Northern Chinese tend to speak in a way closer to standard mandarin, the southern parts of China got more different local dialects, such as Sichuanese, Shanghainese, Hunan dialect, and the famous Cantonese. There is an article talking about the basics of the Chinese language for beginners, check it out if you are interested.