527 articles related to imbalanced data and rare events are reviewed. Viewing reviewed papers from both technical and practical perspectives. Summarizing existing methods and corresponding statistics by a new taxonomy idea. Categorizing 162 application papers into 13 domains and giving introduction. Some opening questions are discussed at the end of this manuscript.