Import your data

chocolate <- readr::read_csv('https://raw.githubusercontent.com/rfordatascience/tidytuesday/main/data/2022/2022-01-18/chocolate.csv')
## Rows: 2530 Columns: 10
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (7): company_manufacturer, company_location, country_of_bean_origin, spe...
## dbl (3): ref, review_date, rating
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Chapter 14

Tools

Detect matches

chocolate$company_manufacturer
##    [1] "5150"                                   
##    [2] "5150"                                   
##    [3] "5150"                                   
##    [4] "5150"                                   
##    [5] "5150"                                   
##    [6] "5150"                                   
##    [7] "5150"                                   
##    [8] "A. Morin"                               
##    [9] "A. Morin"                               
##   [10] "A. Morin"                               
##   [11] "A. Morin"                               
##   [12] "A. Morin"                               
##   [13] "A. Morin"                               
##   [14] "A. Morin"                               
##   [15] "A. Morin"                               
##   [16] "A. Morin"                               
##   [17] "A. Morin"                               
##   [18] "A. Morin"                               
##   [19] "A. Morin"                               
##   [20] "A. Morin"                               
##   [21] "A. Morin"                               
##   [22] "A. Morin"                               
##   [23] "A. Morin"                               
##   [24] "A. Morin"                               
##   [25] "A. Morin"                               
##   [26] "A. Morin"                               
##   [27] "A. Morin"                               
##   [28] "A. Morin"                               
##   [29] "A. Morin"                               
##   [30] "A. Morin"                               
##   [31] "A. Morin"                               
##   [32] "A. Morin"                               
##   [33] "A. Morin"                               
##   [34] "Acalli"                                 
##   [35] "Acalli"                                 
##   [36] "Acalli"                                 
##   [37] "Acalli"                                 
##   [38] "Adi aka Fijiana (Easy In Ltd)"          
##   [39] "Adi aka Fijiana (Easy In Ltd)"          
##   [40] "Adi aka Fijiana (Easy In Ltd)"          
##   [41] "Adi aka Fijiana (Easy In Ltd)"          
##   [42] "Aelan"                                  
##   [43] "Aelan"                                  
##   [44] "Aelan"                                  
##   [45] "Aelan"                                  
##   [46] "Aequare (Gianduja)"                     
##   [47] "Aequare (Gianduja)"                     
##   [48] "Ah Cacao"                               
##   [49] "Akesson's (Pralus)"                     
##   [50] "Akesson's (Pralus)"                     
##   [51] "Akesson's (Pralus)"                     
##   [52] "Alain Ducasse"                          
##   [53] "Alain Ducasse"                          
##   [54] "Alain Ducasse"                          
##   [55] "Alain Ducasse"                          
##   [56] "Alain Ducasse"                          
##   [57] "Alain Ducasse"                          
##   [58] "Alexandre"                              
##   [59] "Alexandre"                              
##   [60] "Alexandre"                              
##   [61] "Alexandre"                              
##   [62] "Altus aka Cao Artisan"                  
##   [63] "Altus aka Cao Artisan"                  
##   [64] "Altus aka Cao Artisan"                  
##   [65] "Altus aka Cao Artisan"                  
##   [66] "Altus aka Cao Artisan"                  
##   [67] "Altus aka Cao Artisan"                  
##   [68] "Altus aka Cao Artisan"                  
##   [69] "Altus aka Cao Artisan"                  
##   [70] "Altus aka Cao Artisan"                  
##   [71] "Altus aka Cao Artisan"                  
##   [72] "Altus aka Cao Artisan"                  
##   [73] "Amano"                                  
##   [74] "Amano"                                  
##   [75] "Amano"                                  
##   [76] "Amano"                                  
##   [77] "Amano"                                  
##   [78] "Amano"                                  
##   [79] "Amano"                                  
##   [80] "Amano"                                  
##   [81] "Amano"                                  
##   [82] "Amatller (Simon Coll)"                  
##   [83] "Amatller (Simon Coll)"                  
##   [84] "Amatller (Simon Coll)"                  
##   [85] "Amatller (Simon Coll)"                  
##   [86] "Amazing Cacao"                          
##   [87] "Amazing Cacao"                          
##   [88] "Amazona"                                
##   [89] "Amazona"                                
##   [90] "Ambrosia"                               
##   [91] "Ambrosia"                               
##   [92] "Ambrosia"                               
##   [93] "Ambrosia"                               
##   [94] "Ambrosia"                               
##   [95] "Ambrosia"                               
##   [96] "Amedei"                                 
##   [97] "Amedei"                                 
##   [98] "Amedei"                                 
##   [99] "Amedei"                                 
##  [100] "Amedei"                                 
##  [101] "Amedei"                                 
##  [102] "Amedei"                                 
##  [103] "Amedei"                                 
##  [104] "Amedei"                                 
##  [105] "Amedei"                                 
##  [106] "Amedei"                                 
##  [107] "Amedei"                                 
##  [108] "Amedei"                                 
##  [109] "AMMA"                                   
##  [110] "AMMA"                                   
##  [111] "AMMA"                                   
##  [112] "AMMA"                                   
##  [113] "AMMA"                                   
##  [114] "Anahata"                                
##  [115] "Animas"                                 
##  [116] "Animas"                                 
##  [117] "Animas"                                 
##  [118] "Ara"                                    
##  [119] "Ara"                                    
##  [120] "Ara"                                    
##  [121] "Ara"                                    
##  [122] "Arete"                                  
##  [123] "Arete"                                  
##  [124] "Arete"                                  
##  [125] "Arete"                                  
##  [126] "Arete"                                  
##  [127] "Arete"                                  
##  [128] "Arete"                                  
##  [129] "Arete"                                  
##  [130] "Arete"                                  
##  [131] "Arete"                                  
##  [132] "Arete"                                  
##  [133] "Arete"                                  
##  [134] "Arete"                                  
##  [135] "Arete"                                  
##  [136] "Arete"                                  
##  [137] "Arete"                                  
##  [138] "Arete"                                  
##  [139] "Arete"                                  
##  [140] "Arete"                                  
##  [141] "Arete"                                  
##  [142] "Arete"                                  
##  [143] "Arete"                                  
##  [144] "Arete"                                  
##  [145] "Arete"                                  
##  [146] "Arete"                                  
##  [147] "Arete"                                  
##  [148] "Arete"                                  
##  [149] "Arete"                                  
##  [150] "Arete"                                  
##  [151] "Arete"                                  
##  [152] "Arete"                                  
##  [153] "Arete"                                  
##  [154] "Argencove"                              
##  [155] "Argencove"                              
##  [156] "Argencove"                              
##  [157] "Argencove"                              
##  [158] "Artisan du Chocolat"                    
##  [159] "Artisan du Chocolat"                    
##  [160] "Artisan du Chocolat"                    
##  [161] "Artisan du Chocolat"                    
##  [162] "Artisan du Chocolat"                    
##  [163] "Artisan du Chocolat"                    
##  [164] "Artisan du Chocolat"                    
##  [165] "Artisan du Chocolat"                    
##  [166] "Artisan du Chocolat"                    
##  [167] "Artisan du Chocolat"                    
##  [168] "Artisan du Chocolat"                    
##  [169] "Artisan du Chocolat"                    
##  [170] "Artisan du Chocolat"                    
##  [171] "Artisan du Chocolat"                    
##  [172] "Artisan du Chocolat"                    
##  [173] "Artisan du Chocolat"                    
##  [174] "Artisan du Chocolat (Casa Luker)"       
##  [175] "Aruntam"                                
##  [176] "Aruntam"                                
##  [177] "Aruntam"                                
##  [178] "Askinosie"                              
##  [179] "Askinosie"                              
##  [180] "Askinosie"                              
##  [181] "Askinosie"                              
##  [182] "Askinosie"                              
##  [183] "Askinosie"                              
##  [184] "Atypic"                                 
##  [185] "Auro"                                   
##  [186] "Auro"                                   
##  [187] "Auro"                                   
##  [188] "Auro"                                   
##  [189] "Avanaa"                                 
##  [190] "Avanaa"                                 
##  [191] "Bahen & Co."                            
