This analysis constructs a C4.5 (aka J48) Decision Tree to display the (survival) (Y/N) of Titanic passengers, using the categorical features Class, Gender and Age.

We will also do some Apriori Association data mining to search for strong directional relationships between values. These findings will be used to generate a wordcloud visual.

Decision Trees are flowchart-like structures for classifying inputs or predicting outputs, given those inputs. Decision Trees are considered an Eager model, where more time is spent training the model than predicting with it. In this exercise, no predictions are made. Their advantage lies in their highly visual and understandable nature, and when combined into Random Forests, make for excellent predictive models. According to Francois Chollet in Deep Learning with Python, They were quite popular in the 2000s, and by 2010s, were often preferred over Support Vector Machine Kernels.

This is just one of the five machine learning modeling guides you can find here.

Overview

Load survivor dataset.
Produce a decision tree, using the C4.5 method which uses Information Gain/Gain Ratio as the splitting criteria, and is strong for small datasets. Hyperparameters include post-pruning and error-based pruning.

Pre-Modeling

Load Required Packages

There are two ways to load the required packages.

Install pacman using the following code.

# #install.packages("pacman")
# library("pacman")

Or use this function and see if it works for you. If not, again, try the code above.

#Check for and install required packages, using pacman
if (!require("pacman")) install.packages("pacman")

## Loading required package: pacman

pacman::p_load(rJava, RWeka, partykit, libcoin, caTools, kableExtra)

Load Data

The dataset we will be loading appears as:

Document Preview

titanicData <- read.csv("C:/Users/G/Google Drive/aStThomas/6MachineLearning/Assignments/R/6 decision tree/Titanic_DM.csv", header = TRUE, stringsAsFactors = TRUE)

Preview Data

Examine the data structure.

#Preview structure
str(titanicData)

## 'data.frame':    2201 obs. of  5 variables:
##  $ Passenger: int  1 2 3 4 5 6 7 8 9 10 ...
##  $ Class    : Factor w/ 4 levels "1st","2nd","3rd",..: 3 3 3 3 3 3 3 3 3 3 ...
##  $ Sex      : Factor w/ 2 levels "Female","Male": 2 2 2 2 2 2 2 2 2 2 ...
##  $ Age      : Factor w/ 2 levels "Adult","Child": 2 2 2 2 2 2 2 2 2 2 ...
##  $ Survived : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...

Examine the top 5 rows.

#Preview top 5 rows
head(titanicData, n=5)

##   Passenger Class  Sex   Age Survived
## 1         1   3rd Male Child       No
## 2         2   3rd Male Child       No
## 3         3   3rd Male Child       No
## 4         4   3rd Male Child       No
## 5         5   3rd Male Child       No

A fairly ominous data preview.

Build Model

We first need to convert the numeric ID column to a factor. Otherwise, IDs would be considered an explanatory variable.

titanicData$Passenger <- as.factor(titanicData$Passenger)

The C4.5 algorithm is an extension of the ID3 algorithm and constructs a decision tree to maximize information gain (difference in entropy). The following demonstrates the C4.5 (called J48 in Weka) decision tree method. As seen here, J48 generates unpruned or pruned C4.5 decision trees (Quinlan, 1993).

fit <- J48(Survived~., data=titanicData)

We can visualize the coefficients with the following plot. We’ll go with R’s built-in plot function.

plot(fit, label = TRUE)

Interpretting this Decision Tree, we see that Sex was the most divisive factor in determining survival rates among passengers, followed by Ticket Class and Age (the J48 algorithm grows the tree using information gain ratio).

We can continue to evaluate this dataset by mining it for apriori association rules. This is commonly seen in ecommerce site features such as “customers who bought X also bought Y.”

if (!require("pacman")) install.packages("pacman")
pacman::p_load(tm, SnowballC, wordcloud, RColorBrewer, arules)

rules <- apriori(titanicData, parameter = list(supp=0.001, conf=0.2))

## Apriori
## 
## Parameter specification:
##  confidence minval smax arem  aval originalSupport maxtime support minlen
##         0.2    0.1    1 none FALSE            TRUE       5   0.001      1
##  maxlen target   ext
##      10  rules FALSE
## 
## Algorithmic control:
##  filter tree heap memopt load sort verbose
##     0.1 TRUE TRUE  FALSE TRUE    2    TRUE
## 
## Absolute minimum support count: 2 
## 
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[2211 item(s), 2201 transaction(s)] done [0.00s].
## sorting and recoding items ... [10 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 4 done [0.00s].
## writing ... [232 rule(s)] done [0.00s].
## creating S4 object  ... done [0.00s].

rules_supp <- sort(rules, by="support", decreasing=TRUE)

The rules give us the information to build a wordcloud. Let’s prepare to build one by writing the apropri rules to our local drive.

