Import data

read csv file

cacao <- read.csv("flavors_of_cacao.csv")
str(cacao)
## 'data.frame':    1795 obs. of  9 variables:
##  $ Company...Maker.if.known.       : chr  "A. Morin" "A. Morin" "A. Morin" "A. Morin" ...
##  $ Specific.Bean.Origin.or.Bar.Name: chr  "Agua Grande" "Kpime" "Atsane" "Akata" ...
##  $ REF                             : int  1876 1676 1676 1680 1704 1315 1315 1315 1319 1319 ...
##  $ Review.Date                     : int  2016 2015 2015 2015 2015 2014 2014 2014 2014 2014 ...
##  $ Cocoa.Percent                   : chr  "63%" "70%" "70%" "70%" ...
##  $ Company.Location                : chr  "France" "France" "France" "France" ...
##  $ Rating                          : num  3.75 2.75 3 3.5 3.5 2.75 3.5 3.5 3.75 4 ...
##  $ Bean.Type                       : chr  " " " " " " " " ...
##  $ Broad.Bean.Origin               : chr  "Sao Tome" "Togo" "Togo" "Togo" ...
summary(cacao)
##  Company...Maker.if.known. Specific.Bean.Origin.or.Bar.Name      REF      
##  Length:1795               Length:1795                      Min.   :   5  
##  Class :character          Class :character                 1st Qu.: 576  
##  Mode  :character          Mode  :character                 Median :1069  
##                                                             Mean   :1036  
##                                                             3rd Qu.:1502  
##                                                             Max.   :1952  
##   Review.Date   Cocoa.Percent      Company.Location       Rating     
##  Min.   :2006   Length:1795        Length:1795        Min.   :1.000  
##  1st Qu.:2010   Class :character   Class :character   1st Qu.:2.875  
##  Median :2013   Mode  :character   Mode  :character   Median :3.250  
##  Mean   :2012                                         Mean   :3.186  
##  3rd Qu.:2015                                         3rd Qu.:3.500  
##  Max.   :2017                                         Max.   :5.000  
##   Bean.Type         Broad.Bean.Origin 
##  Length:1795        Length:1795       
##  Class :character   Class :character  
##  Mode  :character   Mode  :character  
##                                       
##                                       
## 
head(cacao, 10)
##    Company...Maker.if.known. Specific.Bean.Origin.or.Bar.Name  REF Review.Date
## 1                   A. Morin                      Agua Grande 1876        2016
## 2                   A. Morin                            Kpime 1676        2015
## 3                   A. Morin                           Atsane 1676        2015
## 4                   A. Morin                            Akata 1680        2015
## 5                   A. Morin                           Quilla 1704        2015
## 6                   A. Morin                         Carenero 1315        2014
## 7                   A. Morin                             Cuba 1315        2014
## 8                   A. Morin                     Sur del Lago 1315        2014
## 9                   A. Morin                   Puerto Cabello 1319        2014
## 10                  A. Morin                          Pablino 1319        2014
##    Cocoa.Percent Company.Location Rating Bean.Type Broad.Bean.Origin
## 1            63%           France   3.75                    Sao Tome
## 2            70%           France   2.75                        Togo
## 3            70%           France   3.00                        Togo
## 4            70%           France   3.50                        Togo
## 5            70%           France   3.50                        Peru
## 6            70%           France   2.75   Criollo         Venezuela
## 7            70%           France   3.50                        Cuba
## 8            70%           France   3.50   Criollo         Venezuela
## 9            70%           France   3.75   Criollo         Venezuela
## 10           70%           France   4.00                        Peru
tail(cacao)
##      Company...Maker.if.known. Specific.Bean.Origin.or.Bar.Name REF Review.Date
## 1790                    Zotter                    Indianer, Raw 883        2012
## 1791                    Zotter                             Peru 647        2011
## 1792                    Zotter                            Congo 749        2011
## 1793                    Zotter                     Kerala State 749        2011
## 1794                    Zotter                     Kerala State 781        2011
## 1795                    Zotter               Brazil, Mitzi Blue 486        2010
##      Cocoa.Percent Company.Location Rating Bean.Type Broad.Bean.Origin
## 1790           58%          Austria   3.50                            
## 1791           70%          Austria   3.75                        Peru
## 1792           65%          Austria   3.00 Forastero             Congo
## 1793           65%          Austria   3.50 Forastero             India
## 1794           62%          Austria   3.25                       India
## 1795           65%          Austria   3.00                      Brazil

read txt

cacao1 <- read.delim("flavors_of_cacao.txt")
summary (cacao1)
##  Company...Maker.if.known. Specific.Bean.Origin.or.Bar.Name      REF      
##  Length:1795               Length:1795                      Min.   :   5  
##  Class :character          Class :character                 1st Qu.: 576  
##  Mode  :character          Mode  :character                 Median :1069  
##                                                             Mean   :1036  
##                                                             3rd Qu.:1502  
##                                                             Max.   :1952  
##   Review.Date   Cocoa.Percent      Company.Location       Rating     
##  Min.   :2006   Length:1795        Length:1795        Min.   :1.000  
##  1st Qu.:2010   Class :character   Class :character   1st Qu.:2.875  
##  Median :2013   Mode  :character   Mode  :character   Median :3.250  
##  Mean   :2012                                         Mean   :3.186  
##  3rd Qu.:2015                                         3rd Qu.:3.500  
##  Max.   :2017                                         Max.   :5.000  
##   Bean.Type         Broad.Bean.Origin 
##  Length:1795        Length:1795       
##  Class :character   Class :character  
##  Mode  :character   Mode  :character  
##                                       
##                                       
## 

contingency table

sort(table(cacao$Company.Location), decreasing= TRUE)
## 
##            U.S.A.            France            Canada              U.K. 
##               764               156               125                96 
##             Italy           Ecuador         Australia           Belgium 
##                63                54                49                40 
##       Switzerland           Germany           Austria             Spain 
##                38                35                26                25 
##          Colombia           Hungary         Venezuela            Brazil 
##                23                22                20                17 
##             Japan        Madagascar       New Zealand              Peru 
##                17                17                17                17 
##           Denmark           Vietnam         Guatemala          Scotland 
##                15                11                10                10 
##         Argentina        Costa Rica            Israel            Poland 
##                 9                 9                 9                 8 
##          Honduras         Lithuania Domincan Republic         Nicaragua 
##                 6                 6                 5                 5 
##       South Korea            Sweden         Amsterdam              Fiji 
##                 5                 5                 4                 4 
##           Ireland            Mexico       Netherlands       Puerto Rico 
##                 4                 4                 4                 4 
##          Sao Tome           Grenada           Iceland          Portugal 
##                 4                 3                 3                 3 
##         Singapore      South Africa           Bolivia             Chile 
##                 3                 3                 2                 2 
##           Finland         St. Lucia    Czech Republic           Eucador 
##                 2                 2                 1                 1 
##             Ghana             India        Martinique         Niacragua 
##                 1                 1                 1                 1 
##       Philippines            Russia          Suriname             Wales 
##                 1                 1                 1                 1

Indexing

cacao[8,]
##   Company...Maker.if.known. Specific.Bean.Origin.or.Bar.Name  REF Review.Date
## 8                  A. Morin                     Sur del Lago 1315        2014
##   Cocoa.Percent Company.Location Rating Bean.Type Broad.Bean.Origin
## 8           70%           France    3.5   Criollo         Venezuela
cacao[,9]
##    [1] "Sao Tome"                      "Togo"                         
##    [3] "Togo"                          "Togo"                         
##    [5] "Peru"                          "Venezuela"                    
##    [7] "Cuba"                          "Venezuela"                    
##    [9] "Venezuela"                     "Peru"                         
##   [11] "Panama"                        "Madagascar"                   
##   [13] "Brazil"                        "Ecuador"                      
##   [15] "Colombia"                      "Burma"                        
##   [17] "Papua New Guinea"              "Venezuela"                    
##   [19] "Peru"                          "Peru"                         
##   [21] "Peru"                          "Bolivia"                      
##   [23] "Peru"                          "Peru"                         
##   [25] "Peru"                          "Fiji"                         
##   [27] "Fiji"                          "Fiji"                         
##   [29] "Fiji"                          "Ecuador"                      
##   [31] "Ecuador"                       "Mexico"                       
##   [33] "Indonesia"                     "Madagascar"                   
##   [35] "Brazil"                        "Trinidad"                     
##   [37] "Vietnam"                       "Madagascar"                   
##   [39] "Venezuela"                     "Peru"                         
##   [41] "Ecuador"                       "Nicaragua"                    
##   [43] "Vietnam"                       "Tanzania"                     
##   [45] "Nicaragua"                     "Peru"                         
##   [47] "Bolivia"                       "Peru"                         
##   [49] "Ecuador"                       "Venezuela"                    
##   [51] "Dominican Republic"            "Bolivia"                      
##   [53] "Bolivia"                       "Peru"                         
##   [55] "Papua New Guinea"              "Dominican Republic"           
##   [57] "Ecuador"                       "Venezuela"                    
##   [59] "Venezuela"                     "Indonesia"                    
##   [61] "Madagascar"                    "Venezuela"                    
##   [63] "Venezuela"                     "Ghana"                        
##   [65] "Ecuador"                       "Ecuador"                      
##   [67] "Ghana"                         "Peru"                         
##   [69] "Peru"                          "Belize"                       
##   [71] "Madagascar"                    "Dominican Republic"           
##   [73] "Papua New Guinea"              "Venezuela"                    
##   [75] "Peru"                          "Peru"                         
##   [77] "Venezuela"                     " "                            
##   [79] "Venezuela"                     "Ecuador"                      
##   [81] "Jamaica"                       "Grenada"                      
##   [83] "Venezuela"                     "Madagascar"                   
##   [85] "Trinidad"                      " "                            
##   [87] " "                             " "                            
##   [89] "Brazil"                        "Brazil"                       
##   [91] "Brazil"                        "Brazil"                       
##   [93] "Brazil"                        "Dominican Republic"           
##   [95] "Bolivia"                       "Madagascar"                   
##   [97] "Mexico"                        "Ecuador"                      
##   [99] "Venezuela"                     "Trinidad"                     
##  [101] "Tanzania"                      "Vietnam"                      
##  [103] "Ecuador"                       "Ecuador"                      
##  [105] "Guatemala"                     "Nicaragua"                    
##  [107] "Honduras"                      "Costa Rica"                   
##  [109] "Peru"                          "Dominican Republic"           
##  [111] "Fiji"                          "Vietnam"                      
##  [113] "Brazil"                        "Peru"                         
##  [115] "Ecuador"                       "Domincan Republic"            
##  [117] "Belize"                        "Nicaragua"                    
##  [119] "Brazil"                        "Guatemala"                    
##  [121] "Ecuador"                       "Trinidad"                     
##  [123] "Colombia"                      "Haiti"                        
##  [125] "Panama"                        "Venezuela"                    
##  [127] "Jamaica"                       "Costa Rica"                   
##  [129] "Vietnam"                       "Indonesia"                    
##  [131] "Venezuela"                     "Indonesia"                    
##  [133] "Brazil"                        "Madagascar"                   
##  [135] "Peru"                          "Dominican Republic"           
##  [137] "Congo"                         "Colombia"                     
##  [139] "Tanzania"                      "Tanzania"                     
##  [141] "Honduras"                      "Philippines"                  
##  [143] "Mexico"                        "Ecuador"                      
##  [145] " "                             "Papua New Guinea"             
##  [147] "Madagascar"                    "Brazil"                       
##  [149] " "                             "Peru"                         
##  [151] "Peru"                          "Brazil"                       
##  [153] "Peru"                          "Dominican Republic"           
##  [155] "Mexico"                        "Madagascar"                   
##  [157] "Costa Rica"                    "Domincan Republic"            
##  [159] "Brazil"                        "Ecuador"                      
##  [161] "Malaysia"                      "Malaysia"                     
##  [163] "Brazil"                        "Domincan Republic"            
##  [165] "Ecuador"                       "Ecuador"                      
##  [167] "Costa Rica"                    "Papua New Guinea"             
##  [169] "Peru"                          "Ecuador"                      
##  [171] "Tanzania"                      "Bolivia"                      
##  [173] "Domincan Republic"             "Belize"                       
##  [175] "Belize"                        "Belize"                       
##  [177] "Cuba"                          "Venezuela"                    
##  [179] "Venezuela"                     "Ecuador"                      
##  [181] "Indonesia"                     "Madagascar"                   
##  [183] " "                             "Madagascar"                   
##  [185] "Venezuela"                     "Venezuela"                    
##  [187] "Ecuador"                       "Venezuela"                    
##  [189] "Venezuela"                     "Indonesia"                    
##  [191] "Venezuela"                     "Nicaragua"                    
##  [193] "Costa Rica"                    "Costa Rica"                   
##  [195] "Belize"                        "Ghana"                        
##  [197] "Indonesia"                     "Dominican Rep., Bali"         
##  [199] "Indonesia"                     "Madagascar"                   
##  [201] "Venezuela"                     "Dominican Republic"           
##  [203] "Dominican Republic"            "Madagascar"                   
##  [205] "Madagascar"                    "Madagascar"                   
##  [207] "Panama"                        "Dominican Republic"           
##  [209] "Ghana"                         "Dominican Republic"           
##  [211] "Venezuela"                     "Nicaragua"                    
##  [213] "Jamaica"                       "Congo"                        
##  [215] " "                             "Madagascar"                   
##  [217] "Guatemala"                     "Tanzania"                     
##  [219] "Dominican Republic"            "Guatemala"                    
##  [221] "Madagascar"                    "Mexico"                       
##  [223] "Brazil"                        "Dominican Republic"           
##  [225] "Venez,Africa,Brasil,Peru,Mex"  "Brazil"                       
##  [227] "Gabon"                         "Cuba"                         
##  [229] "Peru"                          "Peru"                         
##  [231] "Brazil"                        "Haiti"                        
##  [233] "Madagascar"                    "Brazil"                       
##  [235] "Jamaica"                       "Ivory Coast"                  
##  [237] "Peru"                          "Mexico"                       
##  [239] "Mexico"                        "Venezuela"                    
##  [241] "Ecuador"                       "Carribean"                    
##  [243] "Venezuela"                     "Venezuela"                    
##  [245] "Madagascar"                    " "                            
##  [247] "Sri Lanka"                     "Venezuela"                    
##  [249] "Ecuador"                       "Ecuador"                      
##  [251] "Belize"                        "Dominican Republic"           
##  [253] "Venezuela"                     "Nicaragua"                    
##  [255] "Dominican Republic"            "Belize"                       
##  [257] "Venezuela"                     "Dominican Republic"           
##  [259] "Ecuador"                       "Ghana"                        
##  [261] "Venezuela"                     "Dominican Republic"           
##  [263] "Dominican Republic"            "Guatemala"                    
##  [265] "Madagascar"                    "Belize"                       
##  [267] "Madagascar"                    "Jamaica"                      
##  [269] "Madagascar"                    "Dominican Republic"           
##  [271] "Ecuador"                       "Trinidad"                     
##  [273] "Ecuador"                       "Dominican Republic"           
##  [275] "Trinidad"                      "Ecuador"                      
##  [277] "Belize"                        " "                            
##  [279] "Ecuador"                       "Puerto Rico"                  
##  [281] "Peru"                          "Dominican Republic"           
##  [283] "Dominican Republic"            "Venezuela"                    
##  [285] "Haiti"                         "Dominican