##load all the libraries and packages that were used
# install.packages("dplyr")
# install.packages("tidyr")
# install.packages("pivottabler")
# install.packages("stringr")
 library(tidyr)
## Warning: package 'tidyr' was built under R version 3.5.3
 library(dplyr)
## Warning: package 'dplyr' was built under R version 3.5.3
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
 library(pivottabler)
## Warning: package 'pivottabler' was built under R version 3.5.3
 library(stringr)
## Warning: package 'stringr' was built under R version 3.5.3
####1
#a
#creat a vector and data frame to be used
vector1<-c(1,2,3,4,5)

frame1<-data.frame(vector1)


#b)
#export my files
#i also changed my working directory in the console
write(vector1,file = "pause")
write.table(frame1,file = "pausing")

#c)
#imported my data sets back and printed the output below
scan(file = "pause",what = integer())
## [1] 1 2 3 4 5
read.table(file = "pausing")
##   vector1
## 1       1
## 2       2
## 3       3
## 4       4
## 5       5
#d)
#this is the output from scan
#Read 5 items
#[1] 1 2 3 4 5

#this is the output from read.table
#vector1
#1       1
#2       2
#3       3
#4       4
#5       5
#my different variables represent the different values for n, and the histograms approach a normal distribution
#The variable Z appears to be normal and thus shows the CLT
X<-replicate(5000,mean(rbinom(20,20,0.001)))
Y<-replicate(5000,mean(rbinom(100,20,0.001)))
Z<-replicate(5000,mean(rbinom(500,20,0.001)))

hist(X)

hist(Y)

hist(Z)

#3
#load in my table as a CSV
befAft<-read.csv("C:\\Users\\etayk\\Desktop\\advancedStatComp\\Before_after.csv",skipNul = TRUE)
#a
#an algorithm I wrote to count the number of increases
#there are 3 cases of increase, lo to med, lo to high and med to high
countincreases=function(x,y){
  numInc=0
  pop<-length(x)
  for (i in 1:pop) {

    if((x[i]=="Lo")&&(y[i]=="Med")){
      numInc=numInc+1
      
    }else if((x[i]=="Lo")&&(y[i]=="Hi")){
      numInc=numInc+1
      
    }else if((x[i]=="Med")&&(y[i]=="Hi")){
      numInc=numInc+1
      
    }
  }
  return(numInc)
}

bef<-as.vector(befAft$before)
aft<-as.vector(befAft$after)


countincreases(bef,aft)
## [1] 153
##found that 153 students increased levels after using the software

#b

table(befAft$before,befAft$after)
##      
##       Hi Lo Med
##   Hi  78 42  89
##   Lo  40 18  36
##   Med 77 44  76
##   Hi Lo  Med
#Hi  78 42  89
#Lo  40 18  36
#Med 77 44  76

##this table confirms my above calculation

#c
#I could not figure out how to answer this question
?tapply
## starting httpd help server ... done
#tapply(befAft$before, levels(befAft$before), mean)
#4
#i loaded in my dataframe then created a new variable as to not alter the original
footballInfo<-read.csv("C:\\Users\\etayk\\Desktop\\advancedStatComp\\football (1).csv")
newfootballInfo<-data.frame(footballInfo)
newnew<-footballInfo
##a
ice<-as.vector(newfootballInfo[,2])

#this loop takes the year and saves it to a new vector then i appended it to the new table
#i named the new table newnew and will deal with that for the rest of the question
Game_Year<-c()
length(ice)
## [1] 1009
for (i in 1:length(ice)) {
  dummy<-as.Date(ice[i])
  dummyTwo<-substring(dummy,1,4)
  Game_Year<-append(Game_Year,dummyTwo)
  
}
newnew<-append(newnew,Game_Year)
newnew$Game_Year<-as.numeric(newnew$Game_Year)

#hist((newnew$Game_Year))



#b
home<-as.vector(newnew$home_score)
away<-as.vector(newnew$away_score)
mean(home,na.rm = TRUE)
## [1] 2.287298
#2.287298
mean(away,na.rm=TRUE)
## [1] 1.752515
#1.752515
home[is.na(home)]<-0
mean(home)
## [1] 2.248761
#2.248761
away[is.na(away)]<-0
mean(away)
## [1] 1.726462
#1.726462
newnew$home_score[is.na(newnew$home_score)]<-0
newnew$away_score[is.na(newnew$away_score)]<-0
winner<-function(x,y){
  c<-length(x)
  homeWins<-0
  for(i in 1:c){
    if(x[i]>y[i]){
      homeWins<-homeWins+1
    }
  }
  return(homeWins)
}

winner(newnew$home_score,newnew$away_score)
## [1] 487
#yielded 487 home wins


##c
loc<-as.vector(newnew$location)

help("strsplit")

