Last active
August 26, 2022 06:52
-
-
Save prateekrajgautam/107aefa5d4c6988148cfdfc788632d9a to your computer and use it in GitHub Desktop.
Music Feature Extraction.ipynb
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"name": "Music Feature Extraction.ipynb", | |
"provenance": [], | |
"collapsed_sections": [], | |
"include_colab_link": true | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
}, | |
"language_info": { | |
"name": "python" | |
}, | |
"accelerator": "GPU", | |
"gpuClass": "standard" | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/prateekrajgautam/107aefa5d4c6988148cfdfc788632d9a/music-feature-extraction.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# Music Feature Extraction" | |
], | |
"metadata": { | |
"id": "0HiTWOD8_dpX" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"#Install Deps.\n", | |
"\n", | |
"!pip install pysoundfile bitstring ffmpeg IPython matplotlib soundfile librosa numpy" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "Sc3KfM7dtc1m", | |
"outputId": "55bfbc30-214f-4767-cca3-c6a3749cb5b1" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", | |
"Collecting pysoundfile\n", | |
" Downloading PySoundFile-0.9.0.post1-py2.py3-none-any.whl (24 kB)\n", | |
"Collecting bitstring\n", | |
" Downloading bitstring-3.1.9-py3-none-any.whl (38 kB)\n", | |
"Collecting ffmpeg\n", | |
" Downloading ffmpeg-1.4.tar.gz (5.1 kB)\n", | |
"Requirement already satisfied: IPython in /usr/local/lib/python3.7/dist-packages (7.9.0)\n", | |
"Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (3.2.2)\n", | |
"Requirement already satisfied: soundfile in /usr/local/lib/python3.7/dist-packages (0.10.3.post1)\n", | |
"Requirement already satisfied: librosa in /usr/local/lib/python3.7/dist-packages (0.8.1)\n", | |
"Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (1.21.6)\n", | |
"Requirement already satisfied: cffi>=0.6 in /usr/local/lib/python3.7/dist-packages (from pysoundfile) (1.15.1)\n", | |
"Requirement already satisfied: pycparser in /usr/local/lib/python3.7/dist-packages (from cffi>=0.6->pysoundfile) (2.21)\n", | |
"Requirement already satisfied: traitlets>=4.2 in /usr/local/lib/python3.7/dist-packages (from IPython) (5.1.1)\n", | |
"Requirement already satisfied: pexpect in /usr/local/lib/python3.7/dist-packages (from IPython) (4.8.0)\n", | |
"Requirement already satisfied: backcall in /usr/local/lib/python3.7/dist-packages (from IPython) (0.2.0)\n", | |
"Requirement already satisfied: pickleshare in /usr/local/lib/python3.7/dist-packages (from IPython) (0.7.5)\n", | |
"Collecting jedi>=0.10\n", | |
" Downloading jedi-0.18.1-py2.py3-none-any.whl (1.6 MB)\n", | |
"\u001b[K |████████████████████████████████| 1.6 MB 53.0 MB/s \n", | |
"\u001b[?25hRequirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.7/dist-packages (from IPython) (57.4.0)\n", | |
"Requirement already satisfied: decorator in /usr/local/lib/python3.7/dist-packages (from IPython) (4.4.2)\n", | |
"Requirement already satisfied: prompt-toolkit<2.1.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from IPython) (2.0.10)\n", | |
"Requirement already satisfied: pygments in /usr/local/lib/python3.7/dist-packages (from IPython) (2.6.1)\n", | |
"Requirement already satisfied: parso<0.9.0,>=0.8.0 in /usr/local/lib/python3.7/dist-packages (from jedi>=0.10->IPython) (0.8.3)\n", | |
"Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.7/dist-packages (from prompt-toolkit<2.1.0,>=2.0.0->IPython) (1.15.0)\n", | |
"Requirement already satisfied: wcwidth in /usr/local/lib/python3.7/dist-packages (from prompt-toolkit<2.1.0,>=2.0.0->IPython) (0.2.5)\n", | |
"Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (2.8.2)\n", | |
"Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (1.4.4)\n", | |
"Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (3.0.9)\n", | |
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (0.11.0)\n", | |
"Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from kiwisolver>=1.0.1->matplotlib) (4.1.1)\n", | |
"Requirement already satisfied: scipy>=1.0.0 in /usr/local/lib/python3.7/dist-packages (from librosa) (1.7.3)\n", | |
"Requirement already satisfied: numba>=0.43.0 in /usr/local/lib/python3.7/dist-packages (from librosa) (0.56.0)\n", | |
"Requirement already satisfied: resampy>=0.2.2 in /usr/local/lib/python3.7/dist-packages (from librosa) (0.4.0)\n", | |
