Skip to content

Instantly share code, notes, and snippets.

@hushell
Created October 27, 2020 17:33
Show Gist options
  • Save hushell/af328ffb38b556394d00c3b54d52ec46 to your computer and use it in GitHub Desktop.
Save hushell/af328ffb38b556394d00c3b54d52ec46 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"import numpy as np\n",
"import librosa\n",
"import librosa.display\n",
"import IPython.display\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"LS_dir = './LibriSpeech/'\n",
"LS_md = './train-clean-100-rand10-test.csv'"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>speaker_ID</th>\n",
" <th>sex</th>\n",
" <th>subset</th>\n",
" <th>length</th>\n",
" <th>origin_path</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1502</td>\n",
" <td>F</td>\n",
" <td>train-clean-100</td>\n",
" <td>225120</td>\n",
" <td>train-clean-100/1502/122615/1502-122615-0009.flac</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1502</td>\n",
" <td>F</td>\n",
" <td>train-clean-100</td>\n",
" <td>226080</td>\n",
" <td>train-clean-100/1502/122619/1502-122619-0011.flac</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1502</td>\n",
" <td>F</td>\n",
" <td>train-clean-100</td>\n",
" <td>226080</td>\n",
" <td>train-clean-100/1502/122615/1502-122615-0015.flac</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1502</td>\n",
" <td>F</td>\n",
" <td>train-clean-100</td>\n",
" <td>227840</td>\n",
" <td>train-clean-100/1502/122619/1502-122619-0015.flac</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1502</td>\n",
" <td>F</td>\n",
" <td>train-clean-100</td>\n",
" <td>227920</td>\n",
" <td>train-clean-100/1502/122619/1502-122619-0020.flac</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>308</th>\n",
" <td>374</td>\n",
" <td>M</td>\n",
" <td>train-clean-100</td>\n",
" <td>256960</td>\n",
" <td>train-clean-100/374/180299/374-180299-0040.flac</td>\n",
" </tr>\n",
" <tr>\n",
" <th>309</th>\n",
" <td>374</td>\n",
" <td>M</td>\n",
" <td>train-clean-100</td>\n",
" <td>257360</td>\n",
" <td>train-clean-100/374/180298/374-180298-0001.flac</td>\n",
" </tr>\n",
" <tr>\n",
" <th>310</th>\n",
" <td>374</td>\n",
" <td>M</td>\n",
" <td>train-clean-100</td>\n",
" <td>261040</td>\n",
" <td>train-clean-100/374/180298/374-180298-0047.flac</td>\n",
" </tr>\n",
" <tr>\n",
" <th>311</th>\n",
" <td>374</td>\n",
" <td>M</td>\n",
" <td>train-clean-100</td>\n",
" <td>261760</td>\n",
" <td>train-clean-100/374/180298/374-180298-0048.flac</td>\n",
" </tr>\n",
" <tr>\n",
" <th>312</th>\n",
" <td>374</td>\n",
" <td>M</td>\n",
" <td>train-clean-100</td>\n",
" <td>275360</td>\n",
" <td>train-clean-100/374/180298/374-180298-0041.flac</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>313 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" speaker_ID sex subset length \\\n",
"0 1502 F train-clean-100 225120 \n",
"1 1502 F train-clean-100 226080 \n",
"2 1502 F train-clean-100 226080 \n",
"3 1502 F train-clean-100 227840 \n",
"4 1502 F train-clean-100 227920 \n",
".. ... .. ... ... \n",
"308 374 M train-clean-100 256960 \n",
"309 374 M train-clean-100 257360 \n",
"310 374 M train-clean-100 261040 \n",
"311 374 M train-clean-100 261760 \n",
"312 374 M train-clean-100 275360 \n",
"\n",
" origin_path \n",
"0 train-clean-100/1502/122615/1502-122615-0009.flac \n",
"1 train-clean-100/1502/122619/1502-122619-0011.flac \n",
"2 train-clean-100/1502/122615/1502-122615-0015.flac \n",
"3 train-clean-100/1502/122619/1502-122619-0015.flac \n",
"4 train-clean-100/1502/122619/1502-122619-0020.flac \n",
".. ... \n",
"308 train-clean-100/374/180299/374-180299-0040.flac \n",
"309 train-clean-100/374/180298/374-180298-0001.flac \n",
"310 train-clean-100/374/180298/374-180298-0047.flac \n",
"311 train-clean-100/374/180298/374-180298-0048.flac \n",
"312 train-clean-100/374/180298/374-180298-0041.flac \n",
"\n",
"[313 rows x 5 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(LS_md)\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>speaker_ID</th>\n",
" <th>sex</th>\n",
" <th>subset</th>\n",
" <th>length</th>\n",
" <th>origin_path</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>6415</td>\n",
" <td>F</td>\n",
" <td>train-clean-100</td>\n",
" <td>252240</td>\n",
" <td>train-clean-100/6415/100596/6415-100596-0017.flac</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" speaker_ID sex subset length \\\n",
"47 6415 F train-clean-100 252240 \n",
"\n",
" origin_path \n",
"47 train-clean-100/6415/100596/6415-100596-0017.flac "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"F_audio = df[df['sex'] == 'F'].sample(1)\n",
"F_audio"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>speaker_ID</th>\n",
" <th>sex</th>\n",
" <th>subset</th>\n",
" <th>length</th>\n",
" <th>origin_path</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>294</th>\n",
" <td>4014</td>\n",
" <td>M</td>\n",
" <td>train-clean-100</td>\n",
" <td>266480</td>\n",
" <td>train-clean-100/4014/186175/4014-186175-0027.flac</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" speaker_ID sex subset length \\\n",
"294 4014 M train-clean-100 266480 \n",
"\n",
" origin_path \n",
"294 train-clean-100/4014/186175/4014-186175-0027.flac "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"M_audio = df[df['sex'] == 'M'].sample(1)\n",
"M_audio"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>speaker_ID</th>\n",
" <th>sex</th>\n",
" <th>subset</th>\n",
" <th>length</th>\n",
" <th>origin_path</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>136</th>\n",
" <td>7302</td>\n",
" <td>F</td>\n",
" <td>train-clean-100</td>\n",
" <td>255200</td>\n",
" <td>train-clean-100/7302/86814/7302-86814-0018.flac</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" speaker_ID sex subset length \\\n",
"136 7302 F train-clean-100 255200 \n",
"\n",
" origin_path \n",
