Classwork 6

Author

Diya Bijoy

Published

October 7, 2025

library(tidyverse)
── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr     1.1.4     ✔ readr     2.1.5
✔ forcats   1.0.0     ✔ stringr   1.5.1
✔ ggplot2   4.0.0     ✔ tibble    3.3.0
✔ lubridate 1.9.4     ✔ tidyr     1.3.1
✔ purrr     1.1.0     
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag()    masks stats::lag()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
library(mosaic) # Our trusted friend
Registered S3 method overwritten by 'mosaic':
  method                           from   
  fortify.SpatialPolygonsDataFrame ggplot2

The 'mosaic' package masks several functions from core packages in order to add 
additional features.  The original behavior of these functions should not be affected by this.

Attaching package: 'mosaic'

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    mean

The following objects are masked from 'package:dplyr':

    count, do, tally

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    cross

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    stat

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    binom.test, cor, cor.test, cov, fivenum, IQR, median, prop.test,
    quantile, sd, t.test, var

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    max, mean, min, prod, range, sample, sum
library(skimr)

Attaching package: 'skimr'

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    n_missing
library(ggformula) # Formula interface to ggplot2
library(vcd) # Michael Friendly's package, Visualizing Categorical
Loading required package: grid

Attaching package: 'vcd'

The following object is masked from 'package:mosaic':

    mplot
library(vcdExtra) # Categorical Data Sets
Loading required package: gnm

Attaching package: 'gnm'

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    barley


Attaching package: 'vcdExtra'

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    summarise
library(resampledata) # More datasets

Attaching package: 'resampledata'

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    TV

The following object is masked from 'package:datasets':

    Titanic
library(visStatistics) # Comprehensive all-in-one stats viz/test package
library(ggmosaic) # Tidy Mosaic Plots

Attaching package: 'ggmosaic'

The following objects are masked from 'package:vcd':

    mosaic, spine
library(ggpubr) # Colours, Themes and new geometries in ggplot
##
library(janitor) # Data Cleaning and Tidying

Attaching package: 'janitor'

The following objects are masked from 'package:stats':

    chisq.test, fisher.test
library(visdat) # Visualize whole dataframes for missing data
library(naniar) # Clean missing data

Attaching package: 'naniar'

The following object is masked from 'package:skimr':

    n_complete
library(DT) # Interactive Tables for our data
library(tinytable) # Elegant Tables for our data

Attaching package: 'tinytable'

The following object is masked from 'package:ggplot2':

    theme_void
library(ggrepel) # Repelling Text Labels in ggplot
library(marquee) # Marquee Text in ggplot
Arthritis %>% class()
[1] "data.frame"
vcd::structable(data = Arthritis, Improved ~ Treatment)
          Improved None Some Marked
Treatment                          
Placebo              29    7      7
Treated              13    7     21
vcd::structable(data = Arthritis, Improved ~ Treatment) %>% 
  as.matrix() %>% # Convert to matrix; 
  addmargins() %>% # Add margins to the table; matrix output
  class() 
[1] "matrix" "array" 
vcd::structable(data = Arthritis, Improved ~ Treatment) %>% 
  as.matrix() %>% # Convert to matrix;
  addmargins() %>% # Add margins to the table; matrix output
  as_tibble(rownames = "Treatment") # Convert to tibble; ensure row names!
# A tibble: 3 × 5
  Treatment  None  Some Marked   Sum
  <chr>     <dbl> <dbl>  <dbl> <dbl>
1 Placebo      29     7      7    43
2 Treated      13     7     21    41
3 Sum          42    14     28    84
arthritis_table <- vcd::structable(Improved ~ Treatment,
                                   data = Arthritis)
arthritis_table
          Improved None Some Marked
Treatment                          
Placebo              29    7      7
Treated              13    7     21
vcd::mosaic(arthritis_table)

vcd::mosaic(arthritis_table, 
            gp = shading_max, direction = "v",
            main = "Arthritis Treatment Dataset",
labeling = labeling_border(
                varnames = c("F", "F"), # Remove variable name labels
                rot_labels = c(90,0,0,0), #t,r,b,l
                just_labels = c("left", 
                                "left", 
                                "left", 
                                "right"))) # How?

