1. Maps and Geographic Data
Maps are arguments, not neutral pictures --- every map's projection, scale, and symbolization choices shape what story the data tells.
Reference maps show locations (political, physical, road); thematic maps show spatial patterns of data. Thematic map types: choropleth (shaded regions by data value), dot-density (one dot = a quantity), graduated/proportional symbol (symbol size = magnitude), isoline (connects equal values, e.g., contour/isotherm), cartogram (size distorted by data value, not land area). GIS layers spatial data for analysis; GPS pinpoints exact location.
Choropleth maps show a rate/ratio per defined area (e.g., density, % who voted); dot-density maps show raw counts of a phenomenon spread across an area.
Students misread choropleth maps as showing exact counts rather than a class-interval range, and miss that map generalization/scale can hide local variation (the ecological fallacy).
Reference map $arrow$ where; thematic map $arrow$ what pattern.