#algorithm i wrote to seperate the strings by , or /
seperateCityAndCountry<-function(x){
  viceCity<-c()
  c<-length(x)
  cities<-c()
  countries<-c()
  for (j in 1:c) {
    dumb<-strsplit(x[j],",")
    check<-length(unlist(dumb))
    if(check!=2){
    dumb<-strsplit(x[j],"/")
    }
    dumber<-unlist(dumb)
    cities<-append(cities,dumber[1])
    countries<-append(countries,dumber[2])
  }
  return(cbind(cities,countries))
}
cbind(newnew,seperateCityAndCountry(loc))
## Warning in cbind(newnew, seperateCityAndCountry(loc)): number of rows of
## result is not a multiple of vector length (arg 1)
##         newnew       cities              countries            
##    [1,] Integer,1009 "Glasgow"           "Scotland"           
##    [2,] factor,1009  "London"            "England"            
##    [3,] factor,1009  "Glasgow"           "Scotland"           
##    [4,] factor,1009  "London"            "England"            
##    [5,] Numeric,1009 "Glasgow"           "Scotland"           
##    [6,] Numeric,1009 "Glasgow"           "Scotland"           
##    [7,] factor,1009  "London"            "England"            
##    [8,] Logical,1009 "Wrexham"           "Wales"              
##    [9,] factor,1009  "Glasgow"           "Scotland"           
##   [10,] factor,1009  "Glasgow"           "Scotland"           
##   [11,] "1872"       "London"            "England"            
##   [12,] "1873"       "London"            "England"            
##   [13,] "1874"       "Wrexham"           "Wales"              
##   [14,] "1875"       "Glasgow"           "Scotland"           
##   [15,] "1876"       "Wrexham"           "Wales"              
##   [16,] "1876"       "Glasgow"           "Scotland"           
##   [17,] "1877"       "Blackburn"         "England"            
##   [18,] "1877"       "London"            "England"            
##   [19,] "1878"       "Wrexham"           "Wales"              
##   [20,] "1878"       "Belfast"           "Republic of Ireland"
##   [21,] "1879"       "Wrexham"           "Wales"              
##   [22,] "1879"       "Glasgow"           "Scotland"           
##   [23,] "1879"       "Wrexham"           "Wales"              
##   [24,] "1880"       "Glasgow"           "Scotland"           
##   [25,] "1880"       "London"            "England"            
##   [26,] "1880"       "Liverpool"         "England"            
##   [27,] "1881"       "Sheffield"         "England"            
##   [28,] "1881"       "Wrexham"           "Wales"              
##   [29,] "1881"       "Belfast"           "Republic of Ireland"
##   [30,] "1882"       "Belfast"           "Republic of Ireland"
##   [31,] "1882"       "Wrexham"           "Wales"              
##   [32,] "1882"       "Belfast"           "Republic of Ireland"
##   [33,] "1882"       "Glasgow"           "Scotland"           
##   [34,] "1882"       "Wrexham"           "Wales"              
##   [35,] "1883"       "Glasgow"           "Scotland"           
##   [36,] "1883"       "Manchester"        "England"            
##   [37,] "1883"       "Blackburn"         "England"            
##   [38,] "1883"       "Glasgow"           "Scotland"           
##   [39,] "1883"       "London"            "England"            
##   [40,] "1884"       "Wrexham"           "Wales"              
##   [41,] "1884"       "Belfast"           "Republic of Ireland"
##   [42,] "1884"       "Newark"            "United States"      
##   [43,] "1884"       "Wrexham"           "Wales"              
##   [44,] "1884"       "Belfast"           "Republic of Ireland"
##   [45,] "1884"       "Belfast"           "Republic of Ireland"
##   [46,] "1885"       "Glasgow"           "Scotland"           
##   [47,] "1885"       "Wrexham"           "Wales"              
##   [48,] "1885"       "Glasgow"           "Scotland"           
##   [49,] "1885"       "Newark"            "United States"      
##   [50,] "1885"       "Sheffield"         "England"            
##   [51,] "1885"       "Glasgow"           "Scotland"           
##   [52,] "1885"       "London"            "England"            
##   [53,] "1886"       "Belfast"           "Republic of Ireland"
##   [54,] "1886"       "Blackburn"         "England"            
##   [55,] "1886"       "Wrexham"           "Wales"              
##   [56,] "1886"       "Crewe"             "England"            
##   [57,] "1886"       "Wrexham"           "Wales"              
##   [58,] "1886"       "Edinburgh"         "Scotland"           
##   [59,] "1886"       "Glasgow"           "Scotland"           
##   [60,] "1887"       "Belfast"           "Republic of Ireland"
##   [61,] "1887"       "Belfast"           "Republic of Ireland"
##   [62,] "1887"       "Glasgow"           "Scotland"           
##   [63,] "1887"       "Stoke-on-Trent"    "England"            
##   [64,] "1887"       "Liverpool"         "England"            
##   [65,] "1887"       "Glasgow"           "Scotland"           
##   [66,] "1888"       "London"            "England"            
##   [67,] "1888"       "Wrexham"           "Wales"              
##   [68,] "1888"       "Belfast"           "Republic of Ireland"
##   [69,] "1888"       "Shrewsbury"        "England"            
##   [70,] "1888"       "Belfast"           "Republic of Ireland"
##   [71,] "1888"       "Wrexham"           "Wales"              
##   [72,] "1888"       "Paisley"           "Scotland"           
##   [73,] "1889"       "Belfast"           "Republic of Ireland"
##   [74,] "1889"       "Glasgow"           "Scotland"           
##   [75,] "1889"       "Belfast"           "Republic of Ireland"
##   [76,] "1889"       "Sunderland"        "England"            
##   [77,] "1889"       "Wolverhampton"     "England"            
##   [78,] "1889"       "Wrexham"           "Wales"              
##   [79,] "1890"       "Glasgow"           "Scotland"           
##   [80,] "1890"       "Bangor"            "Wales"              
##   [81,] "1890"       "Belfast"           "Republic of Ireland"
##   [82,] "1890"       "Wrexham"           "Wales"              
##   [83,] "1890"       "Belfast"           "Republic of Ireland"
##   [84,] "1890"       "Edinburgh"         "Scotland"           
##   [85,] "1891"       "Glasgow"           "Scotland"           
##   [86,] "1891"       "Birmingham"        "England"            
##   [87,] "1891"       "Stoke-on-Trent"    "England"            
##   [88,] "1891"       "Wrexham"           "Wales"              
##   [89,] "1891"       "Glasgow"           "Scotland"           
##   [90,] "1892"       "Richmond"          "England"            
##   [91,] "1892"       "Swansea"           "Wales"              
##   [92,] "1892"       "Belfast"           "Republic of Ireland"
##   [93,] "1892"       "Wrexham"           "Wales"              
##   [94,] "1892"       "Kilmarnock"        "Scotland"           
##   [95,] "1892"       "Belfast"           "Republic of Ireland"
##   [96,] "1893"       "Glasgow"           "Scotland"           
##   [97,] "1893"       "Derby"             "Englan"             
##   [98,] "1893"       "Belfast"           "Republic of Ireland"
##   [99,] "1893"       "London"            "England-"           
##  [100,] "1893"       "Wrexham"           "Wales"              
##  [101,] "1894"       "Glasgow"           "Scotland"           
##  [102,] "1894"       "Liverpool"         "England"            
##  [103,] "1894"       "Wrexham"           "Wales"              
##  [104,] "1894"       "Belfast"           "Republic of Ireland"
##  [105,] "1894"       "Cardiff"           "Wales"              
##  [106,] "1894"       "Dundee"            "Scotland"           
##  [107,] "1895"       "Belfast"           "Republic of Ireland"
##  [108,] "1895"       "Glasgow"           "Scotland"           
##  [109,] "1895"       "Nottingham"        "Englnd"             
##  [110,] "1895"       "Belfast"           "Republic of Ireland"
##  [111,] "1895"       "Wrexham"           "Wales"              
##  [112,] "1895"       "Glasgow"           "Scotland"           
##  [113,] "1896"       "Sheffield"         "England"            
##  [114,] "1896"       "London"            "England"            
##  [115,] "1896"       "Llandudno"         "Wales"              
##  [116,] "1896"       "Belfast"           "Republic of Ireland"
##  [117,] "1896"       "Motherwell"        "Scotland"           
##  [118,] "1896"       "Belfast"           "Republic of Ireland"
##  [119,] "1897"       "Wrexham"           "Wales"              
##  [120,] "1897"       "Glasgow"           "Scotland"           
##  [121,] "1897"       "Sunderland"        "Englad"             
##  [122,] "1897"       "Belfast"           "Republic of Ireland"
##  [123,] "1897"       "Wrexham"           "Wales"              
##  [124,] "1897"       "Bristol"           "Engand"             
##  [125,] "1898"       "Glasgow"           "Scotland"           
##  [126,] "1898"       "Birmingham"        "England"            
##  [127,] "1898"       "Aberdeen"          "Scotland"           
##  [128,] "1898"       "Llandudno"         "Wales"              
##  [129,] "1898"       "Belfast"           "Republic of Ireland"
##  [130,] "1898"       "Dublin"            "Republic of Ireland"
##  [131,] "1899"       "Cardiff"           "Wales"              
##  [132,] "1899"       "Glasgow"           "Scotland"           
##  [133,] "1899"       "Glasgow"           "Scotland"           
##  [134,] "1899"       "Wrexham"           "Wales"              
##  [135,] "1899"       "Southampton"       "England"            
##  [136,] "1899"       "Newcastle"         "England"            
##  [137,] "1900"       "Belfast"           "Republic of Ireland"
##  [138,] "1900"       "London"            "England"            
##  [139,] "1900"       "Cardiff"           "Wales"              
##  [140,] "1900"       "Belfast"           "Republic of Ireland"
##  [141,] "1900"       "Wrexham"           "Wales"              
##  [142,] "1900"       "Greenock"          "Scotland"           
##  [143,] "1901"       "Belfast"           "Republic of Ireland"
##  [144,] "1901"       "Birmingham"        "England"            
##  [145,] "1901"       "Montevideo"        "Uruguay"            
##  [146,] "1901"       "Vienna"            "Austria"            
##  [147,] "1901"       "Portsmouth"        "England"            
##  [148,] "1901"       "Cardiff"           "Wales"              
##  [149,] "1902"       "Glasgow"           "Scotland"           
##  [150,] "1902"       "Belfast"           "Republic of Ireland"
##  [151,] "1902"       "Sheffield"         "England"            
##  [152,] "1902"       "Budapest"          "Hungary"            
##  [153,] "1902"       "Buenos Aires"      "Argentina"          
##  [154,] "1902"       "Vienna"            "Austria"            
##  [155,] "1902"       "Wrexham"           "Wales"              
##  [156,] "1902"       "Belfast"           "Republic of Ireland"
##  [157,] "1903"       "Dundee"            "Scotland"           
##  [158,] "1903"       "Bangor"            "Wales"              
##  [159,] "1903"       "Dublin"            "Republic of Ireland"
##  [160,] "1903"       "Glasgow"           "Scotland"           
##  [161,] "1903"       "Brussels"          "Belgium"            
##  [162,] "1903"       "Budapest"          "Hungary"            
##  [163,] "1903"       "Paris"             "France"             
##  [164,] "1903"       "Middlesbrough"     "England"            
##  [165,] "1904"       "Wrexham"           "Wales"              
##  [166,] "1904"       "Glasgow"           "Scotland"           
##  [167,] "1904"       "Liverpool"         "England"            
##  [168,] "1904"       "London"            "England"            
##  [169,] "1904"       "Belfast"           "Republic of Ireland"
##  [170,] "1904"       "Budapest"          "Hungary"            
##  [171,] "1904"       "Antwerp"           "Belgium"            
##  [172,] "1904"       "Brussels"          "Belgium"            
##  [173,] "1905"       "Rotterdam"         "Netherlands"        
##  [174,] "1905"       "Buenos Aires"      "Argentina"          
##  [175,] "1905"       "Belfast"           "Republic of Ireland"
##  [176,] "1905"       "Edinburgh"         "Scotland"           
##  [177,] "1905"       "Dublin"            "Republic of Ireland"
##  [178,] "1905"       "Cardiff"           "Wales"              
##  [179,] "1905"       "Budapest"          "Hungary"            
##  [180,] "1905"       "Wrexham"           "Wales"              
##  [181,] "1905"       "Glasgow"           "Scotland"           
##  [182,] "1905"       "Saint-Cloud"       "France"             
##  [183,] "1905"       "Antwerp"           "Belgium"            
##  [184,] "1905"       "Rotterdam"         "Netherlands"        
##  [185,] "1906"       "Montevideo"        "Uruguay"            
##  [186,] "1906"       "Prague"            "Bohemia"            
##  [187,] "1906"       "Buenos Aires"      "Argentina"          
##  [188,] "1906"       "Budapest"          "Hungary"            
##  [189,] "1906"       "Liverpool"         "England"            
##  [190,] "1906"       "Belfast"           "Republic of Ireland"
##  [191,] "1906"       "Wrexham"           "Wales"              
##  [192,] "1906"       "Glasgow"           "Scotland"           
##  [193,] "1906"       "London"            "England"            
##  [194,] "1906"       "Newcastle"         "England"            
##  [195,] "1906"       "Budapest"          "Hungary"            
##  [196,] "1906"       "Antwerp"           "Belgium"            
##  [197,] "1906"       "Brussels"          "Belgium"            
##  [198,] "1906"       "Vienna"            "Austria"            
##  [199,] "1907"       "Haarlem"           "Netherlands"        
##  [200,] "1907"       "Prague"            "Bohemia"            
##  [201,] "1907"       "Budapest"          "Hungary"            
##  [202,] "1907"       "Belfast"           "Republic of Ireland"
##  [203,] "1907"       "Dundee"            "Scotland"           
##  [204,] "1907"       "Geneva"            "Switzerland"        
##  [205,] "1907"       "Dublin"            "Republic of Ireland"
##  [206,] "1907"       "Wrexham"           "Wales"              
##  [207,] "1907"       "Antwerp"           "Belgium"            
##  [208,] "1907"       "Glasgow"           "Scotland"           
##  [209,] "1907"       "Budapest"          "Hungary"            
##  [210,] "1907"       "Basel"             "Switzerland"        
##  [211,] "1907"       "Aberdare"          "Wales"              
##  [212,] "1908"       "Colombes"          "France"             
##  [213,] "1908"       "Rotterdam"         "Netherlands"        
##  [214,] "1908"       "Vienna"            "Austria"            
##  [215,] "1908"       "Rotterdam"         "Netherlands"        
##  [216,] "1908"       "Vienna"            "Austria"            
##  [217,] "1908"       "Vienna"            "Austria"            
##  [218,] "1908"       "Vienna"            "Austria"            
##  [219,] "1908"       "Budapest"          "Hungary"            
##  [220,] "1908"       "Prague"            "Bohemia"            
##  [221,] "1908"       "Gothenburg"        "Sweden"             
##  [222,] "1908"       "Montevideo"        "Uruguay"            
##  [223,] "1908"       "Buenos Aires"      "Argentina"          
##  [224,] "1908"       "Buenos Aires"      "Argentina"          
##  [225,] "1908"       "The Hague"         "Netherlands"        
##  [226,] "1908"       "Brussels"          "Belgium"            
##  [227,] "1908"       "Budapest"          "Hungary"            
##  [228,] "1908"       "Bradford"          "England"            
##  [229,] "1908"       "Wrexham"           "Wales"              
##  [230,] "1908"       "Nottingham"        "England"            
##  [231,] "1908"       "Glasgow"           "Scotland"           
##  [232,] "1908"       "Belfast"           "Republic of Ireland"
##  [233,] "1908"       "Antwerp"           "Belgium"            
##  [234,] "1908"       "London"            "England"            
##  [235,] "1908"       "Karlsruhe"         "Germany"            
##  [236,] "1908"       "Budapest"          "Hungary"            
##  [237,] "1908"       "Rotterdam"         "Netherlands"        
##  [238,] "1909"       "Vienna"            "Austria"            
##  [239,] "1909"       "Brussels"          "Belgium"            
##  [240,] "1909"       "Budapest"          "Hungary"            
##  [241,] "1909"       "Budapest"          "Hungary"            
##  [242,] "1909"       "Budapest"          "Hungary"            
##  [243,] "1909"       "Vienna"            "Austria"            
##  [244,] "1909"       "Buenos Aires"      "Argentina"          
##  [245,] "1909"       "Montevideo"        "Uruguay"            
##  [246,] "1909"       "Buenos Aires"      "Argentina"          
##  [247,] "1909"       "Belfast"           "Republic of Ireland"
##  [248,] "1909"       "Kilmarnock"        "Scotland"           
##  [249,] "1909"       "Antwerp"           "Belgium"            
##  [250,] "1909"       "Cardiff"           "Wales"              
##  [251,] "1909"       "Belfast"           "Republic of Ireland"
##  [252,] "1909"       "Glasgow"           "Scotland"           
##  [253,] "1909"       "Gentilly"          "France"             
##  [254,] "1909"       "Basel"             "Switzerland"        
##  [255,] "1909"       "Haarlem"           "Netherlands"        
##  [256,] "1909"       "Wrexham"           "Wales"              
##  [257,] "1910"       "Arnhem"            "Netherlands"        
##  [258,] "1910"       "Vienna"            "Austria"            
##  [259,] "1910"       "Milan"             "Italy"              
##  [260,] "1910"       "Duisburg"          "Germany"            
##  [261,] "1910"       "Budapest"          "Hungary"            
##  [262,] "1910"       "Buenos Aires"      "Argentina"          
##  [263,] "1910"       "Buenos Aires"      "Argentina"          
##  [264,] "1910"       "Buenos Aires"      "Argentina"          
##  [265,] "1910"       "Buenos Aires"      "Argentina"          
##  [266,] "1910"       "Montevideo"        "Uruguay"            
##  [267,] "1910"       "Viña del Mar"     "Chile"              
##  [268,] "1910"       "Kristiania"        "Norway"             
##  [269,] "1910"       "Kleve"             "Germany"            
##  [270,] "1910"       "Budapest"          "Hungary"            
##  [271,] "1910"       "Buenos Aires"      "Argentina"          
##  [272,] "1910"       "Buenos Aires"      "Argentina"          
##  [273,] "1910"       "Maisons-Alfort"    "France"             
##  [274,] "1910"       "Milan"             "Italy"              
##  [275,] "1910"       "Zürich"           "Switzerland"        
##  [276,] "1910"       "Belfast"           "Republic of Ireland"
##  [277,] "1910"       "Derby"             "England"            
##  [278,] "1910"       "Cardiff"           "Wales"              
##  [279,] "1910"       "London"            "England"            
##  [280,] "1910"       "Glasgow"           "Scotland"           
##  [281,] "1910"       "Antwerp"           "Belgium"            
##  [282,] "1910"       "Stuttgart"         "Germany"            
##  [283,] "1911"       "Liverpool"         "England"            
##  [284,] "1911"       "Dordrecht"         "Netherlands"        
##  [285,] "1911"       "Saint-Ouen"        "France"             
##  [286,] "1911"       "Liège"            "Belgium"            
##  [287,] "1911"       "Geneva"            "Switzerland"        
##  [288,] "1911"       "Uccle"             "Belgium"            
##  [289,] "1911"       "Vienna"            "Austria"            
##  [290,] "1911"       "Milan"             "Italy"              
##  [291,] "1911"       "La Chaux-de-Fonds" "Switzerland"        
##  [292,] "1911"       "Solna"             "Sweden"             
##  [293,] "1911"       "Buenos Aires"      "Argentina"          
##  [294,] "1911"       "Solna"             "Sweden"             
##  [295,] "1911"       "Montevideo"        "Uruguay"            
##  [296,] "1911"       "Montevideo"        "Uruguay"            
##  [297,] "1911"       "Dresden"           "Germany"            
##  [298,] "1911"       "Buenos Aires"      "Argentina"          
##  [299,] "1911"       "Helsinki"          "Finland"            
##  [300,] "1911"       "Hamburg"           "Germany"            
##  [301,] "1911"       "Budapest"          "Hungary"            
##  [302,] "1911"       "Luxembourg"        "Luxembourg"         
##  [303,] "1911"       "Montevideo"        "Uruguay"            
##  [304,] "1911"       "Budapest"          "Hungary"            
##  [305,] "1911"       "Munich"            "Germany"            
##  [306,] "1911"       "Saint-Ouen"        "France"             
##  [307,] "1911"       "Dublin"            "Republic of Ireland"
##  [308,] "1911"       "Paris"             "France"             
##  [309,] "1911"       "Saint-Ouen"        "France"             
##  [310,] "1911"       "Antwerp"           "Belgium"            
##  [311,] "1911"       "Edinburgh"         "Scotland"           
##  [312,] "1911"       "Antwerp"           "Belgium"            
##  [313,] "1911"       "Wrexham"           "Wales"              
##  [314,] "1911"       "Belfast"           "Republic of Ireland"
##  [315,] "1911"       "Turin"             "Italy"              
##  [316,] "1912"       "Glasgow"           "Scotland"           
##  [317,] "1912"       "Zwolle"            "Netherlands"        
##  [318,] "1912"       "Cardiff"           "Wales"              
##  [319,] "1912"       "Budapest"          "Hungary"            
##  [320,] "1912"       "Dordrecht"         "Netherlands"        
##  [321,] "1912"       "Vienna"            "Austria"            
##  [322,] "1912"       "St. Gallen"        "Switzerland"        
##  [323,] "1912"       "Kristiania"        "Norway"             
##  [324,] "1912"       "Gothenburg"        "Sweden"             
##  [325,] "1912"       "Kristiania"        "Norway"             
##  [326,] "1912"       "Solna"             "Sweden"             
##  [327,] "1912"       "Stockholm"         "Sweden"             
##  [328,] "1912"       "Moscow"            "Russia"             
##  [329,] "1912"       "Moscow"            "Russia"             
##  [330,] "1912"       "Montevideo"        "Uruguay"            
##  [331,] "1912"       "Montevideo"        "Uruguay"            
##  [332,] "1912"       "Buenos Aires"      "Argentina"          
##  [333,] "1912"       "Avellaneda"        "Argentina"          
##  [334,] "1912"       "Copenhagen"        "Denmark"            
##  [335,] "1912"       "Budapest"          "Hungary"            
##  [336,] "1912"       "Gothenburg"        "Sweden"             
##  [337,] "1912"       "Leipzig"           "Germany"            
##  [338,] "1912"       "Montevideo"        "Uruguay"            
##  [339,] "1912"       "Barcelona"         "Spain"              
##  [340,] "1912"       "Genoa"             "Italy"              
##  [341,] "1912"       "Saint-Ouen"        "France"             
##  [342,] "1912"       "Belfast"           "Republic of Ireland"
##  [343,] "1912"       "Belfast"           "Republic of Ireland"
##  [344,] "1912"       "Brussels"          "Belgium"            
##  [345,] "1912"       "Wrexham"           "Wales"              
##  [346,] "1912"       "Antwerp"           "Belgium"            
##  [347,] "1912"       "Geneva"            "Switzerland"        
##  [348,] "1912"       "Dublin"            "Republic of Ireland"
##  [349,] "1912"       "Bristol"           "England"            
##  [350,] "1912"       "London"            "England"            
##  [351,] "1913"       "Saint-Ouen"        "France"             
##  [352,] "1913"       "Zwolle"            "Netherlands"        
##  [353,] "1913"       "Vienna"            "Austria"            
##  [354,] "1913"       "Turin"             "Italy"              
##  [355,] "1913"       "Moscow"            "Russia"             
##  [356,] "1913"       "Basel"             "Switzerland"        
##  [357,] "1913"       "Freiburg"          "Germany"            
##  [358,] "1913"       "Budapest"          "Hungary"            
##  [359,] "1913"       "Copenhagen"        "Denmark"            
##  [360,] "1913"       "Stockholm"         "Sweden"             
##  [361,] "1913"       "Avellaneda"        "Argentina"          
##  [362,] "1913"       "Vienna"            "Austria"            
##  [363,] "1913"       "Avellaneda"        "Argentina"          
##  [364,] "1913"       "Avellaneda"        "Argentina"          
##  [365,] "1913"       "Buenos Aires"      "Argentina"          
##  [366,] "1913"       "Moscow"            "Russia"             
##  [367,] "1913"       "Viña del Mar"     "Chile"              
##  [368,] "1913"       "Stockholm"         "Sweden"             
##  [369,] "1913"       "Montevideo"        "Uruguay"            
##  [370,] "1913"       "Hamburg"           "Germany"            
##  [371,] "1913"       "Budapest"          "Hungary"            
##  [372,] "1913"       "Kristiania"        "Norway"             
##  [373,] "1913"       "Montevideo"        "Uruguay"            
##  [374,] "1913"       "Verviers"          "Belgium"            
##  [375,] "1913"       "Antwerp"           "Belgium"            
##  [376,] "1913"       "Milan"             "Italy"              
##  [377,] "1913"       "Wrexham"           "Wales"              
##  [378,] "1913"       "Lille"             "France"             
##  [379,] "1913"       "Luxembourg"        "Luxembourg"         
##  [380,] "1913"       "Middlesbrough"     "England"            
##  [381,] "1913"       "Glasgow"           "Scotland"           
##  [382,] "1913"       "Saint-Ouen"        "France"             
##  [383,] "1913"       "Belfast"           "Republic of Ireland"
##  [384,] "1913"       "Antwerp"           "Belgium"            
##  [385,] "1913"       "Cardiff"           "Wales"              
##  [386,] "1914"       "Turin"             "Italy"              
##  [387,] "1914"       "Genoa"             "Italy"              
##  [388,] "1914"       "Amsterdam"         "Netherlands"        
##  [389,] "1914"       "Amsterdam"         "Netherlands"        
##  [390,] "1914"       "Vienna"            "Austria"            
##  [391,] "1914"       "Copenhagen"        "Denmark"            
##  [392,] "1914"       "Berne"             "Switzerland"        
##  [393,] "1914"       "Solna"             "Sweden"             
##  [394,] "1914"       "Budapest"          "Hungary"            
##  [395,] "1914"       "Solna"             "Sweden"             
##  [396,] "1914"       "Kristiania"        "Norway"             
##  [397,] "1914"       "Solna"             "Sweden"             
##  [398,] "1914"       "Kristiania"        "Norway"             
##  [399,] "1914"       "Montevideo"        "Uruguay"            
##  [400,] "1914"       "Buenos Aires"      "Argentina"          
##  [401,] "1914"       "Buenos Aires"      "Argentina"          
##  [402,] "1914"       "Buenos Aires"      "Argentina"          
##  [403,] "1914"       "Budapest"          "Hungary"            
##  [404,] "1914"       "Solna"             "Sweden"             
##  [405,] "1914"       "Vienna"            "Austria"            
##  [406,] "1914"       "Bilbao"            "Spain"              
##  [407,] "1914"       "Turin"             "Italy"              
##  [408,] "1914"       "Barcelona"         "Spain"              
##  [409,] "1914"       "Budapest"          "Hungary"            
##  [410,] "1914"       "Madrid"            "Spain"              
##  [411,] "1914"       "Vienna"            "Austria"            
##  [412,] "1914"       "Copenhagen"        "Denmark"            
##  [413,] "1914"       "Kristiania"        "Norway"             
##  [414,] "1914"       "Montevideo"        "Uruguay"            
##  [415,] "1914"       "Buenos Aires"      "Argentina"          
##  [416,] "1915"       "Montevideo"        "Uruguay"            
##  [417,] "1915"       "Copenhagen"        "Denmark"            
##  [418,] "1915"       "Vienna"            "Austria"            
##  [419,] "1915"       "Stockholm"         "Sweden"             
##  [420,] "1915"       "Stockholm"         "Sweden"             
##  [421,] "1915"       "Budapest"          "Hungary"            
##  [422,] "1915"       "Vienna"            "Austria"            
##  [423,] "1915"       "Barcelona"         "Spain"              
##  [424,] "1915"       "Barcelona"         "Spain"              
##  [425,] "1915"       "Copenhagen"        "Denmark"            
##  [426,] "1915"       "Budapest"          "Hungary"            
##  [427,] "1915"       "Bilbao"            "Spain"              
##  [428,] "1915"       "Kristiania"        "Norway"             
##  [429,] "1915"       "Buenos Aires"      "Argentina"          
##  [430,] "1915"       "Stockholm"         "Sweden"             
##  [431,] "1915"       "Buenos Aires"      "Argentina"          
##  [432,] "1916"       "Buenos Aires"      "Argentina"          
##  [433,] "1916"       "Buenos Aires"      "Argentina"          
##  [434,] "1916"       "Buenos Aires"      "Argentina"          
##  [435,] "1916"       "Buenos Aires"      "Argentina"          
##  [436,] "1916"       "Montevideo"        "Uruguay"            
##  [437,] "1916"       "Avellaneda"        "Argentina"          
##  [438,] "1916"       "Montevideo"        "Uruguay"            
##  [439,] "1916"       "Avellaneda"        "Argentina"          
##  [440,] "1916"       "Montevideo"        "Uruguay"            
##  [441,] "1916"       "Stockholm"         "Sweden"             
##  [442,] "1916"       "Kristiania"        "Norway"             
##  [443,] "1916"       "Avellaneda"        "Argentina"          
##  [444,] "1916"       "Budapest"          "Hungary"            
##  [445,] "1916"       "Kristiania"        "Norway"             
##  [446,] "1916"       "Montevideo"        "Uruguay"            
##  [447,] "1916"       "Stockholm"         "Sweden"             
##  [448,] "1916"       "Copenhagen"        "Denmark"            
##  [449,] "1916"       "Montevideo"        "Uruguay"            
##  [450,] "1916"       "Vienna"            "Austria"            
##  [451,] "1916"       "Vienna"            "Austria"            
##  [452,] "1916"       "Tokyo"             "Japan"              
##  [453,] "1916"       "Copenhagen"        "Denmark"            
##  [454,] "1916"       "Budapest"          "Hungary"            
##  [455,] "1916"       "Kristiania"        "Norway"             
##  [456,] "1916"       "Vienna"            "Austria"            
##  [457,] "1916"       "Montevideo"        "Uruguay"            
##  [458,] "1916"       "Avellaneda"        "Argentina"          
##  [459,] "1916"       "Helsingborg"       "Sweden"             
##  [460,] "1916"       "Montevideo"        "Uruguay"            
##  [461,] "1917"       "Kristiania"        "Norway"             
##  [462,] "1917"       "Montevideo"        "Uruguay"            
##  [463,] "1917"       "Montevideo"        "Uruguay"            
##  [464,] "1917"       "Montevideo"        "Uruguay"            
##  [465,] "1917"       "Copenhagen"        "Denmark"            
##  [466,] "1917"       "Budapest"          "Hungary"            
##  [467,] "1917"       "Montevideo"        "Uruguay"            
##  [468,] "1917"       "Montevideo"        "Uruguay"            
##  [469,] "1917"       "Stockholm"         "Sweden"             
##  [470,] "1917"       "Montevideo"        "Uruguay"            
##  [471,] "1917"       "Montevideo"        "Uruguay"            
##  [472,] "1917"       "Vienna"            "Austria"            
##  [473,] "1917"       "Basel"             "Switzerland"        
##  [474,] "1917"       "Zürich"           "Switzerland"        
##  [475,] "1917"       "Budapest"          "Hungary"            
##  [476,] "1917"       "Vienna"            "Austria"            
##  [477,] "1917"       "Budapest"          "Hungary"            
##  [478,] "1917"       "Stockholm"         "Sweden"             
##  [479,] "1917"       "Vienna"            "Austria"            
##  [480,] "1917"       "Copenhagen"        "Denmark"            
##  [481,] "1917"       "Kristiania"        "Norway"             
##  [482,] "1917"       "Montevideo"        "Uruguay"            
##  [483,] "1917"       "Montevideo"        "Uruguay"            
##  [484,] "1917"       "Buenos Aires"      "Argentina"          
##  [485,] "1918"       "Buenos Aires"      "Argentina"          
##  [486,] "1918"       "Kristiania"        "Norway"             
##  [487,] "1918"       "Montevideo"        "Uruguay"            
##  [488,] "1918"       "Buenos Aires"      "Argentina"          
##  [489,] "1918"       "Vienna"            "Austria"            
##  [490,] "1918"       "Copenhagen"        "Denmark"            
##  [491,] "1918"       "Gothenburg"        "Sweden"             
##  [492,] "1918"       "Brussels"          "Belgium"            
##  [493,] "1918"       "Budapest"          "Hungary"            
##  [494,] "1918"       "Rio de Janeiro"    "Brazil"             
##  [495,] "1918"       "Asunción"         "Paraguay"           
##  [496,] "1918"       "Rio de Janeiro"    "Brazil"             
##  [497,] "1918"       "Asunción"         "Paraguay"           
##  [498,] "1918"       "Rio de Janeiro"    "Brazil"             
##  [499,] "1918"       "Rio de Janeiro"    "Brazil"             
##  [500,] "1918"       "Asunción"         "Paraguay"           
##  [501,] "1918"       "Rio de Janeiro"    "Brazil"             
##  [502,] "1919"       "Asunción"         "Paraguay"           
##  [503,] "1919"       "Rio de Janeiro"    "Brazil"             
##  [504,] "1919"       "Rio de Janeiro"    "Brazil"             
##  [505,] "1919"       "Stockholm"         "Sweden"             
##  [506,] "1919"       "Rio de Janeiro"    "Brazil"             
##  [507,] "1919"       "Copenhagen"        "Denmark"            
##  [508,] "1919"       "Amsterdam"         "Netherlands"        
##  [509,] "1919"       "Copenhagen"        "Denmark"            
##  [510,] "1919"       "Kristiania"        "Norway"             
##  [511,] "1919"       "Montevideo"        "Uruguay"            
##  [512,] "1919"       "Stockholm"         "Sweden"             
##  [513,] "1919"       "Montevideo"        "Uruguay"            
##  [514,] "1919"       "Oslo"              "Norway"             
##  [515,] "1919"       "Buenos Aires"      "Argentina"          
##  [516,] "1919"       "Gothenburg"        "Sweden"             
##  [517,] "1919"       "Kristiania"        "Norway"             
##  [518,] "1919"       "Helsinki"          "Finland"            
##  [519,] "1919"       "Vienna"            "Austria"            
##  [520,] "1919"       "Stockholm"         "Sweden"             
##  [521,] "1919"       "Buenos Aires"      "Argentina"          
##  [522,] "1919"       "Belfast"           "Republic of Ireland"
##  [523,] "1919"       "Budapest"          "Hungary"            
##  [524,] "1919"       "Montevideo"        "Uruguay"            
##  [525,] "1919"       "Milan"             "Italy"              
##  [526,] "1919"       "Belfast"           "Republic of Ireland"
##  [527,] "1919"       "Cardiff"           "Wales"              
##  [528,] "1919"       "Geneva"            "Switzerland"        
##  [529,] "1919"       "Glasgow"           "Scotland"           
##  [530,] "1919"       "London"            "England"            
##  [531,] "1919"       "Paris"             "France"             
##  [532,] "1919"       "Berne"             "Switzerland"        
##  [533,] "1919"       "Amsterdam"         "Netherlands"        
##  [534,] "1919"       "Sheffield"         "England"            
##  [535,] "1920"       "Vienna"            "Austria"            
##  [536,] "1920"       "Genoa"             "Italy"              
##  [537,] "1920"       "Basel"             "Switzerland"        
##  [538,] "1920"       "Stockholm"         "Sweden"             
##  [539,] "1920"       "Stockholm"         "Sweden"             
##  [540,] "1920"       "Kristiania"        "Norway"             
##  [541,] "1920"       "Kristiania"        "Norway"             
##  [542,] "1920"       "Zürich"           "Switzerland"        
##  [543,] "1920"       "Montevideo"        "Uruguay"            
##  [544,] "1920"       "Buenos Aires"      "Argentina"          
##  [545,] "1920"       "Buenos Aires"      "Argentina"          
##  [546,] "1920"       "Viña del Mar"     "Chile"              
##  [547,] "1920"       "Viña del Mar"     "Chile"              
##  [548,] "1920"       "Viña del Mar"     "Chile"              
##  [549,] "1920"       "Helsinki"          "Finland"            
##  [550,] "1920"       "Viña del Mar"     "Chile"              
##  [551,] "1920"       "Viña del Mar"     "Chile"              
##  [552,] "1920"       "Vienna"            "Austria"            
##  [553,] "1920"       "Stockholm"         "Sweden"             
##  [554,] "1920"       "Viña del Mar"     "Chile"              
##  [555,] "1920"       "Stockholm"         "Sweden"             
##  [556,] "1920"       "Helsinki"          "Finland"            
##  [557,] "1920"       "Sunderland"        "England"            
##  [558,] "1920"       "Berlin"            "Germany"            
##  [559,] "1920"       "Budapest"          "Hungary"            
##  [560,] "1920"       "Aberdeen"          "Scotland"           
##  [561,] "1920"       "Marseille"         "France"             
##  [562,] "1920"       "Belfast"           "Republic of Ireland"
##  [563,] "1920"       "Forest"            "Belgium"            
##  [564,] "1920"       "Milan"             "Italy"              
##  [565,] "1920"       "Cardiff"           "Wales"              
##  [566,] "1920"       "Vienna"            "Austria"            
##  [567,] "1920"       "Barcelona"         "Spain"              
##  [568,] "1920"       "Barcelona"         "Spain"              
##  [569,] "1920"       "Asunción"         "Paraguay"           
##  [570,] "1921"       "Glasgow"           "Scotland"           
##  [571,] "1921"       "Swansea"           "Wales"              
##  [572,] "1921"       "Asunción"         "Paraguay"           
##  [573,] "1921"       "Vienna"            "Austria"            
##  [574,] "1921"       "St. Gallen"        "Switzerland"        
##  [575,] "1921"       "Antwerp"           "Belgium"            
##  [576,] "1921"       "Dresden"           "Germany"            
##  [577,] "1921"       "Amsterdam"         "Netherlands"        
##  [578,] "1921"       "Antwerp"           "Belgium"            
##  [579,] "1921"       "Brussels"          "Belgium"            
##  [580,] "1921"       "Kristiania"        "Norway"             
##  [581,] "1921"       "Stockholm"         "Sweden"             
##  [582,] "1921"       "Shanghai"          "China PR"           
##  [583,] "1921"       "Budapest"          "Hungary"            
##  [584,] "1921"       "Copenhagen"        "Denmark"            
##  [585,] "1921"       "Kristiania"        "Norway"             
##  [586,] "1921"       "Montréal"         "Canada"             
##  [587,] "1921"       "Tallinn"           "Estonia"            
##  [588,] "1921"       "Stockholm"         "Sweden"             
##  [589,] "1921"       "Helsinki"          "Finland"            
##  [590,] "1921"       "Tallinn"           "Estonia"            
##  [591,] "1921"       "Guatemala"         "Guatemala"          
##  [592,] "1921"       "Helsinki"          "Finland"            
##  [593,] "1921"       "Guatemala"         "Guatemala"          
##  [594,] "1921"       "Stockholm"         "Sweden"             
##  [595,] "1921"       "Viña del Mar"     "Chile"              
##  [596,] "1921"       "Buenos Aires"      "Argentina"          
##  [597,] "1921"       "Santiago"          "Chile"              
##  [598,] "1921"       "Copenhagen"        "Denmark"            
##  [599,] "1921"       "Buenos Aires"      "Argentina"          
##  [600,] "1921"       "Stockholm"         "Sweden"             
##  [601,] "1921"       "Buenos Aires"      "Argentina"          
##  [602,] "1921"       "Buenos Aires"      "Argentina"          
##  [603,] "1921"       "Belfast"           "Republic of Ireland"
##  [604,] "1921"       "Buenos Aires"      "Argentina"          
##  [605,] "1921"       "Prague"            "Czechoslovakia"     
##  [606,] "1921"       "Buenos Aires"      "Argentina"          
##  [607,] "1921"       "Montevideo"        "Uruguay"            
##  [608,] "1921"       "Budapest"          "Hungary"            
##  [609,] "1921"       "Geneva"            "Switzerland"        
##  [610,] "1921"       "Prague"            "Czechoslovakia"     
##  [611,] "1921"       "Vincennes"         "France"             
##  [612,] "1921"       "Budapest"          "Hungary"            
##  [613,] "1921"       "Madrid"            "Spain"              
##  [614,] "1921"       "Colombes"          "France"             
##  [615,] "1921"       "Milan"             "Italy"              
##  [616,] "1921"       "Wrexham"           "Wales"              
##  [617,] "1921"       "Turin"             "Italy"              
##  [618,] "1921"       "Glasgow"           "Scotland"           
##  [619,] "1921"       "Rennes"            "France"             
##  [620,] "1921"       "Liverpool"         "England"            
##  [621,] "1921"       "Antwerp"           "Belgium"            
##  [622,] "1921"       "Frankfurt am Main" "Germany"            
##  [623,] "1921"       "Birmingham"        "England"            
##  [624,] "1922"       "Liège"            "Belgium"            
##  [625,] "1922"       "Amsterdam"         "Netherlands"        
##  [626,] "1922"       "Vienna"            "Austria"            
##  [627,] "1922"       "Le Bouscat"        "France"             
##  [628,] "1922"       "Budapest"          "Hungary"            
##  [629,] "1922"       "Amsterdam"         "Netherlands"        
##  [630,] "1922"       "Cracow"            "Poland"             
##  [631,] "1922"       "Milan"             "Italy"              
##  [632,] "1922"       "Bergen"            "Norway"             
##  [633,] "1922"       "Stockholm"         "Sweden"             
##  [634,] "1922"       "Helsinki"          "Finland"            
##  [635,] "1922"       "Belgrade"          "Yugoslavia"         
##  [636,] "1922"       "Vienna"            "Austria"            
##  [637,] "1922"       "Copenhagen"        "Denmark"            
##  [638,] "1922"       "Kristiania"        "Norway"             
##  [639,] "1922"       "Budapest"          "Hungary"            
##  [640,] "1922"       "Dunedin"           "New Zealand"        
##  [641,] "1922"       "Wellington"        "New Zealand"        
##  [642,] "1922"       "Zagreb"            "Yugoslavia"         
##  [643,] "1922"       "Bochum"            "Germany"            
##  [644,] "1922"       "Auckland"          "New Zealand"        
##  [645,] "1922"       "Stockholm"         "Sweden"             
##  [646,] "1922"       "Helsinki"          "Finland"            
##  [647,] "1922"       "Helsinki"          "Finland"            
##  [648,] "1922"       "Stockholm"         "Sweden"             
##  [649,] "1922"       "Stockholm"         "Sweden"             
##  [650,] "1922"       "Helsinki"          "Finland"            
##  [651,] "1922"       "Cernăuţi"        "Romania"            
##  [652,] "1922"       "Fredrikstad"       "Norway"             
##  [653,] "1922"       "Rio de Janeiro"    "Brazil"             
##  [654,] "1922"       "Rio de Janeiro"    "Brazil"             
##  [655,] "1922"       "Vienna"            "Austria"            
##  [656,] "1922"       "Rio de Janeiro"    "Brazil"             
##  [657,] "1922"       "Riga"              "Latvia"             
##  [658,] "1922"       "Kristiania"        "Norway"             
##  [659,] "1922"       "Rio de Janeiro"    "Brazil"             
##  [660,] "1922"       "Rio de Janeiro"    "Brazil"             
##  [661,] "1922"       "Copenhagen"        "Denmark"            
##  [662,] "1922"       "Zagreb"            "Yugoslavia"         
##  [663,] "1922"       "Rio de Janeiro"    "Brazil"             
##  [664,] "1922"       "Rio de Janeiro"    "Brazil"             
##  [665,] "1922"       "Rio de Janeiro"    "Brazil"             
##  [666,] "1922"       "Rio de Janeiro"    "Brazil"             
##  [667,] "1922"       "Rio de Janeiro"    "Brazil"             
##  [668,] "1922"       "West Bromwich"     "England"            
##  [669,] "1922"       "Buenos Aires"      "Argentina"          
##  [670,] "1922"       "Rio de Janeiro"    "Brazil"             
##  [671,] "1922"       "São Paulo"        "Brazil"             
##  [672,] "1922"       "São Paulo"        "Brazil"             
##  [673,] "1922"       "Montevideo"        "Uruguay"            
##  [674,] "1922"       "Berne"             "Switzerland"        
##  [675,] "1922"       "Vigo"              "Spain"              
##  [676,] "1922"       "Budapest"          "Hungary"            
##  [677,] "1922"       "Bologna"           "Italy"              
##  [678,] "1922"       "Montevideo"        "Uruguay"            
##  [679,] "1922"       "Buenos Aires"      "Argentina"          
##  [680,] "1922"       "Lisbon"            "Portugal"           
##  [681,] "1922"       "Guatemala"         "Guatemala"          
##  [682,] "1922"       "Milan"             "Italy"              
##  [683,] "1922"       "Guatemala"         "Guatemala"          
##  [684,] "1922"       "Guatemala"         "Guatemala"          
##  [685,] "1922"       "Seville"           "Spain"              
##  [686,] "1922"       "Geneva"            "Switzerland"        
##  [687,] "1922"       "San Sebastián"    "Spain"              
##  [688,] "1922"       "Antwerp"           "Belgium"            
##  [689,] "1922"       "Esch-sur-Alzette"  "Luxembourg"         
##  [690,] "1922"       "Forest"            "Belgium"            
##  [691,] "1923"       "Vigo"              "Spain"              
##  [692,] "1923"       "Belfast"           "Northern Ireland"   
##  [693,] "1923"       "Genoa"             "Italy"              
##  [694,] "1923"       "Cardiff"           "Wales"              
##  [695,] "1923"       "Lausanne"          "Switzerland"        
##  [696,] "1923"       "Paisley"           "Scotland"           
##  [697,] "1923"       "London"            "England"            
##  [698,] "1923"       "Amsterdam"         "Netherlands"        
##  [699,] "1923"       "Glasgow"           "Scotland"           
##  [700,] "1923"       "Wrexham"           "Wales"              
##  [701,] "1923"       "Vienna"            "Austria"            
##  [702,] "1923"       "Vincennes"         "France"             
##  [703,] "1923"       "Amsterdam"         "Netherlands"        
##  [704,] "1923"       "Vienna"            "Austria"            
##  [705,] "1923"       "Prague"            "Czechoslovakia"     
##  [706,] "1923"       "Vincennes"         "France"             
##  [707,] "1923"       "Hamburg"           "Germany"            
##  [708,] "1923"       "Buenos Aires"      "Argentina"          
##  [709,] "1923"       "Stockholm"         "Sweden"             
##  [710,] "1923"       "Osaka"             "Japan"              
##  [711,] "1923"       "Osaka"             "Japan"              
##  [712,] "1923"       "Solna"             "Sweden"             
##  [713,] "1923"       "Buenos Aires"      "Argentina"          
##  [714,] "1923"       "Prague"            "Czechoslovakia"     
##  [715,] "1923"       "Cracow"            "Poland"             
##  [716,] "1923"       "Basel"             "Switzerland"        
##  [717,] "1923"       "Brisbane"          "Australia"          
##  [718,] "1923"       "Bucharest"         "Romania"            
##  [719,] "1923"       "Gothenburg"        "Sweden"             
##  [720,] "1923"       "Sydney"            "Australia"          
##  [721,] "1923"       "Copenhagen"        "Denmark"            
##  [722,] "1923"       "Kristiania"        "Norway"             
##  [723,] "1923"       "Gävle"            "Sweden"             
##  [724,] "1923"       "Kristiania"        "Norway"             
##  [725,] "1923"       "Buenos Aires"      "Argentina"          
##  [726,] "1923"       "Kaunas"            "Lithuania"          
##  [727,] "1923"       "Stockholm"         "Sweden"             
##  [728,] "1923"       "Newcastle"         "Australia"          
##  [729,] "1923"       "Cluj"              "Romania"            
##  [730,] "1923"       "Buenos Aires"      "Argentina"          
##  [731,] "1923"       "Montevideo"        "Uruguay"            
##  [732,] "1923"       "Tallinn"           "Estonia"            
##  [733,] "1923"       "Dresden"           "Germany"            
##  [734,] "1923"       "Vienna"            "Austria"            
##  [735,] "1923"       "Budapest"          "Hungary"            
##  [736,] "1923"       "Lwów"             "Poland"             
##  [737,] "1923"       "Kristiania"        "Norway"             
##  [738,] "1923"       "Tallinn"           "Estonia"            
##  [739,] "1923"       "Helsinki"          "Finland"            
##  [740,] "1923"       "Budapest"          "Hungary"            
##  [741,] "1923"       "Tallinn"           "Estonia"            
##  [742,] "1923"       "Copenhagen"        "Denmark"            
##  [743,] "1923"       "Tallinn"           "Estonia"            
##  [744,] "1923"       "Montevideo"        "Uruguay"            
##  [745,] "1923"       "Stockholm"         "Sweden"             
##  [746,] "1923"       "Belfast"           "Northern Ireland"   
##  [747,] "1923"       "Istanbul"          "Turkey"             
##  [748,] "1923"       "Prague"            "Czechoslovakia"     
##  [749,] "1923"       "Paris"             "France"             
##  [750,] "1923"       "Budapest"          "Hungary"            
##  [751,] "1923"       "Montevideo"        "Uruguay"            
##  [752,] "1923"       "Antwerp"           "Belgium"            
##  [753,] "1923"       "Cracow"            "Poland"             
##  [754,] "1923"       "Rennes"            "France"             
##  [755,] "1923"       "Hamburg"           "Germany"            
##  [756,] "1923"       "Montevideo"        "Uruguay"            
##  [757,] "1923"       "Montevideo"        "Uruguay"            
##  [758,] "1923"       "Montevideo"        "Uruguay"            
##  [759,] "1923"       "Montevideo"        "Uruguay"            
##  [760,] "1923"       "Amsterdam"         "Netherlands"        
##  [761,] "1923"       "Montevideo"        "Uruguay"            
##  [762,] "1923"       "Madrid"            "Spain"              
##  [763,] "1923"       "Buenos Aires"      "Argentina"          
##  [764,] "1923"       "Montevideo"        "Uruguay"            
##  [765,] "1923"       "Buenos Aires"      "Argentina"          
##  [766,] "1923"       "Buenos Aires"      "Argentina"          
##  [767,] "1923"       "Mexico City"       "Mexico"             
##  [768,] "1923"       "Mexico City"       "Mexico"             
##  [769,] "1923"       "Mexico City"       "Mexico"             
##  [770,] "1923"       "Seville"           "Spain"              
##  [771,] "1923"       "Montrouge"         "France"             
##  [772,] "1923"       "Nuremberg"         "Germany"            
##  [773,] "1923"       "Genoa"             "Italy"              
##  [774,] "1923"       "Zagreb"            "Yugoslavia"         
##  [775,] "1923"       "Cardiff"           "Wales"              
##  [776,] "1923"       "Glasgow"           "Scotland"           
##  [777,] "1923"       "Blackburn"         "England"            
##  [778,] "1923"       "Milan"             "Italy"              
##  [779,] "1923"       "Barcelona"         "Spain"              
##  [780,] "1923"       "Belfast"           "Northern Ireland"   
##  [781,] "1924"       "Amsterdam"         "Netherlands"        
##  [782,] "1924"       "Geneva"            "Switzerland"        
##  [783,] "1924"       "Rennes"            "France"             
##  [784,] "1924"       "Oranjestad"        "Aruba"              
##  [785,] "1924"       "Budapest"          "Hungary"            
##  [786,] "1924"       "London"            "England"            
##  [787,] "1924"       "Amsterdam"         "Netherlands"        
##  [788,] "1924"       "Basel"             "Switzerland"        
##  [789,] "1924"       "Antwerp"           "Belgium"            
##  [790,] "1924"       "Budapest"          "Hungary"            
##  [791,] "1924"       "Asunción"         "Paraguay"           
##  [792,] "1924"       "Vincennes"         "France"             
##  [793,] "1924"       "Asunción"         "Paraguay"           
##  [794,] "1924"       "Stockholm"         "Sweden"             
##  [795,] "1924"       "Zürich"           "Switzerland"        
##  [796,] "1924"       "Vienna"            "Austria"            
##  [797,] "1924"       "Vienna"            "Austria"            
##  [798,] "1924"       "Buenos Aires"      "Argentina"          
##  [799,] "1924"       "Montevideo"        "Uruguay"            
##  [800,] "1924"       "Vincennes"         "France"             
##  [801,] "1924"       "Le Havre"          "France"             
##  [802,] "1924"       "Brisbane"          "Australia"          
##  [803,] "1924"       "Warsaw"            "Poland"             
##  [804,] "1924"       "Sydney"            "Australia"          
##  [805,] "1924"       "Copenhagen"        "Denmark"            
##  [806,] "1924"       "Kristiania"        "Norway"             
##  [807,] "1924"       "Barcelona"         "Spain"              
##  [808,] "1924"       "Helsinki"          "Finland"            
##  [809,] "1924"       "Tallinn"           "Estonia"            
##  [810,] "1924"       "Vienna"            "Austria"            
##  [811,] "1924"       "Riga"              "Latvia"             
##  [812,] "1924"       "Sydney"            "Australia"          
##  [813,] "1924"       "Newcastle"         "Australia"          
##  [814,] "1924"       "Å\201ódź"           "Poland"             
##  [815,] "1924"       "Stockholm"         "Sweden"             
##  [816,] "1924"       "Adelaide"          "Australia"          
##  [817,] "1924"       "Stockholm"         "Sweden"             
##  [818,] "1924"       "Sydney"            "Australia"          