# library(ggmosaic)
data("titanic", package = "ggmosaic")
titanic
     Class    Sex   Age Survived
1      3rd   Male Child       No
2      3rd   Male Child       No
3      3rd   Male Child       No
4      3rd   Male Child       No
5      3rd   Male Child       No
6      3rd   Male Child       No
7      3rd   Male Child       No
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10     3rd   Male Child       No
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12     3rd   Male Child       No
13     3rd   Male Child       No
14     3rd   Male Child       No
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18     3rd   Male Child       No
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20     3rd   Male Child       No
21     3rd   Male Child       No
22     3rd   Male Child       No
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25     3rd   Male Child       No
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27     3rd   Male Child       No
28     3rd   Male Child       No
29     3rd   Male Child       No
30     3rd   Male Child       No
31     3rd   Male Child       No
32     3rd   Male Child       No
33     3rd   Male Child       No
34     3rd   Male Child       No
35     3rd   Male Child       No
36     3rd Female Child       No
37     3rd Female Child       No
38     3rd Female Child       No
39     3rd Female Child       No
40     3rd Female Child       No
41     3rd Female Child       No
42     3rd Female Child       No
43     3rd Female Child       No
44     3rd Female Child       No
45     3rd Female Child       No
46     3rd Female Child       No
47     3rd Female Child       No
48     3rd Female Child       No
49     3rd Female Child       No
50     3rd Female Child       No
51     3rd Female Child       No
52     3rd Female Child       No
53     1st   Male Adult       No
54     1st   Male Adult       No
55     1st   Male Adult       No
56     1st   Male Adult       No
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597    3rd   Male Adult       No
598    3rd   Male Adult       No
599    3rd   Male Adult       No
600    3rd   Male Adult       No
601    3rd   Male Adult       No
602    3rd   Male Adult       No
603    3rd   Male Adult       No
604    3rd   Male Adult       No
605    3rd   Male Adult       No
606    3rd   Male Adult       No
607    3rd   Male Adult       No
608    3rd   Male Adult       No
609    3rd   Male Adult       No
610    3rd   Male Adult       No
611    3rd   Male Adult       No
612    3rd   Male Adult       No
613    3rd   Male Adult       No
614    3rd   Male Adult       No
615    3rd   Male Adult       No
616    3rd   Male Adult       No
617    3rd   Male Adult       No
618    3rd   Male Adult       No
619    3rd   Male Adult       No
620    3rd   Male Adult       No
621    3rd   Male Adult       No
622    3rd   Male Adult       No
623    3rd   Male Adult       No
624    3rd   Male Adult       No
625    3rd   Male Adult       No
626    3rd   Male Adult       No
627    3rd   Male Adult       No
628    3rd   Male Adult       No
629    3rd   Male Adult       No
630    3rd   Male Adult       No
631    3rd   Male Adult       No
632    3rd   Male Adult       No
633    3rd   Male Adult       No
634    3rd   Male Adult       No
635    3rd   Male Adult       No
636    3rd   Male Adult       No
637    3rd   Male Adult       No
638    3rd   Male Adult       No
639    3rd   Male Adult       No
640    3rd   Male Adult       No
641    3rd   Male Adult       No
642    3rd   Male Adult       No
643    3rd   Male Adult       No
644    3rd   Male Adult       No
645    3rd   Male Adult       No
646    3rd   Male Adult       No
647    3rd   Male Adult       No
648    3rd   Male Adult       No
649    3rd   Male Adult       No
650    3rd   Male Adult       No
651    3rd   Male Adult       No
652    3rd   Male Adult       No
653    3rd   Male Adult       No
654    3rd   Male Adult       No
655    3rd   Male Adult       No
656    3rd   Male Adult       No
657    3rd   Male Adult       No
658    3rd   Male Adult       No
659    3rd   Male Adult       No
660    3rd   Male Adult       No
661    3rd   Male Adult       No
662    3rd   Male Adult       No
663    3rd   Male Adult       No
664    3rd   Male Adult       No
665    3rd   Male Adult       No
666    3rd   Male Adult       No
667    3rd   Male Adult       No
668    3rd   Male Adult       No
669    3rd   Male Adult       No
670    3rd   Male Adult       No
671    3rd   Male Adult       No
672    3rd   Male Adult       No
673    3rd   Male Adult       No
674    3rd   Male Adult       No
675    3rd   Male Adult       No
676    3rd   Male Adult       No
677    3rd   Male Adult       No
678    3rd   Male Adult       No
679    3rd   Male Adult       No
680    3rd   Male Adult       No
681    3rd   Male Adult       No
682    3rd   Male Adult       No
683    3rd   Male Adult       No
684    3rd   Male Adult       No
685    3rd   Male Adult       No
686    3rd   Male Adult       No
687    3rd   Male Adult       No
688    3rd   Male Adult       No
689    3rd   Male Adult       No
690    3rd   Male Adult       No
691    3rd   Male Adult       No
692    3rd   Male Adult       No
693    3rd   Male Adult       No
694    3rd   Male Adult       No
695    3rd   Male Adult       No
696    3rd   Male Adult       No
697    3rd   Male Adult       No
698    3rd   Male Adult       No
699    3rd   Male Adult       No
700    3rd   Male Adult       No
701    3rd   Male Adult       No
702    3rd   Male Adult       No
703    3rd   Male Adult       No
704    3rd   Male Adult       No
705    3rd   Male Adult       No
706    3rd   Male Adult       No
707    3rd   Male Adult       No
708    3rd   Male Adult       No
709    3rd   Male Adult       No
710    3rd   Male Adult       No
711    3rd   Male Adult       No
712   Crew   Male Adult       No
713   Crew   Male Adult       No
714   Crew   Male Adult       No
715   Crew   Male Adult       No
716   Crew   Male Adult       No
717   Crew   Male Adult       No
718   Crew   Male Adult       No
719   Crew   Male Adult       No
720   Crew   Male Adult       No
721   Crew   Male Adult       No
722   Crew   Male Adult       No
723   Crew   Male Adult       No
724   Crew   Male Adult       No
725   Crew   Male Adult       No
726   Crew   Male Adult       No
727   Crew   Male Adult       No
728   Crew   Male Adult       No
729   Crew   Male Adult       No
730   Crew   Male Adult       No
731   Crew   Male Adult       No
732   Crew   Male Adult       No
733   Crew   Male Adult       No
734   Crew   Male Adult       No
735   Crew   Male Adult       No
736   Crew   Male Adult       No
737   Crew   Male Adult       No
738   Crew   Male Adult       No
739   Crew   Male Adult       No
740   Crew   Male Adult       No
741   Crew   Male Adult       No
742   Crew   Male Adult       No
743   Crew   Male Adult       No
744   Crew   Male Adult       No
745   Crew   Male Adult       No
746   Crew   Male Adult       No
747   Crew   Male Adult       No
748   Crew   Male Adult       No
749   Crew   Male Adult       No
750   Crew   Male Adult       No
751   Crew   Male Adult       No
752   Crew   Male Adult       No
753   Crew   Male Adult       No
754   Crew   Male Adult       No
755   Crew   Male Adult       No
756   Crew   Male Adult       No
757   Crew   Male Adult       No
758   Crew   Male Adult       No
759   Crew   Male Adult       No
760   Crew   Male Adult       No
761   Crew   Male Adult       No
762   Crew   Male Adult       No
763   Crew   Male Adult       No
764   Crew   Male Adult       No
765   Crew   Male Adult       No
766   Crew   Male Adult       No
767   Crew   Male Adult       No
768   Crew   Male Adult       No
769   Crew   Male Adult       No
770   Crew   Male Adult       No
771   Crew   Male Adult       No
772   Crew   Male Adult       No
773   Crew   Male Adult       No
774   Crew   Male Adult       No
775   Crew   Male Adult       No
776   Crew   Male Adult       No
777   Crew   Male Adult       No
778   Crew   Male Adult       No
779   Crew   Male Adult       No
780   Crew   Male Adult       No
781   Crew   Male Adult       No
782   Crew   Male Adult       No
783   Crew   Male Adult       No
784   Crew   Male Adult       No
785   Crew   Male Adult       No
786   Crew   Male Adult       No
787   Crew   Male Adult       No
788   Crew   Male Adult       No
789   Crew   Male Adult       No
790   Crew   Male Adult       No
791   Crew   Male Adult       No
792   Crew   Male Adult       No
793   Crew   Male Adult       No
794   Crew   Male Adult       No
795   Crew   Male Adult       No
796   Crew   Male Adult       No
797   Crew   Male Adult       No
798   Crew   Male Adult       No
799   Crew   Male Adult       No
800   Crew   Male Adult       No
801   Crew   Male Adult       No
802   Crew   Male Adult       No
803   Crew   Male Adult       No
804   Crew   Male Adult       No
805   Crew   Male Adult       No
806   Crew   Male Adult       No
807   Crew   Male Adult       No
808   Crew   Male Adult       No
809   Crew   Male Adult       No
810   Crew   Male Adult       No
811   Crew   Male Adult       No
812   Crew   Male Adult       No
813   Crew   Male Adult       No
814   Crew   Male Adult       No
815   Crew   Male Adult       No
816   Crew   Male Adult       No
