SF-PDX-SEA
Lucas Williams, Josie Baker, Kyu Cho
Examine the way people move between the cities of San Francisco, Portland, and Seattle, and the way income disparity and housing prices change as a result of out of state migration. We did this by first examining three areas of data: migration data, economic data, and housing data. We began by cleaning and tidying this data and then creating visualizations to help give us a sense of the patterns occuring. Following this we used modelling to help understand the interactions of these three areas.
Documents:
- Final White Paper Rmarkdown file - White_Paper.Rmd
- Final Presentation Slides - Presentation.pptx
- Poster - sf-pdx-sea.key
- Files used for White Paper - White_paper_docs -Modelling Code -Sankey/Riverplot Code -Occupations Visualization Code -Final Sankey Image -Copies of Data Sets used for White Paper Document Code:
- Migration Graphs Code - in_out_prop_viz.Rmd
- Occupation Code - jobs.Rmd
- Sankey Visualization Code - migration_visualizations. Rmd
- Occupation Visualization Code - occupation_visualizations.Rmd
- Taxlot Map Visualization Code - taxlot.Rmd
Data:
- Written CSVs of the main data sets we used
- Year by year cleaned/tidyed outflow and inflow CSVs - migration_data -Bay Area and Puget Sound outflow -Portland inflow -Outflow from Portland
Visualizations:
- Older Visualiztions Including: -Gini Coefficient by County -Sankey Plot Total 2008 to 2016
- Occupation and Class Visualizations for Bay Area, Portland Metro and Puget Sound Area
Resources:
- American Community Survey Variable Name Key
- Links to Other Resources
Sandbox: Generally Scripts Not Used for Final Product
- Old Scripts for Visualizations Based on ACS 5-year Survey
- Migration Visualization Using ACS data - Migr_by_State_%Visuals.R
- Unfinished Scripts
- Old Sankey Visualization Script Using Plotly -Sankey Diagram.Rmd -Sankey_plot_0816.R