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 stationarity

Notebook stationarity

Introduction to ARIMA

Notebook intro ARIMA

ARIMA excersice

Notebook excercise