#OpenWERX Data Science #Hackathon @SOFWERXDate: May12-13 2017
#OpenWERX Data Science #Hackathon @SOFWERKS
First event of #SOFIC2017 taking place in Tampa, Florida.
Team: Social Media Data Science GrowthHack
Team Members: Chima Nwala, Angelique Robateau and Houssein Farah
Challenge # 2 – Master Marven An Expert … Not an Expert…. What is the difference Use Analytics to determine who is (or who is not a ‘Novel Solution Material Science’
Team’s Hackathon Methodology
Understand the Challenge Understand the Problem Set
Questions and Draft Modeling Data Extraction Tools – R Web Scrapping
Data Extraction and Cleaning Machine Learning Data Analysis - Visualization Results
Hypothesis: An expert in Material Science is based on the max number of citations. Research Content Team googled ‘ Top Material Scientist in the world & Material Science Journal’
Many results Selected ‘ Journal Ranking on Material Science’ 2015 data of top Material Scientist in the world. – approximately 550 By # of Citation By # of References Understanding the Challenge Challenge # 2 – Master Marven An Expert … Not an Expert…. What is the difference? Use any source (e.g. LinkedIn to identify an expert in Material Science’
Hypothesis Testing
The number 1 expert in Material Science based on the number of Journal or citation is in the USA. Use Analytics to determine who is (or who is not a ‘Novel Solution Material Science’ Data Extraction, Cleaning, Machine Learning Team googled ‘ Top Material Scientist in the world & Material Science Journal’ Many results Selected ‘ Journal Ranking on Material Science’ 2015 data of top Material Scientist in the world. – approximately 550 ( no names) By # of Citation By # of References Stored Data in open source – Gitbub.com Create ‘R’ Script Convert Journal Ranking Material Science file to CSV File required no further cleansing Run ‘R’ Script Some Data was masked Run second R script – against Ranking File – match on Ref/Doc and Citation Ran Summary Statistics of the Data Set (Ranking) Results – Top 6 countries with the most material scientists.
For it's work the team received a signed copy of the book R for Everyone, Advanced Analytics and Graphics by Jared P. Lander
No comments:
Post a Comment