Fabulosa comunidad, tengo el siguiente problema:
1. Tengo un data.frame no muy grande, de 575 filas x 8 columnas. En este
df, las primeras 7 columnas identifican el dato que va en la columna 8.
A las primeras 7 col se las podria considerar como datos categoricos y
la columna 8 es un dato numerico. El df luce algo asi:
sol con dia rep nca nin iso are
1 con 0 1 1 16 0 s 0.3866520976
2 con 0 1 1 16 1 c 0.0008842527
3 con 0 1 1 18 0 s 0.2409465396
4 con 0 1 1 18 1 c 0.0021092822
5 con 0 2 1 16 0 s 0.6005446999
6 con 0 2 1 18 0 s 0.3394979487
2. A partir del df y usando la funcion "cast" obtengo unas tablas como
las que siguen:
cast(datEnd[datEnd$dia%in%c(1,5),], sol ~ dia + con, fun.aggregate=length)
sol 1_0 1_1 1_2 1_3 1_4 1_5 5_0 5_1 5_2 5_3 5_4 5_5
1 con 10 0 0 0 0 0 11 0 0 0 0 0
2 dec 0 6 6 6 8 6 0 9 11 13 14 17
3 dol 0 8 6 10 9 10 0 17 16 17 19 19
4 lim 0 10 6 7 6 16 0 11 9 13 10 9
en la primera fila de la tabla, que son encabezados de la columna, el
primer numero indica un dia (1 y 5) y el segundo numero indica una
concentracion, desde 0 a 5). Los nombres en la primera columna (con,
dec...) son identificadores tambien.
3. ahora viene mi problema: de esas tablas obtenidas con "cast" tengo
bastantes y necesito graficar los datos que ahi aparecen. Creo que no
podria utilizar directamente esa tabla para obtener un grafico en R (o
si ? no lo se) ... entonces mi pregunta es
Existe alguna funcion, algo asi como "stack" y "unstack" para
transformar esa tabla de doble (o triple) entrada que me entrega "cast"
en un data.frame que me permita graficar a partir de el ?
habia comenzado a hacerlo a mano, pero por la cantidad de tablas que
tengo es impracticable.
Espero haber explicado correctamente mi problema. Toda sugerencia sera
muy apreciada
Slds cordiales,
Eric Concha M.
pd. adjunto los datos x si quieren jugar con ellos
--
Forest Engineer
Master in Environmental and Natural Resource Economics
Ph.D. student in Sciences of Natural Resources at La Frontera University
Member in AguaDeTemu2030, citizen movement for Temuco with green city
standards for living
Nota: Las tildes se han omitido para asegurar compatibilidad con algunos
lectores de correo.
sol con dia rep nca nin iso are
con 0 08 1 16 0 s 0.386652097583045
con 0 08 1 16 1 c 0.000884252656267679
con 0 08 1 18 0 s 0.240946539610754
con 0 08 1 18 1 c 0.00210928221325356
con 0 09 1 16 0 s 0.600544699946422
con 0 09 1 18 0 s 0.339497948650564
con 0 10 1 16 0 s 0.632086687434556
con 0 10 1 18 0 s 0.287459678461304
con 0 11 1 16 0 s 0.440422702849526
con 0 11 1 16 1 t 0.0049470588957905
con 0 11 1 16 1 t 0.00092421571250965
con 0 11 1 16 1 c 0.000511470388420802
con 0 11 1 18 0 s 0.229771427139057
con 0 08 2 16 0 s 0.447535617193074
con 0 08 2 18 0 s 0.284092132151663
con 0 08 2 18 1 c 0.00273481553342822
con 0 10 2 16 0 s 0.625734162357929
con 0 10 2 18 0 s 0.318909713854578
con 0 11 2 16 0 s 0.47380424228513
con 0 11 2 16 1 c 0.000576926030719118
con 0 11 2 18 0 s 0.252513235312221
con 0 11 2 18 2 s 1.60670780005752e-05
con 0 08 3 16 0 s 0.514209415398885
con 0 08 3 18 0 s 0.320060452385761
con 0 08 3 18 1 c 0.00434594291408121
con 0 11 3 16 0 s 0.645608667657524
con 0 11 3 18 0 s 0.305369191728531
dec 1 09 1 16 0 s 0.663914674993962
dec 1 09 1 18 0 s 0.30918369608775
dec 1 10 1 16 0 s 0.607474912823041
dec 1 10 1 18 0 s 0.304396849742269
dec 1 11 1 16 0 s 0.576888884499597
dec 1 11 1 18 0 s 0.300497426863789
dec 1 12 1 16 0 s 0.56620749795506
dec 1 12 1 18 0 s 0.342079559013339
dec 1 09 2 16 0 s 0.596432452584186
dec 1 09 2 18 0 s 0.367073172226342
dec 1 10 2 16 0 s 0.642168079474146
dec 1 10 2 18 0 s 0.305242371593322
dec 1 11 2 16 0 s 0.671532560573556
dec 1 11 2 18 0 s 0.289609106026946
dec 1 12 2 16 0 s 0.472740796058752
dec 1 12 2 16 1 t 0.00199091829189483
dec 1 12 2 16 1 c 0.000979754285055996
dec 1 12 2 18 0 s 0.283952124701524
dec 1 09 3 16 0 s 0.652087668322694
dec 1 09 3 18 0 s 0.29940038300899
dec 1 11 3 16 0 s 0.652333379278204
dec 1 11 3 18 0 s 0.291582804679251
dec 1 12 3 16 0 s 0.526262639617417
dec 1 12 3 18 0 s 0.315710968183001
dec 1 12 3 18 1 c 0.00419924205208746
dec 2 09 1 16 0 s 0.639152645055311
dec 2 09 1 18 0 s 0.360847354944689
dec 2 10 1 16 0 s 0.643086059810154
dec 2 10 1 18 0 s 0.305214366132654
dec 2 11 1 16 0 s 0.580008017765572
dec 2 11 1 18 0 s 0.290330612543336
dec 2 12 1 16 0 s 0.488696719180093
dec 2 12 1 18 0 s 0.296853414250894
dec 2 12 1 18 1 c 0.00248077087353732
dec 2 09 2 16 0 s 0.639049058721985
dec 2 09 2 18 0 s 0.305071921278596
dec 2 10 2 16 0 s 0.645327847781353
dec 2 10 2 18 0 s 0.308676902827445
dec 2 11 2 16 0 s 0.528903647118255
dec 2 11 2 18 0 s 0.299623330204123
dec 2 12 2 16 0 s 0.465475254516727
dec 2 12 2 16 1 c 0.000500053285715809
dec 2 12 2 18 0 s 0.269663421443253
dec 2 12 2 18 1 c 0.00339588963987662
dec 2 12 2 18 3 s 5.83164622670432e-05
dec 2 09 3 16 0 s 0.651592599406065
dec 2 09 3 18 0 s 0.332947041994079
dec 2 11 3 16 0 s 0.534693155652835
dec 2 11 3 18 0 s 0.271602295701935
dec 2 11 3 18 1 c 0.00267564300481839
dec 2 12 3 16 0 s 0.49485685235942
dec 2 12 3 18 0 s 0.30030678966143
dec 2 12 3 18 1 c 0.0189822449221902
dec 3 09 1 16 0 s 0.675013171384877
dec 3 09 1 18 0 s 0.294210347481697
dec 3 10 1 16 0 s 0.416918257550563
dec 3 10 1 18 0 s 0.196401707332092
dec 3 11 1 16 0 s 0.493422713888056
dec 3 11 1 18 0 s 0.226144914221354
dec 3 12 1 16 0 s 0.359943354676514
dec 3 12 1 16 1 t 0.000174558074472905
dec 3 12 1 16 1 c 0.0002023579862089
dec 3 12 1 18 0 s 0.20787951098961
dec 3 12 1 18 1 c 0.00265762314119988
dec 3 09 2 16 0 s 0.633774965611277
dec 3 09 2 18 0 s 0.304224299324565
dec 3 10 2 16 0 s 0.602609669980389
dec 3 10 2 18 0 s 0.327015585763157
dec 3 11 2 16 0 s 0.662953508731293
