# Week 1

week1 <- cbind(justinWeek1,ryanWeek1,clarkWeek1,howellWeek1,
               nicWeek1,josiahWeek1,erockWeek1,waldronWeek1)
week1 <- as.matrix(week1)
week1 <- t(week1)

colnames(week1) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week1) <- c("justin",  "ryan", "clark", "howell",
                     "nic", "josiah", "erock", "waldron")
week1
        Runs HR RBI SB    OBP   K  W  S   ERA  WHIP
justin    82 21  76  8 0.3677 129  4  6 4.476 1.280
ryan      56 18  53  7 0.3089 124  7  4 4.706 1.303
clark     70 15  70 10 0.3517  76  4  4 4.017 1.302
howell    62 19  61  9 0.3238 118 11  5 2.136 1.120
nic       61 13  52  6 0.3108  83  4 10 3.207 1.253
josiah    49 17  40  7 0.3166 104  6  7 3.240 1.056
erock     65 14  45 11 0.3429  96  5 10 2.234 1.034
waldron   62 16  56  7 0.3451 119  5  2 3.203 1.246
sort(week1[,1], decreasing = TRUE)
 justin   clark   erock  howell waldron     nic    ryan  josiah 
     82      70      65      62      62      61      56      49 
sort(week1[,2], decreasing = TRUE)
 justin  howell    ryan  josiah waldron   clark   erock     nic 
     21      19      18      17      16      15      14      13 
sort(week1[,3], decreasing = TRUE)
 justin   clark  howell waldron    ryan     nic   erock  josiah 
     76      70      61      56      53      52      45      40 
sort(week1[,4], decreasing = TRUE)
  erock   clark  howell  justin    ryan  josiah waldron     nic 
     11      10       9       8       7       7       7       6 
sort(week1[,5], decreasing = TRUE)
 justin   clark waldron   erock  howell  josiah     nic    ryan 
 0.3677  0.3517  0.3451  0.3429  0.3238  0.3166  0.3108  0.3089 
sort(week1[,6], decreasing = TRUE)
 justin    ryan waldron  howell  josiah   erock     nic   clark 
    129     124     119     118     104      96      83      76 
sort(week1[,7], decreasing = TRUE)
 howell    ryan  josiah   erock waldron  justin   clark     nic 
     11       7       6       5       5       4       4       4 
sort(week1[,8], decreasing = TRUE)
    nic   erock  josiah  justin  howell    ryan   clark waldron 
     10      10       7       6       5       4       4       2 
sort(week1[,9], decreasing = FALSE)
 howell   erock waldron     nic  josiah   clark  justin    ryan 
  2.136   2.234   3.203   3.207   3.240   4.017   4.476   4.706 
sort(week1[,10], decreasing = FALSE)
  erock  josiah  howell waldron     nic  justin   clark    ryan 
  1.034   1.056   1.120   1.246   1.253   1.280   1.302   1.303 
## 4 ties
justin1 <- c(7,3,0)
ryan1 <- c(3,7,0)
clark1 <- c(4,6,0)
howell1 <- c(7,2,1)
nic1 <- c(2,8,0)
josiah1 <- c(3,7,0)
erock1 <- c(6,3,1)
waldron1 <- c(5,3,2)
# Week 2

week2 <- cbind(justinWeek2,ryanWeek2,clarkWeek2,howellWeek2,
               nicWeek2,josiahWeek2,erockWeek2,waldronWeek2)
week2 <- as.matrix(week2)
week2 <- t(week2)

colnames(week2) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week2) <- c("justin",  "ryan", "clark", "howell",
                     "nic", "josiah", "erock", "waldron")
# week2
# 
# sort(week2[,1], decreasing = TRUE)
# sort(week2[,2], decreasing = TRUE)
# sort(week2[,3], decreasing = TRUE)
# sort(week2[,4], decreasing = TRUE)
# sort(week2[,5], decreasing = TRUE)
# sort(week2[,6], decreasing = TRUE)
# sort(week2[,7], decreasing = TRUE)
# sort(week2[,8], decreasing = TRUE)
# sort(week2[,9], decreasing = FALSE)
# sort(week2[,10], decreasing = FALSE)