#Write the words to a file for short term parking
write(rules_supp,file = "C:/Users/G/Google Drive/aStThomas/6MachineLearning/Assignments/R/6 decision tree/Titanic_DM_working.csv", sep= ",", row.names=FALSE)

#extract those same words from the file
word <- read.csv(file = "C:/Users/G/Google Drive/aStThomas/6MachineLearning/Assignments/R/6 decision tree/Titanic_DM_working.csv")

Now we’re ready to visualize the relationships.

#generate the wordcloud. Commenting to suppress warnings.
# wordcloud(words = word$rules, freq=word$support, max.words=100, random.order=FALSE, rot.per=0.35, colors=brewer.pal(8, "Dark2"))

Results

The Titanic survivor dataset was used to grow a Decision Tree. In it, each node-branch can be interpretted as an if-then rule, where if (node) then (branch), given observed probabilities during the training phase. In our Decision Tree, Sex is the most information gaining (opposite of entropy) feature, followed by Ticket Class then Age.

Then, a wordcloud is produced to find the most significant association rules between values in the dataset, the visual of which can be viewed in the modeling section.

The google maps URL of the sunken Titatic ship is here. The google earth (chrome only) URL of the sunken Titatic ship is here.

Thank you for reading, and happy modeling!

R

# #install.packages("pacman")
# library("pacman")

#Check for and install required packages, using pacman
if (!require("pacman")) install.packages("pacman")
pacman::p_load(rJava, RWeka, partykit, libcoin, caTools)

titanicData <- read.csv("C:/Users/G/Google Drive/aStThomas/6MachineLearning/Assignments/R/6 decision tree/Titanic_DM.csv", header = TRUE, stringsAsFactors = TRUE)

#Preview structure
str(titanicData)

#Preview top 5 rows
head(titanicData, n=5)

titanicData$Passenger <- as.factor(titanicData$Passenger)

fit <- J48(Survived~., data=titanicData)

plot(fit, label = TRUE)

if (!require("pacman")) install.packages("pacman")
pacman::p_load(tm, SnowballC, wordcloud, RColorBrewer, arules)

rules <- apriori(titanicData, parameter = list(supp=0.001, conf=0.2))
rules_supp <- sort(rules, by="support", decreasing=TRUE)

#Write the words to a file for short term parking
write(rules_supp,file = "C:/Users/G/Google Drive/aStThomas/6MachineLearning/Assignments/R/6 decision tree/Titanic_DM_working.csv", sep= ",", row.names=FALSE)

#extract those same words from the file
word <- read.csv(file = "C:/Users/G/Google Drive/aStThomas/6MachineLearning/Assignments/R/6 decision tree/Titanic_DM_working.csv")

#generate the wordcloud
wordcloud(words = word$rules, freq=word$support, max.words=100, random.order=FALSE, rot.per=0.35, colors=brewer.pal(8, "Dark2"))

Markdown

To view this entire document’s markdown code, click here.

Data

If you don’t have the dataset, copy the table below, and after pasting it into Excel, save it as a comma seperated file named patients.csv in your preferred directory.

kable(titanicData) %>%
  kable_styling(bootstrap_options = c("striped", font_size = 7, "striped", "hover", "condensed", "responsive"))

