Step 2: Graph Clustering

Community structure detecting based on the leading eigenvector of the community matrix: MEJ Newman: Finding community structure using the eigenvectors of matrices, Physical Review E 74 036104, 2006.

Reports labeled as DUPLICATEs are depicted as a cirlce in the graph. Otherwise as a square. Only the first 200 partitions are shown.

Data extracted from the SeeClickFix (seeclickfix.com), open data access under Creative Commons Attribution-Noncommercial-Share Alike 3.0

## [1] "Spatial-Threshold:  90  meters"
## [1] "Temporal-Threshold:  7  days"
## Step:  1 
## 1: pothole-in-street-959754
## 2: pothole-in-street-957597
## 3: pothole-in-street-956764
## 4: pothole-in-street-955472
## 5: pothole-in-street-952663
## 6: pothole-in-street-952660
## 7: pothole-in-street-952632
## 8: pothole-in-street-952628
## 9: pothole-in-street-952621
## 10: pothole-in-street-952625
## 11: pothole-in-street-952629
## 12: pothole-in-street-952622
## 13: pothole-in-street-952618
## 14: pothole-in-street-952616
## 15: pothole-in-street-952620
## 16: pothole-in-street-952612
## 17: pothole-in-street-952619
## 18: pothole-in-street-952617
## 19: pothole-in-street-952614
## 20: pothole-in-street-952611
## 21: pothole-in-street-952613
## 22: pothole-in-street-952610
## 23: pothole-in-street-952575
## 24: pothole-in-street-952574
## 25: pothole-in-street-950716
## 26: pothole-in-street-950620
## 27: pothole-in-street-946584
## 28: pothole-in-street-939259
## 29: pothole-in-street-937538
## 30: pothole-in-street-933168
## 31: pothole-in-street-933094
## 32: pothole-in-street-932144
## 33: pothole-in-street-930049
## 34: pothole-in-street-928482
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 4 
## Modularity (best split): 0.5745 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 
##  1  1  2  2  3  2  3  3  2  3  3  2  2  1  2  1  2  2  1  1  1  1  3  3  1 
## 26 27 28 29 30 31 32 33 34 
##  1  1  1  1  4  1  4  4  4

plot of chunk unnamed-chunk-1

## Step:  2 
## 1: pothole-in-street-961101
## 2: pothole-in-street-960927
## 3: pothole-in-street-960926
## 4: pothole-in-street-960925
## 5: pothole-in-street-960915
## 6: pothole-in-street-960916
## 7: pothole-in-street-960913
## 8: pothole-in-street-960907
## 9: pothole-in-street-960908
## 10: pothole-in-street-960895
## 11: pothole-in-street-960900
## 12: pothole-in-street-960901
## 13: pothole-in-street-960890
## 14: pothole-in-street-960894
## 15: pothole-in-street-960876
## 16: pothole-in-street-960873
## 17: pothole-in-street-960874
## 18: pothole-in-street-960869
## 19: pothole-in-street-960872
## 20: pothole-in-street-960867
## 21: pothole-in-street-960864
## 22: pothole-in-street-960854
## 23: pothole-in-street-960785
## 24: pothole-in-street-960763
## 25: pothole-in-street-960747
## 26: pothole-in-street-960750
## 27: pothole-in-street-960744
## 28: pothole-in-street-960748
## 29: pothole-in-street-960304
## 30: pothole-in-street-960299
## 31: pothole-in-street-960294
## 32: pothole-in-street-955319
## 33: pothole-in-street-955318
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 4 
## Modularity (best split): 0.5412 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 
##  1  2  1  1  1  1  1  3  1  3  3  3  3  3  2  2  2  2  2  2  2  4  4  4  4 
## 26 27 28 29 30 31 32 33 
##  4  4  4  3  3  3  1  1

plot of chunk unnamed-chunk-1

## Step:  3 
## 1: pothole-in-street-926696
## 2: pothole-in-street-922054
## 3: pothole-in-street-919407
## 4: pothole-in-street-918084
## 5: pothole-in-street-916365
## 6: pothole-in-street-912322
## 7: pothole-in-street-912212
## 8: pothole-in-street-912250
## 9: pothole-in-street-911973
## 10: pothole-in-street-908235
## 11: pothole-in-street-907732
## 12: pothole-in-street-907174
## 13: pothole-in-street-906603
## 14: pothole-in-street-906517
## 15: pothole-in-street-902898
## 16: pothole-in-street-902901
## 17: pothole-in-street-900755
## 18: pothole-in-street-899000
## 19: pothole-in-street-896813
## 20: pothole-in-street-896560
## 21: pothole-in-street-896268
## 22: pothole-in-street-894780
## 23: pothole-in-street-894243
## 24: pothole-in-street-894135
## 25: pothole-in-street-889454
## 26: pothole-in-street-887724
## 27: pothole-in-street-886873
## 28: pothole-in-street-877885
## 29: pothole-in-street-871932
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2385 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 
##  1  1  1  1  1  1  1  1  1  1  1  1  1  1  2  2  2  2  2  2  2  2  2  2  2 
## 26 27 28 29 
##  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  4 
## 1: pothole-in-street-938841
## 2: pothole-in-street-937635
## 3: pothole-in-street-942917
## 4: pothole-in-street-938863
## 5: pothole-in-street-940127
## 6: pothole-in-street-937623
## 7: pothole-in-street-939079
## 8: pothole-in-street-942968
## 9: pothole-in-street-952955
## 10: pothole-in-street-940674
## 11: pothole-in-street-919769
## 12: pothole-in-street-930003
## 13: pothole-in-street-915939
## 14: pothole-in-street-958964
## 15: pothole-in-street-938943
## 16: pothole-in-street-934451
## 17: pothole-in-street-925498
## 18: pothole-in-street-938635
## 19: pothole-in-street-920197
## 20: pothole-in-street-922508
## 21: pothole-in-street-942131
## 22: pothole-in-street-913648
## 23: pothole-in-street-927664
## 24: pothole-in-street-927663
## 25: pothole-in-street-924830
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 4 
## Modularity (best split): 0.2632 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 
##  1  1  1  1  1  1  1  1  1  1  2  2  2  3  1  1  2  4  2  2  1  2  4  4  4

plot of chunk unnamed-chunk-1

## Step:  5 
## 1: graffiti-removal-949299
## 2: graffiti-removal-949250
## 3: graffiti-removal-938836
## 4: graffiti-removal-931992
## 5: graffiti-removal-931152
## 6: graffiti-removal-924934
## 7: graffiti-removal-920704
## 8: graffiti-removal-919612
## 9: graffiti-removal-916215
## 10: graffiti-removal-912933
## 11: graffiti-removal-908487
## 12: graffiti-removal-908488
## 13: graffiti-removal-908486
## 14: graffiti-removal-900618
## 15: graffiti-removal-900390
## 16: graffiti-removal-900399
## 17: graffiti-removal-900389
## 18: graffiti-removal-896256
## 19: graffiti-removal-892441
## 20: graffiti-removal-888097
## 21: graffiti-removal-885983
## 22: graffiti-removal-885981
## 23: graffiti-removal-884875
## 24: graffiti-removal-884638
## 25: graffiti-removal-884637
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 4 
## Modularity (best split): 0.348 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 
##  1  1  1  1  1  1  1  3  3  3  3  3  3  2  4  4  4  2  2  4  2  4  4  4  4

plot of chunk unnamed-chunk-1

## Step:  6 
## 1: pothole-in-street-959154
## 2: pothole-in-street-958671
## 3: pothole-in-street-955310
## 4: pothole-in-street-950904
## 5: pothole-in-street-938954
## 6: pothole-in-street-936830
## 7: pothole-in-street-936759
## 8: pothole-in-street-936003
## 9: pothole-in-street-935939
## 10: pothole-in-street-935538
## 11: pothole-in-street-934857
## 12: pothole-in-street-932802
## 13: pothole-in-street-932067
## 14: pothole-in-street-930148
## 15: pothole-in-street-930151
## 16: pothole-in-street-930156
## 17: pothole-in-street-930099
## 18: pothole-in-street-928394
## 19: pothole-in-street-928386
## 20: pothole-in-street-926693
## 21: pothole-in-street-925494
## 22: pothole-in-street-922404
## 23: pothole-in-street-918942
## 24: pothole-in-street-918548
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.1007 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 
##  1  1  1  1  3  3  3  3  3  3  3  3  3  2  2  2  2  2  2  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  7 
## 1: pothole-in-street-898696
## 2: pothole-in-street-898382
## 3: pothole-in-street-898385
## 4: pothole-in-street-898360
## 5: pothole-in-street-897215
## 6: pothole-in-street-896919
## 7: pothole-in-street-896559
## 8: pothole-in-street-896464
## 9: pothole-in-street-894517
## 10: pothole-in-street-893570
## 11: pothole-in-street-892604
## 12: pothole-in-street-891274
## 13: pothole-in-street-889559
## 14: pothole-in-street-889453
## 15: pothole-in-street-889298
## 16: pothole-in-street-888832
## 17: pothole-in-street-888096
## 18: pothole-in-street-887677
## 19: pothole-in-street-887435
## 20: pothole-in-street-886588
## 21: pothole-in-street-876613
## 22: pothole-in-street-876429
## 23: pothole-in-street-876209
## 24: pothole-in-street-875513
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.08599 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 
##  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  2  2  2  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  8 
## 1: graffiti-removal-930079
## 2: graffiti-removal-939035
## 3: graffiti-removal-930647
## 4: graffiti-removal-940503
## 5: graffiti-removal-936001
## 6: graffiti-removal-941880
## 7: graffiti-removal-935060
## 8: graffiti-removal-954050
## 9: graffiti-removal-943024
## 10: graffiti-removal-943025
## 11: graffiti-removal-943023
## 12: graffiti-removal-940667
## 13: graffiti-removal-940434
## 14: graffiti-removal-938708
## 15: graffiti-removal-934671
## 16: graffiti-removal-934672
## 17: graffiti-removal-934670
## 18: graffiti-removal-932837
## 19: graffiti-removal-930638
## 20: graffiti-removal-930649
## 21: graffiti-removal-930646
## 22: graffiti-removal-930080
## 23: graffiti-removal-930030
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1858 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 
##  1  1  2  2  2  2  2  1  1  1  1  1  1  1  1  1  2  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  9 
## 1: pothole-in-street-924218
## 2: pothole-in-street-933253
## 3: pothole-in-street-947294
## 4: pothole-in-street-932532
## 5: pothole-in-street-929237
## 6: pothole-in-street-918330
## 7: pothole-in-street-923193
## 8: pothole-in-street-926726
## 9: pothole-in-street-933093
## 10: pothole-in-street-915935
## 11: pothole-in-street-923203
## 12: pothole-in-street-918009
## 13: pothole-in-street-953612
## 14: pothole-in-street-953314
## 15: pothole-in-street-926441
## 16: pothole-in-street-923174
## 17: pothole-in-street-929236
## 18: pothole-in-street-952657
## 19: pothole-in-street-956373
## 20: pothole-in-street-951979
## 21: pothole-in-street-945188
## 22: pothole-in-street-942346
## 23: pothole-in-street-939262
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3529 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 
##  1  1  2  1  1  1  1  1  1  1  1  1  2  2  1  1  1  2  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  10 
## 1: traffic-signal-out-718178
## 2: traffic-signal-out-718175
## 3: traffic-signal-out-718171
## 4: traffic-signal-out-718172
## 5: traffic-signal-out-718170
## 6: traffic-signal-out-718177
## 7: traffic-signal-out-718167
## 8: traffic-signal-out-718166
## 9: traffic-signal-out-718164
## 10: traffic-signal-out-718169
## 11: traffic-signal-out-718168
## 12: traffic-signal-out-718165
## 13: traffic-signal-out-718054
## 14: traffic-signal-out-718055
## 15: traffic-signal-out-718030
## 16: traffic-signal-out-718031
## 17: traffic-signal-out-718052
## 18: traffic-signal-out-718048
## 19: traffic-signal-out-718045
## 20: traffic-signal-out-718051
## 21: traffic-signal-out-718053
## 22: traffic-signal-out-718046
## 23: traffic-signal-out-718049
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 
##  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  11 
## 1: pothole-in-street-943582
## 2: pothole-in-street-956436
## 3: pothole-in-street-954585
## 4: pothole-in-street-919351
## 5: pothole-in-street-953378
## 6: pothole-in-street-954988
## 7: pothole-in-street-926508
## 8: pothole-in-street-954530
## 9: pothole-in-street-952623
## 10: pothole-in-street-954934
## 11: pothole-in-street-956600
## 12: pothole-in-street-955164
## 13: pothole-in-street-925745
## 14: pothole-in-street-954925
## 15: pothole-in-street-954880
## 16: pothole-in-street-955240
## 17: pothole-in-street-935968
## 18: pothole-in-street-956649
## 19: pothole-in-street-954873
## 20: pothole-in-street-952608
## 21: pothole-in-street-941718
## 22: pothole-in-street-928307
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.156 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 
##  1  2  2  1  2  2  1  2  2  2  2  2  1  2  2  2  1  2  2  2  1  1

plot of chunk unnamed-chunk-1

## Step:  12 
## 1: pothole-in-street-907407
## 2: pothole-in-street-907329
## 3: pothole-in-street-906653
## 4: pothole-in-street-906534
## 5: pothole-in-street-906278
## 6: pothole-in-street-905708
## 7: pothole-in-street-904088
## 8: pothole-in-street-903994
## 9: pothole-in-street-902838
## 10: pothole-in-street-902164
## 11: pothole-in-street-901347
## 12: pothole-in-street-900606
## 13: pothole-in-street-900603
## 14: pothole-in-street-900607
## 15: pothole-in-street-898989
## 16: pothole-in-street-898186
## 17: pothole-in-street-897879
## 18: pothole-in-street-896925
## 19: pothole-in-street-896284
## 20: pothole-in-street-891286
## 21: pothole-in-street-889455
## 22: pothole-in-street-889459
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.43 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 
##  1  1  2  1  2  2  2  2  1  2  1  2  1  1  1  2  1  2  1  2  2  1

