2024-12-06 Server specification (AWS EC2 m7i.8xlarge): cpu: Intel(R) Xeon(R) Platinum 8488C (32cores) main memory: 128GB source code of the benchmark The following graph compares four data frame libraries (pandas, modin, polars, and fireducks) on 22 different queries included in the benchmark. The vertical axis shows how many times faster compared to pandas on a logarithmic scale, where anything greater than 1 indicates that it is faster than pandas. The Scale Factor, which represents the dat...