"136 train-clean-100/7302/86814/7302-86814-0018.flac "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"F2_audio = df[df['sex'] == 'F'].sample(1)\n",
"F2_audio"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>speaker_ID</th>\n",
" <th>sex</th>\n",
" <th>subset</th>\n",
" <th>length</th>\n",
" <th>origin_path</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>57</th>\n",
" <td>6415</td>\n",
" <td>F</td>\n",
" <td>train-clean-100</td>\n",
" <td>260400</td>\n",
" <td>train-clean-100/6415/111615/6415-111615-0015.flac</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" speaker_ID sex subset length \\\n",
"57 6415 F train-clean-100 260400 \n",
"\n",
" origin_path \n",
"57 train-clean-100/6415/111615/6415-111615-0015.flac "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"F1_audio = df[df['speaker_ID'] == 6415].sample(1)\n",
"F1_audio"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"import pyloudnorm as pyln\n",
"import soundfile as sf\n",
"import os\n",
"import IPython.display as ipd"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [],
"source": [
"def read_sources(metadata_file, pair, n_src, librispeech_dir): \n",
" sources_list = [] \n",
" length_list = []\n",
" # Read the source and compute some info \n",
" for file in pair: \n",
" absolute_path = os.path.join(librispeech_dir, file) \n",
" s, _ = sf.read(absolute_path, dtype='float32') \n",
" length_list.append(len(s))\n",
" sources_list.append(s)\n",
" \n",
" max_length = max(length_list)\n",
" \n",
" for i in range(len(sources_list)):\n",
" s = sources_list[i]\n",
" sources_list[i] = np.pad(s, (0, max_length - len(s)), mode='constant') \n",
" \n",
" return sources_list"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [],
"source": [
"def compute_gain(loudness, renormalize_loudness): \n",
" \"\"\" Compute the gain between the original and target loudness\"\"\" \n",
" gain = [] \n",
" for i in range(len(loudness)): \n",
" delta_loudness = renormalize_loudness[i] - loudness[i] \n",
" gain.append(np.power(10.0, delta_loudness / 20.0)) \n",
" return gain"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [],
"source": [
"# max amplitude in sources and mixtures\n",
"MAX_AMP = 0.9\n",
"# In LibriSpeech all the sources are at 16K Hz\n",
"RATE = 16000 # NOTE: this was 4000 (might be a bug)\n",
"# We will randomize loudness between this range\n",
"MIN_LOUDNESS = -33\n",
"MAX_LOUDNESS = -25\n",
"\n",
"\n",
"def set_loudness(sources_list, target_loudness_list): \n",
" \"\"\" Compute original loudness and normalise them randomly \"\"\" \n",
" # Initialize loudness \n",
" loudness_list = [] \n",
" # In LibriSpeech all sources are at 16KHz hence the meter \n",
" meter = pyln.Meter(RATE) \n",
" \n",
" sources_list_norm = [] \n",
" \n",
" # Normalize loudness \n",
" for i in range(len(sources_list)): \n",
" # Compute initial loudness \n",
" loudness_list.append(meter.integrated_loudness(sources_list[i])) \n",
" \n",
" target_loudness = target_loudness_list[i]\n",
" \n",
" # Normalize source to target loudness \n",
" src = pyln.normalize.loudness(sources_list[i], loudness_list[i], \n",
" target_loudness) \n",
" # If source clips, renormalize \n",
" if np.max(np.abs(src)) >= 1: \n",
" src = sources_list[i] * MAX_AMP / np.max(np.abs(sources_list[i]))\n",
" \n",
" # Save scaled source and loudness.\n",
" sources_list_norm.append(src)\n",
" \n",
" return loudness_list, sources_list_norm\n",
"\n",
"\n",
"def check_for_cliping(mixture_max, sources_list_norm):\n",
" \"\"\"Check the mixture (mode max) for clipping and re normalize if needed.\"\"\"\n",
" # Initialize renormalized sources and loudness\n",
" renormalize_loudness = []\n",
" clip = False\n",
" # Recreate the meter\n",
" meter = pyln.Meter(RATE)\n",
" # Check for clipping in mixtures\n",
" if np.max(np.abs(mixture_max)) > MAX_AMP:\n",
" clip = True\n",
" weight = MAX_AMP / np.max(np.abs(mixture_max))\n",
" else:\n",
" weight = 1\n",
" # Renormalize\n",
" for i in range(len(sources_list_norm)):\n",
" new_loudness = meter.integrated_loudness(sources_list_norm[i] * weight)\n",
" renormalize_loudness.append(new_loudness)\n",
" return renormalize_loudness, clip"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"def mix(sources_list_norm): \n",
" \"\"\" Do the mixture for min mode and max mode \"\"\" \n",
" # Initialize mixture \n",
" mixture_max = np.zeros_like(sources_list_norm[0]) \n",
" for i in range(len(sources_list_norm)): \n",
" mixture_max += sources_list_norm[i] \n",
" return mixture_max"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [],
"source": [
"def generate_mix(pair, target_loudness_list):\n",
" print(pair)\n",
" sources_list_max = read_sources(\n",
" df, pair, 2, LS_dir)\n",
" loudness, sources_list_norm = set_loudness(sources_list_max, target_loudness_list)\n",
" mixture_max = mix(sources_list_norm)\n",
" renormalize_loudness, did_clip = check_for_cliping(mixture_max, sources_list_norm)\n",
" gain_list = compute_gain(loudness, renormalize_loudness)\n",
" return mixture_max, sources_list_norm, gain_list"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['train-clean-100/6415/100596/6415-100596-0017.flac', 'train-clean-100/4014/186175/4014-186175-0027.flac']\n",
"(266480,) (266480,) (266480,)\n",
"[0.30952287960057545, 0.9240826857154528]\n"
]
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mixed, sources, gain_list = generate_mix([F_audio.iloc[0]['origin_path'], M_audio.iloc[0]['origin_path']], [-33, -25])\n",
"print(mixed.shape, sources[0].shape, sources[1].shape)\n",
"print(gain_list)\n",
"ipd.Audio(mixed[:48000], rate=16000)"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['train-clean-100/6415/100596/6415-100596-0017.flac', 'train-clean-100/4014/186175/4014-186175-0027.flac']\n",
"(266480,) (266480,) (266480,)\n",
"[0.43573105216061575, 0.9240826857154528]\n"
]
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mixed, sources, gain_list = generate_mix([F_audio.iloc[0]['origin_path'], M_audio.iloc[0]['origin_path']], [-30, -25])\n",
"print(mixed.shape, sources[0].shape, sources[1].shape)\n",
"print(gain_list)\n",
"ipd.Audio(mixed[:48000], rate=16000)"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['train-clean-100/6415/100596/6415-100596-0017.flac', 'train-clean-100/4014/186175/4014-186175-0027.flac']\n",
"(266480,) (266480,) (266480,)\n",
"[0.7748515516823005, 0.9240826857154528]\n"
]
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mixed, sources, gain_list = generate_mix([F_audio.iloc[0]['origin_path'], M_audio.iloc[0]['origin_path']], [-25, -25])\n",
"print(mixed.shape, sources[0].shape, sources[1].shape)\n",
"print(gain_list)\n",
"ipd.Audio(mixed[:48000], rate=16000)"
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['train-clean-100/6415/100596/6415-100596-0017.flac', 'train-clean-100/4014/186175/4014-186175-0027.flac']\n",
"(266480,) (266480,) (266480,)\n",
"[0.7748515516823005, 0.3692229172173965]\n"
]
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"execution_count": 136,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mixed, sources, gain_list = generate_mix([F_audio.iloc[0]['origin_path'], M_audio.iloc[0]['origin_path']], [-25, -33])\n",
"print(mixed.shape, sources[0].shape, sources[1].shape)\n",
"print(gain_list)\n",
"ipd.Audio(mixed[:48000], rate=16000)"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"-0.59894454"
]
},
"execution_count": 98,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sources[0].min()"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"-0.1886685"
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sources[1].min()"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PolyCollection at 0x7f8aa50bb370>"
]
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"librosa.display.waveplot(sources[0][:1000], sr=16000)"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PolyCollection at 0x7f8aa5f014c0>"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"librosa.display.waveplot(sources[1][:1000], sr=16000)"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PolyCollection at 0x7f8aa6297df0>"
]
},
"execution_count": 104,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"librosa.display.waveplot(mixed[:1000], sr=16000)"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f8aa527c460>]"
]
},
"execution_count": 105,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(range(1000), sources[0][:1000], 'g--')\n",
"plt.plot(range(1000), sources[1][:1000], 'b--')\n",
"plt.plot(range(1000), mixed[:1000], 'r')"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The normalized distance between the two : 46532.49189758301\n"
]
},
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f8a9bd71070>]"
]
},
"execution_count": 115,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from dtw import dtw\n",
"from numpy.linalg import norm\n",
"\n",
"mfcc1 = librosa.feature.mfcc(sources[0][:48000], 16000)\n",
"mfcc2 = librosa.feature.mfcc(sources[1][:48000], 16000)\n",
"\n",
"dist, cost, acc_cost, path = dtw(mfcc1.T, mfcc2.T, dist=lambda x, y: norm(x - y, ord=1))\n",
"\n",
"print(\"The normalized distance between the two : \",dist) # 0 for similar audios \n",
"\n",
"plt.imshow(cost.T, origin='lower', cmap=plt.get_cmap('gray'), interpolation='nearest')\n",
"plt.plot(path[0], path[1], 'w') #creating plot for DTW"
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['train-clean-100/6415/100596/6415-100596-0017.flac', 'train-clean-100/6415/111615/6415-111615-0015.flac']\n",
"(260400,) (260400,) (260400,)\n",
"[0.30952287960057545, 0.5342133080429216]\n"
]
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"execution_count": 138,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mixed, sources, gain_list = generate_mix([F_audio.iloc[0]['origin_path'], F1_audio.iloc[0]['origin_path']], [-33, -25])\n",
"print(mixed.shape, sources[0].shape, sources[1].shape)\n",
"print(gain_list)\n",
"ipd.Audio(mixed[:48000], rate=16000)"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The normalized distance between the two : 46881.898696899414\n"
]
},
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f8a9bc6af10>]"
]
},
"execution_count": 122,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAAD4CAYAAAAq5pAIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAABWfklEQVR4nO29eZRV1Zk2/ux7i0FQFCFQDDIjkwUooxBRwKyk0ZhIXMYMtknbDokmfibd6U7s7sT01/1LVn/9JbadRVptv2CabuKAMzKIwGIWkElERFARjUDiHIWE4vz+qHruee573zoUCvdWFftZi1WXM+z97n3O2e+73zEkSYKIiIiWj1ylCYiIiCgP4sceEXGCIH7sEREnCOLHHhFxgiB+7BERJwiqytlZhw4dkk984hPwLAAhhJJjuVyuwXOHDx8GANTW1gIA/vjHP5a0xWP826pVq8I1PEZaWrduXTjXpk2bonZIh15v2wGAfD5fdN+hQ4dKztlrAODgwYMAgD/96U8l/fF6jpe08bj9bdvmffzrneMc8i8AVFVVFdHC/wPpHHB8jbXoWDrZv0e7pU37IS36PHkuixbvudjrLY0Kvdb2p/NqnzHp1Wt4n46vMeA7QvD55HI55PN57N27F++//37pB4Myf+yf+MQn8JOf/MQdICdEz51yyikAil9+gh/ZW2+9BQB49dVXC+f44fLYK6+8AgDo0qVL4Rqe46T36NGjcK5fv35F7bRv375w7sCBAwDSB6r98jq+hG+//XbJWDp27Fg0XgDYuXMnAGDPnj0AgHbt2hXO8foPPvgAANC3b18AwGmnnVbSNtG2bdvCb95n6QaADz/8EADw7rvvAkjnEgA6deoEADj55JOL/g+kL9zvfvc7AP4Ly2P67Dp06FB0zR/+8IeS+zgvpPe9994r6bdz584Aip8nz7FfXUj4kfG57N+/v3CO7xHpVBp5jO+ILuxcMNivLjxsgwuz98zZJufce8e9BWzfvn1F4zvppJPQrl07TJ8+Ha1bt8awYcNK2iHK+rHX1tbi/fffLzxIoJRz6MrFF5PX6IvKF2X79u0AgF27dpW0yQ+RD0IfJNvih6YvOj8CflD6YfEc6XzhhRcK54YOHQog/UB0IeAL6r0ce/fuBQC88847AOoWRYIvyu7duwGkL5l+0FyUOG6+ZED68vOjV1Ci4Mv05ptvFs5xAWA/Oj+8jy+/ckrSwLb0mdkXWhcJfpBWksl6Lvqxc86tNKfnOBbOt7bJ90/ngPSSFm2T82klNiB9tnwOXCj1mbFN0qJc30q077//fuEcr+cz6N69O2655Ra0a9cOP/vZz9wFlCjrxx4REXHs0LFjR9xyyy3o1KkTfvrTnxYk2IYQFXQREc0QHTt2xI9//OPCh04JNwtl5ext2rRBnz59XEUQRRaKJ0Dpfkrvo6jbtWtXAMXiP3+/8cYbAIBTTz0VADB48ODCNRSZvX2RFd9VjCctnjhNsY1inJ7jfp7XqEKQ7VPcHDFiROEcxX+KiaST4qfS9PrrrwMo3sPr3g4o3jeSToqk7B9Inwfp1nMqtmsfCj4rT0nJeVHdBJ8j2+JeXfv9/e9/DyCdw+7duxfO8Rlzi6jvEefM0wHZrYzOj1WcKr18LvZ90DFwvOxX7+f1FNF1a8t3g1s4jo3Xt23bFj/4wQ/QqVMn/PM//3PhQ//www/dZ0FEzh4R0czQr18/9OzZE7/4xS8axdGJsnL2XC6Hk08+OZOzq+KKqx6PKfcmx/FMWWyTf7kynn766SXX8JwqQazJTTmBNUkpFyWdnqnQKqBUoaPafvt//qaShxzA0zZzLMqdrELQ4+zkJDr3/E2JwONc9q/+tppsoFSqUY5FDk6Jhec8MxnbUYUrnwPP6btiuZ0+T09qtDR52nj7bugzZ1v2PdS5J6wFByi1AqnC9fTTTy+MlVyeCCG4Wv0CzQ2eiYiIaHIIIWDUqFEAfAtLFsrK2f/0pz9hz549RauodWLQ1ZPmH656eh9XvZdffhlAsZmLqzr3sFwZ+X8gnSiaWtSeS5rIZfQcj3EFpV5A++HK/Nvf/rZwjrRzTDpu0sJVWunkfHC/Snr1QZMWtesT5IxWn6Ag5/NeHh07wTF4nJ392f0ukHJrckxPP8O/vE91Exw79766B6Zkxv51LOSo7E/NebyOY9A2+Tx4Ts1anHPS6Tnj8JmTNm/PzjEp1+f7QymONIYQcNFFF2H06NH4r//6L2zZsqXEKcg63Sii6S0iohkghIBLL70Uo0ePxgMPPIBZs2YddRtRjI+IaOKwH/oDDzzw0dopZ6aa008/PfnUpz5VJI5bhYIn2lEEVfMERSs6Eqgpi+6u1m9ZxTBuA9RNliB9FImGDBlSOEdaduzYAQBYvXp14RwVJxQTVQE1fPhwAKkop55aVoRVMZ7zQ3F2wIABRX0BqfjO+VHPMp6jSKpz+NprrwHwfc3plsnnwW2Etj916lQAQK9evUr641x7HnC8huZPHSfnQBVPBMdMEViVYjxHenWcFLH5jmjbVuxXhSDng3+tIhVI3xF9nty+kQZeo2ZEu62iIlTH0qpVK4QQcN111+HP/uzPMHPmTNx9990AgP79+xddy3HOmjULe/furbxvfEREROMRQsCNN96ICy+8EDNnzsTMmTM/Vntl/djff/99LF++vEihw1WPK6py+oEDBwIAunXrBiANFAFS7nfhhRcCSP3SAeCss84CkK6sW7ZsAZByYwCorq4GAJx//vlF/wdSDkQ6lbNzJX7ppZcAFPuxcwzkiuocU1NTAyDlKsoJSCf97JUrkQuOHDkSAHDBBRcAAM4444zCNeRKDEzRsVA5RA6gCtD169cXjUUlERs7oFyN8zthwgQAQO/evQvnqLyjYk8VmOybY9LnwXMM9KFkoNybTiaUvPR+tmmdkIBUEqH5UrmoVSiqpEuJxzP1WaWmPjO+m3zvOCde23QmUocv9jN27FgMGzYMc+fOxdq1azF06NCCZMdnYCWguXPnoiFEzh4R0QQxceJEnHnmmVizZk3mB3w0KOvHniQJamtrizi7dTjwHG6UGxE27lnbJDezzhC6+nJF5znPfMQVmX+BdM9NTqCmKasjULMROZVnUrJuwbpvbCh0U00sHJeVSLQt27+OgVCpitd5phzriOI5pLBtpYXHSKf2b8fAfpUbWl2K169nRiT3I4fW+2y/Xp4AT39gQ3HVKctKCZ5ZjrTwWqX3U5/6FM4880ysWLECK1eudJ8137vGuC4TURsfEdGEMG3aNAwdOhRPP/00Vq5ceUzbjh97REQTwbRp0zBixAg8/fTTePrpp495+2UV46uqqgpKFj0G+AkCKBrRZKJiH80YXqohimm83voqA6UilopKNguJ9ksFnb1Gx+AljOC4bMosIBXN1HxoabHbHC9rCkV13XZwDqmU0u2D/gaKRWaruNI5sCK6zr1N96XzY5VZuq3idbyfY9GtBY95pjfOjycyW3q97QP/apvW21B91O2z1jbtu8G/XuqqQ4cOIYSAz3zmMxgxYgSWLl2KzZs3F12jY+KztR6DnIMoxkdENFGEEHD11Vfj7LPPxtKlS7F06dLj1lfZo97atWtXtMJxteQK5XEJG0kFpIoyj7PbFdUz65HzeBKFjXrzorq8+GerMPISFHoRcVYZ5UVl2T48ScRzKLGc1pMIvHHaudf7LLdXWnidR4vlonrO+q9bxZNe76WesvH+HrxxWonCSwppHX4UnvLXpu3ylJwhBIQQ8PWvfx2TJk3C4sWLsWTJEgDZik9KY54kcvjw4czxR9NbREQFQIeZCy64APfff3/BJn88UfaPPZfLFXEryzl0RafJg3+9+8gR1OmDXN+aTnQPxmPcy6oro5UMNFqJ13lxyKSd/arzBtugJJPl2KF7d5uQk/fpeDkXpM3LOGNdP/W3tze0JlG9z45PTVPW3VVpIVfi+LzYes88Ruie2cLSq2MhnVYaBEqlRm/PzrHonFspQeeAY27IvTeEgJtuugmTJ0/GQw89hMcff7zg4q20exl6SYN9fzl2T3IsnG/wTERExDFHCAHf+ta3MHnyZNx3333HzGGmMYgKuoiIMoEf+oUXXoj77rsP9913X1n7L3ve+HfffbdI1OBvq0wDUh9hryoJI6Y88cse85RTVkzUtq1yyqPXq+hB8ZTHVLSz4rCKxVZJ6Sl0rMLKSz9k00wBqSKH51Q5ZcVFzzTEflSEpZhqU3Rp33aLoNfzmIrlHJ9Nn6X0sm2b4gtIt0AUa3UOrdLKE9U9BV1W6ilLg865HWfbtm0RQsA3vvGNAkd/7LHHcNJJJ7nzZPvQObCpz2z1oCwxPnL2iIjjjBACrr/++sKHXm6OTjSKs4cQbgbwlwASAFsAfB1ANwCzAXQCsB7AlUmSlNomBLW1tXjzzTfdFdIr28OIMq8GmjVBqAOLdaLw0i+zPzpqqFME2/LMRzZlkJeEkFxKub5NX+SZzkifxt1bJxM7bksD4Cc/9Gqn2WOeqdBeq+eyEk56/utWWehJINYpxEus6SUZtQ5Q3vzwXJa5NKtOnjdOb17VNBlCwLXXXospU6Zg9uzZmD17NgC/ypGlgW3rWKwzWFbNP4sjcvYQQg8A3wYwOkmSswDkAVwB4KcAfpYkyQAAbwG4+khtRUScSAgh4JprrsGFF16I//mf/yl86JVCY/fsVQBOCiH8CUA7AL8FMAXAl+vPzwTwIwAzshqpra3FO++841bmtPtdoHRfqv+3Dgueu6LdqyvHtK6bXhSa56BgHTo8s4iVDJROr6adNb15rr92lfeu8RxuLKdUrmYlEZ0D61CiXJj92EwsOgbPzVZNT9qH0mmlDJ1fy4V1DqwjS5bbrMcNPVdlwttXW+lNx3LgwIGCw8wFF1yAWbNmYdasWa5k6jn6WFdjnV/OnWe+pKNOQzjix54kyWshhP8DYDeADwEsQJ3Y/naSJJztPQBK8ztFRJyACCFg+vTpGD16NGbPnv2RkkMeDxzxYw8hdATwOQB9AbwN4D4An2lsByGEawFcy//ncjl3H+aBq55X4CCr6AJXPet443E1T9PPtry9JX97+czsXjLLQuAVnvAcQuw5b0W393kVRb0CFnZes7Txnguvt+/0rm8IXuYWG/Cj19gKrwpr7dCxWAuBPs/GxIN7FpSsvfNll12Gc845B/feey8eeOCBwn06lqxCJPb98SQRr98joTFi/IUAXkqSZH89AXMATARwWgihqp679wTwmndzkiR3ALijfkDly24ZEVEBTJ48GUOGDMHixYsrpnVvCI0xve0GMD6E0C7ULTVTATwHYDGAy+qvuQrAw8eHxIiI5gH90BnU0pTQmD37mhDC/QCeAXAIwAbUcerHAcwOIfzv+mP/2ZgOGzLpeOYNe49n+sjqI8t8RGRtI7LOeW3aMXhivGc2sv14qZg8pVZjYOfOM695bdpjnjKtMcjaymTNQUN0HAs0ts2s52/njh/62rVrSz50z2npaMblXZvl6NMQGqWNT5LkhwB+aA7vAjC2MfdHRLRkTJgwAQMHDsTatWuxdu3aSpPTIMoeCGMrTWY5aFjzhucQ4sWVW1dLz63TKuY8JYinILHXe2PhX68yp6fs4bi8Nm2/noLPjsXjpp77qVXuZCnovGqqnnLJKjc9N2RPsdcYxVOWi6ptM0v5p21bpy5vDjwFL+dj4sSJGDBgANavX48NGzagqqqq5P3xJKEs5bM9lqWwtYrlGPUWEXEcMHr0aPTt2xebN28u5OBvyijrx96+fftCsQPCBsBkrcgau8tiAsxpp8UaWCiAThSMK/biy3m/1m63qYO16ALP0SlCSy2xSANXbS0qcNpppwFIg0i83GosYuCZhkgfx6lx4pwfzp3G33Ol5/3qOMOxs1yRlxOADkIqVTGAhfcrLaSX41WJgO1zfFr+ic+I88k5UUcozic5n5aW4nxqoQuChRg4B/p8OWc2X6GC49X5GTVqFLp3745du3Zh3759Re8B2+K8MO2zJ3Fx3N67wnni/3UM3lhCCG4N+EKfDZ6JiIhwMXjwYHTv3h0vvfQSdu3aVWlyGo34sUdEHAX0Q2fZrOaCsorxJ598Ms4777yiY1Z890w8XqQYRSWKkp53HcUvLy2V7aOhpICAnw7LS2dMsctTsGWZWqxvvCp0SLuXOphgf3a8QKlyU+eJojpFSBVTueXhFkaruLI/r2qLVUp56bs9sdiKnzbGX4/xfVDR11N8Elb56z1PHvNMk7yGH/quXbsKH7pnFuZcc8tFOnV7xrFrSmnC+vnrFtN6cOrW9PDhwzGePSLi42LkyJGFD705ie6KiqSSViWINbHoOSomvGIETJZPJYgqnqxSiUoeVvoEUq5GjqVKJlurm4ozIOUcrNSqBRmooGM0mCqgeM6jhdeTFuWipJPcmv2pIspG9elYbDVUryYe+9fMMZw7tuXF5lPxpHXO2J+XYtmmbVbOzOdnI740T4GNFNPa5FaS8KLI+My0TdufZ5abMGECevfuja1bt2Lr1q1F59iPKhIJKorZn84vf3uc2Cbt1Gdtcx5kxf9bRNNbREQG6DCzcePGQknt5oqyf+ys5EpY5w3vnHXUAEqz1yhnt2YUr+IlV1tyJa/Qga01DqR7Jd6v56wZUWuw79+/H0C6WqvZiHTaPGx6Pfd4WeWYSLc3F9Z5BCg1OykXtuZH3VNbs5hyNc6HjXkH0jnz8vdZBypyKB0L285KH+4VZrD5CfS52H5VKpoyZQoGDhyI1atXY82aNW41V8LLlcf+PJ2RLSPmwSssQjo9HU4ul3NNh4XzDZ6JiDiBMXnyZAwePBjr1q3DmjVrKk3OMUH82CMiDBjUsm7dumbhGddYlL2Ka5cuXVwzl5eeh4oJivFeckeKcmoyoWKPIg3bUS8nmix4TsU365usChKKaF71FRWt7X1URrFfr64axb3u3bsXzpEGmsA8jz9rXlNFkE2/rGJfr169AKTKQr2vZ8+eANK51+0K54djUkWbjVnwPO84B55ij+I451JFZz5z6/0IpFsuT0HF/kiTbjtsurCJEyeiV69eeOGFF/C73/0OvXv3LmwlPJHb89O3SjsvYapNpJGVjEQVijzGd9zOT/Sgi4hoBMaNG1f40Ju7Ms5D2Tl7p06dXAcEm3gSKFUS6X3Wb95yVSA1tVBJpCY04sUXXyzqH0hXTzpFsB29juYxdWogB6C0oT7NBFd09bd/9dVXAaQcXqUFgtyM96viipzVixMnyF28aDtPOuLcc36Vq1FiUSUjQQ7rxd9TGuH49FnbWm+cV+2Xz5H369wTHmcnvV4hCLY5duxY9OrVC6+88gr27t2LU089taSYhdLC39bJRdv04j0sbB06oOFUZECpw5YthhFNbxERGRg1ahR69eqF7du3Fy3sLQ1l/9hra2tdzpNVxCAre42XbpfchX+55/H2ya+9Vpc6T1ftgQMHAvCrqnLv6pWrYpvkBFmFFXQOsuK8bapsb29qHUq0bZue2jvnzQ/7IedRScKWkvLSeHvPmPd55lLLBXlOpQf247kFc848l2NbIVh1PyNHjkTfvn3x7LPPYuvWrUV6FluXXd8xKympxEQaqJPg/Hqx8p4uxSbP9NJxN5RPIcv0Fjl7xAmLc845B3369MGmTZvw/PPPV5qc446ooIs4IaEf+ubNmytNTllQVs5+8OBBvPzyy27+bZuaCchOskjRiOKeV0117969AIBXXnkFQLH4RrGpW7duJW3v3LkTQGqSUh9sKlIY9cRrAWDHjh0AUoWXjpMiHZVpaiKhkpD0cmuhNL/88stFNKoSj/R5OdOpLPLml21T8+yJohyvxgBwfOxH55DmJutJB6SmMqsw09+kj8/1jTfeKGmbcQa9e/cunCMtXoUfzjlF+/Hjx6NPnz5YsWIFFi5cCCDdGnj+9t52xdaN0+dpK+VYn379zW2SKhv5HDjP6oXI3w2l79JxW0QxPuKEwqRJkzBo0CCsWLECK1eurDQ5ZUVZP/b9+/fjl7/8ZWZKaF39aJ7iCqfRYOQ0w4cPBwCcccYZhXP8TdMXV2ENTaRZbcKECSX3k4OQ+5955pmFc6SFnJUpnQBgxIgRAFKups4xNTU1Rfer4omcjvTt3r27cI5t8di4ceMApKmWgHQ1p/+9mvUImh2Vm65btw5Ayn2Vu5B7UnJhBBcADBs2DECdpxlQzGFJL2nRsdgoREpcQPps+RxsLT4dF9+RZcuWFc6Ri5IzK4errq5GCAFf/OIXMWjQIKxevRrr1q1D69atS+LfvdgBPjOdV74bpE8lH0qE1ANwTlRCZb98j/h+AOlc8x3Zvn174RznZ9CgQQBKlZTqGGUROXtEiwdrr40YMQLLli3DM888U2mSKoKyfuy1tbV4++233dhoL2Uxua9X44vcwavfZeuFWZOPgntSL5ab3MEz8fCvniNXsdVjgWIOBRS7QPI6ckPPLdjGRKsTRlYGGM6nTUqpx2zKZCDdA3N8ytlthJnSy+dpswwBpaY+dZclrN7BixQjtG1yQcvZtMji6tWr8cwzz7hzZ2vcA6V6Ds+c6KUp55yRlqwU1rxG6eZ1WRWGPRPukRA5e0SLBcsmjx49Gk8++WQh8cSJimh6i2iR4Id+3nnn4cknn8SiRYsqTVLFUVbO3qlTJ3z5y192k/oRKk7RFEVobvgpU6YUXa8iEkVXK+r36JGWkKfYRMWQ3m/NF5rsgG2pstC2SYWbbjts4gaNvKJ4SxpUWUhQEcg50XljW3T1VBMRxUtbxhpIFUmeVx6Vm5wzL/qMIqRuSazHn3qdUVlHOlVJyW0C54DKQk3fRXjedTTrsSrKV7/6VXzyk5/EI488UlDk2WQSCptEU8fgbTdsglSvgg2Vol6EGq/n+PSZUXy3+ecB4PXXXy9qS5WquVzOjREpnG/wTEREM0QIAVdeeWXhQ3/00UcrTVKTQVk5e9u2bTF48GA3zQ5XSC91MKGKFcZbc5VXKYCrH1d+Oq2o4oorKjmexmvb6CovOotciiYqoDR+Wc0x1nlCuQWlBLapHICc1Tq3KDe1kVc6FqvA8VJeWU4CpLH/ffr0Kepfx0nHIh0L2+C86HPhOKmwUgmG47RVVJSz09mItKhJlI4zF110EWpqarB8+XJs27YNAwYMKChO2bYXs5CV3JFz7UljNr01kM4dpQ2bywBIJQk+T33vSZ+tgAOkzlU0WyrXz+VyrqKxcL7BMxERzQzTpk1DTU0NVqxYgRUrVlSanCaHsnJ2rxaVTcmrKyRXcC+bB1dUzz2Q55jK2UsmyFWae2E1jXEl5V7Ly2xCbqY02aIJao5Rbqt9KH1eRVqbNtkrRJFVrdb2p/1ac5xXi8yLPLRcyXPntC6jOs6sbCpZIPezGWNCCJg2bRqGDx+O5cuXY/ny5W7lU86dcr+sOvQ2P4DOj83Io+esqc2r1Grb9PRY3ntkE7PaiLisePbI2SOaNUIIuOyyyzB8+HCsWLECy5cvrzRJTRbxY49otuCHPmbMmCi6NwIVqQiTZR5QMYS+yF6VD0+01370ei8pIEU5KpKUJpaD9pJJUHynaKbiF7cJPKeiu81drrBeUaokovhO8x/H4Jl6vFpm7M968CmoOPKUO146K5toQrc5dlvmpXLiM8uq9sJznhdi69atEULAFVdcgTFjxmDBggVYtWoVgHRedJ6zkld4lWDsOW8rY33jtU3r6edtA2wef++bIE3qccp+vChGb/umiJw9otkhhIAvfelLGDt2LBYsWFAIU43IRlk5ez6fx6mnnuoqEWxlDqBUeaamM5o1vGobVOxZZwjlMryPKag0GSXNQDShqF84lX6eI4pNR6WRaXQIYlu6ClvJw4ubZls0OXqKNl7rte0piaxiUJVp7IdKSo34shVsFGzLMxHa2n36rDn/TErJZ67jJFebPn06ampqsHr1amzbtg09e/YsvA8cu84B3xv+9aQF0u0l+/R81Hkd+9F5tamrea2aVHm9l8LMSmhe4lLOvZrzYtRbRIvCJZdcgpqaGqxcuRJr166tNDnNCmXn7B06dHDNDFypvESB5Di6MtLhgKum7l242pG78H510OBqyXa04AA5O7mwcn0b0aRONbbGl95HjuXVk7dZd9QNlGPhOEmbruA2gaPOhRfRRlh3UH0upJ36A52frKSGfH6elOKlfiY4P9RRkJvq+3Duuedi8ODB2LhxI3bs2FFU9IPP09uzW6cWlWA497xP9SVZ+3Jb6ET7s67JlChUZ2RNqDpOqydRCZVzT1psCmrtw6JRe/YQwmkhhPtDCM+HELaFEM4NIZweQlgYQthR/7fjkVuKiPho6NmzZ6H22qZNmypNTrNEYxV0twGYlyTJYAAjAGwD8LcAFiVJMhDAovr/R0QcF5BjMc9fxNHjiGJ8COFUAJMAfA0AkiT5I4A/hhA+B+CC+stmAlgC4G+y2jp8+DDef/99tyKMp7Sh6EpxSpUu9LlWsYuguGZNESrKUvyxpiIgFaO8nN7WVKLiGxWKbEuj9Cj+ewok61+toi9FOCoS7TZC7/NEdpv0wjP9eeYnm49/z549hXP88KxXH1BaKUXnlb7w1iffGxfptCL4SSedVHgvvBzvhFfdxkuCYrcWah7jfTZXu/72cvXzHaEy1yvFbb3jdItqk63oloHvlFXw8Xpr9lM0hrP3BbAfwP8LIWwIIdwVQmgPoGuSJEzA9gaArt7NIYRrQwjrQgjrOPiIiIjyozEKuioA5wD4VpIka0IIt8GI7EmSJCEEt6BVkiR3ALgDAPr375+89957RdzbOhcorB+wwqbpVccO6wNt/bX1nFcR1DpfaNsyrqJrgVIlmJpqyK1tNRU9xzEpnWzDOp0oR+IYPMcQwpqYgHTubQw6kI7dW6DZn1VAAakk4tU5s1zQ85u3z5V/lUYbCwCk8+Ep6KyU4sWOezXbLDwfda+aDvvmXPBaT6lqTaN6zpMorLPSsXaq2QNgT5IkrEh/P+o+/r0hhG71RHUD0HKLZEVUFO3bt8eIESNw4MCBIrt9xNHhiJw9SZI3QgivhhAGJUmyHcBUAM/V/7sKwE/q/z58pLY+/PBDbNmyJdMZw9szedFcNKvR5KJmNabZtdVJNSUvV8ghQ4YA8AsdsE11quF+MUtaYOJI5b5MK81+Nc7bxk1v27atcI77Ys4FnVvo9AKkpjrSok4YHAvnwsscwxhp5dA2WacX9cY03KqbsK6wGtPPDDVsSz9cy+lUorjmmmuQy+Xwm9/8Bvv37y88T51Dm4jTc3ay+iE7H0BxrXlyeb6vypl5H12i1SxHyYEuzt6+nCC9OvfWAUrnic+6V69eRTQ2Bo21s38LwKwQQmsAuwB8HXVSwb0hhKsBvALg8kb3GhHRSEydOhXt2rXDnXfeGbn6x0SjPvYkSTYCGO2cmno0nTGePSs+V0GO4Wkl+ZsrqmYtGTx4MOku9AsU542jEwf70Px0dr+o58ityUWV63OVJ/dnlhcg5cRcyZWDsB9ykI0bNxbOcd/H/vr16wcgXdn1PnJRddPlB0Ju4VkWeEwlAnIMK3UAqVadhQ20SAQ5Mq9XDm2PaWknckPSoK7KBw4cwOmnn16Qwggtr8y2s94nzrlyQ1v1Vd9NclY+M8/yw/tVwrNln71gIqtfUamBDk2UyrRtPncW6lDpMYSQ6S4bA2EimixCCGjfvr1rLow4esSPPaJJIoSAMWPGoHPnzoXCkxEfD2VPS3XSSSe5CjqKSnrOpuxR0YeiMkUtJpnUYwQTI6p4RfFYxX/CmvPU/5iimFeXjSIU7/NMjBTRVLyl+M/EmF6KZIro7NdLreQlRuRvL/0RtzVM5Kjx99zeUKmkpkm2SW82zwmItKji1EYKetFnIQSEEPDJT34SPXr0wKJFiwoBL7yfY1ARluf4fHTu+U7ZLZH+5rvF7Z2C41UR2SrvdItp49A95yOb2kufGeeFz0x94xmLwX51a1FVVZWZtyBGvUU0KYQQMGnSJPTp0werVq2KkW3HEGXn7K1atSpSgtgkhF5SPo+zc5X1ItrIGakAIudSDkTOOn/+fADFyjT2S2WRKvbIOdimcnZyGkoCKklYzq5jIbfmX+VK/G2romrb5LqcC16rY/Yi4shBeI26xBLk7B7HoyJR77MVZRU0L3n12d977z3kcjlMmTIFffr0wbx587B69eoi0x2fJ+dXFYo28aia16iY47vlpf9mW8q9OS9WiQeU1hhUzmwjOLMUdF4RDFsjTtumxESzo5rs2rRpk2mxiHv2iCaBXC6Hz372sxg8eDAWLVqE1atXV5qkFoeyi/E2Sw25Nldm3VNyRfVisa3rpVdqiVyBbWt8OVd3ckjuq4DUvOGV2LHFJTwphWPwKssSymF5HTkWc+ABKVeyaaa1X678lFbUeYNcxdOTENyrq0RhOaXSz3PkzCrd8DrOk+5l2Q+fD59dLpfD9OnTMXjwYDz11FNYv359Ye+p+1X+tllidMwcgzpn2UxAXsVeL1efTYft5WFgPyql2Ln2Kq5aU6iX345zqXPAZ0yalJO3atWqxElIEffsERVFLpfD5z//+QJHX79+faVJarGIYnxExcAPfejQoUVa94jjg7JzdhuZY2OMVQSieOpFc1Fh5IlBNtUPRS4vMonwIrA82G2IVwkkqz8vbt+mKlZFjo3gU9HX3m8jx4B07jwx3vr3q+hOkdvzvc5KsdzQNg1IFaeHDh1CLpfDlVdeiaFDh+Khhx7Cs88+C6B0m6I02WhEVbhSjLfVVJQmWxkGKH3WXuprLxV0Vjq1LC8+S1MWvd43QZHeRnRyfFl9Rs4eUXbwQx85ciQeeughLF26tNIknRAoO2dPksRNJe2lJ7bx3ap44qpulVtA6htuzU7qNEKFHBVg6pxABRBNWmri4artpbe2tKkjik1wqdKK9dlWByGu4PSJ59hUaUhJwJqYgFJlj849+/EUXpwfr4AEj3nOInyOnBflzLW1tQVl3JAhQ7BgwQI8++yz6NSpU2F+bE06T/HlZaqx2Ym8WvOcc5V8eB+5tj5PG5Oh7ybPkU6VMmxEnCdR8D7GVqg0RwUij6l5zmbPURyThJMREccCuVwOl156KYYMGYKFCxfi6aefrjRJJxTKnkr6tNNOc/cV3v7Pljry0gOTu3hZS8h92Z9ydnIFrpRqerMcXc/Z3GEaYcYVnecYww6k7qfWzVfv80oeceVnP2xHORB/k06vzJClHyiNHddxsj9PWqAUZavsAqXpl8nx1DNuw4YNePPNN4ui5fg82BZpUo7Hd4OcT+eAdHq59uz740W98RqVxqzjlrcvZ5vK2SnN8D1kO16eOY5bJVNeTzrVoYn3eZw9n89ncvZoeos47tAPfe3atQVPwYjyIorxEccV9kPXLDwR5UVZOXttbS3eeuutzILxes6mpfK85PiXaZyBVBx95ZVXAKRpl9SDjimDKOKrsofH6IGn4i23AhTb6CMPpGIX6VZFG8VaipsqnpJORr2pKEZRcOfOnQBSMdkT420CBx2LTY8NpP7V/KvbB+sJpwk87PyoiM9nRF/3adOmoU+fPli4cCE2bNhQNCbtj/1QhKUYr/NLkZnjVdHXHtN3hSI621aFF2nwKu9akdnzoGM/6r9ut2XcDnoKPqvEUzp5TJWcfFe8LUkul3Mr8RbON3gmIuJjIJfL4eKLLy4o46LDTOVR9qi31q1bF61wXHXJDVXRQeWU51vM1Y4BE6+++mrhHFd5iozkJKpMYz+MydYVkhyI3F5Nb+TQ5DzKCc466ywAqQSxePHiwjkqfsh5lLPTt5zjGzduXMl9HAsTOehc8BrP99v6uKuSiFFkXpJHxg4wwaVGn/H50UnGRtLl83nceOONGDRoEP7jP/4DDz74YNHYrQMMkM4rFZg22k9BhZVKatbJRf3JyWk9cyDhxUFYc7ByTetT7xWlYFu8Vv3YOV7qL/R+Pj9bDRZIpT8rkQB1zyEr6i0q6CKOKfL5PG6++WZMmDABM2bMwMMPHzHpcESZUNaPvXXr1ujevbvL2Qk9R87KlU1NdjY2WkHuwH0UOZ5ydnIqcg7NDsPrrIlJwWNaz9uaFPU+u5/XPRrPWWcVIF3lacaz6bH1GnJ7r1oqOYByfV5HLq6ci3t0m7EGSJ+RFyv/13/91xg7dix+/etfY9myZUVppr1qpha2PronVfGZ6/MkTeRs2g4lFrblueB6ZZOsKVXnzrpGezoUy+H1ufB+pjBXRx9rDvaqzvKvvgetWrXKLBQS9+wRxwT5fB7f/va3MXbsWMyaNQtPPPFEpUmKMIgfe8THBj/0c889F7NmzcK8efMqTVKEg7KK8VVVVejSpYubVNKr+ZZVzZKiIE1ZKoJa8Yk5yPkXKDXDqDhE8ZuillfPzSqbgFR0JE2e6Oulh+J1vF/FeJsOiuP2KqDaGmHaD4/p1oIKUOs/r2PgXzXnacLHXC6HG264ocDRlyxZgrZt2xaeh84B+7bVW4BUCUt6be02IH3GFJPV243z6lU35XbDRrEBpdVXPHHai2Ljc+BceMkobbUXFfVtfT9VTNsquWpG5DPTajg6lqx6b5GzR3xk5HI5XH311YUPPXL0po2y+8afcsopbmy1t7JSaWZTMgGl0T+66lrzA7mEcgIb46wcxPq/K6zvtyqQyIXJLZRDE9bBQ9u0JhdtgwpFzwzENsk5vGqs3lg4Z5xLbZNj8M798Y9/RC6Xw1/8xV9g1KhRuOeeezB37tyitr10YXacqqhj+zbPgHJhm8BRFW1WKant2Oo2nuLUU2xZqUidcWyiVJ1zPjPr0OTFypNuL4WZlSz0t+cb7x1TRNNbxFEjl8vhi1/8ImpqavCb3/ym5EOPaJoo68eeJAkOHTrkug16JX5oOuOKrOYUroh2FQRSDmCdN3Tl46pLDq2rPe+jiUdXVl7P1VvHYjPNeHXDPHdZ6zyhXJRzYOtx6/6PtHgck9zIzon+JudR7kb9Bmkj58rlcvj0pz+NoUOH4v7778fSpUvdIhqcJ50DOsHYCDU7ZiB9Hl70mt1n65htIlKgWPoCiiUCK8WpqdBKBF6SUK8yq80mxLGpow+v4f1etCffdx0L58VmamIbWXv2yNkjGg36ug8aNAgLFizAU089VWmSIo4CUUEX0SjYD33NmjWVJiniKFF2Mf7w4cNuDTQvsijrHNvwRFeKpRSDPLHa5qRXUS8rZRUVZRRv1TeeIhn78xRtNu2SXueZhmx0FZWMOoc2IYaXZIFzoiI3+6HIraK0JpMIIWDixIkYMGAAli1bhvXr16OqqsqNXmSbXsIGm2TDS8VkFVeeP7pNw6X3cyw691b5xihIoDSFmKe8s+8akM61l5aMc8D7PSVgVmllq6jVebYehqoYZCLPhhDF+IhMhBBw/vnno0+fPli2bBk2bdpUaZIiPiLKHvXWUGUU+xdIV02udLoacgX2/I5tRBK5i3IZu+oqeJ3nG2+lBnVusdd7Ch3+9UxKnlnOplb2TERWMaicwEpH2i/nzONOTA7JD3358uXYsmULcrlcYQ7oc67chTR4Y7EmKI/TcZyeidHWTFNpjM/a+rPrOClR6PNk+54DlTVzqWTJfrzoM2vO9RTENk209XHXayz39voH6p5ZVi37uGePcJHL5XDhhRcWMsxs3ry50iRFfExUxPSm+0272mdl2lDYiCsvBbXN5qGrvU3Xm1ULTR19bASe54xDpx4vksqrRWY5h/bXUFEKz9HCG4vlICqJeGmXefz8889H//79sWLFCmzevLlIN0FzHude7+fzs7Hc+lvNeIRN8+w5iHAMXmEGKxl6Zla7l9ZzXpt8HlZaUTqtFKnXWa6tNPEc71fJ1H4Tnru2J20cCXHPHlEEW3uNyTIimj+iGB9RQKy91rLRaM4eQsgDWAfgtSRJLg4h9AUwG0AnAOsBXJkkSaYMTt94FZWsOKyiDkVCijWego0ilpe+yJpHVHzjMUYRaUom9kNxVdu2PvyqcKTSjgogFZmZIMLzLGMb9FpTBZL162cSS682mFedhB54nnjMc71790YIAePHjy+Y17Zs2YK2bduWVN7Rfkiniuo2jkHngP0x6YSKxZxjW9NOx8ntEcervurcltE0qtsO0sDrNWLMeg/q3NmUU7rFZPsck8ZBsC3Oj62uo2PguFVUz6ojZ8ek3oAhhGOmoLsJgOYB/imAnyVJMgDAWwCuPoq2IpoQQgg477zzCh96NK+1TDSKs4cQegK4CMA/AfhOqFt2pwD4cv0lMwH8CMCMrHYOHz6MP/zhD67SxjOBcdX0VlaumrxGV3lyUXJKRs+pEwY5gJc40kZVKWcnDWybCRmBUl9mTS9MRw72o7RQyrCVbIDSFFDk7OpnbRNjqoKP4+OcqNRQXV2NXC6H8ePHo3fv3liyZAmeeeaZojHYyDil06Zm0nExVbfSSd94GzEGpM+P13vJM8nZeY1GMZIG9qsJMvn8mG5cuTd94XmNrYqq17NtIJ1jz3nIVhLyqusSXkpyW51GHWls5V2bwjpL0dxYzv5zAN8DQHmiE4C3kyRhy3sA9HDuQwjh2hDCuhDCOs3zFlF55HI5fOlLX8KAAQOwfPnywoce0TJxRM4eQrgYwL4kSdaHEC442g6SJLkDwB0A0KNHj2Tu3Llu/XCukB735h5R7+MKRvuvVhrhqkfusHXrVgAo1AAHgH379gFAod6YRjuRo+/ZswdAcYYbcjzez6T9QMq1uR/Xc+QKpEklER4jx9L7GN3EFfy5554DUCwZcE9nE1cCpRlyiHw+j6997WsYPnw47rzzTjz88MNuFBnvp24DSLkm51kTP1pHEl3gN27cCCCdO+WwHDPv9+oBcgw8x1TYQDqfnGfl0KTXOuwAKbdnv17dOr6Tune20ZaegxC5da9evYquVfD9VemR11Hi0+fCOaDUoLqCgwcPZtZnb4wYPxHAJSGEaQDaAugA4DYAp4UQquq5e08Ar2W0EdGEkM/n8aMf/QiTJ0/G7bffjvnz51eapIgy4IhifJIk30+SpGeSJH0AXAHgqSRJvgJgMYDL6i+7CkBMEN4MwA99ypQpuP3223HvvfdWmqSIMuHjONX8DYDZIYT/DWADgP880g2tWrVCt27dXI8gz/vLekWpGE+R7KWXXgLgi0i///3vAaQiOsUpBcVNFattuWGtI0exmteoXznb0EolBEVJj06K6DZphvZH0ZDKH68CiWdipFhXW1uLfD6Pf/iHf8CkSZMwY8YMPPHEEzjllFMK13tiqlcum3NPpZ9nRuQ5VdDZ1FE6F9yW2Og8bZtbAh5T33grausWgWPgfUqT9W5TcdyK6t57a/8CpQk1vZz9pJPjVnptSWqPJs6FmowPHTrkKgEL9zZ4xkGSJEsALKn/vQvA2KO5P6JyyOfz+Lu/+7vChz5nzhzXnTei5aLsCSdPPfXUIiWCjb/Vc9bRJiuySFdNmiyo9PDiiWnOoLLI41xetByv8yrR2JTQShOVfLxPaaGiyUuRTO5AzkVTn9JrY/KVy3zwwQfI5/O4+uqrMX78eNxzzz1YunQpOnXqVGiT3EW5hHXs8NIv8z41/1gHH1V82so1XqyCjWLU5KG8xkvVTWmKc+/F5nuVWimheXkG2D779RJ52hh7pcFGQaoyjfPKsag0xjm0+RiAVFqlpKj3dejQoSSqVBF941s48vk8rr32WowZMwYzZ86MlVpOYJT1Yz906BD279/vxgwTXqYazxxj94Ze1JHd4yk810nCZoXxaqdxZeVKq/RxtVVzCrmutxclveSQypWsQwe5r5dWWzkP+7jmmmswZswY3H333XjssceKOAG5mlf5lByVbavpzu6BvYIMHItKBKSZc6f7S/7mXNsa50CpOU45ni3a4BVdsFlelD6vcIXVFXnvkZd23Jr4OK/6jlpXWH2eVrLU74XP3ybf5LGsdNKRs7dQsIDDqFGjMGvWLDz22GOVJimiwohRby0Q9kOPlVoigDJz9gMHDuCFF15wkw7YxIpAdlI+inQU49UX2iYboCecFz3EY9YTCUhFPK23RnGL4pSKmRSLPR9sq1TyvAi57VAFEs/ZaC5VTmkO/Hw+jx/84AcYNWoUfvWrX2H27NlFY1FxnHPHMSi93MJ4ySEpZlLpqB50nAN6j7366qsldNprtU2+B5xfNXtan3rdJtmElVnQubNbEs80aqPf9L6smnScV9Jk/diBVMT36vNxnPo+8JlZZSfb9N5xInL2FoR8Po/vfe97OPfcc/GrX/0Kjz/+eKVJimhCKCtnz+VyaNeuXdGKzhXKq5lFpZbnVMPVkz7byjUaSlms/t02lbQqSGw6IFVc2RhuVXhRAWTr0AEpZ+Z9qtAhB/D8mkk72+KYbBx9Pp/HTTfdhPHjx2PWrFlYtGgR2rZtW9KmJy1xfDpOjoVmKx0LaaeUoNKCrbOnZkTbtyrM+DysucpL/01u6jnzeFzYxth7lYIbUnjp9Xofn4PndERYxaAq/+xz8aoIc770HOfTS+3VqlWrqKBr6WB9dNrRFy5cWGmSIpogyvqxt23bFoMGDWq0S6zlEl5lTjrFeA4z5DiUEHr27Fm4hlyM0XLaNvei1g0VSPdd3MdnxaUrTVytvRTWvI+rfffu3Qvn6JRi0xqrhHDdddehpqYGCxYswO7du9G/f/8Ser2MM+QSlLR0v2elIt03EqRBXY1tXXbl7DZCTGmxEW3sX/MFsB/PYYf9cAyqw7H18rysMJ6rso1G1DmwCSO1Tb4bVh+gUgP75Ri84h3ee0T6OD6bdnzDhg1oCJGzN2OwbHJNTQ0ef/zxzAcdEVGR+uyeS6xNvwsUay+B4pWRKz+5tlffuk+fPgBKK18C6UpOTbJKFDzHVddzDKF7pu6Z7H7J2/9ZDq9jIIdVbkgphXRyJc/n87j44osxaNAgrFq1Cq+99loh0Ef1HnQassE2ANCtWzcAqVZbx0KOyjFo7LhNIa3PjJzdy+Bic7HpOVuCitKOPhfOBedOA44ojfF65cKUEG0KbKCUi6pURfrYlloGSKcXRMTnyfn0UovzPeJzVc5OeM5cfI4NFeiI7rItDLlcrvChP/XUU3jxxRcrTVJEM0A0vTUz2A99/fr1lSYpopmgrJz98OHDOHDgQKYYr2IJRTuvaoZNGeRVUeH9Vqml13iVUgiKaJ7JhPTqfVk1uqjIy6pWa50p9HdVVRVyuRwuuugiDB48GAsWLMDTTz9dNAdeAkjS4kVn8RjFTM/86Pm/U5T0xHge88yJ1pzmpRnjXHDuvDpnXvotW/XF81W3kXw6ZtLt+b97Zjmb5kvFeDufWVWOSIsqo3mfrSILlMY/KA4cOBCdaloCcrkcLrnkEgwZMgQLFy4sfOgREY1F2Tm7TYpnOZ1XW9xbrclRyS10taYihxyIChavEAQ5rnIuKoeo9FHTm63QytTO2j7HomY5Kn54v3JRjpl06rn27dsjhICLLroIffv2xapVq/Dyyy8XuffaCqjK2cn9rNIISLkTFVde2mZyEuXC1qFEwbF4EXw284vnSGLr3amjD98bz0mFx7woMpvxRZ+nda5SkE5ydB0Lz3lOWbyOc2ALmgDpXHOcqrC1Nea8iMOGXMmz6rNHzt7Ewfroffv2xZo1a4oy5EZEHA3Kbnpr3759Zuyv58pIKHfhub59+5aco1vsjh07AKQBJsr9yRXogKL39+hRlwKfaaaVQ5ML8q+u9nbvPGTIkMI5mli8TDU06ZCbku5cLofPfvaz6Nu3L7Zv34533323MF4vtt/LtmLTW+t9HINXRINzQDrVlMW5o4lQ+7NBRLoXpZThlceylXbZn3JvXs/ne8YZZxTO2Rrzyg2ts5LSZGvFa3/8zTFpSnG7N1YphX2rJGlptFWE1XWYtFCCUhO0lXJtcRU7D4poemuiYAGHYcOGYd68ea7IHBFxNIhifBMEP/Thw4dj3rx5WL16daVJimgBKCtnDyGgTZs2brSSV7HS1k5TEdTGdauCxEbCbd++HUBxdRKKTzbBIZCKsBTbVBlmk1eqgs4qkNRjjwqyrCofHOtXv/pVDBs2DPPnz8eqVauK+vXotUobFavpQ+1VNeG8cpwqxlsPQb2PWxHep8oijoVt6/bIRrSpOE1RmbRbsV7b5vNVT8OsCDUbo+71a0VnpcEzI9qquOo9af37qWTUZ2aVdl7CSS+9NeM7PKVfCMGtmUhEMb4JIYSAiRMnolevXpg/f37k6BHHFGX92A8ePIidO3e60Ws85jlhcIVTBRs5u+eIwpWYXJd/1b+b97N/9Ynmqs1VX1d7Kl2YaJJFKoDUD51clJVbgZTDeqa3ffv2IZfL4YILLkCvXr3w61//GnPnzi26jtKGTVypYyCHVU5LesldlEOTJmbyUQ5o65Z73JCc1nM24TEvuwtpV7Oavc9me9Fr+Nczy3kVfylpcS5V4cW2PLMc59FG5Gn7HvclDbzPxgsoLTaeXvuhVKNjsWY55eT5fD7TgSdy9iaAXC6HT3/60xg4cCCeeOKJwoceEXEsUdaP/YMPPsDGjRszc8EpbNED5RLkrFzZzjnnnMI5RmzZyC1yMG1zypQpAIB+/foV0Qmk3P/MM88snOO+i8EnynkoHdga7toG76f+IISASZMmoXv37li8eDG2bt1aRCcj0shBLr30UgBpRB+QchDSohl5eB/34DrPtNlzr657do6BZkDlSmeddRaA1GypJjCa8zi/GutOKYN/VSridQMHDiyiUzkXo/TI+VjRFkhz3VFq0HHyufB9UAnGZkhSHQPP8Zl5mXU8XQifLeeOEoj2azm6vmOUJJlvTgOdampqAACDBg0CUCyJhBDcHHqF8TR4JuK4I4SAs846C127dsXWrVtjUEvEcUU0vVUI9kPftWtXpUmKaOEoK2dv06YN+vXr54rsXgpgim1epJit9qLeSlqlBUgVZ6qg432stKIiLD21bKIAoDhts96v13v+1hTNTjnlFIQQMHToUHTt2hUbN27Epk2bAKSirHqWUfSkCElamI4LSEVJKtxU2WP97XXueY5bBc/3myK6p9jjtkFNhxw7n48nxvN6nXP2x/klLXq/VVxp8grrPeiZ/ChOa8oq0sL3T8151s9fRWYbdemlxeazYzuego7zpffzPef1uk3iu8132abFPmZVXCM+PkIIGDFiBKqrq7Fx48bCvi4i4nijrB9769at0atXryIuwVWM3EjPcSW1qYCBNGUUV2vl5lTW8C8VQbpq89zy5csBFHNK0uBVEqXCiCsrlShAuqJbLgzUKZPoGVddXY2VK1diy5YtAFAQ4Xfu3Amg2BmHqztpIhfWuGabvkgVfORAXPF1Dq0DhhZdoMLI1oUHUg77zDPPFNGtdNmUYtqflwraphQnvWru4jMjLUqT9cXX+9gf21YJj9fTUUilRyupqUTAebURh0BpQk2+x16JbC/1teeoY/vlu6NSXD6fd+ediJy9TMjlcpg+fToGDBiAZcuWFWmSIyLKgbJHvXXo0MHl7J7jjHWB1FXMcjzlvvzNtj0XQu7V6HCj3JFmOOusAqR7SFv9Eyg11Wi2l8svvxyDBg3CmjVrsGPHjiKnGF5vs9kApQkqbby3zouXKpnzY10wtU3PhZecykuQabO0qN7COuHoM7Nj8PqzmYuynFV0z8+2PG5oUzLrPteWffK4L+da31uOxXPlJqx5zXJhbTMre47Cy7ZjzzWEyNmPM3K5HK644goMGjQIixcvLrItR0SUE9H0dhzBD72mpgaLFy8u7HEjIiqBsnL22tpavP32227yCopBKp5SMeKJ4xR1KA6piYZKCirdqHhSzzKbl9yrI+dVBrVilyrKeN+hQ4eQy+Xwta99DTU1NZgzZw62bt1a1KaOhSKvJ07bXOlev6Sd4rS2zespUnpzT0WiiqJUeHJMapajUjRLpOTzUDqtokq3QCqS6/0aqejlvicYDWZTQgHp/Fi/cqA0Sk7pte+kt8X0knTY3AO2BiBQWm1G++U2heZarw6AVxHmSL7xkbMfB/BDP/vsszFnzhwsWbKk0iRFRByZs4cQzgBwD4CuABIAdyRJclsI4XQAvwHQB8DLAC5PkuSthtoB6lbGN998MzOeXVcmchyuXl4kE6GmM66y5Og0j3mOM1xZVTKw9dWV69s66VolpKqqCvl8Ht/5zndw9tln45577ikEtVhFjnJv0udxLiqXyLVtLTWgtIa7p9TylDfkINQjKOciR6WJU6Uijt1Thtk03vrMSB+5mp6jAxXBuWCdd23TJmsESmsFqhKRbfGd0RRbNm2Xcko+q6yU2baiLVCaUpzvo+cbz/dWlXE2Aak63DCSkrSpo09VVVVmffrGcPZDAL6bJMlQAOMB3BBCGArgbwEsSpJkIIBF9f8/ocEPfcKECbj77rtj9FpEk8IROXuSJL8F8Nv63++FELYB6AHgcwAuqL9sJoAlAP4mqy1vz25XZF2tuSLbuGD9bZ0wgIb3hsrxbHphPWe5knJF9mPdOfP5PG6++WZMmDABM2bMwAMPPFBUNZb9ebTQocObA9JCrsR9nFd/jlKAnuNvy22AVHIiF9e9Pp+Rx6GzssnY4hJe+m8vo46tpspn7pnJbEpqPedJDQQlNeV+bMPOk9LppXtuqF8FpUaO28sj6OlSeB0lUZUa7Lti+z1m9dlDCH0AnA1gDYCu9QsBALyBOjHfu+daANcq8S0N+XweP/zhDzF58mTcdtttePTRRytNUkRECRqtoAshnAzgAQD/K0mSd/VcUrcsuxb9JEnuSJJkdJIko71Klc0d9kOfPXt2pUmKiHDRKM4eQmiFug99VpIkc+oP7w0hdEuS5LchhG4A9jXcQh3y+Tw6duxYJLJY04eX292rdEJRjqKWii8UmakQosijYp+NslIRiz7XVE6pr7qKkLlcDl/5ylcwceJE3HXXXXjyySfRuXNnN1qJCRRIm86B9RlXZSGlIdLgVS7xxFrCJtb0knZyi+DNAfvVObDKLN0aWC8+z1ebbXsKNuuZpqA4zK0Mo8r0N/tVJZytQONVU+FzUcWvrWXg5Ya3NeaAUuWdVzOQx0ibZ1bms9ctid3qWfHf8wAkjsjZQ90o/hPAtiRJ/q+cegTAVfW/rwLw8JHaaknI5XL4whe+UPjQH3nkkUqTFBGRicZw9okArgSwJYSwsf7YDwD8BMC9IYSrAbwC4PIjNRRCQAjBTWfs+TZbTqWch23YCi1AuurS9OatglwtaTrTFd0mblR6qWC87LLLMGzYMPz7v/877r//fgBp1Reu4BqJxxWXnE45NB0laGZSWjgHPGejw3RerJJL+6OUo9yJxzh3asbh/JBDatJNy128WGxPqWolApUyyEUpgXjx7DbJo86vTUWunJ0c0sZa6G+vRhrb8MxZ1m/dq0hrYwiU69pYea+KsFdh2Cr9rFI1q4prY7TxywE0pOKbeqT7WxrUBXbOnDmFDz0ioqmj7FFvp556qltj2rqDAqXJAz0TD2OpNXac93Fl9uKJ7UqqqzDDTykZKGe44YYbUFNTgzvvvBMPP/yw65ZJMOYYSGOoPVpsjDqTCeqYbQYYnSdyXZv+GSjVaXjmLppzlONZF2WN27fmOI9D85juU605T/fOHJ995p4053FOcjwv+oxOLZQaPAcjTUtNUPLhM1ZaOI9ZtdVsRKeCc2DrwQHpvJBupY3P35vDqqoqd/yF8w2eiShCPp/HjTfeiHHjxmHmzJl4+OETSkUR0QIQfeMbAfuhR8+4iOaIsnL2JElKRCj+nyKaJ0p6/t3W5OEpWLw6ZQTFRopBmryCYtP+/fuRz+fxve99D+PGjcOMGTMwb948AH6iwSwzIhVNFLW9MsfcdqjYRvooSnpJM6ynl4qN1pPNmydC59c+D+2PCkDSqedsZR8vYYOnZOQ8ZpUk5nx6CUi9aECCz8pLdWVTQOnccXx8LvrMbFIPHaf19PPqz3F+OZeegs57ZrZijr7bWc8WiJw9E/l8Hv/4j/+ISZMmYcaMGZgzZ86Rb4qIaKIou4Lu5JNPdmPHCc/0ZpNS6m8qSFRRxnN2ZdRVkKss+7Bxwfl8Hj/+8Y8xderUIvOalUyUO1mfcT1nY6KzFE8esnyeSZPnfMS2SYvSZLmoV8uMdOv8WDOX9mdp0edrEz96PvwWXgozT9KzEYo6Fuuwo+8f6fTiCmxVGpUybBSjNxabS8ADObpXIdZG3elYrMma546Zb/yJAnL0qVOn4l//9V+jr3tEi0DZP3Y61uj/9a+u1rYSqMcpyXHUxGP34V5mFB6zVTzz+Tz+6Z/+CZMnT8a//du/4cEHHyyJnQf8dNE2uaMXyUQa1PGF3C/L6cOmLPbSMHt7NtufzmGW2chKAl41Vrt/BFJuZl2A9ZjNMqS08DnaYhzaNtvUZ26lIi96jXPgxY5baVDb8GLd7TFbTRUoTd/tuTp7JmcbTaiSSFYkXps2bSJnbyzy+Ty++93vYuLEibj99ttx7733VpqkiIhjhhP2Y+/YsSM6dOhQ2Ou1bdsWl19+efzQI1osyv6xWwUXRSuKPioSWnFGRR1rsvNMH4R+0AAwcuRI/Pmf/7krVv3Lv/wL5s+fjzZt2hTEOK0kQ68mG7UElJpYdCxsw4tMo0hGsVTj/u0WgmKtZ3bytjsU67ytBc95ZY75W5NoEhyDV6fMbin0PutB55kIrReiF/HF+dVab1niq91Ceb7m/OslMfFEZm4lbPUg/W0Vc150IBXL6stPj0hv+2gr3tgac1m54084zj5y5EhcddVV2L59Ox599NGCq+rhw4exb98+bNmypRDaGhHRklDWj71Vq1bo1q2bG8fspZey6Xx0ZezSpQuAtKKLchDreMKV9rzzzsMXvvAF7NmzBzNmzMDBgwcLhRXZ9mmnnVZomxxMa4pxZfV8za2jDtvRNsi1vZTOBGPfgVQiYIQXV26tO+YpvGzbHudj2izOuSobGYtPLqNVXygJ2HwDQLYSzqZQUgnGmsXI1XR+SR/v69GjR+EcnzH9/BVZJjsbpafvGOee75Y6O9kKNgqbVspzvLHKP40q5DnOgRclyudha/dlOdacME41Y8eOLXzo//3f/+16WkVEtGSUlbOHENCqVSvXJOVlW7Eul7qKcSXniqxJ+u0+deLEibj++uvx+uuv48EHH0RVVVVJdhbPOcYz2dnYeOUS3EOSI3iJAr3IK8uN1KTEFV9TZSttQCnnUA5CGry02JxfZnlR3QRpYFu6f2TfvEZpsbXeVKKwpjN9D2yMfJbzkVe0gfAkRKvf8TIeeRzW6pH0eVrXZM9xhsc8l26rL8nKQJSFI7nIFrXX6CubKSZMmIDrr78eO3fuxBNPPJFZrD4ioiWj7IEwBw8eLHIayVq97OqpK3lDdcuBlNMNHz4c3/3ud7Fz5078/Oc/R9++fQvXWEcW3Y+xX3JDXbUZ0GKLIQDFnBEodo7hHsvWnAfSWHcWYtA2rduq5fBAqcuv0sv7OT5PqiI3U3qt1lc5rC2s4WncvfmxHFk5pS0lxf71fvbH+5jhB0h1GJ6FgDRxXjT7jeeuSvAY29Y2baVeL6af11MHo+8658fqYvQc+1AGxefPZ2Bz5p2Q8exjxozBN7/5TTz33HP45S9/6UYVRUScSGiRCroxY8bghhtuwHPPPYe/+qu/ih96RATKzNkPHjyIl19+uUjss8owT7Hipf6l2E5zzO7duwEAkydPxje/+U1s2rQJN998Mz744ANXiUHRzFZQBYodHPRa/U0xShU6NK9R5FWR29atUzOUreOmCjrOB0X9TZs2ASgWCfmb2wgV7dgm50tFfG6PaMJSBxbrE6+13tgW645pm/yt1VcJtsG6bvoeUCS3yjQFRV5uWzTSkc/DE7mts5KK8VaJ5lXX5dZAafJMXwSfcZ8+fQD42yS29eqrrwJIn6+e8yIySYuXM+HQoUOZOqkWJcZPmTIFt956KzZv3oxvfOMbmZk2IyJONJSds7/44otFNm6uTN4KSccOr04ZEyCSy4wePRq33norNm7ciOuuuw4ffPABevXqBSDlFpoAkhg6dCiAYvMXuQKlBaaIBlJHGXIiTcRICYLHdNVlkQWu1moqJMej4mnXrl2Fc+Qg5AC8T4s28D7SrW6kPOcpkmySRa/Onq2yq2OnpyHnWdt/5ZVXABQrTm1NcW2TnM2a11QxSFrYpt5vq/KqwouclRKbzr3NKqMSnuXonuKTz0fnzhYg8SQ2tvniiy8CKE6LbR2StF9bzELddD/88MOWH/U2btw43HDDDdi4cSP+8i//MjrMREQ4KOvHfuDAATz//PON5uzkLt6em3vCfv364YYbbsDzzz+PW2+9FZ07dy6Y2GyAiFfplWYRNZtZrnbWWWcVzpErketv3ry5cI4cmtxF++vfvz+AdEXWfSOv55h0fsgNyUHGjh0LoLieOTkWr1U3Uo7FK5O1YcOGIpoU5EqUMtTZidLNyJEjARSXueJYyPWVs1s61XRG7sd58kx3qjcAUHB1BtL55FiUs5MWugcrh7WBRV4gDCUDr4iGlxKav59//nkApfXhtT8W/xg8eHDhHKVMzuW2bdtKxjJgwICSsYQQsG7dOjSEZs3Zx40bh29961t49tln8fd///clFTgiIiJSNNuPfdy4cfj2t7+NLVu24Dvf+c5RuQ1GRJyIKOvH/s4772D+/PlFijZrKtBzI0eOROfOnfGLX/wC/fv3L/FpXrlyJW677TacfPLJRVVUhg0bBiAV4ylqa18UzQYOHAigONKMYhdp0bYpzlK89Ty1qAAaN25c4dyIESMApOK0ivEU2ymuLVmypHCOIuHo0aMB1EXuAalICqTiMa/V6qYUmSlCeimOqPxTMZNKNyr7VCF45plnFo2vd+/ehXPWu4619IB0rnjupZdeKpzjnPXr1w9AaZVUpcUzB7JNmj/1XeGWh9sPT1HGZ6D3ccvjVXi1texU6cftCU19Ng04kG4XJk+eDAAYMmRI4RzfTc6lRk/yfR0+fDiAYgVdPp/HQw89hIbQpDl7586dcccdd6C6uhr33ntvkf179+7duOuuuwp72IiIiGyUPeothOD6Z9sMG9XV1bjzzjvRpUsX3HLLLXj22WeLnFSonPGi5Wwtcq7k6pzA1Zr36f02mkpXT3t9Vk10PWdj6z39ghfDbf3X6fThpXYm11Z67TGdezsvXkJOL5mlPWeTHmp/VoEEpNxQ58erQKtj8855zkecQ69mIO/X+bHP2kus6Tm32Dpuep+tue5Zh+x7672/pE3P2cSclrNnbWebJGevrq7GokWL0KVLF9x0000Fm21ERMRHR0XKP3mebVxFq6ursXDhQvTs2RM333wzNm/eXDBFeCmoPcnAJtf3XDBtdFZWMQLPzdGLjbZZYbw2vfvYvpdJxcK73x7z9p3eOO01Or9ZFUizxmLLRnm0ZPVn+/Uy+ni0WTo9mrw5aOhd0TazMtxk9ee9P4R9b7Pa9ubJg1deTdGkOHt1dTXmzZuHnj174uKLL46mtIiIY4gmY6+qrq7G/PnzCx/6ihUrKk1SRESLQtk5e21trauMmz9/Pnr06IGLL74Yy5cvB5AtMlsRyauiQngVYqnQyRLtbEIF/W3/AqUVXbzUzB4t9phHi41y0n7tNd79tj6bd0xpytrmNEYstt6LHp1eOmx7TdZz9RJGePNj2/ZSc2VtO7Joaczz8ETrxjyzrPfIO3ckVJyzc4/eo0cPXHLJJYUPPSIi4tiiIrXeiOrqaixYsAA9evTA5z73OaxcubLovE1jpCYM6+/eWA5g7/dWZpsOy1t1sxI4eokQs5RvVnLxFDKWC3ucy+PQ1iynMeuW03nOTh6HtoqrLK6fpXjypAzbrzf3XnuN4bReRdrGPDObDNPrx3t/vHMWnrTBZ2T/AqXP/2g4e8UUdPqhX3LJJVi5cmWlSImIOCHwsT72EMJnANwGIA/griRJfnKE69GqVSt06dIFc+fORY8ePTB9+nSsXbvWrZ1NZO2nbDyyHrOcRCOa7P1Zjj5ZJh7vXJbZyjM7ZZ2z13lFCY5kjgGyi0XYaxRebfvGmIa8/rLmLos+C2+e7Lwcbb9eIZIsWhpDr53PrOrFWfDo9fo/UnzIR96zhxDyAH4B4M8ADAXwpRDC0CPd17Vr18KH/vnPfx6rVq36qCREREQcBT6Ogm4sgBeTJNmVJMkfAcwG8LmsG1q1ahU/9IiICuHjiPE9ALwq/98DYFwD1wKoi2jq3r07Lr30UqxevRohhIKI7vkY22obXrJErwqKLXBv62rp9RT/1b/b1iRThY71/faSYXp1zngsqwaaRyevZz/8v1cRhlsgr7qNR6ety+ady9o28FzWvHrVdT0RlnSyX0/ZaJ+5169Ht/X99xR0hOdl6cUAcA54TNvJqndn6bXPV39TMefFSjT0jlU0LVUI4VoA1wJ1IX/Tp0+PHD0iogIIWcqdzBtDOBfAj5Ik+XT9/78PAEmS/H8Z9+wH8AcAv2vomiaMzmiedAPNl/ZI99Gjd5Ikbs3xj/OxVwF4AcBUAK8BWAvgy0mSbD3CfeuSJBn9kTqtIJor3UDzpT3SfWzxkcX4JEkOhRBuBDAfdaa3u4/0oUdERFQOH2vPniTJXABzjxEtERERxxGV8I2/owJ9Hgs0V7qB5kt7pPsY4iPv2SMiIpoXKh71FhERUR7Ejz0i4gRB2T72EMJnQgjbQwgvhhD+tlz9fhSEEM4IISwOITwXQtgaQrip/vjpIYSFIYQd9X87HqmtSiCEkA8hbAghPFb//74hhDX1c/+bEELrI7VRboQQTgsh3B9CeD6EsC2EcG5zmO8Qws3178izIYT/CSG0barzXZaP/aMGzVQQhwB8N0mSoQDGA7ihnt6/BbAoSZKBABbV/78p4iYA2+T/PwXwsyRJBgB4C8DVFaEqG7cBmJckyWAAI1BHf5Oe7xBCDwDfBjA6SZKzUGeCvgJNdb6ZkfJ4/gNwLoD58v/vA/h+Ofo+RvQ/DOBTALYD6FZ/rBuA7ZWmzaG1J+o+jCkAHgMQUOfNVeU9i6bwD8CpAF5CvcJYjjfp+UYaH3I66szYjwH4dFOd73KJ8V7QTI8Grm1SCCH0AXA2gDUAuiZJwnpGbwDo2tB9FcTPAXwPACM6OgF4O0kSpktpinPfF8B+AP+vfvtxVwihPZr4fCdJ8hqA/wNgN4DfAngHwHo00fmOCroMhBBOBvAAgP+VJMm7ei6pW7ablN0yhHAxgH1JkqyvNC1HiSoA5wCYkSTJ2aiLnygS2ZvofHdEXVh3XwDdAbQH8JmKEpWBcn3srwE4Q/7fs/5Yk0UIoRXqPvRZSZLMqT+8N4TQrf58NwD7Grq/QpgI4JIQwsuoyy8wBXV74dPqYxmApjn3ewDsSZJkTf3/70fdx9/U5/tCAC8lSbI/SZI/AZiDumfQJOe7XB/7WgAD67WUrVGnxHikTH0fNUJdUPB/AtiWJMn/lVOPALiq/vdVqNvLNxkkSfL9JEl6JknSB3Vz/FSSJF8BsBjAZfWXNUW63wDwagiB5XKnAngOTXy+USe+jw8htKt/Z0h305zvMiozpqEuSm4ngFsqraw4Aq2fRJ3IuBnAxvp/01C3/10EYAeAJwGcXmlaM8ZwAYDH6n/3A/A0gBcB3AegTaXpc+gdCWBd/Zw/BKBjc5hvALcCeB7AswB+DaBNU53v6C4bEXGCICroIiJOEMSPPSLiBEH82CMiThDEjz0i4gRB/NgjIk4QxI89IuIEQfzYIyJOEPz/bYjbcLEzAW8AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from dtw import dtw\n",
"from numpy.linalg import norm\n",
"\n",
"mfcc1 = librosa.feature.mfcc(sources[0][:48000], 16000)\n",
"mfcc2 = librosa.feature.mfcc(sources[1][:48000], 16000)\n",
"\n",
"dist, cost, acc_cost, path = dtw(mfcc1.T, mfcc2.T, dist=lambda x, y: norm(x - y, ord=1))\n",
"\n",
"print(\"The normalized distance between the two : \",dist) # 0 for similar audios \n",
"\n",
"plt.imshow(cost.T, origin='lower', cmap=plt.get_cmap('gray'), interpolation='nearest')\n",
"plt.plot(path[0], path[1], 'w') #creating plot for DTW"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f8a9bbc4910>]"
]
},
"execution_count": 123,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment