Your certificate is now private
![CertificateBackground.png](https://static.wixstatic.com/media/55f531_d6679d5b06e14c81ae07bacb53692d5f~mv2.png/v1/fill/w_714,h_536,al_c,q_90,usm_0.66_1.00_0.01,enc_auto/CertificateBackground.png)
Certificate of Completion
![ErdosHorizontal.png](https://static.wixstatic.com/media/55f531_5a3b8885620c4f25b2d3edeca3ae2158~mv2.png/v1/fill/w_351,h_40,al_c,q_85,usm_0.66_1.00_0.01,enc_auto/ErdosHorizontal.png)
THIS ACKNOWLEDGES THAT
HAS COMPLETED THE FALL 2022 DATA SCIENCE BOOT CAMP
Greg McCracken
Roman Holowinsky, PhD
DECEMBER 14, 2022
DIRECTOR
DATE
![clear.png](https://static.wixstatic.com/media/55f531_b9f3f13ce3aa4af78af2cc6d3563b81b~mv2.png/v1/fill/w_3,h_3,al_c,lg_1,q_85,enc_auto/clear.png)
TEAM
Bristlecone
Daniel Tuthill, Greg McCracken, Benjamin Cote, Jacob Freyermuth, AJ Bishop
![clear.png](https://static.wixstatic.com/media/55f531_b9f3f13ce3aa4af78af2cc6d3563b81b~mv2.png/v1/fill/w_3,h_3,al_c,lg_1,q_85,enc_auto/clear.png)
We combined three publicly accessible datasets regarding biking in Greater London to study bike safety. The three datasets were:
1. Bike accidents in the United Kingdom from 2005-2018
2. Annual vehicle and bike traffic for most roads in the United Kingdom from 2000-2021
3. Bike lanes in Greater London
We used these datasets and nearest neighbor algorithms to build a new dataset which contained traffic flow, number of accidents (including severity), and nearby bike safety features for most roads in Greater London. We then performed k-means clustering on this new dataset to determine whether shared bus and bike lanes were as safe as segregated bike lanes.