IBD Style Relative Strength Percentile Ranking of Stocks (i.e. 0-100 Score).

Overview

relative-strength

IBD Style Relative Strength Percentile Ranking of Stocks (i.e. 0-100 Score).
I also made a TradingView indicator, but it cannot give you the percentile ranking, it just shows you the Relative Strength: https://www.tradingview.com/script/SHE1xOMC-Relative-Strength-IBD-Style/

Daily Generated Outputs

Stocks: https://github.com/skyte/rs-log/blob/main/output/rs_stocks.csv
Industries: https://github.com/skyte/rs-log/blob/main/output/rs_industries.csv

Known Issues

Unfortunately the close prices loaded from the price history API are not always split adjusted. So if a stock had a split recently there is a chance the relative strength value will be wrong...

Calculation

Yearly performance of stock (most recent quarter is weighted double) divided by yearly performance of reference index (SPY by default).

Considered Stocks

Tickers from ftp://ftp.nasdaqtrader.com/symboldirectory/nasdaqtraded.txt disregarding ETFs and all stocks where the industry and sector information couldn't be retrieved from yahoo finance.

How To Run

Run EXE

  1. Open the latest successful run here: https://github.com/skyte/relative-strength/actions/workflows/exe.yml
  2. Download exe-package at the bottom (need to be logged in into github)
  3. Exctract the relative-strength folder and enter it
    • If needed open config.yaml and put in your preferences
  4. Run relative-strength.exe

Run Python Script

  1. Open config.yaml and put in your preferences
  2. Install requirements: python -m pip install -r requirements.txt
  3. Run relative-strength.py

Separate Steps

Instead of running relative-strength.py you can also:

  1. Run rs_data.py to aggregate the price data
  2. Run rs_ranking.py to calculate the relative strength rankings

*** Output ***

  • in the output folder you will find:
    • the list of ranked stocks: rs_stocks.csv
    • the list of ranked industries: rs_industries.csv

Config

Private File

You can create a config_private.yaml next to config.yaml and overwrite some parameters like API_KEY. That way you don't get conflicts when pulling a new version.

Data Sources

Can be switched with the field DATA_SOURCE

Yahoo Finance

(Benchmark: Loads 1500 Stocks in 20m)

  • Is default, no config necessary.
TD Ameritrade

(Benchmark: Loads 1500 Stocks in 18m)

  1. Create TDAmeritrade Developer Account and App
  2. Put in your API_KEY in config.yaml and change DATA_SOURCE.
Calendars for various securities exchanges.

IMPORTANT NOTE This package is currently unmaintained as the sponsor, quantopian, is going through corporate changes. As such there is a fork of this

Quantopian, Inc. 545 Jan 07, 2023
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