🚩 Create a free WhyLabs account to get more value out of whylogs!
Did you know you can store, visualize, and monitor whylogs profiles with the WhyLabs Observability Platform? Sign up for a free WhyLabs account to leverage the power of whylogs and WhyLabs together!
Extracting and Monitoring Audio Samples¶
This notebook demonstrates how to extract features from audio samples for the purpose of monitoring for drift/quality.
- The audio sample data is taken from Kaggle
- The feature extraction is done using pyAudioAnalysis (https://github.com/tyiannak/pyAudioAnalysis/wiki/3.-Feature-Extraction)
- The logging of features is done by whylogs (https://github.com/whylabs/whylogs)
For a full list of features that we extract and in-depth explanation of the pyAudioAnalysis set up, please refer to this blog post by the pyAudioAnalysis author: https://medium.com/behavioral-signals-ai/intro-to-audio-analysis-recognizing-sounds-using-machine-learning-20fd646a0ec5
In [2]:
# Note: you may need to restart the kernel to use updated packages.
%pip install whylogs pyAudioAnalysis eyed3 pydub
[notice] A new release of pip available: 22.3.1 -> 23.0 [notice] To update, run: pip install --upgrade pip Note: you may need to restart the kernel to use updated packages.
We will use Kaggle to get audio samples from a public Audio MNIST dataset.
To set up Kaggle in Colab: https://www.kaggle.com/general/74235
In [ ]:
! pip install -q kaggle
from google.colab import files
files.upload()
In [ ]:
! kaggle datasets download -d joserzapata/free-spoken-digit-dataset-fsdd
Downloading free-spoken-digit-dataset-fsdd.zip to /content 32% 5.00M/15.5M [00:00<00:00, 34.9MB/s] 100% 15.5M/15.5M [00:00<00:00, 67.7MB/s]
In [ ]:
!unzip -q /content/free-spoken-digit-dataset-fsdd.zip -d .
replace ./.gitignore? [y]es, [n]o, [A]ll, [N]one, [r]ename: A
In [ ]:
# This cell is optional and specific to the Kaggle dataset we are using
# The dataset contains audio samples of the format [digit]_speaker_sampleNum.wav
# Example: 0_lucas_21.wav is the speaker Lucas saying digit ZERO, 21st sample
# There are 500 samples total per speaker (50 for each digit between 0 and 9)
# We will organize the data by speaker for demo purposes, all samples
# from a specific speaker will be in a dedicated directory
import os
import shutil
speakers = ["theo", "george", "jackson", "lucas", "nicolas", "yweweler"]
for speaker in speakers:
path = os.path.join("/content/recordings", speaker)
os.mkdir(path)
for filename in os.listdir("/content/recordings"):
parts = filename.split("_")
if(len(parts) > 1):
shutil.move(os.path.join("/content/recordings/", filename), "/content/recordings/"+parts[1])
In [ ]:
# Set up the WhyLabs environment
# The model type can be set as "Other"
# Documentation: https://docs.whylabs.ai/docs/whylabs-onboarding
import getpass
import os
# set your org-id here - should be something like "org-xxxx"
print("Enter your WhyLabs Org ID")
os.environ["WHYLABS_DEFAULT_ORG_ID"] = input()
# set your datased_id (or model_id) here - should be something like "model-xxxx"
print("Enter your WhyLabs Dataset ID")
os.environ["WHYLABS_DEFAULT_DATASET_ID"] = input()
# set your API key here
print("Enter your WhyLabs API key")
os.environ["WHYLABS_API_KEY"] = getpass.getpass()
print("Using API Key ID: ", os.environ["WHYLABS_API_KEY"][0:10])
In [ ]:
# Set up the audio feature extraction step with pyAudioAnalysis
# https://medium.com/behavioral-signals-ai/intro-to-audio-analysis-recognizing-sounds-using-machine-learning-20fd646a0ec5
from pyAudioAnalysis import MidTermFeatures as aF
import os
import numpy as np
import plotly.graph_objs as go
import plotly
import pandas as pd
# This example will focus on just one speaker, but can be set up with
# multiple directories
dirs = ["/content/recordings/george"]
# The feature extraction has the following parameters:
# the mid-term window size (mw)
# the mid-term step size (ms)
# the short-term window size (sw)
# and the short-term step size (ss)
# These windows can be configured depending on the side of each audio sample
m_win, m_step, s_win, s_step = 0.5, 0.5, 0.1, 0.05
# segment-level feature extraction:
features = []
for d in dirs: # get feature matrix for each directory
f, files, fn = aF.directory_feature_extraction(d, m_win, m_step,
s_win, s_step)
features.append(f)
# (each element of the features list contains a
# (samples x segment features) = (N x 138) feature matrix)
# Create a dataframe from the resulting features
df = pd.DataFrame(f, columns = fn)
In [ ]:
# Now that we have all features extracted, we have a dataframe where features
# are columns and samples are rows.
# We will use whylogs to profile the features dataframe to extract key statistics
# that we will tracking using the WhyLabs monitoring platform
# whylogs documentation: https://github.com/whylabs/whylogs
import whylogs as why
from datetime import datetime, timedelta, timezone
# We are setting the date of profiling for easier navigation in the
# WhyLabs platform
current_date = datetime.now(timezone.utc)
profile = why.log(df).profile()
profile.set_dataset_timestamp(current_date)
In [ ]:
# As a final step, we write the resulting feature profile to the WhyLabs platform
# To see the result, log into https://hub.whylabsapp.com/ and navigate to the
# model you specified in the "Set up the WhyLabs environment" step
from whylogs.api.writer.whylabs import WhyLabsWriter
# Write the log to the WhyLabs platform
writer = WhyLabsWriter()
writer.write(file=profile.view())
Out[ ]:
(True, 'OK')
In [ ]:
# Optional: Extract features from samples generated by another speaker
# Submit profiles to the WhyLabs platform to compare feature differences
# between two speakers
#https://medium.com/behavioral-signals-ai/intro-to-audio-analysis-recognizing-sounds-using-machine-learning-20fd646a0ec5
dirs = ["/content/recordings/lucas"]
m_win, m_step, s_win, s_step = 0.5, 0.5, 0.1, 0.05
# segment-level feature extraction:
features = []
for d in dirs: # get feature matrix for each directory
f, files, fn = aF.directory_feature_extraction(d, m_win, m_step,
s_win, s_step)
features.append(f)
# (each element of the features list contains a
# (samples x segment features) = (10 x 138) feature matrix)
df_lucas = pd.DataFrame(f, columns = fn)
yesterday_date = datetime.now() - timedelta(days=1)
profile = why.log(df_lucas).profile()
profile.set_dataset_timestamp(yesterday_date)
writer = WhyLabsWriter()
writer.write(file=profile.view())
Analyzing file 1 of 500: /content/recordings/lucas/0_lucas_0.wav Analyzing file 2 of 500: /content/recordings/lucas/0_lucas_1.wav Analyzing file 3 of 500: /content/recordings/lucas/0_lucas_10.wav Analyzing file 4 of 500: /content/recordings/lucas/0_lucas_11.wav Analyzing file 5 of 500: /content/recordings/lucas/0_lucas_12.wav Analyzing file 6 of 500: /content/recordings/lucas/0_lucas_13.wav Analyzing file 7 of 500: /content/recordings/lucas/0_lucas_14.wav Analyzing file 8 of 500: /content/recordings/lucas/0_lucas_15.wav Analyzing file 9 of 500: /content/recordings/lucas/0_lucas_16.wav Analyzing file 10 of 500: /content/recordings/lucas/0_lucas_17.wav Analyzing file 11 of 500: /content/recordings/lucas/0_lucas_18.wav Analyzing file 12 of 500: /content/recordings/lucas/0_lucas_19.wav Analyzing file 13 of 500: /content/recordings/lucas/0_lucas_2.wav Analyzing file 14 of 500: /content/recordings/lucas/0_lucas_20.wav Analyzing file 15 of 500: /content/recordings/lucas/0_lucas_21.wav Analyzing file 16 of 500: /content/recordings/lucas/0_lucas_22.wav Analyzing file 17 of 500: /content/recordings/lucas/0_lucas_23.wav Analyzing file 18 of 500: /content/recordings/lucas/0_lucas_24.wav Analyzing file 19 of 500: /content/recordings/lucas/0_lucas_25.wav Analyzing file 20 of 500: /content/recordings/lucas/0_lucas_26.wav Analyzing file 21 of 500: /content/recordings/lucas/0_lucas_27.wav Analyzing file 22 of 500: /content/recordings/lucas/0_lucas_28.wav Analyzing file 23 of 500: /content/recordings/lucas/0_lucas_29.wav Analyzing file 24 of 500: /content/recordings/lucas/0_lucas_3.wav Analyzing file 25 of 500: /content/recordings/lucas/0_lucas_30.wav Analyzing file 26 of 500: /content/recordings/lucas/0_lucas_31.wav Analyzing file 27 of 500: /content/recordings/lucas/0_lucas_32.wav Analyzing file 28 of 500: /content/recordings/lucas/0_lucas_33.wav Analyzing file 29 of 500: /content/recordings/lucas/0_lucas_34.wav Analyzing file 30 of 500: /content/recordings/lucas/0_lucas_35.wav Analyzing file 31 of 500: /content/recordings/lucas/0_lucas_36.wav Analyzing file 32 of 500: /content/recordings/lucas/0_lucas_37.wav Analyzing file 33 of 500: /content/recordings/lucas/0_lucas_38.wav Analyzing file 34 of 500: /content/recordings/lucas/0_lucas_39.wav Analyzing file 35 of 500: /content/recordings/lucas/0_lucas_4.wav Analyzing file 36 of 500: /content/recordings/lucas/0_lucas_40.wav Analyzing file 37 of 500: /content/recordings/lucas/0_lucas_41.wav Analyzing file 38 of 500: /content/recordings/lucas/0_lucas_42.wav Analyzing file 39 of 500: /content/recordings/lucas/0_lucas_43.wav Analyzing file 40 of 500: /content/recordings/lucas/0_lucas_44.wav Analyzing file 41 of 500: /content/recordings/lucas/0_lucas_45.wav Analyzing file 42 of 500: /content/recordings/lucas/0_lucas_46.wav Analyzing file 43 of 500: /content/recordings/lucas/0_lucas_47.wav Analyzing file 44 of 500: /content/recordings/lucas/0_lucas_48.wav Analyzing file 45 of 500: /content/recordings/lucas/0_lucas_49.wav Analyzing file 46 of 500: /content/recordings/lucas/0_lucas_5.wav Analyzing file 47 of 500: /content/recordings/lucas/0_lucas_6.wav Analyzing file 48 of 500: /content/recordings/lucas/0_lucas_7.wav