Benchmark comparison daru vs pandas & numpy

Pandas and Numpy - mean of the one Pandas

Benchmarking function: pandas_mean

Testing with a dataframe of size:  100
Result (seconds):  0.00002590420289998292
Testing with a dataframe of size:  1000
Result (seconds):  0.00002713621290004085
Testing with a dataframe of size:  10000
Result (seconds):  0.00004180985899984080
Testing with a dataframe of size:  100000
Result (seconds):  0.00015845163699941623
Testing with a dataframe of size:  1000000
Result (seconds):  0.00154265971000313576
Testing with a dataframe of size:  10000000
Result (seconds):  0.01233993340001688852
Testing with a dataframe of size:  100000000
Result (seconds):  0.12452101310000215917

Benchmarking function: numpy_mean

Testing with a dataframe of size:  100
Result (seconds):  0.00003039180350006063
Testing with a dataframe of size:  1000
Result (seconds):  0.00003180017919994498
Testing with a dataframe of size:  10000
Result (seconds):  0.00004642649300058111
Testing with a dataframe of size:  100000
Result (seconds):  0.00015341703800004326
Testing with a dataframe of size:  1000000
Result (seconds):  0.00132965861999764464
Testing with a dataframe of size:  10000000
Result (seconds):  0.01232307760001276689
Testing with a dataframe of size:  100000000

Pandas and Numpy - median of the one Pandas

Benchmarking function: pandas_median

Testing with a dataframe of size:  100
Result (seconds):  0.00002582970006000323
Testing with a dataframe of size:  1000
Result (seconds):  0.00002824090917999456
Testing with a dataframe of size:  10000
Result (seconds):  0.00010940286248000120
Testing with a dataframe of size:  100000
Result (seconds):  0.00088729414723999977
Testing with a dataframe of size:  1000000
Result (seconds):  0.01075348846100041521
Testing with a dataframe of size:  10000000
Result (seconds):  0.12858627516000523117
Testing with a dataframe of size:  100000000
Result (seconds):  1.24747154800024873111

Benchmarking function: numpy_median

Testing with a dataframe of size:  100
Result (seconds):  0.00003089331586999833
Testing with a dataframe of size:  1000
Result (seconds):  0.00003515163099999882
Testing with a dataframe of size:  10000
Result (seconds):  0.00012442707055000028
Testing with a dataframe of size:  100000
Result (seconds):  0.00099820312949000251
Testing with a dataframe of size:  1000000
Result (seconds):  0.01108264675299960866
Testing with a dataframe of size:  10000000
Result (seconds):  0.13133820641999591206
Testing with a dataframe of size:  100000000
Result (seconds):  1.21390682299988839077