summarise: Summarise a data frame.

Description Usage Arguments Note Examples

View source: R/summarise.r

Description

Summarise works in an analogous way to mutate, except instead of adding columns to an existing data frame, it creates a new data frame. This is particularly useful in conjunction with ddply as it makes it easy to perform group-wise summaries.

Usage

1
summarise(.data, ...)

Arguments

.data

the data frame to be summarised

...

further arguments of the form var = value

Note

Be careful when using existing variable names; the corresponding columns will be immediately updated with the new data and this can affect subsequent operations referring to those variables.

Examples

1
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3
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8
9
# Let's extract the number of teams and total period of time
# covered by the baseball dataframe
summarise(baseball,
 duration = max(year) - min(year),
 nteams = length(unique(team)))
# Combine with ddply to do that for each separate id
ddply(baseball, "id", summarise,
 duration = max(year) - min(year),
 nteams = length(unique(team)))

Example output

  duration nteams
1      136    132
            id duration nteams
1    aaronha01       22      3
2    abernte02       17      7
3    adairje01       12      4
4    adamsba01       20      2
5    adamsbo03       13      4
6    adcocjo01       16      5
7    agostju01       12      5
8    aguilri01       15      4
9    aguirha01       15      4
10   ainsmed01       14      5
11   alexado01       18      8
12   alexape01       19      3
13   allendi01       14      5
14   allenet01       12      6
15   allenjo02       12      5
16   almonbi01       14      7
17   alomaro01       16      7
18   alomasa01       14      7
19   alomasa02       19      7
20    aloufe01       16      7
21    alouje01       16      4
22    alouma01       14      6
23    aloumo01       17      7
24   altroni01       35      4
25   alvarwi01       16      5
26    amesre01       16      4
27   anderbr01       14      3
28   anderjo01       14      7
29   anderla02       19      6
30   ansonca01       26      3
31   aparilu01       17      3
32   appieke01       15      4
33   applepe01       18      7
34   applilu01       20      1
35   ashburi01       14      3
36   ashbyal01       16      3
37   ashbyan01       13      5
38   assenpa01       13      5
39   astacpe01       14      8
40   ausmubr01       14      3
41   austiji01       20      2
42   azcuejo01       12      6
43   baergca01       15      6
44   bagweje01       14      1
45   bahnsst01       16      6
46   bailebo01       16      5
47   baileed01       13      5
48   baineha01       21      5
49    bairdo01       14      7
50   bakerdu01       18      4
51   bakerfl01       12      5
52   bancrda01       15      4
53   bandosa01       15      3
54   bankser01       18      1
55   bannifl01       15      6
56   barbest01       14      7
57   barrysh01        9      7
58   bartedi01       19      5
59    basske01       13      5
60   baylodo01       18      6
61   becklja01       19      5
62   bedrost01       14      4
63   belanma01       17      2
64   belchti01       13      7
65    bellbu01       17      4
66    bellda01       11      6
67    bellgu01       14      4
68   bellira01       16      2
69    bellja01       17      5
70   benchjo01       16      1
71   bendech01       22      4
72   benesan01       13      4
73   beniqju01       17      8
74   benitar01       13      6
75   bennech01       15      4
76   bentola01       12      3
77   bentoru01       15      2
78   berenju01       14      7
79   bergmda01       17      4
80    bergmo01       16      5
81   berrayo01       19      2
82   bevacku01       14      6
83   bicheda01       13      5
84   bielemi01       13      5
85   biggicr01       19      1
86   biittla01       13      5
87   blackbu02       14      5
88   blairpa01       16      3
89   blasido01       11      5
90   bluegos01       17      1
91    bluevi01       17      3
92   blylebe01       22      5
93   boddimi01       13      4
94   boggswa01       17      3
95   bondsba01       21      2
96   bondsbo01       13      8
97   bonilbo01       15      8
98   boonebo01       18      3
99   boonebr01       13      5
100  boonera01       12      6
101  bordepa01       17      9
102  bordimi01       13      4
103  bosleth01       13      7
104  bottoji01       15      3
105  boudrlo01       14      2
106   bowala01       15      3
107  bowerfr01       14      4
108  boyercl02       16      3
109  boyerke01       14      4
110  braunst01       14      5
111  bresnro01       18      5
112  bressru01       18      5
113  brettge01       20      1
114  brettke01       14     10
115  breweji01       16      3
116  bridgto01       16      1
117  brilene01       13      5
118  brinked01       14      5
119  brocklo01       18      2
120  brookhu01       14      5
121  broutda01       25     11
122  browncl01       14      2
123  brownge01       11      7
124  brownha01       13      5
125  brownke01       19      6
126  brownmo01       13      6
127  brownol02       12      6
128  brownpe01       12      7
129  brownto01       16     11
130  brunato01       13      5
131  brunege01       15     10
132  bucknbi01       21      5
133   buhlbo01       14      3
134  buhneja01       14      2
135  bunniji01       16      4
136  burbada01       14      6
137  burdele01       17      7
138  burdoja01       19      7
139  burgesm01       18      5
140  burgmto01       16      5
141  burkeje01       15      5
142  burkejo03       16      5
143  burksel01       17      5
144  burnije01       13      8
145  burnsge01       14      3
146  burnsge02       15      5
147  burrira01       14      7
148  burroje01       15      6
149  busbyji01       12      6
150   bushdo01       15      2
151   bushgu01       22      5
152   bushjo01       16      7
153  butlebr01       16      5
154  byrneto01       14      4
155  cabelen01       14      5
156  caldwmi01       13      4
157  callijo01       15      4
158  caminke01       14      4
159  campabe01       19      5
160  campbbi02       14      7
161  candejo01       18      8
162  candito01       16      5
163  cansejo01       16      7
164  carbobe01       11      6
165  cardejo02       17      9
166  cardele01       15      5
167  cardwdo01       13      5
168  carewro01       18      2
169  careyma01       19      2
170  carlsha01       13      3
171  carltst01       23      6
172  carrocl02       14      6
173  cartega01       18      4
174  cartejo01       15      6
175  cartyri01       16      7
176   cashno01       16      2
177  castivi02       15      6
178  cavarph01       21      2
179  cedence01       16      4
180  cepedor01       16      6
181  ceronri01       17      8
182   cervbo01       11      4
183    ceyro01       16      3
184  chambch01       17      3
185  chancfr01       16      2
186  chapmbe01       16      7
187  charlno01       13      6
188  chaseha01       14      5
189  cicoted01       15      3
190  cirilje01       13      7
191  clancji01       14      3
192  clarkfr01       21      2
193  clarkja01       17      5
194  clarkwi02       14      4
195  claytro01       16     11
196  clemeja01       16      5
197  clemero01       17      1
198  clemero02       23      4
199  clinety01       11      7
200   cobbty01       23      2
201  coffmdi01       18      5
202  colavro01       13      6
203  colbrgr01       12      7
204  colemjo05       14      7
205  colesda01       14      8
206  collida02       15      8
207  collied01       24      2
208  colliji01       13      4
209  collish01       15      2
210  conceda01       18      1
211   coneda01       17      5
212  coninje01       17      6
213  connoro01       17      5
214   cookde01       14      9
215  coonejo01       23      3
216  coopece01       16      2
217  coopewa01       17      7
218  coopewi01       14      3
219  corcoto01       17      5
220  cordewi01       13      7
221  cormirh01       16      5
222  covinwe01       10      6
223  cramedo01       19      4
224  crandde01       17      5
225  crawfsa01       18      2
226  crawfwi01       13      4
227  crigelo01       16      5
228  cronijo01       19      3
229  crosefr01       16      1
230  crossla01       20      9
231  crossmo01       15      5
232  crowlte01       14      4
233   cruzjo01       18      3
234  cuccito01       15      5
235  cuellmi01       18      5
236  curtijo01       14      5
237  cuyleki01       17      4
238  dahlebi01       20      4
239  dahlgba01       11      8
240   dalyto01       16      5
241   darkal01       14      6
242  darliro01       12      3
243  darwida01       20      8
244  daubeja01       14      2
245  daultda01       14      2
246  daussho01       14      1
247  davalvi01       17      6
248  davisch01       18      5
249  daviscu01       12      4
250  daviser01       17      6
251  davisge01       19      3
252  davisha01       22      6
253  davisma01       17      6
254  davissp01       17      4
255  davisst02       12      5
256  davisto02       17     10
257  daviswi02       19      6
258  dawsoan01       20      4
259  decindo01       14      3
260  dejesiv01       14      7
261  delahed01       15      3
262  delahji01       14      8
263  deleojo01       12      5
264  delgaca01       14      3
265  dempsri01       23      6
266  dennyje01       13      7
267  derripa01       14      3
268  dickebi01       18      1
269  dicksmu01       20      5
270  dietrbi01       15      3
271  dilonmi01       11      7
272   doakbi01       17      3
273  donovbi01       20      4
274  donovdi01       15      5
275  donovpa01       17      8
276  dooinre01       14      3
277  doolami01       13      6