## 8 ties
justin2 <- c(5,4,1)
ryan2 <- c(6,3,1)
clark2 <- c(4,5,1)
howell2 <- c(2,8,0)
nic2 <- c(8,1,1)
josiah2 <- c(3,5,2)
erock2 <- c(5,4,1)
waldron2 <- c(3,6,1)
# Week 3

week3 <- cbind(justinWeek3,ryanWeek3,clarkWeek3,howellWeek3,
               nicWeek3, josiahWeek3,erockWeek3,waldronWeek3)
week3 <- as.matrix(week3)
week3 <- t(week3)

colnames(week3) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week3) <- c("justin",  "ryan", "clark","howell", 
                     "nic", "josiah", "erock", "waldron")
# week3
# 
# sort(week3[,1], decreasing = TRUE)
# sort(week3[,2], decreasing = TRUE)
# sort(week3[,3], decreasing = TRUE)
# sort(week3[,4], decreasing = TRUE)
# sort(week3[,5], decreasing = TRUE)
# sort(week3[,6], decreasing = TRUE)
# sort(week3[,7], decreasing = TRUE)
# sort(week3[,8], decreasing = TRUE)
# sort(week3[,9], decreasing = FALSE)
# sort(week3[,10], decreasing = FALSE)

# 5 ties
justin3 <- c(5,4,1)
ryan3 <- c(7,2,1)
clark3 <- c(0,10,0)
howell3 <- c(7,2,1)
nic3 <- c(6,4,0)
josiah3 <- c(5,5,0)
erock3 <- c(6,3,1)
waldron3 <- c(1,8,1)
# Week 4

week4 <- cbind(justinWeek4,ryanWeek4,clarkWeek4,howellWeek4,
               nicWeek4,josiahWeek4, erockWeek4,waldronWeek4)
week4 <- as.matrix(week4)
week4 <- t(week4)

colnames(week4) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week4) <- c("justin",  "ryan", "clark","howell",  
                     "nic", "josiah","erock", "waldron")
# week4
# 
# sort(week4[,1], decreasing = TRUE)
# sort(week4[,2], decreasing = TRUE)
# sort(week4[,3], decreasing = TRUE)
# sort(week4[,4], decreasing = TRUE)
# sort(week4[,5], decreasing = TRUE)
# sort(week4[,6], decreasing = TRUE)
# sort(week4[,7], decreasing = TRUE)
# sort(week4[,8], decreasing = TRUE)
# sort(week4[,9], decreasing = FALSE)
# sort(week4[,10], decreasing = FALSE)

# 2 ties
justin4 <- c(7,2,1)
ryan4 <- c(3,7,0)
clark4 <- c(6,4,0)
howell4 <- c(1,9,0)
nic4 <- c(7,3,0)
josiah4 <- c(5,5,0)
erock4 <- c(6,3,1)
waldron4 <- c(4,6,0)
# Week 5

week5 <- cbind(justinWeek5,ryanWeek5,clarkWeek5,howellWeek5,
               nicWeek5, josiahWeek5,erockWeek5,waldronWeek5)
week5 <- as.matrix(week5)
week5 <- t(week5)

colnames(week5) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week5) <- c("justin",  "ryan", "clark","howell",
                     "nic",  "josiah", "erock", "waldron")
# week5
# 
# 
# sort(week5[,1], decreasing = TRUE)
# sort(week5[,2], decreasing = TRUE)
# sort(week5[,3], decreasing = TRUE)
# sort(week5[,4], decreasing = TRUE)
# sort(week5[,5], decreasing = TRUE)
# sort(week5[,6], decreasing = TRUE)
# sort(week5[,7], decreasing = TRUE)
# sort(week5[,8], decreasing = TRUE)
# sort(week5[,9], decreasing = FALSE)
# sort(week5[,10], decreasing = FALSE)

# 4 ties
justin5 <- c(3,7,0)
ryan5 <- c(6,4,0)
clark5 <- c(4,5,1)
howell5 <- c(6,3,1)
nic5 <- c(5,4,1)
josiah5 <- c(3,6,1)
erock5 <- c(5,5,0)
waldron5 <- c(5,5,0)
# Week 6

week6 <- cbind(justinWeek6,ryanWeek6,clarkWeek6,howellWeek6,
               nicWeek6,josiahWeek6, erockWeek6,waldronWeek6)
week6 <- as.matrix(week6)
week6 <- t(week6)

colnames(week6) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week6) <- c("justin",  "ryan", "clark", "howell",
                     "nic", "josiah", "erock", "waldron")
# week6
# 
# sort(week6[,1], decreasing = TRUE)
# sort(week6[,2], decreasing = TRUE)
# sort(week6[,3], decreasing = TRUE)
# sort(week6[,4], decreasing = TRUE)
# sort(week6[,5], decreasing = TRUE)
# sort(week6[,6], decreasing = TRUE)
# sort(week6[,7], decreasing = TRUE)
# sort(week6[,8], decreasing = TRUE)
# sort(week6[,9], decreasing = FALSE)
# sort(week6[,10], decreasing = FALSE)