Republic"           
##  [287] "Tanzania"                      "Venezuela"                    
##  [289] "Mexico"                        "Venezuela"                    
##  [291] "Venezuela"                     "Venezuela"                    
##  [293] "Venezuela"                     "Venezuela"                    
##  [295] "Venezuela"                     "Venezuela"                    
##  [297] "Colombia"                      "Colombia"                     
##  [299] "Colombia"                      "Colombia"                     
##  [301] "Colombia"                      "Colombia"                     
##  [303] "Colombia"                      "Honduras"                     
##  [305] "Dominican Republic"            "Dominican Republic"           
##  [307] "Dominican Republic"            "Dominican Republic"           
##  [309] "Congo"                         "Madagascar"                   
##  [311] "Ecuador"                       "Papua New Guinea"             
##  [313] "Grenada"                       "Venezuela"                    
##  [315] "Venezuela"                     "Mexico"                       
##  [317] "Mexico"                        "Madagascar"                   
##  [319] "Peru"                          "Vietnam"                      
##  [321] "Peru"                          "Ecuador"                      
##  [323] "Ecuador"                       "Ecuador"                      
##  [325] "Ecuador"                       "Grenada"                      
##  [327] "Ecuador"                       "Cuba"                         
##  [329] "Dominican Republic"            " "                            
##  [331] "Ecuador"                       "Venezuela"                    
##  [333] "Sao Tome"                      "Trinidad"                     
##  [335] "Venezuela"                     "Tanzania"                     
##  [337] "Venezuela"                     "Bolivia"                      
##  [339] "Brazil"                        "Ecuador"                      
##  [341] "Ecuador"                       "Ecuador"                      
##  [343] "Ecuador"                       "Ecuador"                      
##  [345] "Ecuador"                       "Papua New Guinea"             
##  [347] "Papua New Guinea"              "Guatemala"                    
##  [349] "Costa Rica"                    "Costa Rica"                   
##  [351] "Costa Rica"                    "Costa Rica"                   
##  [353] "Colombia"                      "Colombia"                     
##  [355] "Colombia"                      "Colombia"                     
##  [357] "Colombia"                      "Belize"                       
##  [359] "Honduras"                      "Domincan Republic"            
##  [361] "Venezuela"                     "Colombia"                     
##  [363] "Colombia"                      "Dominican Republic"           
##  [365] "Bolivia"                       "Dominican Republic"           
##  [367] "Peru"                          "Venezuela"                    
##  [369] "Nicaragua"                     "Peru"                         
##  [371] "Venezuela"                     "Ecuador"                      
##  [373] "Peru"                          "Venezuela"                    
##  [375] "Bolivia"                       "Ecuador"                      
##  [377] "Uganda"                        "Belize"                       
##  [379] "Ecuador"                       "Ecuador"                      
##  [381] "Costa Rica"                    " "                            
##  [383] "Ecuador"                       "Belize"                       
##  [385] "Belize"                        "Vietnam"                      
##  [387] "Malaysia"                      "Peru"                         
##  [389] "Peru"                          "Dominican Republic"           
##  [391] "Madagascar"                    "Venezuela"                    
##  [393] "Peru"                          " "                            
##  [395] "Bolivia"                       "Uganda"                       
##  [397] "Dominican Republic"            "Dominican Republic"           
##  [399] "Venezuela"                     "Ecuador"                      
##  [401] "Nicaragua"                     "Peru"                         
##  [403] "Dominican Republic"            "Congo"                        
##  [405] "Peru"                          "Peru"                         
##  [407] "Venezuela"                     "Peru"                         
##  [409] "Ecuador"                       "Peru"                         
##  [411] "Madagascar"                    "Mexico"                       
##  [413] "Venezuela"                     "Mexico"                       
##  [415] "Mexico"                        "Madagascar"                   
##  [417] " "                             " "                            
##  [419] "Venezuela"                     "Ecuador"                      
##  [421] "Grenada"                       " "                            
##  [423] "Mexico"                        "Mexico"                       
##  [425] "Venezuela"                     "Mexico"                       
##  [427] "Brazil"                        "Brazil"                       
##  [429] "Venezuela"                     "Martinique"                   
##  [431] "Mexico"                        "Peru"                         
##  [433] "Venezuela"                     "Venezuela"                    
##  [435] "Sao Tome & Principe"           "Sao Tome & Principe"          
##  [437] "Sao Tome & Principe"           "Sao Tome & Principe"          
##  [439] "Ecuador"                       "Madagascar"                   
##  [441] "Venezuela"                     "Venezuela"                    
##  [443] "Bolivia"                       "Venezuela"                    
##  [445] "Ecuador"                       "Ecuador"                      
##  [447] "Vietnam"                       "Ecuador"                      
##  [449] "Ghana"                         "Ecuador"                      
##  [451] "Sao Tome & Principe"           "Madagascar"                   
##  [453] "Grenada"                       "Venezuela"                    
##  [455] "Ecuador"                       "Trinidad"                     
##  [457] "Jamaica"                       "Venezuela"                    
##  [459] "Peru"                          "Peru"                         
##  [461] "Venezuela"                     "Venezuela"                    
##  [463] "Mexico"                        "Venezuela"                    
##  [465] "Madagascar"                    " "                            
##  [467] "Papua New Guinea"              "Vanuatu"                      
##  [469] "Tanzania"                      "Brazil"                       
##  [471] "Fiji"                          "Vanuatu"                      
##  [473] "Papua New Guinea"              "Ecuador"                      
##  [475] "Ecuador"                       "Australia"                    
##  [477] "Australia"                     "Dominican Republic"           
##  [479] "Trinidad"                      "Ecuador"                      
##  [481] "Grenada"                       "Nicaragua"                    
##  [483] " "                             "Belize"                       
##  [485] "Belize"                        "Ecuador"                      
##  [487] "Liberia"                       "Dominican Republic"           
##  [489] "Venezuela"                     "Venezuela"                    
##  [491] "Venezuela"                     "Papua New Guinea"             
##  [493] "Costa Rica"                    "Colombia"                     
##  [495] "Dominican Republic"            "Dominican Republic"           
##  [497] "Madagascar"                    "Tanzania"                     
##  [499] "Guatemala"                     "Venezuela"                    
##  [501] "Guatemala"                     "Madagascar"                   
##  [503] "Guatemala"                     "Guatemala"                    
##  [505] "Guatemala"                     "Guatemala"                    
##  [507] "Guatemala"                     "Venezuela"                    
##  [509] "Vietnam"                       "Ecuador, Costa Rica"          
##  [511] "Bolivia"                       "Madagascar"                   
##  [513] "Venezuela"                     "Tanzania"                     
##  [515] "Ecuador"                       "Ghana"                        
##  [517] "Dominican Republic"            "Venezuela"                    
##  [519] "West Africa"                   "Brazil"                       
##  [521] "Brazil"                        "Uganda"                       
##  [523] "Madagascar"                    "Madagascar"                   
##  [525] "Costa Rica"                    "Ecuador"                      
##  [527] "Ghana"                         "Papua New Guinea"             
##  [529] "Peru"                          "Papua New Guinea"             
##  [531] "Venezuela"                     "Tanzania"                     
##  [533] "Bolivia"                       "Costa Rica"                   
##  [535] "Dominican Republic"            "Guatemala"                    
##  [537] "Vietnam"                       "Bolivia"                      
##  [539] "Dominican Republic"            "Ecuador"                      
##  [541] "Ecuador"                       "Bolivia"                      
##  [543] "Belize"                        "Madagascar"                   
##  [545] "Madagascar"                    "Venezuela"                    
##  [547] "Dominican Republic"            "Ecuador"                      
##  [549] "Venezuela"                     "Panama"                       
##  [551] "Venezuela"                     "Nicaragua"                    
##  [553] "Hawaii"                        "West Africa"                  
##  [555] " "                             "Ecuador"                      
##  [557] "Venezuela"                     "Venezuela"                    
##  [559] "Tanzania"                      "Venezuela"                    
##  [561] "Venezuela"                     "Venezuela"                    
##  [563] "Venezuela"                     "Colombia"                     
##  [565] " "                             " "                            
##  [567] "Venezuela"                     "Venezuela"                    
##  [569] "Venezuela"                     "Madagascar"                   
##  [571] "Madagascar"                    "Indonesia"                    
##  [573] "Ecuador"                       "Venezuela"                    
##  [575] "Venezuela"                     "Peru"                         
##  [577] "Venezuela"                     "Grenada"                      
##  [579] "Venezuela"                     "Colombia"                     
##  [581] "Madagascar"                    "Guatemala"                    
##  [583] "Nicaragua"                     "Nicaragua"                    
##  [585] "Venezuela"                     "Honduras"                     
##  [587] "Dominican Republic"            "Panama"                       
##  [589] "Nicaragua"                     "Venezuela"                    
##  [591] "Panama"                        "Ecuador"                      
##  [593] "Ecuador"                       "Peru"                         
##  [595] "Dominican Republic"            "Madagascar"                   
##  [597] "Peru"                          "Venezuela"                    
##  [599] "Domincan Republic"             "Venezuela"                    
##  [601] "Ecuador"                       "Peru"                         
##  [603] "Madagascar"                    "Dominican Republic"           
##  [605] "Colombia"                      "Colombia"                     
##  [607] "Peru"                          "Venezuela"                    
##  [609] "Bolivia"                       "Bolivia"                      
##  [611] "Venezuela"                     "Venezuela"                    
##  [613] "Venezuela"                     "Venezuela"                    
##  [615] "Venezuela"                     "Venezuela"                    
##  [617] "Venezuela"                     "St. Lucia"                    
##  [619] "St. Lucia"                     "Venezuela"                    
##  [621] "Peru"                          "Honduras"                     
##  [623] "Sao Tome & Principe"           "Vietnam"                      
##  [625] "Vietnam"                       "Vietnam"                      
##  [627] "Venezuela"                     "Costa Rica"                   
##  [629] "Venezuela"                     "Cost Rica, Ven"               
##  [631] "Venezuela"                     "Peru, Madagascar"             
##  [633] "Trinidad"                      "Venezuela"                    
##  [635] " "                             "Venezuela, Trinidad"          
##  [637] "Belize"                        "Ecuador"                      
##  [639] "Dominican Republic"            "Brazil"                       
##  [641] "Jamaica"                       "Venezuela"                    
##  [643] "Belize"                        "Grenada"                      
##  [645] " "                             "Dominican Republic"           
##  [647] "Madagascar"                    "Venezuela"                    
##  [649] "Ecuador"                       "Bolivia"                      
##  [651] "Puerto Rico"                   "Dominican Republic"           
##  [653] "Dominican Republic"            "Dominican Republic"           
##  [655] "Peru"                          "Domincan Republic"            
##  [657] "Domincan Republic"             "Madagascar"                   
##  [659] "Ecuador"                       "Tanzania"                     
##  [661] "Venezuela"                     "Venezuela"                    
##  [663] "Venezuela"                     "Venezuela"                    
##  [665] "Costa Rica"                    "Peru"                         
##  [667] "Vietnam"                       "Ghana"                        
##  [669] "Madagascar"                    "Peru"                         
##  [671] "Guatemala"                     "Costa Rica"                   
##  [673] "Nicaragua"                     "Peru"                         
##  [675] "Peru"                          "Peru"                         
##  [677] "Peru"                          "Peru"                         
##  [679] "Dominican Republic"            "Peru"                         
##  [681] "Peru"                          "Peru"                         
##  [683] "Peru"                          "Dominican Republic"           
##  [685] "Dominican Republic"            "Peru"                         
##  [687] "Peru"                          "Papua New Guinea"             
##  [689] "Papua New Guinea"              "Madagascar"                   
##  [691] "Papua New Guinea"              "Papua New Guinea"             
##  [693] "Ghana"                         "Jamaica"                      
##  [695] "Dominican Republic"            "Jamaica"                      
##  [697] "Madagascar"                    "Dominican Republic"           
##  [699] "Madagascar"                    "Venezuela"                    
##  [701] "Venezuela"                     "Jamaica"                      
##  [703] "Jamaica"                       "Jamaica"                      
##  [705] "Venezuela"                     "Nicaragua"                    
##  [707] "Nicaragua"                     "Nicaragua"                    
##  [709] "Nicaragua"                     "Nicaragua"                    
##  [711] "Nicaragua"                     "Nicaragua"                    
##  [713] "Honduras"                      "Nicaragua"                    
##  [715] "Nicaragua"                     "Nicaragua"                    
##  [717] "Nicaragua"                     "Nicaragua"                    
##  [719] "Bolivia"                       "Costa Rica"                   
##  [721] "Trinidad"                      "Peru"                         
##  [723] "Dominican Republic"            "Ecuador"                      
##  [725] "Peru"                          "Costa Rica"                   
##  [727] "Costa Rica"                    "Hawaii"                       
##  [729] "Madagascar"                    "Ghana"                        
##  [731] "Domincan Republic"             "Domincan Republic"            
##  [733] "Madagascar"                    "Belize"                       
##  [735] "Brazil"                        "Mexico"                       
##  [737] "Nicaragua"                     "Guatemala"                    
##  [739] "Vietnam"                       " "                            
##  [741] "Madagascar"                    "Grenada"                      
##  [743] "Grenada"                       "Grenada"                      
##  [745] "Ecuador"                       "Ghana"                        
##  [747] "Trinidad, Tobago"              "Venezuela"                    
##  [749] "Ven, Trinidad, Ecuador"        " "                            
##  [751] "Haiti"                         "Nicaragua"                    
##  [753] "Jamaica"                       "Ecuador"                      
##  [755] " "                             " "                            
##  [757] " "                             "Trinidad"                     
##  [759] "Hawaii"                        " "                            
##  [761] " "                             "Peru"                         
##  [763] " "                             "Venezuela"                    
##  [765] " "                             "Colombia"                     
##  [767] "Venezuela"                     "Madagascar"                   
##  [769] "Ecuador"                       " "                            
##  [771] " "                             "Papua New Guinea"             
##  [773] " "                             "Dominican Republic"           
##  [775] " "                             " "                            
##  [777] " "                             " "                            
##  [779] "Hawaii"                        " "                            
##  [781] "Ecuador"                       "Ecuador"                      
##  [783] "Ecuador"                       "South America, Africa"        
##  [785] "Brazil"                        "Brazil"                       
##  [787] "Brazil"                        "Brazil"                       
##  [789] "Peru"                          "Belize"                       
##  [791] "Costa Rica"                    "Bolivia"                      
##  [793] "Bolivia"                       "Ecuador"                      
##  [795] "Hawaii"                        "Hawaii"                       
##  [797] "Ecuador"                       "Ecuador"                      
##  [799] "Bolivia"                       "Bolivia"                      
##  [801] "Uganda"                        "Venezuela"                    
##  [803] "Tanzania"                      "Madagascar"                   
##  [805] "Venezuela"                     "Ecuador"                      
##  [807] "Peru"                          "Madagascar"                   
##  [809] "Venezuela"                     "Domincan Republic"            
##  [811] "Peru"                          "Ecuador"                      
##  [813] "Ecuador"                       "Ecuador"                      
##  [815] "Ecuador"                       "Ecuador"                      
##  [817] "Peru"                          "Ecuador"                      
##  [819] "Madagascar"                    "Trinidad"                     
##  [821] "Venezuela"                     "Ivory Coast"                  
##  [823] "Dominican Republic"            "Peru"                         
##  [825] "Dominican Republic"            "Ecuador"                      
##  [827] "St. Lucia"                     "St. Lucia"                    
##  [829] "St. Lucia"                     "Trinidad"                     
##  [831] "Vietnam"                       "Ecuador"                      
##  [833] "Madagascar"                    "Ecuador"                      
##  [835] "Peru"                          "Ecuador"                      
##  [837] "Dominican Republic"            "Madagascar"                   
##  [839] "Ecuador"                       "St. Lucia"                    
##  [841] "St. Lucia"                     "Ecuador"                      
##  [843] "Dominican Republic"            "Venezuela"                    
##  [845] "St. Lucia"                     "Uganda"                       
##  [847] "Tanzania"                      "Sao Tome"                     
##  [849] "Vietnam"                       "Bolivia"                      
##  [851] "Bolivia"                       "Nicaragua"                    
##  [853] "Dominican Republic"            "Dominican Republic"           
##  [855] "Venezuela"                     "Venezuela"                    
##  [857] "Venezuela"                     "Venezuela"                    
##  [859] "Venezuela"                     "Venezuela"                    
##  [861] "Venezuela"                     "Venezuela"                    
##  [863] "Venezuela"                     "Venezuela"                    
##  [865] "Venezuela"                     "Venezuela"                    
##  [867] "India"                         "Dominican Republic"           
##  [869] "Dominican Republic"            "Honduras"                     
##  [871] "Peru"                          "Peru"                         
##  [873] "Madagascar"                    "Peru"                         
##  [875] "Belize"                        "Dominican Republic"           
##  [877] "Belize"                        "Dominican Republic"           
##  [879] "Ghana"                         "Madagascar"                   
##  [881] "Belize"                        "Madagascar"                   
##  [883] "Peru"                          "Dominican Republic"           
##  [885] "Dominican Republic"            "Dominican Republic"           
##  [887] "Dominican Republic"            "Peru"                         
##  [889] "Vanuatu"                       "Ecuador"                      
##  [891] "Ecuador"                       "Ecuador"                      
##  [893] "Ecuador"                       "Ecuador"                      
##  [895] "Ecuador"                       "Ecuador"                      
##  [897] "Ecuador"                       " "                            
##  [899] "Ecuador"                       "Dominican Republic"           
##  [901] "Mexico"                        "Dominican Republic"           
##  [903] "Peru"                          "Venezuela"                    
##  [905] "Belize"                        "Madagascar"                   
##  [907] "Belize"                        "Dominican Republic"           
##  [909] "Dominican Republic"            "Haiti"                        
##  [911] "Peru"                          "Ecuador"                      
##  [913] "Brazil"                        "Uganda"                       
##  [915] "Dominican Republic"            "Ecuador"                      
##  [917] "Madagascar"                    "Peru"                         
##  [919] "Brazil"                        "Venezuela"                    
##  [921] "Ecuador"                       "Grenada"                      
##  [923] "Dominican Republic"            "Venezuela"                    
##  [925] "Madagascar"                    "Bolivia"                      
##  [927] "Peru"                          "Peru"                         
##  [929] "Peru"                          "Belize"                       
##  [931] "Africa, Carribean, C. Am."     "Tobago"                       
##  [933] "Ecuador"                       "Dominican Republic"           
##  [935] "Grenada"                       "Ghana"                        
##  [937] "Venezuela"                     " "                            
##  [939] " "                             "Ven., Indonesia, Ecuad."      
##  [941] "Peru"                          "Ecuador"                      
##  [943] "Madagascar"                    "Vietnam"                      
##  [945] "Cuba"                          "Peru"                         
##  [947] "Ivory Coast"                   "Sao Tome"                     
##  [949] "Brazil"                        "Vietnam"                      
##  [951] "Cuba"                          "Trinidad-Tobago"              
##  [953] "Brazil"                        "Tanzania"                     
##  [955] "Nicaragua"                     "Venezuela"                    
##  [957] "Venezuela"                     "Peru, Ecuador, Venezuela"     
##  [959] "Honduras"                      "Belize"                       
##  [961] "Liberia"                       "Bolivia"                      
##  [963] "Trinidad"                      "Costa Rica"                   
##  [965] "Domincan Republic"             "Tanzania"                     
##  [967] "Peru"                          "Madagascar"                   
##  [969] "Madagascar"                    "Peru"                         
##  [971] "Bolivia"                       "Peru"                         
##  [973] "Venezuela, Dom. Rep."          "Dominican Republic"           
##  [975] "Bolivia"                       " "                            
##  [977] "Puerto Rico"                   "Hawaii"                       
##  [979] "Hawaii"                        "Hawaii"                       
##  [981] "Hawaii"                        "Hawaii"                       
##  [983] "Hawaii"                        "Nicaragua"                    
##  [985] "Colombia, Ecuador"             "Colombia, Ecuador"            
##  [987] "Colombia, Ecuador"             "Colombia"                     
##  [989] "Peru"                          "Peru"                         
##  [991] "Madagascar"                    "Madagascar"                   
##  [993] "Madagascar"                    "Madagascar"                   
##  [995] "Solomon Islands"               "Puerto Rico"                  
##  [997] "Brazil"                        "Hawaii"                       
##  [999] "Mexico"                        "Hawaii"                       
## [1001] "Hawaii"                        "Hawaii"                       
## [1003] "Dominican Republic"            "Costa Rica"                   
## [1005] "Mexico"                        "Tanzania"                     
## [1007] "Ecuador"                       "Cuba"                         
## [1009] "Dominican Republic"            "Ecuador"                      
## [1011] "Madagascar"                    "Madagascar"                   
## [1013] "Philippines"                   "Hawaii"                       
## [1015] "Hawaii"                        "Venezuela"                    
## [1017] "Ecuador"                       "Peru"                         
## [1019] "Venezuela"                     "Dominican Republic"           
## [1021] "Colombia"                      "Papua New Guinea"             
## [1023] "Costa Rica"                    "Hawaii"                       
## [1025] "Liberia"                       "Hawaii"                       
## [1027] "Peru"                          "Hawaii"                       
## [1029] "Nicaragua"                     "Peru"                         
## [1031] "Venezuela"                     "Colombia"                     
## [1033] "Dominican Republic"            "Ghana"                        
## [1035] "Ecuador"                       "Vietnam"                      
## [1037] "Dominican Republic"            "Peru"                         
## [1039] "Ecuador"                       "Trinidad"                     
## [1041] "Nicaragua"                     "Peru"                         
## [1043] "Colombia"                      "Tanzania"                     
## [1045] "Honduras"                      "Peru"                         
## [1047] "Peru"                          "Peru"                         
## [1049] " "                             "Vietnam"                      
## [1051] "Vietnam"                       "Vietnam"                      
## [1053] "Vietnam"                       "Vietnam"                      
## [1055] "Vietnam"                       "Vietnam"                      
## [1057] "Vietnam"                       "Vietnam"                      
## [1059] "Vietnam"                       "Costa Rica"                   
## [1061] "Ivory Coast"                   "Nigeria"                      
## [1063] "Ghana"                         "Dominican Republic"           
## [1065] "Dominican Republic"            "Bolivia"                      
## [1067] "Haiti"                         "Colombia"                     
## [1069] "Guatemala"                     "Tanzania"                     
## [1071] "Peru, Belize"                  "Peru, Mad., Dom. Rep."        
## [1073] ""                              "Venezuela"                    
## [1075] " "                             "Venezuela"                    
## [1077] "Venezuela"                     "Venezuela"                    
## [1079] "Belize"                        "Papua New Guinea"             
## [1081] "Peru"                          "Dominican Republic"           
## [1083] "Dominican Republic"            "Venezuela"                    
## [1085] "Venezuela"                     "Dominican Republic"           
## [1087] "Vanuatu"                       "Madagascar"                   
## [1089] "Papua New Guinea"              "PNG, Vanuatu, Mad"            
## [1091] "Belize"                        "Dominican Republic"           
## [1093] "Peru"                          "Peru"                         
## [1095] "Domincan Republic"             "Bolivia"                      
## [1097] "Venezuela"                     "Belize"                       
## [1099] "Nicaragua"                     "Dominican Republic"           
## [1101] "Madagascar"                    "Madagascar"                   
## [1103] "El Salvador"                   "El Salvador"                  
## [1105] "Honduras"                      "Honduras"                     
## [1107] "Nicaragua"                     "Nicaragua"                    
## [1109] "Brazil"                        "Madagascar"                   
## [1111] "South America"                 "Mexico"                       
## [1113] "Venezuela"                     "Sao Tome"                     
## [1115] " "                             " "                            
## [1117] "Sao Tome"                      "Dominican Republic"           
## [1119] "Madagascar"                    "Papua New Guinea"             
## [1121] " "                             "Belize"                       
## [1123] "Trinidad"                      "Dominican Republic"           
## [1125] "Venezuela"                     "Tanzania"                     
## [1127] "Nicaragua"                     "Dominican Republic"           
## [1129] "Belize"                        " "                            
## [1131] "Bolivia"                       "Indonesia"                    
## [1133] "Ecuador"                       "Ecuador"                      
## [1135] "Ecuador"                       "Ecuador"                      
## [1137] "Haiti"                         "Brazil"                       
## [1139] "Brazil"                        "Colombia"                     
## [1141] "Belize"                        "Belize"                       
