Abstract: Highlights•PaSCoNT is a parallel speech corpus of Northern-Central Thai recorded 100 h of speech.•PaSCoNT consists of 907,832 words and 6279 vocabulary items.•There were statistically significant differences speech tempo between Central Thai and Northern Thai.•ASR model using the PaSCoNT can be used for both Northern Thai and Central Thai dialect speech recognition.