# 5 ties
justin6 <- c(4,6,0)
ryan6 <- c(5,4,1)
clark6 <- c(4,6,0)
howell6 <- c(7,1,2)
nic6 <- c(7,3,0)
josiah6 <- c(4,6,0)
erock6 <- c(5,4,1)
waldron6 <- c(1,8,1)
#  Week 7

week7 <- cbind(justinWeek7,ryanWeek7,clarkWeek7,howellWeek7,
               nicWeek7,josiahWeek7, erockWeek7,waldronWeek7)
week7 <- as.matrix(week7)
week7 <- t(week7)

colnames(week7) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week7) <- c("justin",  "ryan", "clark", "howell",
                     "nic", "josiah", "erock", "waldron")
# week7
# 
# sort(week7[,1], decreasing = TRUE)
# sort(week7[,2], decreasing = TRUE)
# sort(week7[,3], decreasing = TRUE)
# sort(week7[,4], decreasing = TRUE)
# sort(week7[,5], decreasing = TRUE)
# sort(week7[,6], decreasing = TRUE)
# sort(week7[,7], decreasing = TRUE)
# sort(week7[,8], decreasing = TRUE)
# sort(week7[,9], decreasing = FALSE)
# sort(week7[,10], decreasing = FALSE)

# 6 ties
justin7 <- c(3,6,1)
ryan7 <- c(2,8,0)
clark7 <- c(5,4,1)
howell7 <- c(2,6,2)
nic7 <- c(4,5,1)
josiah7 <- c(8,2,0)
erock7 <- c(9,1,0)
waldron7 <- c(4,5,1)
# Week 8
week8 <- cbind(justinWeek8,ryanWeek8,clarkWeek8,howellWeek8,
               nicWeek8,josiahWeek8, erockWeek8,waldronWeek8)
week8 <- as.matrix(week8)
week8 <- t(week8)

colnames(week8) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week8) <- c("justin",  "ryan", "clark", "howell",
                     "nic", "josiah", "erock", "waldron")
# week8
# 
# sort(week8[,1], decreasing = TRUE)
# sort(week8[,2], decreasing = TRUE)
# sort(week8[,3], decreasing = TRUE)
# sort(week8[,4], decreasing = TRUE)
# sort(week8[,5], decreasing = TRUE)
# sort(week8[,6], decreasing = TRUE)
# sort(week8[,7], decreasing = TRUE)
# sort(week8[,8], decreasing = TRUE)
# sort(week8[,9], decreasing = FALSE)
# sort(week8[,10], decreasing = FALSE)

# 11 ties
justin8 <- c(4,4,2)
ryan8 <- c(7,1,2)
clark8 <- c(7,1,2)
howell8 <- c(7,3,0)
nic8 <- c(1,9,0)
josiah8 <- c(3,6,1)
erock8 <- c(6,2,2)
waldron8 <- c(0,8,2)
# Week 9

week9 <- cbind(justinWeek9,ryanWeek9,clarkWeek9,howellWeek9,
               nicWeek9,josiahWeek9, erockWeek9,waldronWeek9)
week9 <- as.matrix(week9)
week9 <- t(week9)

colnames(week9) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week9) <- c("justin",  "ryan", "clark", "howell",
                     "nic", "josiah", "erock", "waldron")
# week9
# 
# sort(week9[,1], decreasing = TRUE)
# sort(week9[,2], decreasing = TRUE)
# sort(week9[,3], decreasing = TRUE)
# sort(week9[,4], decreasing = TRUE)
# sort(week9[,5], decreasing = TRUE)
# sort(week9[,6], decreasing = TRUE)
# sort(week9[,7], decreasing = TRUE)
# sort(week9[,8], decreasing = TRUE)
# sort(week9[,9], decreasing = FALSE)
# sort(week9[,10], decreasing = FALSE)

