Learn data science and machine learning by building real-world projects on Jovian
In [2]:
!pip install jovian --upgrade --quiet
In [3]:
project_name='07-urban-8k-assignment'
In [ ]:
jovian.commit(project=project_name)
[jovian] Detected Colab notebook... [jovian] Please enter your API key ( from https://jovian.ai/ ): API KEY: ·········· [jovian] Uploading colab notebook to Jovian...

Urban 8k Audio Classification Project

Dataset Description

This dataset contains 8732 labeled sound excerpts (<=4s) of urban sounds from 10 classes: air_conditioner, car_horn, children_playing, dog_bark, drilling, enginge_idling, gun_shot, jackhammer, siren, and street_music. The classes are drawn from the urban sound taxonomy. For a detailed description of the dataset and how it was compiled please refer to our paper. All excerpts are taken from field recordings uploaded to www.freesound.org. The files are pre-sorted into ten folds (folders named fold1-fold10) to help in the reproduction of and comparison with the automatic classification results reported in the article above.

In addition to the sound excerpts, a CSV file containing metadata about each excerpt is also provided.

8732 audio files of urban sounds (see description above) in WAV format. The sampling rate, bit depth, and number of channels are the same as those of the original file uploaded to Freesound (and hence may vary from file to file).

Task Description

The Dataset contains 10 classes, we will do classification task on the audio file obtained.

A numeric identifier of the sound class:
0 = air_conditioner
1 = car_horn
2 = children_playing
3 = dog_bark
4 = drilling
5 = engine_idling
6 = gun_shot
7 = jackhammer
8 = siren
9 = street_music

How to get the Urban8K Dataset?

Just go to Urban8K Website and fill a simple form to download the dataset. Since the dataset is > 5GB in compressed form itself, it's better to copy the download link and directly !wget it to the colab and move to the drive for further use.

Code Block Below Downloads the Dataset and Unzips the tarball, this might take a while to download and unzip.

In [ ]:
!wget https://goo.gl/8hY5ER
!tar -xvf 8hY5ER -C ./
--2020-12-16 17:48:45-- https://goo.gl/8hY5ER Resolving goo.gl (goo.gl)... 64.233.170.102, 64.233.170.113, 64.233.170.101, ... Connecting to goo.gl (goo.gl)|64.233.170.102|:443... connected. HTTP request sent, awaiting response... 302 Found Location: https://zenodo.org/record/1203745/files/UrbanSound8K.tar.gz [following] --2020-12-16 17:48:46-- https://zenodo.org/record/1203745/files/UrbanSound8K.tar.gz Resolving zenodo.org (zenodo.org)... 137.138.76.77 Connecting to zenodo.org (zenodo.org)|137.138.76.77|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 6023741708 (5.6G) [application/octet-stream] Saving to: ‘8hY5ER’ 8hY5ER 100%[===================>] 5.61G 7.08MB/s in 10m 55s 2020-12-16 17:59:42 (8.77 MB/s) - ‘8hY5ER’ saved [6023741708/6023741708] tar: .: Not found in archive tar: Exiting with failure status due to previous errors
  • Mount Google Drive, Create a Folder named Urban8KZip in it.
  • Copy the unzipped urban8kzipped contents to the Urban8KZip Directory
In [ ]:
from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive
In [ ]:
!mkdir /content/drive/MyDrive/Urban8KZip
!cp ./urban8kzipped /content/drive/MyDrive/Urban8KZip

In case running notebook again,

If you do run notebook again there is no reason to download dataset again and move to drive, just mount the drive and copy the content from the Urban8KZip folder to the colab.

Run this next cell if running the notebook again, Don't run the above cell and downloading cells(in starting), just mount the colab and run the next cell.