dec 3 11 2 18 0 s 0.29063275295497
dec 3 12 2 16 0 s 0.46092253699547
dec 3 12 2 16 1 c 0.00127098455114719
dec 3 12 2 18 0 s 0.26253175519989
dec 3 12 2 18 1 c 0.0031046632734949
dec 3 09 3 16 0 s 0.51707715015678
dec 3 09 3 18 0 s 0.26874592944905
dec 3 11 3 16 0 s 0.59708039049397
dec 3 11 3 18 0 s 0.24991961816288
dec 3 12 3 16 0 s 0.471889796257218
dec 3 12 3 16 1 c 0.00139378079299004
dec 3 12 3 18 0 s 0.272750005364709
dec 3 12 3 18 1 c 0.00394746758178669
dec 4 09 1 16 0 s 0.51707715015678
dec 4 09 1 18 0 s 0.26874592944905
dec 4 10 1 16 0 s 0.630876409651539
dec 4 10 1 18 0 s 0.302010587056017
dec 4 11 1 16 0 s 0.574031454736755
dec 4 11 1 18 0 s 0.292629286612098
dec 4 12 1 16 0 s 0.438693056610987
dec 4 12 1 16 1 t 0.00106538561006083
dec 4 12 1 16 1 c 0.000486980639328979
dec 4 12 1 18 0 s 0.246155089423421
dec 4 12 1 18 1 c 0.0039459390255756
dec 4 09 2 16 0 s 0.655888685297566
dec 4 09 2 18 0 s 0.295829482440588
dec 4 10 2 16 0 s 0.65264688352216
dec 4 10 2 18 0 s 0.321453511654579
dec 4 11 2 16 0 s 0.575066463524048
dec 4 11 2 18 0 s 0.283643181717232
dec 4 12 2 16 0 s 0.46104149540792
dec 4 12 2 16 1 t 0.000106883789259192
dec 4 12 2 16 1 c 0.000692673232659608
dec 4 12 2 18 0 s 0.267144331218423
dec 4 12 2 18 1 c 0.00522555613266912
dec 4 09 3 16 0 s 0.444449828558065
dec 4 09 3 16 1 c 0.00122327478996167
dec 4 09 3 18 0 s 0.25181391201012
dec 4 09 3 18 1 c 0.0012843848066373
dec 4 11 3 16 0 s 0.569623386468247
dec 4 11 3 18 0 s 0.307284190086354
dec 4 12 3 16 0 s 0.435711176047398
dec 4 12 3 16 1 c 0.00114019618272591
dec 4 12 3 18 0 s 0.251207238730475
dec 4 12 3 18 1 c 0.00265143435744768
dec 5 09 1 16 0 s 0.600316361516939
dec 5 09 1 18 0 s 0.29338658753012
dec 5 10 1 16 0 s 0.661196127931439
dec 5 10 1 18 0 s 0.295810845718049
dec 5 11 1 16 0 s 0.459597903167286
dec 5 11 1 18 0 s 0.240442508180751
dec 5 11 1 18 1 c 0.00269066944214098
dec 5 12 1 16 0 s 0.397961529557741
dec 5 12 1 16 1 t 0.00130995134110543
dec 5 12 1 16 1 c 0.000546200627345616
dec 5 12 1 18 0 s 0.246921886115288
dec 5 12 1 18 1 c 0.00423321471330727
dec 5 12 1 18 2 s 0.000809135526065313
dec 5 09 2 16 0 s 0.647591852732837
dec 5 09 2 18 0 s 0.288523077456571
dec 5 10 2 16 0 s 0.63759312503617
dec 5 10 2 18 0 s 0.308252143175741
dec 5 11 2 16 0 s 0.441497344998853
dec 5 11 2 16 1 c 0.000881217521261324
dec 5 11 2 16 1 c 0.000429496628821984
dec 5 11 2 18 0 s 0.251545900372452
dec 5 12 2 16 0 s 0.451155799285282
dec 5 12 2 16 1 c 0.00122873470464763
dec 5 12 2 18 0 s 0.263367329013701
dec 5 12 2 18 1 c 0.00222877513790379
dec 5 09 3 16 0 s 0.65262427719945
dec 5 09 3 18 0 s 0.303798092689042
dec 5 11 3 16 0 s 0.697742597380106
dec 5 11 3 18 0 s 0.29223848625382
dec 5 12 3 16 0 s 0.383229791853998
dec 5 12 3 16 1 t 0.00109763813709308
dec 5 12 3 16 1 c 0.000603950615770387
dec 5 12 3 18 0 s 0.234477732850476
dec 5 12 3 18 1 t 0.000281682776056262