##  [192] "Bahen & Co."                            
##  [193] "Bahen & Co."                            
##  [194] "Bahen & Co."                            
##  [195] "Bahen & Co."                            
##  [196] "Baiani"                                 
##  [197] "Bakau"                                  
##  [198] "Bakau"                                  
##  [199] "Bankston"                               
##  [200] "Bankston"                               
##  [201] "Bankston"                               
##  [202] "Bar Au Chocolat"                        
##  [203] "Bar Au Chocolat"                        
##  [204] "Bar Au Chocolat"                        
##  [205] "Bar Au Chocolat"                        
##  [206] "Bar Au Chocolat"                        
##  [207] "Bar Au Chocolat"                        
##  [208] "Bar Au Chocolat"                        
##  [209] "Baravelli's"                            
##  [210] "Batch"                                  
##  [211] "Batch"                                  
##  [212] "Batch"                                  
##  [213] "Bean"                                   
##  [214] "Beau Cacao"                             
##  [215] "Beau Cacao"                             
##  [216] "Beehive"                                
##  [217] "Beehive"                                
##  [218] "Beehive"                                
##  [219] "Beehive"                                
##  [220] "Belcolade"                              
##  [221] "Belcolade"                              
##  [222] "Belcolade"                              
##  [223] "Belcolade"                              
##  [224] "Bellflower"                             
##  [225] "Bellflower"                             
##  [226] "Bellflower"                             
##  [227] "Belvie"                                 
##  [228] "Belvie"                                 
##  [229] "Belyzium"                               
##  [230] "Belyzium"                               
##  [231] "Belyzium"                               
##  [232] "Benns"                                  
##  [233] "Benns"                                  
##  [234] "Benns"                                  
##  [235] "Benoit Nihant"                          
##  [236] "Benoit Nihant"                          
##  [237] "Benoit Nihant"                          
##  [238] "Benoit Nihant"                          
##  [239] "Benoit Nihant"                          
##  [240] "Benoit Nihant"                          
##  [241] "Bernachon"                              
##  [242] "Beschle (Felchlin)"                     
##  [243] "Beschle (Felchlin)"                     
##  [244] "Beschle (Felchlin)"                     
##  [245] "Beschle (Felchlin)"                     
##  [246] "Beschle (Felchlin)"                     
##  [247] "Beschle (Felchlin)"                     
##  [248] "Beschle (Felchlin)"                     
##  [249] "Beschle (Felchlin)"                     
##  [250] "Bisou"                                  
##  [251] "Bisou"                                  
##  [252] "Bisou"                                  
##  [253] "Bisou"                                  
##  [254] "Bitacora"                               
##  [255] "Bitacora"                               
##  [256] "Bitacora"                               
##  [257] "Bittersweet Origins"                    
##  [258] "Bittersweet Origins"                    
##  [259] "Bittersweet Origins"                    
##  [260] "Bittersweet Origins"                    
##  [261] "Bittersweet Origins"                    
##  [262] "Bittersweet Origins"                    
##  [263] "Bittersweet Origins"                    
##  [264] "Bittersweet Origins"                    
##  [265] "Bittersweet Origins"                    
##  [266] "Bittersweet Origins"                    
##  [267] "Bittersweet Origins"                    
##  [268] "Bittersweet Origins"                    
##  [269] "Bittersweet Origins"                    
##  [270] "Bittersweet Origins"                    
##  [271] "Bixby"                                  
##  [272] "Bixby"                                  
##  [273] "Bixby"                                  
##  [274] "Bixby"                                  
##  [275] "Black Mountain"                         
##  [276] "Black Mountain"                         
##  [277] "Black Mountain"                         
##  [278] "Black Mountain"                         
##  [279] "Black River (A. Morin)"                 
##  [280] "Black Sheep"                            
##  [281] "Black Sheep"                            
##  [282] "Blanxart"                               
##  [283] "Blanxart"                               
##  [284] "Blue Bandana"                           
##  [285] "Blue Bandana"                           
##  [286] "Blue Bandana"                           
##  [287] "Blue Bandana"                           
##  [288] "Blue Bandana"                           
##  [289] "Blue Bandana"                           
##  [290] "Boho"                                   
##  [291] "Bonaterra"                              
##  [292] "Bonaterra"                              
##  [293] "Bonaterra"                              
##  [294] "Bonnat"                                 
##  [295] "Bonnat"                                 
##  [296] "Bonnat"                                 
##  [297] "Bonnat"                                 
##  [298] "Bonnat"                                 
##  [299] "Bonnat"                                 
##  [300] "Bonnat"                                 
##  [301] "Bonnat"                                 
##  [302] "Bonnat"                                 
##  [303] "Bonnat"                                 
##  [304] "Bonnat"                                 
##  [305] "Bonnat"                                 
##  [306] "Bonnat"                                 
##  [307] "Bonnat"                                 
##  [308] "Bonnat"                                 
##  [309] "Bonnat"                                 
##  [310] "Bonnat"                                 
##  [311] "Bonnat"                                 
##  [312] "Bonnat"                                 
##  [313] "Bonnat"                                 
##  [314] "Bonnat"                                 
##  [315] "Bonnat"                                 
##  [316] "Bonnat"                                 
##  [317] "Bonnat"                                 
##  [318] "Bonnat"                                 
##  [319] "Bonnat"                                 
##  [320] "Bonnat"                                 
##  [321] "Bonnat"                                 
##  [322] "Bonnat"                                 
##  [323] "Bonnat"                                 
##  [324] "Bouga Cacao (Tulicorp)"                 
##  [325] "Bouga Cacao (Tulicorp)"                 
##  [326] "Bowler Man"                             
##  [327] "Bowler Man"                             
##  [328] "Brasstown"                              
##  [329] "Brasstown"                              
##  [330] "Brasstown"                              
##  [331] "Brasstown"                              
##  [332] "Brasstown aka It's Chocolate"           
##  [333] "Brasstown aka It's Chocolate"           
##  [334] "Brasstown aka It's Chocolate"           
##  [335] "Brasstown aka It's Chocolate"           
##  [336] "Brasstown aka It's Chocolate"           
##  [337] "Brasstown aka It's Chocolate"           
##  [338] "Brasstown aka It's Chocolate"           
##  [339] "Brasstown aka It's Chocolate"           
##  [340] "Brasstown aka It's Chocolate"           
##  [341] "Brasstown aka It's Chocolate"           
##  [342] "Brasstown aka It's Chocolate"           
##  [343] "Brazen"                                 
##  [344] "Brazen"                                 
##  [345] "Brazen"                                 
##  [346] "Brazen"                                 
##  [347] "Brazen"                                 
##  [348] "Brazen"                                 
##  [349] "Breeze Mill"                            
##  [350] "Bright"                                 
##  [351] "Bright"                                 
##  [352] "Bright"                                 
##  [353] "Bright"                                 
##  [354] "Britarev"                               
##  [355] "Bronx Grrl Chocolate"                   
##  [356] "Bullion"                                
##  [357] "Bullion"                                
##  [358] "Burnt Fork Bend"                        
##  [359] "Burnt Fork Bend"                        
##  [360] "Burnt Fork Bend"                        
##  [361] "Burnt Fork Bend"                        
##  [362] "Burnt Fork Bend"                        
##  [363] "By Cacao"                               
##  [364] "Cacai Cacao"                            
##  [365] "Cacai Cacao"                            
##  [366] "Cacao 70"                               
##  [367] "Cacao 70"                               
##  [368] "Cacao 