817   Crew   Male Adult       No
818   Crew   Male Adult       No
819   Crew   Male Adult       No
820   Crew   Male Adult       No
821   Crew   Male Adult       No
822   Crew   Male Adult       No
823   Crew   Male Adult       No
824   Crew   Male Adult       No
825   Crew   Male Adult       No
826   Crew   Male Adult       No
827   Crew   Male Adult       No
828   Crew   Male Adult       No
829   Crew   Male Adult       No
830   Crew   Male Adult       No
831   Crew   Male Adult       No
832   Crew   Male Adult       No
833   Crew   Male Adult       No
834   Crew   Male Adult       No
835   Crew   Male Adult       No
836   Crew   Male Adult       No
837   Crew   Male Adult       No
838   Crew   Male Adult       No
839   Crew   Male Adult       No
840   Crew   Male Adult       No
841   Crew   Male Adult       No
842   Crew   Male Adult       No
843   Crew   Male Adult       No
844   Crew   Male Adult       No
845   Crew   Male Adult       No
846   Crew   Male Adult       No
847   Crew   Male Adult       No
848   Crew   Male Adult       No
849   Crew   Male Adult       No
850   Crew   Male Adult       No
851   Crew   Male Adult       No
852   Crew   Male Adult       No
853   Crew   Male Adult       No
854   Crew   Male Adult       No
855   Crew   Male Adult       No
856   Crew   Male Adult       No
857   Crew   Male Adult       No
858   Crew   Male Adult       No
859   Crew   Male Adult       No
860   Crew   Male Adult       No
861   Crew   Male Adult       No
862   Crew   Male Adult       No
863   Crew   Male Adult       No
864   Crew   Male Adult       No
865   Crew   Male Adult       No
866   Crew   Male Adult       No
867   Crew   Male Adult       No
868   Crew   Male Adult       No
869   Crew   Male Adult       No
870   Crew   Male Adult       No
871   Crew   Male Adult       No
872   Crew   Male Adult       No
873   Crew   Male Adult       No
874   Crew   Male Adult       No
875   Crew   Male Adult       No
876   Crew   Male Adult       No
877   Crew   Male Adult       No
878   Crew   Male Adult       No
879   Crew   Male Adult       No
880   Crew   Male Adult       No
881   Crew   Male Adult       No
882   Crew   Male Adult       No
883   Crew   Male Adult       No
884   Crew   Male Adult       No
885   Crew   Male Adult       No
886   Crew   Male Adult       No
887   Crew   Male Adult       No
888   Crew   Male Adult       No
889   Crew   Male Adult       No
890   Crew   Male Adult       No
891   Crew   Male Adult       No
892   Crew   Male Adult       No
893   Crew   Male Adult       No
894   Crew   Male Adult       No
895   Crew   Male Adult       No
896   Crew   Male Adult       No
897   Crew   Male Adult       No
898   Crew   Male Adult       No
899   Crew   Male Adult       No
900   Crew   Male Adult       No
901   Crew   Male Adult       No
902   Crew   Male Adult       No
903   Crew   Male Adult       No
904   Crew   Male Adult       No
905   Crew   Male Adult       No
906   Crew   Male Adult       No
907   Crew   Male Adult       No
908   Crew   Male Adult       No
909   Crew   Male Adult       No
910   Crew   Male Adult       No
911   Crew   Male Adult       No
912   Crew   Male Adult       No
913   Crew   Male Adult       No
914   Crew   Male Adult       No
915   Crew   Male Adult       No
916   Crew   Male Adult       No
917   Crew   Male Adult       No
918   Crew   Male Adult       No
919   Crew   Male Adult       No
920   Crew   Male Adult       No
921   Crew   Male Adult       No
922   Crew   Male Adult       No
923   Crew   Male Adult       No
924   Crew   Male Adult       No
925   Crew   Male Adult       No
926   Crew   Male Adult       No
927   Crew   Male Adult       No
928   Crew   Male Adult       No
929   Crew   Male Adult       No
930   Crew   Male Adult       No
931   Crew   Male Adult       No
932   Crew   Male Adult       No
933   Crew   Male Adult       No
934   Crew   Male Adult       No
935   Crew   Male Adult       No
936   Crew   Male Adult       No
937   Crew   Male Adult       No
938   Crew   Male Adult       No
939   Crew   Male Adult       No
940   Crew   Male Adult       No
941   Crew   Male Adult       No
942   Crew   Male Adult       No
943   Crew   Male Adult       No
944   Crew   Male Adult       No
945   Crew   Male Adult       No
946   Crew   Male Adult       No
947   Crew   Male Adult       No
948   Crew   Male Adult       No
949   Crew   Male Adult       No
950   Crew   Male Adult       No
951   Crew   Male Adult       No
952   Crew   Male Adult       No
953   Crew   Male Adult       No
954   Crew   Male Adult       No
955   Crew   Male Adult       No
956   Crew   Male Adult       No
957   Crew   Male Adult       No
958   Crew   Male Adult       No
959   Crew   Male Adult       No
960   Crew   Male Adult       No
961   Crew   Male Adult       No
962   Crew   Male Adult       No
963   Crew   Male Adult       No
964   Crew   Male Adult       No
965   Crew   Male Adult       No
966   Crew   Male Adult       No
967   Crew   Male Adult       No
968   Crew   Male Adult       No
969   Crew   Male Adult       No
970   Crew   Male Adult       No
971   Crew   Male Adult       No
972   Crew   Male Adult       No
973   Crew   Male Adult       No
974   Crew   Male Adult       No
975   Crew   Male Adult       No
976   Crew   Male Adult       No
977   Crew   Male Adult       No
978   Crew   Male Adult       No
979   Crew   Male Adult       No
980   Crew   Male Adult       No
981   Crew   Male Adult       No
982   Crew   Male Adult       No
983   Crew   Male Adult       No
984   Crew   Male Adult       No
985   Crew   Male Adult       No
986   Crew   Male Adult       No
987   Crew   Male Adult       No
988   Crew   Male Adult       No
989   Crew   Male Adult       No
990   Crew   Male Adult       No
991   Crew   Male Adult       No
992   Crew   Male Adult       No
993   Crew   Male Adult       No
994   Crew   Male Adult       No
995   Crew   Male Adult       No
996   Crew   Male Adult       No
997   Crew   Male Adult       No
998   Crew   Male Adult       No
999   Crew   Male Adult       No
1000  Crew   Male Adult       No
1001  Crew   Male Adult       No
1002  Crew   Male Adult       No
1003  Crew   Male Adult       No
1004  Crew   Male Adult       No
1005  Crew   Male Adult       No
1006  Crew   Male Adult       No
1007  Crew   Male Adult       No
1008  Crew   Male Adult       No
1009  Crew   Male Adult       No
1010  Crew   Male Adult       No
1011  Crew   Male Adult       No
1012  Crew   Male Adult       No
1013  Crew   Male Adult       No
1014  Crew   Male Adult       No
1015  Crew   Male Adult       No
1016  Crew   Male Adult       No
1017  Crew   Male Adult       No
1018  Crew   Male Adult       No
1019  Crew   Male Adult       No
1020  Crew   Male Adult       No
1021  Crew   Male Adult       No
1022  Crew   Male Adult       No
1023  Crew   Male Adult       No
1024  Crew   Male Adult       No
1025  Crew   Male Adult       No
1026  Crew   Male Adult       No
1027  Crew   Male Adult       No
1028  Crew   Male Adult       No
1029  Crew   Male Adult       No
1030  Crew   Male Adult       No
1031  Crew   Male Adult       No
1032  Crew   Male Adult       No
1033  Crew   Male Adult       No
1034  Crew   Male Adult       No
1035  Crew   Male Adult       No
1036  Crew   Male Adult       No
1037  Crew   Male Adult       No
1038  Crew   Male Adult       No
1039  Crew   Male Adult       No
1040  Crew   Male Adult       No
1041  Crew   Male Adult       No
1042  Crew   Male Adult       No
1043  Crew   Male Adult       No
1044  Crew   Male Adult       No
1045  Crew   Male Adult       No
1046  Crew   Male Adult       No
1047  Crew   Male Adult       No
1048  Crew   Male Adult       No
1049  Crew   Male Adult       No
1050  Crew   Male Adult       No
1051  Crew   Male Adult       No
1052  Crew   Male Adult       No
1053  Crew   Male Adult       No
1054  Crew   Male Adult       No
1055  Crew   Male Adult       No
1056  Crew   Male Adult       No
1057  Crew   Male Adult       No
1058  Crew   Male Adult       No
1059  Crew   Male Adult       No
1060  Crew   Male Adult       No
1061  Crew   Male Adult       No
1062  Crew   Male Adult       No
1063  Crew   Male Adult       No
1064  Crew   Male Adult       No
1065  Crew   Male Adult       No
1066  Crew   Male Adult       No
1067  Crew   Male Adult       No
1068  Crew   Male Adult       No
1069  Crew   Male Adult       No
1070  Crew   Male Adult       No
1071  Crew   Male Adult       No
1072  Crew   Male Adult       No
1073  Crew   Male Adult       No
1074  Crew   Male Adult       No
1075  Crew   Male Adult       No
1076  Crew   Male Adult       No
1077  Crew   Male Adult       No
1078  Crew   Male Adult       No
1079  Crew   Male Adult       No
1080  Crew   Male Adult       No
1081  Crew   Male Adult       No
1082  Crew   Male Adult       No
1083  Crew   Male Adult       No
1084  Crew   Male Adult       No
1085  Crew   Male Adult       No
1086  Crew   Male Adult       No
1087  Crew   Male Adult       No
1088  Crew   Male Adult       No
1089  Crew   Male Adult       No
1090  Crew   Male Adult       No
1091  Crew   Male Adult       No
1092  Crew   Male Adult       No
1093  Crew   Male Adult       No
1094  Crew   Male Adult       No
1095  Crew   Male Adult       No
1096  Crew   Male Adult       No