plot of chunk unnamed-chunk-1

## Step:  13 
## 1: traffic-signal-out-757525
## 2: traffic-signal-out-757492
## 3: traffic-signal-out-757472
## 4: traffic-signal-out-757415
## 5: traffic-signal-out-757408
## 6: traffic-signal-out-757407
## 7: traffic-signal-out-757435
## 8: traffic-signal-out-757418
## 9: traffic-signal-out-757370
## 10: traffic-signal-out-757368
## 11: traffic-signal-out-757380
## 12: traffic-signal-out-757338
## 13: traffic-signal-out-757335
## 14: traffic-signal-out-757336
## 15: traffic-signal-out-757250
## 16: traffic-signal-out-757272
## 17: traffic-signal-out-757268
## 18: traffic-signal-out-757273
## 19: traffic-signal-out-757010
## 20: traffic-signal-out-748382
## 21: traffic-signal-out-748353
## 22: traffic-signal-out-741772
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.006764 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 
##  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  2  2  2

plot of chunk unnamed-chunk-1

## Step:  14 
## 1: pothole-in-street-960940
## 2: pothole-in-street-959010
## 3: pothole-in-street-955394
## 4: pothole-in-street-949284
## 5: pothole-in-street-949273
## 6: pothole-in-street-948356
## 7: pothole-in-street-946563
## 8: pothole-in-street-943633
## 9: pothole-in-street-940499
## 10: pothole-in-street-937341
## 11: pothole-in-street-934601
## 12: pothole-in-street-933137
## 13: pothole-in-street-931274
## 14: pothole-in-street-926704
## 15: pothole-in-street-919789
## 16: pothole-in-street-916038
## 17: pothole-in-street-909259
## 18: pothole-in-street-908997
## 19: pothole-in-street-907995
## 20: pothole-in-street-904406
## 21: pothole-in-street-896885
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.4007 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 
##  1  1  1  1  1  1  1  3  3  3  3  3  2  2  2  2  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  15 
## 1: street-lights-all-out-960914
## 2: street-lights-all-out-960868
## 3: street-lights-all-out-960725
## 4: street-lights-all-out-960607
## 5: street-lights-all-out-960593
## 6: street-lights-all-out-959923
## 7: street-lights-all-out-959909
## 8: street-lights-all-out-959889
## 9: street-lights-all-out-959846
## 10: street-lights-all-out-959805
## 11: street-lights-all-out-959198
## 12: street-lights-all-out-959168
## 13: street-lights-all-out-959160
## 14: street-lights-all-out-950518
## 15: street-lights-all-out-957812
## 16: street-lights-all-out-957806
## 17: street-lights-all-out-957651
## 18: street-lights-all-out-957603
## 19: street-lights-all-out-957614
## 20: street-lights-all-out-957601
## 21: street-lights-all-out-950571
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3681 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 
##  1  1  1  1  1  2  1  1  1  2  1  2  2  1  1  2  2  1  2  1  2

plot of chunk unnamed-chunk-1

## Step:  16 
## 1: pothole-in-street-929784
## 2: pothole-in-street-935895
## 3: pothole-in-street-935059
## 4: pothole-in-street-929122
## 5: pothole-in-street-926541
## 6: pothole-in-street-926341
## 7: pothole-in-street-925316
## 8: pothole-in-street-925254
## 9: pothole-in-street-921749
## 10: pothole-in-street-911354
## 11: pothole-in-street-908279
## 12: pothole-in-street-907957
## 13: pothole-in-street-907938
## 14: pothole-in-street-907475
## 15: pothole-in-street-904276
## 16: pothole-in-street-903046
## 17: pothole-in-street-893088
## 18: pothole-in-street-889873
## 19: pothole-in-street-886111
## 20: pothole-in-street-881471
## 21: pothole-in-street-879381
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.5436 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 
##  1  1  1  1  1  1  1  1  1  2  2  2  2  2  2  2  3  3  3  3  3

plot of chunk unnamed-chunk-1

## Step:  17 
## 1: pothole-in-street-882647
## 2: pothole-in-street-952169
## 3: pothole-in-street-950803
## 4: pothole-in-street-948077
## 5: pothole-in-street-948076
## 6: pothole-in-street-938050
## 7: pothole-in-street-936142
## 8: pothole-in-street-935444
## 9: pothole-in-street-935314
## 10: pothole-in-street-931712
## 11: pothole-in-street-922033
## 12: pothole-in-street-921912
## 13: pothole-in-street-918676
## 14: pothole-in-street-918678
## 15: pothole-in-street-909960
## 16: pothole-in-street-904058
## 17: pothole-in-street-902432
## 18: pothole-in-street-894132
## 19: pothole-in-street-891801
## 20: pothole-in-street-890794
## 21: pothole-in-street-889124
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 4 
## Modularity (best split): 0.5163 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 
##  1  2  2  2  2  4  4  4  4  3  3  3  3  3  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  18 
## 1: pothole-in-street-888820
## 2: pothole-in-street-901924
## 3: pothole-in-street-929760
## 4: pothole-in-street-929836
## 5: pothole-in-street-926547
## 6: pothole-in-street-921624
## 7: pothole-in-street-921065
## 8: pothole-in-street-916841
## 9: pothole-in-street-915776
## 10: pothole-in-street-915439
## 11: pothole-in-street-912918
## 12: pothole-in-street-912843
## 13: pothole-in-street-906501
## 14: pothole-in-street-905892
## 15: pothole-in-street-902808
## 16: pothole-in-street-900828
## 17: pothole-in-street-900572
## 18: pothole-in-street-894691
## 19: pothole-in-street-894123
## 20: pothole-in-street-891412
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.3243 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 
##  1  1  2  2  2  2  2  2  2  2  2  2  2  3  1  3  3  3  3  1

plot of chunk unnamed-chunk-1

## Step:  19 
## 1: pothole-in-street-952976
## 2: pothole-in-street-952835
## 3: pothole-in-street-942862
## 4: pothole-in-street-942611
## 5: pothole-in-street-942267
## 6: pothole-in-street-933035
## 7: pothole-in-street-930923
## 8: pothole-in-street-928144
## 9: pothole-in-street-927298
## 10: pothole-in-street-927288
## 11: pothole-in-street-924929
## 12: pothole-in-street-922434
## 13: pothole-in-street-920562
## 14: pothole-in-street-920194
## 15: pothole-in-street-914731
## 16: pothole-in-street-910394
## 17: pothole-in-street-909236
## 18: pothole-in-street-908327
## 19: pothole-in-street-906052
## 20: pothole-in-street-900575
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.342 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 
##  1  1  1  1  1  3  3  3  3  3  3  3  2  2  2  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  20 
## 1: graffiti-removal-942272
## 2: graffiti-removal-942277
## 3: graffiti-removal-942262
## 4: graffiti-removal-941794
## 5: graffiti-removal-940554
## 6: graffiti-removal-938499
## 7: graffiti-removal-935185
## 8: graffiti-removal-924058
## 9: graffiti-removal-924060
## 10: graffiti-removal-923698
## 11: graffiti-removal-921268
## 12: graffiti-removal-921317
## 13: graffiti-removal-920721
## 14: graffiti-removal-920725
## 15: graffiti-removal-920604
## 16: graffiti-removal-920602
## 17: graffiti-removal-920603
## 18: graffiti-removal-920607
## 19: graffiti-removal-919511
## 20: graffiti-removal-914178
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 4 
## Modularity (best split): 0.3386 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 
##  1  1  1  1  1  1  1  2  2  4  2  2  4  4  4  2  3  2  4  4

plot of chunk unnamed-chunk-1

## Step:  21 
## 1: pothole-in-street-960280
## 2: pothole-in-street-956394
## 3: pothole-in-street-948340
## 4: pothole-in-street-948339
## 5: pothole-in-street-950385
## 6: pothole-in-street-952048
## 7: pothole-in-street-938865
## 8: pothole-in-street-935887
## 9: pothole-in-street-931087
## 10: pothole-in-street-950688
## 11: pothole-in-street-947174
## 12: pothole-in-street-947176
## 13: pothole-in-street-948405
## 14: pothole-in-street-943434
## 15: pothole-in-street-950401
## 16: pothole-in-street-950324
## 17: pothole-in-street-948404
## 18: pothole-in-street-947945
## 19: pothole-in-street-933176
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.1882 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 
##  1  1  2  2  1  1  3  3  3  1  2  1  2  3  1  1  2  1  3

plot of chunk unnamed-chunk-1

## Step:  22 
## 1: pothole-in-street-957616
## 2: pothole-in-street-954966
## 3: pothole-in-street-954967
## 4: pothole-in-street-954850
## 5: pothole-in-street-953692
## 6: pothole-in-street-953158
## 7: pothole-in-street-952968
## 8: pothole-in-street-952948
## 9: pothole-in-street-952696
## 10: pothole-in-street-952352
## 11: pothole-in-street-952294
## 12: pothole-in-street-950649
## 13: pothole-in-street-950599
## 14: pothole-in-street-950419
## 15: pothole-in-street-949946
## 16: pothole-in-street-949909
## 17: pothole-in-street-949285
## 18: pothole-in-street-949252
## 19: pothole-in-street-949143
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.08706 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 
##  1  1  1  1  2  2  1  2  2  1  2  1  1  1  1  1  1  1  2

plot of chunk unnamed-chunk-1

## Step:  23 
## 1: pothole-in-street-960601
## 2: pothole-in-street-954808
## 3: pothole-in-street-954796
## 4: pothole-in-street-954800
## 5: pothole-in-street-954823
## 6: pothole-in-street-952785
## 7: pothole-in-street-951970
## 8: pothole-in-street-946340
## 9: pothole-in-street-952969
## 10: pothole-in-street-955163
## 11: pothole-in-street-955228
## 12: pothole-in-street-950453
## 13: pothole-in-street-950452
## 14: pothole-in-street-955491
## 15: pothole-in-street-955181
## 16: pothole-in-street-955361
## 17: pothole-in-street-954745
## 18: pothole-in-street-954724
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 
##  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  24 
## 1: pothole-in-street-960235
## 2: pothole-in-street-948398
## 3: pothole-in-street-955000
## 4: pothole-in-street-945169
## 5: pothole-in-street-955179
## 6: pothole-in-street-946226
## 7: pothole-in-street-948342
## 8: pothole-in-street-948348
## 9: pothole-in-street-955590
## 10: pothole-in-street-955598
## 11: pothole-in-street-955588
## 12: pothole-in-street-952933
## 13: pothole-in-street-955489
## 14: pothole-in-street-951974
## 15: pothole-in-street-956357
## 16: pothole-in-street-953230
## 17: pothole-in-street-956356
## 18: pothole-in-street-954526
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.05899 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 
##  1  1  2  2  2  1  1  1  1  2  1  2  1  2  1  2  1  2

plot of chunk unnamed-chunk-1

## Step:  25 
## 1: pothole-in-street-958500
## 2: pothole-in-street-957763
## 3: pothole-in-street-955297
## 4: pothole-in-street-955232
## 5: pothole-in-street-949431
## 6: pothole-in-street-948349
## 7: pothole-in-street-942294
## 8: pothole-in-street-940906
## 9: pothole-in-street-937086
## 10: pothole-in-street-936999
## 11: pothole-in-street-932136
## 12: pothole-in-street-926488
## 13: pothole-in-street-917818
## 14: pothole-in-street-916355
## 15: pothole-in-street-916351
## 16: pothole-in-street-913699
## 17: pothole-in-street-913698
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.402 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 
##  1  1  1  1  1  1  3  3  3  3  2  2  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  26 
## 1: pothole-in-street-933060
## 2: pothole-in-street-901456
## 3: pothole-in-street-910900
## 4: pothole-in-street-926714
## 5: pothole-in-street-920748
## 6: pothole-in-street-889525
## 7: pothole-in-street-920862
## 8: pothole-in-street-923492
## 9: pothole-in-street-921665
## 10: pothole-in-street-920724
## 11: pothole-in-street-921560
## 12: pothole-in-street-923516
## 13: pothole-in-street-920828
## 14: pothole-in-street-923554
## 15: pothole-in-street-920861
## 16: pothole-in-street-920860
## 17: pothole-in-street-920227
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 4 
## Modularity (best split): 0.376 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 
##  1  3  3  1  2  4  2  1  1  1  1  1  1  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  27 
## 1: traffic-signal-out-952939
## 2: traffic-signal-out-952530
## 3: traffic-signal-out-952532
## 4: traffic-signal-out-952533
## 5: traffic-signal-out-952525
## 6: traffic-signal-out-952529
## 7: traffic-signal-out-952521
## 8: traffic-signal-out-952527
## 9: traffic-signal-out-952522
## 10: traffic-signal-out-952524
## 11: traffic-signal-out-952528
## 12: traffic-signal-out-952523
## 13: traffic-signal-out-952526
## 14: traffic-signal-out-952519
## 15: traffic-signal-out-952520
## 16: traffic-signal-out-952329
## 17: traffic-signal-out-952179
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 
##  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  28 
## 1: pothole-in-street-943016
## 2: pothole-in-street-943020
## 3: pothole-in-street-942990
## 4: pothole-in-street-942995
## 5: pothole-in-street-942994
## 6: pothole-in-street-942987
## 7: pothole-in-street-942993
## 8: pothole-in-street-942983
## 9: pothole-in-street-942981
## 10: pothole-in-street-942295
## 11: pothole-in-street-942278
## 12: pothole-in-street-942280
## 13: pothole-in-street-942269
## 14: pothole-in-street-942256
## 15: pothole-in-street-942266
## 16: pothole-in-street-942254
## 17: pothole-in-street-942165
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.5219 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 
##  1  3  1  1  1  2  1  2  2  3  2  2  3  2  3  2  1