# 4 ties
justin9 <- c(5,5,0)
ryan9 <- c(5,5,0)
clark9 <- c(4,5,1)
howell9 <- c(6,3,1)
nic9 <- c(3,7,0)
josiah9 <- c(5,4,1)
erock9 <- c(8,2,0)
waldron9 <- c(2,7,1)
# Week 10

week10 <- cbind(justinWeek10,ryanWeek10,clarkWeek10,howellWeek10,
               nicWeek10,josiahWeek10, erockWeek10,waldronWeek10)
week10 <- as.matrix(week10)
week10 <- t(week10)

colnames(week10) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week10) <- c("justin",  "ryan", "clark", "howell",
                     "nic", "josiah", "erock", "waldron")
# week10
# 
# sort(week10[,1], decreasing = TRUE)
# sort(week10[,2], decreasing = TRUE)
# sort(week10[,3], decreasing = TRUE)
# sort(week10[,4], decreasing = TRUE)
# sort(week10[,5], decreasing = TRUE)
# sort(week10[,6], decreasing = TRUE)
# sort(week10[,7], decreasing = TRUE)
# sort(week10[,8], decreasing = TRUE)
# sort(week10[,9], decreasing = FALSE)
# sort(week10[,10], decreasing = FALSE)

# 10 ties
justin10 <- c(3,4,3)
ryan10 <- c(1,8,1)
clark10 <- c(7,2,1)
howell10 <- c(5,4,1)
nic10 <- c(1,8,1)
josiah10 <- c(6,3,1)
erock10 <- c(7,2,1)
waldron10 <- c(4,5,1)
# Week 11

week11 <- cbind(justinWeek11,ryanWeek11,clarkWeek11,howellWeek11,
               nicWeek11,josiahWeek11, erockWeek11,waldronWeek11)
week11 <- as.matrix(week11)
week11 <- t(week11)

colnames(week11) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week11) <- c("justin",  "ryan", "clark", "howell",
                     "nic", "josiah", "erock", "waldron")
# week11
# 
# sort(week11[,1], decreasing = TRUE)
# sort(week11[,2], decreasing = TRUE)
# sort(week11[,3], decreasing = TRUE)
# sort(week11[,4], decreasing = TRUE)
# sort(week11[,5], decreasing = TRUE)
# sort(week11[,6], decreasing = TRUE)
# sort(week11[,7], decreasing = TRUE)
# sort(week11[,8], decreasing = TRUE)
# sort(week11[,9], decreasing = FALSE)
# sort(week11[,10], decreasing = FALSE)

# 9 ties
justin11 <- c(2,6,2)
ryan11 <- c(8,2,0)
clark11 <- c(3,5,2)
howell11 <- c(5,5,0)
nic11 <- c(5,5,0)
josiah11 <- c(4,5,1)
erock11 <- c(6,3,1)
waldron11 <- c(2,5,3)
# Week 12

week12 <- cbind(justinWeek12,ryanWeek12,clarkWeek12,howellWeek12,
               nicWeek12,josiahWeek12, erockWeek12,waldronWeek12)
week12 <- as.matrix(week12)
week12 <- t(week12)

colnames(week12) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week12) <- c("justin",  "ryan", "clark", "howell",
                     "nic", "josiah", "erock", "waldron")
# week12
# 
# sort(week12[,1], decreasing = TRUE)
# sort(week12[,2], decreasing = TRUE)
# sort(week12[,3], decreasing = TRUE)
# sort(week12[,4], decreasing = TRUE)
# sort(week12[,5], decreasing = TRUE)
# sort(week12[,6], decreasing = TRUE)
# sort(week12[,7], decreasing = TRUE)
# sort(week12[,8], decreasing = TRUE)
# sort(week12[,9], decreasing = FALSE)
# sort(week12[,10], decreasing = FALSE)

# 15 ties
justin12 <- c(1,7,2)
ryan12 <- c(7,2,1)
clark12 <- c(5,1,4)
howell12 <- c(7,2,1)
nic12 <- c(2,6,2)
josiah12 <- c(7,2,1)
erock12 <- c(2,6,2)
waldron12 <- c(1,7,2)
# Week 13

week13 <- cbind(justinWeek13,ryanWeek13,clarkWeek13,howellWeek13,
               nicWeek13,josiahWeek13, erockWeek13,waldronWeek13)
week13 <- as.matrix(week13)
week13 <- t(week13)

colnames(week13) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week13) <- c("justin",  "ryan", "clark", "howell",
                     "nic", "josiah", "erock", "waldron")
# week13
# 
# sort(week13[,1], decreasing = TRUE)
# sort(week13[,2], decreasing = TRUE)
# sort(week13[,3], decreasing = TRUE)
# sort(week13[,4], decreasing = TRUE)
# sort(week13[,5], decreasing = TRUE)
# sort(week13[,6], decreasing = TRUE)
# sort(week13[,7], decreasing = TRUE)
# sort(week13[,8], decreasing = TRUE)
# sort(week13[,9], decreasing = FALSE)
# sort(week13[,10], decreasing = FALSE)

# 3 ties
justin13 <- c(6,4,0)
ryan13 <- c(2,7,1)
clark13 <- c(10,0,0)
howell13 <- c(7,2,1)
nic13 <- c(2,8,0)
josiah13 <- c(4,5,1)
erock13 <- c(6,4,0)
waldron13 <- c(2,8,0)
# Week 14
week14 <- cbind(justinWeek14,ryanWeek14,clarkWeek14,howellWeek14,
               nicWeek14,josiahWeek14, erockWeek14,waldronWeek14)
week14 <- as.matrix(week14)
week14 <- t(week14)

colnames(week14) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week14) <- c("justin",  "ryan", "clark", "howell",
                     "nic", "josiah", "erock", "waldron")
# week14
# 
# sort(week14[,1], decreasing = TRUE)
# sort(week14[,2], decreasing = TRUE)
# sort(week14[,3], decreasing = TRUE)
# sort(week14[,4], decreasing = TRUE)
# sort(week14[,5], decreasing = TRUE)
# sort(week14[,6], decreasing = TRUE)
# sort(week14[,7], decreasing = TRUE)
# sort(week14[,8], decreasing = TRUE)
# sort(week14[,9], decreasing = FALSE)
# sort(week14[,10], decreasing = FALSE)

# 7 ties
justin14 <- c(5,4,1)
ryan14 <- c(1,9,0)
clark14 <- c(8,1,1)
howell14 <- c(3,5,2)
nic14 <- c(4,6,0)
josiah14 <- c(5,5,0)
erock14 <- c(5,3,2)
waldron14 <- c(5,4,1)
week15 <- cbind(justinWeek15,ryanWeek15,clarkWeek15,howellWeek15,
               nicWeek15,josiahWeek15, erockWeek15,waldronWeek15)
week15 <- as.matrix(week15)
week15 <- t(week15)

colnames(week15) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week15) <- c("justin",  "ryan", "clark", "howell",
                     "nic", "josiah", "erock", "waldron")
# week15
# 
# sort(week15[,1], decreasing = TRUE)
# sort(week15[,2], decreasing = TRUE)
# sort(week15[,3], decreasing = TRUE)
# sort(week15[,4], decreasing = TRUE)
# sort(week15[,5], decreasing = TRUE)
# sort(week15[,6], decreasing = TRUE)
# sort(week15[,7], decreasing = TRUE)
# sort(week15[,8], decreasing = TRUE)
# sort(week15[,9], decreasing = FALSE)
# sort(week15[,10], decreasing = FALSE)
 
justin15 <- c(6,3,1)
ryan15 <- c(4,6,0)
clark15 <- c(6,4,0)
howell15 <- c(9,1,0)
nic15 <- c(3,6,1)
josiah15 <- c(4,6,0)
erock15 <- c(4,6,0)
waldron15 <- c(3,7,0)
week16 <- cbind(justinWeek16,ryanWeek16,clarkWeek16,howellWeek16,
               nicWeek16,josiahWeek16, erockWeek16,waldronWeek16)
week16 <- as.matrix(week16)
week16 <- t(week16)

colnames(week16) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week16) <- c("justin",  "ryan", "clark", "howell",
                     "nic", "josiah", "erock", "waldron")
# week15

# sort(week16[,1], decreasing = TRUE)
# sort(week16[,2], decreasing = TRUE)
# sort(week16[,3], decreasing = TRUE)
# sort(week16[,4], decreasing = TRUE)
# sort(week16[,5], decreasing = TRUE)
# sort(week16[,6], decreasing = TRUE)
# sort(week16[,7], decreasing = TRUE)
# sort(week16[,8], decreasing = TRUE)
# sort(week16[,9], decreasing = FALSE)
# sort(week16[,10], decreasing = FALSE)

# 11 ties
justin16 <- c(6,3,1)
ryan16 <- c(6,2,2)
clark16 <- c(4,5,1)
howell16 <- c(0,7,3)
nic16 <- c(5,5,0)
josiah16 <- c(4,4,2)
erock16 <- c(5,4,1)
waldron16 <- c(4,5,1)
week17 <- cbind(justinWeek17,ryanWeek17,clarkWeek17,howellWeek17,
               nicWeek17,josiahWeek17, erockWeek17,waldronWeek17)
week17 <- as.matrix(week17)
week17 <- t(week17)

colnames(week17) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week17) <- c("justin",  "ryan", "clark", "howell",
                     "nic", "josiah", "erock", "waldron")
# week17

