An S4 class that gathers information on multiple objects of types spflow_network-class() and spflow_network_pair-class(). Its purpose is to ensure that the identification between the nodes that serve as origins or destinations, and the OD-pairs is consistent (similar to relational data bases).

# S4 method for spflow_network_multi
id(object)

# S4 method for spflow_network_multi
complete_pairs(object, ids_spflow_pairs = id(object)[["pairs"]])

# S4 method for spflow_network_multi
dat(object, .id)

# S4 method for spflow_network_multi
dat(object, .id) <- value

# S4 method for spflow_network_multi
neighborhood(object, .id)

# S4 method for spflow_network_multi
nnodes(object, .id)

# S4 method for spflow_network_multi
npairs(object, .id)

# S4 method for spflow_network_multi
pull_member(object, .id = NULL)

# S4 method for spflow_network_multi
update_dat(object, new_dat)

Arguments

object

spflow_network_multi-class

ids_spflow_pairs

A character indicating of one or several spflow_network_pair() objects

.id

A character, corresponding to the id of a spflow_network() object contained in the spflow_network_multi

value

A data.frame to replace the existing data

new_dat

A named list of data.frames that contain the new data. The names should correspond to spflow_network or spflow_pair objects contained in the spflow_network_multi-class().

Slots

nodes

A list of spflow_network-class() objects

pairs

A list of spflow_network_pair-class() objects

Examples

## access the id of the objects inside the spflow_network_multi

id(multi_net_usa_ge)$nodes
#> [1] "ge"  "usa"
id(multi_net_usa_ge)$pairs
#> [1] "ge_ge"   "usa_usa" "ge_usa"  "usa_ge" 