plot of chunk unnamed-chunk-1

## Step:  29 
## 1: pothole-in-street-507987
## 2: pothole-in-street-502960
## 3: pothole-in-street-510120
## 4: pothole-in-street-509958
## 5: pothole-in-street-507882
## 6: pothole-in-street-507896
## 7: pothole-in-street-507775
## 8: pothole-in-street-507425
## 9: pothole-in-street-507410
## 10: pothole-in-street-507338
## 11: pothole-in-street-506500
## 12: pothole-in-street-506499
## 13: pothole-in-street-505395
## 14: pothole-in-street-505611
## 15: pothole-in-street-504801
## 16: pothole-in-street-504403
## 17: pothole-in-street-501824
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.03864 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 
##  1  2  1  1  1  1  1  2  1  1  1  1  1  2  2  1  2

plot of chunk unnamed-chunk-1

## Step:  30 
## 1: graffiti-removal-676856
## 2: graffiti-removal-673686
## 3: graffiti-removal-673692
## 4: graffiti-removal-673247
## 5: graffiti-removal-673243
## 6: graffiti-removal-673245
## 7: graffiti-removal-673246
## 8: graffiti-removal-673244
## 9: graffiti-removal-673248
## 10: graffiti-removal-670189
## 11: graffiti-removal-669311
## 12: graffiti-removal-665931
## 13: graffiti-removal-664472
## 14: graffiti-removal-656964
## 15: graffiti-removal-656959
## 16: graffiti-removal-656955
## 17: graffiti-removal-656963
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.4095 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 
##  1  1  1  2  2  2  2  2  2  2  1  1  3  3  3  3  3

plot of chunk unnamed-chunk-1

## Step:  31 
## 1: graffiti-removal-673827
## 2: graffiti-removal-669400
## 3: graffiti-removal-666030
## 4: graffiti-removal-657198
## 5: graffiti-removal-655139
## 6: graffiti-removal-652706
## 7: graffiti-removal-650283
## 8: graffiti-removal-646858
## 9: graffiti-removal-643644
## 10: graffiti-removal-643199
## 11: graffiti-removal-643182
## 12: graffiti-removal-643198
## 13: graffiti-removal-643178
## 14: graffiti-removal-642181
## 15: graffiti-removal-641892
## 16: graffiti-removal-639870
## 17: graffiti-removal-637016
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.2248 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 
##  1  1  1  1  1  2  2  2  2  2  2  3  3  2  3  2  2

plot of chunk unnamed-chunk-1

## Step:  32 
## 1: building-violation-544092
## 2: building-violation-535899
## 3: building-violation-526066
## 4: building-violation-513806
## 5: building-violation-510697
## 6: building-violation-510726
## 7: building-violation-510585
## 8: building-violation-510502
## 9: building-violation-498070
## 10: building-violation-493255
## 11: building-violation-483360
## 12: building-violation-483279
## 13: building-violation-483308
## 14: building-violation-478658
## 15: building-violation-476872
## 16: building-violation-469137
## 17: building-violation-468760
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.4253 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 
##  1  1  1  3  3  3  3  3  3  2  2  2  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  33 
## 1: graffiti-removal-921455
## 2: graffiti-removal-924064
## 3: graffiti-removal-939952
## 4: graffiti-removal-921426
## 5: graffiti-removal-929461
## 6: graffiti-removal-929156
## 7: graffiti-removal-929858
## 8: graffiti-removal-947932
## 9: graffiti-removal-937768
## 10: graffiti-removal-936778
## 11: graffiti-removal-935646
## 12: graffiti-removal-934763
## 13: graffiti-removal-929703
## 14: graffiti-removal-921757
## 15: graffiti-removal-921425
## 16: graffiti-removal-921360
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 4 
## Modularity (best split): 0.2746 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 
##  1  2  4  1  4  4  4  3  3  3  4  2  1  2  1  2

plot of chunk unnamed-chunk-1

## Step:  34 
## 1: graffiti-removal-953668
## 2: graffiti-removal-953678
## 3: graffiti-removal-953690
## 4: graffiti-removal-959831
## 5: graffiti-removal-959830
## 6: graffiti-removal-959816
## 7: graffiti-removal-959826
## 8: graffiti-removal-959817
## 9: graffiti-removal-953438
## 10: graffiti-removal-956730
## 11: graffiti-removal-955467
## 12: graffiti-removal-951883
## 13: graffiti-removal-951454
## 14: graffiti-removal-950989
## 15: graffiti-removal-950299
## 16: graffiti-removal-940802
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3041 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 
##  1  1  1  1  2  2  2  2  2  2  2  1  2  2  1  1

plot of chunk unnamed-chunk-1

## Step:  35 
## 1: pothole-in-street-950375
## 2: pothole-in-street-940257
## 3: pothole-in-street-940256
## 4: pothole-in-street-935856
## 5: pothole-in-street-935599
## 6: pothole-in-street-934962
## 7: pothole-in-street-933904
## 8: pothole-in-street-933281
## 9: pothole-in-street-933187
## 10: pothole-in-street-933184
## 11: pothole-in-street-931927
## 12: pothole-in-street-931923
## 13: pothole-in-street-931925
## 14: pothole-in-street-929772
## 15: pothole-in-street-925849
## 16: pothole-in-street-923849
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.3966 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 
##  1  3  1  1  2  1  3  2  2  2  3  3  3  2  2  1

plot of chunk unnamed-chunk-1

## Step:  36 
## 1: pothole-in-street-929842
## 2: pothole-in-street-928025
## 3: pothole-in-street-925083
## 4: pothole-in-street-922053
## 5: pothole-in-street-921079
## 6: pothole-in-street-918949
## 7: pothole-in-street-910392
## 8: pothole-in-street-907472
## 9: pothole-in-street-906516
## 10: pothole-in-street-903144
## 11: pothole-in-street-898934
## 12: pothole-in-street-898709
## 13: pothole-in-street-894516
## 14: pothole-in-street-891947
## 15: pothole-in-street-889302
## 16: pothole-in-street-888033
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3661 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 
##  1  1  1  1  1  1  1  2  2  2  2  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  37 
## 1: pothole-in-street-695654
## 2: pothole-in-street-693601
## 3: pothole-in-street-691504
## 4: pothole-in-street-690029
## 5: pothole-in-street-687104
## 6: pothole-in-street-685797
## 7: pothole-in-street-678370
## 8: pothole-in-street-678046
## 9: pothole-in-street-677361
## 10: pothole-in-street-675733
## 11: pothole-in-street-672050
## 12: pothole-in-street-664784
## 13: pothole-in-street-662449
## 14: pothole-in-street-653902
## 15: pothole-in-street-653220
## 16: pothole-in-street-644279
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.3441 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 
##  1  1  1  1  1  1  3  3  3  3  2  3  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  38 
## 1: graffiti-removal-961301
## 2: graffiti-removal-961304
## 3: graffiti-removal-952434
## 4: graffiti-removal-952263
## 5: graffiti-removal-952237
## 6: graffiti-removal-952236
## 7: graffiti-removal-952229
## 8: graffiti-removal-952234
## 9: graffiti-removal-952235
## 10: graffiti-removal-952233
## 11: graffiti-removal-951928
## 12: graffiti-removal-950108
## 13: graffiti-removal-950109
## 14: graffiti-removal-946442
## 15: graffiti-removal-946441
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.06428 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 
##  1  2  2  2  2  2  2  2  2  2  1  1  2  1  1

plot of chunk unnamed-chunk-1

## Step:  39 
## 1: pothole-in-street-952012
## 2: pothole-in-street-960667
## 3: pothole-in-street-960623
## 4: pothole-in-street-960608
## 5: pothole-in-street-936913
## 6: pothole-in-street-959703
## 7: pothole-in-street-938357
## 8: pothole-in-street-946232
## 9: pothole-in-street-941961
## 10: pothole-in-street-940678
## 11: pothole-in-street-957335
## 12: pothole-in-street-955054
## 13: pothole-in-street-953309
## 14: pothole-in-street-948793
## 15: pothole-in-street-939263
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.3516 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 
##  1  1  1  1  2  1  2  2  2  2  1  1  3  3  2

plot of chunk unnamed-chunk-1

## Step:  40 
## 1: pothole-in-street-959248
## 2: pothole-in-street-956435
## 3: pothole-in-street-955368
## 4: pothole-in-street-952936
## 5: pothole-in-street-952157
## 6: pothole-in-street-951737
## 7: pothole-in-street-951694
## 8: pothole-in-street-950673
## 9: pothole-in-street-948023
## 10: pothole-in-street-943512
## 11: pothole-in-street-943513
## 12: pothole-in-street-943462
## 13: pothole-in-street-942984
## 14: pothole-in-street-941774
## 15: pothole-in-street-940545
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.4201 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 
##  1  2  2  1  1  1  2  1  2  1  2  1  1  2  2

plot of chunk unnamed-chunk-1

## Step:  41 
## 1: building-violation-873783
## 2: building-violation-873869
## 3: building-violation-873868
## 4: building-violation-873854
## 5: building-violation-873853
## 6: building-violation-873867
## 7: building-violation-873851
## 8: building-violation-873807
## 9: building-violation-873826
## 10: building-violation-873827
## 11: building-violation-873806
## 12: building-violation-873825
## 13: building-violation-873803
## 14: building-violation-873808
## 15: building-violation-873802
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.195 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 
##  1  2  2  2  2  2  2  1  1  1  1  2  1  1  1

plot of chunk unnamed-chunk-1

## Step:  42 
## 1: pothole-in-street-952702
## 2: pothole-in-street-952700
## 3: pothole-in-street-952699
## 4: pothole-in-street-952704
## 5: pothole-in-street-952691
## 6: pothole-in-street-952693
## 7: pothole-in-street-952692
## 8: pothole-in-street-952689
## 9: pothole-in-street-952697
## 10: pothole-in-street-952690
## 11: pothole-in-street-952694
## 12: pothole-in-street-952698
## 13: pothole-in-street-952695
## 14: pothole-in-street-952686
## 15: pothole-in-street-952688
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3165 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 
##  1  2  2  1  1  2  2  2  2  1  2  1  1  2  2

plot of chunk unnamed-chunk-1

## Step:  43 
## 1: traffic-signal-out-725731
## 2: traffic-signal-out-723388
## 3: traffic-signal-out-723151
## 4: traffic-signal-out-722605
## 5: traffic-signal-out-722353
## 6: traffic-signal-out-722064
## 7: traffic-signal-out-721373
## 8: traffic-signal-out-721366
## 9: traffic-signal-out-721370
## 10: traffic-signal-out-720865
## 11: traffic-signal-out-720872
## 12: traffic-signal-out-720254
## 13: traffic-signal-out-720152
## 14: traffic-signal-out-720080
## 15: traffic-signal-out-719869
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 
##  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  44 
## 1: pothole-in-street-676552
## 2: pothole-in-street-674634
## 3: pothole-in-street-674337
## 4: pothole-in-street-673221
## 5: pothole-in-street-662157
## 6: pothole-in-street-655147
## 7: pothole-in-street-653015
## 8: pothole-in-street-652615
## 9: pothole-in-street-650016
## 10: pothole-in-street-647292
## 11: pothole-in-street-640385
## 12: pothole-in-street-637251
## 13: pothole-in-street-636892
## 14: pothole-in-street-630872
## 15: pothole-in-street-623782
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.2699 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 
##  1  1  1  1  1  3  3  3  2  2  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  45 
## 1: graffiti-removal-667793
## 2: graffiti-removal-662308
## 3: graffiti-removal-662307
## 4: graffiti-removal-662309
## 5: graffiti-removal-661702
## 6: graffiti-removal-661712
## 7: graffiti-removal-661650
## 8: graffiti-removal-661560
## 9: graffiti-removal-661380
## 10: graffiti-removal-656830
## 11: graffiti-removal-654843
## 12: graffiti-removal-654450
## 13: graffiti-removal-654425
## 14: graffiti-removal-654313
## 15: graffiti-removal-654410
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.5385 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 
##  1  3  2  2  1  2  1  3  2  3  3  3  3  2  1

plot of chunk unnamed-chunk-1

## Step:  46 
## 1: graffiti-removal-961939
## 2: graffiti-removal-961935
## 3: graffiti-removal-961932
## 4: graffiti-removal-961925
## 5: graffiti-removal-961931
## 6: graffiti-removal-961907
## 7: graffiti-removal-961896
## 8: graffiti-removal-952207
## 9: graffiti-removal-951995
## 10: graffiti-removal-951998
## 11: graffiti-removal-951992
## 12: graffiti-removal-951997
## 13: graffiti-removal-951994
## 14: graffiti-removal-951996
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1923 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 
##  1  2  2  1  2  1  2  2  1  2  1  2  1  1

plot of chunk unnamed-chunk-1

## Step:  47 
## 1: pothole-in-street-960755
## 2: pothole-in-street-960761
## 3: pothole-in-street-960754
## 4: pothole-in-street-960283
## 5: pothole-in-street-956570
## 6: pothole-in-street-956535
## 7: pothole-in-street-952630
## 8: pothole-in-street-933096
## 9: pothole-in-street-932159
## 10: pothole-in-street-951038
## 11: pothole-in-street-949442
## 12: pothole-in-street-944205
## 13: pothole-in-street-932132
## 14: pothole-in-street-920641
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.4053 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 
##  1  2  2  1  2  2  2  3  3  2  1  2  3  3