70"                               
##  [369] "Cacao Arabuco"                          
##  [370] "Cacao Atlanta"                          
##  [371] "Cacao Atlanta"                          
##  [372] "Cacao Atlanta"                          
##  [373] "Cacao Atlanta"                          
##  [374] "Cacao Barry"                            
##  [375] "Cacao Barry"                            
##  [376] "Cacao Barry"                            
##  [377] "Cacao Barry"                            
##  [378] "Cacao Barry"                            
##  [379] "Cacao Betulia"                          
##  [380] "Cacao Betulia"                          
##  [381] "Cacao Betulia"                          
##  [382] "Cacao de Origen"                        
##  [383] "Cacao de Origen"                        
##  [384] "Cacao de Origen"                        
##  [385] "Cacao de Origen"                        
##  [386] "Cacao de Origen"                        
##  [387] "Cacao de Origen"                        
##  [388] "Cacao de Origen"                        
##  [389] "Cacao de Origen"                        
##  [390] "Cacao de Origen"                        
##  [391] "Cacao de Origen"                        
##  [392] "Cacao Gonzales"                         
##  [393] "Cacao Hunters"                          
##  [394] "Cacao Hunters"                          
##  [395] "Cacao Hunters"                          
##  [396] "Cacao Hunters"                          
##  [397] "Cacao Hunters"                          
##  [398] "Cacao Hunters"                          
##  [399] "Cacao Hunters"                          
##  [400] "Cacao Market"                           
##  [401] "Cacao Prieto"                           
##  [402] "Cacao Prieto"                           
##  [403] "Cacao Prieto"                           
##  [404] "Cacao Prieto"                           
##  [405] "Cacao Sampaka"                          
##  [406] "Cacao Sampaka"                          
##  [407] "Cacao Sampaka"                          
##  [408] "Cacao Sampaka"                          
##  [409] "Cacao Sampaka"                          
##  [410] "Cacao Sampaka"                          
##  [411] "Cacao Sampaka"                          
##  [412] "Cacao Sampaka"                          
##  [413] "Cacao Sampaka"                          
##  [414] "Cacao Santa Fe (Art of Chocolate)"      
##  [415] "Cacao Santa Fe (Art of Chocolate)"      
##  [416] "Cacao Santa Fe (Art of Chocolate)"      
##  [417] "Cacao Store"                            
##  [418] "Cacao Store"                            
##  [419] "Cacao Store"                            
##  [420] "Cacaodada"                              
##  [421] "Cacaodada"                              
##  [422] "Cacaodada"                              
##  [423] "Cacaosuyo"                              
##  [424] "Cacaosuyo"                              
##  [425] "Cacaosuyo"                              
##  [426] "Cacaosuyo"                              
##  [427] "Cacaoyere (Ecuatoriana)"                
##  [428] "Cacaoyere (Ecuatoriana)"                
##  [429] "Cacaoyere (Ecuatoriana)"                
##  [430] "Cacaoyere (Ecuatoriana)"                
##  [431] "Callebaut"                              
##  [432] "Callebaut"                              
##  [433] "C-Amaro"                                
##  [434] "C-Amaro"                                
##  [435] "C-Amaro"                                
##  [436] "C-Amaro"                                
##  [437] "C-Amaro"                                
##  [438] "C-Amaro"                                
##  [439] "C-Amaro"                                
##  [440] "Cao"                                    
##  [441] "Cao"                                    
##  [442] "Cao"                                    
##  [443] "Cao"                                    
##  [444] "Cao"                                    
##  [445] "Caofiori"                               
##  [446] "Caofiori"                               
##  [447] "Caofiori"                               
##  [448] "Caofiori"                               
##  [449] "Caoni (Tulicorp)"                       
##  [450] "Caoni (Tulicorp)"                       
##  [451] "Caoni (Tulicorp)"                       
##  [452] "Caoni (Tulicorp)"                       
##  [453] "Caoni (Tulicorp)"                       
##  [454] "Caoni (Tulicorp)"                       
##  [455] "Captain Pembleton"                      
##  [456] "Captain Pembleton"                      
##  [457] "CAR Artisan"                            
##  [458] "CAR Artisan"                            
##  [459] "CAR Artisan"                            
##  [460] "CAR Artisan"                            
##  [461] "Caribeans"                              
##  [462] "Caribeans"                              
##  [463] "Caribeans"                              
##  [464] "Caribeans"                              
##  [465] "Caribeans"                              
##  [466] "Carlotta Chocolat"                      
##  [467] "Carlotta Chocolat"                      
##  [468] "Carlotta Chocolat"                      
##  [469] "Carlotta Chocolat"                      
##  [470] "Carlotta Chocolat"                      
##  [471] "Casa"                                   
##  [472] "Casa Lasevicius"                        
##  [473] "Casa Lasevicius"                        
##  [474] "Castronovo"                             
##  [475] "Castronovo"                             
##  [476] "Castronovo"                             
##  [477] "Castronovo"                             
##  [478] "Castronovo"                             
##  [479] "Castronovo"                             
##  [480] "Castronovo"                             
##  [481] "Castronovo"                             
##  [482] "Castronovo"                             
##  [483] "Castronovo"                             
##  [484] "Castronovo"                             
##  [485] "Castronovo"                             
##  [486] "Castronovo"                             
##  [487] "Castronovo"                             
##  [488] "Castronovo"                             
##  [489] "Castronovo"                             
##  [490] "Castronovo"                             
##  [491] "Castronovo"                             
##  [492] "Castronovo"                             
##  [493] "Cello"                                  
##  [494] "Cello"                                  
##  [495] "Cello"                                  
##  [496] "Cello"                                  
##  [497] "Cemoi"                                  
##  [498] "Chaleur B"                              
##  [499] "Chaleur B"                              
##  [500] "Chaleur B"                              
##  [501] "Chaleur B"                              
##  [502] "Chapon"                                 
##  [503] "Chapon"                                 
##  [504] "Charm School"                           
##  [505] "Chchukululu (Tulicorp)"                 
##  [506] "Chchukululu (Tulicorp)"                 
##  [507] "Chequessett"                            
##  [508] "Chequessett"                            
##  [509] "Chequessett"                            
##  [510] "Chequessett"                            
##  [511] "Chequessett"                            
##  [512] "Chloe Chocolat"                         
##  [513] "Chocablog"                              
##  [514] "Choco Del Sol"                          
##  [515] "Choco Del Sol"                          
##  [516] "Choco Dong"                             
##  [517] "Choco Dong"                             
##  [518] "Chococard (Lapos)"                      
##  [519] "Chococard (Lapos)"                      
##  [520] "Chocolarder"                            
##  [521] "Chocolarder"                            
##  [522] "Chocolarder"                            
##  [523] "Chocolarder"                            
##  [524] "Chocola'te"                             
##  [525] "Chocola'te"                             
##  [526] "Chocolate Alchemist-Philly"             
##  [527] "Chocolate Alchemist-Philly"             
##  [528] "Chocolate Con Amor"                     
##  [529] "Chocolate Con Amor"                     
##  [530] "Chocolate Con Amor"                     
##  [531] "Chocolate Con Amor"                     
##  [532] "Chocolate Con Amor"                     
##  [533] "Chocolate Con Amor"                     
##  [534] "Chocolate Con Amor"                     
##  [535] "Chocolate Conspiracy"                   
##  [536] "Chocolate Makers"                       
##  [537] "Chocolate Makers"                       
##  [538] "Chocolate Makers"                       
##  [539] "Chocolate Tree"                         
##  [540] "Chocolate Tree"                         
##  [541] "Chocolate Tree"                         
##  [542] "Chocolate Tree"                         
##  [543] "Chocolate Tree"                         
##  [544] "Chocolate Tree"                         
##  [545] "Chocolate Tree"                         
##  [546] "Chocolates by Josh (Box Chocolate)"     
##  [547] "Chocolatoa"                             
##  [548] "Chocolats Privilege"                    
##  [549] "Chocolibrium"                           
##  [550] "Chocolibrium"                           
##  [551] "Chocolibrium"                           
##  [552] "ChocoReko"                              
##  [553] "Chocosol"                               
##  [554] "Chocosol"                               
##  [555] "Chocotenango"                           
##  [556] "Chocotenango"                           
##  [557] "Chocotenango"                           
##  [558] "Chocovic"                               
##  [559] "Chocovic"                               
##  [560] "Chocovic"                               
##  [561] "Chocovic"                               
##  [562] "Chocovic"                               
##  [563] "Chocovic"                               
##  [564] "Chocovic"                               
##  [565] "Chocovic"                               
##  [566] "Chocovivo"                              
##  [567] "Chocovivo"                              
##  [568] "Choklat"                                
##  [569] "Choklat"                                
##  [570] "Choklat"                                
##  [571] "Choklat"                                
##  [572] "Choklat"                                
##  [573] "Chokola"                                
##  [574] "Chokola"                                
##  [575] "Chokola"                                
##  [576] "Chokola"                                
##  [577] "Chokola"                                
##  [578] "Chokola"                                
##  [579] "Chokolat Elot (Girard)"                 
##  [580] "Christophe Toury"                       
##  [581] "Christopher Elbow"                      
##  [582] "Christopher Elbow"                      
##  [583] "Christopher Elbow"                      
##  [584] "Christopher Elbow"                      
##  [585] "Christopher Elbow"                      
##  [586] "Christopher Elbow"                      
##  [587] "Christopher Elbow"                      
##  [588] "Christopher Morel (Felchlin)"           
##  [589] "Chuao Chocolatier"                      
##  [590] "Chuao Chocolatier (Pralus)"             
##  [591] "Claudio Corallo"                        
##  [592] "Claudio Corallo"                        
##  [593] "Claudio Corallo"                        
##  [594] "Claudio Corallo"                        
##  [595] "Cleveland Chocolate Company"            
##  [596] "Cleveland Chocolate Company"            
##  [597] "Cloudforest"                            
##  [598] "Coco"                                   
##  [599] "Cocoa Carib"                            
##  [600] "Cocoa Forge"                            
##  [601] "Cocoa Forge"                            
##  [602] "Cocoa Forge"                            
##  [603] "Compania de Chocolate (Salgado)"        
##  [604] "Compania de Chocolate (Salgado)"        
##  [605] "Compania de Chocolate (Salgado)"        
##  [606] "Compania de Chocolate (Salgado)"        
##  [607] "Compania de Chocolate (Salgado)"        
##  [608] "Condor"                                 
##  [609] "Confluence"                             
##  [610] "Conjure"                                
##  [611] "Conjure"                                
##  [612] "Conjure"                                
##  [613] "Conjure"                                
##  [614] "Coppeneur"                              
##  [615] "Coppeneur"                              
##  [616] "Coppeneur"                              
##  [617] "Coppeneur"                              
##  [618] "Coppeneur"                              
##  [619] "Coppeneur"                              
##  [620] "Coppeneur"                              
##  [621] "Coppeneur"                              
##  [622] "Coppeneur"                              
##  [623] "Coppeneur"                              
##  [624] "Coppeneur"                              
##  [625] "Coppeneur"                              
##  [626] "Coppeneur"                              
##  [627] "Coppeneur"                              
##  [628] "Coppeneur"                              
##  [629] "Coppeneur"                              
##  [630] "Coppeneur"                              
##  [631] "Coppeneur"                              
##  [632] "Coppeneur"                              
##  [633] "Cote d' Or (Kraft)"                     
##  [634] "Cravve"                                 
##  [635] "Cravve"                                 
##  [636] "Cravve"                                 
##  [637] "Cravve"                                 
##  [638] "Cravve"                                 
##  [639] "Cravve"                                 
##  [640] "Cravve"                                 
##  [641] "Creo"                                   
##  [642] "Creo"                                   
##  [643] "Crow and Moss"                          
##  [644] "Crow and Moss"                          
##  [645] "Crow and Moss"                          
##  [646] "Crow and Moss"                          
##  [647] "Crow and Moss"                          
##  [648] "Cultura"                                
##  [649] "Cultura"                                
##  [650] "Cultura"                                
##  [651] "Cultura"                                
##  [652] "Cuna de Piedra"                         
##  [653] "Daintree"                               
##  [654] "Daintree"                               
##  [655] "Dalloway"                               
##  [656] "Damson"                                 
##  [657] "Damson"                                 
##  [658] "Damson"                                 
##  [659] "Damson"                                 
##  [660] "Damson"                                 
##  [661] "Dancing Lion"                           
##  [662] "Dancing Lion"                           
##  [663] "Dancing Lion"                           
##  [664] "Dandelion"                              
##  [665] "Dandelion"                              
##  [666] "Dandelion"                              
##  [667] "Dandelion"                              
##  [668] "Dandelion"                              
##  [669] "Dandelion"                              
##  [670] "Dandelion"                              
##  [671] "Dandelion"                              
##  [672] "Dandelion"                              
##  [673] "Dandelion"                              
##  [674] "Dandelion"                              
##  [675] "Dandelion"                              
##  [676] "Dandelion"                              
##  [677] "Dandelion"                              
##  [678] "Dandelion"                              
##  [679] "Dandelion"                              
##  [680] "Dandelion"                              
##  [681] "Dandelion"                              
##  [682] "Dandelion"                              
##  [683] "Dandelion"                              
##  [684] "Dandelion"                              
##  [685] "Dandelion"                              
##  [686] "Dandelion"                              
##  [687] "Dandelion"                              
##  [688] "Dandelion"                              
##  [689] "Dandelion (aka Brower Ave)"             
##  [690] "Dandelion (aka Brower Ave)"             
##  [691] "Dandelion (aka Brower Ave)"             
##  [692] "Dandelion (Japan)"                      
##  [693] "Danta"                                  
##  [694] "Danta"                                  
##  [695] "Danta"                                  
##  [696] "Danta"                                  
##  [697] "Danta"                                  
##  [698] "Danta"                                  
##  [699] "Danta"                                  
##  [700] "Danta"                                  
##  [701] "Danta"                                  
##  [702] "DAR"                                    
##  [703] "DAR"                                    
##  [704] "DAR"                                    
##  [705] "Darcis"                                 
##  [706] "Darcis"                                 
##  [707] "Dark Forest"                            
##  [708] "Dark Forest"                            
##  [709] "Dark Forest"                            
##  [710] "Dark Forest"                            
##  [711] "Dark Forest"                            
##  [712] "Davis"                                  
##  [713] "Davis"                                  
##  [714] "Davis"                                  
##  [715] "Davis"                                  
##  [716] "De Mendes"                              
##  [717] "De Mendes"                              
##  [718] "De Villiers"                            
##  [719] "De Villiers"                            
##  [720] "Dean and Deluca (Belcolade)"            
##  [721] "Dean and Deluca (Belcolade)"            
##  [722] "Dean and Deluca (Belcolade)"            
##  [723] "Dean and Deluca (Belcolade)"            
##  [724] "Dean and Deluca (Belcolade)"            
##  [725] "Dean and Deluca (Belcolade)"            
##  [726] "Debauve & Gallais (Michel Cluizel)"     
##  [727] "Debauve & Gallais (Michel Cluizel)"     
##  [728] "Definite"                               
##  [729] "Definite"                               
##  [730] "Definite"                               
##  [731] "Desbarres"                              
##  [732] "Desbarres"                              
##  [733] "DeVries"                                
##  [734] "DeVries"                                
##  [735] "DeVries"                                
##  [736] "Dick Taylor"                            
##  [737] "Dick Taylor"                            
##  [738] "Dick Taylor"                            
##  [739] "Dick Taylor"                            
##  [740] "Dick Taylor"                            
##  [741] "Dick Taylor"                            
##  [742] "Dick Taylor"                            
##  [743] "Dick Taylor"                            
##  [744] "Dick