Time series

This section is very introductory.

Moving avarage

Take in mind the simple mean (unweighted).

X

X.shift(1)

X.shift(2)

\(x_{1}\)

NaN

NaN

\(x_{2}\)

\(x_{1}\)

NaN

\(x_{3}\)

\(x_{2}\)

\(x_{1}\)

\(x_{4}\)

\(x_{3}\)

\(x_{2}\)

\(x_{5}\)

\(x_{4}\)

\(x_{3}\)

Then you can construct a sum of each column.

Material

Notebooks

Model

Material

Introduction financial series

Notebook introduction

Introduction to decomposition

Notebook decomposition

Introduction to ARIMA

Notebook intro ARIMA

ARIMA excersice

Notebook excercise