Holistic Smart Map (Outline for final project)
Published in
3 min readNov 14, 2017
through this map, people can be guided optimal path by communicating various conditions including urban data and spatial analysis around your place
background
a. social network changed our lives
social data : twitter, yelp, facebook, etc. + urban data : 311 complaint data, pluto data, environment data, property tax data, etc.
b. important factors making up neighborhood’s quality
spatial analysis : visibility, sky exposure, open space, daylighting, etc.
approaches :
holistic map :
data (quantitative) + spatial (qualitative) analysis
after that, creates new type of map for finding optimal path.
process 01 : datamining & cleaning
a1 : Yelp dataset
datamining (json) through yelp API, in postman
cleaning data in excel 2016
a2 : Twitter dataset
datamining (json) through twitter API, in spyder
cleaning data in excel 2016
a3 : pluto dataset from NYC planning
a4 : 311 noise complaint data from NYC
working on other data (11.14)
process 02 : mapping & visualization
- yelp rating : 4.5~5.0 restaurant mapping (heatmap type)
- twitter messages & event density : mapping (heatmap type)
- 311 noise complaint density : mapping (heatmap type)
- pluto data, building density : mapping
- shortest walk distance : spatial analysis & visualization