278  downial01       16      4
279  downibr01       19      3
280  doyleja01       16     10
281  doylela01       13      2
282  drabomo01       16      8
283  driesda01       14      5
284  dropowa01       12      5
285  duceyro01       14      6
286  duffyhu01       18      6
287  duganjo01       14      5
288  duncama01       12      5
289  dunstsh01       17      6
290  durocle01       20      4
291  dwyerji01       17      7
292  dykesji01       21      2
293  easleda01       15      6
294  easlemi01       14      6
295  eckerde01       23      5
296  edmonji01       14      3
297  ehmkeho01       15      4
298  eisenji01       16      5
299  elberki01       16      6
300  elliobo01       14      5
301  ellisdo01       11      5
302  ellswdi01       13      5
303    elybo01       18      8
304  embreal01       15      9
305  ennisde01       13      4
306  ericksc01       16      6
307  etchean01       16      3
308  evansda01       20      3
309  evansdw01       19      2
310  evereca01       13      8
311  eversho01       15      5
312  eversjo01       27      4
313  ewingbu01       17      5
314  faberre01       19      1
315   facero01       16      3
316  fairlro01       20      6
317  farredu01       17      8
318  farretu01       13      3
319  fasseje01       15      9
320  fellebo01       20      1
321  fergujo01       13      4
322  fernasi01       14      5
323  fernato01       18      7
324  ferreri01       18      3
325  ferrewe01       14      6
326  fettemi01       15      9
327  fieldce01       13      5
328  fingero01       17      3
329  finlech01       16      4
330  finlest01       18      8
331  finnelo01       16      4
332  fisheed02       14      6
333   fiskca01       24      2
334  fitzsfr01       18      2
335  flagsir01       13      4
336  flahejo01       13      5
337  flanami01       17      2
338  fletcda01       13      4
339  fletcsc01       14      6
340  floodcu01       15      3
341  floydcl01       14      5
342  foileha01       11      7
343  foleyto02       12      4
344   foliti01       15      6
345  forceda01       15     10
346   fordho01       14      5
347   fordwh01       17      1
348  foremfr01       18     10
349  fornimi01       11      5
350  forscbo01       15      2
351  forscke01       16      2
352  forstte01       15      5
353  fostege01       17      4
354  fournja01       15      5
355    foxne01       18      3
356   foxxji01       20      4
357  francjo01       21      3
358  francju01       25      8
359  francti01       14      9
360  frasech01       13      7
361  freehbi01       15      1
362  freesge02       11      6
363  fregoji01       17      5
364  frencla01       13      3
365   freylo01       15      5
366  fribebe01       14      3
367  frienbo01       15      3
368  friscfr01       18      2
369  frymawo01       17      6
370  furilca01       14      2
371  gaettga01       19      6
372  gagnegr01       14      3
373  galanau01       15      5
374  galaran01       19      7
375  galehde01       15      3
376  galvipu01       17      6
377  gamblos01       16      7
378  gantnji01       16      1
379   gantro01       16      8
380  ganzech01       13      4
381  garbege01       19      4
382  gardnla01       16      3
383  garneph01       15      5
384  garvene01       13      4
385  garvest01       18      2
386  gehrich01       18      1
387  gehrilo01       16      1
388  gerbewa01       15      3
389  gerhajo01       18     11
390  geronce01       14      3
391  gibbojo01       12      4
392  gibsobo01       16      1
393  gibsoki01       16      4
394  ginsbjo01       14      7
395  girarjo01       14      4
396  giustda01       15      5
397  glassja01       16      9
398  glavito02       20      2
399  gleaski01       24      6
400  gomezch02       14      7
401  gonzaal01       12      6
402  gonzaju03       16      4
403  gonzalu01       17      5
404  gonzami01       20      5
405  gonzato01       11      5
406  goodedw01       16      5
407  goodmbi01       15      4
408  goodwto01       13      6
409  gordoto01       19      7
410   gorege01       13      4
411  gosligo01       17      3
412  gossari01       22      9
413   gottji01       13      4
414  gowdyha01       20      2
415  gracema01       15      2
416  graffto01       11      6
417  grantmu01       13      7
418  greenle01       11      6
419  greensh01       14      4
420  grichbo01       16      2
421  griffal01       17      4
422  griffcl01       23      7
423  griffke01       18      4
424  griffke02       18      2
425  griffto02       13      5
426  grimebu01       18      7
427  grimmch01       20      4
428  grimsja01       17      7
429  grissma02       16      6
430  groatdi01       15      4
431   grohhe01       15      3
432  gromest01       16      2
433  groombu01       13      6
434  grossgr01       16      3
435  grosske01       14      5
436  groteje01       18      4
