Metadata-Version: 1.2
Name: foggy
Version: 1.0
Summary: foggy is a python package for using a CNN to predict fog at airports
Home-page: https://gitlab.com/tamara.pletzer/foggy
Author: Tamara Pletzer
Author-email: tamara.pletzer@gmail.com
License: MIT
Description: # foggy
        
        foggy package for Pypi
        
        foggy is a python package for training and testing convolutional 
        	 neural networks on atmospheric grib files to predict the occurrence 
        	 of fog at airports. 
        
        ## How to install foggy
        
        """
        pip install foggy
        """
        
        ## How to run foggy
        """
        
        Can be run individually or use CNNActivator() which does the following:
        
        1. Create dataframe (using DataframeCreator) of all of the dates in column 1 and whether 	it was a fog event or not in column 2.
        
        2. ReDirecter: takes balanced subset of data files (all fog and some no fog) moves to new 	 folder
           DataDealer: Extracts data (eg. mslp and rh) into X and uses fog or nofog column from the dataframe as Y
           Normalizer: Normalizes X
        
        3. Build CNN model with Base5kBuilder
        
        4. Split data into test and train 
        
        5. Then use RandomSampler to randomly oversample data to obtain more data 
        
        6. Test model: prints a confusion matrix 
        
        7. Save the model! Inbuilt try and if statements to help save computing time if dataframe, 	  model, etc. are already saved
        
        7. ROC metric and the AUC to evaluate how good the model was
        
        
        """
        
Platform: UNKNOWN
Classifier: Development Status :: 4 - Beta
Classifier: License :: OSI Approved :: MIT License
Classifier: Programming Language :: Python
Classifier: Programming Language :: Python :: 3.5
Classifier: Programming Language :: Python :: 3.6
Classifier: Topic :: Software Development :: Libraries
Classifier: Topic :: Software Development :: Libraries :: Python Modules
Classifier: Intended Audience :: Developers
Requires-Python: >=3.7