plot of chunk unnamed-chunk-1

## Step:  48 
## 1: graffiti-removal-908974
## 2: graffiti-removal-927978
## 3: graffiti-removal-932853
## 4: graffiti-removal-926440
## 5: graffiti-removal-931774
## 6: graffiti-removal-931229
## 7: graffiti-removal-931225
## 8: graffiti-removal-923556
## 9: graffiti-removal-922325
## 10: graffiti-removal-916255
## 11: graffiti-removal-915104
## 12: graffiti-removal-913689
## 13: graffiti-removal-913683
## 14: graffiti-removal-902531
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2364 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 
##  1  2  2  2  2  2  2  2  2  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  49 
## 1: pothole-in-street-958826
## 2: pothole-in-street-931635
## 3: pothole-in-street-953585
## 4: pothole-in-street-952791
## 5: pothole-in-street-942546
## 6: pothole-in-street-938528
## 7: pothole-in-street-938218
## 8: pothole-in-street-935071
## 9: pothole-in-street-931634
## 10: pothole-in-street-929855
## 11: pothole-in-street-920898
## 12: pothole-in-street-920870
## 13: pothole-in-street-920249
## 14: pothole-in-street-919914
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 4 
## Modularity (best split): 0.3775 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 
##  1  2  1  1  1  4  2  4  4  2  3  4  4  3

plot of chunk unnamed-chunk-1

## Step:  50 
## 1: pothole-in-street-952799
## 2: pothole-in-street-954549
## 3: pothole-in-street-949983
## 4: pothole-in-street-954982
## 5: pothole-in-street-953155
## 6: pothole-in-street-955270
## 7: pothole-in-street-956318
## 8: pothole-in-street-956319
## 9: pothole-in-street-956317
## 10: pothole-in-street-952579
## 11: pothole-in-street-951683
## 12: pothole-in-street-954067
## 13: pothole-in-street-953584
## 14: pothole-in-street-955173
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 
##  1  1  1  1  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  51 
## 1: pothole-in-street-938784
## 2: pothole-in-street-954641
## 3: pothole-in-street-955193
## 4: pothole-in-street-954782
## 5: pothole-in-street-954639
## 6: pothole-in-street-953235
## 7: pothole-in-street-951007
## 8: pothole-in-street-948490
## 9: pothole-in-street-946560
## 10: pothole-in-street-940927
## 11: pothole-in-street-940919
## 12: pothole-in-street-937359
## 13: pothole-in-street-936147
## 14: pothole-in-street-932336
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2931 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 
##  1  1  1  1  1  1  1  1  1  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  52 
## 1: pothole-in-street-931622
## 2: pothole-in-street-931426
## 3: pothole-in-street-931427
## 4: pothole-in-street-931399
## 5: pothole-in-street-931398
## 6: pothole-in-street-931007
## 7: pothole-in-street-920880
## 8: pothole-in-street-920879
## 9: pothole-in-street-920866
## 10: pothole-in-street-916070
## 11: pothole-in-street-916077
## 12: pothole-in-street-915068
## 13: pothole-in-street-915034
## 14: pothole-in-street-915051
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.2265 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 
##  1  1  1  3  3  1  2  2  3  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  53 
## 1: street-lights-all-out-752102
## 2: street-lights-all-out-752054
## 3: street-lights-all-out-752045
## 4: street-lights-all-out-750574
## 5: street-lights-all-out-750429
## 6: street-lights-all-out-750165
## 7: street-lights-all-out-750147
## 8: street-lights-all-out-750146
## 9: street-lights-all-out-748448
## 10: street-lights-all-out-747911
## 11: street-lights-all-out-745885
## 12: street-lights-all-out-745630
## 13: street-lights-all-out-745236
## 14: street-lights-all-out-745258
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.01375 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 
##  1  1  2  1  1  2  1  1  1  1  1  1  2  1

plot of chunk unnamed-chunk-1

## Step:  54 
## 1: graffiti-removal-696969
## 2: graffiti-removal-696964
## 3: graffiti-removal-697156
## 4: graffiti-removal-696962
## 5: graffiti-removal-696956
## 6: graffiti-removal-696925
## 7: graffiti-removal-693364
## 8: graffiti-removal-685206
## 9: graffiti-removal-685295
## 10: graffiti-removal-684614
## 11: graffiti-removal-684620
## 12: graffiti-removal-684526
## 13: graffiti-removal-680760
## 14: graffiti-removal-674388
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.1593 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 
##  1  1  1  1  1  1  1  2  3  3  2  3  2  2

plot of chunk unnamed-chunk-1

## Step:  55 
## 1: traffic-signal-out-654263
## 2: traffic-signal-out-653778
## 3: traffic-signal-out-653035
## 4: traffic-signal-out-652897
## 5: traffic-signal-out-652883
## 6: traffic-signal-out-652876
## 7: traffic-signal-out-652882
## 8: traffic-signal-out-652892
## 9: traffic-signal-out-652879
## 10: traffic-signal-out-652894
## 11: traffic-signal-out-652881
## 12: traffic-signal-out-652724
## 13: traffic-signal-out-652723
## 14: traffic-signal-out-652671
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 
##  1  1  1  1  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  56 
## 1: pothole-in-street-959226
## 2: pothole-in-street-958807
## 3: pothole-in-street-958518
## 4: pothole-in-street-953742
## 5: pothole-in-street-956770
## 6: pothole-in-street-954229
## 7: pothole-in-street-953045
## 8: pothole-in-street-952298
## 9: pothole-in-street-952060
## 10: pothole-in-street-946616
## 11: pothole-in-street-940833
## 12: pothole-in-street-938271
## 13: pothole-in-street-937968
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.1631 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 
##  1  3  3  1  3  1  3  1  1  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  57 
## 1: pothole-in-street-959161
## 2: pothole-in-street-932049
## 3: pothole-in-street-938834
## 4: pothole-in-street-953157
## 5: pothole-in-street-931850
## 6: pothole-in-street-954033
## 7: pothole-in-street-941300
## 8: pothole-in-street-940666
## 9: pothole-in-street-954162
## 10: pothole-in-street-951909
## 11: pothole-in-street-948359
## 12: pothole-in-street-954837
## 13: pothole-in-street-940217
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3563 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 
##  1  2  2  1  2  1  2  2  1  1  1  1  2

plot of chunk unnamed-chunk-1

## Step:  58 
## 1: pothole-in-street-956454
## 2: pothole-in-street-954861
## 3: pothole-in-street-950679
## 4: pothole-in-street-950678
## 5: pothole-in-street-946286
## 6: pothole-in-street-943864
## 7: pothole-in-street-940924
## 8: pothole-in-street-939278
## 9: pothole-in-street-939176
## 10: pothole-in-street-939164
## 11: pothole-in-street-939161
## 12: pothole-in-street-937334
## 13: pothole-in-street-934586
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3923 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 
##  1  1  2  2  1  1  1  2  2  1  2  1  1

plot of chunk unnamed-chunk-1

## Step:  59 
## 1: street-lights-all-out-670728
## 2: street-lights-all-out-668815
## 3: street-lights-all-out-668792
## 4: street-lights-all-out-666828
## 5: street-lights-all-out-665804
## 6: street-lights-all-out-665628
## 7: street-lights-all-out-665330
## 8: street-lights-all-out-662969
## 9: street-lights-all-out-663208
## 10: street-lights-all-out-662893
## 11: street-lights-all-out-662562
## 12: street-lights-all-out-660192
## 13: street-lights-all-out-657399
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.06236 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 
##  1  2  1  1  1  2  1  1  2  2  1  1  2

plot of chunk unnamed-chunk-1

## Step:  60 
## 1: pothole-in-street-602768
## 2: pothole-in-street-597342
## 3: pothole-in-street-596158
## 4: pothole-in-street-596268
## 5: pothole-in-street-595376
## 6: pothole-in-street-591506
## 7: pothole-in-street-588896
## 8: pothole-in-street-586770
## 9: pothole-in-street-586465
## 10: pothole-in-street-578567
## 11: pothole-in-street-577275
## 12: pothole-in-street-576125
## 13: pothole-in-street-576104
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1805 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 13 
##  1  1  1  1  1  1  2  2  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  61 
## 1: graffiti-removal-923420
## 2: graffiti-removal-924993
## 3: graffiti-removal-923399
## 4: graffiti-removal-922190
## 5: graffiti-removal-922191
## 6: graffiti-removal-916284
## 7: graffiti-removal-914436
## 8: graffiti-removal-914430
## 9: graffiti-removal-912499
## 10: graffiti-removal-912497
## 11: graffiti-removal-912498
## 12: graffiti-removal-906658
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.0165 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  1  1  1  1  2  2  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  62 
## 1: traffic-signal-out-956424
## 2: traffic-signal-out-958782
## 3: traffic-signal-out-956423
## 4: traffic-signal-out-956422
## 5: traffic-signal-out-952065
## 6: traffic-signal-out-951862
## 7: traffic-signal-out-951861
## 8: traffic-signal-out-951860
## 9: traffic-signal-out-951721
## 10: traffic-signal-out-951722
## 11: traffic-signal-out-951615
## 12: traffic-signal-out-950273
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  1  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  63 
## 1: graffiti-removal-944345
## 2: graffiti-removal-957784
## 3: graffiti-removal-952658
## 4: graffiti-removal-956683
## 5: graffiti-removal-944351
## 6: graffiti-removal-944356
## 7: graffiti-removal-944352
## 8: graffiti-removal-944354
## 9: graffiti-removal-944355
## 10: graffiti-removal-944353
## 11: graffiti-removal-944349
## 12: graffiti-removal-944348
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  1  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  64 
## 1: pothole-in-street-942605
## 2: pothole-in-street-942612
## 3: pothole-in-street-935054
## 4: pothole-in-street-952601
## 5: pothole-in-street-916917
## 6: pothole-in-street-954883
## 7: pothole-in-street-936118
## 8: pothole-in-street-950714
## 9: pothole-in-street-942616
## 10: pothole-in-street-936552
## 11: pothole-in-street-928096
## 12: pothole-in-street-928048
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.3873 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  2  1  2  1  2  3  2  1  1  3  1

plot of chunk unnamed-chunk-1

## Step:  65 
## 1: pothole-in-street-960879
## 2: pothole-in-street-954720
## 3: pothole-in-street-957338
## 4: pothole-in-street-949912
## 5: pothole-in-street-949287
## 6: pothole-in-street-956403
## 7: pothole-in-street-955136
## 8: pothole-in-street-955052
## 9: pothole-in-street-954985
## 10: pothole-in-street-954952
## 11: pothole-in-street-954020
## 12: pothole-in-street-951978
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.4032 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  1  1  1  1  2  2  2  2  1  2  2

plot of chunk unnamed-chunk-1

## Step:  66 
## 1: graffiti-removal-960301
## 2: graffiti-removal-953161
## 3: graffiti-removal-946270
## 4: graffiti-removal-953146
## 5: graffiti-removal-953152
## 6: graffiti-removal-953162
## 7: graffiti-removal-946231
## 8: graffiti-removal-943515
## 9: graffiti-removal-938304
## 10: graffiti-removal-932852
## 11: graffiti-removal-931338
## 12: graffiti-removal-927865
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.3128 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  3  3  1  1  3  3  3  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  67 
## 1: pothole-in-street-959246
## 2: pothole-in-street-958584
## 3: pothole-in-street-954741
## 4: pothole-in-street-949298
## 5: pothole-in-street-944477
## 6: pothole-in-street-942493
## 7: pothole-in-street-941173
## 8: pothole-in-street-941172
## 9: pothole-in-street-940200
## 10: pothole-in-street-935360
## 11: pothole-in-street-932792
## 12: pothole-in-street-932788
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.5448 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  1  1  1  2  2  3  2  2  3  3  3

plot of chunk unnamed-chunk-1

## Step:  68 
## 1: pothole-in-street-958513
## 2: pothole-in-street-952953
## 3: pothole-in-street-957823
## 4: pothole-in-street-957824
## 5: pothole-in-street-957785
## 6: pothole-in-street-957573
## 7: pothole-in-street-950903
## 8: pothole-in-street-956477
## 9: pothole-in-street-954734
## 10: pothole-in-street-954727
## 11: pothole-in-street-953311
## 12: pothole-in-street-953216
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.2952 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  2  1  3  2  2  1  3  3  3  1  1

plot of chunk unnamed-chunk-1

## Step:  69 
## 1: street-lights-all-out-953543
## 2: street-lights-all-out-950463
## 3: street-lights-all-out-950491
## 4: street-lights-all-out-954529
## 5: street-lights-all-out-952771
## 6: street-lights-all-out-957190
## 7: street-lights-all-out-957189
## 8: street-lights-all-out-957188
## 9: street-lights-all-out-951005
## 10: street-lights-all-out-953541
## 11: street-lights-all-out-953542
## 12: street-lights-all-out-952979
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.4206 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  1  2  2  1  3  3  2  1  2  2  3