In [ ]:
!tar -xvf /content/drive/MyDrive/Urban8KZip/urban8kzipped -C ./
Streaming output truncated to the last 5000 lines. UrbanSound8K/audio/fold4/17480-2-0-6.wav UrbanSound8K/audio/fold4/17480-2-0-9.wav UrbanSound8K/audio/fold4/175904-2-0-11.wav UrbanSound8K/audio/fold4/175904-2-0-24.wav UrbanSound8K/audio/fold4/176003-1-0-0.wav UrbanSound8K/audio/fold4/176638-5-0-0.wav UrbanSound8K/audio/fold4/177756-2-0-10.wav UrbanSound8K/audio/fold4/177756-2-0-4.wav UrbanSound8K/audio/fold4/177756-2-0-5.wav UrbanSound8K/audio/fold4/177756-2-0-7.wav UrbanSound8K/audio/fold4/179862-1-0-0.wav UrbanSound8K/audio/fold4/180977-3-1-1.wav UrbanSound8K/audio/fold4/180977-3-1-5.wav UrbanSound8K/audio/fold4/183989-3-1-21.wav UrbanSound8K/audio/fold4/183989-3-1-23.wav UrbanSound8K/audio/fold4/185709-0-0-0.wav UrbanSound8K/audio/fold4/185709-0-0-1.wav UrbanSound8K/audio/fold4/185709-0-0-6.wav UrbanSound8K/audio/fold4/185709-0-0-7.wav UrbanSound8K/audio/fold4/185909-2-0-102.wav UrbanSound8K/audio/fold4/185909-2-0-13.wav UrbanSound8K/audio/fold4/185909-2-0-17.wav UrbanSound8K/audio/fold4/185909-2-0-34.wav UrbanSound8K/audio/fold4/185909-2-0-86.wav UrbanSound8K/audio/fold4/185909-2-0-87.wav UrbanSound8K/audio/fold4/186938-5-0-0.wav UrbanSound8K/audio/fold4/187356-1-0-0.wav UrbanSound8K/audio/fold4/187356-1-1-0.wav UrbanSound8K/audio/fold4/187356-1-4-0.wav UrbanSound8K/audio/fold4/187356-1-5-0.wav UrbanSound8K/audio/fold4/192382-2-0-105.wav UrbanSound8K/audio/fold4/192382-2-0-67.wav UrbanSound8K/audio/fold4/192382-2-0-8.wav UrbanSound8K/audio/fold4/194458-9-1-91.wav UrbanSound8K/audio/fold4/195969-0-0-1.wav UrbanSound8K/audio/fold4/195969-0-0-12.wav UrbanSound8K/audio/fold4/195969-0-0-20.wav UrbanSound8K/audio/fold4/195969-0-0-21.wav UrbanSound8K/audio/fold4/195969-0-0-24.wav UrbanSound8K/audio/fold4/195969-0-0-25.wav UrbanSound8K/audio/fold4/195969-0-0-26.wav UrbanSound8K/audio/fold4/195969-0-0-28.wav UrbanSound8K/audio/fold4/195969-0-0-4.wav UrbanSound8K/audio/fold4/195969-0-0-7.wav UrbanSound8K/audio/fold4/195969-0-0-8.wav UrbanSound8K/audio/fold4/196061-2-0-0.wav 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UrbanSound8K/audio/fold9/99500-2-0-50.wav UrbanSound8K/FREESOUNDCREDITS.txt UrbanSound8K/metadata/ UrbanSound8K/metadata/.DS_Store UrbanSound8K/metadata/UrbanSound8K.csv UrbanSound8K/UrbanSound8K_README.txt

Data Analysis, Exploration and Visualizations

Some Information About Dataset.

This dataset has audio belonging to 10 classes, unlike images Audio data is different, it's similar in some senses but there are certain differences which are unique to audio data.

Before even using audio file dataset, the first challenge in itself is that audio files are continous data and our computers can only store discrete data, so in what way we digitize it such that we can easily store.

Apparently the solution is that we figure out a way that is discrete yet continous. Sounds misleading but what we do is we instead of storing continous value, we just sample it at fixed durations like 0.2 second apart or less or more. We just sample it and the rate at which it is sampled is known as Sampling rate.

my img
Image Courtesy Analytics Vidhya

When we say we sample it, what are we actually doing?

We are recording the amplitude at that point.

  • So the audio data is nothing just the amplitude stored at regular intervals which mimic the original continous wave.

  • We take and store thousands of measurements per second. If we can take tons of measurements extremely quickly with enough possible amplitude values, we can effectively use these snapshots to reconstruct the resolution and complexity of an analog wave.

my img
Image Courtesy izotope
In [ ]:
import IPython.display as ipd #Allows Audio files to be played directly in the notebook
import librosa #library we will to analyze sounds
import librosa.display #library module which helps visualize the waves
In [ ]:
import os
import glob
import numpy as np
import pandas as pd
import random

import matplotlib.pyplot as plt
import seaborn as sns

sns.set_style("whitegrid")

Reading audio files

In [ ]:
audios = glob.glob(os.path.join("/content/UrbanSound8K/audio/*/*.wav"), recursive=True)

print(f"Total Audio Files : {len(audios)}")
Total Audio Files : 8732
In [ ]:
audios[:5] #Contains path of all audios
Out[]:
['/content/UrbanSound8K/audio/fold1/134717-0-0-20.wav',
 '/content/UrbanSound8K/audio/fold1/17592-5-1-2.wav',
 '/content/UrbanSound8K/audio/fold1/196087-2-0-0.wav',
 '/content/UrbanSound8K/audio/fold1/164053-8-3-0.wav',
 '/content/UrbanSound8K/audio/fold1/180937-7-1-10.wav']

Hit the play icon below and listen to the sound, try to remember the sound and the plot generated do it several times and try to pick up pattern yourself.