## [1143] "Belize"                        "Domincan Republic"            
## [1145] "Indonesia"                     "Peru"                         
## [1147] "Nicaragua"                     "Nicaragua"                    
## [1149] "Nicaragua"                     "Dominican Republic"           
## [1151] "Papua New Guinea"              "Ecuador"                      
## [1153] "Ecuador"                       "Ecuador"                      
## [1155] "Nicaragua"                     "Nicaragua"                    
## [1157] "Tanzania"                      "Domincan Republic"            
## [1159] "Madagascar"                    "Vietnam"                      
## [1161] "Costa Rica"                    "Costa Rica"                   
## [1163] "Trinidad, Tobago"              "Peru"                         
## [1165] "Grenada"                       "Nicaragua"                    
## [1167] "Venezuela"                     "Venezuela"                    
## [1169] "Hawaii"                        "Peru"                         
## [1171] "Dominican Republic"            "Madagascar"                   
## [1173] "Ghana"                         "Papua New Guinea"             
## [1175] "Trinidad"                      " "                            
## [1177] "West Africa"                   "Sao Tome"                     
## [1179] "Venezuela"                     "Venezuela"                    
## [1181] "Dominican Republic"            "Madagascar"                   
## [1183] "Peru"                          "Peru"                         
## [1185] "Ecuador"                       "Ghana"                        
## [1187] "Belize"                        "Peru"                         
## [1189] "Venezuela"                     "Ecuador"                      
## [1191] "Nicaragua"                     "Nicaragua"                    
## [1193] "Ecuador"                       "Ghana"                        
## [1195] "Ecuador"                       "Venezuela"                    
## [1197] "Madagascar"                    "Dominican Republic"           
## [1199] "Brazil"                        "Jamaica"                      
## [1201] "Peru"                          "Peru"                         
## [1203] "Congo"                         "Peru"                         
## [1205] "Samoa"                         "Samoa"                        
## [1207] "Papua New Guinea"              "Papua New Guinea"             
## [1209] "Papua New Guinea"              "Papua New Guinea"             
## [1211] "Trinidad"                      "Tanzania"                     
## [1213] "Bolivia"                       "Dominican Republic"           
## [1215] "Ghana"                         "Ghana, Domin. Rep"            
## [1217] "Ghana, Domin. Rep"             "Carribean"                    
## [1219] "Carribean"                     "Carribean"                    
## [1221] "Carribean"                     "Ghana"                        
## [1223] "Tanzania"                      "Papua New Guinea"             
## [1225] "Madagascar"                    "Belize"                       
## [1227] "Dominican Republic"            "Nicaragua"                    
## [1229] "Dominican Republic"            "Ecuador"                      
## [1231] "Papua New Guinea"              " "                            
## [1233] "Bolivia"                       "Congo"                        
## [1235] "Peru"                          "Bolivia"                      
## [1237] "Hawaii"                        "Hawaii"                       
## [1239] "Peru"                          "Peru"                         
## [1241] "Colombia"                      "Ecuador"                      
## [1243] "Ecuador"                       "Ecuador"                      
## [1245] "Ecuador"                       "Ecuador"                      
## [1247] "Peru"                          "Ecuador"                      
## [1249] "Ecuador"                       "Ecuador"                      
## [1251] "Ecuador"                       "Ecuador"                      
## [1253] "Ecuador"                       "Guatemala"                    
## [1255] "Belize"                        "Bolivia"                      
## [1257] "Trinidad"                      "Tanzania"                     
## [1259] "Vietnam"                       "Bolivia"                      
## [1261] "Madagascar"                    "Ecuador"                      
## [1263] "Trinidad, Ecuador"             "Trinidad"                     
## [1265] "Fiji"                          "South America"                
## [1267] "Tanzania"                      "Guatemala"                    
## [1269] "Bolivia"                       "Dominican Republic"           
## [1271] "Peru"                          "Peru"                         
## [1273] " "                             "Madagascar"                   
## [1275] "Madagascar"                    "Venezuela"                    
## [1277] "Madagascar"                    "Peru"                         
## [1279] "Madagascar"                    "Madagascar"                   
## [1281] "Dominican Republic"            "Cameroon"                     
## [1283] "Venezuela"                     "Trinidad"                     
## [1285] "Cuba"                          "Peru"                         
## [1287] "Brazil"                        "Mexico"                       
## [1289] "Venezuela, Java"               "Ecuador"                      
## [1291] "Madagascar"                    "Venezuela/ Ghana"             
## [1293] "Mexico"                        "Indonesia"                    
## [1295] "Venezuela"                     "Honduras"                     
## [1297] "Nicaragua"                     "Nicaragua"                    
## [1299] "Nicaragua"                     "Nicaragua"                    
## [1301] "Nicaragua"                     "Madagascar"                   
## [1303] "Fiji"                          "Ecuador"                      
## [1305] "Ecuador"                       "Dominican Republic"           
## [1307] "Peru"                          "Domincan Republic"            
## [1309] "Venezuela"                     "Costa Rica"                   
## [1311] "Costa Rica"                    "Peru"                         
## [1313] "Brazil"                        "Costa Rica"                   
## [1315] "Peru"                          "Venezuela"                    
## [1317] "Venezuela"                     "Venezuela"                    
## [1319] "Papua New Guinea"              "Madagascar"                   
## [1321] "Dominican Republic"            "Brazil"                       
## [1323] "Sao Tome"                      "Brazil"                       
## [1325] "Tanzania"                      "Sao Tome & Principe"          
## [1327] "Trinidad"                      "Madagascar"                   
## [1329] "Indonesia"                     "Venezuela"                    
## [1331] "Jamaica"                       "Ecuador"                      
## [1333] "Vanuatu"                       "Ghana"                        
## [1335] "Colombia"                      "Ecuador"                      
## [1337] "Cuba"                          "Venezuela, Ghana"             
## [1339] "Indonesia, Ghana"              "Ecuador"                      
## [1341] "Grenada"                       "Madagascar"                   
## [1343] "Honduras"                      "Venezuela"                    
## [1345] "Ecuador"                       "Madagascar"                   
## [1347] "Ecuador"                       "Venezuela"                    
## [1349] "Brazil"                        "Brazil"                       
## [1351] "Brazil"                        "Brazil"                       
## [1353] "Brazil"                        "Brazil"                       
## [1355] "Mexico"                        "Mexico"                       
## [1357] "Peru(SMartin,Pangoa,nacional)" "Congo"                        
## [1359] "Madagascar"                    "Dominican Republic"           
## [1361] "Guatemala"                     "Ecuador"                      
## [1363] "Peru"                          "Peru"                         
## [1365] "Peru"                          "Peru"                         
## [1367] " "                             "Ecuador"                      
## [1369] "Ecuador"                       "Ecuador"                      
## [1371] "Ecuador"                       "Ecuador"                      
## [1373] "Ecuador"                       "Ecuador"                      
## [1375] " "                             "Belize"                       
## [1377] "Peru"                          "Madagascar"                   
## [1379] "Ecuador"                       "Trinidad"                     
## [1381] "Costa Rica"                    "Costa Rica"                   
## [1383] "Costa Rica"                    "Costa Rica"                   
## [1385] "Madagascar"                    "Madagascar"                   
## [1387] "Grenada"                       "Honduras"                     
## [1389] "Venezuela"                     "Bolivia"                      
## [1391] "Venezuela"                     "Madagascar"                   
## [1393] "Dominican Republic"            "Bolivia"                      
## [1395] "Jamaica"                       "Ecuador"                      
## [1397] "Bolivia"                       "Peru"                         
## [1399] "Venezuela"                     "Dominican Republic"           
## [1401] "Jamaica"                       "Madagascar"                   
## [1403] "Trinidad"                      "Venezuela"                    
## [1405] "Venezuela"                     "Madagascar"                   
## [1407] "Venezuela"                     "Venezuela"                    
## [1409] "Venezuela"                     "Principe"                     
## [1411] "Madagascar"                    " "                            
## [1413] "Dominican Republic"            "Carribean"                    
## [1415] " "                             "Central and S. America"       
## [1417] "Central and S. America"        "Brazil"                       
## [1419] "Ecuador"                       "Venezuela"                    
## [1421] "Ecuador"                       "Colombia"                     
## [1423] "Colombia"                      "Colombia"                     
## [1425] "Colombia"                      "Colombia"                     
## [1427] "Sao Tome"                      "Peru"                         
## [1429] "Papua New Guinea"              "Grenada"                      
## [1431] "Madagascar"                    "Brazil"                       
## [1433] "Ghana"                         "Vietnam"                      
## [1435] "Ven., Trinidad, Mad."          "Carribean(DR/Jam/Tri)"        
## [1437] " "                             "Venezuela"                    
## [1439] "Carribean"                     " "                            
## [1441] " "                             "Ghana & Madagascar"           
## [1443] "Jamaica"                       " "                            
## [1445] "Domincan Republic"             "Grenada"                      
## [1447] "Jamaica"                       "Papua New Guinea"             
## [1449] "Venezuela"                     "Dominican Republic"           
## [1451] "Ecuador"                       "Belize"                       
## [1453] "Hawaii"                        "Hawaii"                       
## [1455] "Peru"                          "Peru"                         
## [1457] "Costa Rica"                    "Costa Rica"                   
## [1459] "Peru"                          "Belize"                       
## [1461] "Sao Tome"                      "Brazil"                       
## [1463] "Colombia"                      "Bolivia"                      
## [1465] "Tanzania"                      "Ecuador"                      
## [1467] "Madagascar"                    "Ecuador"                      
## [1469] "Guatemala"                     "Guatemala"                    
## [1471] "Haiti"                         "Madagascar"                   
## [1473] "Madagascar"                    "Ecuador"                      
## [1475] "Ghana"                         "Nicaragua"                    
## [1477] "Dominican Republic"            "Venezuela"                    
## [1479] "Ecuador"                       "Belize"                       
## [1481] "Vietnam"                       "Australia"                    
## [1483] "Guatemala"                     "Madagascar"                   
## [1485] "Madagascar"                    "Tanzania"                     
## [1487] "Trinidad"                      "Ecuador"                      
## [1489] "Bolivia"                       "Papua New Guinea"             
## [1491] "Peru"                          "Venezuela"                    
## [1493] "Ghana"                         "Madagascar"                   
## [1495] "Ecuador"                       "Ecuador"                      
## [1497] "Madagascar"                    "Peru"                         
## [1499] "Domincan Republic"             "Solomon Islands"              
## [1501] "Solomon Islands"               "Uganda"                       
## [1503] "Madagascar"                    "Venezuela"                    
## [1505] "Bolivia"                       "Peru"                         
## [1507] " "                             "Domincan Republic"            
## [1509] "Madagascar"                    "Brazil"                       
## [1511] "Ven.,Ecu.,Peru,Nic."           "Nicaragua"                    
## [1513] "Vietnam"                       "Ecuador"                      
## [1515] "Venezuela"                     "Venezuela"                    
## [1517] "Nicaragua"                     "Peru"                         
## [1519] "Nicaragua"                     "Ecuador"                      
## [1521] "Vanuatu"                       "Madagascar & Ecuador"         
## [1523] "Dominican Republic"            "Indonesia"                    
## [1525] "Peru"                          "Trinidad"                     
## [1527] " "                             "Venezuela"                    
## [1529] "Guat., D.R., Peru, Mad., PNG"  "Venezuela"                    
## [1531] "Peru, Dom. Rep"                "Venezuela"                    
## [1533] "Jamaica"                       "Haiti"                        
## [1535] "Hawaii"                        "Dom. Rep., Madagascar"        
## [1537] "Gre., PNG, Haw., Haiti, Mad"   "Guatemala"                    
## [1539] "Venezuela"                     "Mad., Java, PNG"              
## [1541] "Papua New Guinea"              "Grenada"                      
## [1543] "Bolivia"                       "Peru"                         
## [1545] "Ven, Bolivia, D.R."            "Dominican Republic"           
## [1547] "Venezuela"                     "DR, Ecuador, Peru"            
## [1549] "Dominican Republic"            "Ghana"                        
## [1551] "Dominican Republic"            "Papua New Guinea"             
## [1553] "Madagascar"                    "Venezuela"                    
## [1555] "Nicaragua"                     "Hawaii"                       
## [1557] "Dominican Republic"            "Madagascar"                   
## [1559] "Venezuela"                     "Ecuador"                      
## [1561] "Papua New Guinea"              "Tanzania"                     
## [1563] "Dominican Republic"            "Dominican Republic"           
## [1565] "Dominican Republic"            "Dominican Republic"           
## [1567] "Ecuador"                       "Peru"                         
## [1569] "Domincan Republic"             "Ecuador"                      
## [1571] "Madagascar"                    "Vanuatu"                      
## [1573] "Bolivia"                       "Dominican Republic"           
## [1575] "Dominican Republic"            "Ecuador"                      
## [1577] "Domincan Republic"             "Guatemala"                    
## [1579] "Nicaragua"                     "Madagascar"                   
## [1581] "Brazil"                        "India"                        
## [1583] "Ecuador"                       "Ecuador"                      
## [1585] "Philippines"                   "Philippines"                  
## [1587] "Philippines"                   "Madagascar"                   
## [1589] "Belize"                        "Peru"                         
## [1591] "Peru"                          "Venezuela"                    
## [1593] "Venezuela"                     "Sri Lanka"                    
## [1595] "Ecuador"                       "Cuba"                         
## [1597] "Madagascar"                    "Ecuador"                      
## [1599] "Vietnam"                       "Brazil"                       
## [1601] "Venezuela"                     "Cuba"                         
## [1603] "Madagascar"                    "Madagascar"                   
## [1605] "Nicaragua"                     "Dominican Republic"           
## [1607] "Madagascar"                    "Peru"                         
## [1609] "Venezuela"                     "Costa Rica"                   
## [1611] "Dominican Republic"            "Mexico"                       
## [1613] "Peru"                          "Colombia"                     
## [1615] "Papua New Guinea"              "Vietnam"                      
## [1617] "Trinidad"                      "Suriname"                     
## [1619] "Belize"                        "Bolivia"                      
## [1621] "Mexico"                        "Dominican Republic"           
## [1623] "West Africa"                   "Peru, Ecuador"                
## [1625] " "                             " "                            
## [1627] "Ghana"                         "Peru"                         
## [1629] "Madagascar"                    "Peru"                         
## [1631] "Madagascar"                    "Ecuador, Mad., PNG"           
## [1633] "Papua New Guinea"              "Dominican Republic"           
## [1635] "Ecuador"                       "Peru"                         
## [1637] "Ecuador"                       "Bolivia"                      
## [1639] "Madagascar"                    "Mexico"                       
## [1641] "Brazil"                        "Venezuela"                    
## [1643] "Bolivia"                       "Brazil"                       
## [1645] "Peru"                          "Belize"                       
## [1647] "Madagascar"                    "Ecuador"                      
## [1649] "Domincan Republic"             "Guatemala"                    
## [1651] "Ecuador"                       "Madagascar"                   
## [1653] "Uganda"                        "Peru"                         
## [1655] "Congo"                         "Madagascar"                   
## [1657] "Ivory Coast"                   "Ghana"                        
## [1659] "Venezuela"                     "Ghana, Panama, Ecuador"       
## [1661] "Peru"                          "Belize"                       
## [1663] "Ecuador"                       "Tobago"                       
## [1665] "Bolivia"                       "Venezuela"                    
## [1667] "Dominican Republic"            "Dominican Republic"           
## [1669] "Madagascar"                    "Domincan Republic"            
## [1671] "Ecuador"                       "Madagascar"                   
## [1673] "Dominican Republic"            "Bolivia"                      
## [1675] "Dominican Republic"            "Peru"                         
## [1677] "Dominican Republic"            "Nicaragua"                    
## [1679] "Dominican Republic"            "Madagascar"                   
## [1681] "Tanzania"                      "Venezuela"                    
## [1683] "Peru"                          " "                            
## [1685] "Dominican Republic"            "Venezuela"                    
## [1687] " "                             "Venezuela"                    
## [1689] "Dominican Republic"            "Ecuador"                      
## [1691] "Ghana"                         "Venezuela, Carribean"         
## [1693] "Venezuela"                     "Madagascar"                   
## [1695] " "                             "West Africa"                  
## [1697] "West Africa"                   "Venezuela"                    
## [1699] "Carribean"                     "South America"                
## [1701] "Trinidad"                      "Venezuela"                    
## [1703] "Madagascar"                    "Ghana"                        
## [1705] "Ghana"                         "Madagascar"                   
## [1707] "Madagascar"                    "Madagascar"                   
## [1709] "Madagascar"                    "Madagascar"                   
## [1711] "Madagascar"                    "Bolivia"                      
## [1713] "Bolivia"                       "Dominican Republic"           
## [1715] "Trinidad"                      "Ecuador"                      
## [1717] "Central and S. America"        "Central and S. America"       
## [1719] "Vietnam"                       "Peru"                         
## [1721] "Ecuador"                       "Ecuador"                      
## [1723] "Ecuador"                       "Ecuador"                      
## [1725] "Madagascar"                    "Belize"                       
## [1727] "Venezuela"                     "Peru"                         
## [1729] "Guatemala"                     "Peru"                         
## [1731] "Venezuela"                     "Domincan Republic"            
## [1733] "Dominican Republic"            "Peru"                         
## [1735] "Ghana"                         "Peru"                         
## [1737] "Peru"                          "Peru"                         
## [1739] "Peru"                          "Colombia"                     
## [1741] "Colombia"                      "Indonesia"                    
## [1743] "Madagascar"                    "Venezuela"                    
## [1745] "Indonesia"                     "Peru"                         
## [1747] "Venezuela"                     "Venezuela"                    
## [1749] "Bolivia"                       "Ghana"                        
## [1751] "Peru"                          "Ecuador"                      
## [1753] "Trinidad"                      "Ecuador"                      
## [1755] "Costa Rica"                    "Madagascar"                   
## [1757] "Venezuela"                     "Dominican Republic"           
## [1759] "Dominican Republic"            "Madagascar"                   
## [1761] "Dominican Republic"            "Papua New Guinea"             
## [1763] "Domincan Republic"             "Madagascar"                   
## [1765] "Peru"                          "Belize"                       
## [1767] " "                             "Madagascar"                   
## [1769] "Ecuador"                       "Trinidad"                     
## [1771] "Tanzania"                      "Tanzania"                     
## [1773] "Trinidad"                      "Solomon Islands"              
## [1775] " "                             "Bolivia"                      
## [1777] "Papua New Guinea"              "Bolivia"                      
## [1779] " "                             "Panama"                       
## [1781] " "                             "Peru"                         
## [1783] "Peru"                          "Dominican Republic"           
## [1785] "Ecuador"                       "Papua New Guinea"             
## [1787] "Bolivia"                       "Dominican Republic"           
## [1789] "Congo"                         " "                            
## [1791] "Peru"                          "Congo"                        
## [1793] "India"                         "India"                        
## [1795] "Brazil"

Subsetting

subset(cacao, (Rating>=4) & (Company.Location %in% c("Italy","U.S.A.")))
##                 Company...Maker.if.known.
## 55                                  Amano
## 57                                  Amano
## 77                                 Amedei
## 78                                 Amedei
## 79                                 Amedei
## 84                                 Amedei
## 87                                 Amedei
## 88                                 Amedei
## 108                                 Arete
## 109                                 Arete
## 118                                 Arete
## 153                       Bar Au Chocolat
## 257          Brasstown aka It's Chocolate
## 358                            Castronovo
## 567                                Domori
## 573                                Domori
## 574                                Domori
## 601                                 Durci
## 687                                Fresco
## 690                                Fresco
## 691                                Fresco
## 701                                Fresco
## 720                              Fruition
## 800  Heirloom Cacao Preservation (Zokoko)
## 883                   Just Good Chocolate
## 919               L.A. Burdick (Felchlin)
## 1274                               Patric
## 1277                               Patric
## 1278                               Patric
## 1378                               Ritual
## 1394                                Rogue
## 1428                     Scharffen Berger
## 1433                     Scharffen Berger
## 1757                            Woodblock
##                   Specific.Bean.Origin.or.Bar.Name  REF Review.Date
## 55                                          Morobe  725        2011
## 57                                          Guayas  470        2010
## 77                                       Porcelana  111        2007
## 78                                            Nine  111        2007
## 79                                           Chuao  111        2007
## 84                                      Madagascar  123        2007
## 87                                   Toscano Black   40        2006
## 88                                   Toscano Black   75        2006
## 108                          Coto Brus, Terciopelo 1908        2016
## 109                                        Phantom 1924        2016
## 118                                          Chuno 1598        2015
## 153                                 Maranon Canyon 1295        2014
## 257                                          Chuao 1355        2014
## 358                  Maya Mtn, Batch 454, Heirloom 1724        2016
## 567                                      Porcelana  111        2007
## 573                                        Ecuador  192        2007
## 574                         Ocumare 67, Puertofino  192        2007
## 601                                  Corona Arriba 1630        2015
## 687    Bellavista Coop, #225, LR, MC, CG Exclusive 1149        2013
## 690                 Sambirano Valley, #216, MR, LC  915        2012
## 691                   Markham Valley, #220, MR, MC  927        2012
## 701                            Chuao, #217, DR, MC  745        2011
## 720                   Coto Brus, Heirloom, Batch 1 1780        2016
## 800  Wild Beni, Lower Rio Beni, Tranquilidad, 2015 1744        2016
## 883                                           Peru 1375        2014
## 919                                         Brazil  891        2012
## 1274                                    Madagascar  331        2009
## 1277                                    Madagascar  196        2007
## 1278                 Piura, Choc. Garage Exclusive 1034        2013
## 1378                                     Sambirano  891        2012
## 1394                      Silvestre, Batch 7, 2013 1081        2013
## 1428                             San Juan de Cheni  959        2012
## 1433                                        Asante  336        2009
## 1757                                       Ocumare  741        2011
##      Cocoa.Percent Company.Location Rating                Bean.Type
## 55             70%           U.S.A.      4                         
## 57             70%           U.S.A.      4                         
## 77             70%            Italy      4      Criollo (Porcelana)
## 78             75%            Italy      4                    Blend
## 79             70%            Italy      5               Trinitario
## 84             70%            Italy      4 Trinitario (85% Criollo)
## 87             70%            Italy      5                    Blend
## 88             66%            Italy      4                    Blend
## 108            70%           U.S.A.      4                         
## 109            70%           U.S.A.      4     Forastero (Nacional)
## 118            70%           U.S.A.      4      Criollo, Trinitario
## 153            70%           U.S.A.      4     Forastero (Nacional)
## 257            70%           U.S.A.      4               Trinitario
## 358            72%           U.S.A.      4               Trinitario
## 567            70%            Italy      4      Criollo (Porcelana)
## 573            70%            Italy      4       Forastero (Arriba)
## 574            70%            Italy      4     Criollo (Ocumare 67)
## 601            70%           U.S.A.      4                         
## 687            70%           U.S.A.      4               Trinitario
## 690            74%           U.S.A.      4               Trinitario
## 691            69%           U.S.A.      4               Trinitario
## 701            70%           U.S.A.      4               Trinitario
## 720            74%           U.S.A.      4               Amazon mix
## 800            72%           U.S.A.      4                  Beniano
## 883            70%           U.S.A.      4                         
## 919            70%           U.S.A.      4                         
## 1274           75%           U.S.A.      4               Trinitario
## 1277           70%           U.S.A.      4               Trinitario
## 1278           67%           U.S.A.      4                         
## 1378           75%           U.S.A.      4               Trinitario
## 1394           75%           U.S.A.      4                         
## 1428           78%           U.S.A.      4                         
## 1433           65%           U.S.A.      4                Forastero
## 1757           70%           U.S.A.      4                         
##      Broad.Bean.Origin
## 55    Papua New Guinea
## 57             Ecuador
## 77           Venezuela
## 78                    
## 79           Venezuela
## 84          Madagascar
## 87                    
## 88                    
## 108         Costa Rica
## 109               Peru
## 118          Nicaragua
## 153               Peru
## 257          Venezuela
## 358             Belize
## 567          Venezuela
## 573            Ecuador
## 574          Venezuela
## 601            Ecuador
## 687               Peru
## 690         Madagascar
## 691   Papua New Guinea
## 701          Venezuela
## 720         Costa Rica
## 800            Bolivia
## 883               Peru
## 919             Brazil
## 1274        Madagascar
## 1277        Madagascar
## 1278              Peru
## 1378        Madagascar
## 1394           Bolivia
## 1428              Peru
## 1433             Ghana
## 1757         Venezuela