plot of chunk unnamed-chunk-1

## Step:  70 
## 1: pothole-in-street-957339
## 2: pothole-in-street-948072
## 3: pothole-in-street-946656
## 4: pothole-in-street-946617
## 5: pothole-in-street-942899
## 6: pothole-in-street-942494
## 7: pothole-in-street-941141
## 8: pothole-in-street-937640
## 9: pothole-in-street-937519
## 10: pothole-in-street-932135
## 11: pothole-in-street-931409
## 12: pothole-in-street-925506
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1086 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  1  1  1  2  2  2  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  71 
## 1: building-violation-922280
## 2: building-violation-922293
## 3: building-violation-922291
## 4: building-violation-922292
## 5: building-violation-922289
## 6: building-violation-922283
## 7: building-violation-922282
## 8: building-violation-922288
## 9: building-violation-922287
## 10: building-violation-922290
## 11: building-violation-922284
## 12: building-violation-922281
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1446 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  1  2  1  1  1  1  1  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  72 
## 1: graffiti-removal-933121
## 2: graffiti-removal-942447
## 3: graffiti-removal-933125
## 4: graffiti-removal-933124
## 5: graffiti-removal-933123
## 6: graffiti-removal-931614
## 7: graffiti-removal-931414
## 8: graffiti-removal-930983
## 9: graffiti-removal-925368
## 10: graffiti-removal-919109
## 11: graffiti-removal-919108
## 12: graffiti-removal-907386
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.1928 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  3  1  3  1  3  3  1  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  73 
## 1: building-violation-939186
## 2: building-violation-939185
## 3: building-violation-939179
## 4: building-violation-939184
## 5: building-violation-939183
## 6: building-violation-939150
## 7: building-violation-939149
## 8: building-violation-939153
## 9: building-violation-939154
## 10: building-violation-939152
## 11: building-violation-939148
## 12: building-violation-939147
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  1  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  74 
## 1: pothole-in-street-928653
## 2: pothole-in-street-925113
## 3: pothole-in-street-919248
## 4: pothole-in-street-915962
## 5: pothole-in-street-914438
## 6: pothole-in-street-914280
## 7: pothole-in-street-912997
## 8: pothole-in-street-909317
## 9: pothole-in-street-908045
## 10: pothole-in-street-906526
## 11: pothole-in-street-902942
## 12: pothole-in-street-893859
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1471 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  1  1  1  1  2  2  1  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  75 
## 1: pothole-in-street-921800
## 2: pothole-in-street-911317
## 3: pothole-in-street-901226
## 4: pothole-in-street-901233
## 5: pothole-in-street-901243
## 6: pothole-in-street-901245
## 7: pothole-in-street-901241
## 8: pothole-in-street-894155
## 9: pothole-in-street-894162
## 10: pothole-in-street-892160
## 11: pothole-in-street-891013
## 12: pothole-in-street-891012
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.4716 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  1  3  3  3  3  3  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  76 
## 1: pothole-in-street-915699
## 2: pothole-in-street-915063
## 3: pothole-in-street-912845
## 4: pothole-in-street-908058
## 5: pothole-in-street-907733
## 6: pothole-in-street-907734
## 7: pothole-in-street-907469
## 8: pothole-in-street-907322
## 9: pothole-in-street-903230
## 10: pothole-in-street-894141
## 11: pothole-in-street-893826
## 12: pothole-in-street-889547
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1735 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  1  1  1  1  1  1  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  77 
## 1: pothole-in-street-561497
## 2: pothole-in-street-573623
## 3: pothole-in-street-561535
## 4: pothole-in-street-561503
## 5: pothole-in-street-561505
## 6: pothole-in-street-561500
## 7: pothole-in-street-561506
## 8: pothole-in-street-561507
## 9: pothole-in-street-561504
## 10: pothole-in-street-561502
## 11: pothole-in-street-561501
## 12: pothole-in-street-561498
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  1  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  78 
## 1: graffiti-removal-849949
## 2: graffiti-removal-849972
## 3: graffiti-removal-849978
## 4: graffiti-removal-849977
## 5: graffiti-removal-847162
## 6: graffiti-removal-843915
## 7: graffiti-removal-843714
## 8: graffiti-removal-843715
## 9: graffiti-removal-840576
## 10: graffiti-removal-835474
## 11: graffiti-removal-829028
## 12: graffiti-removal-822254
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1387 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  1  1  1  1  1  1  1  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  79 
## 1: graffiti-removal-743589
## 2: graffiti-removal-742172
## 3: graffiti-removal-741936
## 4: graffiti-removal-741577
## 5: graffiti-removal-741534
## 6: graffiti-removal-740246
## 7: graffiti-removal-739988
## 8: graffiti-removal-739926
## 9: graffiti-removal-739689
## 10: graffiti-removal-739407
## 11: graffiti-removal-739223
## 12: graffiti-removal-738945
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 12 
##  1  1  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  80 
## 1: graffiti-removal-962063
## 2: graffiti-removal-961859
## 3: graffiti-removal-961849
## 4: graffiti-removal-958929
## 5: graffiti-removal-953667
## 6: graffiti-removal-952262
## 7: graffiti-removal-952241
## 8: graffiti-removal-943617
## 9: graffiti-removal-936527
## 10: graffiti-removal-936526
## 11: graffiti-removal-929652
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.4644 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  1  1  2  2  1  3  3  3  3

plot of chunk unnamed-chunk-1

## Step:  81 
## 1: graffiti-removal-962043
## 2: graffiti-removal-962047
## 3: graffiti-removal-962032
## 4: graffiti-removal-961882
## 5: graffiti-removal-961877
## 6: graffiti-removal-961870
## 7: graffiti-removal-957256
## 8: graffiti-removal-957259
## 9: graffiti-removal-957255
## 10: graffiti-removal-952397
## 11: graffiti-removal-952384
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2302 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  1  1  1  1  2  1  2  2  2

plot of chunk unnamed-chunk-1

## Step:  82 
## 1: graffiti-removal-911340
## 2: graffiti-removal-907179
## 3: graffiti-removal-901131
## 4: graffiti-removal-912024
## 5: graffiti-removal-909069
## 6: graffiti-removal-907214
## 7: graffiti-removal-906338
## 8: graffiti-removal-914815
## 9: graffiti-removal-911970
## 10: graffiti-removal-901440
## 11: graffiti-removal-917361
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  83 
## 1: pothole-in-street-960968
## 2: pothole-in-street-960902
## 3: pothole-in-street-960887
## 4: pothole-in-street-960885
## 5: pothole-in-street-960865
## 6: pothole-in-street-960701
## 7: pothole-in-street-960692
## 8: pothole-in-street-960684
## 9: pothole-in-street-960244
## 10: pothole-in-street-960249
## 11: pothole-in-street-960241
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.4669 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  2  3  3  3  2  2  2  1  1

plot of chunk unnamed-chunk-1

## Step:  84 
## 1: street-lights-all-out-950387
## 2: street-lights-all-out-959835
## 3: street-lights-all-out-952938
## 4: street-lights-all-out-955510
## 5: street-lights-all-out-950420
## 6: street-lights-all-out-952962
## 7: street-lights-all-out-955591
## 8: street-lights-all-out-957621
## 9: street-lights-all-out-951138
## 10: street-lights-all-out-958463
## 11: street-lights-all-out-953049
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  85 
## 1: street-lights-all-out-955611
## 2: street-lights-all-out-956511
## 3: street-lights-all-out-952822
## 4: street-lights-all-out-952903
## 5: street-lights-all-out-952585
## 6: street-lights-all-out-945348
## 7: street-lights-all-out-950316
## 8: street-lights-all-out-953212
## 9: street-lights-all-out-947280
## 10: street-lights-all-out-949833
## 11: street-lights-all-out-949118
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1632 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  2  1  2  2  2  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  86 
## 1: graffiti-removal-957242
## 2: graffiti-removal-957232
## 3: graffiti-removal-952385
## 4: graffiti-removal-917401
## 5: graffiti-removal-921243
## 6: graffiti-removal-943947
## 7: graffiti-removal-943945
## 8: graffiti-removal-934989
## 9: graffiti-removal-927301
## 10: graffiti-removal-925178
## 11: graffiti-removal-909348
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.395 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  1  2  2  1  1  1  2  2  2

plot of chunk unnamed-chunk-1

## Step:  87 
## 1: pothole-in-street-956414
## 2: pothole-in-street-953722
## 3: pothole-in-street-943675
## 4: pothole-in-street-933120
## 5: pothole-in-street-949107
## 6: pothole-in-street-943440
## 7: pothole-in-street-927618
## 8: pothole-in-street-917267
## 9: pothole-in-street-917268
## 10: pothole-in-street-911412
## 11: pothole-in-street-901390
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.4062 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  3  3  1  3  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  88 
## 1: pothole-in-street-953105
## 2: pothole-in-street-952514
## 3: pothole-in-street-952046
## 4: pothole-in-street-948524
## 5: pothole-in-street-943055
## 6: pothole-in-street-943044
## 7: pothole-in-street-949944
## 8: pothole-in-street-940331
## 9: pothole-in-street-951343
## 10: pothole-in-street-948509
## 11: pothole-in-street-940512
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  89 
## 1: graffiti-removal-893636
## 2: graffiti-removal-907997
## 3: graffiti-removal-876723
## 4: graffiti-removal-900769
## 5: graffiti-removal-893640
## 6: graffiti-removal-888154
## 7: graffiti-removal-886956
## 8: graffiti-removal-886960
## 9: graffiti-removal-883109
## 10: graffiti-removal-876968
## 11: graffiti-removal-875693
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.426 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  1  1  1  2  2  2  1  2  2

plot of chunk unnamed-chunk-1

## Step:  90 
## 1: graffiti-removal-950747
## 2: graffiti-removal-943538
## 3: graffiti-removal-943541
## 4: graffiti-removal-938625
## 5: graffiti-removal-938624
## 6: graffiti-removal-938613
## 7: graffiti-removal-938618
## 8: graffiti-removal-938619
## 9: graffiti-removal-938545
## 10: graffiti-removal-935169
## 11: graffiti-removal-931352
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3769 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  1  2  2  2  1  1  2  2  2

plot of chunk unnamed-chunk-1

## Step:  91 
## 1: pothole-in-street-945350
## 2: pothole-in-street-942847
## 3: pothole-in-street-937063
## 4: pothole-in-street-932860
## 5: pothole-in-street-932810
## 6: pothole-in-street-926452
## 7: pothole-in-street-921566
## 8: pothole-in-street-919239
## 9: pothole-in-street-917165
## 10: pothole-in-street-915853
## 11: pothole-in-street-906408
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2872 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  1  1  1  2  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  92 
## 1: pothole-in-street-915704
## 2: pothole-in-street-912111
## 3: pothole-in-street-910457
## 4: pothole-in-street-908086
## 5: pothole-in-street-906497
## 6: pothole-in-street-901247
## 7: pothole-in-street-894898
## 8: pothole-in-street-892621
## 9: pothole-in-street-891277
## 10: pothole-in-street-886862
## 11: pothole-in-street-885709
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2934 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  1  1  1  2  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  93 
## 1: pothole-in-street-905102
## 2: pothole-in-street-903567
## 3: pothole-in-street-902851
## 4: pothole-in-street-898184
## 5: pothole-in-street-897645
## 6: pothole-in-street-896470
## 7: pothole-in-street-896283
## 8: pothole-in-street-893102
## 9: pothole-in-street-890203
## 10: pothole-in-street-888914
## 11: pothole-in-street-888324
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.02163 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  1  1  2  1  1  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  94 
## 1: pothole-in-street-898891
## 2: pothole-in-street-897856
## 3: pothole-in-street-893011
## 4: pothole-in-street-892342
## 5: pothole-in-street-889127
## 6: pothole-in-street-888897
## 7: pothole-in-street-887451
## 8: pothole-in-street-886528
## 9: pothole-in-street-878871
## 10: pothole-in-street-876029
## 11: pothole-in-street-875809
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1023 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  1  1  1  1  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  95 
## 1: street-lights-all-out-751179
## 2: street-lights-all-out-750185
## 3: street-lights-all-out-748642
## 4: street-lights-all-out-748573
## 5: street-lights-all-out-741658
## 6: street-lights-all-out-740863
## 7: street-lights-all-out-740864
## 8: street-lights-all-out-740865
## 9: street-lights-all-out-740701
## 10: street-lights-all-out-740703
## 11: street-lights-all-out-739418
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  96 
## 1: graffiti-removal-729505
## 2: graffiti-removal-727686
## 3: graffiti-removal-726662
## 4: graffiti-removal-725729
## 5: graffiti-removal-723386
## 6: graffiti-removal-723426
## 7: graffiti-removal-723127
## 8: graffiti-removal-722737
## 9: graffiti-removal-722524
## 10: graffiti-removal-719594
## 11: graffiti-removal-714111
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  97 
## 1: street-lights-all-out-684930
## 2: street-lights-all-out-682303
## 3: street-lights-all-out-682035
## 4: street-lights-all-out-680748
## 5: street-lights-all-out-678692
## 6: street-lights-all-out-678725
## 7: street-lights-all-out-678704
## 8: street-lights-all-out-678002
## 9: street-lights-all-out-677656
## 10: street-lights-all-out-677482
## 11: street-lights-all-out-677323
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  98 
## 1: street-lights-all-out-671854
## 2: street-lights-all-out-670281
## 3: street-lights-all-out-669467
## 4: street-lights-all-out-669470
## 5: street-lights-all-out-669471
## 6: street-lights-all-out-669333
## 7: street-lights-all-out-668788
## 8: street-lights-all-out-668650
## 9: street-lights-all-out-667745
## 10: street-lights-all-out-667079
## 11: street-lights-all-out-666798
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2277 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  2  2  2  1  1  2  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  99 
## 1: building-violation-610406
## 2: building-violation-610259
## 3: building-violation-610266
## 4: building-violation-610264
## 5: building-violation-610083
## 6: building-violation-609817
## 7: building-violation-609022
## 8: building-violation-609021
## 9: building-violation-608715
## 10: building-violation-594969
## 11: building-violation-594034
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.0102 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 11 
##  1  1  1  2  1  1  1  1  1  2  2