dec 5 12 3 18 1 c 0.00397966883796796
dec 5 12 3 18 2 s 0.000960161870386135
dol 1 09 1 16 0 s 0.615617134661458
dol 1 09 1 18 0 s 0.384382865338542
dol 1 10 1 16 0 s 0.647025225250205
dol 1 10 1 18 0 s 0.301341531927773
dol 1 11 1 16 0 s 0.619131867257356
dol 1 11 1 18 0 s 0.266519414836973
dol 1 11 1 18 1 c 0.00649329974150695
dol 1 12 1 16 0 s 0.443806583102856
dol 1 12 1 16 1 t 0.00241772285638194
dol 1 12 1 16 1 c 0.00173125335938658
dol 1 12 1 18 0 s 0.257192735866532
dol 1 12 1 18 1 c 0.0106893691888413
dol 1 09 2 16 0 s 0.650471969249682
dol 1 09 2 18 0 s 0.349528030750319
dol 1 10 2 16 0 s 0.608188387254312
dol 1 10 2 18 0 s 0.297007052516799
dol 1 10 2 18 1 c 0.00560849498897155
dol 1 11 2 16 0 s 0.594464761329224
dol 1 11 2 18 0 s 0.254100373738257
dol 1 11 2 18 1 c 0.00369863936140137
dol 1 12 2 16 0 s 0.392520404045173
dol 1 12 2 16 1 t 0.00109514166440946
dol 1 12 2 16 1 c 0.000997018050952673
dol 1 12 2 18 0 s 0.227336454227145
dol 1 12 2 18 1 t 0.000352053022956661
dol 1 12 2 18 1 c 0.00751263565221786
dol 1 11 3 16 0 s 0.611265516552587
dol 1 11 3 18 0 s 0.275828792331898
dol 1 11 3 18 1 c 0.0102974842894537
dol 1 12 3 16 0 s 0.407450918031873
dol 1 12 3 16 1 t 0.00153468912031543
dol 1 12 3 16 1 c 0.000753781686255232
dol 1 12 3 18 0 s 0.235646948199294
dol 1 12 3 18 1 c 0.011171787006353
dol 1 12 3 18 2 s 0.000888569799957777
dol 2 10 1 16 0 s 0.58367125477562
dol 2 10 1 18 0 s 0.275541088860248
dol 2 11 1 16 0 s 0.52892468049837
dol 2 11 1 18 0 s 0.272098924542668
dol 2 11 1 18 1 c 0.00832238531744376
dol 2 12 1 16 0 s 0.403376549412123
dol 2 12 1 16 1 t 0.00102812028384204
dol 2 12 1 16 1 c 0.000253774355583073
dol 2 12 1 18 0 s 0.235242108690634
dol 2 12 1 18 1 c 0.00928429025386428
dol 2 10 2 16 0 s 0.638470418645783
dol 2 10 2 18 0 s 0.272501391130236
dol 2 11 2 16 0 s 0.579600390567783
dol 2 11 2 18 0 s 0.282154684459459
dol 2 11 2 18 1 c 0.00962450597950472
dol 2 11 2 18 3 s 3.89940980127409e-05
dol 2 12 2 16 0 s 0.393853132153998
dol 2 12 2 16 1 t 0.000844769272318147
dol 2 12 2 16 1 c 0.00033365369369133
dol 2 12 2 18 0 s 0.220682021394011
dol 2 12 2 18 1 c 0.0133629609630149
dol 2 11 3 16 0 s 0.623275420885414
dol 2 11 3 16 1 c 4.31766697887775e-05
dol 2 11 3 18 0 s 0.268393213728251
dol 2 11 3 18 1 t 3.52540876476116e-05
dol 2 11 3 18 1 c 0.00959018544698961
dol 2 11 3 18 2 s 8.07255763665676e-05
dol 2 12 3 16 0 s 0.403012360175908
dol 2 12 3 16 1 t 0.000978121462931565
dol 2 12 3 16 1 c 0.000476297667871356
dol 2 12 3 18 0 s 0.229759433160227
dol 2 12 3 18 1 t 0.000606239985759177
dol 2 12 3 18 1 c 0.0146435077655634
dol 3 10 1 16 0 s 0.383174492056647
dol 3 10 1 18 0 s 0.148738157441485
dol 3 11 1 16 0 s 0.631450312093404
dol 3 11 1 16 1 c 0.0115398997818242
dol 3 11 1 18 0 s 0.290554446603542
dol 3 11 1 18 1 t 5.08563847591955e-05
dol 3 11 1 18 1 c 0.0129158820689016
