ksavakia / nyc-connect Goto Github PK
View Code? Open in Web Editor NEWA Peak Time Taxi Predication system based on Hadoop and Spark using Python
A Peak Time Taxi Predication system based on Hadoop and Spark using Python
NYC Connect - Taxi Demand Prediction System Khyati Savakia ------------------------------------------------------------------------------- This project includes implementation of K-Means, Naive Bayes and Logistic Regression algorithms to predict areas with high taxi demand and also the surge charge that is likely to be imposed. --------------------------------------------------------------------------------- Please find the below instructions to run the project on Hadoop cluster: NAIVE BAYES & K-MEANS 1. Instruction to run on dsba-hadoop cluster: $ spark-submiy NaiveBayes.py <input file name> <"Timeslot"> <"Day”> For example: $ spark-submit NaiveBayes.py green_tripdata_2016-06.csv "3" "Wednesday" LOGISTIC REGRESSION 1. Instruction to run on dsba-hadoop cluster: $ spark-submit PredictionUsingLogisticReg.py <input file name> <output file name> For example:$ spark-submit PredictionUsingLogisticReg.py Testing_Dataset_taxi.csv /home/output Web-Page for Project Report: http://webpages.uncc.edu/nbhirud/ Data set for the project is uploaded on the Dropbox: green_tripdata_2016-06.csv: https://drive.google.com/file/d/0BwwRPutczcp1QzhaV01YRTg2MVE/view?usp=sharing Testing_Dataset_taxi.csv: https://drive.google.com/file/d/0BwwRPutczcp1THJhV1Y3bE02OFU/view?usp=sharing File: Training_Model_Logistic.py contains the code used for training the model to get weighted with highest accuracy. File: NaiveBayes_Kmeans_Test_Train.py contains the code for training and testing our model with 80% and 20% data.
A declarative, efficient, and flexible JavaScript library for building user interfaces.
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google ❤️ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.