plot of chunk unnamed-chunk-1

## Step:  100 
## 1: pothole-in-street-961752
## 2: pothole-in-street-960938
## 3: pothole-in-street-956409
## 4: pothole-in-street-956402
## 5: pothole-in-street-955309
## 6: pothole-in-street-955280
## 7: pothole-in-street-954875
## 8: pothole-in-street-954458
## 9: pothole-in-street-950341
## 10: pothole-in-street-950342
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1667 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  2  2  1  2  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  101 
## 1: street-lights-all-out-961725
## 2: street-lights-all-out-960707
## 3: street-lights-all-out-960691
## 4: street-lights-all-out-959811
## 5: street-lights-all-out-959738
## 6: street-lights-all-out-957821
## 7: street-lights-all-out-956486
## 8: street-lights-all-out-952593
## 9: street-lights-all-out-951973
## 10: street-lights-all-out-950637
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  102 
## 1: street-lights-all-out-950561
## 2: street-lights-all-out-960699
## 3: street-lights-all-out-952784
## 4: street-lights-all-out-952821
## 5: street-lights-all-out-953046
## 6: street-lights-all-out-959164
## 7: street-lights-all-out-954543
## 8: street-lights-all-out-953229
## 9: street-lights-all-out-951140
## 10: street-lights-all-out-953497
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.343 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  2  2  1  1  1  2  2  1

plot of chunk unnamed-chunk-1

## Step:  103 
## 1: street-lights-all-out-960677
## 2: street-lights-all-out-960671
## 3: street-lights-all-out-960609
## 4: street-lights-all-out-957795
## 5: street-lights-all-out-957569
## 6: street-lights-all-out-956657
## 7: street-lights-all-out-956538
## 8: street-lights-all-out-956416
## 9: street-lights-all-out-953227
## 10: street-lights-all-out-952899
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2752 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  2  2  2  2  2  1  1  1  2

plot of chunk unnamed-chunk-1

## Step:  104 
## 1: pothole-in-street-960624
## 2: pothole-in-street-956741
## 3: pothole-in-street-956744
## 4: pothole-in-street-956739
## 5: pothole-in-street-954814
## 6: pothole-in-street-949297
## 7: pothole-in-street-956778
## 8: pothole-in-street-949248
## 9: pothole-in-street-957583
## 10: pothole-in-street-957604
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  105 
## 1: pothole-in-street-960597
## 2: pothole-in-street-960562
## 3: pothole-in-street-960564
## 4: pothole-in-street-960563
## 5: pothole-in-street-959931
## 6: pothole-in-street-954899
## 7: pothole-in-street-954895
## 8: pothole-in-street-952957
## 9: pothole-in-street-949904
## 10: pothole-in-street-949134
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.03102 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  2  2  2  1  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  106 
## 1: pothole-in-street-960270
## 2: pothole-in-street-960246
## 3: pothole-in-street-958803
## 4: pothole-in-street-950689
## 5: pothole-in-street-951972
## 6: pothole-in-street-953688
## 7: pothole-in-street-943641
## 8: pothole-in-street-943415
## 9: pothole-in-street-942417
## 10: pothole-in-street-932809
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1354 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  1  1  1  1  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  107 
## 1: graffiti-removal-917253
## 2: graffiti-removal-917251
## 3: graffiti-removal-907785
## 4: graffiti-removal-919314
## 5: graffiti-removal-917272
## 6: graffiti-removal-917248
## 7: graffiti-removal-917252
## 8: graffiti-removal-915667
## 9: graffiti-removal-907777
## 10: graffiti-removal-905917
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1056 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  2  1  2  1  2  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  108 
## 1: pothole-in-street-959184
## 2: pothole-in-street-958661
## 3: pothole-in-street-952947
## 4: pothole-in-street-950732
## 5: pothole-in-street-950686
## 6: pothole-in-street-948079
## 7: pothole-in-street-940926
## 8: pothole-in-street-936822
## 9: pothole-in-street-936276
## 10: pothole-in-street-932436
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2219 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  1  1  1  1  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  109 
## 1: pothole-in-street-925051
## 2: pothole-in-street-941837
## 3: pothole-in-street-939167
## 4: pothole-in-street-947921
## 5: pothole-in-street-932799
## 6: pothole-in-street-917983
## 7: pothole-in-street-918097
## 8: pothole-in-street-913018
## 9: pothole-in-street-906253
## 10: pothole-in-street-904283
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3789 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  2  2  2  2  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  110 
## 1: pothole-in-street-950746
## 2: pothole-in-street-948358
## 3: pothole-in-street-949914
## 4: pothole-in-street-949238
## 5: pothole-in-street-950624
## 6: pothole-in-street-948501
## 7: pothole-in-street-949093
## 8: pothole-in-street-945353
## 9: pothole-in-street-949884
## 10: pothole-in-street-949950
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.003673 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  1  1  2  2  1  2  2  1

plot of chunk unnamed-chunk-1

## Step:  111 
## 1: pothole-in-street-957622
## 2: pothole-in-street-957625
## 3: pothole-in-street-957609
## 4: pothole-in-street-957602
## 5: pothole-in-street-952595
## 6: pothole-in-street-957178
## 7: pothole-in-street-941304
## 8: pothole-in-street-940732
## 9: pothole-in-street-954039
## 10: pothole-in-street-941775
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1952 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  1  1  2  1  2  2  1  2

plot of chunk unnamed-chunk-1

## Step:  112 
## 1: pothole-in-street-955375
## 2: pothole-in-street-955299
## 3: pothole-in-street-953381
## 4: pothole-in-street-944448
## 5: pothole-in-street-937222
## 6: pothole-in-street-934514
## 7: pothole-in-street-932242
## 8: pothole-in-street-926450
## 9: pothole-in-street-914805
## 10: pothole-in-street-913117
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.4231 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  1  1  2  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  113 
## 1: pothole-in-street-954541
## 2: pothole-in-street-954540
## 3: pothole-in-street-933181
## 4: pothole-in-street-930984
## 5: pothole-in-street-922432
## 6: pothole-in-street-937068
## 7: pothole-in-street-916156
## 8: pothole-in-street-945352
## 9: pothole-in-street-935423
## 10: pothole-in-street-930140
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.2424 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  2  2  3  2  3  1  2  2

plot of chunk unnamed-chunk-1

## Step:  114 
## 1: pothole-in-street-944252
## 2: pothole-in-street-946284
## 3: pothole-in-street-948511
## 4: pothole-in-street-943133
## 5: pothole-in-street-942881
## 6: pothole-in-street-937974
## 7: pothole-in-street-936907
## 8: pothole-in-street-932674
## 9: pothole-in-street-931649
## 10: pothole-in-street-931247
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.4135 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  1  2  2  1  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  115 
## 1: building-violation-923791
## 2: building-violation-923789
## 3: building-violation-923790
## 4: building-violation-923792
## 5: building-violation-923777
## 6: building-violation-912140
## 7: building-violation-912139
## 8: building-violation-912144
## 9: building-violation-912145
## 10: building-violation-912142
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  116 
## 1: graffiti-removal-912842
## 2: graffiti-removal-911921
## 3: graffiti-removal-911270
## 4: graffiti-removal-909349
## 5: graffiti-removal-904031
## 6: graffiti-removal-893680
## 7: graffiti-removal-892141
## 8: graffiti-removal-886599
## 9: graffiti-removal-883311
## 10: graffiti-removal-874978
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3642 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  1  1  1  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  117 
## 1: graffiti-removal-872903
## 2: graffiti-removal-870988
## 3: graffiti-removal-870477
## 4: graffiti-removal-870375
## 5: graffiti-removal-870257
## 6: graffiti-removal-864067
## 7: graffiti-removal-862544
## 8: graffiti-removal-862461
## 9: graffiti-removal-862453
## 10: graffiti-removal-862289
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2407 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  1  1  1  2  2  2  2  2

plot of chunk unnamed-chunk-1

## Step:  118 
## 1: building-violation-796554
## 2: building-violation-796547
## 3: building-violation-796556
## 4: building-violation-796550
## 5: building-violation-796563
## 6: building-violation-796555
## 7: building-violation-796559
## 8: building-violation-796558
## 9: building-violation-796552
## 10: building-violation-796561
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  119 
## 1: traffic-signal-out-755754
## 2: traffic-signal-out-755750
## 3: traffic-signal-out-755489
## 4: traffic-signal-out-755488
## 5: traffic-signal-out-755497
## 6: traffic-signal-out-755414
## 7: traffic-signal-out-755249
## 8: traffic-signal-out-755209
## 9: traffic-signal-out-754884
## 10: traffic-signal-out-753842
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  120 
## 1: graffiti-removal-752105
## 2: graffiti-removal-751001
## 3: graffiti-removal-750998
## 4: graffiti-removal-750461
## 5: graffiti-removal-749308
## 6: graffiti-removal-747803
## 7: graffiti-removal-747808
## 8: graffiti-removal-747781
## 9: graffiti-removal-747029
## 10: graffiti-removal-746963
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  121 
## 1: graffiti-removal-738257
## 2: graffiti-removal-737544
## 3: graffiti-removal-735399
## 4: graffiti-removal-734893
## 5: graffiti-removal-734086
## 6: graffiti-removal-734083
## 7: graffiti-removal-729966
## 8: graffiti-removal-729326
## 9: graffiti-removal-726337
## 10: graffiti-removal-723935
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.01753 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  2  1  1  1  1  2  1  1

plot of chunk unnamed-chunk-1

## Step:  122 
## 1: building-violation-720518
## 2: building-violation-720522
## 3: building-violation-720524
## 4: building-violation-720532
## 5: building-violation-720519
## 6: building-violation-720523
## 7: building-violation-720516
## 8: building-violation-720521
## 9: building-violation-720481
## 10: building-violation-720039
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  1  1  1  1  1  1  1  1

plot of chunk unnamed-chunk-1

## Step:  123 
## 1: street-lights-all-out-695663
## 2: street-lights-all-out-690294
## 3: street-lights-all-out-690257
## 4: street-lights-all-out-688125
## 5: street-lights-all-out-685849
## 6: street-lights-all-out-683591
## 7: street-lights-all-out-683300
## 8: street-lights-all-out-682281
## 9: street-lights-all-out-681616
## 10: street-lights-all-out-681429
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.009796 
## Membership vector:
##  1  2  3  4  5  6  7  8  9 10 
##  1  1  1  1  1  2  1  1  2  2

plot of chunk unnamed-chunk-1

## Step:  124 
## 1: pothole-in-street-923509
## 2: pothole-in-street-921554
## 3: pothole-in-street-930152
## 4: pothole-in-street-929464
## 5: pothole-in-street-891655
## 6: pothole-in-street-928342
## 7: pothole-in-street-904336
## 8: pothole-in-street-898561
## 9: pothole-in-street-914338
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3047 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 2 1 2 2 2

plot of chunk unnamed-chunk-1

## Step:  125 
## 1: pothole-in-street-955271
## 2: pothole-in-street-961089
## 3: pothole-in-street-949258
## 4: pothole-in-street-955269
## 5: pothole-in-street-954887
## 6: pothole-in-street-954881
## 7: pothole-in-street-942496
## 8: pothole-in-street-940079
## 9: pothole-in-street-931022
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2832 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 2 1 1 1 2 2 2

plot of chunk unnamed-chunk-1

## Step:  126 
## 1: graffiti-removal-961734
## 2: graffiti-removal-961731
## 3: graffiti-removal-961733
## 4: graffiti-removal-961721
## 5: graffiti-removal-961710
## 6: graffiti-removal-961716
## 7: graffiti-removal-961719
## 8: graffiti-removal-961713
## 9: graffiti-removal-961711
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1322 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 2 2 2 2 2

plot of chunk unnamed-chunk-1

## Step:  127 
## 1: pothole-in-street-954726
## 2: pothole-in-street-954715
## 3: pothole-in-street-954718
## 4: pothole-in-street-954712
## 5: pothole-in-street-954713
## 6: pothole-in-street-954711
## 7: pothole-in-street-954619
## 8: pothole-in-street-954714
## 9: pothole-in-street-954630
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  128 
## 1: pothole-in-street-913700
## 2: pothole-in-street-919247
## 3: pothole-in-street-919245
## 4: pothole-in-street-903651
## 5: pothole-in-street-925733
## 6: pothole-in-street-922557
## 7: pothole-in-street-919091
## 8: pothole-in-street-925781
## 9: pothole-in-street-925758
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.09814 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 2 1 1 2 2 2 2 2

plot of chunk unnamed-chunk-1

## Step:  129 
## 1: street-light-1-out-960768
## 2: street-light-1-out-959200
## 3: street-light-1-out-959195
## 4: street-light-1-out-952817
## 5: street-light-1-out-956726
## 6: street-light-1-out-956352
## 7: street-light-1-out-952810
## 8: street-light-1-out-953100
## 9: street-light-1-out-952544
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  130 
## 1: street-lights-all-out-960772
## 2: street-lights-all-out-952781
## 3: street-lights-all-out-954056
## 4: street-lights-all-out-957794
## 5: street-lights-all-out-957605
## 6: street-lights-all-out-950363
## 7: street-lights-all-out-953041
## 8: street-lights-all-out-953042
## 9: street-lights-all-out-953222
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.02081 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 2 2 2 2 2 2 2 1

plot of chunk unnamed-chunk-1

## Step:  131 
## 1: pothole-in-street-960649
## 2: pothole-in-street-944143
## 3: pothole-in-street-944147
## 4: pothole-in-street-958541
## 5: pothole-in-street-958539
## 6: pothole-in-street-944144
## 7: pothole-in-street-949127
## 8: pothole-in-street-954657
## 9: pothole-in-street-941833
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3194 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 2 1 2 2 1 1 2 1

plot of chunk unnamed-chunk-1

## Step:  132 
## 1: street-lights-all-out-955520
## 2: street-lights-all-out-947293
## 3: street-lights-all-out-947404
## 4: street-lights-all-out-957186
## 5: street-lights-all-out-957187
## 6: street-lights-all-out-957184
## 7: street-lights-all-out-953053
## 8: street-lights-all-out-953313
## 9: street-lights-all-out-949241
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1836 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 1 2 2 1 2