## access the data inside a spflow_network_multi

dat(multi_net_usa_ge, "ge")    # extract data of nodes
#>    ID_STATE  X COORD_X COORD_Y
#> SH       SH 10       1       5
#> HH       HH 15       1       4
#> MV       MV 20       2       4
#> NW       NW  7       0       3
#> HB       HB 20       1       3
#> BB       BB 25       2       3
#> BE       BE 15       3       3
#> RP       RP 10       0       2
#> NI       NI 30       1       2
#> ST       ST 20       2       2
#> SN       SN 15       3       2
#> SL       SL 10       0       1
#> HE       HE 15       1       1
#> TH       TH 10       2       1
#> BW       BW  7       1       0
#> BY       BY  7       2       0
dat(multi_net_usa_ge, "ge_ge") # extract data of pairs
#>     ID_DEST ID_ORIG DISTANCE          y9           y2           y1
#> 1        SH      SH 0.000000  68.4148262  68.13848147  47.47474857
#> 2        HH      SH 1.000000  51.0915798  35.72717997  20.91622029
#> 3        MV      SH 1.414214  60.9845481  42.87078577  22.22844389
#> 4        NW      SH 2.236068  20.9280007  23.67566099   6.79889712
#> 5        HB      SH 2.000000  46.6902544  38.46271283  16.47730823
#> 6        BB      SH 2.236068  55.6089587  41.68555302  27.85172431
#> 7        BE      SH 2.828427  36.5147164  31.51151365  16.36939928
#> 8        RP      SH 3.162278  17.8758703  15.09938478   9.97154874
#> 9        NI      SH 3.000000  46.9381691  38.03391627  29.70844528
#> 10       ST      SH 3.162278  35.9326122  30.41361547  18.36991203
#> 11       SN      SH 3.605551  27.6936682  24.40377150  14.28037363
#> 12       SL      SH 4.123106   8.8203044   9.24663760   3.93331022
#> 13       HE      SH 4.000000  14.7202260  15.83360440   6.70432271
#> 14       TH      SH 4.123106  11.5233219  13.70237184   2.33428993
#> 15       BW      SH 5.000000  -3.1936452  -0.59814949  -5.39388220
#> 16       BY      SH 5.099020  -5.9956280   3.09363760  -4.44209965
#> 17       SH      HH 1.000000  39.6252187  40.17990992  10.88519719
#> 18       HH      HH 0.000000  80.4047912  78.06642687  58.68175558
#> 19       MV      HH 1.000000  50.1815959  45.92820058  21.03788534
#> 20       NW      HH 1.414214  34.7149880  25.61039487   8.87655803
#> 21       HB      HH 1.000000  51.4474299  41.01750818  20.77935074
#> 22       BB      HH 1.414214  57.4900766  46.03245004  29.03948280
#> 23       BE      HH 2.236068  33.7440184  30.14142247  14.60718384
#> 24       RP      HH 2.236068  21.2242833  18.58767594   4.18472437
#> 25       NI      HH 2.000000  48.1719140  35.35294705  25.66170039
#> 26       ST      HH 2.236068  34.8719960  31.58165448  18.90641931
#> 27       SN      HH 2.828427  28.4297909  22.43074375   9.63260796
#> 28       SL      HH 3.162278   9.0874224  11.98108491   3.94315712
#> 29       HE      HH 3.000000  16.1230813  12.45778894   8.36593458
#> 30       TH      HH 3.162278   9.7477330  11.15972447   5.96012239
#> 31       BW      HH 4.000000  -3.4694232  -3.28239270  -6.56339182
#> 32       BY      HH 4.123106  -7.1090509  -2.97057513  -5.56307860
#> 33       SH      MV 1.414214  31.8272167  27.86551483   4.32197440
#> 34       HH      MV 1.000000  34.8867035  28.21090970   8.78573426
#> 35       MV      MV 0.000000  88.2518758  85.18408380  65.70205938
#> 36       NW      MV 2.236068  10.3896401  11.30145917   1.13285418
#> 37       HB      MV 1.414214  37.1069503  26.50633823  17.04620405
#> 38       BB      MV 1.000000  50.6940892  37.07639987  24.04974489
#> 39       BE      MV 1.414214  37.0534713  33.82080423   9.17737368
#> 40       RP      MV 2.828427   6.8622353  10.42404156  -1.70463708
#> 41       NI      MV 2.236068  41.0833607  25.46464878  18.98448768
#> 42       ST      MV 2.000000  29.0462884  23.16081582  12.96551414
#> 43       SN      MV 2.236068  21.1427333  19.47966804   8.33219170
#> 44       SL      MV 3.605551  -0.3530937   1.70959037  -1.12768697
#> 45       HE      MV 3.162278   4.9236348   4.45920974   1.14024458
#> 46       TH      MV 3.000000   1.4324217   1.76972296  -6.12869367
#> 47       BW      MV 4.123106 -16.8460120 -10.23295117  -7.96166991
#> 48       BY      MV 4.000000 -17.3820966  -7.98098634  -8.16943046
#> 49       SH      NW 2.236068  29.6314287  30.40112977  11.29005467
#> 50       HH      NW 1.414214  46.5974648  38.85376922  17.35003663
#> 51       MV      NW 2.236068  43.2034317  39.64436621  21.79181367
#> 52       NW      NW 0.000000  63.6169156  63.72886679  41.36621313
#> 53       HB      NW 1.000000  57.8378864  46.39125595  28.23211581
#> 54       BB      NW 2.000000  57.1876396  49.32845181  32.25161876
#> 55       BE      NW 3.000000  38.5548284  37.92893307  15.20223320
#> 56       RP      NW 1.000000  41.8135762  36.21743671  16.32144569
#> 57       NI      NW 1.414214  72.5148023  50.53828300  36.10071138
#> 58       ST      NW 2.236068  46.9755972  40.56933523  21.53196890
#> 59       SN      NW 3.162278  39.5871234  31.21780848  14.46764019
#> 60       SL      NW 2.000000  26.8665277  28.92970235   8.65706394
#> 61       HE      NW 2.236068  33.8553055  28.07974641  15.82378342
#> 62       TH      NW 2.828427  30.1174226  25.85507004   8.53233510
#> 63       BW      NW 3.162278  10.7016871  12.04691713   0.86329174
#> 64       BY      NW 3.605551   7.2947582  10.08637171  -0.07660876
#> 65       SH      HB 2.000000  18.8627642  16.59130801   4.13186389
#> 66       HH      HB 1.000000  39.3559468  27.39810966   6.25791914
#> 67       MV      HB 1.414214  39.8994316  30.65605277  13.84919466
#> 68       NW      HB 1.000000  29.9107098  19.46918068   1.96542182
#> 69       HB      HB 0.000000  95.3968049  82.48486627  67.70433337
#> 70       BB      HB 1.000000  54.3081136  37.09720580  23.26355497
#> 71       BE      HB 2.000000  29.4944789  24.92561433  10.44636568
#> 72       RP      HB 1.414214  22.2611698  16.97084272   4.12617574
#> 73       NI      HB 1.000000  52.7395715  38.82722277  25.59289166
#> 74       ST      HB 1.414214  41.2684850  28.63279450  14.43886380
#> 75       SN      HB 2.236068  28.3596786  19.32537161   3.48805792
#> 76       SL      HB 2.236068   9.0219840  10.08661921   3.64349577
#> 77       HE      HB 2.000000  12.6026134  10.64319072   5.33861400
#> 78       TH      HB 2.236068   8.4180407   8.95130312   0.70447567
