.. _optimal_delay:

Speed considertions
====================


Below there are two notebooks I used for comparing speeds of several functions that I have developed iteratively. Generally speaking, the conclusions are:

1. Pandas-based functions are quick to develop and easy to understand

2. Numpy-based functions run significantly faster than pandas-based functions

3. Numba-compiled functions run significantly faster than Numpy-based functions


Optimal delay
----------------

.. raw:: html
   :file: ../notebooks/01-jsg-Optimal_delay_speed.html


Bundle functions
------------------

.. raw:: html
   :file: ../notebooks/02-jsg-Bundle_speed_tests.html