IZData Lab is a collection of data analysis and visualization projects exploring macroeconomics, financial markets, and cryptocurrency using publicly available datasets.
The goal of this repository is to transform complex economic and financial data into clear, informative visualizations that help explain long-term trends, market relationships, and historical events.
The projects combine data from government agencies, central banks, and industry sources with Python-based analysis and visualization.
Examines crypto market liquidity using:
- Bitcoin Price
- Stablecoin Market Capitalization
- Stablecoin Supply Ratio (SSR)
- Liquidity Ratio
Focus:
- Crypto liquidity
- Stablecoin growth
- Market cycles
- Capital availability
Explores the relationship between Bitcoin and U.S. inflation-adjusted Treasury yields.
Focus:
- Real interest rates
- Opportunity cost
- Federal Reserve policy
- Rolling correlation analysis
Visualizes crude oil flows through one of the world's most strategically important energy chokepoints.
Focus:
- Global oil trade
- Persian Gulf exports
- Asian energy demand
- Energy security
- Geopolitics
Explores the historical relationship between inflation and unemployment using three different inflation measures.
Series include:
- Headline CPI vs. Unemployment
- Core CPI vs. Unemployment
- Core PCE vs. Unemployment
Focus:
- Inflation
- Labor markets
- Monetary policy
- Business cycles
Breaks down U.S. inflation into its major components while incorporating unemployment, monetary policy, recessions, and historical oil shocks.
Focus:
- Headline CPI
- Core CPI
- Food inflation
- Energy inflation
- Federal Funds Rate
- Recessions
- Oil shocks
Projects use publicly available data from organizations including:
- Federal Reserve Economic Data (FRED)
- Bureau of Labor Statistics (BLS)
- U.S. Energy Information Administration (EIA)
- National Bureau of Economic Research (NBER)
- CoinGecko
- DefiLlama
- Vortexa
- Python
- Pandas
- NumPy
- Matplotlib
- Jupyter Notebook
IZData_lab/
│
├── Bitcoin_vs_Stablecoin_Liquidity/
├── Bitcoin_vs_US10yr_Real_Yield_(TIPS)/
├── Oil_Flows_Through_the_Strait_of_Hormuz/
├── Phillips_Curve_Time_Series_Analysis/
└── US_CPI_Inflation_Decomposition_with_Recessions_Oil_Shocks_and_Policy_Context/
Each project contains:
- A dedicated
README.md - Jupyter notebooks
- Figures and visualizations
- Raw datasets (when applicable)
The purpose of IZData Lab is to build a collection of reproducible, data-driven analyses that explain important economic, financial, and geopolitical topics through visualization.
Rather than focusing solely on statistical models, these projects emphasize historical context, market dynamics, and intuitive storytelling to make complex data more accessible.
IZData Lab is an evolving collection of analyses. New projects are added as they are completed, with a focus on creating clear, reproducible visualizations that help explain real-world economic and financial trends.
Data-driven insights through economics, finance, and cryptocurrency analytics.