437  grothjo01       14      5
438  grovele01       16      2
439  grubbjo01       15      4
440  guarded01       14      3
441  guerrpe01       14      2
442  guilloz01       15      4
443  gullibi01       15      5
444  gumbeha01       15      4
445   gurala01       15      3
446  guthrma01       14      8
447  gwynnto01       19      1
448   hackst01       15      1
449  haddiha01       13      5
450  hadlebu01       15      6
451  haineje01       19      2
452  hairsje01       16      2
453   halldi01       19      4
454  hallmbi01       15      6
455  hamilda02       13      5
456  hamilea01       13      4
457  hammoje01       12      6
458  hamnegr01       18      3
459  hanseda01       15      4
460  hansero02       14      5
461  hardeme01       19      1
462  harnipe01       13      5
463  harpebr01       16      7
464  harpeto01       14      8
465  harrato01       17      4
466  harrebu01       15      3
467  harrigr01       14      8
468  harrile01       17      8
469  hartnga01       19      2
470  hassero01       13      6
471  hasslan01       14      6
472  hatchbi01       11      7
473  hattogr01       14      6
474  hayesch01       13      7
475  hayesfr01       14      5
476  haywora01       19      4
477  heathcl01       14      4
478  heathje01       13      4
479  heathmi02       13      5
480  hebneri01       17      5
481  heganji01       19      5
482  heganmi01       13      4
483  heilmha01       18      2
484   heldwo01       15      7
485  helliri01       12      5
486  helmsto01       13      4
487  hemslro01       19      7
488  hendeda01       13      5
489  hendeke01       15      7
490  henderi01       24      9
491  hendrge01       17      6
492  henrybi01       17      6
493  herbera01       16      4
494  hermabi01       16      4
495  hernajo01       15      9
496  hernake01       16      3
497  hernaro01       16     10
498   herrto01       12      5
499  hershor01       17      4
500  herzobu01       12      4
501  hickmch01       11      7
502  higbeki01       13      5
503  higgipi01       16      3
504  hillejo01       15      1
505   hillgl01       12      7
506   hillke01       13      7
507   hillma01       13      4
508  hinespa01       19     10
509  hitchst01       12      4
510   hoagmy01       14      4
511  hodgegi01       20      3
512  hoeftbi01       14      6
513  hoernjo01       14      7
514  hoffmtr01       14      2
515  hofmaso01       13      5
516  hollato01       11      8
517  holmeda01       13      8
518  holtzke01       14      4
519  honeyri01       20      6
520  hoopeha01       16      2
521  hootobu01       14      3
522   hoppjo01       13      6
523  hornsro01       22      5
524  hortowi01       17      6
525  houghch01       24      4
526  howarel01       13      2
527  howarfr01       15      4
528  howelja01       14      7
529   hoytwa01       20      7
530  hubbeca01       15      1
531  hudliwi01       18      4
532  hugheto01       13      5
533  hunteca01       14      3
534  hurstbr01       14      4
535  incavpe01       12      6
536  jacksda02       14      7
537  jacksda03       14      8
538  jacksgr01       17      6
539  jacksla01       13      3
540  jacksmi02       18      8
541  jacksre01       20      5
542  jackstr01       14      1
543  jacobba01       12      5
544  jamiech01       17      3
545  jarvike01       12     10
546  javiest01       17      8
547  jeffegr01       13      6
548  jenkife01       18      4
549  jennihu01       27      6
550  johnscl01       14      7
551  johnsde01       16      9
552  johnsja01       19      8
553  johnske02       12      8
554  johnsla03       13      5
555  johnsra05       19      5
556  johnssi01       19      4
557  johnssy01       18      4
558  johnswa01       20      1
559   johnto01       26      6
560  jonesch01       13      8
561  jonesda01       17      6
562  jonesdo01       18      8
563  jonesfi01       19      3
564  jonessa01       21      6
565  jonesto02       14      8
566  joneswi01       14      3
567  joosted01       19      4
568  jordabr01       14      4
569  jorgemi01       17      6
570  joynewa01       15      5
571  judgejo01       19      3
572  jurgebi01       16      2
573  justida01       13      4
574   kaatji01       24      6
575  kalinal01       21      1
576  keefeti01       13      5
577  keelewi01       18      4
578  kellejo01       17      6
579   kellge01       14      5
580  kellyge01       17      5
581  kellyki01       15      7
582  kellypa01       14      5
583  kellyro01       13      8
584  kennebo01       18      5
585  kenneve01       11      7
586   kentje01       15      6
587   kernji01       12      6
588  kessido01       15      3
589    keyji01       14      3
590  killeha01       21      3
591  kingmda01       15      7
592  kirkped01       15      6
593  kisonbr01       14      3
594  kittrma01       16      6
595  kleinch01       16      3