Taylor"                            
##  [745] "Dick Taylor"                            
##  [746] "Dick Taylor"                            
##  [747] "Dick Taylor"                            
##  [748] "Dick Taylor"                            
##  [749] "Dick Taylor"                            
##  [750] "Dick Taylor"                            
##  [751] "Dick Taylor"                            
##  [752] "Dick Taylor"                            
##  [753] "Dick Taylor"                            
##  [754] "Dick Taylor"                            
##  [755] "Diogo Vaz"                              
##  [756] "Diogo Vaz"                              
##  [757] "Diogo Vaz"                              
##  [758] "Diogo Vaz"                              
##  [759] "Doble & Bignall"                        
##  [760] "Doble & Bignall"                        
##  [761] "Doble & Bignall"                        
##  [762] "Doble & Bignall"                        
##  [763] "Dole (Guittard)"                        
##  [764] "Dolfin (Belcolade)"                     
##  [765] "Dolfin (Belcolade)"                     
##  [766] "Domori"                                 
##  [767] "Domori"                                 
##  [768] "Domori"                                 
##  [769] "Domori"                                 
##  [770] "Domori"                                 
##  [771] "Domori"                                 
##  [772] "Domori"                                 
##  [773] "Domori"                                 
##  [774] "Domori"                                 
##  [775] "Domori"                                 
##  [776] "Domori"                                 
##  [777] "Domori"                                 
##  [778] "Domori"                                 
##  [779] "Domori"                                 
##  [780] "Domori"                                 
##  [781] "Domori"                                 
##  [782] "Domori"                                 
##  [783] "Domori"                                 
##  [784] "Domori"                                 
##  [785] "Domori"                                 
##  [786] "Domori"                                 
##  [787] "Domori"                                 
##  [788] "Domori"                                 
##  [789] "Dormouse"                               
##  [790] "Dormouse"                               
##  [791] "Dormouse"                               
##  [792] "Dormouse"                               
##  [793] "Dormouse"                               
##  [794] "Dormouse"                               
##  [795] "Dormouse"                               
##  [796] "Dormouse"                               
##  [797] "Double Spiral"                          
##  [798] "Double Spiral"                          
##  [799] "Double Spiral"                          
##  [800] "Duffy's"                                
##  [801] "Duffy's"                                
##  [802] "Duffy's"                                
##  [803] "Duffy's"                                
##  [804] "Duffy's"                                
##  [805] "Duffy's"                                
##  [806] "Duffy's"                                
##  [807] "Duffy's"                                
##  [808] "Duffy's"                                
##  [809] "Duffy's"                                
##  [810] "Duffy's"                                
##  [811] "Duffy's"                                
##  [812] "Duffy's"                                
##  [813] "Duffy's"                                
##  [814] "Duffy's"                                
##  [815] "Duffy's"                                
##  [816] "Duffy's"                                
##  [817] "Dulcinea"                               
##  [818] "Durand"                                 
##  [819] "Durci"                                  
##  [820] "Durci"                                  
##  [821] "Durci"                                  
##  [822] "Durci"                                  
##  [823] "Durci"                                  
##  [824] "Durci"                                  
##  [825] "East Van Roasters"                      
##  [826] "East Van Roasters"                      
##  [827] "East Van Roasters"                      
##  [828] "Eau de Rose"                            
##  [829] "Eau de Rose"                            
##  [830] "Eclat (Felchlin)"                       
##  [831] "Eclat (Fruition)"                       
##  [832] "Edelmond"                               
##  [833] "El Buen"                                
##  [834] "El Buen"                                
##  [835] "El Ceibo"                               
##  [836] "El Ceibo"                               
##  [837] "El Rey"                                 
##  [838] "El Rey"                                 
##  [839] "El Rey"                                 
##  [840] "El Rey"                                 
##  [841] "El Rey"                                 
##  [842] "El Rey"                                 
##  [843] "El Rey"                                 
##  [844] "Eldora"                                 
##  [845] "Emerald Estate"                         
##  [846] "Emerald Estate"                         
##  [847] "Emily's"                                
##  [848] "Emily's"                                
##  [849] "Encuentro"                              
##  [850] "Encuentro"                              
##  [851] "Encuentro"                              
##  [852] "Encuentro"                              
##  [853] "ENNA"                                   
##  [854] "ENNA"                                   
##  [855] "ENNA"                                   
##  [856] "ENNA"                                   
##  [857] "ENNA"                                   
##  [858] "Enric Rovira (Claudio Corallo)"         
##  [859] "Erithaj (A. Morin)"                     
##  [860] "Erithaj (A. Morin)"                     
##  [861] "Erithaj (A. Morin)"                     
##  [862] "Escazu"                                 
##  [863] "Escazu"                                 
##  [864] "Escazu"                                 
##  [865] "Escazu"                                 
##  [866] "Escazu"                                 
##  [867] "Escazu"                                 
##  [868] "Escazu"                                 
##  [869] "Ethel's Artisan (Mars)"                 
##  [870] "Ethel's Artisan (Mars)"                 
##  [871] "Ethel's Artisan (Mars)"                 
##  [872] "Ethel's Artisan (Mars)"                 
##  [873] "Ethel's Artisan (Mars)"                 
##  [874] "Ethereal"                               
##  [875] "Ethereal"                               
##  [876] "Ethereal"                               
##  [877] "Ethereal"                               
##  [878] "Ethereal"                               
##  [879] "Exquisito"                              
##  [880] "Fearless (AMMA)"                        
##  [881] "Feitoria Cacao"                         
##  [882] "Feitoria Cacao"                         
##  [883] "Feitoria Cacao"                         
##  [884] "Felchlin"                               
##  [885] "Felchlin"                               
##  [886] "Felchlin"                               
##  [887] "Felchlin"                               
##  [888] "Felchlin"                               
##  [889] "Felchlin"                               
##  [890] "Felchlin"                               
##  [891] "Finca"                                  
##  [892] "Finca"                                  
##  [893] "Finca"                                  
##  [894] "Finca"                                  
##  [895] "Finnia"                                 
##  [896] "Finnia"                                 
##  [897] "Finnia"                                 
##  [898] "Finnia"                                 
##  [899] "Firetree"                               
##  [900] "Firetree"                               
##  [901] "Firetree"                               
##  [902] "Firetree"                               
##  [903] "Five (5)Mile"                           
##  [904] "Five (5)Mile"                           
##  [905] "Five (5)Mile"                           
##  [906] "Five (5)Mile"                           
##  [907] "FJAK"                                   
##  [908] "FJAK"                                   
##  [909] "FJAK"                                   
##  [910] "Forever Cacao"                          
##  [911] "Forteza (Cortes)"                       
##  [912] "Forteza (Cortes)"                       
##  [913] "Fossa"                                  
##  [914] "Fossa"                                  
##  [915] "Fossa"                                  
##  [916] "Fossa"                                  
##  [917] "Fossa"                                  
##  [918] "Fossa"                                  
##  [919] "Fossa"                                  
##  [920] "Fossa"                                  
##  [921] "Fossa"                                  
##  [922] "Fossa"                                  
##  [923] "Fossa"                                  
##  [924] "Fossa"                                  
##  [925] "Foundry"                                
##  [926] "Foundry"                                
##  [927] "Foundry"                                
##  [928] "Foundry"                                
##  [929] "Foundry"                                
##  [930] "Foundry"                                
##  [931] "Foundry"                                
##  [932] "Franceschi"                             
