Clustering of Chicago Landmarks By Reported Events

Chicago Landmarks

Exploratory visualization

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K-MEANS WITH 4 GROUPS. Using columns 7-15

## Warning in geom_density2d_filled(data = landmarks, aes(x = landmark_longitude,
## : Ignoring unknown aesthetics: bins

Hierarchical clustering

Top 10 Representative Landmarks

## converting to dist (note: ignores above diagonal)

##  [1] 127 226  29  30 175 220 225 232 235 245

These are the top 10 most representative landmarks in Chicago based on the type and number of reported events:

##                                           landmark_name    landmark_Category_1
## L-194                             Theurer-Wrigley House      Monument/Memorial
## L-341                 John Lathrop Motley Public school            Educational
## L- 53                                  Biograph Theater Entertainment & Events
## L- 54                               Brewster Apartments      Monument/Memorial
## L-269 (Former) Sheridan Trust and Savings Bank Building             Commercial
## L-331    (Former) James Mulligan Public School Building            Residential
## L-340            Graeme  Stewart Public School Building            Residential
## L-348  Daniel O.Hill House/SerbianAmericanMuseumSt.Sava    Civic/Institutional
## L-353               St. Peter's Church and Parish House              Religious
## L-372                              Halsted Willow Group            Residential
##       total_events
## L-194           52
## L-341           27
## L- 53          202
## L- 54           81
## L-269           55
## L-331          161
## L-340           75
## L-348          130
## L-353          140
## L-372          154

## ℹ © Stadia Maps © Stamen Design © OpenMapTiles © OpenStreetMap contributors.

##                                           Landmark Name               Category
## L-194                             Theurer-Wrigley House      Monument/Memorial
## L-341                 John Lathrop Motley Public school            Educational
## L- 53                                  Biograph Theater Entertainment & Events
## L- 54                               Brewster Apartments      Monument/Memorial
## L-269 (Former) Sheridan Trust and Savings Bank Building             Commercial
## L-331    (Former) James Mulligan Public School Building            Residential
## L-340            Graeme  Stewart Public School Building            Residential
## L-348  Daniel O.Hill House/SerbianAmericanMuseumSt.Sava    Civic/Institutional
## L-353               St. Peter's Church and Parish House              Religious
## L-372                              Halsted Willow Group            Residential
##       Total Events
## L-194           52
## L-341           27
## L- 53          202
## L- 54           81
## L-269           55
## L-331          161
## L-340           75
## L-348          130
## L-353          140
## L-372          154