"Requirement already satisfied: pooch>=1.0 in /usr/local/lib/python3.7/dist-packages (from librosa) (1.6.0)\n", | |
"Requirement already satisfied: joblib>=0.14 in /usr/local/lib/python3.7/dist-packages (from librosa) (1.1.0)\n", | |
"Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.7/dist-packages (from librosa) (21.3)\n", | |
"Requirement already satisfied: scikit-learn!=0.19.0,>=0.14.0 in /usr/local/lib/python3.7/dist-packages (from librosa) (1.0.2)\n", | |
"Requirement already satisfied: audioread>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from librosa) (3.0.0)\n", | |
"Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from numba>=0.43.0->librosa) (4.12.0)\n", | |
"Requirement already satisfied: llvmlite<0.40,>=0.39.0dev0 in /usr/local/lib/python3.7/dist-packages (from numba>=0.43.0->librosa) (0.39.0)\n", | |
"Requirement already satisfied: requests>=2.19.0 in /usr/local/lib/python3.7/dist-packages (from pooch>=1.0->librosa) (2.23.0)\n", | |
"Requirement already satisfied: appdirs>=1.3.0 in /usr/local/lib/python3.7/dist-packages (from pooch>=1.0->librosa) (1.4.4)\n", | |
"Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->pooch>=1.0->librosa) (2.10)\n", | |
"Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->pooch>=1.0->librosa) (1.24.3)\n", | |
"Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->pooch>=1.0->librosa) (3.0.4)\n", | |
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->pooch>=1.0->librosa) (2022.6.15)\n", | |
"Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn!=0.19.0,>=0.14.0->librosa) (3.1.0)\n", | |
"Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->numba>=0.43.0->librosa) (3.8.1)\n", | |
"Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.7/dist-packages (from pexpect->IPython) (0.7.0)\n", | |
"Building wheels for collected packages: ffmpeg\n", | |
" Building wheel for ffmpeg (setup.py) ... \u001b[?25l\u001b[?25hdone\n", | |
" Created wheel for ffmpeg: filename=ffmpeg-1.4-py3-none-any.whl size=6084 sha256=e52d6a7c038bb79e49ae39e7ad517ba1dcafc371e2534c00a330908da8191372\n", | |
" Stored in directory: /root/.cache/pip/wheels/64/80/6e/caa3e16deb0267c3cbfd36862058a724144e19fdb9eb03af0f\n", | |
"Successfully built ffmpeg\n", | |
"Installing collected packages: jedi, pysoundfile, ffmpeg, bitstring\n", | |
"Successfully installed bitstring-3.1.9 ffmpeg-1.4 jedi-0.18.1 pysoundfile-0.9.0.post1\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"Load sound file" | |
], | |
"metadata": { | |
"id": "ASQ0q9uT_w66" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"id": "PkEbzjnl_cPz", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"outputId": "13a6e910-5de9-4928-ae31-41a95b03806c" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"wget --no-check-certificate 'https://docs.google.com/uc?export=download&id=1yGKpBPbpH7HQg3abi3rZYk-WH_k5WqGC' -O SoundFile.mp3\n", | |
"--2022-08-21 10:17:05-- https://docs.google.com/uc?export=download&id=1yGKpBPbpH7HQg3abi3rZYk-WH_k5WqGC\n", | |
"Resolving docs.google.com (docs.google.com)... 74.125.200.100, 74.125.200.139, 74.125.200.101, ...\n", | |
"Connecting to docs.google.com (docs.google.com)|74.125.200.100|:443... connected.\n", | |
"HTTP request sent, awaiting response... 303 See Other\n", | |
"Location: https://doc-0o-38-docs.googleusercontent.com/docs/securesc/ha0ro937gcuc7l7deffksulhg5h7mbp1/349d39e4mr20kr4u4sqtbv5jo29vcgir/1661076975000/00065655686729914640/*/1yGKpBPbpH7HQg3abi3rZYk-WH_k5WqGC?e=download&uuid=3136fa21-c79f-496a-ba1b-55425566157d [following]\n", | |
"Warning: wildcards not supported in HTTP.\n", | |
"--2022-08-21 10:17:06-- https://doc-0o-38-docs.googleusercontent.com/docs/securesc/ha0ro937gcuc7l7deffksulhg5h7mbp1/349d39e4mr20kr4u4sqtbv5jo29vcgir/1661076975000/00065655686729914640/*/1yGKpBPbpH7HQg3abi3rZYk-WH_k5WqGC?e=download&uuid=3136fa21-c79f-496a-ba1b-55425566157d\n", | |
"Resolving doc-0o-38-docs.googleusercontent.com (doc-0o-38-docs.googleusercontent.com)... 74.125.24.132, 2404:6800:4003:c03::84\n", | |
"Connecting to doc-0o-38-docs.googleusercontent.com (doc-0o-38-docs.googleusercontent.com)|74.125.24.132|:443... connected.\n", | |
"HTTP request sent, awaiting response... 200 OK\n", | |
"Length: 4485623 (4.3M) [audio/mpeg]\n", | |
"Saving to: ‘SoundFile.mp3’\n", | |
"\n", | |
"SoundFile.mp3 100%[===================>] 4.28M --.-KB/s in 0.03s \n", | |
"\n", | |
"2022-08-21 10:17:06 (129 MB/s) - ‘SoundFile.mp3’ saved [4485623/4485623]\n", | |
"\n" | |
] | |
} | |
], | |
"source": [ | |
"#Sound Resources\n", | |
"# https://gayatri.su/\n", | |
"# https://www.spiritualbee.com/posts/gayatri-mantra-free-download/\n", | |
"# http://audio.awgp.org/album/play/31_gayatri_mantra\n", | |
"\n", | |
"URL=\"https://drive.google.com/uc?export=download&id=1yGKpBPbpH7HQg3abi3rZYk-WH_k5WqGC\"\n", | |
"FILEID=\"1yGKpBPbpH7HQg3abi3rZYk-WH_k5WqGC\"\n", | |
"DownloadedFileName=\"SoundFile.mp3\"\n", | |
"DownloadCommand=f\"wget --no-check-certificate 'https://docs.google.com/uc?export=download&id={FILEID}' -O {DownloadedFileName}\"\n", | |
"print(DownloadCommand)\n", | |
"#Example\n", | |
"#!wget --no-check-certificate 'https://docs.google.com/uc?export=download&id=FILEID' -O Output\n", | |
"! $DownloadCommand" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# plot and play sound " | |
], | |
"metadata": { | |
"id": "DQPo3lPxtNTI" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"import IPython\n", | |
"IPython.display.Audio(DownloadedFileName)" | |
], | |
"metadata": { | |
"id": "sv0lUTawtTm6" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"import soundfile\n", | |
"import matplotlib.pyplot as plt\n", | |
"waveFileName=\"wavFile.wav\"\n", | |
"\n", | |
"convertMp3ToWave=f\"ffmpeg -i {DownloadedFileName} -ac 1 {waveFileName} -y\"\n", | |
"print(convertMp3ToWave)\n", | |
"!$convertMp3ToWave\n", | |
"IPython.display.Audio(waveFileName)\n", | |
"\n", | |
"audio_signal,sampling_rate = soundfile.read(waveFileName)\n", | |
"#Print Info\n", | |
"print(f\"Audio Signal Rate : {sampling_rate} Samples/sec\")\n", | |
"print(f\"Audio Size : {audio_signal.shape[0]}\")\n", | |
"print(f\"Audio Duration : {audio_signal.shape[0]/sampling_rate}\")\n", | |
"#Plot Sound\n", | |
"\n", | |
"plt.title(\"Audio Signal Time Domain\")\n", | |
"plt.plot(audio_signal)\n", | |
"plt.tight_layout()\n", | |
"plt.figure()\n", | |
"\n", | |
"\n", | |
"\n", | |
"#audio_signal,sampling_rate Use for frequency analysis\n", | |
"data=audio_signal\n", | |
"fs=sampling_rate" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 1000 | |
}, | |
"id": "OEmSVXgCuRie", | |
"outputId": "8e11c9af-b32a-46d3-ddc5-3047a0d8abc2" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"ffmpeg -i SoundFile.mp3 -ac 1 wavFile.wav -y\n", | |
"ffmpeg version 3.4.11-0ubuntu0.1 Copyright (c) 2000-2022 the FFmpeg developers\n", | |
" built with gcc 7 (Ubuntu 7.5.0-3ubuntu1~18.04)\n", | |
" configuration: --prefix=/usr --extra-version=0ubuntu0.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --enable-gpl --disable-stripping --enable-avresample --enable-avisynth --enable-gnutls --enable-ladspa --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librubberband --enable-librsvg --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvorbis --enable-libvpx --enable-libwavpack --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzmq --enable-libzvbi --enable-omx --enable-openal --enable-opengl --enable-sdl2 --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-chromaprint --enable-frei0r --enable-libopencv --enable-libx264 --enable-shared\n", | |
" libavutil 55. 78.100 / 55. 78.100\n", | |
" libavcodec 57.107.100 / 57.107.100\n", | |
" libavformat 57. 83.100 / 57. 83.100\n", | |
" libavdevice 57. 10.100 / 57. 10.100\n", | |
" libavfilter 6.107.100 / 6.107.100\n", | |
" libavresample 3. 7. 0 / 3. 7. 0\n", | |
" libswscale 4. 8.100 / 4. 8.100\n", | |
" libswresample 2. 9.100 / 2. 9.100\n", | |
" libpostproc 54. 7.100 / 54. 7.100\n", | |
"Input #0, mp3, from 'SoundFile.mp3':\n", | |
" Metadata:\n", | |
" publisher : All World Gayatri Pariwar, Shantikunj, Haridwar\n", | |
" encoded_by : http://www.awgp.org/\n", | |
" album : Gayatri Mantra\n", | |
" comment : Gayatri Mantra Free Download - Om Bhur Bhuva Swaha\n", | |
" title : Gayatri Mantra Chanting Raga 1\n", | |
" genre : Hindi Bhajans\n", | |
" artist : Gayatri Pariwar Musical Team\n", | |
" Duration: 00:09:20.16, start: 0.046042, bitrate: 64 kb/s\n", | |
" Stream #0:0: Audio: mp3, 24000 Hz, stereo, s16p, 64 kb/s\n", | |
" Metadata:\n", | |
" encoder : LAME3.98r\n", | |
" Side data:\n", | |
" replaygain: track gain - -5.100000, track peak - unknown, album gain - unknown, album peak - unknown, \n", | |
"Stream mapping:\n", | |
" Stream #0:0 -> #0:0 (mp3 (native) -> pcm_s16le (native))\n", | |
"Press [q] to stop, [?] for help\n", | |
"Output #0, wav, to 'wavFile.wav':\n", | |
" Metadata:\n", | |
" publisher : All World Gayatri Pariwar, Shantikunj, Haridwar\n", | |
" ITCH : http://www.awgp.org/\n", | |
" IPRD : Gayatri Mantra\n", | |
" ICMT : Gayatri Mantra Free Download - Om Bhur Bhuva Swaha\n", | |
" INAM : Gayatri Mantra Chanting Raga 1\n", | |
" IGNR : Hindi Bhajans\n", | |
" IART : Gayatri Pariwar Musical Team\n", | |
" ISFT : Lavf57.83.100\n", | |
" Stream #0:0: Audio: pcm_s16le ([1][0][0][0] / 0x0001), 24000 Hz, mono, s16, 384 kb/s\n", | |
" Metadata:\n", | |
" encoder : Lavc57.107.100 pcm_s16le\n", | |
" Side data:\n", | |
" replaygain: track gain - -5.100000, track peak - unknown, album gain - unknown, album peak - unknown, \n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -5 -5\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -8 enddists: -4 -4\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -9 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -9 enddists: -7 -7\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -9 enddists: -3 -3\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -3 -3\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -4 -4\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -9 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -5 -5\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -3 -3\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
" Last message repeated 1 times\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -4 -4\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -9 enddists: -5 -5\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -9 enddists: -8 -8\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -3 -3\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -2 -2\n", | |
" Last message repeated 1 times\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -5 -5\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -4 -4\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -8 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -5 -5\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -3 -3\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -2 -2\n", | |
" Last message repeated 1 times\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -5 -5\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -4 -4\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
" Last message repeated 1 times\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
" Last message repeated 2 times\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -4 -4\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -9 enddists: -7 -7\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -8 enddists: -5 -5\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -4 -4\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -8 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -4 -4\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -4 -4\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
" Last message repeated 3 times\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -9 enddists: -8 -8\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -5 -5\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -4 -4\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -4 -4\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -4 -4\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
" Last message repeated 2 times\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -9 enddists: -7 -7\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -9 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -3 -3\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
" Last message repeated 1 times\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -5 -5\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -2 -2\n", | |
" Last message repeated 1 times\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
" Last message repeated 1 times\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -5 -5\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -3 -3\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
" Last message repeated 2 times\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -8 enddists: -5 -5\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
" Last message repeated 1 times\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -3 -3\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -3 -3\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