##  [933] "Franceschi"                             
##  [934] "Franceschi"                             
##  [935] "Franceschi"                             
##  [936] "Franceschi"                             
##  [937] "Franceschi"                             
##  [938] "Franceschi"                             
##  [939] "Franceschi"                             
##  [940] "Franceschi"                             
##  [941] "Frederic Blondeel"                      
##  [942] "Frederic Blondeel"                      
##  [943] "Frederic Blondeel"                      
##  [944] "Frederic Blondeel"                      
##  [945] "Frederic Blondeel"                      
##  [946] "French Broad"                           
##  [947] "French Broad"                           
##  [948] "French Broad"                           
##  [949] "French Broad"                           
##  [950] "French Broad"                           
##  [951] "French Broad"                           
##  [952] "French Broad"                           
##  [953] "French Broad"                           
##  [954] "French Broad"                           
##  [955] "French Broad"                           
##  [956] "French Broad"                           
##  [957] "Fresco"                                 
##  [958] "Fresco"                                 
##  [959] "Fresco"                                 
##  [960] "Fresco"                                 
##  [961] "Fresco"                                 
##  [962] "Fresco"                                 
##  [963] "Fresco"                                 
##  [964] "Fresco"                                 
##  [965] "Fresco"                                 
##  [966] "Fresco"                                 
##  [967] "Fresco"                                 
##  [968] "Fresco"                                 
##  [969] "Fresco"                                 
##  [970] "Fresco"                                 
##  [971] "Fresco"                                 
##  [972] "Fresco"                                 
##  [973] "Fresco"                                 
##  [974] "Fresco"                                 
##  [975] "Fresco"                                 
##  [976] "Fresco"                                 
##  [977] "Fresco"                                 
##  [978] "Fresco"                                 
##  [979] "Fresco"                                 
##  [980] "Fresco"                                 
##  [981] "Fresco"                                 
##  [982] "Fresco"                                 
##  [983] "Fresco"                                 
##  [984] "Fresco"                                 
##  [985] "Fresco"                                 
##  [986] "Fresco"                                 
##  [987] "Fresco"                                 
##  [988] "Fresco"                                 
##  [989] "Fresco"                                 
##  [990] "Fresco"                                 
##  [991] "Fresco"                                 
##  [992] "Fresco"                                 
##  [993] "Fresco"                                 
##  [994] "Fresco"                                 
##  [995] "Fresco"                                 
##  [996] "Fresh Coast"                            
##  [997] "Fresh Coast"                            
##  [998] "Fresh Coast aka Just Good Choc."        
##  [999] "Fresh Coast aka Just Good Choc."        
## [1000] "Fresh Coast aka Just Good Choc."        
## [1001] "Friis Holm"                             
## [1002] "Friis Holm"                             
## [1003] "Friis Holm"                             
## [1004] "Friis Holm"                             
## [1005] "Friis Holm"                             
## [1006] "Friis Holm"                             
## [1007] "Friis Holm"                             
## [1008] "Friis Holm"                             
## [1009] "Friis Holm"                             
## [1010] "Friis Holm"                             
## [1011] "Friis Holm"                             
## [1012] "Friis Holm"                             
## [1013] "Friis Holm"                             
## [1014] "Friis Holm (Bonnat)"                    
## [1015] "Friis Holm (Bonnat)"                    
## [1016] "Friis Holm (Bonnat)"                    
## [1017] "Friis Holm (Bonnat)"                    
## [1018] "Friis Holm (Bonnat)"                    
## [1019] "Friis Holm (Bonnat)"                    
## [1020] "Friis Holm (Bonnat)"                    
## [1021] "Friis Holm (Bonnat)"                    
## [1022] "Friis Holm (Bonnat)"                    
## [1023] "Friis Holm (Bonnat)"                    
## [1024] "Friis Holm (Bonnat)"                    
## [1025] "Friis Holm (Bonnat)"                    
## [1026] "Fruition"                               
## [1027] "Fruition"                               
## [1028] "Fruition"                               
## [1029] "Fruition"                               
## [1030] "Fruition"                               
## [1031] "Fruition"                               
## [1032] "Fruition"                               
## [1033] "Fruition"                               
## [1034] "Fruition"                               
## [1035] "Fruition"                               
## [1036] "Fruition"                               
## [1037] "Fruition"                               
## [1038] "Fruition"                               
## [1039] "Fruition"                               
## [1040] "Fu Wan"                                 
## [1041] "Fu Wan"                                 
## [1042] "Fu Wan"                                 
## [1043] "Fu Wan"                                 
## [1044] "Garden Island"                          
## [1045] "Georgia Ramon"                          
## [1046] "Georgia Ramon"                          
## [1047] "Georgia Ramon"                          
## [1048] "Georgia Ramon"                          
## [1049] "Georgia Ramon"                          
## [1050] "Georgia Ramon"                          
## [1051] "Georgia Ramon"                          
## [1052] "Georgia Ramon"                          
## [1053] "Georgia Ramon"                          
## [1054] "Glennmade"                              
## [1055] "Glennmade"                              
## [1056] "Goodnow Farms"                          
## [1057] "Goodnow Farms"                          
## [1058] "Goodnow Farms"                          
## [1059] "Goodnow Farms"                          
## [1060] "Goodnow Farms"                          
## [1061] "Goodnow Farms"                          
## [1062] "Goodnow Farms"                          
## [1063] "Gotham"                                 
## [1064] "Gotham"                                 
## [1065] "Gotham"                                 
## [1066] "Gotham"                                 
## [1067] "Grand Place"                            
## [1068] "Great Lakes"                            
## [1069] "Great Lakes"                            
## [1070] "Great Lakes"                            
## [1071] "Great Lakes"                            
## [1072] "Green & Black's (ICAM)"                 
## [1073] "Green Bean to Bar"                      
## [1074] "Green Bean to Bar"                      
## [1075] "Green Door"                             
## [1076] "Grenada Chocolate Co."                  
## [1077] "Grenada Chocolate Co."                  
## [1078] "Grenada Chocolate Co."                  
## [1079] "Guido Castagna"                         
## [1080] "Guido Castagna"                         
## [1081] "Guido Castagna"                         
## [1082] "Guido Castagna"                         
## [1083] "Guido Castagna"                         
## [1084] "Guido Castagna"                         
## [1085] "Guittard"                               
## [1086] "Guittard"                               
## [1087] "Guittard"                               
## [1088] "Guittard"                               
## [1089] "Guittard"                               
## [1090] "Guittard"                               
## [1091] "Guittard"                               
## [1092] "Guittard"                               
## [1093] "Guittard"                               
## [1094] "Guittard"                               
## [1095] "Guittard"                               
## [1096] "Guittard"                               
## [1097] "Guittard"                               
## [1098] "Guittard"                               
## [1099] "Guittard"                               
## [1100] "Guittard"                               
## [1101] "Guittard"                               
## [1102] "Guittard"                               
## [1103] "Guittard"                               
## [1104] "Guittard"                               
## [1105] "Guittard"                               
## [1106] "Guittard"                               
## [1107] "Habitual"                               
## [1108] "Habitual"                               
## [1109] "Habitual"                               
## [1110] "Habitual"                               
## [1111] "Habitual"                               
## [1112] "Habitual"                               
## [1113] "Habitual"                               
## [1114] "Habitual"                               
## [1115] "Habitual"                               
## [1116] "Hachez"                                 
## [1117] "Hacienda El Castillo"                   
## [1118] "Hacienda El Castillo"                   
## [1119] "Haigh"                                  
## [1120] "Harper Macaw"                           