To read audio files, we will be using,

data, sample_rate = librosa.load(audio_path)

librosa by default reads the audio file at sr(sampling rate) = 22050, if you want your custom sampling here you can pass sr = your_rate in the librosa.load function

In [ ]:
plt.figure(figsize=(12,4))

play_audio = random.choice(audios)
data, sample_rate = librosa.load(play_audio)
librosa.display.waveplot(data)
plt.title("Sound")
ipd.Audio(play_audio)
Out[]:
Notebook Image
If you managed to pick up patterns, you can see it becomes a visual problem as well. Just a thought.
In [ ]:
plt.figure(figsize=(12,4))
play_audio = random.choice(audios)
data, sample_rate = librosa.load(play_audio, sr=100)
librosa.display.waveplot(data)
plt.title("Sound")
ipd.Audio(play_audio)
Out[]:
Notebook Image

Plotting same audio at different sampling rate

Higher the sampling rate, higher the crisp of plot because less error while trying to recreate original audio with higher number of samples and vice versa.

In [ ]:
fig, axs = plt.subplots(2,2, figsize=(15,12))
fig.suptitle("Sampling of Same Audio File With Different values")
axs = np.reshape(axs,-1)
play_audio = random.choice(audios)
srs = [100, 2000, 22050, 44100]
for ax,sr in zip(axs,srs):
  try:
    data, sample_rate = librosa.load(play_audio, sr=sr)
    librosa.display.waveplot(data, sr=sample_rate, ax=ax)
    ax.set_title(f"Sampling Rate {sr} Hz")
  except:
    print("Run Again Some Unknown Error")

ipd.Audio(play_audio)
Out[]:
Notebook Image

Reading Metadata for the dataset

In [ ]:
metadata = pd.read_csv("/content/UrbanSound8K/metadata/UrbanSound8K.csv")

metadata.head()
Out[]:
Anatomy of Metadata csv
  • UrbanSound8K the main dataset directory contains a two folders audio and metadata, the audio is where all the audio files are located, if you are running this in colab on right if you click on the UrbanSound8K Folder you can see that it has the said two folders by clicking on it.

  • audio folder in itself contains 10 folders named fold1, fold2 ..... fold10. These folds contains audio files details of which are mentioned in above csv or dataframe.

  • If we join "UrbanSound8K/audio/" + "fold" + fold_value(1/2/...10) + slice_file_name it becomes path for the audio file as well.(This logic will be implemented later, keep it in mind till then.)

Selecting random row for each class in metadata
In [ ]:
unique_audios = metadata.groupby(['class']).apply(lambda sub_df : sub_df.sample()).reset_index(drop = True)
In [ ]:
unique_audios
Out[]:
Plotting selected rows
In [ ]:
fig, axs = plt.subplots(5,2,figsize=(15,8),constrained_layout=True)
axs = np.reshape(axs, -1)

for (index,row),ax in zip(unique_audios.iterrows(),axs):
  ax.set_title(row.values[-1])
  data, sr = librosa.load(f"/content/UrbanSound8K/audio/fold{row.values[-3]}/" + row.values[0])
  _ = librosa.display.waveplot(data, sr=sample_rate, ax=ax)
Notebook Image
Let's see the number of instances for each class
In [ ]:
instance_counts = metadata['class'].value_counts()
sns.set(rc={'figure.figsize':(11.7,4.14)})
sns.barplot(x=instance_counts.values, y=instance_counts.index, orient='h')
Out[]:
<matplotlib.axes._subplots.AxesSubplot at 0x7f402052e630>
Notebook Image
  • Apart from car_horn and gun_shot class all of the classes appear to be balanced, this might be a problem we will try to address later.

image.png

In [ ]:
import struct

def read_file_properties(filename):
  wave_file = open(filename,"rb")
        
  riff = wave_file.read(12)
  fmt = wave_file.read(36)
  
  num_channels_string = fmt[10:12]
  num_channels = struct.unpack('<H', num_channels_string)[0]

  sample_rate_string = fmt[12:16]
  sample_rate = struct.unpack("<I",sample_rate_string)[0]
  
  bit_depth_string = fmt[22:24]
  bit_depth = struct.unpack("<H",bit_depth_string)[0]

  return (num_channels, sample_rate, bit_depth)
In [ ]:
audio_properties = []
for index,row in metadata.iterrows():
  file_name = os.path.join(*["/content/UrbanSound8K/audio", f"fold{row.values[-3]}", row.values[0]])
  audio_properties.append(read_file_properties(file_name))
In [ ]:
audiodf = pd.DataFrame(audio_properties, columns=['num_channels','sample_rate','bit_depth'])

audiodf.head()
Out[]:
Number of channels in audio files
In [ ]:
channels_data = audiodf['num_channels'].value_counts()
sns.barplot(x=channels_data.index, y=channels_data.values)
Out[]:
<matplotlib.axes._subplots.AxesSubplot at 0x7f401eba3208>
Notebook Image
Original Sample Rate of Audio Files
In [ ]:
channels_data = audiodf['sample_rate'].value_counts()
sns.barplot(x=channels_data.index, y=channels_data.values)
Out[]:
<matplotlib.axes._subplots.AxesSubplot at 0x7f2561041f28>
Notebook Image