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Finished Answers #19

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59 changes: 59 additions & 0 deletions Barkley_data.csv
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Rk,Year,Date,G#,Week,Age,Tm,,Opp,Result,GS,Att,Yds,Y/A,TD,Tgt,Rec,Yds,Y/R,TD,Ctch%,Y/Tgt,2PM,TD,Pts,Fmb,FL,FF,FR,Yds,TD,Num,Pct,Num,Pct,Num,Pct
1,2018,2018-09-09,1,1,21.212,NYG,,JAX,L 15-20,*,18,106,5.89,1,6,2,22,11.00,0,33.3%,3.67,,1,6,0,0,0,0,0,0,55,77%,0,0%,0,0%
2,2018,2018-09-16,2,2,21.219,NYG,@,DAL,L 13-20,*,11,28,2.55,0,16,14,80,5.71,0,87.5%,5.00,,0,0,0,0,0,0,0,0,58,85%,0,0%,0,0%
3,2018,2018-09-23,3,3,21.226,NYG,@,HOU,W 27-22,*,17,82,4.82,1,5,5,35,7.00,0,100.0%,7.00,,1,6,0,0,0,0,0,0,44,71%,0,0%,0,0%
4,2018,2018-09-30,4,4,21.233,NYG,,NOR,L 18-33,*,10,44,4.40,1,8,6,56,9.33,0,75.0%,7.00,,1,6,0,0,0,0,0,0,54,87%,0,0%,0,0%
5,2018,2018-10-07,5,5,21.240,NYG,@,CAR,L 31-33,*,15,48,3.20,0,4,4,81,20.25,2,100.0%,20.25,,2,12,0,0,0,0,0,0,48,86%,0,0%,0,0%
6,2018,2018-10-11,6,6,21.244,NYG,,PHI,L 13-34,*,13,130,10.00,1,12,9,99,11.00,0,75.0%,8.25,,1,6,0,0,0,0,0,0,50,77%,0,0%,0,0%
7,2018,2018-10-22,7,7,21.255,NYG,@,ATL,L 20-23,*,14,43,3.07,1,10,9,51,5.67,0,90.0%,5.10,1,1,8,0,0,0,0,0,0,59,92%,0,0%,0,0%
8,2018,2018-10-28,8,8,21.261,NYG,,WAS,L 13-20,*,13,38,2.92,0,10,9,73,8.11,0,90.0%,7.30,,0,0,0,0,0,0,0,0,68,97%,0,0%,0,0%
9,2018,2018-11-12,9,10,21.276,NYG,@,SFO,W 27-23,*,20,67,3.35,0,5,4,33,8.25,0,80.0%,6.60,,0,0,0,0,0,0,0,0,54,92%,0,0%,0,0%
10,2018,2018-11-18,10,11,21.282,NYG,,TAM,W 38-35,*,27,142,5.26,2,3,2,10,5.00,1,66.7%,3.33,,3,18,0,0,0,0,0,0,47,89%,0,0%,1,3%
11,2018,2018-11-25,11,12,21.289,NYG,@,PHI,L 22-25,*,13,101,7.77,1,8,7,41,5.86,1,87.5%,5.13,,2,12,0,0,0,0,0,0,47,77%,0,0%,0,0%
12,2018,2018-12-02,12,13,21.296,NYG,,CHI,W 30-27,*,24,125,5.21,0,4,3,21,7.00,0,75.0%,5.25,,0,0,0,0,0,0,0,0,57,79%,0,0%,1,3%
13,2018,2018-12-09,13,14,21.303,NYG,@,WAS,W 40-16,*,14,170,12.14,1,5,4,27,6.75,0,80.0%,5.40,,1,6,0,0,0,0,0,0,31,48%,0,0%,0,0%
14,2018,2018-12-16,14,15,21.310,NYG,,TEN,L 0-17,*,14,31,2.21,0,10,4,25,6.25,0,40.0%,2.50,,0,0,0,0,0,0,0,0,65,100%,0,0%,0,0%
15,2018,2018-12-23,15,16,21.317,NYG,@,IND,L 27-28,*,21,43,2.05,1,7,5,34,6.80,0,71.4%,4.86,,1,6,0,0,0,0,0,0,56,88%,0,0%,0,0%
16,2018,2018-12-30,16,17,21.324,NYG,,DAL,L 35-36,*,17,109,6.41,1,8,4,33,8.25,0,50.0%,4.13,,1,6,0,0,0,0,0,0,59,83%,0,0%,0,0%
17,2019,2019-09-08,1,1,22.211,NYG,@,DAL,L 17-35,*,11,120,10.91,0,6,4,19,4.75,0,66.7%,3.17,,0,0,1,0,0,0,0,0,54,79%,0,0%,0,0%
18,2019,2019-09-15,2,2,22.218,NYG,,BUF,L 14-28,*,18,107,5.94,1,7,3,28,9.33,0,42.9%,4.00,,1,6,0,0,0,0,0,0,60,88%,0,0%,0,0%