## [1121] "Harper Macaw"                           
## [1122] "Harper Macaw"                           
## [1123] "Harper Macaw"                           
## [1124] "Harper Macaw"                           
## [1125] "Harris & James"                         
## [1126] "Harris & James"                         
## [1127] "Hazel Hill"                             
## [1128] "Hazel Hill"                             
## [1129] "Hazel Hill"                             
## [1130] "Hecho"                                  
## [1131] "Heilemann"                              
## [1132] "Heinde & Verre"                         
## [1133] "Heinde & Verre"                         
## [1134] "Heinde & Verre"                         
## [1135] "Heirloom Cacao Preservation (Brasstown)"
## [1136] "Heirloom Cacao Preservation (Fruition)" 
## [1137] "Heirloom Cacao Preservation (Guittard)" 
## [1138] "Heirloom Cacao Preservation (Guittard)" 
## [1139] "Heirloom Cacao Preservation (Guittard)" 
## [1140] "Heirloom Cacao Preservation (Guittard)" 
## [1141] "Heirloom Cacao Preservation (Manoa)"    
## [1142] "Heirloom Cacao Preservation (Millcreek)"
## [1143] "Heirloom Cacao Preservation (Mindo)"    
## [1144] "Heirloom Cacao Preservation (Zokoko)"   
## [1145] "Heirloom Cacao Preservation (Zokoko)"   
## [1146] "hello cocoa (now Markham & Fitz)"       
## [1147] "hello cocoa (now Markham & Fitz)"       
## [1148] "Hemisphere"                             
## [1149] "Hemisphere"                             
## [1150] "hexx"                                   
## [1151] "hexx"                                   
## [1152] "hexx"                                   
## [1153] "hexx"                                   
## [1154] "hexx"                                   
## [1155] "hexx"                                   
## [1156] "hexx"                                   
## [1157] "hexx"                                   
## [1158] "hexx"                                   
## [1159] "hexx"                                   
## [1160] "Hogarth"                                
## [1161] "Hogarth"                                
## [1162] "Hogarth"                                
## [1163] "Hogarth"                                
## [1164] "Hogarth"                                
## [1165] "Hogarth"                                
## [1166] "Hoja Verde (Tulicorp)"                  
## [1167] "Hoja Verde (Tulicorp)"                  
## [1168] "Hoja Verde (Tulicorp)"                  
## [1169] "Hoja Verde (Tulicorp)"                  
## [1170] "Hoja Verde (Tulicorp)"                  
## [1171] "Holy Cacao"                             
## [1172] "Holy Cacao"                             
## [1173] "Holy Cacao"                             
## [1174] "Holy Cacao"                             
## [1175] "Holy Cacao"                             
## [1176] "Holy Cacao"                             
## [1177] "Holy Cacao"                             
## [1178] "Holy Cacao"                             
## [1179] "Holy Cacao"                             
## [1180] "Honest"                                 
## [1181] "Hotel Chocolat"                         
## [1182] "Hotel Chocolat"                         
## [1183] "Hotel Chocolat"                         
## [1184] "Hotel Chocolat"                         
## [1185] "Hotel Chocolat"                         
## [1186] "Hotel Chocolat"                         
## [1187] "Hotel Chocolat (Coppeneur)"             
## [1188] "Hotel Chocolat (Coppeneur)"             
## [1189] "Hotel Chocolat (Coppeneur)"             
## [1190] "Hotel Chocolat (Coppeneur)"             
## [1191] "Hotel Chocolat (Coppeneur)"             
## [1192] "Hotel Chocolat (Coppeneur)"             
## [1193] "Hotel Chocolat (Coppeneur)"             
## [1194] "Hotel Chocolat (Coppeneur)"             
## [1195] "Hotel Chocolat (Coppeneur)"             
## [1196] "Hotel Chocolat (Coppeneur)"             
## [1197] "Hotel Chocolat (Coppeneur)"             
## [1198] "Hotel Chocolat (Coppeneur)"             
## [1199] "Hotel Chocolat (Coppeneur)"             
## [1200] "Hotel Chocolat (Coppeneur)"             
## [1201] "Hotel Chocolat (Coppeneur)"             
## [1202] "Hotel Chocolat (Coppeneur)"             
## [1203] "Hotel Chocolat (Coppeneur)"             
## [1204] "Hotel Chocolat (Coppeneur)"             
## [1205] "Hotel Chocolat (Coppeneur)"             
## [1206] "Hummingbird"                            
## [1207] "Hummingbird"                            
## [1208] "Hummingbird"                            
## [1209] "Hummingbird"                            
## [1210] "Hummingbird"                            
## [1211] "Hummingbird"                            
## [1212] "Hummingbird"                            
## [1213] "Hummingbird"                            
## [1214] "Idilio (Felchlin)"                      
## [1215] "Idilio (Felchlin)"                      
## [1216] "Idilio (Felchlin)"                      
## [1217] "Idilio (Felchlin)"                      
## [1218] "Idilio (Felchlin)"                      
## [1219] "Idilio (Felchlin)"                      
## [1220] "Idilio (Felchlin)"                      
## [1221] "Idilio (Felchlin)"                      
## [1222] "Idilio (Felchlin)"                      
## [1223] "Idilio (Felchlin)"                      
## [1224] "Indah"                                  
## [1225] "Indi"                                   
## [1226] "Indi"                                   
## [1227] "iQ Chocolate"                           
## [1228] "iQ Chocolate"                           
## [1229] "Isidro"                                 
## [1230] "Isidro"                                 
## [1231] "Isidro"                                 
## [1232] "Isidro"                                 
## [1233] "Islands Chocolate"                      
## [1234] "Izard"                                  
## [1235] "Izard"                                  
## [1236] "Jacque Torres"                          
## [1237] "Jean Marie Auboine"                     
## [1238] "Johnny Iuzzini"                         
## [1239] "Johnny Iuzzini"                         
## [1240] "Johnny Iuzzini"                         
## [1241] "Johnny Iuzzini"                         
## [1242] "Johnny Iuzzini"                         
## [1243] "Johnny Iuzzini"                         
## [1244] "Johnny Iuzzini"                         
## [1245] "Johnny Iuzzini"                         
## [1246] "Johnny Iuzzini"                         
## [1247] "Johnny Iuzzini"                         
## [1248] "Jordis"                                 
## [1249] "Jordis"                                 
## [1250] "Kad Kokoa"                              
## [1251] "Kad Kokoa"                              
## [1252] "Kad Kokoa"                              
## [1253] "Kad Kokoa"                              
## [1254] "Kah Kow"                                
## [1255] "Kah Kow"                                
## [1256] "Kah Kow"                                
## [1257] "Kah Kow"                                
## [1258] "Kah Kow"                                
## [1259] "Kah Kow"                                
## [1260] "Kah Kow"                                
## [1261] "Kah Kow - USA"                          
## [1262] "Kah Kow - USA"                          
## [1263] "Kah Kow - USA"                          
## [1264] "Kah Kow - USA"                          
## [1265] "Kah Kow - USA"                          
## [1266] "Kaitxo"                                 
## [1267] "Kaitxo"                                 
## [1268] "Kaitxo"                                 
## [1269] "Kakao"                                  
## [1270] "Kakao"                                  
## [1271] "Kallari (Ecuatoriana)"                  
## [1272] "Kallari (Ecuatoriana)"                  
## [1273] "Kallari (Ecuatoriana)"                  
## [1274] "Kallari (Ecuatoriana)"                  
## [1275] "Kallari (Ecuatoriana)"                  
## [1276] "Kallari (Ecuatoriana)"                  
## [1277] "Kallari (Ecuatoriana)"                  
## [1278] "Kallari (Ecuatoriana)"                  
## [1279] "Kaoka (Cemoi)"                          
## [1280] "Kaoka (Cemoi)"                          
## [1281] "Kasama"                                 
## [1282] "Kasama"                                 
## [1283] "Kerchner"                               
## [1284] "Ki' Xocolatl"                           
## [1285] "Kin + Pod"                              
## [1286] "Kiskadee"                               
## [1287] "Krak"                                   
## [1288] "Krak"                                   
## [1289] "Krak"                                   
## [1290] "Krak"                                   
## [1291] "Krak"                                   
## [1292] "Krak"                                   
## [1293] "Krak"                                   
## [1294] "Krak"                                   
## [1295] "Kto"                                    
## [1296] "Kto"                                    
## [1297] "Kto"                                    
## [1298] "Kto"                                    
## [1299] "Kto"                                    
## [1300] "Kto"                                    
## [1301] "Kto"                                    
## [1302] "K'ul"                                   
## [1303] "K'ul"                                   
## [1304] "K'ul"                                   
## [1305] "K'ul"                                   
## [1306] "Kyya"                                   
## [1307] "Kyya"                                   
## [1308] "Kyya"                                   
