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ashen007 committed Jul 8, 2021
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21 changes: 21 additions & 0 deletions LICENSE
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MIT License

Copyright (c) 2021 Hewarathna Ashen Iranga

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
11 changes: 11 additions & 0 deletions README.md
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# australian weather analysis and rain prediction

### purpose
This repository aims to deliver rain prediction models and their performance alongside weather analysis reports created with data provided by [Australien weather data](https://www.kaggle.com/jsphyg/weather-dataset-rattle-package) between 2007 to 2017. all models used in this app are in [Australia_rain_prediction](https://github.com/ashen007/Australia_rain_prediction). live version can use in [australian rain prediction](https://australian-rain-prediction.herokuapp.com/)

### introduction
this web app has two parts which are rainfall analysis and how pressure, humidity relates to rainfall and wind direction analysis and the other part is rain prediction models comparisons on each other and users can enter data relevant to model inputs and it predicts the probability of rain or not in tomorrow. It’s published on Heroku. reports provide various pieces of information on weather data, and reports can drill down to deep using filters. comparisons on models done through ROC and ACU graphs. also predicted labels compare with true labels in histograms. confusion matrix provided with each model for more clarifications.

![demo](https://github.com/ashen007/australian-weather-prediction-model/blob/master/demo/Screenshot%202021-07-07%20163840.jpg)
![demo](https://github.com/ashen007/australian-weather-prediction-model/blob/master/demo/Screenshot%202021-07-07%20164130.jpg)
![demo](https://github.com/ashen007/australian-weather-prediction-model/blob/master/demo/Screenshot%202021-07-07%20163959.jpg)
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