# sort(week17[,1], decreasing = TRUE)
# sort(week17[,2], decreasing = TRUE)
# sort(week17[,3], decreasing = TRUE)
# sort(week17[,4], decreasing = TRUE)
# sort(week17[,5], decreasing = TRUE)
# sort(week17[,6], decreasing = TRUE)
# sort(week17[,7], decreasing = TRUE)
# sort(week17[,8], decreasing = TRUE)
# sort(week17[,9], decreasing = FALSE)
# sort(week17[,10], decreasing = FALSE)

## 7 ties
justin17 <- c(4,6,0)
ryan17 <- c(4,5,1)
clark17 <- c(5,4,1)
howell17 <- c(5,3,2)
nic17 <- c(5,4,1)
josiah17 <- c(6,3,1)
erock17 <- c(4,6,0)
waldron17 <- c(3,6,1)
week18 <- cbind(justinWeek18,ryanWeek18,clarkWeek18,howellWeek18,
               nicWeek18,josiahWeek18, erockWeek18,waldronWeek18)
week18 <- as.matrix(week18)
week18 <- t(week18)

colnames(week18) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week18) <- c("justin",  "ryan", "clark", "howell",
                     "nic", "josiah", "erock", "waldron")
# week18

# sort(week18[,1], decreasing = TRUE)
# sort(week18[,2], decreasing = TRUE)
# sort(week18[,3], decreasing = TRUE)
# sort(week18[,4], decreasing = TRUE)
# sort(week18[,5], decreasing = TRUE)
# sort(week18[,6], decreasing = TRUE)
# sort(week18[,7], decreasing = TRUE)
# sort(week18[,8], decreasing = TRUE)
# sort(week18[,9], decreasing = FALSE)
# sort(week18[,10], decreasing = FALSE)

## 8 ties
justin18 <- c(2,6,2)
ryan18 <- c(4,5,1)
clark18 <- c(7,1,2)
howell18 <- c(4,5,1)
nic18 <- c(9,1,0)
josiah18 <- c(8,0,2)
erock18 <- c(1,9,0)
waldron18 <- c(1,9,0)
week19 <- cbind(justinWeek19,ryanWeek19,clarkWeek19,howellWeek19,
               nicWeek19,josiahWeek19, erockWeek19,waldronWeek19)
week19 <- as.matrix(week19)
week19 <- t(week19)

colnames(week19) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week19) <- c("justin",  "ryan", "clark", "howell",
                     "nic", "josiah", "erock", "waldron")
# week19

# sort(week19[,1], decreasing = TRUE)
# sort(week19[,2], decreasing = TRUE)
# sort(week19[,3], decreasing = TRUE)
# sort(week19[,4], decreasing = TRUE)
# sort(week19[,5], decreasing = TRUE)
# sort(week19[,6], decreasing = TRUE)
# sort(week19[,7], decreasing = TRUE)
# sort(week19[,8], decreasing = TRUE)
# sort(week19[,9], decreasing = FALSE)
# sort(week19[,10], decreasing = FALSE)

# 12 ties
justin19 <- c(6,2,2)
ryan19 <- c(5,3,2)
clark19 <- c(0,10,0)
howell19 <- c(4,6,0)
nic19 <- c(5,3,2)
josiah19 <- c(5,2,3)
erock19 <- c(2,6,2)
waldron19 <- c(6,3,1)
week20 <- cbind(justinWeek20,ryanWeek20,clarkWeek20,howellWeek20,
               nicWeek20,josiahWeek20, erockWeek20,waldronWeek20)
week20 <- as.matrix(week20)
week20 <- t(week20)

colnames(week20) <- c( "Runs","HR","RBI","SB","OBP","K","W","S","ERA","WHIP")
rownames(week20) <- c("justin",  "ryan", "clark", "howell",
                     "nic", "josiah", "erock", "waldron")
# week19

