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dft-england-cycling-data-2011's Issues

Lots of empty points in the dataset

Illustrated in the map below and this summary of their contents:

image

 td_p = g[td_type == "POINT", ]
> plot(td_p$geometry)
> summary(td_p)
          id         est_width         highway          lit                     segregated          surface    
 node/-3062:   9   0      :   0   crossing :6357   no     :   0   Cycles Only        :   0   asphalt    :   0  
 node/-4356:   7   1      :   0   Alley    :   0   Partial:   0   no                 :   0   cobblestone:   0  
 node/-488 :   7   1.25   :   0   BOAT     :   0   yes    :   0   Shared Use Footpath:   0   concrete   :   0  
 node/-826 :   7   1.5    :   0   bridleway:   0   NA's   :9696   yes                :   0   dirt       :   0  
 node/-996 :   7   1.75   :   0   byway    :   0                  NA's               :9696   gravel     :   0  
 node/-1812:   6   (Other):   0   (Other)  :   0                                             (Other)    :   0  
 (Other)   :9653   NA's   :9696   NA's     :3339                                             NA's       :9696  
   ncn          ncn_ref     bicycle          bridge      layer        rcn          rcn_ref               railway    
 yes :   0   ?      :   0   no  :   0   0       :   0   1   :   0   0   :   0   10     :   0   0             :   0  
 NA's:9696   1      :   0   yes :   0   20120130:   0   3   :   0   yes :   0   11     :   0   level_crossing:   0  
             1;14   :   0   NA's:9696   yes     :   0   T   :   0   NA's:9696   12     :   0   yes           :   0  
             1;20   :   0               YES     :   0   NA's:9696               15     :   0   NA's          :9696  
             1;68   :   0               NA's    :9696                           16     :   0                        
             (Other):   0                                                       (Other):   0                        
             NA's   :9696                                                       NA's   :9696                        
       tunnel       lcn        horse     
 0        :   0   yes :   0   no  :   0  
 Cyclecity:   0   NA's:9696   yes :   0  
 yes      :   0               NA's:9696  
 NA's     :9696                          
                                         
                                         
                                         
                                                                                                                                                     name     
 49339049   Service 0 0 0 Road                                  0 49339049   Service 0 0 0 Road                                  0 28114284   Service 0:   0  
 Abbeville Road                                                                                                                                        :   0  
 Abbey Foregate                                                                                                                                        :   0  
 Abbey Gate                                                                                                                                            :   0  
 Abbey Hey Lane                                                                                                                                        :   0  
 (Other)                                                                                                                                               :   0  
 NA's                                                                                                                                                  :9696  
      ref       traffic_calming cycleway.otherside cycleway.otherside.width cycleway.oneside cycleway.oneside.width
 A1     :   0   chicane:   0    lane:   0          1.25:   0                lane:   0        1.25:   0             
 A10    :   0   choking:   0    Lane:   0          1.75:   0                Lane:   0        1.75:   0             
 A1000  :   0   cushion:   0    NA's:9696          NA's:9696                yes :   0        NA's:9696             
 A1003  :   0   NA's   :9696                                                NA's:9696                              
 A1006  :   0                                                                                                      
 (Other):   0                                                                                                      
 NA's   :9696                                                                                                      
 cycleway.left cycleway.left.width        cycleway.right cycleway.right.width    crossing             barrier    
 lane:   0     1.25:   0           20111212      :   0   0   :   0            pelican:2392   cattle_grid  :  26  
 Lane:   0     1.75:   0           lane          :   0   1.25:   0            toucan :3416   cycle_barrier:2417  
 NA's:9696     NA's:9696           Lane          :   0   1.75:   0            zebra  : 549   gate         : 896  
                                   Wide bus >4.2m:   0   NA's:9696            NA's   :3339   NA's         :6357  
                                   NA's          :9696                                                           
                                                                                                                 
                                                                                                                 
                                                                                                                      ncn_name   
                  0 0                  0 0                  0 0                  0 0 North Birmingham Cycle Route         :   0  
  Preston to Keswick                                                                                                      :   0  
 0    0 0 0    cycleway                               0 0    0 0 0    cycleway                               0 Green Wheel:   0  
 Alban Way                                                                                                                :   0  
 Alton to Reading                                                                                                         :   0  
 (Other)                                                                                                                  :   0  
 NA's                                                                                                                     :9696  
        foot                               rcn_name   
 bridleway:   0   73                           :   0  
 cycleway :   0   Arran Trail                  :   0  
 footway  :   0   Barclays Cycle Superhighway 3:   0  
 no       :   0   Barclays Cycle Superhighway 7:   0  
 primary  :   0   Birmingham and Fazeley Canal :   0  
 (Other)  :   0   (Other)                      :   0  
 NA's     :9696   NA's                         :9696  
                                                                              lcn_name    motorcar    cycleway   
                  0 0                  0 0                  0 0 Flowerpot Greenway:   0   no  :   0   lane:   0  
  West Yorkshire Cycle Route                                                      :   0   yes :   0   Lane:   0  
 10                                                                               :   0   NA's:9696   yes :   0  
 A1205                                                                            :   0               NA's:9696  
 Aire and Calder Navigation Canal                                                 :   0                          
 (Other)                                                                          :   0                          
 NA's                                                                             :9696                          
    lcn_ref        leisure          step_count    depth        ford       cycle               geometry   
 1      :   0   0      :   0   0         :   0   no  :   0   yes :   0   1   :   0   POINT        :9696  
 10     :   0   2071129:   0   asphalt   :   0   yes :   0   NA's:9696   yes :   0   epsg:4326    :   0  
 10b    :   0   2071130:   0   paved     :   0   NA's:9696               NA's:9696   +proj=long...:   0  
 11     :   0   2071131:   0   paved_ston:   0                                                           
 12     :   0   2071142:   0   NA's      :9696                                                           
 (Other):   0   (Other):   0                                                                             
 NA's   :9696   NA's   :9696                  

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