Giter Site home page Giter Site logo

time_series_analysis's Introduction

Time_Series_Analysis - Forecasting of Refugee Inflow via Balkon route

The data set has been attached to the repository if in case you need an online copy follow the below mentioned link : https://data.humdata.org/dataset/daily-estimated-arrivals-through-western-balkans-route 20160921-AnalysisofEstimatedArrivals.xlsx

The notebook has 2 ipynb files

  1. Pre_processing.ipynb - This file contains the coding and results for stationarity check, time series decomposition, making the time series stationary and exporting the count of refugees with eliminated trend and seasonality.

  2. Forecating_model.ipynb - This file contains the coding and results of various forecasting models like AR, ARMA, ARIMA, SARIMA along with it the evaluation results is also available for each model. Finally a short optimisation phase is added which determines the best parameters for the ARIMA model. One can use the same for determining the best parameters for other models by simply changing the calling function.

Note : Since the github has an issue of rendering ipynb files I would recommend you to clone the repo and then load it in your notebook. Else follow the link : https://nbviewer.jupyter.org Then copy the url of the github link of my repo and paste it in the space provided. After which you can view all the cells clearly.

For queries contact: [email protected]

time_series_analysis's People

Contributors

shrikanthsingh 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.