1097  Crew   Male Adult       No
1098  Crew   Male Adult       No
1099  Crew   Male Adult       No
1100  Crew   Male Adult       No
1101  Crew   Male Adult       No
1102  Crew   Male Adult       No
1103  Crew   Male Adult       No
1104  Crew   Male Adult       No
1105  Crew   Male Adult       No
1106  Crew   Male Adult       No
1107  Crew   Male Adult       No
1108  Crew   Male Adult       No
1109  Crew   Male Adult       No
1110  Crew   Male Adult       No
1111  Crew   Male Adult       No
1112  Crew   Male Adult       No
1113  Crew   Male Adult       No
1114  Crew   Male Adult       No
1115  Crew   Male Adult       No
1116  Crew   Male Adult       No
1117  Crew   Male Adult       No
1118  Crew   Male Adult       No
1119  Crew   Male Adult       No
1120  Crew   Male Adult       No
1121  Crew   Male Adult       No
1122  Crew   Male Adult       No
1123  Crew   Male Adult       No
1124  Crew   Male Adult       No
1125  Crew   Male Adult       No
1126  Crew   Male Adult       No
1127  Crew   Male Adult       No
1128  Crew   Male Adult       No
1129  Crew   Male Adult       No
1130  Crew   Male Adult       No
1131  Crew   Male Adult       No
1132  Crew   Male Adult       No
1133  Crew   Male Adult       No
1134  Crew   Male Adult       No
1135  Crew   Male Adult       No
1136  Crew   Male Adult       No
1137  Crew   Male Adult       No
1138  Crew   Male Adult       No
1139  Crew   Male Adult       No
1140  Crew   Male Adult       No
1141  Crew   Male Adult       No
1142  Crew   Male Adult       No
1143  Crew   Male Adult       No
1144  Crew   Male Adult       No
1145  Crew   Male Adult       No
1146  Crew   Male Adult       No
1147  Crew   Male Adult       No
1148  Crew   Male Adult       No
1149  Crew   Male Adult       No
1150  Crew   Male Adult       No
1151  Crew   Male Adult       No
1152  Crew   Male Adult       No
1153  Crew   Male Adult       No
1154  Crew   Male Adult       No
1155  Crew   Male Adult       No
1156  Crew   Male Adult       No
1157  Crew   Male Adult       No
1158  Crew   Male Adult       No
1159  Crew   Male Adult       No
1160  Crew   Male Adult       No
1161  Crew   Male Adult       No
1162  Crew   Male Adult       No
1163  Crew   Male Adult       No
1164  Crew   Male Adult       No
1165  Crew   Male Adult       No
1166  Crew   Male Adult       No
1167  Crew   Male Adult       No
1168  Crew   Male Adult       No
1169  Crew   Male Adult       No
1170  Crew   Male Adult       No
1171  Crew   Male Adult       No
1172  Crew   Male Adult       No
1173  Crew   Male Adult       No
1174  Crew   Male Adult       No
1175  Crew   Male Adult       No
1176  Crew   Male Adult       No
1177  Crew   Male Adult       No
1178  Crew   Male Adult       No
1179  Crew   Male Adult       No
1180  Crew   Male Adult       No
1181  Crew   Male Adult       No
1182  Crew   Male Adult       No
1183  Crew   Male Adult       No
1184  Crew   Male Adult       No
1185  Crew   Male Adult       No
1186  Crew   Male Adult       No
1187  Crew   Male Adult       No
1188  Crew   Male Adult       No
1189  Crew   Male Adult       No
1190  Crew   Male Adult       No
1191  Crew   Male Adult       No
1192  Crew   Male Adult       No
1193  Crew   Male Adult       No
1194  Crew   Male Adult       No
1195  Crew   Male Adult       No
1196  Crew   Male Adult       No
1197  Crew   Male Adult       No
1198  Crew   Male Adult       No
1199  Crew   Male Adult       No
1200  Crew   Male Adult       No
1201  Crew   Male Adult       No
1202  Crew   Male Adult       No
1203  Crew   Male Adult       No
1204  Crew   Male Adult       No
1205  Crew   Male Adult       No
1206  Crew   Male Adult       No
1207  Crew   Male Adult       No
1208  Crew   Male Adult       No
1209  Crew   Male Adult       No
1210  Crew   Male Adult       No
1211  Crew   Male Adult       No
1212  Crew   Male Adult       No
1213  Crew   Male Adult       No
1214  Crew   Male Adult       No
1215  Crew   Male Adult       No
1216  Crew   Male Adult       No
1217  Crew   Male Adult       No
1218  Crew   Male Adult       No
1219  Crew   Male Adult       No
1220  Crew   Male Adult       No
1221  Crew   Male Adult       No
1222  Crew   Male Adult       No
1223  Crew   Male Adult       No
1224  Crew   Male Adult       No
1225  Crew   Male Adult       No
1226  Crew   Male Adult       No
1227  Crew   Male Adult       No
1228  Crew   Male Adult       No
1229  Crew   Male Adult       No
1230  Crew   Male Adult       No
1231  Crew   Male Adult       No
1232  Crew   Male Adult       No
1233  Crew   Male Adult       No
1234  Crew   Male Adult       No
1235  Crew   Male Adult       No
1236  Crew   Male Adult       No
1237  Crew   Male Adult       No
1238  Crew   Male Adult       No
1239  Crew   Male Adult       No
1240  Crew   Male Adult       No
1241  Crew   Male Adult       No
1242  Crew   Male Adult       No
1243  Crew   Male Adult       No
1244  Crew   Male Adult       No
1245  Crew   Male Adult       No
1246  Crew   Male Adult       No
1247  Crew   Male Adult       No
1248  Crew   Male Adult       No
1249  Crew   Male Adult       No
1250  Crew   Male Adult       No
1251  Crew   Male Adult       No
1252  Crew   Male Adult       No
1253  Crew   Male Adult       No
1254  Crew   Male Adult       No
1255  Crew   Male Adult       No
1256  Crew   Male Adult       No
1257  Crew   Male Adult       No
1258  Crew   Male Adult       No
1259  Crew   Male Adult       No
1260  Crew   Male Adult       No
1261  Crew   Male Adult       No
1262  Crew   Male Adult       No
1263  Crew   Male Adult       No
1264  Crew   Male Adult       No
1265  Crew   Male Adult       No
1266  Crew   Male Adult       No
1267  Crew   Male Adult       No
1268  Crew   Male Adult       No
1269  Crew   Male Adult       No
1270  Crew   Male Adult       No
1271  Crew   Male Adult       No
1272  Crew   Male Adult       No
1273  Crew   Male Adult       No
1274  Crew   Male Adult       No
1275  Crew   Male Adult       No
1276  Crew   Male Adult       No
1277  Crew   Male Adult       No
1278  Crew   Male Adult       No
1279  Crew   Male Adult       No
1280  Crew   Male Adult       No
1281  Crew   Male Adult       No
1282  Crew   Male Adult       No
1283  Crew   Male Adult       No
1284  Crew   Male Adult       No
1285  Crew   Male Adult       No
1286  Crew   Male Adult       No
1287  Crew   Male Adult       No
1288  Crew   Male Adult       No
1289  Crew   Male Adult       No
1290  Crew   Male Adult       No
1291  Crew   Male Adult       No
1292  Crew   Male Adult       No
1293  Crew   Male Adult       No
1294  Crew   Male Adult       No
1295  Crew   Male Adult       No
1296  Crew   Male Adult       No
1297  Crew   Male Adult       No
1298  Crew   Male Adult       No
1299  Crew   Male Adult       No
1300  Crew   Male Adult       No
1301  Crew   Male Adult       No
1302  Crew   Male Adult       No
1303  Crew   Male Adult       No
1304  Crew   Male Adult       No
1305  Crew   Male Adult       No
1306  Crew   Male Adult       No
1307  Crew   Male Adult       No
1308  Crew   Male Adult       No
1309  Crew   Male Adult       No
1310  Crew   Male Adult       No
1311  Crew   Male Adult       No
1312  Crew   Male Adult       No
1313  Crew   Male Adult       No
1314  Crew   Male Adult       No
1315  Crew   Male Adult       No
1316  Crew   Male Adult       No
1317  Crew   Male Adult       No
1318  Crew   Male Adult       No
1319  Crew   Male Adult       No
1320  Crew   Male Adult       No
1321  Crew   Male Adult       No
1322  Crew   Male Adult       No
1323  Crew   Male Adult       No
1324  Crew   Male Adult       No
1325  Crew   Male Adult       No
1326  Crew   Male Adult       No
1327  Crew   Male Adult       No
1328  Crew   Male Adult       No
1329  Crew   Male Adult       No
1330  Crew   Male Adult       No
1331  Crew   Male Adult       No
1332  Crew   Male Adult       No
1333  Crew   Male Adult       No
1334  Crew   Male Adult       No
1335  Crew   Male Adult       No
1336  Crew   Male Adult       No
1337  Crew   Male Adult       No
1338  Crew   Male Adult       No
1339  Crew   Male Adult       No
1340  Crew   Male Adult       No
1341  Crew   Male Adult       No
1342  Crew   Male Adult       No
1343  Crew   Male Adult       No
1344  Crew   Male Adult       No
1345  Crew   Male Adult       No
1346  Crew   Male Adult       No
1347  Crew   Male Adult       No
1348  Crew   Male Adult       No
1349  Crew   Male Adult       No
1350  Crew   Male Adult       No
1351  Crew   Male Adult       No
1352  Crew   Male Adult       No
1353  Crew   Male Adult       No
1354  Crew   Male Adult       No
1355  Crew   Male Adult       No
1356  Crew   Male Adult       No
1357  Crew   Male Adult       No
1358  Crew   Male Adult       No
1359  Crew   Male Adult       No
1360  Crew   Male Adult       No
1361  Crew   Male Adult       No
1362  Crew   Male Adult       No
1363  Crew   Male Adult       No
1364  Crew   Male Adult       No
1365  Crew   Male Adult       No
1366  Crew   Male Adult       No
1367  Crew   Male Adult       No
1368  Crew   Male Adult       No
1369  Crew   Male Adult       No
1370  Crew   Male Adult       No
1371  Crew   Male Adult       No
1372  Crew   Male Adult       No
1373  Crew   Male Adult       No
1374  Crew   Male Adult       No
1375  Crew   Male Adult       No
1376  Crew   Male Adult       No
