Business category, open hours, visit count, popular times and more are associated with each place. The top 3,000 brands are mapped to over 1MM POI. Noisy locations are removed (ATMs, Red Box kiosks, etc.). Closed stores are filtered out. Irrelevant businesses (like home LLCs with no employees) are kept out. Here's a guide
answering every question you have about POI data.