##  [819,] "1924"       "Helsinki"          "Finland"            
##  [820,] "1924"       "Warsaw"            "Poland"             
##  [821,] "1924"       "Riga"              "Latvia"             
##  [822,] "1924"       "Helsinki"          "Finland"            
##  [823,] "1924"       "Tallinn"           "Estonia"            
##  [824,] "1924"       "Prague"            "Czechoslovakia"     
##  [825,] "1924"       "Berlin"            "Germany"            
##  [826,] "1924"       "Budapest"          "Hungary"            
##  [827,] "1924"       "Vienna"            "Austria"            
##  [828,] "1924"       "Helsinki"          "Finland"            
##  [829,] "1924"       "Kristiania"        "Norway"             
##  [830,] "1924"       "Budapest"          "Hungary"            
##  [831,] "1924"       "Solna"             "Sweden"             
##  [832,] "1924"       "Montevideo"        "Uruguay"            
##  [833,] "1924"       "Belfast"           "Northern Ireland"   
##  [834,] "1924"       "Zagreb"            "Yugoslavia"         
##  [835,] "1924"       "Buenos Aires"      "Argentina"          
##  [836,] "1924"       "Copenhagen"        "Denmark"            
##  [837,] "1924"       "Montevideo"        "Uruguay"            
##  [838,] "1924"       "Riga"              "Latvia"             
##  [839,] "1924"       "Montevideo"        "Uruguay"            
##  [840,] "1924"       "Liverpool"         "England"            
##  [841,] "1924"       "Montevideo"        "Uruguay"            
##  [842,] "1924"       "Montevideo"        "Uruguay"            
##  [843,] "1924"       "Montevideo"        "Uruguay"            
##  [844,] "1924"       "Amsterdam"         "Netherlands"        
##  [845,] "1924"       "Montevideo"        "Uruguay"            
##  [846,] "1924"       "Vienna"            "Austria"            
##  [847,] "1924"       "Brussels"          "Belgium"            
##  [848,] "1924"       "Milan"             "Italy"              
##  [849,] "1924"       "Moscow"            "Soviet Union"       
##  [850,] "1924"       "Duisburg"          "Germany"            
##  [851,] "1924"       "West Bromwich"     "England"            
##  [852,] "1924"       "Stuttgart"         "Germany"            
##  [853,] "1924"       "Barcelona"         "Spain"              
##  [854,] "1924"       "Edinburgh"         "Scotland"           
##  [855,] "1924"       "Luxembourg"        "Luxembourg"         
##  [856,] "1924"       "Belfast"           "Northern Ireland"   
##  [857,] "1924"       "Swansea"           "Wales"              
##  [858,] "1924"       "Antwerp"           "Belgium"            
##  [859,] "1924"       "Vienna"            "Austria"            
##  [860,] "1924"       "Port-au-Prince"    "Haiti"              
##  [861,] "1924"       "Turin"             "Italy"              
##  [862,] "1924"       "Budapest"          "Hungary"            
##  [863,] "1924"       "Port-au-Prince"    "Haiti"              
##  [864,] "1925"       "Port-au-Prince"    "Haiti"              
##  [865,] "1925"       "Amsterdam"         "Netherlands"        
##  [866,] "1925"       "Glasgow"           "Scotland"           
##  [867,] "1925"       "Istanbul"          "Turkey"             
##  [868,] "1925"       "Wrexham"           "Wales"              
##  [869,] "1925"       "Vincennes"         "France"             
##  [870,] "1925"       "Zürich"           "Switzerland"        
##  [871,] "1925"       "Bucharest"         "Romania"            
##  [872,] "1925"       "Amsterdam"         "Netherlands"        
##  [873,] "1925"       "Vienna"            "Austria"            
##  [874,] "1925"       "Ankara"            "Turkey"             
##  [875,] "1925"       "Manila"            "Philippines"        
##  [876,] "1925"       "Colombes"          "France"             
##  [877,] "1925"       "Budapest"          "Hungary"            
##  [878,] "1925"       "Manila"            "Philippines"        
##  [879,] "1925"       "Prague"            "Czechoslovakia"     
##  [880,] "1925"       "Lausanne"          "Switzerland"        
##  [881,] "1925"       "Sofia"             "Bulgaria"           
##  [882,] "1925"       "Berne"             "Switzerland"        
##  [883,] "1925"       "Oslo"              "Norway"             
##  [884,] "1925"       "Gothenburg"        "Sweden"             
##  [885,] "1925"       "Valencia"          "Spain"              
##  [886,] "1925"       "Stockholm"         "Sweden"             
##  [887,] "1925"       "Lisbon"            "Portugal"           
##  [888,] "1925"       "Copenhagen"        "Denmark"            
##  [889,] "1925"       "Stockholm"         "Sweden"             
##  [890,] "1925"       "Helsinki"          "Finland"            
##  [891,] "1925"       "Montréal"         "Canada"             
##  [892,] "1925"       "Kaunas"            "Lithuania"          
##  [893,] "1925"       "Tallinn"           "Estonia"            
##  [894,] "1925"       "Stockholm"         "Sweden"             
##  [895,] "1925"       "Buenos Aires"      "Argentina"          
##  [896,] "1925"       "Helsinki"          "Finland"            
##  [897,] "1925"       "Buenos Aires"      "Argentina"          
##  [898,] "1925"       "Stockholm"         "Sweden"             
##  [899,] "1925"       "Montevideo"        "Uruguay"            
##  [900,] "1925"       "Montevideo"        "Uruguay"            
##  [901,] "1925"       "Cracow"            "Poland"             
##  [902,] "1925"       "Helsinki"          "Finland"            
##  [903,] "1925"       "Asunción"         "Paraguay"           
##  [904,] "1925"       "Asunción"         "Paraguay"           
##  [905,] "1925"       "Oslo"              "Norway"             
##  [906,] "1925"       "Asunción"         "Paraguay"           
##  [907,] "1925"       "Tallinn"           "Estonia"            
##  [908,] "1925"       "Helsinki"          "Finland"            
##  [909,] "1925"       "Budapest"          "Hungary"            
##  [910,] "1925"       "Riga"              "Latvia"             
##  [911,] "1925"       "Vienna"            "Austria"            
##  [912,] "1925"       "Ã…rhus"            "Denmark"            
##  [913,] "1925"       "Istanbul"          "Turkey"             
##  [914,] "1925"       "Budapest"          "Hungary"            
##  [915,] "1925"       "Prague"            "Czechoslovakia"     
##  [916,] "1925"       "Belfast"           "Northern Ireland"   
##  [917,] "1925"       "Amsterdam"         "Netherlands"        
##  [918,] "1925"       "Basel"             "Switzerland"        
##  [919,] "1925"       "Prague"            "Czechoslovakia"     
##  [920,] "1925"       "Cardiff"           "Wales"              
##  [921,] "1925"       "Cracow"            "Poland"             
##  [922,] "1925"       "Padua"             "Italy"              
##  [923,] "1925"       "Budapest"          "Hungary"            
##  [924,] "1925"       "Berne"             "Switzerland"        
##  [925,] "1925"       "New York"          "United States"      
##  [926,] "1925"       "Buenos Aires"      "Argentina"          
##  [927,] "1925"       "Buenos Aires"      "Argentina"          
##  [928,] "1925"       "Buenos Aires"      "Argentina"          
##  [929,] "1925"       "Liège"            "Belgium"            
##  [930,] "1925"       "Barcelona"         "Spain"              
##  [931,] "1925"       "Buenos Aires"      "Argentina"          
##  [932,] "1925"       "Buenos Aires"      "Argentina"          
##  [933,] "1925"       "Buenos Aires"      "Argentina"          
##  [934,] "1925"       "Turin"             "Italy"              
##  [935,] "1925"       "Port-au-Prince"    "Haiti"              
##  [936,] "1925"       "Port-au-Prince"    "Haiti"              
##  [937,] "1925"       "Port-au-Prince"    "Haiti"              
##  [938,] "1925"       "Belfast"           "Northern Ireland"   
##  [939,] "1925"       "Brussels"          "Belgium"            
##  [940,] "1925"       "Port-au-Prince"    "Haiti"              
##  [941,] "1925"       "Glasgow"           "Scotland"           
##  [942,] "1925"       "London"            "England"            
##  [943,] "1925"       "Kingston"          "Jamaica"            
##  [944,] "1926"       "Vienna"            "Austria"            
##  [945,] "1926"       "Antwerp"           "Belgium"            
##  [946,] "1926"       "Turin"             "Italy"              
##  [947,] "1926"       "Amsterdam"         "Netherlands"        
##  [948,] "1926"       "Vincennes"         "France"             
##  [949,] "1926"       "Manchester"        "England"            
##  [950,] "1926"       "Toulouse"          "France"             
##  [951,] "1926"       "Düsseldorf"       "Germany"            
##  [952,] "1926"       "Zürich"           "Switzerland"        
##  [953,] "1926"       "Colombes"          "France"             
##  [954,] "1926"       "Bucharest"         "Romania"            
##  [955,] "1926"       "Nairobi"           "Kenya"              
##  [956,] "1926"       "Budapest"          "Hungary"            
##  [957,] "1926"       "Amsterdam"         "Netherlands"        
##  [958,] "1926"       "Nairobi"           "Kenya"              
##  [959,] "1926"       "Istanbul"          "Turkey"             
##  [960,] "1926"       "Milan"             "Italy"              
##  [961,] "1926"       "Antwerp"           "Belgium"            
##  [962,] "1926"       "Buenos Aires"      "Argentina"          
##  [963,] "1926"       "Vienna"            "Austria"            
##  [964,] "1926"       "Zagreb"            "Yugoslavia"         
##  [965,] "1926"       "Buenos Aires"      "Argentina"          
##  [966,] "1926"       "Helsinki"          "Finland"            
##  [967,] "1926"       "Budapest"          "Hungary"            
##  [968,] "1926"       "Stockholm"         "Sweden"             
##  [969,] "1926"       "Copenhagen"        "Denmark"            
##  [970,] "1926"       "Tallinn"           "Estonia"            
##  [971,] "1926"       "Colombes"          "France"             
##  [972,] "1926"       "Stockholm"         "Sweden"             
##  [973,] "1926"       "Brussels"          "Belgium"            
##  [974,] "1926"       "Helsinki"          "Finland"            
##  [975,] "1926"       "Nuremberg"         "Germany"            
##  [976,] "1926"       "Zagreb"            "Yugoslavia"         
##  [977,] "1926"       "Prague"            "Czechoslovakia"     
##  [978,] "1926"       "Warsaw"            "Poland"             
##  [979,] "1926"       "Prague"            "Czech Republic"     
##  [980,] "1926"       "Stockholm"         "Sweden"             
##  [981,] "1926"       "Riga"              "Latvia"             
##  [982,] "1926"       "Tallinn"           "Estonia"            
##  [983,] "1926"       "Helsinki"          "Finland"            
##  [984,] "1926"       "Poznań"           "Poland"             
##  [985,] "1926"       "Riga"              "Latvia"             
##  [986,] "1926"       "Budapest"          "Hungary"            
##  [987,] "1926"       "Kaunas"            "Lithuania"          
##  [988,] "1926"       "Helsinki"          "Finland"            
##  [989,] "1926"       "Lwów"             "Poland"             
##  [990,] "1926"       "Vienna"            "Austria"            
##  [991,] "1926"       "Riga"              "Latvia"             
##  [992,] "1926"       "Oslo"              "Norway"             
##  [993,] "1926"       "Prague"            "Czechoslovakia"     
##  [994,] "1926"       "Copenhagen"        "Denmark"            
##  [995,] "1926"       "Stockholm"         "Sweden"             
##  [996,] "1926"       "Zagreb"            "Yugoslavia"         
##  [997,] "1926"       "Vienna"            "Austria"            
##  [998,] "1926"       "Santiago"          "Chile"              
##  [999,] "1926"       "Santiago"          "Chile"              
## [1000,] "1926"       "Santiago"          "Chile"              
## [1001,] "1926"       "Santiago"          "Chile"              
## [1002,] "1926"       "Liverpool"         "England"            
## [1003,] "1926"       "Santiago"          "Chile"              
## [1004,] "1926"       "Santiago"          "Chile"              
## [1005,] "1926"       "Santiago"          "Chile"              
## [1006,] "1926"       "Prague"            "Czechoslovakia"     
## [1007,] "1926"       "Glasgow"           "Scotland"           
## [1008,] "1926"       "Santiago"          "Chile"              
## [1009,] "1926"       "Amsterdam"         "Netherlands"
# #algorithm i wrote to find all countries with first 3 letter Eng and replace the entire string with England
# cc<-as.vector(newnew$countries)
# indf<-c()
# for(i in 1:length(cc)){
#   dumba<-str_split(cc[i],"")
#   dumba<-unlist(dumba)
#   if((dumba[1]=="E")&&(dumba[2]=="n")&&(dumba[3]=="g")){
#     indf=append(indf,i)
#   }
# }
# 
# for(i in 1:length(indf)){
#   cc[indf[i]]<-"England"
# }
# newnew$countries<-cc
# 
# 
# 
# ca<-as.vector(newnew$away_team)
# inda<-c()
# for(i in 1:length(ca)){
#   dumba<-str_split(ca[i],"")
#   dumba<-unlist(dumba)
#   if((dumba[1]=="E")&&(dumba[2]=="n")&&(dumba[3]=="g")){
#     inda=append(inda,i)
#   }
# }
# 
# for(i in 1:length(inda)){
#   ca[inda[i]]<-"England"
# }
# 
# newnew$away_team<-ca
# 
# 
# ch<-as.vector(newnew$home_team)
# indh<-c()
# for(i in 1:length(ch)){
#   dumba<-str_split(ch[i],"")
#   dumba<-unlist(dumba)
#   if((dumba[1]=="E")&&(dumba[2]=="n")&&(dumba[3]=="g")){
#     indh=append(indh,i)
#   }
# }
# 
# for(i in 1:length(indh)){
#   ch[indh[i]]<-"England"
# }
# 
# newnew$away_team<-ch