1377  Crew   Male Adult       No
1378  Crew   Male Adult       No
1379  Crew   Male Adult       No
1380  Crew   Male Adult       No
1381  Crew   Male Adult       No
1382   1st Female Adult       No
1383   1st Female Adult       No
1384   1st Female Adult       No
1385   1st Female Adult       No
1386   2nd Female Adult       No
1387   2nd Female Adult       No
1388   2nd Female Adult       No
1389   2nd Female Adult       No
1390   2nd Female Adult       No
1391   2nd Female Adult       No
1392   2nd Female Adult       No
1393   2nd Female Adult       No
1394   2nd Female Adult       No
1395   2nd Female Adult       No
1396   2nd Female Adult       No
1397   2nd Female Adult       No
1398   2nd Female Adult       No
1399   3rd Female Adult       No
1400   3rd Female Adult       No
1401   3rd Female Adult       No
1402   3rd Female Adult       No
1403   3rd Female Adult       No
1404   3rd Female Adult       No
1405   3rd Female Adult       No
1406   3rd Female Adult       No
1407   3rd Female Adult       No
1408   3rd Female Adult       No
1409   3rd Female Adult       No
1410   3rd Female Adult       No
1411   3rd Female Adult       No
1412   3rd Female Adult       No
1413   3rd Female Adult       No
1414   3rd Female Adult       No
1415   3rd Female Adult       No
1416   3rd Female Adult       No
1417   3rd Female Adult       No
1418   3rd Female Adult       No
1419   3rd Female Adult       No
1420   3rd Female Adult       No
1421   3rd Female Adult       No
1422   3rd Female Adult       No
1423   3rd Female Adult       No
1424   3rd Female Adult       No
1425   3rd Female Adult       No
1426   3rd Female Adult       No
1427   3rd Female Adult       No
1428   3rd Female Adult       No
1429   3rd Female Adult       No
1430   3rd Female Adult       No
1431   3rd Female Adult       No
1432   3rd Female Adult       No
1433   3rd Female Adult       No
1434   3rd Female Adult       No
1435   3rd Female Adult       No
1436   3rd Female Adult       No
1437   3rd Female Adult       No
1438   3rd Female Adult       No
1439   3rd Female Adult       No
1440   3rd Female Adult       No
1441   3rd Female Adult       No
1442   3rd Female Adult       No
1443   3rd Female Adult       No
1444   3rd Female Adult       No
1445   3rd Female Adult       No
1446   3rd Female Adult       No
1447   3rd Female Adult       No
1448   3rd Female Adult       No
1449   3rd Female Adult       No
1450   3rd Female Adult       No
1451   3rd Female Adult       No
1452   3rd Female Adult       No
1453   3rd Female Adult       No
1454   3rd Female Adult       No
1455   3rd Female Adult       No
1456   3rd Female Adult       No
1457   3rd Female Adult       No
1458   3rd Female Adult       No
1459   3rd Female Adult       No
1460   3rd Female Adult       No
1461   3rd Female Adult       No
1462   3rd Female Adult       No
1463   3rd Female Adult       No
1464   3rd Female Adult       No
1465   3rd Female Adult       No
1466   3rd Female Adult       No
1467   3rd Female Adult       No
1468   3rd Female Adult       No
1469   3rd Female Adult       No
1470   3rd Female Adult       No
1471   3rd Female Adult       No
1472   3rd Female Adult       No
1473   3rd Female Adult       No
1474   3rd Female Adult       No
1475   3rd Female Adult       No
1476   3rd Female Adult       No
1477   3rd Female Adult       No
1478   3rd Female Adult       No
1479   3rd Female Adult       No
1480   3rd Female Adult       No
1481   3rd Female Adult       No
1482   3rd Female Adult       No
1483   3rd Female Adult       No
1484   3rd Female Adult       No
1485   3rd Female Adult       No
1486   3rd Female Adult       No
1487   3rd Female Adult       No
1488  Crew Female Adult       No
1489  Crew Female Adult       No
1490  Crew Female Adult       No
1491   1st   Male Child      Yes
1492   1st   Male Child      Yes
1493   1st   Male Child      Yes
1494   1st   Male Child      Yes
1495   1st   Male Child      Yes
1496   2nd   Male Child      Yes
1497   2nd   Male Child      Yes
1498   2nd   Male Child      Yes
1499   2nd   Male Child      Yes
1500   2nd   Male Child      Yes
1501   2nd   Male Child      Yes
1502   2nd   Male Child      Yes
1503   2nd   Male Child      Yes
1504   2nd   Male Child      Yes
1505   2nd   Male Child      Yes
1506   2nd   Male Child      Yes
1507   3rd   Male Child      Yes
1508   3rd   Male Child      Yes
1509   3rd   Male Child      Yes
1510   3rd   Male Child      Yes
1511   3rd   Male Child      Yes
1512   3rd   Male Child      Yes
1513   3rd   Male Child      Yes
1514   3rd   Male Child      Yes
1515   3rd   Male Child      Yes
1516   3rd   Male Child      Yes
1517   3rd   Male Child      Yes
1518   3rd   Male Child      Yes
1519   3rd   Male Child      Yes
1520   1st Female Child      Yes
1521   2nd Female Child      Yes
1522   2nd Female Child      Yes
1523   2nd Female Child      Yes
1524   2nd Female Child      Yes
1525   2nd Female Child      Yes
1526   2nd Female Child      Yes
1527   2nd Female Child      Yes
1528   2nd Female Child      Yes
1529   2nd Female Child      Yes
1530   2nd Female Child      Yes
1531   2nd Female Child      Yes
1532   2nd Female Child      Yes
1533   2nd Female Child      Yes
1534   3rd Female Child      Yes
1535   3rd Female Child      Yes
1536   3rd Female Child      Yes
1537   3rd Female Child      Yes
1538   3rd Female Child      Yes
1539   3rd Female Child      Yes
1540   3rd Female Child      Yes
1541   3rd Female Child      Yes
1542   3rd Female Child      Yes
1543   3rd Female Child      Yes
1544   3rd Female Child      Yes
1545   3rd Female Child      Yes
1546   3rd Female Child      Yes
1547   3rd Female Child      Yes
1548   1st   Male Adult      Yes
1549   1st   Male Adult      Yes
1550   1st   Male Adult      Yes
1551   1st   Male Adult      Yes
1552   1st   Male Adult      Yes
1553   1st   Male Adult      Yes
1554   1st   Male Adult      Yes
1555   1st   Male Adult      Yes
1556   1st   Male Adult      Yes
1557   1st   Male Adult      Yes
1558   1st   Male Adult      Yes
1559   1st   Male Adult      Yes
1560   1st   Male Adult      Yes
1561   1st   Male Adult      Yes
1562   1st   Male Adult      Yes
1563   1st   Male Adult      Yes
1564   1st   Male Adult      Yes
1565   1st   Male Adult      Yes
1566   1st   Male Adult      Yes
1567   1st   Male Adult      Yes
1568   1st   Male Adult      Yes
1569   1st   Male Adult      Yes
1570   1st   Male Adult      Yes
1571   1st   Male Adult      Yes
1572   1st   Male Adult      Yes
1573   1st   Male Adult      Yes
1574   1st   Male Adult      Yes
1575   1st   Male Adult      Yes
1576   1st   Male Adult      Yes
1577   1st   Male Adult      Yes
1578   1st   Male Adult      Yes
1579   1st   Male Adult      Yes
1580   1st   Male Adult      Yes
1581   1st   Male Adult      Yes
1582   1st   Male Adult      Yes
1583   1st   Male Adult      Yes
1584   1st   Male Adult      Yes
1585   1st   Male Adult      Yes
1586   1st   Male Adult      Yes
1587   1st   Male Adult      Yes
1588   1st   Male Adult      Yes
1589   1st   Male Adult      Yes
1590   1st   Male Adult      Yes
1591   1st   Male Adult      Yes
1592   1st   Male Adult      Yes
1593   1st   Male Adult      Yes
1594   1st   Male Adult      Yes
1595   1st   Male Adult      Yes
1596   1st   Male Adult      Yes
1597   1st   Male Adult      Yes
1598   1st   Male Adult      Yes
1599   1st   Male Adult      Yes
1600   1st   Male Adult      Yes
1601   1st   Male Adult      Yes
1602   1st   Male Adult      Yes
1603   1st   Male Adult      Yes
1604   1st   Male Adult      Yes
1605   2nd   Male Adult      Yes
1606   2nd   Male Adult      Yes
1607   2nd   Male Adult      Yes
1608   2nd   Male Adult      Yes
1609   2nd   Male Adult      Yes
1610   2nd   Male Adult      Yes
1611   2nd   Male Adult      Yes
1612   2nd   Male Adult      Yes
1613   2nd   Male Adult      Yes
1614   2nd   Male Adult      Yes
1615   2nd   Male Adult      Yes
1616   2nd   Male Adult      Yes
1617   2nd   Male Adult      Yes
1618   2nd   Male Adult      Yes
1619   3rd   Male Adult      Yes
1620   3rd   Male Adult      Yes
1621   3rd   Male Adult      Yes
1622   3rd   Male Adult      Yes
1623   3rd   Male Adult      Yes
1624   3rd   Male Adult      Yes
1625   3rd   Male Adult      Yes
1626   3rd   Male Adult      Yes
1627   3rd   Male Adult      Yes
1628   3rd   Male Adult      Yes
1629   3rd   Male Adult      Yes
1630   3rd   Male Adult      Yes
1631   3rd   Male Adult      Yes
1632   3rd   Male Adult      Yes
1633   3rd   Male Adult      Yes
1634   3rd   Male Adult      Yes
1635   3rd   Male Adult      Yes
1636   3rd   Male Adult      Yes
1637   3rd   Male Adult      Yes
1638   3rd   Male Adult      Yes
1639   3rd   Male Adult      Yes
1640   3rd   Male Adult      Yes
1641   3rd   Male Adult      Yes
1642   3rd   Male Adult      Yes
1643   3rd   Male Adult      Yes
1644   3rd   Male Adult      Yes
1645   3rd   Male Adult      Yes
1646   3rd   Male Adult      Yes
1647   3rd   Male Adult      Yes
1648   3rd   Male Adult      Yes
1649   3rd   Male Adult      Yes
1650   3rd   Male Adult      Yes
1651   3rd   Male Adult      Yes
1652   3rd   Male Adult      Yes
1653   3rd   Male Adult      Yes
1654   3rd   Male Adult      Yes
1655   3rd   Male Adult      Yes
1656   3rd   Male Adult      Yes