596  kleskry01       15      3
597  klinero01       18      9
598  klippjo01       17      8
599  kluszte01       14      4
600  kneppbo01       14      2
601  knowlda01       15      8
602  koneted01       14      6
603  koosmje01       18      4
604  kraneed01       17      1
605  kressre01       19      5
606  kreutch01       15      7
607  kruegbi01       12      8
608  kuennha01       14      5
609  kuheljo01       17      2
610  kuzavbo01       11      8
611  labincl01       12      5
612   lacyle01       15      4
613  lajoina01       20      3
614   lampde01       15      6
615  landrho01       13      7
616  langsma01       15      6
617  laniema01       15      3
618  lankfra01       14      2
619  lansfca01       14      3
620  lapoida01       11      9
621  larkiba01       18      1
622  larocda01       13      5
623  larsedo01       14      8
624   laryfr01       11      4
625   laryly01       11      7
626  lathaar01       29      7
627    lauch01       11      5
628  lawtoma02       11      7
629    lawve01       17      1
630  lazzeto01       13      4
631  leachto01       20      4
632  learyti01       13      7
633    leebi02       13      3
634    leeth01       15      3
635  leibone01       12      4
636  leiteal01       18      4
637  lemonbo01       17      1
638  lemonch01       15      2
639  leonadu02       20      4
640  leonaje01       13      5
641  lewisda01       12      7
642  leyriji01       10      6
643  lindbpa01       13      5
644  loaizes01       12      8
645  lockmwh01       15      5
646  loftoke01       16     11
647  lolicmi01       16      3
648  lollash01       17      4
649  lombaer01       16      4
650  lonboji01       14      3
651   longhe01       15      5
652  lopesda01       15      4
653  lopezal01       19      4
654  lopezja01       14      3
655   lowebo01       17      4
656  lowenjo01       15      3
657  lowrepe01       13      4
658  lucasre01       15      4
659    lummi01       14      3
660  luquedo01       21      4
661  luzingr01       14      2
662   lylesp01       15      5
663   lynnfr01       16      5
664  lyonste01       23      1
665  mabryjo01       13      8
666  macfada01       17      6
667  maddoga01       14      2
668  maddugr01       21      4
669  maddumi01       14      9
670  madlobi01       14      6
671  magadda01       15      7
672  mageesh01       15      3
673  majesha01       16      6
674  maldoca01       14      7
675  mancugu01       17      5
676   mannle01       15      6
677  mantlmi01       17      1
678  manushe01       16      6
679  maranra01       23      5
680  marbefi01       13      3
681  maricju01       15      3
682  marquru01       17      4
683  marshmi01       14      9
684  martibu01       17      3
685  martida01       15      9
686  martide01       22      5
687  martied01       17      1
688  martipe02       15      4
689  martiti01       14      3
690  martiti02       15      4
691   masiph01       13      3
692  mastewa02       17      3
693  mathebo01       16      8
694  mathech01       16      2
695  matheed01       16      5
696  matthga01       15      5
697   maulal01       17      8
698  maxvida01       13      3
699  maxwech01       14      4
700  maybejo01       14      4
701   mayele01       12      5
702    mayle01       17      4
703    maymi01       14      5
704  maynebr01       14      7
705    mayru01       18      4
706   maysca01       14      4
707   mayswi01       22      3
708  mazerbi01       16      1
709  mazzile01       13      5
710  mcauldi01       15      2
711  mcbrige01       19      4
712  mccarti01       21      4
713  mcclubo01       18      7
714  mccormi03       15      6
715  mccovwi01       21      3
716  mcculcl01       16      2
717  mcdanli01       20      5
718  mcdowsa01       14      4
719  mcelrch01       12     10
720  mcfared01       15      5
721  mcgeewi01       17      4
722  mcgrajo01       15      5
723  mcgratu01       19      2
724  mcgrifr01       18      6
725  mcguide01       28     12
726  mcgwima01       15      2
727  mcinnst01       18      6
728  mclemma01       18      7
729  mclisca01       20      7
730  mcmahdo02       17      7
731  mcmanma01       14      4
732  mcmilro01       15      3
733  mcmulke01       15      5
734  mcnaier01       13      4
735  mcphebi01       17      2
736  mcraeha01       19      2
737  mcwilla01       12      5
738  meadole01       14      3
739  medwijo01       16      4
740  merceor01       13      7
741  merckke01       17      9
742  merklfr01       19      4
743   mesajo01       20      7
744  micelda01       13     10
745  michaca01       11      4
746  miksied01       14      5
747  milancl01       15      1
748  millebi02       15      4
749  millebo04       17     10
750  milleri01       14      2
751  millest01       16      6
752  minchdo01       12      7
753  minosmi01       31      4
754  mintogr01       15      2