##d
##function I wrote to be used later 
difference=function(x,y){
  z<-abs(x-y)
  return(z)
}


newnew$neutral[is.na(newnew$neutral)]<-FALSE
Findex<-which(newnew$neutral==FALSE)
Tindex<-which(newnew$neutral==TRUE)

homee<-as.vector(newnew$home_score)
awayy<-as.vector(newnew$away_score)
Fcount=0
pl<-length(Findex)
for (i in 1:pl) {
  ind=Findex[i]
  Fcount=Fcount+difference(homee[ind],awayy[ind])
}
#Fcount is the average leading score for false
#yielded 2083

ll<-length(Tindex)
Tcount=0
for(i in 1:ll){
  ind=Tindex[i]
  Tcount<-Tcount+difference(homee[ind],awayy[ind])
}
#Tcount is the average leading score for true index
#yielded 114


##e
newnew$Ticket_Price
##    [1] JPY3,412.0  JPY3,035.0  JPY2,032.9  JPY1,225.2  JPY2,357.7 
##    [6] JPY1,490.7  JPY3,565.7  JPY1,184.5  JPY3,711.6  JPY2,037.1 
##   [11] JPY2,340.9  JPY1,557.6  JPY2,765.6  JPY3,609.6  JPY3,533.3 
##   [16] JPY2,565.1  JPY2,206.1  JPY3,721.4  JPY1,415.3  JPY2,007.2 
##   [21] JPY3,351.9  JPY3,166.0  JPY1,178.2  JPY2,248.3  JPY2,128.8 
##   [26] JPY1,812.9  JPY1,962.6  JPY3,610.3  JPY1,841.6  JPY3,550.6 
##   [31] JPY1,008.2  JPY1,832.7  JPY1,780.2  JPY1,266.1  JPY3,512.5 
##   [36] JPY2,606.9  JPY1,894.8  JPY3,690.0  JPY1,750.2  JPY3,419.7 
##   [41] JPY1,707.4  JPY1,049.1  JPY1,534.4  JPY1,047.2  JPY2,562.5 
##   [46] JPY2,596.5  JPY3,025.4  JPY3,390.9  JPY3,593.7  JPY2,223.7 
##   [51] JPY1,164.2  JPY1,780.0  JPY2,830.4  JPY3,647.2  JPY2,229.5 
##   [56] JPY3,723.2  JPY2,714.4  JPY2,547.3  JPY1,423.1  JPY2,184.6 
##   [61] JPY2,450.8  JPY2,720.4  JPY1,348.1  JPY2,035.2  JPY3,086.8 
##   [66] JPY1,533.2  JPY1,481.6  JPY1,160.4  JPY2,470.9  JPY1,917.9 
##   [71] JPY1,046.7  JPY3,091.9  JPY2,758.8  JPY3,719.8  JPY3,424.9 
##   [76] JPY2,318.9  JPY3,179.0  JPY3,137.0  JPY3,391.2  JPY3,125.9 
##   [81] JPY1,245.1  JPY2,914.5  JPY2,211.8  JPY2,401.1  JPY2,322.2 
##   [86] JPY2,449.3  JPY3,140.1  JPY2,843.6  JPY2,213.5  JPY2,166.9 
##   [91] JPY2,174.5  JPY1,410.6  JPY3,669.4  JPY1,676.7  JPY3,414.6 
##   [96] JPY3,422.6  JPY1,110.6  JPY1,914.1  JPY1,980.7  JPY2,135.1 
##  [101] JPY1,449.5  JPY3,642.9  JPY3,795.9  JPY2,969.4  JPY1,869.5 
##  [106] JPY1,717.9  JPY3,448.7  JPY3,554.4  JPY2,507.4  JPY2,673.7 
##  [111] JPY2,521.3  JPY2,725.4  JPY2,931.4  JPY3,217.6  JPY2,241.2 
##  [116] JPY2,392.0  JPY3,233.2  JPY2,346.4  JPY2,994.2  JPY2,739.6 
##  [121] JPY1,128.7  JPY2,024.5  JPY1,809.8  JPY1,957.1  JPY1,841.0 
##  [126] JPY3,316.5  JPY1,857.9  JPY3,140.5  JPY3,398.6  JPY2,470.0 
##  [131] JPY3,608.2  JPY3,362.3  JPY1,499.3  JPY1,138.0  JPY2,976.5 
##  [136] JPY1,163.0  JPY1,338.9  JPY2,245.9  JPY1,808.4  JPY2,178.0 
##  [141] JPY2,728.5  JPY3,362.8  JPY2,190.2  JPY1,954.9  JPY1,694.7 
##  [146] JPY1,191.7  JPY1,292.0  JPY2,644.4  JPY2,057.3  JPY1,505.9 
##  [151] JPY2,458.6  JPY3,297.6  JPY2,996.5  JPY1,202.8  JPY1,533.6 
##  [156] JPY1,061.2  JPY3,019.7  JPY2,184.6  JPY1,342.2  JPY1,650.5 
##  [161] JPY1,819.0  JPY3,726.4  JPY2,886.6  JPY1,495.6  JPY1,684.0 
##  [166] JPY2,223.1  JPY1,609.9  JPY2,742.0  JPY2,347.1  JPY3,154.0 
##  [171] JPY2,439.6  JPY1,886.7  JPY3,310.0  JPY3,599.4  JPY2,141.6 
##  [176] JPY1,433.2  JPY1,124.5  JPY3,259.1  JPY1,716.7  JPY2,860.1 
##  [181] JPY1,739.7  JPY1,385.2  JPY1,491.6  JPY2,335.4  JPY2,753.5 
##  [186] JPY3,590.3  JPY3,782.7  JPY1,721.8  JPY3,202.1  JPY1,713.1 
##  [191] JPY2,227.7  JPY3,399.9  JPY2,939.7  JPY1,941.9  JPY3,591.3 
##  [196] JPY2,222.5  JPY2,060.0  JPY3,257.7  JPY3,091.1  JPY2,590.9 
##  [201] JPY2,996.2  JPY1,891.3  JPY2,263.3  JPY3,610.8  JPY2,463.1 
##  [206] JPY1,924.6  JPY3,079.8  JPY3,216.6  JPY2,370.7  JPY3,060.2 
##  [211] JPY2,027.9  JPY1,935.4  JPY1,773.5  JPY3,785.3  JPY2,720.5 
##  [216] JPY2,096.9  JPY2,338.6  JPY1,119.9  JPY1,994.1  JPY2,201.7 
##  [221] JPY2,596.2  JPY2,758.7  JPY1,615.2  JPY3,368.7  JPY1,591.2 
##  [226] JPY3,130.9  JPY3,562.6  JPY1,804.0  JPY1,529.3  JPY3,752.8 
##  [231] JPY2,747.0  JPY3,670.8  JPY1,466.0  JPY1,835.3  JPY2,144.7 
##  [236] JPY1,139.6  JPY2,825.2  JPY1,624.1  JPY1,437.8  JPY3,018.8 
##  [241] JPY3,027.5  JPY1,738.6  JPY2,642.6  JPY3,201.1  JPY2,052.1 
##  [246] JPY1,439.2  JPY2,671.5  JPY1,297.7  JPY2,483.8  JPY3,049.6 
##  [251] JPY1,561.5  JPY2,513.7  JPY1,227.3  JPY2,028.6  JPY2,518.3 
##  [256] JPY2,249.5  JPY1,441.0  JPY1,977.0  JPY2,360.7  JPY1,076.1 
##  [261] JPY1,139.0  JPY1,227.4  JPY1,494.0  JPY3,138.2  JPY2,700.3 
##  [266] JPY3,066.7  JPY3,385.8  JPY3,791.1  JPY2,588.2  JPY1,190.4 
##  [271] JPY1,448.0  JPY1,976.1  JPY1,949.0  JPY2,356.9  JPY3,416.3 
##  [276] JPY2,998.1  JPY2,954.4  JPY1,407.7  JPY3,196.3  JPY2,641.7 
##  [281] JPY3,353.6  JPY1,598.3  JPY2,811.9  JPY2,402.8  JPY3,425.9 
##  [286] JPY1,157.4  JPY1,462.6  JPY1,511.9  JPY2,729.8  JPY1,623.8 
##  [291] JPY2,027.9  JPY2,833.9  JPY2,623.8  JPY3,456.7  JPY3,541.0 
##  [296] JPY1,523.2  JPY2,939.9  JPY1,510.3  JPY1,740.5  JPY2,338.5 
##  [301] JPY2,016.7  JPY2,005.8  JPY1,478.0  JPY2,445.9  JPY2,299.8 
##  [306] JPY1,774.0  JPY1,864.3  JPY1,866.2  JPY3,200.0  JPY1,852.7 
##  [311] JPY1,871.1  JPY2,220.8  JPY3,131.5  JPY2,436.5  JPY3,140.5 
##  [316] JPY3,075.8  JPY1,928.6  JPY2,624.3  JPY3,584.8  JPY2,868.6 
##  [321] JPY2,430.1  JPY1,480.1  JPY1,719.4  JPY2,326.5  JPY2,483.0 
##  [326] JPY2,567.6  JPY1,450.4  JPY1,318.1  JPY3,079.0  JPY1,630.8 
##  [331] JPY1,518.9  JPY1,869.9  JPY3,525.6  JPY2,429.1  JPY1,053.2 
##  [336] JPY1,034.3  JPY1,372.3  JPY3,544.9  JPY2,029.1  JPY2,752.7 
##  [341] JPY1,676.9  JPY3,034.3  JPY3,550.8  JPY2,916.2  JPY2,332.5 
##  [346] JPY2,638.3  JPY2,788.2  JPY1,015.7  JPY3,129.0  JPY2,451.8 
##  [351] JPY2,570.1  JPY2,343.1  JPY3,328.9  JPY1,098.3  JPY2,875.8 
##  [356] JPY3,197.4  JPY3,121.0  JPY1,196.1  JPY1,192.1  JPY2,019.5 
##  [361] JPY1,364.0  JPY1,155.5  JPY1,036.3  JPY1,854.5  JPY2,120.1 
##  [366] JPY3,371.3  JPY3,586.9  JPY2,354.8  JPY1,459.0  JPY2,043.5 
##  [371] JPY2,746.2  JPY3,535.0  JPY2,877.1  JPY3,574.0  JPY2,663.9 
##  [376] JPY2,051.3  JPY2,086.7  JPY1,640.5  JPY1,751.0  JPY2,924.0 
##  [381] JPY1,734.0  JPY2,910.7  JPY2,419.5  JPY3,472.5  JPY3,528.8 
##  [386] JPY1,379.6  JPY1,598.4  JPY2,386.6  JPY2,263.5  JPY2,898.9 
##  [391] JPY2,510.7  JPY1,571.2  JPY3,199.8  JPY1,271.3  JPY2,143.9 
##  [396] JPY1,081.4  JPY3,066.9  JPY2,348.1  JPY1,188.2  JPY2,355.7 
##  [401] JPY3,138.5  JPY1,914.0  JPY2,507.5  JPY2,315.0  JPY1,382.5 
##  [406] JPY1,174.0  JPY1,027.7  JPY3,197.8  JPY2,000.8  JPY2,586.0 
##  [411] JPY3,095.0  JPY1,764.2  JPY2,750.5  JPY1,948.2  JPY2,002.0 
##  [416] JPY3,202.8  JPY2,455.9  JPY1,991.5  JPY2,573.5  JPY3,751.5 
##  [421] JPY1,632.5  JPY3,368.6  JPY2,460.9  JPY1,639.7  JPY2,525.1 
##  [426] JPY1,396.0  JPY1,657.7  JPY3,074.3  JPY2,620.0  JPY2,397.5 
##  [431] JPY2,741.4  JPY3,098.2  JPY2,961.9  JPY1,462.4  JPY3,132.1 
##  [436] JPY2,503.5  JPY2,845.8  JPY2,328.0  JPY2,731.7  JPY3,341.5 
##  [441] JPY2,293.6  JPY2,678.6  JPY2,885.0  JPY2,022.8  JPY1,286.1 
##  [446] JPY2,059.1  JPY3,081.9  JPY2,613.1  JPY1,829.8  JPY1,743.9 
##  [451] JPY3,772.9  JPY2,659.1  JPY1,771.3  JPY1,226.6  JPY1,005.4 
##  [456] JPY1,945.0  JPY3,562.0  JPY3,302.2  JPY1,769.1  JPY2,324.9 
##  [461] JPY3,025.5  JPY3,484.2  JPY2,650.0  JPY2,418.7  JPY3,417.9 
##  [466] JPY3,347.1  JPY1,512.9  JPY2,752.7  JPY1,328.1  JPY1,802.3 
##  [471] JPY3,398.4  JPY3,255.9  JPY1,472.9  JPY3,300.0  JPY1,175.1 
##  [476] JPY1,461.9  JPY3,188.8  JPY2,669.6  JPY2,327.2  JPY3,610.0 
##  [481] JPY3,768.2  JPY2,585.5  JPY2,776.4  JPY3,109.5  JPY2,013.6 
##  [486] JPY3,553.8  JPY1,742.7  JPY2,621.4  JPY3,671.2  JPY1,123.2 
##  [491] JPY1,314.1  JPY2,189.7  JPY3,047.9  JPY3,226.1  JPY2,996.0 
##  [496] JPY1,435.7  JPY1,793.5  JPY2,048.7  JPY3,625.6  JPY1,919.1 
##  [501] JPY1,636.5  JPY1,027.2  JPY2,378.2  JPY3,212.7  JPY2,822.4 
##  [506] JPY1,452.0  JPY3,771.8  JPY1,248.4  JPY3,046.2  JPY1,661.7 