1657   3rd   Male Adult      Yes
1658   3rd   Male Adult      Yes
1659   3rd   Male Adult      Yes
1660   3rd   Male Adult      Yes
1661   3rd   Male Adult      Yes
1662   3rd   Male Adult      Yes
1663   3rd   Male Adult      Yes
1664   3rd   Male Adult      Yes
1665   3rd   Male Adult      Yes
1666   3rd   Male Adult      Yes
1667   3rd   Male Adult      Yes
1668   3rd   Male Adult      Yes
1669   3rd   Male Adult      Yes
1670   3rd   Male Adult      Yes
1671   3rd   Male Adult      Yes
1672   3rd   Male Adult      Yes
1673   3rd   Male Adult      Yes
1674   3rd   Male Adult      Yes
1675   3rd   Male Adult      Yes
1676   3rd   Male Adult      Yes
1677   3rd   Male Adult      Yes
1678   3rd   Male Adult      Yes
1679   3rd   Male Adult      Yes
1680   3rd   Male Adult      Yes
1681   3rd   Male Adult      Yes
1682   3rd   Male Adult      Yes
1683   3rd   Male Adult      Yes
1684   3rd   Male Adult      Yes
1685   3rd   Male Adult      Yes
1686   3rd   Male Adult      Yes
1687   3rd   Male Adult      Yes
1688   3rd   Male Adult      Yes
1689   3rd   Male Adult      Yes
1690   3rd   Male Adult      Yes
1691   3rd   Male Adult      Yes
1692   3rd   Male Adult      Yes
1693   3rd   Male Adult      Yes
1694  Crew   Male Adult      Yes
1695  Crew   Male Adult      Yes
1696  Crew   Male Adult      Yes
1697  Crew   Male Adult      Yes
1698  Crew   Male Adult      Yes
1699  Crew   Male Adult      Yes
1700  Crew   Male Adult      Yes
1701  Crew   Male Adult      Yes
1702  Crew   Male Adult      Yes
1703  Crew   Male Adult      Yes
1704  Crew   Male Adult      Yes
1705  Crew   Male Adult      Yes
1706  Crew   Male Adult      Yes
1707  Crew   Male Adult      Yes
1708  Crew   Male Adult      Yes
1709  Crew   Male Adult      Yes
1710  Crew   Male Adult      Yes
1711  Crew   Male Adult      Yes
1712  Crew   Male Adult      Yes
1713  Crew   Male Adult      Yes
1714  Crew   Male Adult      Yes
1715  Crew   Male Adult      Yes
1716  Crew   Male Adult      Yes
1717  Crew   Male Adult      Yes
1718  Crew   Male Adult      Yes
1719  Crew   Male Adult      Yes
1720  Crew   Male Adult      Yes
1721  Crew   Male Adult      Yes
1722  Crew   Male Adult      Yes
1723  Crew   Male Adult      Yes
1724  Crew   Male Adult      Yes
1725  Crew   Male Adult      Yes
1726  Crew   Male Adult      Yes
1727  Crew   Male Adult      Yes
1728  Crew   Male Adult      Yes
1729  Crew   Male Adult      Yes
1730  Crew   Male Adult      Yes
1731  Crew   Male Adult      Yes
1732  Crew   Male Adult      Yes
1733  Crew   Male Adult      Yes
1734  Crew   Male Adult      Yes
1735  Crew   Male Adult      Yes
1736  Crew   Male Adult      Yes
1737  Crew   Male Adult      Yes
1738  Crew   Male Adult      Yes
1739  Crew   Male Adult      Yes
1740  Crew   Male Adult      Yes
1741  Crew   Male Adult      Yes
1742  Crew   Male Adult      Yes
1743  Crew   Male Adult      Yes
1744  Crew   Male Adult      Yes
1745  Crew   Male Adult      Yes
1746  Crew   Male Adult      Yes
1747  Crew   Male Adult      Yes
1748  Crew   Male Adult      Yes
1749  Crew   Male Adult      Yes
1750  Crew   Male Adult      Yes
1751  Crew   Male Adult      Yes
1752  Crew   Male Adult      Yes
1753  Crew   Male Adult      Yes
1754  Crew   Male Adult      Yes
1755  Crew   Male Adult      Yes
1756  Crew   Male Adult      Yes
1757  Crew   Male Adult      Yes
1758  Crew   Male Adult      Yes
1759  Crew   Male Adult      Yes
1760  Crew   Male Adult      Yes
1761  Crew   Male Adult      Yes
1762  Crew   Male Adult      Yes
1763  Crew   Male Adult      Yes
1764  Crew   Male Adult      Yes
1765  Crew   Male Adult      Yes
1766  Crew   Male Adult      Yes
1767  Crew   Male Adult      Yes
1768  Crew   Male Adult      Yes
1769  Crew   Male Adult      Yes
1770  Crew   Male Adult      Yes
1771  Crew   Male Adult      Yes
1772  Crew   Male Adult      Yes
1773  Crew   Male Adult      Yes
1774  Crew   Male Adult      Yes
1775  Crew   Male Adult      Yes
1776  Crew   Male Adult      Yes
1777  Crew   Male Adult      Yes
1778  Crew   Male Adult      Yes
1779  Crew   Male Adult      Yes
1780  Crew   Male Adult      Yes
1781  Crew   Male Adult      Yes
1782  Crew   Male Adult      Yes
1783  Crew   Male Adult      Yes
1784  Crew   Male Adult      Yes
1785  Crew   Male Adult      Yes
1786  Crew   Male Adult      Yes
1787  Crew   Male Adult      Yes
1788  Crew   Male Adult      Yes
1789  Crew   Male Adult      Yes
1790  Crew   Male Adult      Yes
1791  Crew   Male Adult      Yes
1792  Crew   Male Adult      Yes
1793  Crew   Male Adult      Yes
1794  Crew   Male Adult      Yes
1795  Crew   Male Adult      Yes
1796  Crew   Male Adult      Yes
1797  Crew   Male Adult      Yes
1798  Crew   Male Adult      Yes
1799  Crew   Male Adult      Yes
1800  Crew   Male Adult      Yes
1801  Crew   Male Adult      Yes
1802  Crew   Male Adult      Yes
1803  Crew   Male Adult      Yes
1804  Crew   Male Adult      Yes
1805  Crew   Male Adult      Yes
1806  Crew   Male Adult      Yes
1807  Crew   Male Adult      Yes
1808  Crew   Male Adult      Yes
1809  Crew   Male Adult      Yes
1810  Crew   Male Adult      Yes
1811  Crew   Male Adult      Yes
1812  Crew   Male Adult      Yes
1813  Crew   Male Adult      Yes
1814  Crew   Male Adult      Yes
1815  Crew   Male Adult      Yes
1816  Crew   Male Adult      Yes
1817  Crew   Male Adult      Yes
1818  Crew   Male Adult      Yes
1819  Crew   Male Adult      Yes
1820  Crew   Male Adult      Yes
1821  Crew   Male Adult      Yes
1822  Crew   Male Adult      Yes
1823  Crew   Male Adult      Yes
1824  Crew   Male Adult      Yes
1825  Crew   Male Adult      Yes
1826  Crew   Male Adult      Yes
1827  Crew   Male Adult      Yes
1828  Crew   Male Adult      Yes
1829  Crew   Male Adult      Yes
1830  Crew   Male Adult      Yes
1831  Crew   Male Adult      Yes
1832  Crew   Male Adult      Yes
1833  Crew   Male Adult      Yes
1834  Crew   Male Adult      Yes
1835  Crew   Male Adult      Yes
1836  Crew   Male Adult      Yes
1837  Crew   Male Adult      Yes
1838  Crew   Male Adult      Yes
1839  Crew   Male Adult      Yes
1840  Crew   Male Adult      Yes
1841  Crew   Male Adult      Yes
1842  Crew   Male Adult      Yes
1843  Crew   Male Adult      Yes
1844  Crew   Male Adult      Yes
1845  Crew   Male Adult      Yes
1846  Crew   Male Adult      Yes
1847  Crew   Male Adult      Yes
1848  Crew   Male Adult      Yes
1849  Crew   Male Adult      Yes
1850  Crew   Male Adult      Yes
1851  Crew   Male Adult      Yes
1852  Crew   Male Adult      Yes
1853  Crew   Male Adult      Yes
1854  Crew   Male Adult      Yes
1855  Crew   Male Adult      Yes
1856  Crew   Male Adult      Yes
1857  Crew   Male Adult      Yes
1858  Crew   Male Adult      Yes
1859  Crew   Male Adult      Yes
1860  Crew   Male Adult      Yes
1861  Crew   Male Adult      Yes
1862  Crew   Male Adult      Yes
1863  Crew   Male Adult      Yes
1864  Crew   Male Adult      Yes
1865  Crew   Male Adult      Yes
1866  Crew   Male Adult      Yes
1867  Crew   Male Adult      Yes
1868  Crew   Male Adult      Yes
1869  Crew   Male Adult      Yes
1870  Crew   Male Adult      Yes
1871  Crew   Male Adult      Yes
1872  Crew   Male Adult      Yes
1873  Crew   Male Adult      Yes
1874  Crew   Male Adult      Yes
1875  Crew   Male Adult      Yes
1876  Crew   Male Adult      Yes
1877  Crew   Male Adult      Yes
1878  Crew   Male Adult      Yes
1879  Crew   Male Adult      Yes
1880  Crew   Male Adult      Yes
1881  Crew   Male Adult      Yes
1882  Crew   Male Adult      Yes
1883  Crew   Male Adult      Yes
1884  Crew   Male Adult      Yes
1885  Crew   Male Adult      Yes
1886   1st Female Adult      Yes
1887   1st Female Adult      Yes
1888   1st Female Adult      Yes
1889   1st Female Adult      Yes
1890   1st Female Adult      Yes
1891   1st Female Adult      Yes
1892   1st Female Adult      Yes
1893   1st Female Adult      Yes
1894   1st Female Adult      Yes
1895   1st Female Adult      Yes
1896   1st Female Adult      Yes
1897   1st Female Adult      Yes
1898   1st Female Adult      Yes
1899   1st Female Adult      Yes
1900   1st Female Adult      Yes
1901   1st Female Adult      Yes
1902   1st Female Adult      Yes
1903   1st Female Adult      Yes
1904   1st Female Adult      Yes
1905   1st Female Adult      Yes
1906   1st Female Adult      Yes
1907   1st Female Adult      Yes
1908   1st Female Adult      Yes
1909   1st Female Adult      Yes
1910   1st Female Adult      Yes
1911   1st Female Adult      Yes
1912   1st Female Adult      Yes
1913   1st Female Adult      Yes
1914   1st Female Adult      Yes
1915   1st Female Adult      Yes
1916   1st Female Adult      Yes
1917   1st Female Adult      Yes
1918   1st Female Adult      Yes
1919   1st Female Adult      Yes
1920   1st Female Adult      Yes
1921   1st Female Adult      Yes
1922   1st Female Adult      Yes
1923   1st Female Adult      Yes
1924   1st Female Adult      Yes
1925   1st Female Adult      Yes
1926   1st Female Adult      Yes
1927   1st Female Adult      Yes
1928   1st Female Adult      Yes
1929   1st Female Adult      Yes
1930   1st Female Adult      Yes
1931   1st Female Adult      Yes
1932   1st Female Adult      Yes
1933   1st Female Adult      Yes
1934   1st Female Adult      Yes
1935   1st Female Adult      Yes
1936   1st Female Adult      Yes
