You might try to convert the CSV to a HDF5 format. HDF5 is a data storage format that can store a variety of datatypes and is designed for flexible and efficient I/O and for high volume and complex data.
SHAHEEN MOHAMMED ALHIRMIZY : Have you already tested the performance of pandas csv read ? specifically have you tested the performance dataframe "read_csv" function? Please check this thread: