diff --git a/Barkley_data.csv b/Barkley_data.csv
new file mode 100644
index 0000000..d016aac
--- /dev/null
+++ b/Barkley_data.csv
@@ -0,0 +1,59 @@
+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%
diff --git a/Ex10_Answers.R b/Ex10_Answers.R
new file mode 100644
index 0000000..29366be
--- /dev/null
+++ b/Ex10_Answers.R
@@ -0,0 +1,27 @@
+###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!
\ No newline at end of file