https://github.com/atul-anand-jha/time-series-forecast-nsepy

Redcarpetup.com assignment Intern Task
https://github.com/atul-anand-jha/time-series-forecast-nsepy

bokeh nse-stock-data python scikit-learn stock time-series time-series-analysis

Last synced: 25 days ago
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Redcarpetup.com assignment Intern Task

• Host: GitHub
• URL: https://github.com/atul-anand-jha/time-series-forecast-nsepy
• Owner: Atul-Anand-Jha
• License: gpl-3.0
• Created: 2018-11-23T05:09:48.000Z (almost 6 years ago)
• Default Branch: master
• Last Pushed: 2019-12-05T18:56:58.000Z (almost 5 years ago)
• Last Synced: 2023-10-03T05:06:35.553Z (about 1 year ago)
• Topics: bokeh, nse-stock-data, python, scikit-learn, stock, time-series, time-series-analysis
• Language: Jupyter Notebook
• Size: 38 MB
• Stars: 13
• Watchers: 4
• Forks: 18
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
# NSEPY: Time Series Analysis + Forecasting

![sample Image](https://encrypted-tbn0.gstatic.com/images?q=tbn%3AANd9GcR6Qr9-a_M7Cb2YYq5R43NcPZjBHcNyJ01Ed7Fr1wODfT0Jqiim)

>>> RedCarpet's internship assignment: https://pastebin.com/QDbSQPZg

>>> Dataset selection: Use: https://github.com/swapniljariwala/nsepy

Source OCLHV data for NSE stocks (INFY,TCS) between 2015-2016. Data level - Daily.

Source OCLHV data for NIFTY IT index. Data level - Daily.

>>> Libraries Required

```

bokeh

numpy

scipy

pandas

Scikit-learn

```

>>> **problem Statement**:

The Problem statement has been shifted to a new seperate file. You can check that [here](https://github.com/Atul-Anand-Jha/Time-Series-Forecast-NSEPy/blob/master/Problem%20Statement.txt).

# Approaches:

- ### Data Collection:

>>> The data collection method is comprehensively explained in this Kaggle [Kernel](https://www.kaggle.com/atulanandjha/webscraper-to-download-data-for-nse).

>>> Know more about the data used for this project [here](https://www.kaggle.com/atulanandjha/national-stock-exchange-time-series).

- **See the Time Series Analysis and Forecast Solution [here](https://www.kaggle.com/atulanandjha/time-series-analysis-and-forecast-starter-eda).**

- ### Snapshots of Project:

![MA4INFOSYS](https://github.com/Atul-Anand-Jha/Time-Series-Forecast-NSEPy/blob/master/img/moving-average-INFY.png)

**Fig: Moving average plot for Infosys**

![MA4NIFTY_IT](https://github.com/Atul-Anand-Jha/Time-Series-Forecast-NSEPy/blob/master/img/moving-average-NIFTY_IT_INDEX.png)

**Fig: Moving average plot for NIFTY_IT_INDEX**

![MA4TCS](https://github.com/Atul-Anand-Jha/Time-Series-Forecast-NSEPy/blob/master/img/moving-average-TCS.png)

**Fig: Moving average plot for TCS**

![auto-correlation-infosys](https://github.com/Atul-Anand-Jha/Time-Series-Forecast-NSEPy/blob/master/img/auto-correlation-infy.png)

**Fig: Auto-Correlation Plot for INFOSYS**

![auto-correlation-nifty-it](https://github.com/Atul-Anand-Jha/Time-Series-Forecast-NSEPy/blob/master/img/auto-correlation-nifty_it.png)

**Fig: Auto-Correlation Plot for INFOSYS**

![auto-correlation-tcs](https://github.com/Atul-Anand-Jha/Time-Series-Forecast-NSEPy/blob/master/img/auto-correlation-tcs.png)

**Fig: Auto-Correlation Plot for INFOSYS**

# Thanks !