Analyzing file 49 of 500: /content/recordings/lucas/0_lucas_8.wav Analyzing file 50 of 500: /content/recordings/lucas/0_lucas_9.wav Analyzing file 51 of 500: /content/recordings/lucas/1_lucas_0.wav Analyzing file 52 of 500: /content/recordings/lucas/1_lucas_1.wav Analyzing file 53 of 500: /content/recordings/lucas/1_lucas_10.wav Analyzing file 54 of 500: /content/recordings/lucas/1_lucas_11.wav Analyzing file 55 of 500: /content/recordings/lucas/1_lucas_12.wav Analyzing file 56 of 500: /content/recordings/lucas/1_lucas_13.wav Analyzing file 57 of 500: /content/recordings/lucas/1_lucas_14.wav Analyzing file 58 of 500: /content/recordings/lucas/1_lucas_15.wav Analyzing file 59 of 500: /content/recordings/lucas/1_lucas_16.wav Analyzing file 60 of 500: /content/recordings/lucas/1_lucas_17.wav Analyzing file 61 of 500: /content/recordings/lucas/1_lucas_18.wav Analyzing file 62 of 500: /content/recordings/lucas/1_lucas_19.wav Analyzing file 63 of 500: /content/recordings/lucas/1_lucas_2.wav Analyzing file 64 of 500: /content/recordings/lucas/1_lucas_20.wav Analyzing file 65 of 500: /content/recordings/lucas/1_lucas_21.wav Analyzing file 66 of 500: /content/recordings/lucas/1_lucas_22.wav Analyzing file 67 of 500: /content/recordings/lucas/1_lucas_23.wav Analyzing file 68 of 500: /content/recordings/lucas/1_lucas_24.wav Analyzing file 69 of 500: /content/recordings/lucas/1_lucas_25.wav Analyzing file 70 of 500: /content/recordings/lucas/1_lucas_26.wav Analyzing file 71 of 500: /content/recordings/lucas/1_lucas_27.wav Analyzing file 72 of 500: /content/recordings/lucas/1_lucas_28.wav Analyzing file 73 of 500: /content/recordings/lucas/1_lucas_29.wav Analyzing file 74 of 500: /content/recordings/lucas/1_lucas_3.wav Analyzing file 75 of 500: /content/recordings/lucas/1_lucas_30.wav Analyzing file 76 of 500: /content/recordings/lucas/1_lucas_31.wav Analyzing file 77 of 500: /content/recordings/lucas/1_lucas_32.wav Analyzing file 78 of 500: /content/recordings/lucas/1_lucas_33.wav Analyzing file 79 of 500: /content/recordings/lucas/1_lucas_34.wav Analyzing file 80 of 500: /content/recordings/lucas/1_lucas_35.wav Analyzing file 81 of 500: /content/recordings/lucas/1_lucas_36.wav Analyzing file 82 of 500: /content/recordings/lucas/1_lucas_37.wav Analyzing file 83 of 500: /content/recordings/lucas/1_lucas_38.wav Analyzing file 84 of 500: /content/recordings/lucas/1_lucas_39.wav Analyzing file 85 of 500: /content/recordings/lucas/1_lucas_4.wav Analyzing file 86 of 500: /content/recordings/lucas/1_lucas_40.wav Analyzing file 87 of 500: /content/recordings/lucas/1_lucas_41.wav Analyzing file 88 of 500: /content/recordings/lucas/1_lucas_42.wav Analyzing file 89 of 500: /content/recordings/lucas/1_lucas_43.wav Analyzing file 90 of 500: /content/recordings/lucas/1_lucas_44.wav Analyzing file 91 of 500: /content/recordings/lucas/1_lucas_45.wav Analyzing file 92 of 500: /content/recordings/lucas/1_lucas_46.wav Analyzing file 93 of 500: /content/recordings/lucas/1_lucas_47.wav Analyzing file 94 of 500: /content/recordings/lucas/1_lucas_48.wav Analyzing file 95 of 500: /content/recordings/lucas/1_lucas_49.wav Analyzing file 96 of 500: /content/recordings/lucas/1_lucas_5.wav Analyzing file 97 of 500: /content/recordings/lucas/1_lucas_6.wav Analyzing file 98 of 500: /content/recordings/lucas/1_lucas_7.wav Analyzing file 99 of 500: /content/recordings/lucas/1_lucas_8.wav Analyzing file 100 of 500: /content/recordings/lucas/1_lucas_9.wav Analyzing file 101 of 500: /content/recordings/lucas/2_lucas_0.wav Analyzing file 102 of 500: /content/recordings/lucas/2_lucas_1.wav Analyzing file 103 of 500: /content/recordings/lucas/2_lucas_10.wav Analyzing file 104 of 500: /content/recordings/lucas/2_lucas_11.wav Analyzing file 105 of 500: /content/recordings/lucas/2_lucas_12.wav Analyzing file 106 of 500: /content/recordings/lucas/2_lucas_13.wav Analyzing file 107 of 500: /content/recordings/lucas/2_lucas_14.wav Analyzing file 108 of 500: /content/recordings/lucas/2_lucas_15.wav Analyzing file 109 of 500: /content/recordings/lucas/2_lucas_16.wav Analyzing file 110 of 500: /content/recordings/lucas/2_lucas_17.wav Analyzing file 111 of 500: /content/recordings/lucas/2_lucas_18.wav Analyzing file 112 of 500: /content/recordings/lucas/2_lucas_19.wav Analyzing file 113 of 500: /content/recordings/lucas/2_lucas_2.wav Analyzing file 114 of 500: /content/recordings/lucas/2_lucas_20.wav Analyzing file 115 of 500: /content/recordings/lucas/2_lucas_21.wav Analyzing file 116 of 500: /content/recordings/lucas/2_lucas_22.wav Analyzing file 117 of 500: /content/recordings/lucas/2_lucas_23.wav Analyzing file 118 of 500: /content/recordings/lucas/2_lucas_24.wav Analyzing file 119 of 500: /content/recordings/lucas/2_lucas_25.wav Analyzing file 120 of 500: /content/recordings/lucas/2_lucas_26.wav Analyzing file 121 of 500: /content/recordings/lucas/2_lucas_27.wav Analyzing file 122 of 500: /content/recordings/lucas/2_lucas_28.wav Analyzing file 123 of 500: /content/recordings/lucas/2_lucas_29.wav Analyzing file 124 of 500: /content/recordings/lucas/2_lucas_3.wav Analyzing file 125 of 500: /content/recordings/lucas/2_lucas_30.wav Analyzing file 126 of 500: /content/recordings/lucas/2_lucas_31.wav Analyzing file 127 of 500: /content/recordings/lucas/2_lucas_32.wav Analyzing file 128 of 500: /content/recordings/lucas/2_lucas_33.wav Analyzing file 129 of 500: /content/recordings/lucas/2_lucas_34.wav Analyzing file 130 of 500: /content/recordings/lucas/2_lucas_35.wav Analyzing file 131 of 500: /content/recordings/lucas/2_lucas_36.wav Analyzing file 132 of 500: /content/recordings/lucas/2_lucas_37.wav Analyzing file 133 of 500: /content/recordings/lucas/2_lucas_38.wav Analyzing file 134 of 500: /content/recordings/lucas/2_lucas_39.wav Analyzing file 135 of 500: /content/recordings/lucas/2_lucas_4.wav Analyzing file 136 of 500: /content/recordings/lucas/2_lucas_40.wav Analyzing file 137 of 500: /content/recordings/lucas/2_lucas_41.wav Analyzing file 138 of 500: /content/recordings/lucas/2_lucas_42.wav Analyzing file 139 of 500: /content/recordings/lucas/2_lucas_43.wav Analyzing file 140 of 500: /content/recordings/lucas/2_lucas_44.wav Analyzing file 141 of 500: /content/recordings/lucas/2_lucas_45.wav Analyzing file 142 of 500: /content/recordings/lucas/2_lucas_46.wav Analyzing file 143 of 500: /content/recordings/lucas/2_lucas_47.wav Analyzing file 144 of 500: /content/recordings/lucas/2_lucas_48.wav Analyzing file 145 of 500: /content/recordings/lucas/2_lucas_49.wav Analyzing file 146 of 500: /content/recordings/lucas/2_lucas_5.wav Analyzing file 147 of 500: /content/recordings/lucas/2_lucas_6.wav Analyzing file 148 of 500: /content/recordings/lucas/2_lucas_7.wav Analyzing file 149 of 500: /content/recordings/lucas/2_lucas_8.wav Analyzing file 150 of 500: /content/recordings/lucas/2_lucas_9.wav Analyzing file 151 of 500: /content/recordings/lucas/3_lucas_0.wav Analyzing file 152 of 500: /content/recordings/lucas/3_lucas_1.wav Analyzing file 153 of 500: /content/recordings/lucas/3_lucas_10.wav Analyzing file 154 of 500: /content/recordings/lucas/3_lucas_11.wav Analyzing file 155 of 500: /content/recordings/lucas/3_lucas_12.wav Analyzing file 156 of 500: /content/recordings/lucas/3_lucas_13.wav Analyzing file 157 of 500: /content/recordings/lucas/3_lucas_14.wav Analyzing file 158 of 500: /content/recordings/lucas/3_lucas_15.wav Analyzing file 159 of 500: /content/recordings/lucas/3_lucas_16.wav Analyzing file 160 of 500: /content/recordings/lucas/3_lucas_17.wav Analyzing file 161 of 500: /content/recordings/lucas/3_lucas_18.wav Analyzing file 162 of 500: /content/recordings/lucas/3_lucas_19.wav Analyzing file 163 of 500: /content/recordings/lucas/3_lucas_2.wav Analyzing file 164 of 500: /content/recordings/lucas/3_lucas_20.wav Analyzing file 165 of 500: /content/recordings/lucas/3_lucas_21.wav Analyzing file 166 of 500: /content/recordings/lucas/3_lucas_22.wav Analyzing file 167 of 500: /content/recordings/lucas/3_lucas_23.wav Analyzing file 168 of 500: /content/recordings/lucas/3_lucas_24.wav Analyzing file 169 of 500: /content/recordings/lucas/3_lucas_25.wav Analyzing file 170 of 500: /content/recordings/lucas/3_lucas_26.wav Analyzing file 171 of 500: /content/recordings/lucas/3_lucas_27.wav Analyzing file 172 of 500: /content/recordings/lucas/3_lucas_28.wav Analyzing file 173 of 500: /content/recordings/lucas/3_lucas_29.wav Analyzing file 174 of 500: /content/recordings/lucas/3_lucas_3.wav Analyzing file 175 of 500: /content/recordings/lucas/3_lucas_30.wav Analyzing file 176 of 500: /content/recordings/lucas/3_lucas_31.wav Analyzing file 177 of 500: /content/recordings/lucas/3_lucas_32.wav Analyzing file 178 of 500: /content/recordings/lucas/3_lucas_33.wav Analyzing file 179 of 500: /content/recordings/lucas/3_lucas_34.wav Analyzing file 180 of 500: /content/recordings/lucas/3_lucas_35.wav Analyzing file 181 of 500: /content/recordings/lucas/3_lucas_36.wav Analyzing file 182 of 500: /content/recordings/lucas/3_lucas_37.wav Analyzing file 183 of 500: /content/recordings/lucas/3_lucas_38.wav Analyzing file 184 of 500: /content/recordings/lucas/3_lucas_39.wav Analyzing file 185 of 500: /content/recordings/lucas/3_lucas_4.wav Analyzing file 186 of 500: /content/recordings/lucas/3_lucas_40.wav Analyzing file 187 of 500: /content/recordings/lucas/3_lucas_41.wav Analyzing file 188 of 500: /content/recordings/lucas/3_lucas_42.wav Analyzing file 189 of 500: /content/recordings/lucas/3_lucas_43.wav Analyzing file 190 of 500: /content/recordings/lucas/3_lucas_44.wav Analyzing file 191 of 500: /content/recordings/lucas/3_lucas_45.wav Analyzing file 192 of 500: /content/recordings/lucas/3_lucas_46.wav Analyzing file 193 of 500: /content/recordings/lucas/3_lucas_47.wav Analyzing file 194 of 500: /content/recordings/lucas/3_lucas_48.wav Analyzing file 195 of 500: /content/recordings/lucas/3_lucas_49.wav Analyzing file 196 of 500: /content/recordings/lucas/3_lucas_5.wav Analyzing file 197 of 500: /content/recordings/lucas/3_lucas_6.wav Analyzing file 198 of 500: /content/recordings/lucas/3_lucas_7.wav Analyzing file 199 of 500: /content/recordings/lucas/3_lucas_8.wav Analyzing file 200 of 500: /content/recordings/lucas/3_lucas_9.wav