Extracted 15 years NIFTY50 data using nsepy/nsetools to perform analysis to drive data driven investment insights.

Detailed Analysis Series @ Medium

https://medium.com/@kmrmanish/nifty50-data-analysis-using-python-d9227e525894

NIFTY50 Data Analysis Series

• Data Extraction : Download NIFTY50 daily data for last 15 years using API like nsetools/nsepy
• Data Visualization : Plot the interactive trends(Line, Candlesticks and Heikin Ashi Charts) for different period using Cufflinks and Plotly
• High-Low Analysis & Open-Close Analysis
• Gap Up-Gap Down Analysis
• Simple Moving Average (SMA) Analysis : Calculate and Plot 7 days, 14 days, 21 days, 50 days and 200 days SMA
• Exponential Moving Average (EMA) Analysis : Calculate and Plot 7 days, 14 days, 21 days, 50 days and 200 days EMA
• Monthly Return Analysis : Calculate and Plot %Monthly Return and Positive & Negative Return Count
• Portfolio Analysis : One Time Lump-sum Investment
• Portfolio Analysis : Monthly SIP on 1st trading day of the month
• Portfolio Analysis : Invest only on First Gap Down Day of the every month
• Portfolio Analysis : Invest on All Gap Down Days
• Sharpe Ratio Comparison : Compare different investment strategies and risk adjusted returns