Curated wrapper over Python ecosystem. Source code for fecon235 Jupyter notebooks.
GitHub repository is at fecon236, see CHANGELOG for revision history.
The protected master branch gets released via
pip, see our PyPI.
The develop branch is where pull requests are currently directed.
fecon236 provides an interface for financial economics to the Python ecosystem, especially packages for mathematics, statistics, science, engineering, and data analysis. Complex packages such as numpy, pandas, statsmodels, scipy, and matplotlib are seamlessly integrated at a high-level with APIs of various data hosts for:
Essential commands which correctly handle annoying low-level pitfalls.
Retrieval of economic and financial data, both historical and the most current.
Data munging, for example, resampling and alignment of time-series data from hosts using mutually incompatible formats.
Analysis using techniques from econometrics, time-series analysis, and statistical machine learning.
Abstraction and software optimization of mathematical operators, for example, linear algebra used in portfolio analysis.
Visualization of data using graphical packages.
Reproducible research which is collaborative and openly accessible at zero cost.
To practically test theoretical ideas interactively, fecon236 can employed with any Python IDE interactive development environment, IPython console, or with a Jupyter notebook. The code has been tested against both python27 and python3 since 2014, and works across major platforms: Linux, Mac, and Windows.
For the developer, we recommend forking the fecon236 repository, then
pip install --editable .
Version 10 of fecon236 represents refactoring of the fecon235 v5.18.0312 Python code, not the Jupyter notebooks, with a new architecture depicted in Appendix 1. Function names have been retained, but under fecon236 expect infrequent function calls to be explicit rather than implicit, i.e. modules names and their aliases are significant.
Version 11 of fecon236 will signal when our Travis builds under Python 2.7 fail, and at that point we expect to require at least Python 3.6.
>>> print(fe.map) Annotated tree map of package directory [with module aliases] fecon236 ├── __init__.py (Router, sole non-empty __init__.py file herein) ├── tool.py (Tools, low-level essentials) ├── top.py (Top priority, experimental) ├── boots (Bootstrap) │ └── bootstrap.py [bs] ├── dst (Distributions) │ └── gaussmix.py [gmix] ├── econ │ └── infl.py ├── futures │ └── cftc.py ├── host │ ├── fred.py │ ├── hostess.py │ ├── qdl.py │ ├── _ex_Quandl.py │ └── stock.py ├── math │ └── matrix.py [mat] ├── ml (Machine Learning) │ └── learn.py ├── oc (Optimization Control) │ └── optimize.py [op] ├── parse │ └── sec.py ├── prob (Probability) │ └── sim.py (Simulation) ├── prtf (Porfolio theory) │ └── boltzmann.py [boltz] ├── rates (Fixed Income) │ └── fedfunds.py ├── tsa (Time Series Analysis) │ └── holtwinters.py [hw] ├── util (Utilities) │ ├── group.py │ └── system.py └── visual └── plots.py
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