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Fixed grammatical and spelling errors in "readme.md" #1

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Fixed grammatical and spelling errors in "readme.md" #1

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4 changes: 2 additions & 2 deletions readme.md
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Expand Up @@ -3,7 +3,7 @@ turksfeat

Resources for [*Simple Speech Representation Learning from Perceptual Data*](https://github.com/Sleepwalking/prometheus-spark/blob/master/writings/simple-speech-representation-perceptual-data-hua-2019.pdf).

This database contains 3200 pairs (2700 for training and 500 for testing) of phonemes whose perceived similarity is rated by workers on Amazon Mechnical Turk. Each pair is rated by 5 workers on a 1-to-5 discrete opinion scale.
This database contains 3200 pairs (2700 for training and 500 for testing) of phonemes whose perceived similarity is rated by workers at Amazon Mechanical Turk. Each pair is rated by 5 workers on a 1-to-5 discrete opinion scale.

There is also a smaller database (screening set) with only 61 token pairs but each rated by 25 workers.

Expand Down Expand Up @@ -57,4 +57,4 @@ License

This database ("*turksfeat*") is made available under the Open Database License: [http://opendatacommons.org/licenses/odbl/1.0/](http://opendatacommons.org/licenses/odbl/1.0/). Any rights in individual contents of the database are licensed under the Database Contents License: [http://opendatacommons.org/licenses/dbcl/1.0/](http://opendatacommons.org/licenses/dbcl/1.0/).

In short: attribution and share-alike.
In short: attribution and share-alike.