Business Intelligence (BI) Application Server written in Python

Posted on Feb 21, 2014

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I started a new project with the name OpenMining, new application server written in Python.

OpenMining

OpenMining is software for creating OLAP (online analytical processing) cubes (multi-dimensional) using Numpy, Scipy and Pandas for data management and flexibility in processing dynamical filters. Open-source provider of reporting, analysis, dashboard, data mining and workflow capabilities.

Our goals

  • Business Intelligence software (Pentaho/Jaspersoft) alternative;
  • OLAP manager;
  • Generate report (grid, charts, pdf and etc);
  • Dashboard manager, link one or more element (report);
  • Easy dashboard generate;
  • Not one data is processed on the basis of source data;
  • Friendly interface;
  • Used websocket on cube load;

Python libs used

  • Pandas
  • Numpy
  • numexpr
  • ipython
  • Tornado
  • SQLAlchemy
  • RQ
  • Riak client
  • Redis client
  • Memcached client

More about OLAP cube

A cube can be considered a generalization of a three-dimensional spreadsheet. For example, a company might wish to summarize financial data by product, by time-period, and by city to compare actual and budget expenses. Product, time, city and scenario (actual and budget) are the data's dimensions.

Cube is a shortcut for multidimensional dataset, given that data can have an arbitrary number of dimensions. The term hypercube is sometimes used, especially for data with more than three dimensions.

Each cell of the cube holds a number that represents some measure of the business, such as sales, profits, expenses, budget and forecast.

OLAP data is typically stored in a star schema or snowflake schema in a relational data warehouse or in a special-purpose data management system. Measures are derived from the records in the fact table and dimensions are derived from the dimension tables.

Screenshot

Screenshot Screenshot Screenshot

The MIT License (MIT)

Copyright (c) 2014 Thiago Avelino

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

Contribute

Star and fork in github.com/mining/mining, send pull request!

Bug tracker

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