#> 79       BW      HB 3.000000  -7.5985895  -4.62294020  -6.64210700
#> 80       BY      HB 3.162278  -9.9314637  -7.36866865  -5.81211139
#> 81       SH      BB 2.236068   8.4730321   8.66237720  -1.07031571
#> 82       HH      BB 1.414214  25.1835958  22.32918145   6.73760440
#> 83       MV      BB 1.000000  34.1688753  27.11537885  11.57798347
#> 84       NW      BB 2.000000   6.3372813   3.78292954  -4.47285700
#> 85       HB      BB 1.000000  37.1312043  25.24475193  11.57052975
#> 86       BB      BB 0.000000 105.4636464  93.04487472  82.50297481
#> 87       BE      BB 1.000000  35.7539803  29.14022479   6.58717669
#> 88       RP      BB 2.236068   3.5443899   4.12740636  -4.48970984
#> 89       NI      BB 1.414214  42.1524450  27.25670627  19.44503103
#> 90       ST      BB 1.000000  33.9500019  27.38704377  13.65351804
#> 91       SN      BB 1.414214  29.4132517  20.84258067   2.16090714
#> 92       SL      BB 2.828427  -1.6416378  -8.06797884  -3.33016983
#> 93       HE      BB 2.236068   8.5756506   0.91666058   0.65850348
#> 94       TH      BB 2.000000   4.9464110   0.01031869  -2.67679629
#> 95       BW      BB 3.162278 -16.6937681 -18.78419496  -9.68720989
#> 96       BY      BB 3.000000 -14.9851085 -12.86792455  -8.35549597
#> 97       SH      BE 2.828427  16.1006108  14.45355343   1.71991974
#> 98       HH      BE 2.236068  28.7435015  21.83215605  12.15510482
#> 99       MV      BE 1.414214  47.6973609  31.52955541  16.69322092
#> 100      NW      BE 3.000000  16.1941489  14.36923103   1.51472264
#> 101      HB      BE 2.000000  38.4536699  33.47457601  17.84756642
#> 102      BB      BE 1.000000  58.4857912  41.20050589  25.83778383
#> 103      BE      BE 0.000000  82.8481329  75.11034275  56.07427108
#> 104      RP      BE 3.162278  10.3951685  15.55861905   1.34036346
#> 105      NI      BE 2.236068  43.4202626  36.01627222  27.14612254
#> 106      ST      BE 1.414214  46.7714317  38.70444664  19.24580369
#> 107      SN      BE 1.000000  40.2327996  33.76958602  12.82835215
#> 108      SL      BE 3.605551   6.4434700   6.94827878  -0.82851123
#> 109      HE      BE 2.828427  15.5591935  12.61415202   8.68699366
#> 110      TH      BE 2.236068  13.6253932  16.36296371   5.38396305
#> 111      BW      BE 3.605551  -6.4319400  -4.01613039  -7.31102691
#> 112      BY      BE 3.162278  -5.8267377   0.27194325  -4.07430256
#> 113      SH      RP 3.162278  22.3163367  24.06733942   9.64650804
#> 114      HH      RP 2.236068  39.1895413  35.96285760  19.01689968
#> 115      MV      RP 2.828427  41.9556715  33.84518446  17.39121966
#> 116      NW      RP 1.000000  40.9289816  31.32819511  11.93010809
#> 117      HB      RP 1.414214  53.3140852  43.48812973  26.07529363
#> 118      BB      RP 2.236068  55.9899779  43.79757278  26.38498285
#> 119      BE      RP 3.162278  38.3613642  29.42335931  17.87369851
#> 120      RP      RP 0.000000  69.5034605  63.85986832  49.36649235
#> 121      NI      RP 1.000000  69.9524473  49.19377945  29.89691806
#> 122      ST      RP 2.000000  47.2417418  36.63153823  23.43077270
#> 123      SN      RP 3.000000  39.3925773  29.26741501  11.10167415
#> 124      SL      RP 1.000000  39.2132063  30.27660328  10.81061509
#> 125      HE      RP 1.414214  43.2105984  26.99424955  16.39534411
#> 126      TH      RP 2.236068  27.5279254  17.48746875  10.24519251
#> 127      BW      RP 2.236068  14.1173888  12.84035071   3.96637971
#> 128      BY      RP 2.828427   8.6827454  13.86140272   4.88328107
#> 129      SH      NI 3.000000  -1.8873886   0.70989298  -5.76002423
#> 130      HH      NI 2.000000  13.4514100   9.92914059  -0.35617364
#> 131      MV      NI 2.236068  20.5622720  13.99812262   5.88097265
#> 132      NW      NI 1.414214  16.1267663  11.47158966  -4.87143371
#> 133      HB      NI 1.000000  31.3250800  19.12781570   9.89949114
#> 134      BB      NI 1.414214  40.9869847  27.01517275  12.18276406
#> 135      BE      NI 2.236068  13.2088565  14.23259646   2.21130711
#> 136      RP      NI 1.000000  16.7499169   5.52735480  -0.80412722
#> 137      NI      NI 0.000000 111.8449323  95.92859820  89.52151303
#> 138      ST      NI 1.000000  29.6706645  24.44910292  10.37531839
#> 139      SN      NI 2.000000  17.0139158  10.94955023   0.35246330
#> 140      SL      NI 1.414214  13.1136929  10.48760135  -4.08065641
#> 141      HE      NI 1.000000  17.3604798  11.08974920   1.79826521
#> 142      TH      NI 1.414214  13.8624768   7.56588513  -1.71095885
#> 143      BW      NI 2.000000  -7.4708816  -8.53278465 -10.96067397
#> 144      BY      NI 2.236068 -10.6788912 -11.47275475 -10.77682128
#> 145      SH      ST 3.162278  10.9508987   5.96927986   1.52464398
#> 146      HH      ST 2.236068  22.7539488  16.24346795   6.13270248
#> 147      MV      ST 2.000000  35.2198949  23.03792961  12.56419003
#> 148      NW      ST 2.236068  13.7605806   8.34461492   1.13573372
#> 149      HB      ST 1.414214  41.9497631  29.61066657  12.69817727
#> 150      BB      ST 1.000000  53.9856189  38.23681548  23.23050908
#> 151      BE      ST 1.414214  38.7791143  33.37629530  10.25886071
#> 152      RP      ST 2.000000  14.5488615   8.68339022   0.13533652
#> 153      NI      ST 1.000000  55.7494614  34.61908943  20.81042103
#> 154      ST      ST 0.000000  90.7361450  81.78796430  68.28432931
#> 155      SN      ST 1.000000  38.1688195  26.90121353   8.73102404
#> 156      SL      ST 2.236068  13.1301918   6.97148852  -1.19367166
#> 157      HE      ST 1.414214  23.0988968  15.06488108  10.64051342
#> 158      TH      ST 1.000000  19.5475629  12.33550378   2.54713524
#> 159      BW      ST 2.236068  -3.0488547  -1.67691083  -2.84175553
#> 160      BY      ST 2.000000  -1.9266496  -1.23819465  -2.93808015
#> 161      SH      SN 3.605551  12.3140295  16.33004668   0.91376794
#> 162      HH      SN 2.828427  24.5304716  19.91599926   8.13225723
#> 163      MV      SN 2.236068  37.0732012  30.66480126  15.67139704
#> 164      NW      SN 3.162278  13.4919748  13.08223106   2.14398576
#> 165      HB      SN 2.236068  39.4735594  27.30793438  16.48086050
#> 166      BB      SN 1.414214  61.1673134  43.38630305  26.98248294
#> 167      BE      SN 1.000000  52.4064691  38.14840552  16.41462620
#> 168      RP      SN 3.000000  14.5146190  13.45752984  -0.49069242
#> 169      NI      SN 2.000000  48.4607167  37.39680721  25.58256645
#> 170      ST      SN 1.000000  54.6883157  38.16079768  17.43894345
#> 171      SN      SN 0.000000  85.3539281  77.65990036  60.37562227
#> 172      SL      SN 3.162278  12.0951492  10.53965947   1.31779406
#> 173      HE      SN 2.236068  21.3717446  14.84454414   7.11845605
#> 174      TH      SN 1.414214  23.3532644  22.43411181   6.97434648
#> 175      BW      SN 2.828427   4.3310194   0.92676829  -1.01482001
#> 176      BY      SN 2.236068   2.5150709   1.58482144  -4.14532033
#> 177      SH      SL 4.123106  18.9910776  16.93643561   6.43831671
#> 178      HH      SL 3.162278  37.8830959  26.21257500  11.20868349
#> 179      MV      SL 3.605551  39.7768324  29.90131506  17.16631928
#> 180      NW      SL 2.000000  30.8825897  30.39354388  11.40808382
#> 181      HB      SL 2.236068  42.5385961  41.46011911  23.11677309
#> 182      BB      SL 2.828427  53.6271707  42.96150230  28.89207052
#> 183      BE      SL 3.605551  38.1887236  27.24026503  14.24151698
#> 184      RP      SL 1.000000  41.2328466  34.00374812  13.23763410
#> 185      NI      SL 1.414214  71.2827132  50.59044439  36.63977374
#> 186      ST      SL 2.236068  52.1421489  38.11435798  21.62816093
#> 187      SN      SL 3.162278  38.3906960  29.50805759  15.42832657
#> 188      SL      SL 0.000000  67.3680612  60.81472253  48.96198293
#> 189      HE      SL 1.000000  45.4242200  31.37955910  18.76694705
#> 190      TH      SL 2.000000  30.3496619  28.14076009  14.05084138
#> 191      BW      SL 1.414214  24.1517893  22.73122935   6.43937697
#> 192      BY      SL 2.236068  11.6888139  16.01273306   2.02899051
#> 193      SH      HE 4.000000  15.3874884  16.66871531   2.40736427
#> 194      HH      HE 3.000000  29.4299400  27.75085023   9.37414483
#> 195      MV      HE 3.162278  40.2226732  29.53626731  15.99773046
#> 196      NW      HE 2.236068  25.6019835  24.37133228   4.30376783
#> 197      HB      HE 2.000000  45.0500177  36.97678127  20.87590736
#> 198      BB      HE 2.236068  50.0242537  38.63931332  22.16403127
#> 199      BE      HE 2.828427  35.9633705  29.62206154  16.65418907
#> 200      RP      HE 1.414214  31.1369960  27.85894211  13.12520547
#> 201      NI      HE 1.000000  66.3801883  44.10814191  29.50598155
#> 202      ST      HE 1.414214  53.8113694  36.82814941  21.80892246
#> 203      SN      HE 2.236068  36.7566006  27.91794125  12.67306684
#> 204      SL      HE 1.000000  38.1787426  33.24795314   8.51570319
#> 205      HE      HE 0.000000  80.7985484  71.68926939  52.36302234
#> 206      TH      HE 1.000000  37.7228702  26.42171759  10.97838244
#> 207      BW      HE 1.000000  29.5630026  22.79037422   4.85982491
#> 208      BY      HE 1.414214  27.6304885  23.31708531   7.07064882
#> 209      SH      TH 4.123106  19.8386999  15.27322302   1.87309216
#> 210      HH      TH 3.162278  29.5058199  24.03843756  11.76215884
#> 211      MV      TH 3.000000  42.0413726  29.29316256  20.69340932
#> 212      NW      TH 2.828427  25.1332045  20.37033210   8.18282680
#> 213      HB      TH 2.236068  49.7193521  35.58256269  22.15435140
#> 214      BB      TH 2.000000  54.5830481  44.60624902  27.06323984
#> 215      BE      TH 2.236068  42.2700568  38.75557442  18.42701994
#> 216      RP      TH 2.236068  31.0875598  27.68133090  10.39331870
#> 217      NI      TH 1.414214  66.9399797  49.68790282  32.49301488
#> 218      ST      TH 1.000000  57.7447327  44.60297706  24.72033209
#> 219      SN      TH 1.414214  48.7738184  40.69989501  21.36782242
#> 220      SL      TH 2.000000  32.4706573  27.57674473  13.15320589
#> 221      HE      TH 1.000000  45.8465173  33.88155361  20.46399261
#> 222      TH      TH 0.000000  71.0654413  65.72067719  46.39899499
#> 223      BW      TH 1.414214  31.9614460  26.06642963   6.18201924
#> 224      BY      TH 1.000000  32.5003030  24.65062314   7.43277408
#> 225      SH      BW 5.000000  26.1619952  21.32096390  10.44828953
#> 226      HH      BW 4.000000  36.1207597  33.84631977  14.44055902
#> 227      MV      BW 4.123106  50.4520503  33.33050920  20.22595341
#> 228      NW      BW 3.162278  33.1206830  30.25163732  11.72554308
#> 229      HB      BW 3.000000  50.2640769  43.08247885  25.44213940
#> 230      BB      BW 3.162278  59.8482959  54.15710295  28.74924905
#> 231      BE      BW 3.605551  44.7839799  32.86275496  23.07527750
#> 232      RP      BW 2.236068  37.2513979  32.45308575  13.47680676
#> 233      NI      BW 2.000000  66.1677123  54.60967572  32.12188565
#> 234      ST      BW 2.236068  57.0860880  49.59248998  26.71925854
#> 235      SN      BW 2.828427  46.6029291  40.15340425  22.74960557
#> 236      SL      BW 1.414214  42.9423123  35.39231261  17.36285997
#> 237      HE      BW 1.000000  46.6187224  45.58479869  22.47659494
#> 238      TH      BW 1.414214  45.4592405  34.58153174  19.08376454
#> 239      BW      BW 0.000000  59.2419521  53.94524135  39.30205359
#> 240      BY      BW 1.000000  37.6144094  32.63045499  12.80739309
#> 241      SH      BY 5.099020  24.2232823  27.85803156   9.75324454
#> 242      HH      BY 4.123106  36.6611396  32.52255796  14.79150850
#> 243      MV      BY 4.000000  44.1953308  38.90225515  18.82894030
#> 244      NW      BY 3.605551  32.4136515  31.35367622  10.35652795
#> 245      HB      BY 3.162278  52.8088138  43.61614012  21.34917377
#> 246      BB      BY 3.000000  60.9728329  46.11332282  26.78817705
#> 247      BE      BY 3.162278  49.1836466  39.98027770  19.40107578
#> 248      RP      BY 2.828427  37.1598466  31.58786403  11.28619358
#> 249      NI      BY 2.236068  68.1563045  55.21425143  35.36197554
#> 250      ST      BY 2.000000  59.6373815  46.08509200  26.98229550
#> 251      SN      BY 2.236068  49.9928299  37.02666260  19.39246017
#> 252      SL      BY 2.236068  40.5632144  33.24059002  17.97092456
#> 253      HE      BY 1.414214  53.4507614  40.11147614  20.72795442
#> 254      TH      BY 1.000000  50.4813709  38.09461630  21.37674304
#> 255      BW      BY 1.000000  36.6000497  28.92455840  12.20649124
#> 256      BY      BY 0.000000  59.8385064  53.92510163  38.87477145

## access the data of a network or a network_pair inside a multi_network

dat(multi_net_usa_ge, "ge")    # extract data of nodes
#>    ID_STATE  X COORD_X COORD_Y
#> SH       SH 10       1       5
#> HH       HH 15       1       4
#> MV       MV 20       2       4
#> NW       NW  7       0       3
#> HB       HB 20       1       3
#> BB       BB 25       2       3
#> BE       BE 15       3       3
#> RP       RP 10       0       2
#> NI       NI 30       1       2
#> ST       ST 20       2       2
#> SN       SN 15       3       2
#> SL       SL 10       0       1
#> HE       HE 15       1       1
#> TH       TH 10       2       1
#> BW       BW  7       1       0
#> BY       BY  7       2       0
dat(multi_net_usa_ge, "ge_ge") # extract data of pairs
#>     ID_DEST ID_ORIG DISTANCE          y9           y2           y1
#> 1        SH      SH 0.000000  68.4148262  68.13848147  47.47474857
#> 2        HH      SH 1.000000  51.0915798  35.72717997  20.91622029
#> 3        MV      SH 1.414214  60.9845481  42.87078577  22.22844389
#> 4        NW      SH 2.236068  20.9280007  23.67566099   6.79889712
#> 5        HB      SH 2.000000  46.6902544  38.46271283  16.47730823
#> 6        BB      SH 2.236068  55.6089587  41.68555302  27.85172431
#> 7        BE      SH 2.828427  36.5147164  31.51151365  16.36939928
#> 8        RP      SH 3.162278  17.8758703  15.09938478   9.97154874
#> 9        NI      SH 3.000000  46.9381691  38.03391627  29.70844528
#> 10       ST      SH 3.162278  35.9326122  30.41361547  18.36991203
#> 11       SN      SH 3.605551  27.6936682  24.40377150  14.28037363
#> 12       SL      SH 4.123106   8.8203044   9.24663760   3.93331022
#> 13       HE      SH 4.000000  14.7202260  15.83360440   6.70432271
#> 14       TH      SH 4.123106  11.5233219  13.70237184   2.33428993
#> 15       BW      SH 5.000000  -3.1936452  -0.59814949  -5.39388220
#> 16       BY      SH 5.099020  -5.9956280   3.09363760  -4.44209965
#> 17       SH      HH 1.000000  39.6252187  40.17990992  10.88519719
#> 18       HH      HH 0.000000  80.4047912  78.06642687  58.68175558
#> 19       MV      HH 1.000000  50.1815959  45.92820058  21.03788534
#> 20       NW      HH 1.414214  34.7149880  25.61039487   8.87655803
#> 21       HB      HH 1.000000  51.4474299  41.01750818  20.77935074
#> 22       BB      HH 1.414214  57.4900766  46.03245004  29.03948280
#> 23       BE      HH 2.236068  33.7440184  30.14142247  14.60718384
#> 24       RP      HH 2.236068  21.2242833  18.58767594   4.18472437
#> 25       NI      HH 2.000000  48.1719140  35.35294705  25.66170039
#> 26       ST      HH 2.236068  34.8719960  31.58165448  18.90641931
#> 27       SN      HH 2.828427  28.4297909  22.43074375   9.63260796
#> 28       SL      HH 3.162278   9.0874224  11.98108491   3.94315712
#> 29       HE      HH 3.000000  16.1230813  12.45778894   8.36593458
#> 30       TH      HH 3.162278   9.7477330  11.15972447   5.96012239
#> 31       BW      HH 4.000000  -3.4694232  -3.28239270  -6.56339182
#> 32       BY      HH 4.123106  -7.1090509  -2.97057513  -5.56307860
#> 33       SH      MV 1.414214  31.8272167  27.86551483   4.32197440
#> 34       HH      MV 1.000000  34.8867035  28.21090970   8.78573426
#> 35       MV      MV 0.000000  88.2518758  85.18408380  65.70205938
#> 36       NW      MV 2.236068  10.3896401  11.30145917   1.13285418
#> 37       HB      MV 1.414214  37.1069503  26.50633823  17.04620405
#> 38       BB      MV 1.000000  50.6940892  37.07639987  24.04974489
#> 39       BE      MV 1.414214  37.0534713  33.82080423   9.17737368
#> 40       RP      MV 2.828427   6.8622353  10.42404156  -1.70463708
#> 41       NI      MV 2.236068  41.0833607  25.46464878  18.98448768
#> 42       ST      MV 2.000000  29.0462884  23.16081582  12.96551414
#> 43       SN      MV 2.236068  21.1427333  19.47966804   8.33219170
#> 44       SL      MV 3.605551  -0.3530937   1.70959037  -1.12768697
#> 45       HE      MV 3.162278   4.9236348   4.45920974   1.14024458
#> 46       TH      MV 3.000000   1.4324217   1.76972296  -6.12869367
#> 47       BW      MV 4.123106 -16.8460120 -10.23295117  -7.96166991
#> 48       BY      MV 4.000000 -17.3820966  -7.98098634  -8.16943046
#> 49       SH      NW 2.236068  29.6314287  30.40112977  11.29005467
#> 50       HH      NW 1.414214  46.5974648  38.85376922  17.35003663
#> 51       MV      NW 2.236068  43.2034317  39.64436621  21.79181367
#> 52       NW      NW 0.000000  63.6169156  63.72886679  41.36621313
#> 53       HB      NW 1.000000  57.8378864  46.39125595  28.23211581
#> 54       BB      NW 2.000000  57.1876396  49.32845181  32.25161876
#> 55       BE      NW 3.000000  38.5548284  37.92893307  15.20223320
#> 56       RP      NW 1.000000  41.8135762  36.21743671  16.32144569
#> 57       NI      NW 1.414214  72.5148023  50.53828300  36.10071138
#> 58       ST      NW 2.236068  46.9755972  40.56933523  21.53196890
#> 59       SN      NW 3.162278  39.5871234  31.21780848  14.46764019
#> 60       SL      NW 2.000000  26.8665277  28.92970235   8.65706394
#> 61       HE      NW 2.236068  33.8553055  28.07974641  15.82378342
#> 62       TH      NW 2.828427  30.1174226  25.85507004   8.53233510
#> 63       BW      NW 3.162278  10.7016871  12.04691713   0.86329174
#> 64       BY      NW 3.605551   7.2947582  10.08637171  -0.07660876
#> 65       SH      HB 2.000000  18.8627642  16.59130801   4.13186389
#> 66       HH      HB 1.000000  39.3559468  27.39810966   6.25791914
#> 67       MV      HB 1.414214  39.8994316  30.65605277  13.84919466
#> 68       NW      HB 1.000000  29.9107098  19.46918068   1.96542182
#> 69       HB      HB 0.000000  95.3968049  82.48486627  67.70433337
#> 70       BB      HB 1.000000  54.3081136  37.09720580  23.26355497
#> 71       BE      HB 2.000000  29.4944789  24.92561433  10.44636568
#> 72       RP      HB 1.414214  22.2611698  16.97084272   4.12617574
#> 73       NI      HB 1.000000  52.7395715  38.82722277  25.59289166
#> 74       ST      HB 1.414214  41.2684850  28.63279450  14.43886380
#> 75       SN      HB 2.236068  28.3596786  19.32537161   3.48805792
#> 76       SL      HB 2.236068   9.0219840  10.08661921   3.64349577
#> 77       HE      HB 2.000000  12.6026134  10.64319072   5.33861400
#> 78       TH      HB 2.236068   8.4180407   8.95130312   0.70447567
#> 79       BW      HB 3.000000  -7.5985895  -4.62294020  -6.64210700
#> 80       BY      HB 3.162278  -9.9314637  -7.36866865  -5.81211139
#> 81       SH      BB 2.236068   8.4730321   8.66237720  -1.07031571
#> 82       HH      BB 1.414214  25.1835958  22.32918145   6.73760440
#> 83       MV      BB 1.000000  34.1688753  27.11537885  11.57798347
#> 84       NW      BB 2.000000   6.3372813   3.78292954  -4.47285700
#> 85       HB      BB 1.000000  37.1312043  25.24475193  11.57052975
#> 86       BB      BB 0.000000 105.4636464  93.04487472  82.50297481
#> 87       BE      BB 1.000000  35.7539803  29.14022479   6.58717669
#> 88       RP      BB 2.236068   3.5443899   4.12740636  -4.48970984
#> 89       NI      BB 1.414214  42.1524450  27.25670627  19.44503103
#> 90       ST      BB 1.000000  33.9500019  27.38704377  13.65351804
#> 91       SN      BB 1.414214  29.4132517  20.84258067   2.16090714
#> 92       SL      BB 2.828427  -1.6416378  -8.06797884  -3.33016983
#> 93       HE      BB 2.236068   8.5756506   0.91666058   0.65850348
#> 94       TH      BB 2.000000   4.9464110   0.01031869  -2.67679629
#> 95       BW      BB 3.162278 -16.6937681 -18.78419496  -9.68720989
#> 96       BY      BB 3.000000 -14.9851085 -12.86792455  -8.35549597
#> 97       SH      BE 2.828427  16.1006108  14.45355343   1.71991974
#> 98       HH      BE 2.236068  28.7435015  21.83215605  12.15510482
#> 99       MV      BE 1.414214  47.6973609  31.52955541  16.69322092
#> 100      NW      BE 3.000000  16.1941489  14.36923103   1.51472264
#> 101      HB      BE 2.000000  38.4536699  33.47457601  17.84756642
#> 102      BB      BE 1.000000  58.4857912  41.20050589  25.83778383
#> 103      BE      BE 0.000000  82.8481329  75.11034275  56.07427108
#> 104      RP      BE 3.162278  10.3951685  15.55861905   1.34036346
#> 105      NI      BE 2.236068  43.4202626  36.01627222  27.14612254
#> 106      ST      BE 1.414214  46.7714317  38.70444664  19.24580369
#> 107      SN      BE 1.000000  40.2327996  33.76958602  12.82835215
#> 108      SL      BE 3.605551   6.4434700   6.94827878  -0.82851123
#> 109      HE      BE 2.828427  15.5591935  12.61415202   8.68699366
#> 110      TH      BE 2.236068  13.6253932  16.36296371   5.38396305
#> 111      BW      BE 3.605551  -6.4319400  -4.01613039  -7.31102691
#> 112      BY      BE 3.162278  -5.8267377   0.27194325  -4.07430256
#> 113      SH      RP 3.162278  22.3163367  24.06733942   9.64650804
#> 114      HH      RP 2.236068  39.1895413  35.96285760  19.01689968
#> 115      MV      RP 2.828427  41.9556715  33.84518446  17.39121966
#> 116      NW      RP 1.000000  40.9289816  31.32819511  11.93010809
#> 117      HB      RP 1.414214  53.3140852  43.48812973  26.07529363
#> 118      BB      RP 2.236068  55.9899779  43.79757278  26.38498285
#> 119      BE      RP 3.162278  38.3613642  29.42335931  17.87369851
#> 120      RP      RP 0.000000  69.5034605  63.85986832  49.36649235
#> 121      NI      RP 1.000000  69.9524473  49.19377945  29.89691806
#> 122      ST      RP 2.000000  47.2417418  36.63153823  23.43077270
#> 123      SN      RP 3.000000  39.3925773  29.26741501  11.10167415
#> 124      SL      RP 1.000000  39.2132063  30.27660328  10.81061509
#> 125      HE      RP 1.414214  43.2105984  26.99424955  16.39534411
#> 126      TH      RP 2.236068  27.5279254  17.48746875  10.24519251
#> 127      BW      RP 2.236068  14.1173888  12.84035071   3.96637971
#> 128      BY      RP 2.828427   8.6827454  13.86140272   4.88328107
#> 129      SH      NI 3.000000  -1.8873886   0.70989298  -5.76002423
#> 130      HH      NI 2.000000  13.4514100   9.92914059  -0.35617364
#> 131      MV      NI 2.236068  20.5622720  13.99812262   5.88097265
#> 132      NW      NI 1.414214  16.1267663  11.47158966  -4.87143371
#> 133      HB      NI 1.000000  31.3250800  19.12781570   9.89949114
#> 134      BB      NI 1.414214  40.9869847  27.01517275  12.18276406
#> 135      BE      NI 2.236068  13.2088565  14.23259646   2.21130711
#> 136      RP      NI 1.000000  16.7499169   5.52735480  -0.80412722
#> 137      NI      NI 0.000000 111.8449323  95.92859820  89.52151303
#> 138      ST      NI 1.000000  29.6706645  24.44910292  10.37531839
#> 139      SN      NI 2.000000  17.0139158  10.94955023   0.35246330
#> 140      SL      NI 1.414214  13.1136929  10.48760135  -4.08065641
#> 141      HE      NI 1.000000  17.3604798  11.08974920   1.79826521
#> 142      TH      NI 1.414214  13.8624768   7.56588513  -1.71095885
#> 143      BW      NI 2.000000  -7.4708816  -8.53278465 -10.96067397
#> 144      BY      NI 2.236068 -10.6788912 -11.47275475 -10.77682128
#> 145      SH      ST 3.162278  10.9508987   5.96927986   1.52464398
#> 146      HH      ST 2.236068  22.7539488  16.24346795   6.13270248
#> 147      MV      ST 2.000000  35.2198949  23.03792961  12.56419003
#> 148      NW      ST 2.236068  13.7605806   8.34461492   1.13573372
#> 149      HB      ST 1.414214  41.9497631  29.61066657  12.69817727
#> 150      BB      ST 1.000000  53.9856189  38.23681548  23.23050908
#> 151      BE      ST 1.414214  38.7791143  33.37629530  10.25886071
#> 152      RP      ST 2.000000  14.5488615   8.68339022   0.13533652
#> 153      NI      ST 1.000000  55.7494614  34.61908943  20.81042103
#> 154      ST      ST 0.000000  90.7361450  81.78796430  68.28432931
#> 155      SN      ST 1.000000  38.1688195  26.90121353   8.73102404
#> 156      SL      ST 2.236068  13.1301918   6.97148852  -1.19367166
#> 157      HE      ST 1.414214  23.0988968  15.06488108  10.64051342
#> 158      TH      ST 1.000000  19.5475629  12.33550378   2.54713524
#> 159      BW      ST 2.236068  -3.0488547  -1.67691083  -2.84175553
#> 160      BY      ST 2.000000  -1.9266496  -1.23819465  -2.93808015
#> 161      SH      SN 3.605551  12.3140295  16.33004668   0.91376794
#> 162      HH      SN 2.828427  24.5304716  19.91599926   8.13225723
#> 163      MV      SN 2.236068  37.0732012  30.66480126  15.67139704
#> 164      NW      SN 3.162278  13.4919748  13.08223106   2.14398576
#> 165      HB      SN 2.236068  39.4735594  27.30793438  16.48086050
#> 166      BB      SN 1.414214  61.1673134  43.38630305  26.98248294
#> 167      BE      SN 1.000000  52.4064691  38.14840552  16.41462620
#> 168      RP      SN 3.000000  14.5146190  13.45752984  -0.49069242
#> 169      NI      SN 2.000000  48.4607167  37.39680721  25.58256645
#> 170      ST      SN 1.000000  54.6883157  38.16079768  17.43894345
#> 171      SN      SN 0.000000  85.3539281  77.65990036  60.37562227
#> 172      SL      SN 3.162278  12.0951492  10.53965947   1.31779406
#> 173      HE      SN 2.236068  21.3717446  14.84454414   7.11845605
#> 174      TH      SN 1.414214  23.3532644  22.43411181   6.97434648
#> 175      BW      SN 2.828427   4.3310194   0.92676829  -1.01482001
#> 176      BY      SN 2.236068   2.5150709   1.58482144  -4.14532033
#> 177      SH      SL 4.123106  18.9910776  16.93643561   6.43831671
#> 178      HH      SL 3.162278  37.8830959  26.21257500  11.20868349
#> 179      MV      SL 3.605551  39.7768324  29.90131506  17.16631928
#> 180      NW      SL 2.000000  30.8825897  30.39354388  11.40808382
#> 181      HB      SL 2.236068  42.5385961  41.46011911  23.11677309
#> 182      BB      SL 2.828427  53.6271707  42.96150230  28.89207052
#> 183      BE      SL 3.605551  38.1887236  27.24026503  14.24151698
#> 184      RP      SL 1.000000  41.2328466  34.00374812  13.23763410
#> 185      NI      SL 1.414214  71.2827132  50.59044439  36.63977374
#> 186      ST      SL 2.236068  52.1421489  38.11435798  21.62816093
#> 187      SN      SL 3.162278  38.3906960  29.50805759  15.42832657
#> 188      SL      SL 0.000000  67.3680612  60.81472253  48.96198293
#> 189      HE      SL 1.000000  45.4242200  31.37955910  18.76694705
#> 190      TH      SL 2.000000  30.3496619  28.14076009  14.05084138
#> 191      BW      SL 1.414214  24.1517893  22.73122935   6.43937697
#> 192      BY      SL 2.236068  11.6888139  16.01273306   2.02899051
#> 193      SH      HE 4.000000  15.3874884  16.66871531   2.40736427
#> 194      HH      HE 3.000000  29.4299400  27.75085023   9.37414483
#> 195      MV      HE 3.162278  40.2226732  29.53626731  15.99773046
#> 196      NW      HE 2.236068  25.6019835  24.37133228   4.30376783
#> 197      HB      HE 2.000000  45.0500177  36.97678127  20.87590736
#> 198      BB      HE 2.236068  50.0242537  38.63931332  22.16403127
#> 199      BE      HE 2.828427  35.9633705  29.62206154  16.65418907
#> 200      RP      HE 1.414214  31.1369960  27.85894211  13.12520547
#> 201      NI      HE 1.000000  66.3801883  44.10814191  29.50598155
#> 202      ST      HE 1.414214  53.8113694  36.82814941  21.80892246
#> 203      SN      HE 2.236068  36.7566006  27.91794125  12.67306684
#> 204      SL      HE 1.000000  38.1787426  33.24795314   8.51570319
#> 205      HE      HE 0.000000  80.7985484  71.68926939  52.36302234
#> 206      TH      HE 1.000000  37.7228702  26.42171759  10.97838244
#> 207      BW      HE 1.000000  29.5630026  22.79037422   4.85982491
#> 208      BY      HE 1.414214  27.6304885  23.31708531   7.07064882
#> 209      SH      TH 4.123106  19.8386999  15.27322302   1.87309216
#> 210      HH      TH 3.162278  29.5058199  24.03843756  11.76215884
#> 211      MV      TH 3.000000  42.0413726  29.29316256  20.69340932
#> 212      NW      TH 2.828427  25.1332045  20.37033210   8.18282680
#> 213      HB      TH 2.236068  49.7193521  35.58256269  22.15435140
#> 214      BB      TH 2.000000  54.5830481  44.60624902  27.06323984
#> 215      BE      TH 2.236068  42.2700568  38.75557442  18.42701994
#> 216      RP      TH 2.236068  31.0875598  27.68133090  10.39331870
#> 217      NI      TH 1.414214  66.9399797  49.68790282  32.49301488
#> 218      ST      TH 1.000000  57.7447327  44.60297706  24.72033209
#> 219      SN      TH 1.414214  48.7738184  40.69989501  21.36782242
#> 220      SL      TH 2.000000  32.4706573  27.57674473  13.15320589
#> 221      HE      TH 1.000000  45.8465173  33.88155361  20.46399261
#> 222      TH      TH 0.000000  71.0654413  65.72067719  46.39899499
#> 223      BW      TH 1.414214  31.9614460  26.06642963   6.18201924
#> 224      BY      TH 1.000000  32.5003030  24.65062314   7.43277408
#> 225      SH      BW 5.000000  26.1619952  21.32096390  10.44828953
#> 226      HH      BW 4.000000  36.1207597  33.84631977  14.44055902
#> 227      MV      BW 4.123106  50.4520503  33.33050920  20.22595341
#> 228      NW      BW 3.162278  33.1206830  30.25163732  11.72554308
#> 229      HB      BW 3.000000  50.2640769  43.08247885  25.44213940
#> 230      BB      BW 3.162278  59.8482959  54.15710295  28.74924905
#> 231      BE      BW 3.605551  44.7839799  32.86275496  23.07527750
#> 232      RP      BW 2.236068  37.2513979  32.45308575  13.47680676
#> 233      NI      BW 2.000000  66.1677123  54.60967572  32.12188565
#> 234      ST      BW 2.236068  57.0860880  49.59248998  26.71925854
#> 235      SN      BW 2.828427  46.6029291  40.15340425  22.74960557
#> 236      SL      BW 1.414214  42.9423123  35.39231261  17.36285997
#> 237      HE      BW 1.000000  46.6187224  45.58479869  22.47659494
#> 238      TH      BW 1.414214  45.4592405  34.58153174  19.08376454
#> 239      BW      BW 0.000000  59.2419521  53.94524135  39.30205359
#> 240      BY      BW 1.000000  37.6144094  32.63045499  12.80739309
#> 241      SH      BY 5.099020  24.2232823  27.85803156   9.75324454
#> 242      HH      BY 4.123106  36.6611396  32.52255796  14.79150850
#> 243      MV      BY 4.000000  44.1953308  38.90225515  18.82894030
#> 244      NW      BY 3.605551  32.4136515  31.35367622  10.35652795
#> 245      HB      BY 3.162278  52.8088138  43.61614012  21.34917377
#> 246      BB      BY 3.000000  60.9728329  46.11332282  26.78817705
#> 247      BE      BY 3.162278  49.1836466  39.98027770  19.40107578
#> 248      RP      BY 2.828427  37.1598466  31.58786403  11.28619358
#> 249      NI      BY 2.236068  68.1563045  55.21425143  35.36197554
#> 250      ST      BY 2.000000  59.6373815  46.08509200  26.98229550
#> 251      SN      BY 2.236068  49.9928299  37.02666260  19.39246017
#> 252      SL      BY 2.236068  40.5632144  33.24059002  17.97092456
#> 253      HE      BY 1.414214  53.4507614  40.11147614  20.72795442
#> 254      TH      BY 1.000000  50.4813709  38.09461630  21.37674304
#> 255      BW      BY 1.000000  36.6000497  28.92455840  12.20649124
#> 256      BY      BY 0.000000  59.8385064  53.92510163  38.87477145

## access spflow_network or spflow_network_pair inside a spflow_network_multi

pull_member(multi_net_usa_ge, .id = "ge")
#> Spatial network nodes with id: ge
#> --------------------------------------------------
#> Number of nodes: 16
#> Average number of links per node: 5.125
#> Density of the neighborhood matrix: 32.03% (non-zero connections)
#> 
#> Data on nodes:
#>    ID_STATE  X COORD_X COORD_Y
#> SH       SH 10       1       5
#> HH       HH 15       1       4
#> MV       MV 20       2       4
#> NW       NW  7       0       3
#> HB       HB 20       1       3
#> BB       BB 25       2       3
#> BE       BE 15       3       3
#> RP       RP 10       0       2
#> NI       NI 30       1       2
#> ST       ST 20       2       2
#> SN       SN 15       3       2
#> SL       SL 10       0       1
#> HE       HE 15       1       1
#> TH       TH 10       2       1
#> BW       BW  7       1       0
#> BY       BY  7       2       0
#> 
pull_member(multi_net_usa_ge, .id = "usa")
#> Spatial network nodes with id: usa
#> --------------------------------------------------
#> Number of nodes: 51
#> Average number of links per node: 4
#> Density of the neighborhood matrix: 7.84% (non-zero connections)
#> 
#> Data on nodes:
#>     ID_STATE   X COORD_X COORD_Y
#> AK        AK  35     -20       2
#> ME        ME  29     -10       2
#> WI        WI  30     -15       1
#> VT        VT  29     -11       1
#> NH        NH  26     -10       1
#> WA        WA  35     -20       0
#> ---      --- ---     ---     ---
#> MS        MS  31     -15      -4
#> AL        AL  30     -14      -4
#> GA        GA  28     -13      -4
#> HI        HI  29     -20      -5
#> TX        TX  29     -17      -5
#> FL        FL  34     -12      -5
#> 
pull_member(multi_net_usa_ge, .id ="ge_ge")
#> Spatial network pair with id: ge_ge
#> --------------------------------------------------
#> Origin network id: ge (with 16 nodes)
#> Destination network id: ge (with 16 nodes)
#> Number of pairs: 256
#> Completeness of pairs: 100.00% (256/256)
#> 
#> Data on node-pairs:
#>     ID_DEST ID_ORIG DISTANCE    y9    y2    y1
#> 1        SH      SH        0 68.41 68.14 47.47
#> 2        HH      SH        1 51.09 35.73 20.92
#> 3        MV      SH     1.41 60.98 42.87 22.23
#> 4        NW      SH     2.24 20.93 23.68   6.8
#> 5        HB      SH        2 46.69 38.46 16.48
#> 6        BB      SH     2.24 55.61 41.69 27.85
#> ---     ---     ---      ---   ---   ---   ---
#> 251      SN      BY     2.24 49.99 37.03 19.39
#> 252      SL      BY     2.24 40.56 33.24 17.97
#> 253      HE      BY     1.41 53.45 40.11 20.73
#> 254      TH      BY        1 50.48 38.09 21.38
#> 255      BW      BY        1  36.6 28.92 12.21
#> 256      BY      BY        0 59.84 53.93 38.87
#> 


# update data for individual observations
new_ge <- dat(multi_net_usa_ge, "ge")[1:2,1:2]
new_ge$X <- new_ge$X * .25
multi_net_usa_ge2 <- update_dat(multi_net_usa_ge, list("ge" = new_ge))
dat(multi_net_usa_ge2, "ge")
#>    ID_STATE     X COORD_X COORD_Y
#> SH       SH  2.50       1       5
#> HH       HH  3.75       1       4
#> MV       MV 20.00       2       4
#> NW       NW  7.00       0       3
#> HB       HB 20.00       1       3
#> BB       BB 25.00       2       3
#> BE       BE 15.00       3       3
#> RP       RP 10.00       0       2
#> NI       NI 30.00       1       2
#> ST       ST 20.00       2       2
#> SN       SN 15.00       3       2
#> SL       SL 10.00       0       1
#> HE       HE 15.00       1       1
#> TH       TH 10.00       2       1
#> BW       BW  7.00       1       0
#> BY       BY  7.00       2       0