# sort(week20[,1], decreasing = TRUE)
# sort(week20[,2], decreasing = TRUE)
# sort(week20[,3], decreasing = TRUE)
# sort(week20[,4], decreasing = TRUE)
# sort(week20[,5], decreasing = TRUE)
# sort(week20[,6], decreasing = TRUE)
# sort(week20[,7], decreasing = TRUE)
# sort(week20[,8], decreasing = TRUE)
# sort(week20[,9], decreasing = FALSE)
# sort(week20[,10], decreasing = FALSE)

justin20 <- c(7,3,0)
ryan20 <- c(3,7,0)
clark20 <- c(5,5,0)
howell20 <- c(3,7,0)
nic20 <- c(9,1,0)
josiah20 <- c(3,7,0)
erock20 <- c(7,3,0)
waldron20 <- c(3,7,0)
justin <- justin1 + justin2 + justin3 + justin4 +justin5 + justin6 +
  justin7 + justin8 + justin9 + justin10 + justin11 + justin12 + justin13+ justin14 + justin15 + justin16 + justin17 + justin18 + justin19 + justin20

justin <- as.matrix(justin) 
justin <- t(justin)
justinWinning <- (justin[,1] + justin[,3]*0.5)/sum(justin[1,])
justin <- c(justin)

ryan <- ryan1 + ryan2 + ryan3 + ryan4 + ryan5 + ryan6 + ryan7 + ryan8 + 
  ryan9 + ryan10 + ryan11 + ryan12 + ryan13 + ryan14 + ryan15 + ryan16 + ryan17 +
  ryan18 + ryan19 + ryan20

ryan <- as.matrix(ryan)
ryan <- t(ryan)
ryanWinning <- (ryan[,1] + ryan[,3]*0.5)/sum(ryan[1,])
ryan  <- c(ryan)

clark <- clark1 + clark2 + clark3 + clark4 + clark5 + clark6 + clark7 +
  clark8 + clark9 + clark10 + clark11 + clark12 + clark13 + clark14 +
  clark15 + clark16 + clark17 + clark18 + clark19 + clark20

clark <- as.matrix(clark)
clark <- t(clark)
clarkWinning <- (clark[,1] + clark[,3]*0.5)/sum(clark[1,])
clark <- c(clark)

howell <- howell1 + howell2 + howell3 + howell4 + howell5 + howell6 + 
  howell7 + howell8 + howell9 + howell10 + howell11 + howell12 + 
  howell13 + howell14 + howell15 + howell16 + howell17 + howell18 + howell19 +
  howell20

howell <- as.matrix(howell)
howell <- t(howell)
howellWinning <- (howell[,1] + howell[,3]*0.5)/sum(howell[1,])
howell<- c(howell)

nic <- nic1 + nic2 + nic3 + nic4 + nic5 + nic6 +nic7 + nic8 + nic9 + nic10 +
  nic11 + nic12 + nic13 + nic14+nic15+nic16+nic17 + nic18 + nic19 + nic20

nic <- as.matrix(nic)
nic <- t(nic)
nicWinning <- (nic[,1] + nic[,3]*0.5)/sum(nic[1,])
nic<- c(nic)

josiah <- josiah1 + josiah2 + josiah3 + josiah4 + josiah5 + josiah6 +
  josiah7 + josiah8 + josiah9 + josiah10 + josiah11 + josiah12 + josiah13 +
  josiah14 + josiah15 + josiah16 + josiah17 + josiah18 + josiah19 + josiah20

josiah <- as.matrix(josiah)
josiah <- t(josiah)
josiahWinning <- (josiah[,1] + josiah[,3]*0.5)/sum(josiah[1,])
josiah<- c(josiah)

erock <- erock1 + erock2 +erock3 +erock4 + erock5 + erock6 + erock7 +
  erock8 + erock9 + erock10 + erock11 + erock12 + erock13 + erock14+
  erock15 + erock16 + erock17 + erock18 + erock19 + erock20

erock <- as.matrix(erock)
erock <- t(erock)
erockWinning <- (erock[,1] + erock[,3]*0.5)/sum(erock[1,])
erock<- c(erock)

waldron <- waldron1 + waldron2 + waldron3 + waldron4 + waldron5 + waldron6+
  waldron7 + waldron8 + waldron9 + waldron10 + waldron11 + waldron12 +
  waldron13 + waldron14+waldron15+waldron16+waldron17 + waldron18 + waldron19 +
  waldron20

waldron <- as.matrix(waldron)
waldron <- t(waldron)
waldronWinning <- (waldron[,1] + waldron[,3]*0.5)/sum(waldron[1,])
waldron<- c(waldron)

winning <- c(justinWinning,ryanWinning,clarkWinning,howellWinning,nicWinning,
             josiahWinning,erockWinning,waldronWinning)



winning <- t(winning)
winning <- t(round(winning,3))
results <- cbind(justin,ryan,clark,howell,nic,josiah,erock,waldron)
results <- t(results)

results <- cbind(results,winning)

actual.Wins <- c(91,91,99,87,91,106,108,71)
results <- cbind(results,actual.Wins)

actual.Losses <- c(94,92,83,104,97,83,76,115)
results <- cbind(results, actual.Losses)

actual.Ties <- c(15,17,18,9,12,11,16,14)
results <- cbind(results,actual.Ties)

actual.percentage <- round((results[,5] + results[,7]*0.5)/sum(results[1,c(5:7)]),3)

results <- cbind(results,actual.percentage)

winning.difference <- results[,8]-results[,4]
results <- cbind(results,winning.difference)