" Last message repeated 1 times\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -9 enddists: -8 -8\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -10 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -9 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -3 -3\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -3 -3\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -9 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
" Last message repeated 2 times\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -5 -5\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -9 enddists: -7 -7\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -4 -4\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -3 -3\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
" Last message repeated 1 times\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -9 enddists: -8 -8\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -8 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -4 -4\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
" Last message repeated 1 times\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
" Last message repeated 1 times\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -3 -3\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -3 -3\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -9 enddists: -8 -8\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -4 -4\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -8 enddists: -6 -6\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -9 enddists: -8 -8\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -4 -4\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -3 -3\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -7 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -4 enddists: -1 -1\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -6 enddists: -2 -2\n", | |
"\u001b[0;36m[mp3 @ 0x555b788daa00] \u001b[0moverread, skip -5 enddists: -4 -4\n", | |
"size= 26255kB time=00:09:20.09 bitrate= 384.0kbits/s speed= 640x \n", | |
"video:0kB audio:26254kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.001086%\n", | |
"Audio Signal Rate : 24000 Samples/sec\n", | |
"Audio Size : 13442194\n", | |
"Audio Duration : 560.0914166666666\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
], | |
"image/png": "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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"import numpy as np\n", | |
"sampleRange=[1,2000]\n", | |
"plt.plot(audio_signal[sampleRange[0]:sampleRange[1]], marker='x')\n", | |
"plt.title(f'Short duration preview sample range {sampleRange}')\n", | |
"plt.tight_layout()\n", | |
"\n", | |
"plt.figure()\n", | |
"sampleRange=[2000,3000]\n", | |
"plt.plot(audio_signal[sampleRange[0]:sampleRange[1]], marker='x')\n", | |
"plt.title(f'Short duration preview sample range {sampleRange}')\n", | |
"plt.tight_layout()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 577 | |
}, | |
"id": "O2aDzC9C1kPD", | |
"outputId": "608915ca-8221-4d3c-92b0-bfc6e940c4ef" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
], | |
"image/png": "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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
], | |
"image/png": "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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# Frequecy Analysis" | |
], | |
"metadata": { | |
"id": "ouBJ40jIyeZH" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Use \"data\" and \"fs\"\n", | |
"\n", | |
"import numpy as np\n", | |
"import librosa\n", | |
"from librosa.display import specshow\n", | |
"\n", | |
"window_length = int(0.025 * fs)\n", | |
"hop_length = int(0.01 * fs)\n", | |
"\n", | |
"spectrogram = np.abs(librosa.stft(data, hop_length=hop_length, win_length=window_length))\n", | |
"\n", | |
"# Plotting the spectrogram:\n", | |
"specshow(librosa.amplitude_to_db(spectrogram, ref=np.max), sr=fs, hop_length=hop_length, y_axis='linear', x_axis='time')\n", | |
"plt.title('Spectrogram')\n", | |
"plt.colorbar(format='%+2.0f dB')\n", | |
"plt.tight_layout()\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 297 | |
}, | |
"id": "1Jrm3iP_y5G_", | |
"outputId": "2fb62e28-64b3-49e8-858e-4e6b41dc46be" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 2 Axes>" | |
], | |
"image/png": "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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
} | |
] | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment