498XTB7iHmzBpk5WAXvrKFhtu0aZvaMAY6YO5ORTAYjGEkYzmRoIJg5GGzbNcz8WUN7gn5wIPaEzdDAAA9s2ckjDpvNUPlrnFR9AGYMDjBraIB7N+/gmAWzGRioHmTTCYz7hkc4ev4sVq/fxjELZu39QlCCkdj7rPn7YgcDEcybNcjWncMcc9isPUEzNFglYCeMqn+XKoiGM8kS9kMD1XvrBHMnNDuvOZ5Mur6I5J5/l85xO/vvDafcJwRHv1aW43S+VHSWdf+7d74AdALuYC65dC6xdL/Hsb5ojH79IPb8G3Sfr8777xy3bmVhvK0CHnL+ul8rus5P9+tWXyyrfbvP63ivnWXf8crbWTf636zOexhz20OkEvVwteNdNG/GwOR1VTuUauhnA8/LzNeV+VcBT83MPxhvn17W0CVJOtTtr4Z+KPVyXwMc3zW/pCyTJEkTOJQC/WrgpIg4ISJmAucAl/W5TJIkTQmHzDX0zNwdEX8AfJnqtrV/yczr+1wsSZKmhEMm0AEy83Lg8n6XQ5KkqeZQanKXJEkHyUCXJKkFDHRJklrAQJckqQUMdEmSWsBAlySpBQx0SZJawECXJKkFDHRJklrgkHna2sGIiHXAHT085NHA+A9FV4fnqR7P08Q8R/V4nuqZDufp0Zm5aKwVUzrQey0ilo/3WDrt5Xmqx/M0Mc9RPZ6neqb7ebLJXZKkFjDQJUlqAQN9Xx/udwGmCM9TPZ6niXmO6vE81TOtz5PX0CVJagFr6JIktYCBXkTE8yLi5ohYGRFv6Xd5JlNEHB8R34iIGyLi+oh4Q1l+ZERcERG3lN9HlOUREReUc/XjiDil61jnlu1viYhz+/WemhQRgxFxbUR8ocyfEBFXlfPxqYiYWZbPKvMry/qlXcd4a1l+c0Q8tz/vpBkRsTAiLo2ImyLixoh4mp+lh4qIPyr/366LiE9ExGw/SxAR/xIR90bEdV3Levb5iYhTI+InZZ8LIiIm9x02KDOn/Q8wCPwMOBGYCfwIeEK/yzWJ7/844JQyvQD4KfAE4D3AW8rytwDvLtMvAL4EBHAacFVZfiRwa/l9RJk+ot/vr4Hz9Sbg34EvlPlPA+eU6X8EfrdM/x7wj2X6HOBTZfoJ5TM2CzihfPYG+/2+enh+LgZeV6ZnAgv9LD3kHC0GbgPmdH2GXuNnKQGeAZwCXNe1rGefH+AHZdso+z6/3++5Vz/W0CtPAVZm5q2ZuRP4JHBmn8s0aTJzbWZeU6Y3AzdS/cE5k+qPM+X3WWX6TOBjWfk+sDAijgOeC1yRmQ9k5nrgCuB5k/hWGhcRS4AXAheW+QCeDVxaNhl9njrn71Lg9LL9mcAnM3NHZt4GrKT6DE55EXE41R/kiwAyc2dmbsDP0liGgDkRMQTMBXN39VwAAAU1SURBVNbiZ4nM/DbwwKjFPfn8lHWHZeb3s0r3j3Uda8oz0CuLgVVd86vLsmmnNOWdDFwFHJuZa8uqu4Fjy/R452s6nMe/Bf4UGCnzRwEbMnN3me9+z3vOR1m/sWzf5vN0ArAO+Ei5LHFhRMzDz9I+MnMN8F7gTqog3wiswM/SeHr1+VlcpkcvbwUDXXtExHzgM8AbM3NT97rybXZa3xIRES8C7s3MFf0uyyFsiKq59EOZeTKwhaqJdA8/S1CuAZ9J9QXokcA82tcC0Qg/P+Mz0CtrgOO75peUZdNGRMygCvOPZ+Zny+J7ShMV5fe9Zfl456vt5/HpwEsi4naqyzLPBj5A1cw3VLbpfs97zkdZfzhwP+0+T6uB1Zl5VZm/lCrg/Szt6znAbZm5LjN3AZ+l+nz5WRpbrz4/a8r06OWtYKBXrgZOKj1MZ1J1Ormsz2WaNOVa3EXAjZn5vq5VlwGd3qHnAp/vWv7q0sP0NGBjaQ77MnBGRBxRaiBnlGWtkJlvzcwlmbmU6jPy9cx8BfAN4Oyy2ejz1Dl/Z5ftsyw/p/RcPgE4iaqjzpSXmXcDqyLi58ui04Eb8LM02p3AaRExt/z/65wnP0tj68nnp6zbFBGnlfP+6q5jTX397pV3qPxQ9Zb8KVUv0bf1uzyT/N5/haoJ68fAD8vPC6iu0X0NuAX4KnBk2T6Afyjn6ifAsq5j/TZVx5yVwGv7/d4aPGfPYm8v9xOp/oiuBC4BZpXls8v8yrL+xK7931bO3820qJdteW9PApaXz9N/UPUy9rP00PP0LuAm4DrgX6l6qk/7zxLwCap+BbuoWnzO6+XnB1hWzvnPgL+nDLDWhh9HipMkqQVscpckqQUMdEmSWsBAlySpBQx0SZJawECXJKkFhibeRNJUEhHDVLfwdJyVmbf3qTiSJom3rUktExEPZub8cdYF1f/7kbHWS5q6bHKXWi4ilpZnZX+MakCN4yPiTyLi6vIM6Xd1bfu2iPhpRHy3PKP7zWX5NyNiWZk+ugx/23k2/P/rOtb/LMufVfbpPBf9453nTkfEkyPiexHxo4j4QUQsiIhvR8STusrx3Yj4pUk7SVIL2OQutc+ciPhhmb4N+COqIUHPzczvR8QZZf4pVCNtXRYRz6B6kMo5VCO9DQHXUD0BbH/Ooxpu88kRMQu4MiK+UtadDPwCcBdwJfD0iPgB8Cng5Zl5dUQcBmyjGnr4NcAbI+KxwOzM/NHDPRHSdGKgS+2zLTO7a7tLgTuyel40VONanwFcW+bnUwX8AuBzmbm17FfneQZnAL8YEZ3xxw8vx9oJ/CAzV5dj/RBYSvXYz7WZeTVAlqf6RcQlwP+KiD+hGrLzowf6pqXpzkCXpoctXdMB/FVm/lP3BhHxxv3sv5u9l+hmjzrWH2bmPg9OiYhnATu6Fg2zn783mbk1Iq6geqToy4BT91MWSWPwGro0/XwZ+O2ImA8QEYsj4hjg28BZETEnIhYAL+7a53b2huzZo471u+Xxu0TEYyNi3n5e+2bguIh4ctl+QdfjQi8ELgCuzsz1D+sdStOQNXRpmsnMr0TE44H/Lv3UHgRemZnXRMSngB9RPW/66q7d3gt8OiLOB77YtfxCqqb0a0qnt3XAWft57Z0R8XLg7yJiDtX18+cAD2bmiojYBHykR29Vmla8bU3SmCLinVRB+95Jer1HAt8EHudtddKBs8ldUt9FxKuBq4C3GebSwbGGLklSC1hDlySpBQx0SZJawECXJKkFDHRJklrAQJckqQUMdEmSWuD/A6BmQ+A2JAlGAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "zDqdJbHUmlGo",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 421
},
"outputId": "0fdc147f-19c5-4a45-8228-ed97a8a29631"
},
"source": [
"# STFT -> spectrogram\n",
"hop_length = 512 # in num. of samples\n",
"n_fft = 2048 # window in num. of samples\n",
"\n",
"# calculate duration hop length and window in seconds\n",
"hop_length_duration = float(hop_length)/sample_rate\n",
"n_fft_duration = float(n_fft)/sample_rate\n",
"\n",
"print(\"STFT hop length duration is: {}s\".format(hop_length_duration))\n",
"print(\"STFT window duration is: {}s\".format(n_fft_duration))\n",
"\n",
"# perform stft\n",
"stft = librosa.stft(signal, n_fft=n_fft, hop_length=hop_length)\n",
"\n",
"# calculate abs values on complex numbers to get magnitude\n",
"spectrogram = np.abs(stft)\n",
"\n",
"# display spectrogram\n",
"plt.figure(figsize=FIG_SIZE)\n",
"librosa.display.specshow(spectrogram, sr=sample_rate, hop_length=hop_length)\n",
"plt.xlabel(\"Time\")\n",
"plt.ylabel(\"Frequency\")\n",
"plt.colorbar()\n",
"plt.title(\"Spectrogram\")\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"STFT hop length duration is: 0.023219954648526078s\n",
"STFT window duration is: 0.09287981859410431s\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAcIAAAFyCAYAAABm0towAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAcK0lEQVR4nO3de7BsZZnf8e/vHI5yVxnwiICiiBfUGUVkdNSKhjh4KUUTx2BGReOtRsyME60ptYxSlZAYS9E4ZixRGcE74xUNXpBYGhNFwDAC4oUIyOUIAsrhJnD2fvJHrz22x3P27tNr9dm99vp+qFV0r179rrf77O6nn/d91/umqpAkaajWrXYFJElaTQZCSdKgGQglSYNmIJQkDZqBUJI0aAZCSdKgGQglSYNmINTcSPLEJP8nyU1Jbkzyv5M8dobnuzzJv5hV+ZL6YZfVroAEkGRv4EvAXwCnA3cDngTcsYp12qWqtsxreZK6YUaoefFggKr6RFUtVNXtVfW1qvpBkpc02eF7m2zxR0mOWnpiknsk+VCSTUmuTvKfkqwfe/wVSS5JcnOSHyY5PMlHgPsBX0xyS5K/SXJwkkrysiQ/B/5nknVJ3pzkiiTXJTktyT3Gyn5x89gNSf7DeJaZ5IQkn07y0SSbgZckOTLJd5L8uqnve5Pcbay8SvLqJD9t6vsfkxzSZMqbk5w+fryk9gyEmhc/ARaSnJrk6UnutdXjfwz8P2Bf4K3AZ5Ps0zz2YWAL8CDg0cCfAi8HSPJnwAnAi4G9gWcDN1TVi4CfA8+qqj2r6u1j5/pnwMOAo4GXNNtTgAcCewLvbco+DPg74M+B/YF7AAdsVe9jgE8D9wQ+BiwAf928jscDRwGv3uo5RwOPAR4H/A1wMvBC4CDgEcALtv0WSpqGgVBzoao2A08ECvgA8MskZyTZ2BxyHfDuqrqrqj4F/Bh4ZvP4M4DXVtWtVXUd8C7g2OZ5LwfeXlXn1silVXXFCtU5oSnrdkZB7qSq+llV3QK8ETg2yS7A84AvVtW3q+pO4C1N/cd9p6o+X1WLTZZ7flV9t6q2VNXlwPsZBd5xb6+qzVV1MXAR8LXm/DcBX2YU7CV1xD5CzY2quoRR9kWShwIfBd4NfBW4un53hvgrgPsC9wc2AJuSLD22DriyuX0Qo0xyR1w5dvu+zbnGz7sLsLF57J+OrarbktywTFkkeTBwEnAEsHtT1vlbPefasdu3b+P+fSZ9IZJWZkaouVRVP2LU5PmIZtcBGYt0jPr3rmEUaO4A9q2qezbb3lX18Oa4K4FDtneaCfZfwyjYjp93C6PgtAk4cOmBJLsBf7DCOd4H/Ag4tKr2Bt4EBEmrxkCouZDkoUlel+TA5v5BjPrCvtsccm/gL5NsaPr9HgacWVWbgK8B70yydzO45ZAkS82NHwRen+QxGXlQkqXAdi2jfr/lfAL46yQPSLIn8J+BTzWjPz8NPCvJnzQDWE5g5aC2F7AZuKXJev9igrdH0gwZCDUvbmY0IOacJLcyCoAXAa9rHj8HOBS4HjgReF5VLTVDvpjR5RY/BH7FKEDtD1BV/9Ac//HmHJ8HlgbZ/Bfgzc0Iztdvp16nAB8BvgVcBvwG+HdN2Rc3tz/JKDu8hVFf5nKXfLwe+DdNXT4AfGr5t0XSrMWFeTXvkrwEeHlVPXG167KcJmP8NaNmz8tWuz6SJmNGKLWQ5FlJdk+yB/AO4ELg8tWtlaQdYSCU2jmG0YCaaxg13R5bNrNIvWLTqCRp0MwIJUmDZiCUJA3aTGaWSWJ7qyTNj+urar9ZFHz00UfWDTfcNPXzzz//J1+tqqd1WKUdNsMp1py9TZLmw5aV5ted2g3X38Q557xv6ufvsuGofTuszlRsGpUkza0kByX5RrOE2sVJ/qrZf0Kz7NoFzfaMsee8McmlSX6c5OiVzmHaJklqoWBxcZYn2AK8rqq+n2Qv4PwkZzWPvauq3jF+cLM82rHAwxlNjP/1JA+uqoXtncBAKElqZ4aBsJlPeFNz++Ykl/D7636OOwb4ZFXdAVyW5FLgSOA723uCTaOSpOkVUDX9tgOSHMxoPc5zml2vSfKDJKeMLeZ9AL+7/NlVLB84DYSSpFW1b5LzxrZXbuugZi7fzzBahHszoyXNDgEexShjfOe0FbBpVJLUQus+wuur6ojlDkiygVEQ/FhVfRagqq4de/wDwJeau1czWpB7yYHNvu0yI5QktbO4OP22gmZB7g8Bl1TVSWP79x877LmMlm0DOAM4NsndkzyA0RzA31vuHGaEkqTpFbMeNfoE4EXAhUkuaPa9CXhBkkc1NbgceBWM1glNcjqj9Um3AMcvN2IUDISSpFZme/lEVX0byDYeOnOZ55zIaEHuidg0KkkaNDNCSdL0Zt80OnMGQklSC0XKQChJGjIzQknSYBWw2O+V9xwsI0kaNDNCSVILM199YuYMhJKk6TlqVJI0eD0fNWofoSRp0MwIJUkt2EcoSRqyNXD5hIFQktSCGaEkaeh6HggdLCNJGjQzQknS9ArS84zQQChJaqGgHCwjSRoyM0JJ0mCtgSnWHCwjSRo0M0JJUgvlBfWSpAFbA02jBkJJUjs9D4T2EUqSBs2MUJLUgtcRSpKGzD5CSdLgOWpUkjRc/V+GycEykqRBMyOUJE3PPkJJ0uDZRyhJGq6CMiOUJA1V0fuM0MEykqRBMyOUJLXjYBlJ0mCtgaZRA6EkqQUvqJckqdfMCCVJ7dg0KkkarMLrCCVJQ1ZmhJKkget5IHSwjCRp0MwIJUnTc/UJSdLg9bxp1EAoSZpeOVhGkjR0PW8adbCMJGnQzAglSe2UTaOSpKFy9QlJ0rD1f7CMfYSSpEEzI5QktdPzUaMGQknS9OwjlCQNXs8DoX2EkqTpLc0sM+22giQHJflGkh8muTjJXzX790lyVpKfNv+/V7M/Sd6T5NIkP0hy+ErnMBBKkubZFuB1VXUY8Djg+CSHAW8Azq6qQ4Gzm/sATwcObbZXAu9b6QQGQklSK7VYU28rll21qaq+39y+GbgEOAA4Bji1OexU4DnN7WOA02rku8A9k+y/3DnsI5QktbOTZpZJcjDwaOAcYGNVbWoe+gWwsbl9AHDl2NOuavZtYjsMhJKk6bUfNbpvkvPG7p9cVSdvfVCSPYHPAK+tqs1JfluFqkoydSUMhJKkdtoFwuur6ojlDkiygVEQ/FhVfbbZfW2S/atqU9P0eV2z/2rgoLGnH9js2y77CCVJcyuj1O9DwCVVddLYQ2cAxzW3jwO+MLb/xc3o0ccBN401oW6TGaEkaXqzX5j3CcCLgAuTXNDsexPwNuD0JC8DrgCe3zx2JvAM4FLgNuClK53AQChJameGgbCqvg1kOw8ftY3jCzh+R85hIJQktTLJZRDzzD5CSdKgmRFKkqbnpNuSpMEzEEqSBmv2o0ZnzkAoSWpnJ02xNisOlpEkDZoZoSRpagXU4mrXoh0DoSRpeo4alSQNXs8DoX2EkqRBMyOUJLViH6EkabjsI5QkDZ4ZoSRpsKpcfUKSpD4zI5QktWPTqCRp0PrdMmoglCS1UP1fod5AKElqp+dNow6WkSQNmhmhJKkVZ5aRJA1X0fumUQOhJGlqa2E9QvsIJUmDZkYoSZqeTaOSpKGrfl9GaCCUJLXT9z5CA6EkaXproGnUwTKSpEEzI5QktWLTqCRp0BwsI0kargIWs9q1aMVAKEmamjPLSJLUc2aEkqQWQpVNo5Kkoar+N40aCCVJrfQ9ENpHKEkaNDNCSdLUCuwjlCQNWEF5HaEkacicWUaSNGh9bxp1sIwkadDMCCVJrdhHKEkarCr7CCVJg+YUa5KkgVvsedOog2UkSYNmRihJmp59hJKkIXOKNUnS4PU9ENpHKEkaNDNCSVIriz3PCA2EkqTpVXo/s4xNo5KkqY0Gy0y/rSTJKUmuS3LR2L4Tklyd5IJme8bYY29McmmSHyc5epLXYEYoSWplxk2jHwbeC5y21f53VdU7xnckOQw4Fng4cF/g60keXFULy53AjFCSNLeq6lvAjRMefgzwyaq6o6ouAy4FjlzpSQZCSVIrVZl6a+E1SX7QNJ3eq9l3AHDl2DFXNfuWZSCUJE2tGDWNTrsB+yY5b2x75QSnfR9wCPAoYBPwzjavwT5CSdL0qvUF9ddX1RE7dMqqa5duJ/kA8KXm7tXAQWOHHtjsW5YZoSSplcUW2zSS7D9297nA0ojSM4Bjk9w9yQOAQ4HvrVSeGaEkaW4l+QTwZEZNqFcBbwWenORRjFpmLwdeBVBVFyc5HfghsAU4fqURo2AglCS1MtuFeavqBdvY/aFljj8ROHFHzjFRIEzyyKq6cEcKliStfUuDZfps0ozw75LcndGFjR+rqptmVyVJUp8MYvWJqnoS8OeMRuOcn+TjSZ4605pJkrQTTNxHWFU/TfJm4DzgPcCjkwR4U1V9dlYVlCTNt8UhrFCf5A+BlwLPBM4CnlVV309yX+A7gIFQkgao2l9HuOomzQj/Fvggo+zv9qWdVXVNkyVKkgZqkWEEwmcCty9dj5FkHbBrVd1WVR+ZWe0kSXNvkuWU5tmkM8t8Hdht7P7uzT5Jknpt0oxw16q6ZelOVd2SZPcZ1UmS1BNFen8d4aQZ4a1JDl+6k+QxwO3LHC9JGohFMvU2DybNCF8L/EOSa4AA9wH+9cxqJUnqjb73EU4UCKvq3CQPBR7S7PpxVd01u2pJkvpgSFOsATwWOLh5zuFJqKrTZlIrSZJ2kkkvqP8Io9WALwCWlrQowEAoSQNXc9LXN61JM8IjgMOq+t4SLEnqVA1kijVGq//eB9g0w7pIknpmSH2E+wI/TPI94I6lnVX17JnUSpKknWTSQHjCLCshSeqrDKOPsKq+meT+wKFV9fVmVpn1s62aJKkP+t5HONHMMkleAXwaeH+z6wDg87OqlCSpP6rJCqfZ5sGkTaPHA0cC58A/LdJ775nVSpLUC6PBMqtdi3YmnWv0jqq6c+lOkl0YvX5Jknpt0ozwm0neBOyW5KnAq4Evzq5akqS+6PvlE5NmhG8AfglcCLwKOBNwZXpJEtVimweTjhpdBD7QbJIkAaOVJ/qeEU461+hlbCN4V9UDO6+RJKlXFle7Ai3tyFyjS3YF/gzYp/vqSJK0c03aNHrDVrveneR84C3dV0mS1Cc1kKbRw8furmOUIe7IWoaSpDWoGE7T6DvHbm8BLgee33ltJEm90/cL6idtGn3KrCsiSdJqmLRp9N8v93hVndRNdSRJ/TI/c4ZOa0dGjT4WOKO5/yzge8BPZ1EpSVI/rIW5RicNhAcCh1fVzQBJTgD+R1W9cFYVkyT1w1Aywo3AnWP372z2SZIGbigZ4WnA95J8rrn/HODU2VRJkqSdZ9JRoycm+TLwpGbXS6vq/86uWpKkPhjNNbratWhnRy6K3x3YXFV/n2S/JA+oqstmVTFJUj8Moo8wyVsZjRx9CPD3wAbgo8ATZlc1SVIf9D0jnHQ9wucCzwZuBaiqa4C9ZlUpSZJ2lkmbRu+sqkpSAEn2mGGdJEk9MaS5Rk9P8n7gnkleAfxbXKRXksQAVp9IEuBTwEOBzYz6Cd9SVWfNuG6SpDk3iIywaRI9s6oeCRj8JEm/YyiDZb6f5LEzrYkkSatg0j7CPwZemORyRiNHwyhZ/MNZVUyS1A89TwiXD4RJ7ldVPweO3kn1kST1yGj1ibU9WObzjFaduCLJZ6rqX+2MSkmS+mNNZ4TwO/PmPHCWFZEk9dAamGt0pcEytZ3bkiStCStlhH+UZDOjzHC35jb8drDM3jOtnSRprq356wirav3OqogkqZ+q5+2FO7IMkyRJWwmLPV+GadIL6iVJWpPMCCVJrfS9adSMUJI0taXBMtNuK0lySpLrklw0tm+fJGcl+Wnz/3s1+5PkPUkuTfKDJIdP8hoMhJKkVhZr+m0CHwaettW+NwBnV9WhwNnNfYCnA4c22yuB901yAgOhJKmVarGtWHbVt4Abt9p9DHBqc/tU4Dlj+0+rke8yWkN3/5XOYSCUJPXNxqra1Nz+BbCxuX0AcOXYcVc1+5blYBlJ0tRGk263KmLfJOeN3T+5qk6e+PyjNXNb1cBAKEmaXrUeNXp9VR2xg8+5Nsn+VbWpafq8rtl/NXDQ2HEHNvuWZdOoJKmVWY4a3Y4zgOOa28cBXxjb/+Jm9OjjgJvGmlC3y4xQkjS1DppGl5XkE8CTGTWhXgW8FXgbcHqSlwFXAM9vDj8TeAZwKXAb8NJJzmEglCTNrap6wXYeOmobxxZw/I6ew0AoSWql5xPLGAglSe30fWFeA6EkaWqjC+NdfUKSpN4yI5QktWLTqCRp0AyEkqTBmnTy7HlmIJQkTW/y5ZTmloNlJEmDZkYoSWqlet44aiCUJE1t1nON7gwGQklSKz2PgwZCSVI7fc8IHSwjSRo0M0JJUistV6hfdQZCSdLUilYrzc8FA6EkqRX7CCVJ6jEzQknS9Mo+QknSgNlHKEkaPDNCSdKg9T0jdLCMJGnQzAglSVMriup526iBUJLUSt+vIzQQSpJa6XkcNBBKkqa3FtYjdLCMJGnQzAglSdOr/meEBkJJUivV815CA6EkaWr2EUqS1HNmhJKkVnp+Pb2BUJLUzqJ9hJKkITMjlCQN1lpYj9DBMpKkQTMjlCS14uoTkqThcmYZSdKQjfoI+x0JDYSSpFZ63jLqYBlJ0rCZEUqSplaUTaOSpGHre9OogVCS1ErfM0L7CCVJg2ZGKEma2mg9wn5nhAZCSVIrrlAvSRq0vk+6bSCUJE1tLcws42AZSdKgmRFKklooV5+QJA1b35tGDYSSpKmthT5CA6EkqZXq+bhRA6Ekaa4luRy4GVgAtlTVEUn2AT4FHAxcDjy/qn41TfmOGpUktTBafWLabQc8paoeVVVHNPffAJxdVYcCZzf3p2IglCRNbamPcCcEwq0dA5za3D4VeM60Bdk0KklqZXH2fYQFfC1JAe+vqpOBjVW1qXn8F8DGaQs3EEqSVtO+Sc4bu39yE+jGPbGqrk5yb+CsJD8af7CqqgmSUzEQSpJaKCqtMsLrx/r9tn2Gqqub/1+X5HPAkcC1Sfavqk1J9geum7YC9hFKkqY26z7CJHsk2WvpNvCnwEXAGcBxzWHHAV+Y9jWYEUqSWplxH+FG4HNJYBSzPl5VX0lyLnB6kpcBVwDPn/YEBkJJUgs10wvqq+pnwB9tY/8NwFFdnMOmUUnSoJkRSpKmVsBiu8Eyq85AKElqZSdcRzhTBkJJUgvV+0BoH6EkadDMCCVJUytchkmSNGjFIgurXYlWDISSpFbMCCVJg1WUl09o5whZ7SpoRqrdmmySWjIQ9oRflpLmlX2EkqQBm+1cozuDgVCSNLUCFsuMUJI0WP3PCJ1ZRpI0aGaEkqRWysEykqTh6v+k2wZCSdLU1sJco/YRSpIGzYxQktRCUV4+IUkaMvsIJUkDVo4a1cq6mDDbuUYlzaMCqswItQKDmCTNrxkFwrhs0BgDoaS1y+sIt6P88pekISgcNSpJGrL+T7ptIJQkTc3BMjOUtK9asr6DmszJ5Du1pX0ZmZfX0v5DY9P71jr4Iirf03H+jQ3H3AbC6uCLv4sy1hQ/15I653WEkqSBs2lUkjRoBkKtyJllJGl+GQhXMC9BbF7qIUnjygvqt6f9zDK77HKv1rXYe7f7tS5jw7rdWpexpe5oXUYXumi+6KJTvIt6LHQwEGpx8a7WZXRx/dTC4p2ty1hc7GJgWPvXstjJILcuvlTn4++0C1Ud/J3OeODgvLxX05rbjHDLwubWZdx4y0Wty1hLI0/nZdq7eclMfT/UB/Pyd7pd5XqE29HBFGtrKADNi3n5wp2XD/a8vB/Scvrwd+rMMnPMfrXuGcQkrTVz20dI5uMLNx18366lL+219FokdaHsI5ydLqYD6/c/zri1lN2aVUprh3ONbtc61q3fvVUJ++zxsNa12G/9g1qX0UXb92Lal7Gh7t66jNu4qXUZXbwf6eBHzs0Lv2hdxkIHo3lD+/ls71y4tXUZC4vtX0sXX2ZdjBpd7GIUbSejV9uP1pyXH+PdjCrePvsIt2mBhZYf7htuubB1LW7MJa3L6GTU6Lz8Wupg0u1uhnJ3EUzXTla5ll6Lujcvfx/bZ9Podqxn/fq9W5WwroPVJxYWb29dRnXw63Re1BpaXWAtfWmvpdei7vn3MXszzAjbXQdY2dC6Fn2fEb1ra6mfUdL8MCPcpnWsW9e+T6ut6mDmkHVzEpDnpTlxXoLpvNRDUjEvfaHTmt0F9S37kroYhLCug+nRuukwby8d9O918Z52Yz5+GEjqQPX/8zjDjHDPViW8dONftq7F3hvaZw0/2dx+NN5iB31zv6r2IwtvXtd+1OiNdWXrMm6569rWZczLKMktC7e1LqOTvuwu5pGdkx99dDBd17y0OnRyPXQH3x+2fSxvRoFwkWr54T5oj/Z/QA/co/0H6uKb2n/BfOPWD7cuY69dD2xdxm2/ub51GV188e/S8tKarty55Vety1jfQavDYgeBsAvpoBugixHS1UHw6GIijHmZ1IN00JIzwx85Rf8vn8gsRhIm6ypp10fYRR/jYgdZQydt347W7Jx9hBqKbv7W7zq/qo7ooDq/J9ml1q+/x9TPX1i4cWZ1m9TMZpZp+4/Xya/kLgJQF7/GuugTm