Giter Club home page Giter Club logo

etl-cryptoidxs's Introduction

ETL pipeline using Azure services

Idea is to get financial timeseries for multiple crypto currencies and calculate custom index for each symbol.

Pairs:

  • BTCUSDT
  • ETHUSDT
  • BNBUSDT
  • ETHBTC
  • BNBETH
  • BNBBTC

Looking to calculate Relative Strength Index for each pair and then use this formula for currency indexes:

Currency Calculation
BTC (BTCUSDT + (100 - ETHBTC) + (100 - BNBBTC)) / 3
ETH (ETHUSDT + ETHBTC + (100 - BNBETH)) / 3
BNB (BNBUSDT + BNBETH + BNBBTC) / 3
USDT ((100 - BTCUSDT) + (100 - ETHUSDT) + (100 - BNBUSDT)) / 3

RSI is ranging from 0 to 100 so we are getting standartized indexes.

The same way we can calculate indexes for forex currencies

Plan:

  1. Getting historical data from binance api
  2. Loading raw in bronze storage layer
  3. Adding schema and loading as silver layer
  4. Calculating indexes for symbols and load as gold layer
  5. Calculate correlations
  6. Visualize data

Correlations

"correlations"

Line plot

"lineplot"

Services used

"azure etl pipleline"

etl-cryptoidxs's People

Contributors

srgchrksv 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.