1937   1st Female Adult      Yes
1938   1st Female Adult      Yes
1939   1st Female Adult      Yes
1940   1st Female Adult      Yes
1941   1st Female Adult      Yes
1942   1st Female Adult      Yes
1943   1st Female Adult      Yes
1944   1st Female Adult      Yes
1945   1st Female Adult      Yes
1946   1st Female Adult      Yes
1947   1st Female Adult      Yes
1948   1st Female Adult      Yes
1949   1st Female Adult      Yes
1950   1st Female Adult      Yes
1951   1st Female Adult      Yes
1952   1st Female Adult      Yes
1953   1st Female Adult      Yes
1954   1st Female Adult      Yes
1955   1st Female Adult      Yes
1956   1st Female Adult      Yes
1957   1st Female Adult      Yes
1958   1st Female Adult      Yes
1959   1st Female Adult      Yes
1960   1st Female Adult      Yes
1961   1st Female Adult      Yes
1962   1st Female Adult      Yes
1963   1st Female Adult      Yes
1964   1st Female Adult      Yes
1965   1st Female Adult      Yes
1966   1st Female Adult      Yes
1967   1st Female Adult      Yes
1968   1st Female Adult      Yes
1969   1st Female Adult      Yes
1970   1st Female Adult      Yes
1971   1st Female Adult      Yes
1972   1st Female Adult      Yes
1973   1st Female Adult      Yes
1974   1st Female Adult      Yes
1975   1st Female Adult      Yes
1976   1st Female Adult      Yes
1977   1st Female Adult      Yes
1978   1st Female Adult      Yes
1979   1st Female Adult      Yes
1980   1st Female Adult      Yes
1981   1st Female Adult      Yes
1982   1st Female Adult      Yes
1983   1st Female Adult      Yes
1984   1st Female Adult      Yes
1985   1st Female Adult      Yes
1986   1st Female Adult      Yes
1987   1st Female Adult      Yes
1988   1st Female Adult      Yes
1989   1st Female Adult      Yes
1990   1st Female Adult      Yes
1991   1st Female Adult      Yes
1992   1st Female Adult      Yes
1993   1st Female Adult      Yes
1994   1st Female Adult      Yes
1995   1st Female Adult      Yes
1996   1st Female Adult      Yes
1997   1st Female Adult      Yes
1998   1st Female Adult      Yes
1999   1st Female Adult      Yes
2000   1st Female Adult      Yes
2001   1st Female Adult      Yes
2002   1st Female Adult      Yes
2003   1st Female Adult      Yes
2004   1st Female Adult      Yes
2005   1st Female Adult      Yes
2006   1st Female Adult      Yes
2007   1st Female Adult      Yes
2008   1st Female Adult      Yes
2009   1st Female Adult      Yes
2010   1st Female Adult      Yes
2011   1st Female Adult      Yes
2012   1st Female Adult      Yes
2013   1st Female Adult      Yes
2014   1st Female Adult      Yes
2015   1st Female Adult      Yes
2016   1st Female Adult      Yes
2017   1st Female Adult      Yes
2018   1st Female Adult      Yes
2019   1st Female Adult      Yes
2020   1st Female Adult      Yes
2021   1st Female Adult      Yes
2022   1st Female Adult      Yes
2023   1st Female Adult      Yes
2024   1st Female Adult      Yes
2025   1st Female Adult      Yes
2026   2nd Female Adult      Yes
2027   2nd Female Adult      Yes
2028   2nd Female Adult      Yes
2029   2nd Female Adult      Yes
2030   2nd Female Adult      Yes
2031   2nd Female Adult      Yes
2032   2nd Female Adult      Yes
2033   2nd Female Adult      Yes
2034   2nd Female Adult      Yes
2035   2nd Female Adult      Yes
2036   2nd Female Adult      Yes
2037   2nd Female Adult      Yes
2038   2nd Female Adult      Yes
2039   2nd Female Adult      Yes
2040   2nd Female Adult      Yes
2041   2nd Female Adult      Yes
2042   2nd Female Adult      Yes
2043   2nd Female Adult      Yes
2044   2nd Female Adult      Yes
2045   2nd Female Adult      Yes
2046   2nd Female Adult      Yes
2047   2nd Female Adult      Yes
2048   2nd Female Adult      Yes
2049   2nd Female Adult      Yes
2050   2nd Female Adult      Yes
2051   2nd Female Adult      Yes
2052   2nd Female Adult      Yes
2053   2nd Female Adult      Yes
2054   2nd Female Adult      Yes
2055   2nd Female Adult      Yes
2056   2nd Female Adult      Yes
2057   2nd Female Adult      Yes
2058   2nd Female Adult      Yes
2059   2nd Female Adult      Yes
2060   2nd Female Adult      Yes
2061   2nd Female Adult      Yes
2062   2nd Female Adult      Yes
2063   2nd Female Adult      Yes
2064   2nd Female Adult      Yes
2065   2nd Female Adult      Yes
2066   2nd Female Adult      Yes
2067   2nd Female Adult      Yes
2068   2nd Female Adult      Yes
2069   2nd Female Adult      Yes
2070   2nd Female Adult      Yes
2071   2nd Female Adult      Yes
2072   2nd Female Adult      Yes
2073   2nd Female Adult      Yes
2074   2nd Female Adult      Yes
2075   2nd Female Adult      Yes
2076   2nd Female Adult      Yes
2077   2nd Female Adult      Yes
2078   2nd Female Adult      Yes
2079   2nd Female Adult      Yes
2080   2nd Female Adult      Yes
2081   2nd Female Adult      Yes
2082   2nd Female Adult      Yes
2083   2nd Female Adult      Yes
2084   2nd Female Adult      Yes
2085   2nd Female Adult      Yes
2086   2nd Female Adult      Yes
2087   2nd Female Adult      Yes
2088   2nd Female Adult      Yes
2089   2nd Female Adult      Yes
2090   2nd Female Adult      Yes
2091   2nd Female Adult      Yes
2092   2nd Female Adult      Yes
2093   2nd Female Adult      Yes
2094   2nd Female Adult      Yes
2095   2nd Female Adult      Yes
2096   2nd Female Adult      Yes
2097   2nd Female Adult      Yes
2098   2nd Female Adult      Yes
2099   2nd Female Adult      Yes
2100   2nd Female Adult      Yes
2101   2nd Female Adult      Yes
2102   2nd Female Adult      Yes
2103   2nd Female Adult      Yes
2104   2nd Female Adult      Yes
2105   2nd Female Adult      Yes
2106   3rd Female Adult      Yes
2107   3rd Female Adult      Yes
2108   3rd Female Adult      Yes
2109   3rd Female Adult      Yes
2110   3rd Female Adult      Yes
2111   3rd Female Adult      Yes
2112   3rd Female Adult      Yes
2113   3rd Female Adult      Yes
2114   3rd Female Adult      Yes
2115   3rd Female Adult      Yes
2116   3rd Female Adult      Yes
2117   3rd Female Adult      Yes
2118   3rd Female Adult      Yes
2119   3rd Female Adult      Yes
2120   3rd Female Adult      Yes
2121   3rd Female Adult      Yes
2122   3rd Female Adult      Yes
2123   3rd Female Adult      Yes
2124   3rd Female Adult      Yes
2125   3rd Female Adult      Yes
2126   3rd Female Adult      Yes
2127   3rd Female Adult      Yes
2128   3rd Female Adult      Yes
2129   3rd Female Adult      Yes
2130   3rd Female Adult      Yes
2131   3rd Female Adult      Yes
2132   3rd Female Adult      Yes
2133   3rd Female Adult      Yes
2134   3rd Female Adult      Yes
2135   3rd Female Adult      Yes
2136   3rd Female Adult      Yes
2137   3rd Female Adult      Yes
2138   3rd Female Adult      Yes
2139   3rd Female Adult      Yes
2140   3rd Female Adult      Yes
2141   3rd Female Adult      Yes
2142   3rd Female Adult      Yes
2143   3rd Female Adult      Yes
2144   3rd Female Adult      Yes
2145   3rd Female Adult      Yes
2146   3rd Female Adult      Yes
2147   3rd Female Adult      Yes
2148   3rd Female Adult      Yes
2149   3rd Female Adult      Yes
2150   3rd Female Adult      Yes
2151   3rd Female Adult      Yes
2152   3rd Female Adult      Yes
2153   3rd Female Adult      Yes
2154   3rd Female Adult      Yes
2155   3rd Female Adult      Yes
2156   3rd Female Adult      Yes
2157   3rd Female Adult      Yes
2158   3rd Female Adult      Yes
2159   3rd Female Adult      Yes
2160   3rd Female Adult      Yes
2161   3rd Female Adult      Yes
2162   3rd Female Adult      Yes
2163   3rd Female Adult      Yes
2164   3rd Female Adult      Yes
2165   3rd Female Adult      Yes
2166   3rd Female Adult      Yes
2167   3rd Female Adult      Yes
2168   3rd Female Adult      Yes
2169   3rd Female Adult      Yes
2170   3rd Female Adult      Yes
2171   3rd Female Adult      Yes
2172   3rd Female Adult      Yes
2173   3rd Female Adult      Yes
2174   3rd Female Adult      Yes
2175   3rd Female Adult      Yes
2176   3rd Female Adult      Yes
2177   3rd Female Adult      Yes
2178   3rd Female Adult      Yes
2179   3rd Female Adult      Yes
2180   3rd Female Adult      Yes
2181   3rd Female Adult      Yes
2182  Crew Female Adult      Yes
2183  Crew Female Adult      Yes
2184  Crew Female Adult      Yes
2185  Crew Female Adult      Yes
2186  Crew Female Adult      Yes
2187  Crew Female Adult      Yes
2188  Crew Female Adult      Yes
2189  Crew Female Adult      Yes
2190  Crew Female Adult      Yes
2191  Crew Female Adult      Yes
2192  Crew Female Adult      Yes
2193  Crew Female Adult      Yes
2194  Crew Female Adult      Yes
2195  Crew Female Adult      Yes
2196  Crew Female Adult      Yes
2197  Crew Female Adult      Yes
2198  Crew Female Adult      Yes
2199  Crew Female Adult      Yes
2200  Crew Female Adult      Yes
2201  Crew Female Adult      Yes
titanic_table <- vcd::structable(Survived ~ Sex, data = titanic)
vcd::mosaic(titanic_table,
            gp = shading_max, direction = "v",
            main = "Arthritis Treatment Dataset",
labeling = labeling_border(
                varnames = c("F", "F"), # Remove variable name labels
                rot_labels = c(90,0,0,0), #t,r,b,l
                just_labels = c("left", 
                                "left", 
                                "left", 
                                "right")))