755  mitchcl01       21      6
756  mitchke01       14      8
757   mizejo01       17      3
758  mogrige01       16      5
759  molitpa01       20      3
760  mondari01       18      4
761  mondera01       12      7
762  moneydo01       15      2
763  montawi01       16      9
764  moorech02       14      2
765  mooreea01       13      5
766  moorege03       14      6
767  moralje01       14      5
768  morgajo02       21      5
769  morgami01       24     12
770  morrija02       17      4
771  morriji01       11      5
772  morrijo01       14      3
773  moseswa01       16      3
774   mossle01       12      4
775   motama01       20      4
776  moyerja01       21      7
777  muellra01       16      4
778  mulhote01       20     11
779  mullato01       13      8
780  mullige01       13      4
781  mullira01       15      3
782  mumphje01       14      5
783  murcebo01       18      3
784  murphda02       15      3
785  murphda05       17      3
786  murphto02       11      6
787  murrada01       11      6
788  murraed02       20      5
789  musiast01       22      1
790  mussimi01       16      2
791  myattgl01       16      4
792   myerbu01       16      2
793  myersgr01       18      7
794  myershy01       16      3
795  myersmi01       12      8
796  myersra01       13      6
797   nashbi01       14      4
798  neaglde01       12      6
799   nehfar01       14      4
800  nelsoca01       18      9
801  nelsoje01       14      4
802  nettlgr01       21      6
803  nevinph01       11      7
804  newhoha01       16      2
805  newsobo01       24      9
806  nichobi01       17      3
807  nichoki01       16      3
808  niekrjo01       21      7
809  niekrph01       23      5
810  niemabo01       11      7
811  nixonot01       16      9
812  norenir01       10      6
813  normafr01       18      7
814  northro01       15      5
815  nunezed01       12      6
816  nuxhajo01       22      3
817  oberkke01       15      6
818  obriech01       15      8
819  oconnja01       23      7
820   odombl01       12      5
821  oeschjo01       11      4
822  ofarrbo01       20      4
823  offerjo01       15      7
824  oglivbe01       15      3
825  ojedabo01       14      5
826  olerujo01       16      5
827  olivaom01       11      8
828  olivato01       14      1
829  oliveal01       17      7
830  oliveda02       14      8
831  olivejo01       12      7
832  olsongr01       13      9
833  olsoniv01       13      3
834  oneilpa01       16      2
835  oneilst01       17      4
836  oroscje01       24      9
837  orourji01       32      8
838   ortajo01       15      5
839   orthal01       14      3
840  osteecl01       18      6
841  osterfr01       14      4
842   otisam01       17      3
843    ottme01       21      1
844  pacioto01       17      6
845  pafkoan01       16      3
846  paganjo01       14      3
847  palmede01       14      3
848  palmeji01       19      1
849  palmera01       19      3
850  pappami01       16      4
851  parenma01       12      7
852   parkch01       13      4
853  parkeda01       18      6
854  parrila01       14      3
855  parrila02       18      7
856  pascuca02       17      6
857  paskedo01       14      3
858  peckiro01       17      4
859  peitzhe01       21      3
860   penaal01       15      6
861   penaor01       17      8
862   penato01       17      6
863  pendlte01       14      5
864  pennohe01       22      3
865  perezne01       11      5
866  perezto01       22      4
867  perkicy01       19      3
868  perraro01       12      4
869  perryga01       21      8
870  perryji01       16      4
871  petryda01       12      4
872  pfefffr01       15      5
873  pfeffje01       13      4
874  phillda01       21      8
875  phillto02       17      7
876  piazzmi01       15      5
877  picinva01       17      6
878  piercbi02       19      3
879  piersji01       17      6
880  pinielo01       20      4
881  pinsova01       17      5
882   pippwa01       15      3
883  pizarju01       17      8
884  planked01       16      3
885  plesada01       17      6
886  plunker01       13      4
887  podrejo01       16      4
888  polleho01       15      4
889  polonlu01       13      6
890  pooleji02       10      8
891  portebo01       11      5
892  porteda02       16      4
893  portuma01       14      6
894   postwa01       15      4
895  pottene01       13      5
896  powelbo01       16      3
897  powelja01       15      4
898  powerte01       12      8
899  powervi01       11      7
900  prattto02       14      4
901  princto01       16      5
902   puhlte01       14      2
903  purcebl01       11      8
904  quantpa01       13      7
905  quinnja01       24      8
906  quinnjo02       17      9
907  quirkja01       17      8
908  raffeke01       15      4
909  raganpa01       14      7
910  raineti01       23      6
911  ramirma02       14      2
912  ramospe01       15      8
