A classifier that determines if your message was in English, Singlish, or Indian English. The most recent results: Training set size: 31792, Test set size: 7949 5933 correct/1913 incorrect of 7846 examples (accuracy: 75.62%) Misclassified Singlish as English: 753 times Misclassified Indian English as Singlish: 441 times Misclassified Indian English as English: 294 times Misclassified Singlish as Indian English: 193 times Misclassified English as Singlish: 188 times Misclassified English as Indian English: 44 times Which makes sense. It's easy for a Singlish writer to write proper English, but you'll never see an American or Brit write a Singlish sentence. The words, they only swing one way.