5emnjlhEJPmSb9H6M8sELb9omqbUY4K6aCZpoPrCOcliBk8JHXPC+q3I637G7ror2jbTwlrK3ispc7/tcQfSlpWJ5+59kWsZXN7+cSB93hi61rcuXhL6zKuu/n7rcvYZf1ercvoYhXz9et2bV1GF7Z0MEili+ni0sHsRV004XdxWUs3A1266FNvr4v3o4trd+elHm1H4AMsLNzYuozlmRFuU9tfqPepB7auwzPvfe/WZSzs99TWZfzjje2/YH5e17UuY8/F9h+oLR18sK9d9/PWZazroO/2N4vtLyfZkPYjYO+o9j/YFjsYFbilg0DYxQTinUwe0cEPpXUdTA6/0MFcxXfc1f6H48JMu/BqfuZTntLMMsK2H8xzf31y61qce9PaGRyyppoT56R5dV6aJLtgs+ba1UXLxaz1/e9vbt/hTt7YtRQ81pI19O/S9y8A9UAHEwzM3mwzwiRPA/4bsB74YFW9rcvyu1j9VpKkmUiyHvjvwNOBw4AXJDmsy3MYCCVJ7VRNv63sSODSqvpZVd0JfBI4psvqGwglSS1Uq/8mcAAwPsnxVc2+zsyqj/B62HLFjMqWpMHoqBf6/t0Us01fhS37tnj+rknOG7t/clW1Hy25A2YSCKtqv1mUK0maL1X1tBmf4mrgoLH7Bzb7OmPTqCRpnp0LHJrkAUnuBhwLnNHlCeb28glJkqpqS5LXAF9ldPnEKVV1cZfnmMkyTNI8SvIHwNnN3fswmjL/l8CDgNOq6tWrVTdJq8dAqEFKcgJwS1W9Y7XrIml12UeowUvy5CRfam6fkOTUJP8ryRVJ/mWStye5MMlX0sxuneQxSb6Z5PwkX02y/+q+CknTMhBKv+8Q4J8DzwY+Cnyjqh4J3A48swmGfws8r6oeA5wCnLhalZXUjoNlpN/35aq6K8mFjDrnv9LsvxA4GHgI8AjgrIwmEF8PbFqFekrqgIFQ+n13AFTVYpK76rcd6YuMPjMBLq6qx69WBSV1x6ZRacf9GNgvyeMBkmxI8vBVrpOkKRkIpR3UTPz7POC/JvlH4ALgT1a3VpKm5eUTkqRBMyOUJA2agVCSNGgGQknSoBkIJUmDZiCUJA2agVCSNGgGQknSoBkIJUmD9v8BFOsAHXzt2DsAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 576x432 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "bREJi51lmor-",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 387
},
"outputId": "18585158-1cc5-410e-b8ff-60ccbe06fd4e"
},
"source": [
"# apply logarithm to cast amplitude to Decibels\n",
"log_spectrogram = librosa.amplitude_to_db(spectrogram)\n",
"\n",
"plt.figure(figsize=FIG_SIZE)\n",
"librosa.display.specshow(log_spectrogram, sr=sample_rate, hop_length=hop_length)\n",
"plt.xlabel(\"Time\")\n",
"plt.ylabel(\"Frequency\")\n",
"plt.colorbar(format=\"%+2.0f dB\")\n",
"plt.title(\"Spectrogram (dB)\")\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "HEvuOVlamskz",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 387
},
"outputId": "6beb062a-d13a-40dc-b419-c3811f9e0c78"
},
"source": [
"# MFCCs\n",
"# extract 13 MFCCs\n",
"MFCCs = librosa.feature.mfcc(signal, sample_rate, n_fft=n_fft, hop_length=hop_length, n_mfcc=13)\n",
"\n",
"# display MFCCs\n",
"plt.figure(figsize=FIG_SIZE)\n",
"librosa.display.specshow(MFCCs, sr=sample_rate, hop_length=hop_length)\n",
"plt.xlabel(\"Time\")\n",
"plt.ylabel(\"MFCC coefficients\")\n",
"plt.colorbar()\n",