plot of chunk unnamed-chunk-1

## Step:  133 
## 1: street-lights-all-out-958717
## 2: street-lights-all-out-958545
## 3: street-lights-all-out-958542
## 4: street-lights-all-out-956367
## 5: street-lights-all-out-955488
## 6: street-lights-all-out-952591
## 7: street-lights-all-out-950994
## 8: street-lights-all-out-950272
## 9: street-lights-all-out-950271
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.1511 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 2 1 2 1 2 2 3 3

plot of chunk unnamed-chunk-1

## Step:  134 
## 1: street-lights-all-out-947306
## 2: street-lights-all-out-953151
## 3: street-lights-all-out-950466
## 4: street-lights-all-out-956546
## 5: street-lights-all-out-949580
## 6: street-lights-all-out-949589
## 7: street-lights-all-out-956444
## 8: street-lights-all-out-956437
## 9: street-lights-all-out-951135
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.02 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 2 2 2 2 1 2 2

plot of chunk unnamed-chunk-1

## Step:  135 
## 1: pothole-in-street-912839
## 2: pothole-in-street-916354
## 3: pothole-in-street-916158
## 4: pothole-in-street-907216
## 5: pothole-in-street-917788
## 6: pothole-in-street-911757
## 7: pothole-in-street-918842
## 8: pothole-in-street-916225
## 9: pothole-in-street-916312
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.04221 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 2 2 2 1 1 2 2

plot of chunk unnamed-chunk-1

## Step:  136 
## 1: pothole-in-street-953731
## 2: pothole-in-street-954307
## 3: pothole-in-street-954230
## 4: pothole-in-street-951593
## 5: pothole-in-street-954232
## 6: pothole-in-street-954231
## 7: pothole-in-street-953728
## 8: pothole-in-street-953729
## 9: pothole-in-street-951596
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2107 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 2 2 2 2 2

plot of chunk unnamed-chunk-1

## Step:  137 
## 1: graffiti-removal-952164
## 2: graffiti-removal-935220
## 3: graffiti-removal-946273
## 4: graffiti-removal-940835
## 5: graffiti-removal-940686
## 6: graffiti-removal-938950
## 7: graffiti-removal-931244
## 8: graffiti-removal-926253
## 9: graffiti-removal-926266
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.4132 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 3 1 2 1 2 2 3 3

plot of chunk unnamed-chunk-1

## Step:  138 
## 1: pothole-in-street-942874
## 2: pothole-in-street-939996
## 3: pothole-in-street-939418
## 4: pothole-in-street-939141
## 5: pothole-in-street-937641
## 6: pothole-in-street-936540
## 7: pothole-in-street-935938
## 8: pothole-in-street-934885
## 9: pothole-in-street-927143
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2793 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 2 1 2 2 1

plot of chunk unnamed-chunk-1

## Step:  139 
## 1: pothole-in-street-933061
## 2: pothole-in-street-924939
## 3: pothole-in-street-941157
## 4: pothole-in-street-941156
## 5: pothole-in-street-940849
## 6: pothole-in-street-940160
## 7: pothole-in-street-939284
## 8: pothole-in-street-922645
## 9: pothole-in-street-922646
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.25 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 2 2 2 2 2 1 1

plot of chunk unnamed-chunk-1

## Step:  140 
## 1: graffiti-removal-955035
## 2: graffiti-removal-943081
## 3: graffiti-removal-943380
## 4: graffiti-removal-943547
## 5: graffiti-removal-941957
## 6: graffiti-removal-936676
## 7: graffiti-removal-936749
## 8: graffiti-removal-936673
## 9: graffiti-removal-925333
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.08875 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 2 2 1 2 2 1 2 1

plot of chunk unnamed-chunk-1

## Step:  141 
## 1: traffic-signal-out-954914
## 2: traffic-signal-out-954134
## 3: traffic-signal-out-952240
## 4: traffic-signal-out-950294
## 5: traffic-signal-out-950293
## 6: traffic-signal-out-950292
## 7: traffic-signal-out-949823
## 8: traffic-signal-out-949821
## 9: traffic-signal-out-949822
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  142 
## 1: pothole-in-street-954792
## 2: pothole-in-street-954797
## 3: pothole-in-street-946308
## 4: pothole-in-street-942609
## 5: pothole-in-street-940498
## 6: pothole-in-street-939958
## 7: pothole-in-street-939170
## 8: pothole-in-street-937978
## 9: pothole-in-street-934859
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.125 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 2 2 2 2 2 2

plot of chunk unnamed-chunk-1

## Step:  143 
## 1: traffic-signal-out-950300
## 2: traffic-signal-out-950311
## 3: traffic-signal-out-950321
## 4: traffic-signal-out-950318
## 5: traffic-signal-out-951323
## 6: traffic-signal-out-951324
## 7: traffic-signal-out-950237
## 8: traffic-signal-out-950988
## 9: traffic-signal-out-950981
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  144 
## 1: traffic-signal-out-950667
## 2: traffic-signal-out-950481
## 3: traffic-signal-out-950431
## 4: traffic-signal-out-950433
## 5: traffic-signal-out-949832
## 6: traffic-signal-out-949830
## 7: traffic-signal-out-949831
## 8: traffic-signal-out-949829
## 9: traffic-signal-out-946453
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  145 
## 1: pothole-in-street-938562
## 2: pothole-in-street-937346
## 3: pothole-in-street-937131
## 4: pothole-in-street-936139
## 5: pothole-in-street-935305
## 6: pothole-in-street-935313
## 7: pothole-in-street-931010
## 8: pothole-in-street-929665
## 9: pothole-in-street-918680
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.02081 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 1 1 1 2 2

plot of chunk unnamed-chunk-1

## Step:  146 
## 1: pothole-in-street-937504
## 2: pothole-in-street-936854
## 3: pothole-in-street-936760
## 4: pothole-in-street-935047
## 5: pothole-in-street-933574
## 6: pothole-in-street-931613
## 7: pothole-in-street-921712
## 8: pothole-in-street-909405
## 9: pothole-in-street-904638
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1836 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 1 1 2 2 2

plot of chunk unnamed-chunk-1

## Step:  147 
## 1: pothole-in-street-925354
## 2: pothole-in-street-917662
## 3: pothole-in-street-907403
## 4: pothole-in-street-906102
## 5: pothole-in-street-905588
## 6: pothole-in-street-904603
## 7: pothole-in-street-893814
## 8: pothole-in-street-891645
## 9: pothole-in-street-890996
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1778 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 2 1 2 2 2 2

plot of chunk unnamed-chunk-1

## Step:  148 
## 1: pothole-in-street-919736
## 2: pothole-in-street-918515
## 3: pothole-in-street-917635
## 4: pothole-in-street-917634
## 5: pothole-in-street-912292
## 6: pothole-in-street-911337
## 7: pothole-in-street-908234
## 8: pothole-in-street-903603
## 9: pothole-in-street-889123
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.0192 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 2 2 2 2 2

plot of chunk unnamed-chunk-1

## Step:  149 
## 1: street-lights-all-out-918285
## 2: street-lights-all-out-917475
## 3: street-lights-all-out-916430
## 4: street-lights-all-out-916431
## 5: street-lights-all-out-915646
## 6: street-lights-all-out-913074
## 7: street-lights-all-out-912732
## 8: street-lights-all-out-912365
## 9: street-lights-all-out-912097
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.02081 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 2 1 2 1 1

plot of chunk unnamed-chunk-1

## Step:  150 
## 1: pothole-in-street-765389
## 2: pothole-in-street-755337
## 3: pothole-in-street-754882
## 4: pothole-in-street-750459
## 5: pothole-in-street-748115
## 6: pothole-in-street-740623
## 7: pothole-in-street-738136
## 8: pothole-in-street-736319
## 9: pothole-in-street-736325
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2188 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 2 2 2 2 2

plot of chunk unnamed-chunk-1

## Step:  151 
## 1: street-lights-all-out-754345
## 2: street-lights-all-out-751334
## 3: street-lights-all-out-749840
## 4: street-lights-all-out-748774
## 5: street-lights-all-out-748770
## 6: street-lights-all-out-748769
## 7: street-lights-all-out-748428
## 8: street-lights-all-out-748440
## 9: street-lights-all-out-748401
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  152 
## 1: tree-debris-742205
## 2: tree-debris-742200
## 3: tree-debris-742202
## 4: tree-debris-742204
## 5: tree-debris-736007
## 6: tree-debris-735993
## 7: tree-debris-735984
## 8: tree-debris-735994
## 9: tree-debris-730255
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  153 
## 1: street-lights-all-out-726744
## 2: street-lights-all-out-725723
## 3: street-lights-all-out-725235
## 4: street-lights-all-out-725181
## 5: street-lights-all-out-723908
## 6: street-lights-all-out-721970
## 7: street-lights-all-out-721055
## 8: street-lights-all-out-720796
## 9: street-lights-all-out-720309
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  154 
## 1: graffiti-removal-662617
## 2: graffiti-removal-662624
## 3: graffiti-removal-662621
## 4: graffiti-removal-662875
## 5: graffiti-removal-662845
## 6: graffiti-removal-662838
## 7: graffiti-removal-662726
## 8: graffiti-removal-664416
## 9: graffiti-removal-662881
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  155 
## 1: street-lights-all-out-683594
## 2: street-lights-all-out-683584
## 3: street-lights-all-out-683449
## 4: street-lights-all-out-683562
## 5: street-lights-all-out-681612
## 6: street-lights-all-out-679550
## 7: street-lights-all-out-675132
## 8: street-lights-all-out-674855
## 9: street-lights-all-out-674847
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  156 
## 1: graffiti-removal-682917
## 2: graffiti-removal-679374
## 3: graffiti-removal-671266
## 4: graffiti-removal-670693
## 5: graffiti-removal-665739
## 6: graffiti-removal-665155
## 7: graffiti-removal-665151
## 8: graffiti-removal-665152
## 9: graffiti-removal-665154
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3432 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 2 1 1 1 2 2 2 2

plot of chunk unnamed-chunk-1

## Step:  157 
## 1: street-cut-complaints-676450
## 2: street-cut-complaints-676216
## 3: street-cut-complaints-676219
## 4: street-cut-complaints-676102
## 5: street-cut-complaints-676063
## 6: street-cut-complaints-676065
## 7: street-cut-complaints-676061
## 8: street-cut-complaints-676060
## 9: street-cut-complaints-676037
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.04221 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 2 2 1 1 2 2 2 1

plot of chunk unnamed-chunk-1

## Step:  158 
## 1: street-lights-all-out-654719
## 2: street-lights-all-out-654080
## 3: street-lights-all-out-653854
## 4: street-lights-all-out-652898
## 5: street-lights-all-out-651223
## 6: street-lights-all-out-649169
## 7: street-lights-all-out-649190
## 8: street-lights-all-out-649284
## 9: street-lights-all-out-646583
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  159 
## 1: pothole-in-street-640615
## 2: pothole-in-street-640147
## 3: pothole-in-street-639769
## 4: pothole-in-street-637247
## 5: pothole-in-street-636701
## 6: pothole-in-street-625699
## 7: pothole-in-street-623697
## 8: pothole-in-street-622063
## 9: pothole-in-street-616081
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1272 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 1 2 2 2 2

plot of chunk unnamed-chunk-1

## Step:  160 
## 1: pothole-in-street-599120
## 2: pothole-in-street-594650
## 3: pothole-in-street-591852
## 4: pothole-in-street-591340
## 5: pothole-in-street-591309
## 6: pothole-in-street-588447
## 7: pothole-in-street-588674
## 8: pothole-in-street-585858
## 9: pothole-in-street-583095
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  161 
## 1: building-violation-566269
## 2: building-violation-557237
## 3: building-violation-556757
## 4: building-violation-556767
## 5: building-violation-556492
## 6: building-violation-556542
## 7: building-violation-556423
## 8: building-violation-556294
## 9: building-violation-552503
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.08162 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 2 2 2 1 2 2 1 1

plot of chunk unnamed-chunk-1

## Step:  162 
## 1: pothole-in-street-550414
## 2: pothole-in-street-548274
## 3: pothole-in-street-545375
## 4: pothole-in-street-540019
## 5: pothole-in-street-538737
## 6: pothole-in-street-538435
## 7: pothole-in-street-536824
## 8: pothole-in-street-529040
## 9: pothole-in-street-528174
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.03508 
## Membership vector:
## 1 2 3 4 5 6 7 8 9 
## 1 1 1 2 2 2 2 2 2

plot of chunk unnamed-chunk-1

## Step:  163 
## 1: graffiti-removal-942419
## 2: graffiti-removal-946552
## 3: graffiti-removal-954025
## 4: graffiti-removal-946384
## 5: graffiti-removal-944247
## 6: graffiti-removal-942199
## 7: graffiti-removal-938901
## 8: graffiti-removal-937539
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.03086 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 2 2 1 2 1 1 1

plot of chunk unnamed-chunk-1

## Step:  164 
## 1: graffiti-removal-962007
## 2: graffiti-removal-955081
## 3: graffiti-removal-954958
## 4: graffiti-removal-953435
## 5: graffiti-removal-954930
## 6: graffiti-removal-954922
## 7: graffiti-removal-953179
## 8: graffiti-removal-950693
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1096 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 2 1 2 2 1 2 1

plot of chunk unnamed-chunk-1

## Step:  165 
## 1: pothole-in-street-961840
## 2: pothole-in-street-961658
## 3: pothole-in-street-960936
## 4: pothole-in-street-960272
## 5: pothole-in-street-960271
## 6: pothole-in-street-957807
## 7: pothole-in-street-951904
## 8: pothole-in-street-950865
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3926 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 2 1 2 2 2 1 1