Analyzing file 201 of 500: /content/recordings/lucas/4_lucas_0.wav Analyzing file 202 of 500: /content/recordings/lucas/4_lucas_1.wav Analyzing file 203 of 500: /content/recordings/lucas/4_lucas_10.wav Analyzing file 204 of 500: /content/recordings/lucas/4_lucas_11.wav Analyzing file 205 of 500: /content/recordings/lucas/4_lucas_12.wav Analyzing file 206 of 500: /content/recordings/lucas/4_lucas_13.wav Analyzing file 207 of 500: /content/recordings/lucas/4_lucas_14.wav Analyzing file 208 of 500: /content/recordings/lucas/4_lucas_15.wav Analyzing file 209 of 500: /content/recordings/lucas/4_lucas_16.wav Analyzing file 210 of 500: /content/recordings/lucas/4_lucas_17.wav Analyzing file 211 of 500: /content/recordings/lucas/4_lucas_18.wav Analyzing file 212 of 500: /content/recordings/lucas/4_lucas_19.wav Analyzing file 213 of 500: /content/recordings/lucas/4_lucas_2.wav Analyzing file 214 of 500: /content/recordings/lucas/4_lucas_20.wav Analyzing file 215 of 500: /content/recordings/lucas/4_lucas_21.wav Analyzing file 216 of 500: /content/recordings/lucas/4_lucas_22.wav Analyzing file 217 of 500: /content/recordings/lucas/4_lucas_23.wav Analyzing file 218 of 500: /content/recordings/lucas/4_lucas_24.wav Analyzing file 219 of 500: /content/recordings/lucas/4_lucas_25.wav Analyzing file 220 of 500: /content/recordings/lucas/4_lucas_26.wav Analyzing file 221 of 500: /content/recordings/lucas/4_lucas_27.wav Analyzing file 222 of 500: /content/recordings/lucas/4_lucas_28.wav Analyzing file 223 of 500: /content/recordings/lucas/4_lucas_29.wav Analyzing file 224 of 500: /content/recordings/lucas/4_lucas_3.wav Analyzing file 225 of 500: /content/recordings/lucas/4_lucas_30.wav Analyzing file 226 of 500: /content/recordings/lucas/4_lucas_31.wav Analyzing file 227 of 500: /content/recordings/lucas/4_lucas_32.wav Analyzing file 228 of 500: /content/recordings/lucas/4_lucas_33.wav Analyzing file 229 of 500: /content/recordings/lucas/4_lucas_34.wav Analyzing file 230 of 500: /content/recordings/lucas/4_lucas_35.wav Analyzing file 231 of 500: /content/recordings/lucas/4_lucas_36.wav Analyzing file 232 of 500: /content/recordings/lucas/4_lucas_37.wav Analyzing file 233 of 500: /content/recordings/lucas/4_lucas_38.wav Analyzing file 234 of 500: /content/recordings/lucas/4_lucas_39.wav Analyzing file 235 of 500: /content/recordings/lucas/4_lucas_4.wav Analyzing file 236 of 500: /content/recordings/lucas/4_lucas_40.wav Analyzing file 237 of 500: /content/recordings/lucas/4_lucas_41.wav Analyzing file 238 of 500: /content/recordings/lucas/4_lucas_42.wav Analyzing file 239 of 500: /content/recordings/lucas/4_lucas_43.wav Analyzing file 240 of 500: /content/recordings/lucas/4_lucas_44.wav Analyzing file 241 of 500: /content/recordings/lucas/4_lucas_45.wav Analyzing file 242 of 500: /content/recordings/lucas/4_lucas_46.wav Analyzing file 243 of 500: /content/recordings/lucas/4_lucas_47.wav Analyzing file 244 of 500: /content/recordings/lucas/4_lucas_48.wav Analyzing file 245 of 500: /content/recordings/lucas/4_lucas_49.wav Analyzing file 246 of 500: /content/recordings/lucas/4_lucas_5.wav Analyzing file 247 of 500: /content/recordings/lucas/4_lucas_6.wav Analyzing file 248 of 500: /content/recordings/lucas/4_lucas_7.wav Analyzing file 249 of 500: /content/recordings/lucas/4_lucas_8.wav Analyzing file 250 of 500: /content/recordings/lucas/4_lucas_9.wav Analyzing file 251 of 500: /content/recordings/lucas/5_lucas_0.wav Analyzing file 252 of 500: /content/recordings/lucas/5_lucas_1.wav Analyzing file 253 of 500: /content/recordings/lucas/5_lucas_10.wav Analyzing file 254 of 500: /content/recordings/lucas/5_lucas_11.wav Analyzing file 255 of 500: /content/recordings/lucas/5_lucas_12.wav Analyzing file 256 of 500: /content/recordings/lucas/5_lucas_13.wav Analyzing file 257 of 500: /content/recordings/lucas/5_lucas_14.wav Analyzing file 258 of 500: /content/recordings/lucas/5_lucas_15.wav Analyzing file 259 of 500: /content/recordings/lucas/5_lucas_16.wav Analyzing file 260 of 500: /content/recordings/lucas/5_lucas_17.wav Analyzing file 261 of 500: /content/recordings/lucas/5_lucas_18.wav Analyzing file 262 of 500: /content/recordings/lucas/5_lucas_19.wav Analyzing file 263 of 500: /content/recordings/lucas/5_lucas_2.wav Analyzing file 264 of 500: /content/recordings/lucas/5_lucas_20.wav Analyzing file 265 of 500: /content/recordings/lucas/5_lucas_21.wav Analyzing file 266 of 500: /content/recordings/lucas/5_lucas_22.wav Analyzing file 267 of 500: /content/recordings/lucas/5_lucas_23.wav Analyzing file 268 of 500: /content/recordings/lucas/5_lucas_24.wav Analyzing file 269 of 500: /content/recordings/lucas/5_lucas_25.wav Analyzing file 270 of 500: /content/recordings/lucas/5_lucas_26.wav Analyzing file 271 of 500: /content/recordings/lucas/5_lucas_27.wav Analyzing file 272 of 500: /content/recordings/lucas/5_lucas_28.wav Analyzing file 273 of 500: /content/recordings/lucas/5_lucas_29.wav Analyzing file 274 of 500: /content/recordings/lucas/5_lucas_3.wav Analyzing file 275 of 500: /content/recordings/lucas/5_lucas_30.wav Analyzing file 276 of 500: /content/recordings/lucas/5_lucas_31.wav