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Chalk up to
Cause Identification
Use 'chalk up to' when pointing out the perceived cause of an event or situation. 
Subjective Interpretation
Keep in mind that 'chalk up to' often reflects a personal interpretation or opinion. 
Mild Dismissal
'Chalk up to' can imply a mild dismissal or acceptance of something as unchangeable. 