19,2019,2019-09-22,3,3,22.225,NYG,@,TAM,W 32-31,*,8,10,1.25,0,5,4,27,6.75,0,80.0%,5.40,,0,0,0,0,0,0,0,0,23,37%,0,0%,0,0%
20,2019,2019-09-29,4,4,,NYG,,WAS,W 24-3,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive
21,2019,2019-10-06,5,5,,NYG,,MIN,L 10-28,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive
22,2019,2019-10-10,6,6,,NYG,@,NWE,L 14-35,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive
23,2019,2019-10-20,7,7,22.253,NYG,,ARI,L 21-27,*,18,72,4.00,1,5,3,8,2.67,0,60.0%,1.60,,1,6,0,0,0,0,0,0,60,86%,0,0%,0,0%
24,2019,2019-10-27,8,8,22.260,NYG,@,DET,L 26-31,*,19,64,3.37,0,10,8,79,9.88,1,80.0%,7.90,,1,6,0,0,0,0,0,0,61,82%,0,0%,0,0%
25,2019,2019-11-04,9,9,22.268,NYG,,DAL,L 18-37,*,14,28,2.00,0,8,6,67,11.17,0,75.0%,8.38,,0,0,0,0,0,0,0,0,58,82%,0,0%,0,0%
26,2019,2019-11-10,10,10,22.274,NYG,@,NYJ,L 27-34,*,13,1,0.08,0,5,5,30,6.00,0,100.0%,6.00,,0,0,0,0,0,1,0,0,57,81%,0,0%,0,0%
27,2019,2019-11-24,11,12,22.288,NYG,@,CHI,L 14-19,*,17,59,3.47,0,3,2,1,0.50,0,66.7%,0.33,,0,0,0,0,0,0,0,0,58,97%,0,0%,0,0%
28,2019,2019-12-01,12,13,22.295,NYG,,GNB,L 13-31,*,19,83,4.37,0,7,3,32,10.67,0,42.9%,4.57,,0,0,0,0,0,0,0,0,63,95%,0,0%,0,0%
29,2019,2019-12-09,13,14,22.303,NYG,@,PHI,L 17-23,*,17,66,3.88,0,4,3,1,0.33,0,75.0%,0.25,,0,0,0,0,0,1,0,0,49,94%,0,0%,0,0%
30,2019,2019-12-15,14,15,22.309,NYG,,MIA,W 36-20,*,24,112,4.67,2,5,4,31,7.75,0,80.0%,6.20,,2,12,0,0,0,0,0,0,53,79%,0,0%,1,3%
31,2019,2019-12-22,15,16,22.316,NYG,@,WAS,W 41-35,*,22,189,8.59,1,4,4,90,22.50,1,100.0%,22.50,,2,12,0,0,0,0,0,0,68,97%,0,0%,0,0%
32,2019,2019-12-29,16,17,22.323,NYG,,PHI,L 17-34,*,17,92,5.41,1,4,3,25,8.33,0,75.0%,6.25,,1,6,0,0,0,0,0,0,64,86%,0,0%,0,0%
33,2020,2020-09-14,1,1,23.218,NYG,,PIT,L 16-26,*,15,6,0.40,0,9,6,60,10.00,0,66.7%,6.67,,0,0,0,0,0,0,0,0,59,87%,0,0%,0,0%
34,2020,2020-09-20,2,2,23.224,NYG,@,CHI,L 13-17,*,4,28,7.00,0,0,0,0,,0,0.0%,,,0,0,0,0,0,0,0,0,8,12%,0,0%,0,0%
35,2020,2020-09-27,3,3,,NYG,,SFO,L 9-36,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve
36,2020,2020-10-04,4,4,,NYG,@,LAR,L 9-17,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve
37,2020,2020-10-11,5,5,,NYG,@,DAL,L 34-37,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve
38,2020,2020-10-18,6,6,,NYG,,WAS,W 20-19,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve
39,2020,2020-10-22,7,7,,NYG,@,PHI,L 21-22,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve
40,2020,2020-11-02,8,8,,NYG,,TAM,L 23-25,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve
41,2020,2020-11-08,9,9,,NYG,@,WAS,W 23-20,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve
42,2020,2020-11-15,10,10,,NYG,,PHI,W 27-17,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve
43,2020,2020-11-29,11,12,,NYG,@,CIN,W 19-17,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve
44,2020,2020-12-06,12,13,,NYG,@,SEA,W 17-12,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve
45,2020,2020-12-13,13,14,,NYG,,ARI,L 7-26,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve
46,2020,2020-12-20,14,15,,NYG,,CLE,L 6-20,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve
47,2020,2020-12-27,15,16,,NYG,@,BAL,L 13-27,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve
48,2020,2021-01-03,16,17,,NYG,,DAL,W 23-19,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve,Injured Reserve
49,2021,2021-09-12,1,1,24.215,NYG,,DEN,L 13-27,*,10,26,2.60,0,3,1,1,1.00,0,33.3%,0.33,,0,0,0,0,0,0,0,0,29,48%,0,0%,0,0%
50,2021,2021-09-16,2,2,24.219,NYG,@,WAS,L 29-30,*,13,57,4.38,0,3,2,12,6.00,0,66.7%,4.00,,0,0,0,0,0,0,0,0,58,84%,0,0%,0,0%
51,2021,2021-09-26,3,3,24.229,NYG,,ATL,L 14-17,*,16,51,3.19,1,7,6,43,7.17,0,85.7%,6.14,,1,6,0,0,0,0,0,0,60,86%,0,0%,0,0%
52,2021,2021-10-03,4,4,24.236,NYG,@,NOR,W 27-21,*,13,52,4.00,1,6,5,74,14.80,1,83.3%,12.33,,2,12,1,0,0,0,0,0,56,89%,0,0%,0,0%
53,2021,2021-10-10,5,5,24.243,NYG,@,DAL,L 20-44,*,2,9,4.50,0,1,0,0,,0,0.0%,0.00,,0,0,0,0,0,0,0,0,6,9%,0,0%,0,0%
54,2021,2021-10-17,6,6,,NYG,,LAR,L 11-38,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive
55,2021,2021-10-24,7,7,,NYG,,CAR,W 25-3,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive
56,2021,2021-11-01,8,8,,NYG,@,KAN,L 17-20,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive
57,2021,2021-11-07,9,9,,NYG,,LVR,W 23-16,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive,Inactive
58,2021,2021-11-22,10,11,24.286,NYG,@,TAM,L 10-30,*,6,25,4.17,0,6,6,31,5.17,0,100.0%,5.17,,0,0,0,0,0,0,0,0,36,62%,0,0%,0,0%
27 changes: 27 additions & 0 deletions Ex10_Answers.R
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###Exercise10 answers
##Answer to problem 1
#Read in data

Barkleydata<-read.csv("Barkley_data.csv", header = TRUE)
Barkleydata<- Barkleydata[Barkleydata$GS == "*",]
#Use ggplot
library(ggplot2)
ggplot(Barkleydata,aes(x= Rk, y = Y.A))+
geom_point()+
stat_smooth(method = "lm")+
xlab("Games in League")+
ylab("Yards per Rushing Attempt")+
theme_classic()


##Answer to number 2
#read in data
dt<-read.csv("data.txt")
ggplot(dt, aes(region, observations))+
geom_bar(position = "dodge",
stat = "summary",
fun = "mean")
ggplot(dt, aes(region,observations))+
geom_jitter()

#Answer: The means make them seem very consistent, all around the same number 15, however looking at the scatter plot shows that the observations spread changes for each region, all with an average of about the same!