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Big Data Analytics Project using Apache Spark for Predicting Severity of Car Accidents in the USA

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Data_Cleaning_EDA.ipynb
Data_Cleaning_EDA.ipynb
 
 
IST718_USAccidents_Project_Report.pdf
IST718_USAccidents_Project_Report.pdf
 
 
LR_Binary.ipynb
LR_Binary.ipynb
 
 
LR_Multiclass.ipynb
LR_Multiclass.ipynb
 
 
LR_Multiclass_Bal .ipynb
LR_Multiclass_Bal .ipynb
 
 
README.md
README.md
 
 
RFDT_Multiclass.ipynb
RFDT_Multiclass.ipynb
 
 
RFDT_Multiclass_Bal.ipynb
RFDT_Multiclass_Bal.ipynb
 
 
RF_DT_GBT_Binary.ipynb
RF_DT_GBT_Binary.ipynb
 
 
RF_DT_GBT_LR_Binary_Bal.ipynb
RF_DT_GBT_LR_Binary_Bal.ipynb
 
 
StringIndexing_OHE_Conversion.ipynb
StringIndexing_OHE_Conversion.ipynb
 
 
Undersampling_Oversampling.ipynb
Undersampling_Oversampling.ipynb
 
 

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US-Car-Accidents

Contains the Project report along with code for Data Cleaning and Exploratory Data Analysis, Modeling and Inference. It includes notebooks for One hot encoding and over and under sampling

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Big Data Analytics Project using Apache Spark for Predicting Severity of Car Accidents in the USA

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spark python3 spark-sql big-data-analytics sparkmllib

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