Analyzing file 277 of 500: /content/recordings/lucas/5_lucas_32.wav Analyzing file 278 of 500: /content/recordings/lucas/5_lucas_33.wav Analyzing file 279 of 500: /content/recordings/lucas/5_lucas_34.wav Analyzing file 280 of 500: /content/recordings/lucas/5_lucas_35.wav Analyzing file 281 of 500: /content/recordings/lucas/5_lucas_36.wav Analyzing file 282 of 500: /content/recordings/lucas/5_lucas_37.wav Analyzing file 283 of 500: /content/recordings/lucas/5_lucas_38.wav Analyzing file 284 of 500: /content/recordings/lucas/5_lucas_39.wav Analyzing file 285 of 500: /content/recordings/lucas/5_lucas_4.wav Analyzing file 286 of 500: /content/recordings/lucas/5_lucas_40.wav Analyzing file 287 of 500: /content/recordings/lucas/5_lucas_41.wav Analyzing file 288 of 500: /content/recordings/lucas/5_lucas_42.wav Analyzing file 289 of 500: /content/recordings/lucas/5_lucas_43.wav Analyzing file 290 of 500: /content/recordings/lucas/5_lucas_44.wav Analyzing file 291 of 500: /content/recordings/lucas/5_lucas_45.wav Analyzing file 292 of 500: /content/recordings/lucas/5_lucas_46.wav Analyzing file 293 of 500: /content/recordings/lucas/5_lucas_47.wav Analyzing file 294 of 500: /content/recordings/lucas/5_lucas_48.wav Analyzing file 295 of 500: /content/recordings/lucas/5_lucas_49.wav Analyzing file 296 of 500: /content/recordings/lucas/5_lucas_5.wav Analyzing file 297 of 500: /content/recordings/lucas/5_lucas_6.wav Analyzing file 298 of 500: /content/recordings/lucas/5_lucas_7.wav Analyzing file 299 of 500: /content/recordings/lucas/5_lucas_8.wav Analyzing file 300 of 500: /content/recordings/lucas/5_lucas_9.wav Analyzing file 301 of 500: /content/recordings/lucas/6_lucas_0.wav Analyzing file 302 of 500: /content/recordings/lucas/6_lucas_1.wav Analyzing file 303 of 500: /content/recordings/lucas/6_lucas_10.wav Analyzing file 304 of 500: /content/recordings/lucas/6_lucas_11.wav Analyzing file 305 of 500: /content/recordings/lucas/6_lucas_12.wav Analyzing file 306 of 500: /content/recordings/lucas/6_lucas_13.wav Analyzing file 307 of 500: /content/recordings/lucas/6_lucas_14.wav Analyzing file 308 of 500: /content/recordings/lucas/6_lucas_15.wav Analyzing file 309 of 500: /content/recordings/lucas/6_lucas_16.wav Analyzing file 310 of 500: /content/recordings/lucas/6_lucas_17.wav Analyzing file 311 of 500: /content/recordings/lucas/6_lucas_18.wav Analyzing file 312 of 500: /content/recordings/lucas/6_lucas_19.wav Analyzing file 313 of 500: /content/recordings/lucas/6_lucas_2.wav Analyzing file 314 of 500: /content/recordings/lucas/6_lucas_20.wav Analyzing file 315 of 500: /content/recordings/lucas/6_lucas_21.wav Analyzing file 316 of 500: /content/recordings/lucas/6_lucas_22.wav Analyzing file 317 of 500: /content/recordings/lucas/6_lucas_23.wav Analyzing file 318 of 500: /content/recordings/lucas/6_lucas_24.wav Analyzing file 319 of 500: /content/recordings/lucas/6_lucas_25.wav Analyzing file 320 of 500: /content/recordings/lucas/6_lucas_26.wav Analyzing file 321 of 500: /content/recordings/lucas/6_lucas_27.wav Analyzing file 322 of 500: /content/recordings/lucas/6_lucas_28.wav Analyzing file 323 of 500: /content/recordings/lucas/6_lucas_29.wav Analyzing file 324 of 500: /content/recordings/lucas/6_lucas_3.wav Analyzing file 325 of 500: /content/recordings/lucas/6_lucas_30.wav Analyzing file 326 of 500: /content/recordings/lucas/6_lucas_31.wav Analyzing file 327 of 500: /content/recordings/lucas/6_lucas_32.wav Analyzing file 328 of 500: /content/recordings/lucas/6_lucas_33.wav Analyzing file 329 of 500: /content/recordings/lucas/6_lucas_34.wav Analyzing file 330 of 500: /content/recordings/lucas/6_lucas_35.wav Analyzing file 331 of 500: /content/recordings/lucas/6_lucas_36.wav Analyzing file 332 of 500: /content/recordings/lucas/6_lucas_37.wav Analyzing file 333 of 500: /content/recordings/lucas/6_lucas_38.wav Analyzing file 334 of 500: /content/recordings/lucas/6_lucas_39.wav Analyzing file 335 of 500: /content/recordings/lucas/6_lucas_4.wav Analyzing file 336 of 500: /content/recordings/lucas/6_lucas_40.wav Analyzing file 337 of 500: /content/recordings/lucas/6_lucas_41.wav Analyzing file 338 of 500: /content/recordings/lucas/6_lucas_42.wav Analyzing file 339 of 500: /content/recordings/lucas/6_lucas_43.wav Analyzing file 340 of 500: /content/recordings/lucas/6_lucas_44.wav Analyzing file 341 of 500: /content/recordings/lucas/6_lucas_45.wav Analyzing file 342 of 500: /content/recordings/lucas/6_lucas_46.wav Analyzing file 343 of 500: /content/recordings/lucas/6_lucas_47.wav Analyzing file 344 of 500: /content/recordings/lucas/6_lucas_48.wav Analyzing file 345 of 500: /content/recordings/lucas/6_lucas_49.wav Analyzing file 346 of 500: /content/recordings/lucas/6_lucas_5.wav Analyzing file 347 of 500: /content/recordings/lucas/6_lucas_6.wav Analyzing file 348 of 500: /content/recordings/lucas/6_lucas_7.wav Analyzing file 349 of 500: /content/recordings/lucas/6_lucas_8.wav Analyzing file 350 of 500: /content/recordings/lucas/6_lucas_9.wav Analyzing file 351 of 500: /content/recordings/lucas/7_lucas_0.wav Analyzing file 352 of 500: /content/recordings/lucas/7_lucas_1.wav Analyzing file 353 of 500: /content/recordings/lucas/7_lucas_10.wav Analyzing file 354 of 500: /content/recordings/lucas/7_lucas_11.wav Analyzing file 355 of 500: /content/recordings/lucas/7_lucas_12.wav Analyzing file 356 of 500: /content/recordings/lucas/7_lucas_13.wav Analyzing file 357 of 500: /content/recordings/lucas/7_lucas_14.wav Analyzing file 358 of 500: /content/recordings/lucas/7_lucas_15.wav Analyzing file 359 of 500: /content/recordings/lucas/7_lucas_16.wav Analyzing file 360 of 500: /content/recordings/lucas/7_lucas_17.wav Analyzing file 361 of 500: /content/recordings/lucas/7_lucas_18.wav Analyzing file 362 of 500: /content/recordings/lucas/7_lucas_19.wav Analyzing file 363 of 500: /content/recordings/lucas/7_lucas_2.wav Analyzing file 364 of 500: /content/recordings/lucas/7_lucas_20.wav Analyzing file 365 of 500: /content/recordings/lucas/7_lucas_21.wav Analyzing file 366 of 500: /content/recordings/lucas/7_lucas_22.wav Analyzing file 367 of 500: /content/recordings/lucas/7_lucas_23.wav Analyzing file 368 of 500: /content/recordings/lucas/7_lucas_24.wav Analyzing file 369 of 500: /content/recordings/lucas/7_lucas_25.wav Analyzing file 370 of 500: /content/recordings/lucas/7_lucas_26.wav Analyzing file 371 of 500: /content/recordings/lucas/7_lucas_27.wav Analyzing file 372 of 500: /content/recordings/lucas/7_lucas_28.wav Analyzing file 373 of 500: /content/recordings/lucas/7_lucas_29.wav Analyzing file 374 of 500: /content/recordings/lucas/7_lucas_3.wav Analyzing file 375 of 500: /content/recordings/lucas/7_lucas_30.wav Analyzing file 376 of 500: /content/recordings/lucas/7_lucas_31.wav Analyzing file 377 of 500: /content/recordings/lucas/7_lucas_32.wav Analyzing file 378 of 500: /content/recordings/lucas/7_lucas_33.wav Analyzing file 379 of 500: /content/recordings/lucas/7_lucas_34.wav Analyzing file 380 of 500: /content/recordings/lucas/7_lucas_35.wav Analyzing file 381 of 500: /content/recordings/lucas/7_lucas_36.wav Analyzing file 382 of 500: /content/recordings/lucas/7_lucas_37.wav Analyzing file 383 of 500: /content/recordings/lucas/7_lucas_38.wav Analyzing file 384 of 500: /content/recordings/lucas/7_lucas_39.wav Analyzing file 385 of 500: /content/recordings/lucas/7_lucas_4.wav Analyzing file 386 of 500: /content/recordings/lucas/7_lucas_40.wav Analyzing file 387 of 500: /content/recordings/lucas/7_lucas_41.wav Analyzing file 388 of 500: /content/recordings/lucas/7_lucas_42.wav Analyzing file 389 of 500: /content/recordings/lucas/7_lucas_43.wav Analyzing file 390 of 500: /content/recordings/lucas/7_lucas_44.wav Analyzing file 391 of 500: /content/recordings/lucas/7_lucas_45.wav Analyzing file 392 of 500: /content/recordings/lucas/7_lucas_46.wav Analyzing file 393 of 500: /content/recordings/lucas/7_lucas_47.wav Analyzing file 394 of 500: /content/recordings/lucas/7_lucas_48.wav Analyzing file 395 of 500: /content/recordings/lucas/7_lucas_49.wav Analyzing file 396 of 500: /content/recordings/lucas/7_lucas_5.wav Analyzing file 397 of 500: /content/recordings/lucas/7_lucas_6.wav Analyzing file 398 of 500: /content/recordings/lucas/7_lucas_7.wav Analyzing file 399 of 500: /content/recordings/lucas/7_lucas_8.wav Analyzing file 400 of 500: /content/recordings/lucas/7_lucas_9.wav Analyzing file 401 of 500: /content/recordings/lucas/8_lucas_0.wav Analyzing file 402 of 500: /content/recordings/lucas/8_lucas_1.wav Analyzing file 403 of 500: /content/recordings/lucas/8_lucas_10.wav Analyzing file 404 of 500: /content/recordings/lucas/8_lucas_11.wav Analyzing file 405 of 500: /content/recordings/lucas/8_lucas_12.wav Analyzing file 406 of 500: /content/recordings/lucas/8_lucas_13.wav Analyzing file 407 of 500: /content/recordings/lucas/8_lucas_14.wav Analyzing file 408 of 500: /content/recordings/lucas/8_lucas_15.wav Analyzing file 409 of 500: /content/recordings/lucas/8_lucas_16.wav Analyzing file 410 of 500: /content/recordings/lucas/8_lucas_17.wav Analyzing file 411 of 500: /content/recordings/lucas/8_lucas_18.wav Analyzing file 412 of 500: /content/recordings/lucas/8_lucas_19.wav Analyzing file 413 of 500: /content/recordings/lucas/8_lucas_2.wav Analyzing file 414 of 500: /content/recordings/lucas/8_lucas_20.wav Analyzing file 415 of 500: /content/recordings/lucas/8_lucas_21.wav Analyzing file 416 of 500: /content/recordings/lucas/8_lucas_22.wav Analyzing file 417 of 500: /content/recordings/lucas/8_lucas_23.wav Analyzing file 418 of 500: /content/recordings/lucas/8_lucas_24.wav Analyzing file 419 of 500: /content/recordings/lucas/8_lucas_25.wav Analyzing file 420 of 500: /content/recordings/lucas/8_lucas_26.wav Analyzing file 421 of 500: /content/recordings/lucas/8_lucas_27.wav Analyzing file 422 of 500: /content/recordings/lucas/8_lucas_28.wav Analyzing file 423 of 500: /content/recordings/lucas/8_lucas_29.wav Analyzing file 424 of 500: /content/recordings/lucas/8_lucas_3.wav Analyzing file 425 of 500: /content/recordings/lucas/8_lucas_30.wav Analyzing file 426 of 500: /content/recordings/lucas/8_lucas_31.wav Analyzing file 427 of 500: /content/recordings/lucas/8_lucas_32.wav