"plt.title(\"MFCCs\")\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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lhoiDWm+vY0HUygDD5EO8HkPUsbraXscA3+iHaBVkz97mOgZ5TRfl9Wj9Pwis7T22uQ616ftv8/Lu53dW1T9vRzCSpGUz/kXR+47u1d3Pv9yOQCRJy6mSmW/LoK9FuT/JxcDJSS46dGNVPX9+YUmSlkGxu8conwqcBTyRyTilJEm7Tl+i/Nmq+rkkD6yqS7ctIknS8sjuHqN8cibX1Dp3u4KRJC2f6q4gMsttGfS1KN8JfBG4V5Lb+PppIQGqqpyzLEnavS3KqvrZqjoO+OOqOraqjtn4cxtjlCQtsLG3KLf8GlBV5yT51iRnASQ5KokXc5Yk7QrTXI/yPwBvBX69KzoZ+IN5BiVJWg7VLTgw620ZTBPlBcD3AbcBVNUngX8xz6AkSctj7F2v0yyYeWdV3ZVuBYUke/jGtV8lSbvYsqywM6tpEuV7k/w8cFSSxwP/GfjD+YYlSVoWVeNOlNN0vb4Q+DzwUeA/AlcCL5lnUJIkLYppLty8nuRS4K+6ouuqyq5XSRIQaqo21/LaMlEmeQxwKfAPTBYbOCXJeVX1vvmGJkladLt9UfSDXgU8oaquA0jybcCbgIfPMzBJ0nIYe6Kcpr2892CSBKiqvwMGuIy5JEmzS/KjSa5Nsp7kzEO2vSjJviTXJXnihvKzu7J9SV44zfNM06K8JslvAm/s7v874JppD0SSNG472KL8GPA0vr4gDgBJzmByQY/vAr4FeFfXGwrwWuDxwI3AB5JcUVUf73uSaRLlf2Ky6MDBCzX/OfC6KQ9CkjRqO7dwQFV9AiDffB7nOcDlVXUn8Okk+4BHdNv2VdWnusdd3u3bnCj3AK+uql/tKl4FjpzyOCRJI9d4HuUJSTb2Ul5cVRc3hvQA4P0b7t/YlQHccEj5925V2TSJ8t3AWcDt3f2jgD8FHj3FYyVJIzbArNdbqurMzTYmeRdw4mE2vbiq3tHyxNOaJlHeo6oOJkmq6vYk95xjTJIkAVBVZ83wsJuAUzbcP7kro6d8U9PMev1KkocdvJPk4cBXp3icJGkXWMBF0a8Azk1yZJLTgNOBvwE+AJye5LQkRzCZ8HPFVpVN06L8GeAtSf6RyYIDJwI/3veAon2R3PUjjm56PMD6+oHmOlYGqIP1tfY6hlh0eEEuaTPIAsoDHEuGeF8W5b0dYrGsldUBwlhvj2OAY8nCxNFeRzHAsczZTk3mSfLDwGuA+wF/nOTDVfXEqro2yZuZTNI5AFxQVWvdY54HXAWsApdU1bVbPc80S9h9IMl3AN/eFV1XVftnOipJ0shkxxZFr6q3A2/fZNuFwIWHKb+SyZrlU5umRUmXGD92dyqWJGkMpkqUkiQdTgHrI1/CzkQpSWoy9rVeN02U3dp4x1TVWw8pfzpwa1VdPe/gJEkLrnb3hZt/AXjvYcrfA/zSXKKRJC2dBTw9ZFB9ifLIqvr8oYVVdQvQfu6GJElLoG+M8tgke6rqG04kTLKXyTJ2kqRdb+dOD9kufS3KtwG/keRrrcck9wJ+rdsmSdrlDq71ulu7Xl8CfBa4PskHk3wQ+DTw+W6bJElUZebbMti067Xrcn1hkpcBD+6K91WV67xKkr5m8RfZa9N3esizgFTVG4CPbij/CWCtqn53G+KTJGlH9U3m+S/A4w5T/jbgfYCJUpK0NF2os+pLlHs3XofyoKr6SjfzVZK0yy3TpJxZ9SXKo5IcXVVf2ViY5BjgiPmGJUlaFmNvUfbNev0t4K1JvvVgQZJTgcu7bZIkjV7frNdXJrkdeF93/iTA7cDLq+r12xKdJGnh7eauV6rq14Bf67pbqaovb0tUkqTlULBeOx3EfG3a9ZrktzfcfZpJUpJ0qN2+Ms+/2vD7T887EEnSchr7yjx9iXLkjWlJkrbWN0Z5cpKLgGz4/Wuq6vlzjUyStBRq5M2qvkT5sxt+v2begUiSllFYX5Kxxln1nR5y6XYGIklaPsX4FxzoWxT9ir4HVtUPDh/OhudfP7D1TlvVsSjDrCurzVVU2j+IGaB/ZFHiYO2u9jjW15rrqAHe2yHiyNr+5jpI35SFKdViXEdimM/YAO/LAO8tq71n8S2E3dz1+ijgBuBNwF/DyNvWkiQdRl+iPBF4PPAM4JnAHwNvqqprtyMwSdJyWJbzIWe1aV9LVa1V1Tur6jzgkcA+4D1Jnrdt0UmSFlu3Ms+st2XQ2/md5EjgKUxalacCFwFvn39YkqRlsNsn81wGfDdwJfCyqvrYtkUlSdKC6GtRPgv4CpPl656fr892DFBVdeycY5MkLYFdO+u1qgaYKy5JGrtdu+CAJEnT2LUtSkmStlIsz1VAZmX3qiRJPWxRSpJmt0TnQ87KRClJauIYpSRJPca+hJ2JUpI0s2L8Xa9O5pEkqYctSklSE8coJUnqYaKUJGkTVbDuggOSJO1etiglSU3sepUkqYeJUpKkHmM/j9JEKUmaWYFXD5EkaTebS4sytc7qXV9tq2N9rT2QtQHqGMLq6k5HMJhK+zfHjGhAo9YPNNcxyOsxxGe91tvrGEIW5Pv7EK/HAJ+Pldu+0B7HPNXOjVEm+RXgB4C7gL8Hzq+qL3XbXgQ8B1gDnl9VV3XlZwOvBlaB36yql2/1PAvyiZQkLav1mv3W6Grgu6vqocDfAS8CSHIGcC7wXcDZwOuSrCZZBV4LPAk4A3hGt28vE6UkaWaTMcrZb03PXfWnVXWw2f5+4OTu93OAy6vqzqr6NLAPeER321dVn6qqu4DLu317mSglSU0aE+UJSa7ZcHvujGH8e+BPut8fANywYduNXdlm5b2c9SpJ2km3VNWZm21M8i7gxMNsenFVvaPb58XAAeB35hGgiVKS1GSe51FW1Vl925P8JPBU4HFVX+vMvQk4ZcNuJ3dl9JRvyq5XSdLsGrpdW8couxms/x34waq6Y8OmK4BzkxyZ5DTgdOBvgA8Apyc5LckRTCb8XLHV89iilCTNrID1nTuz6P8ARwJXZ3Lq2vur6qeq6tokbwY+zqRL9oKqWgNI8jzgKianh1xSVddu9SQmSknSUqqqB/dsuxC48DDlVwJX3p3nMVFKkpqMaA2RwzJRSpKamCglSdpEDbPCzkIzUUqSmtTIm5SeHiJJUg9blJKkJiNvUJooJUltdvA8ym1hopQkzWyIFXYWnYlSktRk7LNencwjSVIPW5SSpCZ2vUqS1KNG3vdqopQkzWw3rMzjGKUkST1sUUqSmjhGKUlSj/WR973OJ1F+9Q7yiQ/Npeq7I3v3ttexp70OVtJexxAfxNXV9joywLEM8fVziPdlCGsHdjqC8Vkd4N/SovzN7b+zuYq1L93aHsccFbYoJUna3C5YmcfJPJIk9bBFKUlqUKyPvElpopQkNSmvHiJJ0uFNJvPYopQk6fBq/NejdDKPJEk9bFFKkprY9SpJ0iaK8S+KbqKUJM2uxn+ZLccoJUnqYYtSktRk5EOUJkpJUhuvHiJJ0iaqylmvkiT1GfsSdk7mkSSphy1KSVITrx4iSVIPxyglSdpE1fhnvTpGKUlSD1uUkqQmI+95NVFKktqMfa1XE6UkaWZV5axXSZL62KKcwR2f+xL/99V/2FTHrR//ykDRtFk9qn2+055j21/mIeJY2ZPmOvbcY7W5jqy2H8uRxxzRXMcQsjLAa3pk++djz5Ht78vqEUPEMcBnfYA4VvYM8Dkd4L1du+tAcx1H3ffY5jrUxhalJKmJLUpJkjZTMPI8aaKUJM2usEUpSVKP8V9my5V5JEnqYYtSkjQ713qVJKlfVc18a5Hkl5N8JMmHk/xpkm/pypPkoiT7uu0P2/CY85J8srudN83zmCglSTM7OJln1lujX6mqh1bVvwb+CPiFrvxJwOnd7bnA6wGS3Ad4KfC9wCOAlyY5fqsnMVFKkpZSVd224e7RTPI2wDnAZTXxfuC4JCcBTwSurqovVNUXgauBs7d6HscoJUmzq+bTQ05Ics2G+xdX1cXTPjjJhcCzgVuB7++KHwDcsGG3G7uyzcp7mSglSQ2aF0W/parO3GxjkncBJx5m04ur6h1V9WLgxUleBDyPSdfqoEyUkqQm81xwoKrOmnLX3wGuZJIobwJO2bDt5K7sJuAxh5S/Z6uKHaOUJM2s2NFZr6dvuHsO8Lfd71cAz+5mvz4SuLWqbgauAp6Q5PhuEs8TurJetiglScvq5Um+HVgHrgd+qiu/EngysA+4AzgfoKq+kOSXgQ90+/1SVX1hqycxUUqSZreDCw5U1Y9sUl7ABZtsuwS45O48j4lSktTERdElSdrU+BdFN1FKkmZWBbW+vtNhzJWzXiVJ6mGLUpLUZOxXDzFRSpKaOEYpSdJmapCrgCw0xyglSephi1KSNLOD16Mcs7kkys8d+2AuOuttTXXc55n3bo7jqKP3NtcxRNf7/jsPNNexttYeyBDjCAf2rzXXsf+u9tdjiDjWDgxQxyCvx/7mOg7sH6KOAT6nA7y3+2+/q7mO9bX292WIUx5W9qw21/HIMx/eXAe8cYA6Nrde4z49xBalJGl27dejXHgmSknSzAon80iStKvZopQkNfE8SkmSNlOwPvK1Xk2UkqQmYx+jNFFKkmZWFDXy00OczCNJUg9blJKk2XkepSRJ/UyUkiRtqka/hJ1jlJIk9bBFKUmaWTlGKUlSvyGutLLITJSSpNnZopQkqY8LDkiStKvZopQkzayAdbteJUnaRDmZR5KkHuVkHkmS+jiZR5KkXcwWpSRpdp5HKUnS5ooa/WSeVA3/TSDJ54HrB69YkjSLb62q+82j4iTvBE5oqOKWqjp7qHjmYS6JUpKksXAyjyRJPUyUkiT1MFFq10hy3yQf7m6fSXJT9/vtSV630/FJWkyOUWpXSvKLwO1V9cqdjkXSYrNFqV0vyWOS/FH3+y8muTTJnye5PsnTkrwiyUeTvDPJ3m6/hyd5b5IPJrkqyUk7exSS5sVEKX2zBwGPBX4QeCPwZ1X1EOCrwFO6ZPka4OlV9XDgEuDCnQpW0ny54ID0zf6kqvYn+SiwCryzK/8ocCrw7cB3A1cnodvn5h2IU9I2MFFK3+xOgKpaT7K/vj6Qv87kbybAtVX1qJ0KUNL2setVuvuuA+6X5FEASfYm+a4djknSnJgopbupqu4Cng78ryT/D/gw8OidjUrSvHh6iCRJPWxRSpLUw0QpSVIPE6UkST1MlJIk9TBRSpLUw0QpSVIPE6UkST1MlJIk9fj/XwzQCmwfuP8AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 576x432 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
}
]
}
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