UEL Baby Dev Lab

Speech coding – first pass cleaning and speaker identification – lab data

Speech coding – first pass cleaning and speaker identification

  1. Coding is done on this page: https://uelbabydev.com/onacsa-lab-audio-coding-phase-one-v3
  1. Small segments 3-10 mintues long of lab audio data are coded, the title of each of these vocalisation tells us everything we should need to know. E.g. 1001_2_pk _0013, means participant 1 (1001), visit number 2 (visits are 5, 10, 15 and 36 months), different types of play: jp – joint play, sp – solo play, pk – puppet karaoke, ip – interrupted play, pb – peekaboo, and finally vocalisation number.
  1. Prior to coding, the VAD (automated Voice Activity Detector) identifies the voiced audio – and from this the onset (start) and offset (end) times for each vocalisation are calculated. 
  1. There are approx. 100-200 separate identified vocal segments ‘vocalisations’ for each type of play.
  1. For each vocalisation on the page you can play the vocalisation and an extended vocalisation, with one second added to the start and end. There are then a series of up to three questions about each segment. 
  2. Relevant questions will pop up based on responses. Simply select the response that best describes the audio. Once all questions are responded to click ‘Submit’
  3. There is an option to choose ‘Who is coding this audio file?’, make sure to choose yourself as this is how we keep track of who has coded what and how much you have coded. In future we hope to make this automatic.
  4. Because of how the VAD is set up, there a quite a few ‘false positives’ (noise/rattle) where no-one is vocalising.  

Who is Talking?

For this question you only need to listen to the vocalisation, you don’t need to listen to the extended vocalisation. Even if someone else is speaking in the extended vocalisation you should ignore them.

Baby

The participating infant vocalising. 

Mum

The participating mum vocalising.

Co-vocalisation

Co-vocalisation. This is naturally occurring in speech where two or more speakers are speaking in overlap with each other. This means any part of one speaker’s vocalisation overlaps with any part of another speaker’s vocalisation. E.g. this could be at the end or beginning (or both) of a vocalisation: 

Or it could be for the whole part of one vocalisation (e.g. a mum who is trying to calm a crying baby)

The important thing is that there is no pause or gap between the vocalisations. If it is unclear whether the vocalisations are co-vocalisations or merged vocalisations, please code as co-vocalisations.

Merged vocalisation

Merged vocalisations. This is where two (or more) separate vocalisations have been picked up  and ‘merged’ together in error by the VAD.  E.g.  

The important thing is that the vocalisations are not in overlap, and there is a small pause between vocalisations.  If it is unclear whether the vocalisations are co-vocalisations or merged vocalisations, please code as co-vocalisations.

Researcher present

If the researcher is present in the recording (whether they are speaking or not). The researcher normally visits twice – one to set up the wearable device and once to collect it – these times will not be qualitatively coded.

Marta (Spanish) and Emily

Emily

Marta

James

Pierre

Narain

Tom

Rattle

High pitched rattle sound or clunking where the bell bashes against the inside of the wooden cage.

Quiet rattle, here the mum is speaking so code it as mum and when asking for noise select rattle.

Shaker

The same as the rattle but the bell has been dulled, so you can still here the shaking but can’t here the bell.

Other Instrument or Toy

We sometimes use a xylophone, or buzzer to help synchronise the audio. Sometimes there are other noises like phones, please code these as other instrument/toy.

Noise

Anything unvoiced e.g. clothes rustling, unidentified noise

Often there are audio clips that are really short and really difficult to code, you should always listen to the extended vocalisation to make sure that the sound is noise, if you are sure that it’s not a vocalisation code it as noise.

Is there noise during the vocalisation?

Notes: Sometimes the VAD will correctly identify a voice, but there will also be noise during the vocaisation.

For this question you only need to listen to the vocalisation, you don’t need to listen to the extended vocalisation. Even if there is noise in the extended vocalisation we don’t mind, we only care if there is noise in the vocalisation.

Responses:

No

Toy hitting table

Banging hands on table

Rattle

Shaker – The same as the rattle but the bell has been dulled, so you can still here the shaking but can’t here the bell.

Other – here code for toys/instruments/phones etc if there was also vocalisations that stopped you from doing this earlier.

Is the start or end cut off?

This is only relevant is there is a significant cut that you can hear between the standard and extended vocalisation. For this question please listen to both the vocalisation and extended vocalisation.

Often you may find strings of vocalisations where one is cut off at the end and another is cut off at the start.

No cut

If the vocalisation is there in its entirety – i.e. none of the vocalisation has been cut off at the start or the end.

End

Code if the end has been cut off.

Beginning and end

Code if both start and end have been cut off.

Start

Code if the start of the vocalisation has been cut off.

Missed/extra vocalisation

When the wider segment plays, sometimes there is an extra infant vocalisation present before the vocalisation (you will know this because you will have just coded the previous vocalisation).

This is almost impossible to find so don’t worry if you don’t find any.

Is this voc part of the previous voc?

Sometimes there are strings of vocalisations that the VAD accidentally cuts these into separate vocalisations. To help us put these back together please mark yes if your current vocalisation is part of the previous vocalisation.

To determine this, listen to the extended vocalisation for the one you are working on and the vocalisation from the previous one if you can hear the previous vocalisation in the current extended vocalisation then this is part of the same vocalisation.