dol 3 11 1 18 3 s 6.08568635436138e-05
dol 3 12 1 16 0 s 0.480208894894595
dol 3 12 1 16 1 t 0.000133226122344931
dol 3 12 1 16 1 c 0.00102653129576431
dol 3 12 1 18 0 s 0.266339686902671
dol 3 12 1 18 1 c 0.0110951618824688
dol 3 10 2 16 0 s 0.635180508381629
dol 3 10 2 16 1 t 0.000100996685777315
dol 3 10 2 18 0 s 0.249244440966697
dol 3 10 2 18 1 c 0.00818541471100694
dol 3 11 2 16 0 s 0.399392952621311
dol 3 11 2 16 1 t 0.000122692699409626
dol 3 11 2 16 1 c 0.00361934951256509
dol 3 11 2 18 0 s 0.195759622085718
dol 3 11 2 18 0 s 0.000373319533969685
dol 3 11 2 18 1 c 0.0108289590149259
dol 3 11 2 18 2 s 2.85128540366859e-05
dol 3 12 2 16 0 s 0.387720070283045
dol 3 12 2 16 1 t 0.001068211147108
dol 3 12 2 16 1 c 0.000949470888387912
dol 3 12 2 18 0 s 0.219518143337813
dol 3 12 2 18 1 t 1.20827457839149e-05
dol 3 12 2 18 1 c 0.00982110935794419
dol 3 11 3 16 0 s 0.591862923187742
dol 3 11 3 18 0 s 0.264621451891412
dol 3 11 3 18 1 c 0.00344327653925676
dol 3 12 3 16 0 s 0.325534410176698
dol 3 12 3 16 1 t 0.0010721916569896
dol 3 12 3 16 1 c 0.000814045892485994
dol 3 12 3 18 0 s 0.184933350148879
dol 3 12 3 18 1 c 0.00691116912141582
dol 3 12 3 18 2 s 0.000729720979734854
dol 4 10 1 16 0 s 0.633406445021355
dol 4 10 1 18 0 s 0.274795918251894
dol 4 10 1 18 1 c 0.0171951930391192
dol 4 11 1 16 0 s 0.671343691623514
dol 4 11 1 18 0 s 0.291898569975782
dol 4 11 1 18 1 c 0.0183722967844269
dol 4 12 1 16 0 s 0.336131829441994
dol 4 12 1 16 1 t 0.00107120584073587
dol 4 12 1 16 1 c 0.000956769669640706
dol 4 12 1 18 0 s 0.188702888181015
dol 4 12 1 18 1 c 0.00523628057347475
dol 4 12 1 18 2 s 0.000875008879779142
dol 4 10 2 16 0 s 0.65057418299242
dol 4 10 2 18 0 s 0.271637727692083
dol 4 10 2 18 1 c 0.0138501573162838
dol 4 11 2 16 0 s 0.455084451181649
dol 4 11 2 16 1 c 0.000638932042085468
dol 4 11 2 18 0 s 0.256532551938218
dol 4 11 2 18 1 c 0.0108423813426658
dol 4 12 2 16 0 s 0.336812911795135
dol 4 12 2 16 1 t 0.000999227181601026
dol 4 12 2 16 1 c 0.00076214490852152
dol 4 12 2 18 0 s 0.195932988573805
dol 4 12 2 18 1 t 0.00102315119402722
dol 4 12 2 18 1 c 0.00613797032268263
dol 4 12 2 18 2 s 0.000920390588813124
dol 4 11 3 16 0 s 0.590252039933929
dol 4 11 3 16 1 t 0.0175763298446419
dol 4 11 3 16 1 t 0.00182601802019192
dol 4 11 3 18 0 s 0.250001770806644
dol 4 11 3 18 1 c 0.01427730172006
dol 4 12 3 16 0 s 0.342465268566808
dol 4 12 3 16 1 t 0.00120980457451587
dol 4 12 3 16 1 c 0.000458532214653676
dol 4 12 3 18 0 s 0.195172461416476
dol 4 12 3 18 1 c 0.0112506762599567
dol 4 12 3 18 2 s 0.000584117555899308
dol 5 10 1 16 0 s 0.469308108726515
dol 5 10 1 16 1 c 0.00067940336182869
dol 5 10 1 18 0 s 0.216252940113382
dol 5 10 1 18 1 c 0.0119786055990222
dol 5 11 1 16 0 s 0.591555335753398
dol 5 11 1 18 0 s 0.297437587293195
dol 5 11 1 18 1 c 0.00849326149395578
dol 5 12 1 16 0 s 0.370246419936034