plot of chunk unnamed-chunk-1

## Step:  166 
## 1: pothole-in-street-955126
## 2: pothole-in-street-942483
## 3: pothole-in-street-938837
## 4: pothole-in-street-955061
## 5: pothole-in-street-949588
## 6: pothole-in-street-949585
## 7: pothole-in-street-938848
## 8: pothole-in-street-938838
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1199 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 2 1 1 2 2 2

plot of chunk unnamed-chunk-1

## Step:  167 
## 1: graffiti-removal-961578
## 2: graffiti-removal-961580
## 3: graffiti-removal-958981
## 4: graffiti-removal-956609
## 5: graffiti-removal-956608
## 6: graffiti-removal-956584
## 7: graffiti-removal-948537
## 8: graffiti-removal-948527
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.06349 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 2 2 1 2 1 1

plot of chunk unnamed-chunk-1

## Step:  168 
## 1: graffiti-removal-916191
## 2: graffiti-removal-941981
## 3: graffiti-removal-920619
## 4: graffiti-removal-933554
## 5: graffiti-removal-912722
## 6: graffiti-removal-924956
## 7: graffiti-removal-923680
## 8: graffiti-removal-920993
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.08131 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 2 1 2 1 2 2 1

plot of chunk unnamed-chunk-1

## Step:  169 
## 1: graffiti-removal-944323
## 2: graffiti-removal-952415
## 3: graffiti-removal-952401
## 4: graffiti-removal-952407
## 5: graffiti-removal-952403
## 6: graffiti-removal-952238
## 7: graffiti-removal-944322
## 8: graffiti-removal-944317
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1797 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 2 1 2 2 1 1

plot of chunk unnamed-chunk-1

## Step:  170 
## 1: abandoned-vehicle-950596
## 2: abandoned-vehicle-946306
## 3: abandoned-vehicle-945162
## 4: abandoned-vehicle-945185
## 5: abandoned-vehicle-944211
## 6: abandoned-vehicle-946307
## 7: abandoned-vehicle-938411
## 8: abandoned-vehicle-947177
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  171 
## 1: pothole-in-street-960962
## 2: pothole-in-street-960960
## 3: pothole-in-street-960946
## 4: pothole-in-street-960918
## 5: pothole-in-street-960912
## 6: pothole-in-street-960903
## 7: pothole-in-street-960238
## 8: pothole-in-street-947701
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.343 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 2 2 1 2 2 2

plot of chunk unnamed-chunk-1

## Step:  172 
## 1: pothole-in-street-960622
## 2: pothole-in-street-955320
## 3: pothole-in-street-948363
## 4: pothole-in-street-940397
## 5: pothole-in-street-935910
## 6: pothole-in-street-935885
## 7: pothole-in-street-934326
## 8: pothole-in-street-931084
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3036 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 2 2 2 2 2

plot of chunk unnamed-chunk-1

## Step:  173 
## 1: pothole-in-street-960298
## 2: pothole-in-street-954807
## 3: pothole-in-street-955389
## 4: pothole-in-street-951999
## 5: pothole-in-street-951349
## 6: pothole-in-street-940736
## 7: pothole-in-street-937180
## 8: pothole-in-street-930832
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2578 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 1 1 2 2 2

plot of chunk unnamed-chunk-1

## Step:  174 
## 1: pothole-in-street-955392
## 2: pothole-in-street-955177
## 3: pothole-in-street-958819
## 4: pothole-in-street-956370
## 5: pothole-in-street-955486
## 6: pothole-in-street-958681
## 7: pothole-in-street-955275
## 8: pothole-in-street-954864
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1466 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 1 1 2 2 2

plot of chunk unnamed-chunk-1

## Step:  175 
## 1: pothole-in-street-925631
## 2: pothole-in-street-925389
## 3: pothole-in-street-930393
## 4: pothole-in-street-929692
## 5: pothole-in-street-931971
## 6: pothole-in-street-933034
## 7: pothole-in-street-922048
## 8: pothole-in-street-919834
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 2 2 2 2 1 1

plot of chunk unnamed-chunk-1

## Step:  176 
## 1: pothole-in-street-934839
## 2: pothole-in-street-912060
## 3: pothole-in-street-929015
## 4: pothole-in-street-919406
## 5: pothole-in-street-922352
## 6: pothole-in-street-934843
## 7: pothole-in-street-939034
## 8: pothole-in-street-935469
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2778 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 2 1 2 2 1 1 1

plot of chunk unnamed-chunk-1

## Step:  177 
## 1: street-lights-all-out-959802
## 2: street-lights-all-out-959171
## 3: street-lights-all-out-959118
## 4: street-lights-all-out-955475
## 5: street-lights-all-out-957803
## 6: street-lights-all-out-956747
## 7: street-lights-all-out-956475
## 8: street-lights-all-out-948845
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 2 1 2 2 2 1 1

plot of chunk unnamed-chunk-1

## Step:  178 
## 1: pothole-in-street-959782
## 2: pothole-in-street-958598
## 3: pothole-in-street-957654
## 4: pothole-in-street-957653
## 5: pothole-in-street-957613
## 6: pothole-in-street-954633
## 7: pothole-in-street-952963
## 8: pothole-in-street-950345
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1778 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 2 1 2 1 2

plot of chunk unnamed-chunk-1

## Step:  179 
## 1: pothole-in-street-949941
## 2: pothole-in-street-950600
## 3: pothole-in-street-959362
## 4: pothole-in-street-954924
## 5: pothole-in-street-950856
## 6: pothole-in-street-955122
## 7: pothole-in-street-954084
## 8: pothole-in-street-952275
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  180 
## 1: pothole-in-street-958922
## 2: pothole-in-street-956779
## 3: pothole-in-street-956612
## 4: pothole-in-street-956591
## 5: pothole-in-street-946230
## 6: pothole-in-street-940082
## 7: pothole-in-street-938831
## 8: pothole-in-street-927968
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3672 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 1 1 2 2 2

plot of chunk unnamed-chunk-1

## Step:  181 
## 1: graffiti-removal-924822
## 2: graffiti-removal-925360
## 3: graffiti-removal-926638
## 4: graffiti-removal-925602
## 5: graffiti-removal-925588
## 6: graffiti-removal-924818
## 7: graffiti-removal-924816
## 8: graffiti-removal-922546
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3926 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 2 2 1 2 2

plot of chunk unnamed-chunk-1

## Step:  182 
## 1: pothole-in-street-957655
## 2: pothole-in-street-956634
## 3: pothole-in-street-955004
## 4: pothole-in-street-951956
## 5: pothole-in-street-951964
## 6: pothole-in-street-951967
## 7: pothole-in-street-943554
## 8: pothole-in-street-942958
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1578 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 2 1 2 2 2

plot of chunk unnamed-chunk-1

## Step:  183 
## 1: street-lights-all-out-954528
## 2: street-lights-all-out-957185
## 3: street-lights-all-out-956540
## 4: street-lights-all-out-955490
## 5: street-lights-all-out-955494
## 6: street-lights-all-out-951570
## 7: street-lights-all-out-956684
## 8: street-lights-all-out-956353
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.0189 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 2 2 2 2 2 1 1

plot of chunk unnamed-chunk-1

## Step:  184 
## 1: pothole-in-street-954542
## 2: pothole-in-street-948491
## 3: pothole-in-street-939268
## 4: pothole-in-street-939253
## 5: pothole-in-street-930862
## 6: pothole-in-street-926478
## 7: pothole-in-street-917714
## 8: pothole-in-street-916250
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.355 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 1 1 2 2 2

plot of chunk unnamed-chunk-1

## Step:  185 
## 1: pothole-in-street-953228
## 2: pothole-in-street-953050
## 3: pothole-in-street-953047
## 4: pothole-in-street-952974
## 5: pothole-in-street-952978
## 6: pothole-in-street-952908
## 7: pothole-in-street-952615
## 8: pothole-in-street-951908
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  186 
## 1: pothole-in-street-946373
## 2: pothole-in-street-944437
## 3: pothole-in-street-946283
## 4: pothole-in-street-946281
## 5: pothole-in-street-940940
## 6: pothole-in-street-948022
## 7: pothole-in-street-947922
## 8: pothole-in-street-940739
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  187 
## 1: pothole-in-street-935871
## 2: pothole-in-street-935870
## 3: pothole-in-street-928113
## 4: pothole-in-street-924946
## 5: pothole-in-street-924938
## 6: pothole-in-street-922459
## 7: pothole-in-street-918345
## 8: pothole-in-street-918299
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.09111 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 2 1 2 3 3

plot of chunk unnamed-chunk-1

## Step:  188 
## 1: pothole-in-street-926314
## 2: pothole-in-street-924954
## 3: pothole-in-street-920248
## 4: pothole-in-street-919819
## 5: pothole-in-street-919098
## 6: pothole-in-street-914729
## 7: pothole-in-street-911335
## 8: pothole-in-street-906380
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.06349 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 1 1 2 2 2

plot of chunk unnamed-chunk-1

## Step:  189 
## 1: pothole-in-street-919246
## 2: pothole-in-street-916575
## 3: pothole-in-street-915737
## 4: pothole-in-street-913838
## 5: pothole-in-street-913125
## 6: pothole-in-street-913023
## 7: pothole-in-street-912196
## 8: pothole-in-street-912141
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  190 
## 1: pothole-in-street-910303
## 2: pothole-in-street-910221
## 3: pothole-in-street-910297
## 4: pothole-in-street-910301
## 5: pothole-in-street-910215
## 6: pothole-in-street-910214
## 7: pothole-in-street-910196
## 8: pothole-in-street-910197
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.3571 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 2 2 1 1 1 2 2

plot of chunk unnamed-chunk-1

## Step:  191 
## 1: pothole-in-street-909324
## 2: pothole-in-street-902568
## 3: pothole-in-street-901352
## 4: pothole-in-street-901341
## 5: pothole-in-street-900308
## 6: pothole-in-street-900307
## 7: pothole-in-street-897845
## 8: pothole-in-street-887819
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.1627 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 2 2 1 1 1 2

plot of chunk unnamed-chunk-1

## Step:  192 
## 1: pothole-in-street-897204
## 2: pothole-in-street-891284
## 3: pothole-in-street-891175
## 4: pothole-in-street-887460
## 5: pothole-in-street-883504
## 6: pothole-in-street-877682
## 7: pothole-in-street-876357
## 8: pothole-in-street-869807
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2219 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 1 1 2 2 2

plot of chunk unnamed-chunk-1

## Step:  193 
## 1: pothole-in-street-894877
## 2: pothole-in-street-894876
## 3: pothole-in-street-894875
## 4: pothole-in-street-888658
## 5: pothole-in-street-888657
## 6: pothole-in-street-881676
## 7: pothole-in-street-881677
## 8: pothole-in-street-881678
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  194 
## 1: street-lights-all-out-893793
## 2: street-lights-all-out-892499
## 3: street-lights-all-out-890502
## 4: street-lights-all-out-890107
## 5: street-lights-all-out-889884
## 6: street-lights-all-out-889830
## 7: street-lights-all-out-889777
## 8: street-lights-all-out-889767
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.02479 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 2 1 1 2 1 1

plot of chunk unnamed-chunk-1

## Step:  195 
## 1: traffic-signal-out-871923
## 2: traffic-signal-out-871134
## 3: traffic-signal-out-871133
## 4: traffic-signal-out-871136
## 5: traffic-signal-out-870805
## 6: traffic-signal-out-865571
## 7: traffic-signal-out-865423
## 8: traffic-signal-out-859849
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.0189 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 1 1 2 2 2

plot of chunk unnamed-chunk-1

## Step:  196 
## 1: street-lights-all-out-763274
## 2: street-lights-all-out-762319
## 3: street-lights-all-out-762317
## 4: street-lights-all-out-761550
## 5: street-lights-all-out-760084
## 6: street-lights-all-out-757142
## 7: street-lights-all-out-753843
## 8: street-lights-all-out-753639
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.2578 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 2 1 2 2 1 1 1

plot of chunk unnamed-chunk-1

## Step:  197 
## 1: street-lights-all-out-750424
## 2: street-lights-all-out-750422
## 3: street-lights-all-out-750433
## 4: street-lights-all-out-749305
## 5: street-lights-all-out-745808
## 6: street-lights-all-out-745223
## 7: street-lights-all-out-744848
## 8: street-lights-all-out-742944
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  198 
## 1: graffiti-removal-749897
## 2: graffiti-removal-749841
## 3: graffiti-removal-740456
## 4: graffiti-removal-740427
## 5: graffiti-removal-740015
## 6: graffiti-removal-734064
## 7: graffiti-removal-727695
## 8: graffiti-removal-724015
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 3 
## Modularity (best split): 0.2851 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 2 2 1 3 2 3

plot of chunk unnamed-chunk-1

## Step:  199 
## 1: street-lights-all-out-733220
## 2: street-lights-all-out-733215
## 3: street-lights-all-out-731118
## 4: street-lights-all-out-728497
## 5: street-lights-all-out-728491
## 6: street-lights-all-out-725573
## 7: street-lights-all-out-725382
## 8: street-lights-all-out-720776
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 1 
## Modularity (best split): 0 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 1 1 1 1 1 1 1

plot of chunk unnamed-chunk-1

## Step:  200 
## 1: street-lights-all-out-725728
## 2: street-lights-all-out-725566
## 3: street-lights-all-out-725372
## 4: street-lights-all-out-725206
## 5: street-lights-all-out-722906
## 6: street-lights-all-out-720799
## 7: street-lights-all-out-720256
## 8: street-lights-all-out-718666
## Graph community structure calculated with the leading eigenvector algorithm
## Number of communities (best split): 2 
## Modularity (best split): 0.02479 
## Membership vector:
## 1 2 3 4 5 6 7 8 
## 1 2 1 2 1 1 1 1

plot of chunk unnamed-chunk-1

##    user  system elapsed 
## 100.539   2.053 103.485