##  [511] JPY3,683.4  JPY1,832.6  JPY1,652.8  JPY2,714.8  JPY1,113.2 
##  [516] JPY1,165.0  JPY3,276.7  JPY1,368.4  JPY1,144.8  JPY1,819.4 
##  [521] JPY1,251.3  JPY2,443.5  JPY3,042.1  JPY3,389.7  JPY2,337.7 
##  [526] JPY1,836.7  JPY3,244.3  JPY2,741.9  JPY3,587.5  JPY3,440.3 
##  [531] JPY3,294.1  JPY1,008.0  JPY2,816.9  JPY2,147.3  JPY2,986.7 
##  [536] JPY3,214.1  JPY2,561.2  JPY2,194.1  JPY3,677.5  JPY3,165.1 
##  [541] JPY2,458.5  JPY2,190.8  JPY3,212.6  JPY3,251.1  JPY1,486.0 
##  [546] JPY2,579.9  JPY2,443.8  JPY2,009.1  JPY1,064.0  JPY2,506.1 
##  [551] JPY2,554.5  JPY1,917.3  JPY1,191.3  JPY3,571.7  JPY2,252.0 
##  [556] JPY3,498.5  JPY2,134.3  JPY2,914.5  JPY3,336.6  JPY1,987.8 
##  [561] JPY1,729.0  JPY1,805.7  JPY1,709.2  JPY1,532.2  JPY1,067.8 
##  [566] JPY1,751.3  JPY3,051.0  JPY2,124.5  JPY3,413.2  JPY2,811.2 
##  [571] JPY2,149.6  JPY3,748.0  JPY3,605.7  JPY3,172.5  JPY1,954.8 
##  [576] JPY1,722.5  JPY1,442.6  JPY3,438.7  JPY2,653.8  JPY1,239.4 
##  [581] JPY3,110.5  JPY1,436.2  JPY1,189.4  JPY1,337.0  JPY1,142.6 
##  [586] JPY2,375.2  JPY2,451.8  JPY1,093.2  JPY2,916.7  JPY3,584.6 
##  [591] JPY1,026.6  JPY3,149.7  JPY1,123.1  JPY3,416.9  JPY2,738.5 
##  [596] JPY2,359.4  JPY3,276.2  JPY3,392.1  JPY1,984.5  JPY2,762.3 
##  [601] JPY3,478.1  JPY3,366.8  JPY1,755.1  JPY1,687.2  JPY2,214.6 
##  [606] JPY1,735.7  JPY3,552.1  JPY2,932.3  JPY2,309.0  JPY1,383.5 
##  [611] JPY2,428.9  JPY3,724.4  JPY1,515.4  JPY2,660.2  JPY2,474.8 
##  [616] JPY3,114.4  JPY1,727.1  JPY2,729.2  JPY1,100.7  JPY3,685.5 
##  [621] JPY1,464.5  JPY1,864.9  JPY2,135.9  JPY2,259.0  JPY2,582.0 
##  [626] JPY2,550.0  JPY3,400.3  JPY2,194.7  JPY2,443.0  JPY2,483.8 
##  [631] JPY2,258.1  JPY1,914.2  JPY3,423.9  JPY3,268.3  JPY3,778.0 
##  [636] JPY2,212.1  JPY2,304.7  JPY2,342.5  JPY3,465.7  JPY2,442.9 
##  [641] JPY2,922.4  JPY1,495.3  JPY2,315.1  JPY2,921.6  JPY1,076.6 
##  [646] JPY1,987.7  JPY1,466.5  JPY2,642.5  JPY1,808.8  JPY2,505.1 
##  [651] JPY1,373.6  JPY2,799.8  JPY1,343.7  JPY2,849.7  JPY1,951.5 
##  [656] JPY2,728.2  JPY3,322.4  JPY3,237.8  JPY1,500.4  JPY1,742.7 
##  [661] JPY2,531.7  JPY1,939.3  JPY2,174.8  JPY2,849.8  JPY3,201.2 
##  [666] JPY1,489.3  JPY2,442.9  JPY3,462.7  JPY2,213.0  JPY2,167.8 
##  [671] JPY1,782.7  JPY2,311.3  JPY3,278.6  JPY1,525.9  JPY3,443.6 
##  [676] JPY3,388.7  JPY2,421.7  JPY2,826.0  JPY3,798.6  JPY2,793.7 
##  [681] JPY2,396.7  JPY1,881.7  JPY3,795.2  JPY1,649.9  JPY2,250.9 
##  [686] JPY1,741.8  JPY1,162.7  JPY3,676.4  JPY1,215.9  JPY2,305.0 
##  [691] JPY1,536.9  JPY3,747.3  JPY3,605.0  JPY2,454.1  JPY3,676.1 
##  [696] JPY2,978.1  JPY2,832.7  JPY1,620.2  JPY2,739.2  JPY3,457.3 
##  [701] JPY1,827.8  JPY1,999.1  JPY1,698.0  JPY2,946.0  JPY1,661.9 
##  [706] JPY1,274.8  JPY1,537.6  JPY3,067.7  JPY1,824.9  JPY2,871.0 
##  [711] JPY1,746.9  JPY1,031.7  JPY2,964.0  JPY1,583.7  JPY3,182.9 
##  [716] JPY1,426.6  JPY3,647.6  JPY3,287.8  JPY1,020.0  JPY2,997.4 
##  [721] JPY2,931.3  JPY1,586.1  JPY2,050.2  JPY2,164.8  JPY2,105.9 
##  [726] JPY3,191.1  JPY1,140.9  JPY1,152.1  JPY2,363.3  JPY2,433.4 
##  [731] JPY1,612.8  JPY2,710.6  JPY2,789.2  JPY2,863.3  JPY1,372.1 
##  [736] JPY1,399.2  JPY3,799.3  JPY1,712.0  JPY1,607.8  JPY2,878.9 
##  [741] JPY2,088.9  JPY2,598.7  JPY1,306.8  JPY3,227.8  JPY2,043.1 
##  [746] JPY3,337.4  JPY3,754.1  JPY2,560.4  JPY1,978.4  JPY3,697.8 
##  [751] JPY3,041.6  JPY2,570.8  JPY1,486.2  JPY2,797.1  JPY3,626.5 
##  [756] JPY2,867.2  JPY2,904.7  JPY1,356.0  JPY1,663.0  JPY2,556.4 
##  [761] JPY2,655.2  JPY2,048.0  JPY1,978.4  JPY2,621.4  JPY2,944.7 
##  [766] JPY2,382.2  JPY1,585.6  JPY1,956.9  JPY2,899.5  JPY1,338.1 
##  [771] JPY3,641.3  JPY1,465.3  JPY3,510.7  JPY1,047.3  JPY2,735.5 
##  [776] JPY2,706.6  JPY2,765.9  JPY2,226.2  JPY2,857.3  JPY3,070.1 
##  [781] JPY3,283.5  JPY2,706.9  JPY2,820.6  JPY1,710.3  JPY3,037.8 
##  [786] JPY1,783.9  JPY3,067.0  JPY1,270.8  JPY2,652.3  JPY1,615.2 
##  [791] JPY3,140.3  JPY3,779.8  JPY2,464.6  JPY3,098.0  JPY3,363.4 
##  [796] JPY1,302.3  JPY1,935.8  JPY1,037.7  JPY2,615.1  JPY1,757.1 
##  [801] JPY2,436.3  JPY2,922.9  JPY1,395.8  JPY2,714.0  JPY3,477.2 
##  [806] JPY1,747.5  JPY1,343.0  JPY1,692.7  JPY3,531.5  JPY2,709.2 
##  [811] JPY1,399.4  JPY2,979.1  JPY1,456.4  JPY3,795.0  JPY3,255.0 
##  [816] JPY2,178.9  JPY2,308.8  JPY2,091.8  JPY1,091.0  JPY2,849.0 
##  [821] JPY3,614.2  JPY1,722.6  JPY1,017.9  JPY3,302.0  JPY1,684.0 
##  [826] JPY1,275.4  JPY1,179.8  JPY2,555.8  JPY1,798.1  JPY1,073.8 
##  [831] JPY2,498.9  JPY3,000.8  JPY2,034.2  JPY2,151.8  JPY1,787.7 
##  [836] JPY3,626.2  JPY2,217.8  JPY1,399.5  JPY2,697.1  JPY1,317.6 
##  [841] JPY1,549.0  JPY3,542.8  JPY1,053.2  JPY2,534.2  JPY1,496.3 
##  [846] JPY1,110.4  JPY1,079.6  JPY3,125.6  JPY3,064.7  JPY1,570.1 
##  [851] JPY3,714.0  JPY2,837.8  JPY1,352.8  JPY3,388.1  JPY1,526.3 
##  [856] JPY2,369.5  JPY1,533.8  JPY3,032.2  JPY3,197.4  JPY3,649.1 
##  [861] JPY2,435.0  JPY1,785.9  JPY2,925.2  JPY1,527.7  JPY3,183.4 
##  [866] JPY3,046.9  JPY2,674.0  JPY2,602.0  JPY2,884.0  JPY2,642.1 
##  [871] JPY1,343.0  JPY2,865.7  JPY2,331.0  JPY2,636.0  JPY1,752.9 
##  [876] JPY2,965.9  JPY1,268.7  JPY1,307.8  JPY1,339.3  JPY2,871.5 
##  [881] JPY3,312.2  JPY3,732.1  JPY1,270.7  JPY2,390.6  JPY1,960.3 
##  [886] JPY1,946.7  JPY3,343.9  JPY2,968.9  JPY2,761.3  JPY3,522.4 
##  [891] JPY3,080.2  JPY2,352.4  JPY2,763.5  JPY2,966.8  JPY2,234.3 
##  [896] JPY1,908.3  JPY1,038.9  JPY1,716.6  JPY1,759.7  JPY1,890.1 
##  [901] JPY1,235.3  JPY3,544.0  JPY1,987.5  JPY3,628.8  JPY3,744.1 
##  [906] JPY1,360.8  JPY2,553.9  JPY2,606.7  JPY1,660.8  JPY2,878.8 
##  [911] JPY3,276.2  JPY1,219.0  JPY2,927.6  JPY2,678.0  JPY2,310.3 
##  [916] JPY1,942.9  JPY2,147.9  JPY1,100.4  JPY2,238.1  JPY3,143.0 
##  [921] JPY2,320.3  JPY1,838.1  JPY3,050.2  JPY1,186.7  JPY2,542.2 
##  [926] JPY3,753.3  JPY1,742.6  JPY3,209.1  JPY3,234.3  JPY3,461.6 
##  [931] JPY1,678.9  JPY2,566.7  JPY3,533.4  JPY1,022.9  JPY1,457.8 
##  [936] JPY1,727.5  JPY3,163.8  JPY1,199.0  JPY3,508.2  JPY1,881.9 
##  [941] JPY3,489.7  JPY2,704.5  JPY2,275.0  JPY2,964.4  JPY3,115.7 
##  [946] JPY2,477.9  JPY1,045.5  JPY1,214.8  JPY2,880.4  JPY3,012.6 
##  [951] JPY2,278.2  JPY1,625.6  JPY3,032.0  JPY1,049.1  JPY2,521.3 
##  [956] JPY1,227.7  JPY3,526.5  JPY3,199.5  JPY2,210.3  JPY2,719.4 
##  [961] JPY3,151.7  JPY1,602.2  JPY2,281.9  JPY1,000.2  JPY3,083.3 
##  [966] JPY3,032.7  JPY1,305.5  JPY3,001.6  JPY3,038.2  JPY2,195.5 
##  [971] JPY1,975.6  JPY1,630.8  JPY2,829.8  JPY1,216.1  JPY1,533.9 
##  [976] JPY1,791.3  JPY2,976.7  JPY1,992.6  JPY3,796.2  JPY1,489.8 
##  [981] JPY3,627.2  JPY1,406.1  JPY3,342.4  JPY3,399.7  JPY1,750.2 
##  [986] JPY1,837.8  JPY2,756.6  JPY2,777.1  JPY2,223.9  JPY2,686.5 
##  [991] JPY1,065.9  JPY2,875.2  JPY2,134.3  JPY1,872.2  JPY2,052.2 
##  [996] JPY3,007.0  JPY2,300.0  JPY2,559.9  JPY1,832.6  JPY3,479.9 
## [1001] JPY3,079.7  JPY2,559.2  JPY3,723.0  JPY1,672.6  JPY3,453.1 
## [1006] JPY3,654.7  JPY3,087.2  JPY2,097.0  JPY2,461.5 
## 986 Levels: JPY1,000.2  JPY1,005.4  JPY1,008.0  JPY1,008.2  ... JPY3,799.3
tickets<-as.vector(newnew$Ticket_Price)
kl=length(tickets)
prices<-c()
for(i in 1:kl){
  dumbo=unlist(strsplit(tickets[i],"Y"))
  prices<-append(prices,dumbo[2])
}
prices<-str_replace_all(prices,",","")

options(digits=6)
prices<-as.double(prices)
prices<-prices/134.5
newnew$Ticket_Price<-prices
##5

?dump
?save

##dump makes a textual representation of the R object, can source into a new R session
##save writes an external representation of the R objects, can be loaded into a new R session

mix<-c(1,2,3,4)
trix<-c(2,3,4,5)

dump(c("enabd","erha"),file = "randomFileee")
?source
#source(file = "randomFile",local = TRUE)

?load
save(mix,file = "randomFile")
load(file = "randomFile",verbose = TRUE)
## Loading objects:
##   mix