#justinRoto <- 4 + 5 +2 + 6 + 8 + 2 + 2 + 6 + 3 + 1
#ryanRoto <- 7 + 4 + 7 + 4 + 6 + 1 + 3 + 7 + 7 + 4
#clarkRoto <- 1 + 6 + 1 + 5 + 4 + 8 + 8 + 8 + 6 + 3
#erockRoto <- 2 + 7 + 4 + 3 + 1 + 3 + 7 + 1 + 4 + 3
#josiahRoto <- 8 + 2 + 6 + 8 + 7 + 4 + 1 + 4 + 5 + 2
#howellRoto <- 5 + 1 + 3 + 7 + 3 + 5 + 4 + 3 + 1 + 6
#waldronRoto <- 6 + 8 + 8 + 2 + 2 + 6 + 6 + 5 + 8 + 8
#nicRoto <- 3 + 3 + 5 + 1 + 5 + 7 + 5 + 2 + 2 + 5

#roto = c(justinRoto,ryanRoto,clarkRoto,erockRoto,josiahRoto,
 #        howellRoto,waldronRoto,nicRoto)

#results = cbind(results,roto)

colnames(results) <- c("Expected Wins", "Expected Losses", "Expected Ties",
                       "Expected Winning %","Actual Wins", 
                       "Actual Losses", "Actual Ties", 
                       "Actual Winning %", "Winning % Difference")
row.names(results) <- c("Justin", "Ryan", "Clark", "Howell", "Nic",
                        "Josiah", "Erock", "Waldron")

Expected winning percentage gives a win if you finish in the top half of the league in that category that week and a loss for a bottom half finish. If there is a tie for 4th, a tie is awarded (there can be multiple ties).

The below table is sorted by ‘Expected Winning %’ which is what your winning percentage should be based on how you did against the field each week.

kable(results[order(results[,4], decreasing = TRUE),] ) %>%
  kable_styling(bootstrap_options = c("striped")) %>%
  column_spec(5, bold = T, color = "White", background = "#D7261E") %>%
  row_spec(1:4, bold = T, color = "White", background = "#D7261E")
Expected Wins Expected Losses Expected Ties Expected Winning % Actual Wins Actual Losses Actual Ties Actual Winning % Winning % Difference
Erock 105 79 16 0.565 108 76 16 0.580 0.015
Clark 98 84 18 0.535 99 83 18 0.540 0.005
Howell 97 84 19 0.532 87 104 9 0.458 -0.074
Josiah 95 88 17 0.518 106 83 11 0.558 0.040
Justin 91 89 20 0.505 91 94 15 0.492 -0.013
Nic 93 97 10 0.490 91 97 12 0.485 -0.005
Ryan 89 97 14 0.480 91 92 17 0.498 0.018
Waldron 59 122 19 0.342 71 115 14 0.390 0.048

The below table is sorted by ‘Winning % Difference’ which is your ‘Actual Winning %’ minus your ‘Expected Winning %’.

A negative ‘Winning % Difference’ means your getting unlucky, a positive ‘Winning % Difference’ means you’re getting lucky.

(Sorted Unlucky to lucky.)

kable(results[order(results[,9], decreasing = FALSE),] ) %>%
  kable_styling(bootstrap_options = c("striped")) %>%
  column_spec(10, bold = T, color = "White", background = "#D7261E") %>%
  row_spec(1:4, bold = T, color = "White", background = "#D7261E")
Expected Wins Expected Losses Expected Ties Expected Winning % Actual Wins Actual Losses Actual Ties Actual Winning % Winning % Difference
Howell 97 84 19 0.532 87 104 9 0.458 -0.074
Justin 91 89 20 0.505 91 94 15 0.492 -0.013
Nic 93 97 10 0.490 91 97 12 0.485 -0.005
Clark 98 84 18 0.535 99 83 18 0.540 0.005
Erock 105 79 16 0.565 108 76 16 0.580 0.015
Ryan 89 97 14 0.480 91 92 17 0.498 0.018
Josiah 95 88 17 0.518 106 83 11 0.558 0.040
Waldron 59 122 19 0.342 71 115 14 0.390 0.048