Coder Social home page Coder Social logo

speedprior / firepower-sarima Goto Github PK

View Code? Open in Web Editor NEW
0.0 1.0 0.0 4 KB

This script will ingest a bunch of Firepower connection event reports in csv, and plot the bandwidth alongside the prediction from the SARIMA algorithm. It doesn't do much, but if you have a compliance requirement to baseline the traffic on each sensor, it should do the trick.

Python 100.00%

firepower-sarima's Introduction

Firepower-sarima

This script will ingest a bunch of Firepower connection event reports in csv, and plot the bandwidth alongside the prediction from the SARIMA algorithm. It doesn't do much, but if you have a compliance requirement to baseline the traffic on each sensor, it should do the trick.

The connection event reports must not include any fields that will break up the report into individual connection events; I didn't put in anything to sum up the sessions for each sensor. For example, my reports just include the 'device,' 'Initiator Bytes,' and 'responder bytes' fields. This will produce one row for each sensor, for each report.

Edit the global variable with the prefix name of your report, e.g. "hour_connection_events." Schedule the compliance reports to run every hour; or every half-hour if your throughput is high enough that you can't store a full hour's worth. Download them all to a single directory, and point the script to that directory when it starts. When it's finished running all the math (SARIMAX hyperparameter search takes most of the time), it'll ask you for an output directory, where it will save a plot of the projected and observed data for each sensor.

firepower-sarima's People

Contributors

speedprior avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.