titanic_table <- vcd::structable(Sex ~ Survived, data = titanic)
vcd::mosaic(titanic_table,
            gp = shading_max, direction = "v",
            main = "Arthritis Treatment Dataset",
labeling = labeling_border(
                varnames = c("F", "F"), # Remove variable name labels
                rot_labels = c(90,0,0,0), #t,r,b,l
                just_labels = c("left", 
                                "left", 
                                "left", 
                                "right"))) 

vcd::mosaic(Improved ~ Treatment, data = Arthritis, 
            direction = "v", gp = shading_max)

vcd::mosaic(Improved ~ Treatment, data = Arthritis, 
            type = "expected", direction = "v", gp = shading_max)

vcd::assoc(Improved ~ Treatment, # Note formula direction!
           data = Arthritis, 
           gp = shading_max, 
           legend = FALSE) 

vcd::assoc(Treatment ~ Improved, # Note formula direction!
           data = Arthritis, 
           gp = shading_max, 
           legend = FALSE) 

Fertility <- readr::read_csv("https://vincentarelbundock.github.io/Rdatasets/csv/AER/Fertility.csv") %>% 
janitor::clean_names(case="snake")
Rows: 254654 Columns: 9
── Column specification ────────────────────────────────────────────────────────
Delimiter: ","
chr (6): morekids, gender1, gender2, afam, hispanic, other
dbl (3): rownames, age, work

ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
glimpse(Fertility)
Rows: 254,654
Columns: 9
$ rownames <dbl> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18…
$ morekids <chr> "no", "no", "no", "no", "no", "no", "no", "no", "no", "no", "…
$ gender1  <chr> "male", "female", "male", "male", "female", "male", "female",…
$ gender2  <chr> "female", "male", "female", "female", "female", "female", "ma…
$ age      <dbl> 27, 30, 27, 35, 30, 26, 29, 33, 29, 27, 28, 28, 35, 34, 32, 2…
$ afam     <chr> "no", "no", "no", "yes", "no", "no", "no", "no", "no", "no", …
$ hispanic <chr> "no", "no", "no", "no", "no", "no", "no", "no", "no", "no", "…
$ other    <chr> "no", "no", "no", "no", "no", "no", "no", "no", "no", "no", "…
$ work     <dbl> 0, 30, 0, 0, 22, 40, 0, 52, 0, 0, 0, 52, 52, 52, 8, 7, 0, 40,…
Fertility_ethnicity <- Fertility %>%
  mutate(ethnicity = case_when(
    afam == "yes" & hispanic == "no" & other == "no" ~ "Afam",
    afam == "no" & hispanic == "yes" & other == "no" ~ "Hispanic",
    afam == "no" & hispanic == "no" & other == "yes" ~ "Other",
    afam == "no" & hispanic == "no" & other == "no" ~ "Caucasian",
    afam == "yes" & hispanic == "yes" & other == "no" ~ "AfamHispanic",
    afam == "yes" & hispanic == "no" & other == "yes" ~ "AfamOther",
    afam == "no" & hispanic == "yes" & other == "yes" ~ "HispanicOther"
  ))
  
Fertility_ethnicity
# A tibble: 254,654 × 10
   rownames morekids gender1 gender2   age afam  hispanic other  work ethnicity
      <dbl> <chr>    <chr>   <chr>   <dbl> <chr> <chr>    <chr> <dbl> <chr>    
 1        1 no       male    female     27 no    no       no        0 Caucasian
 2        2 no       female  male       30 no    no       no       30 Caucasian
 3        3 no       male    female     27 no    no       no        0 Caucasian
 4        4 no       male    female     35 yes   no       no        0 Afam     
 5        5 no       female  female     30 no    no       no       22 Caucasian
 6        6 no       male    female     26 no    no       no       40 Caucasian
 7        7 no       female  male       29 no    no       no        0 Caucasian
 8        8 no       male    male       33 no    no       no       52 Caucasian
 9        9 no       female  male       29 no    no       no        0 Caucasian
10       10 no       male    female     27 no    no       no        0 Caucasian
# ℹ 254,644 more rows
vcd::mosaic(morekids ~ ethnicity, data = Fertility_ethnicity, 
            direction = "v", gp = shading_max)