Analyzing file 428 of 500: /content/recordings/lucas/8_lucas_33.wav Analyzing file 429 of 500: /content/recordings/lucas/8_lucas_34.wav Analyzing file 430 of 500: /content/recordings/lucas/8_lucas_35.wav Analyzing file 431 of 500: /content/recordings/lucas/8_lucas_36.wav Analyzing file 432 of 500: /content/recordings/lucas/8_lucas_37.wav Analyzing file 433 of 500: /content/recordings/lucas/8_lucas_38.wav Analyzing file 434 of 500: /content/recordings/lucas/8_lucas_39.wav Analyzing file 435 of 500: /content/recordings/lucas/8_lucas_4.wav Analyzing file 436 of 500: /content/recordings/lucas/8_lucas_40.wav Analyzing file 437 of 500: /content/recordings/lucas/8_lucas_41.wav Analyzing file 438 of 500: /content/recordings/lucas/8_lucas_42.wav Analyzing file 439 of 500: /content/recordings/lucas/8_lucas_43.wav Analyzing file 440 of 500: /content/recordings/lucas/8_lucas_44.wav Analyzing file 441 of 500: /content/recordings/lucas/8_lucas_45.wav Analyzing file 442 of 500: /content/recordings/lucas/8_lucas_46.wav Analyzing file 443 of 500: /content/recordings/lucas/8_lucas_47.wav Analyzing file 444 of 500: /content/recordings/lucas/8_lucas_48.wav Analyzing file 445 of 500: /content/recordings/lucas/8_lucas_49.wav Analyzing file 446 of 500: /content/recordings/lucas/8_lucas_5.wav Analyzing file 447 of 500: /content/recordings/lucas/8_lucas_6.wav Analyzing file 448 of 500: /content/recordings/lucas/8_lucas_7.wav Analyzing file 449 of 500: /content/recordings/lucas/8_lucas_8.wav Analyzing file 450 of 500: /content/recordings/lucas/8_lucas_9.wav Analyzing file 451 of 500: /content/recordings/lucas/9_lucas_0.wav Analyzing file 452 of 500: /content/recordings/lucas/9_lucas_1.wav Analyzing file 453 of 500: /content/recordings/lucas/9_lucas_10.wav Analyzing file 454 of 500: /content/recordings/lucas/9_lucas_11.wav Analyzing file 455 of 500: /content/recordings/lucas/9_lucas_12.wav Analyzing file 456 of 500: /content/recordings/lucas/9_lucas_13.wav Analyzing file 457 of 500: /content/recordings/lucas/9_lucas_14.wav Analyzing file 458 of 500: /content/recordings/lucas/9_lucas_15.wav Analyzing file 459 of 500: /content/recordings/lucas/9_lucas_16.wav Analyzing file 460 of 500: /content/recordings/lucas/9_lucas_17.wav Analyzing file 461 of 500: /content/recordings/lucas/9_lucas_18.wav Analyzing file 462 of 500: /content/recordings/lucas/9_lucas_19.wav Analyzing file 463 of 500: /content/recordings/lucas/9_lucas_2.wav Analyzing file 464 of 500: /content/recordings/lucas/9_lucas_20.wav Analyzing file 465 of 500: /content/recordings/lucas/9_lucas_21.wav Analyzing file 466 of 500: /content/recordings/lucas/9_lucas_22.wav Analyzing file 467 of 500: /content/recordings/lucas/9_lucas_23.wav Analyzing file 468 of 500: /content/recordings/lucas/9_lucas_24.wav Analyzing file 469 of 500: /content/recordings/lucas/9_lucas_25.wav Analyzing file 470 of 500: /content/recordings/lucas/9_lucas_26.wav Analyzing file 471 of 500: /content/recordings/lucas/9_lucas_27.wav Analyzing file 472 of 500: /content/recordings/lucas/9_lucas_28.wav Analyzing file 473 of 500: /content/recordings/lucas/9_lucas_29.wav Analyzing file 474 of 500: /content/recordings/lucas/9_lucas_3.wav Analyzing file 475 of 500: /content/recordings/lucas/9_lucas_30.wav Analyzing file 476 of 500: /content/recordings/lucas/9_lucas_31.wav Analyzing file 477 of 500: /content/recordings/lucas/9_lucas_32.wav Analyzing file 478 of 500: /content/recordings/lucas/9_lucas_33.wav Analyzing file 479 of 500: /content/recordings/lucas/9_lucas_34.wav Analyzing file 480 of 500: /content/recordings/lucas/9_lucas_35.wav Analyzing file 481 of 500: /content/recordings/lucas/9_lucas_36.wav Analyzing file 482 of 500: /content/recordings/lucas/9_lucas_37.wav Analyzing file 483 of 500: /content/recordings/lucas/9_lucas_38.wav Analyzing file 484 of 500: /content/recordings/lucas/9_lucas_39.wav Analyzing file 485 of 500: /content/recordings/lucas/9_lucas_4.wav Analyzing file 486 of 500: /content/recordings/lucas/9_lucas_40.wav Analyzing file 487 of 500: /content/recordings/lucas/9_lucas_41.wav Analyzing file 488 of 500: /content/recordings/lucas/9_lucas_42.wav Analyzing file 489 of 500: /content/recordings/lucas/9_lucas_43.wav Analyzing file 490 of 500: /content/recordings/lucas/9_lucas_44.wav Analyzing file 491 of 500: /content/recordings/lucas/9_lucas_45.wav Analyzing file 492 of 500: /content/recordings/lucas/9_lucas_46.wav Analyzing file 493 of 500: /content/recordings/lucas/9_lucas_47.wav Analyzing file 494 of 500: /content/recordings/lucas/9_lucas_48.wav Analyzing file 495 of 500: /content/recordings/lucas/9_lucas_49.wav Analyzing file 496 of 500: /content/recordings/lucas/9_lucas_5.wav Analyzing file 497 of 500: /content/recordings/lucas/9_lucas_6.wav Analyzing file 498 of 500: /content/recordings/lucas/9_lucas_7.wav Analyzing file 499 of 500: /content/recordings/lucas/9_lucas_8.wav Analyzing file 500 of 500: /content/recordings/lucas/9_lucas_9.wav Feature extraction complexity ratio: 19.2 x realtime
WARNING:whylogs.core.dataset_profile:No timezone set in the datetime_timestamp object. Default to local timezone
Out[ ]:
(True, 'OK')