dol 5 12 1 16 1 t 0.00114825479322677
dol 5 12 1 16 1 c 0.000761286719651471
dol 5 12 1 18 0 s 0.207090385512161
dol 5 12 1 18 1 c 0.00385183600344709
dol 5 10 2 16 0 s 0.595511154273606
dol 5 10 2 18 0 s 0.249451660382362
dol 5 10 2 18 1 c 0.0104354055911332
dol 5 11 2 16 0 s 0.435743605626155
dol 5 11 2 16 1 c 0.000787033417824355
dol 5 11 2 18 0 s 0.211710791810315
dol 5 11 2 18 1 c 0.00538973090457882
dol 5 12 2 16 0 s 0.306154841294038
dol 5 12 2 16 1 t 0.00310997096389168
dol 5 12 2 16 1 c 0.00207501806197569
dol 5 12 2 18 0 s 0.167492791522822
dol 5 12 2 18 1 t 0.000268118413270267
dol 5 12 2 18 1 c 0.00484137948706424
dol 5 12 2 18 2 s 0.00118231331961746
dol 5 11 3 16 0 s 0.428839453750409
dol 5 11 3 16 1 c 0.000597466491816922
dol 5 11 3 16 1 c 0.000797849540721351
dol 5 11 3 18 0 s 0.198726474051129
dol 5 11 3 18 1 c 0.00757758380426169
dol 5 12 3 16 0 s 0.313545098385122
dol 5 12 3 16 1 t 0.00307134235790783
dol 5 12 3 16 1 c 0.00194665879796789
dol 5 12 3 18 0 s 0.170967657543433
dol 5 12 3 18 1 t 0.00028364780873123
dol 5 12 3 18 1 c 0.00457586912034974
dol 5 12 3 18 2 s 0.00126457890211029
lim 1 09 1 16 0 s 0.556473116770099
lim 1 09 1 16 1 t 0.0106572066912194
lim 1 09 1 16 1 c 0.00378899978400421
lim 1 09 1 18 0 s 0.125747124281615
lim 1 09 1 18 1 t 0.0186650959021295
lim 1 09 1 18 1 c 0.0864878415354707
lim 1 10 1 16 0 s 0.631076531027351
lim 1 10 1 18 0 s 0.310444684901951
lim 1 10 1 18 1 c 0.0252343419972028
lim 1 11 1 16 0 s 0.462502354799349
lim 1 11 1 16 1 c 0.00132318462427242
lim 1 11 1 18 0 s 0.270079608339414
lim 1 11 1 18 1 c 0.0196374809721641
lim 1 12 1 16 0 s 0.556921357237154
lim 1 12 1 18 0 s 0.33117920694736
lim 1 12 1 18 1 c 0.0270603815169433
lim 1 09 2 16 0 s 0.0876100023267046
lim 1 09 2 18 0 s 0.0552951337682645
lim 1 10 2 16 0 s 0.621958158267459
lim 1 10 2 18 0 s 0.300478462612931
lim 1 10 2 18 1 c 0.0282712086560727
lim 1 11 2 16 0 s 0.585871572372924
lim 1 11 2 16 1 c 0.00325931224119461
lim 1 11 2 18 0 s 0.291028268566562
lim 1 11 2 18 1 c 0.0205798283662426
lim 1 12 2 16 0 s 0.405023914484137
lim 1 12 2 16 1 t 0.00297235460357972
lim 1 12 2 16 1 c 0.00061185605159266
lim 1 12 2 18 0 s 0.234444219552452
lim 1 12 2 18 1 c 0.00343794197063582
lim 1 09 3 16 0 s 0.620965985145714
lim 1 09 3 18 0 s 0.378497644882204
lim 1 11 3 16 0 s 0.528645777997232
lim 1 11 3 16 1 c 0.00206085863723113
lim 1 11 3 18 0 s 0.30253239884274
lim 1 11 3 18 1 c 0.0216453449721343
lim 1 12 3 16 0 s 0.492128438732969
lim 1 12 3 18 0 s 0.294901961171856
lim 1 12 3 18 1 c 0.021704738178145
lim 2 09 1 16 0 s 0.635874789634305
lim 2 09 1 18 0 s 0.309885319089805
lim 2 10 1 16 0 s 0.632204103092841
lim 2 10 1 18 0 s 0.304273701123352
lim 2 10 1 18 1 c 0.0268369226655025
lim 2 11 1 16 0 s 0.473019036048668
lim 2 11 1 18 0 s 0.282859412282923
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