Time-Series-Forecast-NSEPy

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Time-Series-Forecast-NSEPy

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Redcarpetup.com assignment Intern Task

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# 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 !

Time-Series-Forecast-NSEPy

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