Passenger	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
8	3rd	Male	Child	No
9	3rd	Male	Child	No
10	3rd	Male	Child	No
11	3rd	Male	Child	No
12	3rd	Male	Child	No
13	3rd	Male	Child	No
14	3rd	Male	Child	No
15	3rd	Male	Child	No
16	3rd	Male	Child	No
17	3rd	Male	Child	No
18	3rd	Male	Child	No
19	3rd	Male	Child	No
20	3rd	Male	Child	No
21	3rd	Male	Child	No
22	3rd	Male	Child	No
23	3rd	Male	Child	No
24	3rd	Male	Child	No
25	3rd	Male	Child	No
26	3rd	Male	Child	No
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
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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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445	3rd	Male	Adult	No
446	3rd	Male	Adult	No
447	3rd	Male	Adult	No
448	3rd	Male	Adult	No
449	3rd	Male	Adult	No
450	3rd	Male	Adult	No
451	3rd	Male	Adult	No
452	3rd	Male	Adult	No
453	3rd	Male	Adult	No
454	3rd	Male	Adult	No
455	3rd	Male	Adult	No
456	3rd	Male	Adult	No
457	3rd	Male	Adult	No
458	3rd	Male	Adult	No
459	3rd	Male	Adult	No
460	3rd	Male	Adult	No
461	3rd	Male	Adult	No
462	3rd	Male	Adult	No
463	3rd	Male	Adult	No
464	3rd	Male	Adult	No
465	3rd	Male	Adult	No
466	3rd	Male	Adult	No
467	3rd	Male	Adult	No
468	3rd	Male	Adult	No
469	3rd	Male	Adult	No
470	3rd	Male	Adult	No
471	3rd	Male	Adult	No
472	3rd	Male	Adult	No
473	3rd	Male	Adult	No
474	3rd	Male	Adult	No
475	3rd	Male	Adult	No
476	3rd	Male	Adult	No
477	3rd	Male	Adult	No
478	3rd	Male	Adult	No
479	3rd	Male	Adult	No
480	3rd	Male	Adult	No
481	3rd	Male	Adult	No
482	3rd	Male	Adult	No
483	3rd	Male	Adult	No
484	3rd	Male	Adult	No
485	3rd	Male	Adult	No
486	3rd	Male	Adult	No
487	3rd	Male	Adult	No
488	3rd	Male	Adult	No
489	3rd	Male	Adult	No
490	3rd	Male	Adult	No
491	3rd	Male	Adult	No
492	3rd	Male	Adult	No
493	3rd	Male	Adult	No
494	3rd	Male	Adult	No
495	3rd	Male	Adult	No
496	3rd	Male	Adult	No
497	3rd	Male	Adult	No
498	3rd	Male	Adult	No
499	3rd	Male	Adult	No
500	3rd	Male	Adult	No
501	3rd	Male	Adult	No
502	3rd	Male	Adult	No
503	3rd	Male	Adult	No
504	3rd	Male	Adult	No
505	3rd	Male	Adult	No
506	3rd	Male	Adult	No
507	3rd	Male	Adult	No
508	3rd	Male	Adult	No
509	3rd	Male	Adult	No
510	3rd	Male	Adult	No
511	3rd	Male	Adult	No
512	3rd	Male	Adult	No
513	3rd	Male	Adult	No
514	3rd	Male	Adult	No
515	3rd	Male	Adult	No
516	3rd	Male	Adult	No
517	3rd	Male	Adult	No
518	3rd	Male	Adult	No
519	3rd	Male	Adult	No
520	3rd	Male	Adult	No
521	3rd	Male	Adult	No
522	3rd	Male	Adult	No
523	3rd	Male	Adult	No
524	3rd	Male	Adult	No
525	3rd	Male	Adult	No
526	3rd	Male	Adult	No
527	3rd	Male	Adult	No
528	3rd	Male	Adult	No
529	3rd	Male	Adult	No
530	3rd	Male	Adult	No
531	3rd	Male	Adult	No
532	3rd	Male	Adult	No
533	3rd	Male	Adult	No
534	3rd	Male	Adult	No
535	3rd	Male	Adult	No
536	3rd	Male	Adult	No
537	3rd	Male	Adult	No
538	3rd	Male	Adult	No
539	3rd	Male	Adult	No
540	3rd	Male	Adult	No
541	3rd	Male	Adult	No
542	3rd	Male	Adult	No
543	3rd	Male	Adult	No
544	3rd	Male	Adult	No
545	3rd	Male	Adult	No
546	3rd	Male	Adult	No
547	3rd	Male	Adult	No
548	3rd	Male	Adult	No
549	3rd	Male	Adult	No
550	3rd	Male	Adult	No
551	3rd	Male	Adult	No
552	3rd	Male	Adult	No
553	3rd	Male	Adult	No
554	3rd	Male	Adult	No
555	3rd	Male	Adult	No
556	3rd	Male	Adult	No
557	3rd	Male	Adult	No
558	3rd	Male	Adult	No
559	3rd	Male	Adult	No
560	3rd	Male	Adult	No
561	3rd	Male	Adult	No
562	3rd	Male	Adult	No
563	3rd	Male	Adult	No
564	3rd	Male	Adult	No
565	3rd	Male	Adult	No
566	3rd	Male	Adult	No
567	3rd	Male	Adult	No
568	3rd	Male	Adult	No
569	3rd	Male	Adult	No
570	3rd	Male	Adult	No
571	3rd	Male	Adult	No
572	3rd	Male	Adult	No
573	3rd	Male	Adult	No
574	3rd	Male	Adult	No
575	3rd	Male	Adult	No
576	3rd	Male	Adult	No
577	3rd	Male	Adult	No
578	3rd	Male	Adult	No
579	3rd	Male	Adult	No
580	3rd	Male	Adult	No
581	3rd	Male	Adult	No
582	3rd	Male	Adult	No
583	3rd	Male	Adult	No
584	3rd	Male	Adult	No
585	3rd	Male	Adult	No
586	3rd	Male	Adult	No
587	3rd	Male	Adult	No
588	3rd	Male	Adult	No
589	3rd	Male	Adult	No
590	3rd	Male	Adult	No
591	3rd	Male	Adult	No
592	3rd	Male	Adult	No
593	3rd	Male	Adult	No
594	3rd	Male	Adult	No
595	3rd	Male	Adult	No
596	3rd	Male	Adult	No
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

Publications

Videos

I’ve recorded a 45 minute video on how to bring machine learning to the next level in an applied Wine Quality Prediction Project.

If you’re not ready for that and want a tutorial on the basics of Machine Learning, my 1.5 hour Overview of Machine Learning might be better. It will guide you through many of the general concepts, as well as some of the various models listed below.

More RPubs:

Contact

Email: mortensengarth@hotmail.com

LinkedIn: https://www.linkedin.com/in/mortensengarth/.

Decision Tree & Association: Titanic Survival

Garth Mortensen

September 2, 2018