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Top 23 Economic Open-Source Projects
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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akshare
AKShare is an elegant and simple financial data interface library for Python, built for human beings! 开源财经数据接口库 (by akfamily)
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EconML
ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to bring automation to complex causal inference problems. To date, the ALICE Python SDK (econml) implements orthogonal machine learning algorithms such as the double machine learning work of
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awesome-intelligence
A collaboratively curated list of awesome Open-Source Intelligence (OSINT) Resources
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fecon235
Notebooks for financial economics. Keywords: Jupyter notebook pandas Federal Reserve FRED Ferbus GDP CPI PCE inflation unemployment wage income debt Case-Shiller housing asset portfolio equities SPX bonds TIPS rates currency FX euro EUR USD JPY yen XAU gold Brent WTI oil Holt-Winters time-series forecasting statistics econometrics
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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DSGE.jl
Solve and estimate Dynamic Stochastic General Equilibrium models (including the New York Fed DSGE)
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Econometrics-With-Python
Tutorials of econometrics featuring Python programming. This is a crash course for reviewing the most important concepts and techniques of basic econometrics, the theories are presented lightly without hustles of derivation and Python codes are straightforward.
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edgar-crawler
The only open-source toolkit that can download EDGAR financial reports and extract textual data from specific item sections into nice and clean JSON files.
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computational-economy
An agent-based computational economy with macroeconomic equilibria from microeconomic behaviors
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policyengine-us
The PolicyEngine US Python package contains a rules engine of the US tax-benefit system, and microdata generation for microsimulation analysis.
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econometrics-cheatsheet
Multiple econometrics cheat sheets with a complete and summarize review going from the basics of an econometric model to the solution of the most popular problems.
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emerging-trajectories
Open source framework for using LLMs to forecast political, economic, and social events.
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Business-Valuation-with-Discounted-Cash-Flow-In-Python
Stocks and Assets Valuation via Discounted Cash Flow with Python
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TrackingR
Python code for "Tracking R of COVID-19 A New Real-Time Estimation Using the Kalman Filter".
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
Project mention: Open-Sourcing High-Frequency Trading and Market-Making Backtesting Tool | /r/Python | 2023-12-06You might want to suggest this as an extension to the OpenBB project - I imagine that could be of interest to them if there isn’t something like it built in already :-)
Project mention: Work with First, Second and Third Order Greeks Through the Finance Toolkit | news.ycombinator.com | 2024-01-17Over the last year I've spend a significant amount of time creating a Finance Toolkit in Python, it currently features over 150+ different metrics such as financial ratios, models, risk and performance metrics, technical indicators, macro-economic parameters and since today also all Greeks.
The Finance Toolkit is written in Python and is meant as a free solution to acquire a large range of financial metrics. My goal is to make financial calculations accessible to everyone as there is no point in reinventing the wheel over and over again which I've seen countless of times happen given that I work in the Financial Sector myself.
If you are interested give it a go: https://github.com/JerBouma/FinanceToolkit and find the recent release notes here that talk about the Greeks: https://github.com/JerBouma/FinanceToolkit/releases/tag/v.1....
Project mention: Financial Economics: Financial Economics Models. Extended Research - star count:1033.0 | /r/algoprojects | 2023-12-10
Project mention: Python for Econometrics for Practitioners [Free Online Courses] | /r/CompSocial | 2023-08-24Econometrics with Python: This is a crash course for reviewing the most important concepts and techniques of econometrics. The theories are presented lightly without hustles of mathematical derivation and Python codes are mostly procedural and straightforward. Core concepts covered: multi- linear regression, logistic model, dummy variable, simultaneous equations model, panel data model and time series.
Project mention: Open-source toolkit to download EDGAR financial reports | news.ycombinator.com | 2023-12-27
Project mention: Econometrics Cheat Sheet (Additional) now includes ANOVA and logit! | /r/econometrics | 2023-05-31
RAG will have a place in the LLM world, since it's a way to obtain data/facts/info for relevant queries.
Since you asked about alternatives...
(a) "World models" where LLMs structure information into code, structured data, etc. and query those models will likely be a thing. AlphaGeometry uses this[1], and people have tried to abstract this in different ways[2].
(b) Depending on how you define RAG, knowledge graphs could be a form of RAG or alternatively an alternative to them. Companies like Elemental Cognition[3] are building distinct alternatives to RAG that use such graphs and give LLMs the ability to run queries on said graphs. Another approach here is to build "fact databases" where, you structure observations about the world into standalone concepts/ideas/observations and reference those[4]. Again, similar to RAG but not quite RAG as we know it today.
[1] https://deepmind.google/discover/blog/alphageometry-an-olymp...
[2] https://arxiv.org/abs/2306.12672
[3] https://ec.ai/
[4] https://emergingtrajectories.com/
You can find the code with an example valuing Chipotle (CMG) on GitHub or this Colab File (They are both the same and identical).
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Economics related posts
- Ask HN: Is RAG the Future of LLMs?
- Long-form factuality in large language models
- Ask HN: What are some actual use cases of AI Agents?
- Jdf.jl – Julia DataFrames serialization format
- Econometrics Cheat Sheet (Additional) now includes ANOVA and logit!
- Economic Model
- [D] What approach to decide which class is most optimal for recovery?
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A note from our sponsor - WorkOS
workos.com | 23 Apr 2024
Index
What are some of the best open-source Economic projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | OpenBBTerminal | 26,002 |
| 2 | Mind-Expanding-Books | 11,147 |
| 3 | akshare | 8,321 |
| 4 | EconML | 3,540 |
| 5 | FinanceToolkit | 2,343 |
| 6 | awesome-intelligence | 1,668 |
| 7 | fecon235 | 1,088 |
| 8 | DSGE.jl | 842 |
| 9 | 0xDeCA10B | 547 |
| 10 | Econometrics-With-Python | 250 |
| 11 | edgar-crawler | 224 |
| 12 | RegressionTables.jl | 129 |
| 13 | cpi | 127 |
| 14 | owidR | 114 |
| 15 | DingelNeiman-workathome | 99 |
| 16 | computational-economy | 94 |
| 17 | policyengine-us | 92 |
| 18 | econometrics-cheatsheet | 89 |
| 19 | fortune500 | 82 |
| 20 | priceR | 55 |
| 21 | emerging-trajectories | 54 |
| 22 | Business-Valuation-with-Discounted-Cash-Flow-In-Python | 40 |
| 23 | TrackingR | 27 |
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