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The public library reading preferences and attitudes among women reading are to investigate the reading habit's influence. It will be used by researchers in a well-structured research machine learning algorithm for reading habits. Public Library is a research unit on the problem of public library promoting reading habits among women's time pass, sleeping, chatting purpose for Passing the time 1 to 2 hours to reading women, and spending a week. The proposed Support Linear Regression (SLR) algorithm Lip reading, relying on the public library, decided to read a book based on the contents and horror stories reads for women, such as the impressive book, read 3 to 4 hours a week, to read, to improve the knowledge, to relax decided to read. According to the author, she relies on his collection, reads before bedtime, goes to the library once a week, reads to patronize the public library, and reads to go to the library newspaper during the library opening hours. This data is collected from various types of women's users of public libraries. A simple random technique is used for the data to be collected through a closed questionnaire. Female users, read a newspaper or magazine will visit the main library to update their knowledge. General reading is the primary source of information used books with a newspaper, and competitiveness is the female library users. [ABSTRACT FROM AUTHOR]