913  randowi01       17      6
914  rasmude01       12      5
915  rawlijo01       12      6
916  readyra01       12      5
917  reardje01       15      7
918   reedje02       16      6
919   reedri01       15      6
920   reedro01       18      4
921   reedst01       13      7
922  reesepe01       18      2
923  reganph01       12      4
924  remlimi01       15      6
925  renkost01       14      7
926  reuscri01       19      4
927  reussje01       21      8
928  reynocr01       14      3
929  rhodear01       15      5
930  rhoderi01       15      4
931   ricede01       16      5
932   riceji01       15      1
933   ricesa01       19      2
934  richaha01       13      7
935  richepe01       12      5
936  righeda01       16      5
937  ripkeca01       20      1
938  rivermi01       14      3
939  rixeyep01       21      2
940  roberda05       12      8
941  roberro01       18      4
942  robinbi02       17      4
943  robinbr01       22      1
944  robindo01       14      4
945  robined01       15      8
946  robinfr02       20      5
947  robinwi01       16      5
948  rodriau01       16      7
949  rodriiv01       16      3
950  rogerke01       18      6
951  rojasco01       15      4
952   roofph01       16      9
953   rootch01       18      2
954   rosepe01       23      3
955  roushed01       18      5
956   rowesc01       16      3
957  roystje01       15      5
958   rudijo01       15      4
959   ruelmu01       19      6
960  ruffire01       23      3
961  russebi01       17      1
962  russeja01       14      6
963  russeje01       13      5
964   ruthba01       21      3
965  ruthvdi01       13      3
966   ryanji01       18      3
967   ryanno01       27      4
968  saberbr01       17      4
969  sadecra01       17      6
970  sallesl01       13      3
971  samueju01       15      7
972  sanchre01       14      9
973  sandbry01       16      2
974  sandere02       16      8
975  sandesc01       18      7
976  santibe01       19      9
977  santoro01       14      2
978  sauerha01       18      5
979  schaege01       17      6
980  schalra01       17      2
981  schanwa01       18      5
982  schatda01       14      9
983  schilcu01       19      5
984  schmija01       12      4
985  schmijo01       15      7
986  schmimi01       17      1
987  schoere01       18      3
988  schofdi01       18      7
989  schofdi02       13      4
990  schreos01       11      7
991  schulfr01       14      4
992  scottev01       12      5
993  scottge02       13      4
994  seaneru01       18      8
995  seaveto01       19      4
996  seguida01       14      7
997  seguidi01       15      7
998   seleaa01       14      6
999  seminan01       14      2
1000 servisc01       16      9
1001 severha01       15      4
1002 sewellu01       21      4
1003 seymocy01       17      4
1004 shaffor01       16     11
1005 shantbo01       15      8
1006  shawbo01       10      7
1007 shawkbo01       14      2
1008 sheckji01       16      6
1009 sheffga01       19      7
1010 sherdbi01       14      2
1011 shortch02       14      2
1012 shouncl01       14      5
1013 siebeso01       11      6
1014 sierrru01       20      9
1015 sievero01       16      5
1016 simmoal01       20      7
1017 simmocu01       20      4
1018 simmote01       20      3
1019 singebi01       13      5
1020 singlke01       14      3
1021 sislege01       15      3
1022 skowrbi01       13      5
1023 slatoji01       15      3
1024 slaugdo01       15      7
1025 slaugen01       21      4
1026 smallro02       12      4
1027 smithbo02       14      3
1028 smithea02       11      4
1029 smithel01       15      5
1030 smithge01       14      6
1031 smithja03       14      2
1032 smithle02       17      8
1033 smithlo01       16      6
1034 smithoz01       18      2
1035 smithpo01       11     11
1036 smithre06       16      4
1037 smithsh01       16      3
1038 smithza01       12      4
1039 smoltjo01       19      1
1040 snidedu01       17      4
1041  snowjt01       14      4
1042 snydefr01       15      2
1043 snydepo01       18     10
1044  sojolu01       13      5
1045  sosasa01       18      4
1046 spahnwa01       23      4
1047 speaktr01       21      4
1048 speiech01       18      5
1049 spencji01       14      5
1050 spilmha01       11      4
1051 splitpa01       14      1
1052 sprinru01       15      7
1053 staintu01       12      7
1054 stairma01       15     10
1055 stalege01       14      6
1056 stanlfr01       13      6
1057 stanlmi01       14      1
1058 stanlmi02       14      5
1059 stantmi02       18      8
1060 stargwi01       20      1
1061 startjo01       15      6
1062 staubru01       22      5
1063 stengca01       13      5
1064 stephve01       14      4
1065 stewada01       17      5
1066 stiebda01       19      2
1067 stinnke01       13      8
1068 stobbch01       14      5
1069 stottto01       14      5
1070 stoveha01       13      6
1071 strawda01       16      4
1072 strunam01       16      3
1073 sturdto01        9      7
1074 sullibi03       17      3
1075 sundbji01       15      4
1076 suppaje01       12      6
1077 surhobj01       18      3
1078 sutclri01       18      5
1079 suttodo01       22      5
1080 suttoez01       17      4
1081 sweenma01       12      7
1082 swiftbo01       13      3
1083 swindgr01       16      6
1084 tananfr01       20      6
1085 tanneje01       17      5
1086 tapanke01       12      5
1087 tartada01       13      6
1088 tavarju01       14      8
1089 tayloto02       18      3
1090 tayloza02       15      5
1091 tebbebi01       16      3
1092 tekulke01       15      3
1093 templga01       15      3
1094 tenacge01       14      4
1095 tennefr02       17      2
1096 terryad01       13      5
1097 terryra01       11      4
1098 theveto01       14      5
1099 thomade01       14      7
1100 thomafr03       15      7
1101 thomafr04       17      3
1102 thomage01       14      4
1103 thomago01       13      3
1104 thomato02       11      5
1105 thomeji01       16      3
1106 thompmi02       12      6
1107 thompsa01       21      3
1108 thomsbo01       14      5
1109  thondi01       14      6
1110 thornan01       14      3
1111 tiantlu01       18      6
1112 tidrodi01       12      5
1113 timlimi01       16      6
1114 tinkejo01       14      3
1115 torgeea01       14      5
1116 torrejo01       17      4
1117 torremi01       17      7
1118 trachst01       14      5
1119 trammal01       19      1
1120 traynpi01       17      1
1121 trevial01       12      6
1122 trillma01       16      7
1123 troutdi01       18      3
1124 truckvi01       17      5
1125 tucketo01       12      6
1126 turnete01       18      3
1127  uhlege01       17      4
1128 unserde01       14      5
1129 valdeis01       11      7
1130 valenfe01       17      6
1131 valenjo03       15      5
1132  valoel01       21      9
1133 vanceda01       20      5
1134 vandejo02       13      8
1135 vanhage01       16      6
1136 vaughgr01       14      5
1137 veachbo01       13      4
1138 velarra01       15      5
1139 venturo01       15      4
1140 vernomi01       21      5
1141 villoro01       12     10
1142 violafr01       14      5
1143 vizcajo01       17      8
1144 vizquom01       18      3
1145 wagneha01       12      4
1146 wagneho01       20      2
1147 wakefti01       15      2
1148 walberu01       14      3
1149 walkedi02       18      5
1150 walkege02       14      5
1151 walkela01       16      3
1152 walketo04       11      7
1153 wallabo01       24      3
1154 wallati01       16      3
1155 wallide01       17      4
1156 waltebu01       19      4
1157 wanerll01       18      5
1158 wanerpa01       19      4
1159  wardjo01       16      4
1160 warnejo01       13      7
1161 warnelo01       15      2
1162 washicl01       16      7
1163 watsobo01       18      4
1164 weathda01       16      9
1165 webstmi01       12      6
1166 wehmehe01       13      4
1167 welchbo01       16      2
1168 wellsda01       20      9
1169 wertzvi01       16      6
1170  westsa01       15      3
1171 weyhigu01       14     10
1172 wheatza01       18      2
1173 whitalo01       18      1
1174 whitede01       19      9
1175 whitede03       16      6
1176 whiteea01       16      4
1177 whitefr01       17      1
1178 whitema01       10      8
1179 whiteri01       13     10
1180 whitero01       14      1
1181 whitero02       14      7
1182 whitsed01       14      5
1183 whitter01       15      4
1184 wickmbo01       15      6
1185 wightbi01       12      8
1186 wilcomi01       16      5
1187 wilheho01       20      9
1188 wilkiri01       10      8
1189 willibe02       15      1
1190 willibi01       17      2
1191 willicy01       18      2
1192 willidi02       13      5
1193 willige02       13      6
1194 willima04       16      3
1195 willist02       14      6
1196 willite01       21      1
1197 williwo02       14      4
1198 willsma01       13      3
1199 wilsoar01       13      6
1200 wilsoji01       17      3
1201 wilsowi02       18      3
1202 winfida01       22      6
1203 wingoiv01       18      2
1204  wiseri01       18      5
1205 witasja01       11      7
1206  wittbo01       15      7
1207 wohlfji01       14      4
1208 womacto01       13      7
1209  woodge01       12      8
1210 woodlge01       19      6
1211  woodwi01       17      3
1212 worreti01       13      9
1213 worthal01       16      6
1214 wyattwh01       16      5
1215  wynnea01       24      3
1216  wynnji01       14      5
1217 yastrca01       22      1
1218 yeagest01       14      2
1219  yorkto01       14      8
1220  yosted01       18      3
1221 youngcy01       21      5
1222 younger01       14      7
1223 youngjo02       13      5
1224 yountro01       19      1
1225 zachato01       18      7
1226  zaungr01       12      7
1227 zeileto01       15     11
1228 zimmech01       19      7

plyr documentation built on March 3, 2020, 5:07 p.m.