## [1309] "Kyya"                                   
## [1310] "L.A. Burdick (Felchlin)"                
## [1311] "L.A. Burdick (Felchlin)"                
## [1312] "L.A. Burdick (Felchlin)"                
## [1313] "L.A. Burdick (Felchlin)"                
## [1314] "L.A. Burdick (Felchlin)"                
## [1315] "L.A. Burdick (Felchlin)"                
## [1316] "L.A. Burdick (Felchlin)"                
## [1317] "L.A. Burdick (Felchlin)"                
## [1318] "L.A. Burdick (Felchlin)"                
## [1319] "La Cascade du Chocolat"                 
## [1320] "La Chocolaterie Nanairo"                
## [1321] "La Chocolaterie Nanairo"                
## [1322] "La Chocolaterie Nanairo"                
## [1323] "La Chocolaterie Nanairo"                
## [1324] "La Chorena"                             
## [1325] "La Chorena"                             
## [1326] "La Chorena"                             
## [1327] "La Chorena"                             
## [1328] "La Feverie (Hasnaa)"                    
## [1329] "La Feverie (Hasnaa)"                    
## [1330] "La Feverie (Hasnaa)"                    
## [1331] "La Maison du Chocolat (Valrhona)"       
## [1332] "La Maison du Chocolat (Valrhona)"       
## [1333] "La Maison du Chocolat (Valrhona)"       
## [1334] "La Maison du Chocolat (Valrhona)"       
## [1335] "La Maison du Chocolat (Valrhona)"       
## [1336] "La Maison du Chocolat (Valrhona)"       
## [1337] "La Maison du Chocolat (Valrhona)"       
## [1338] "La Maison du Chocolat (Valrhona)"       
## [1339] "La Maison du Chocolat (Valrhona)"       
## [1340] "La Maison du Chocolat (Valrhona)"       
## [1341] "La Oroquidea"                           
## [1342] "La Pepa de Oro"                         
## [1343] "La Rifa"                                
## [1344] "La Rifa"                                
## [1345] "La Rifa"                                
## [1346] "Laia aka Chat-Noir"                     
## [1347] "Laia aka Chat-Noir"                     
## [1348] "Laia aka Chat-Noir"                     
## [1349] "Laia aka Chat-Noir"                     
## [1350] "Laia aka Chat-Noir"                     
## [1351] "Laia aka Chat-Noir"                     
## [1352] "Laia aka Chat-Noir"                     
## [1353] "Laia aka Chat-Noir"                     
## [1354] "Laia aka Chat-Noir"                     
## [1355] "Laia aka Chat-Noir"                     
## [1356] "Lajedo do Ouro"                         
## [1357] "Lake Champlain (Callebaut)"             
## [1358] "L'Amourette"                            
## [1359] "L'Amourette"                            
## [1360] "L'Amourette"                            
## [1361] "L'Amourette"                            
## [1362] "Land"                                   
## [1363] "Land"                                   
## [1364] "Land"                                   
## [1365] "Landmark (Amano)"                       
## [1366] "Legast"                                 
## [1367] "Legast"                                 
## [1368] "Legast"                                 
## [1369] "Letterpress"                            
## [1370] "Letterpress"                            
## [1371] "Letterpress"                            
## [1372] "Letterpress"                            
## [1373] "Letterpress"                            
## [1374] "Letterpress"                            
## [1375] "Letterpress"                            
## [1376] "Letterpress"                            
## [1377] "Letterpress"                            
## [1378] "Letterpress"                            
## [1379] "Letterpress"                            
## [1380] "Letterpress"                            
## [1381] "Letterpress"                            
## [1382] "Letterpress"                            
## [1383] "Letterpress"                            
## [1384] "Levy"                                   
## [1385] "Lilla"                                  
## [1386] "Lillie Belle"                           
## [1387] "Lillie Belle"                           
## [1388] "Lillie Belle"                           
## [1389] "Lillie Belle"                           
## [1390] "Lillie Belle"                           
## [1391] "Lillie Belle"                           
## [1392] "Lindt & Sprungli"                       
## [1393] "Lirio"                                  
## [1394] "Lirio"                                  
## [1395] "Lirio"                                  
## [1396] "Loiza"                                  
## [1397] "Lonohana"                               
## [1398] "Lonohana"                               
## [1399] "Lonohana"                               
## [1400] "Lonohana"                               
## [1401] "Lonohana"                               
## [1402] "Lonohana"                               
## [1403] "Loon"                                   
## [1404] "Loon"                                   
## [1405] "Love Bar"                               
## [1406] "Love Brown"                             
## [1407] "Love Brown"                             
## [1408] "Love Brown"                             
## [1409] "Love Brown"                             
## [1410] "Luisa Abram"                            
## [1411] "Luisa Abram"                            
## [1412] "Luisa Abram"                            
## [1413] "Luisa's Vegan"                          
## [1414] "Luker"                                  
## [1415] "Luker"                                  
## [1416] "Luker"                                  
## [1417] "Luker"                                  
## [1418] "Lumineux"                               
## [1419] "Lumineux"                               
## [1420] "Lumineux"                               
## [1421] "Lumineux"                               
## [1422] "Lumineux"                               
## [1423] "Machu Picchu Trading Co."               
## [1424] "Machu Picchu Trading Co."               
## [1425] "MaDe Atlantic City Chocolate Bar"       
## [1426] "MaDe Atlantic City Chocolate Bar"       
## [1427] "Madecasse (Cinagra)"                    
## [1428] "Madecasse (Cinagra)"                    
## [1429] "Madecasse (Cinagra)"                    
## [1430] "Madecasse (Cinagra)"                    
## [1431] "Madhu"                                  
## [1432] "Madre"                                  
## [1433] "Madre"                                  
## [1434] "Madre"                                  
## [1435] "Madre"                                  
## [1436] "Madre"                                  
## [1437] "Madre"                                  
## [1438] "Madre"                                  
## [1439] "Madre"                                  
## [1440] "Madre"                                  
## [1441] "Madre"                                  
## [1442] "Madre"                                  
## [1443] "Maglio"                                 
## [1444] "Maglio"                                 
## [1445] "Maglio"                                 
## [1446] "Maglio"                                 
## [1447] "Majani"                                 
## [1448] "Malagasy (Chocolaterie Robert)"         
## [1449] "Malagasy (Chocolaterie Robert)"         
## [1450] "Malagos"                                
## [1451] "Malai"                                  
## [1452] "Malie Kai (Guittard)"                   
## [1453] "Malie Kai (Guittard)"                   
## [1454] "Malmo"                                  
## [1455] "Mana"                                   
## [1456] "Mana"                                   
## [1457] "Mana"                                   
## [1458] "Mana"                                   
## [1459] "Manifesto Cacao"                        
## [1460] "Manoa"                                  
## [1461] "Manoa"                                  
## [1462] "Manoa"                                  
## [1463] "Manoa"                                  
## [1464] "Manoa"                                  
## [1465] "Manoa"                                  
## [1466] "Manoa"                                  
## [1467] "Manoa"                                  
## [1468] "Manoa"                                  
## [1469] "Manufaktura Czekolady"                  
## [1470] "Manufaktura Czekolady"                  
## [1471] "Manufaktura Czekolady"                  
## [1472] "Manufaktura Czekolady"                  
## [1473] "Manufaktura Czekolady"                  
## [1474] "Manufaktura Czekolady"                  
## [1475] "Manufaktura Czekolady"                  
## [1476] "Map Chocolate"                          
## [1477] "Map Chocolate"                          
## [1478] "Map Chocolate"                          
## [1479] "Map Chocolate"                          
## [1480] "Map Chocolate"                          
## [1481] "Map Chocolate"                          
## [1482] "Map Chocolate"                          
## [1483] "Map Chocolate"                          
## [1484] "Map Chocolate"                          
## [1485] "Map Chocolate"                          
## [1486] "Map Chocolate"                          
## [1487] "Map Chocolate"                          
## [1488] "Map Chocolate"                          
## [1489] "Map Chocolate"                          
## [1490] "Marana"                                 
## [1491] "Marana"                                 
## [1492] "Marana"                                 
## [1493] "Maribea"                                
## [1494] "Maribea"                                
## [1495] "Maribea"                                
## [1496] "Marigold's Finest"                      
## [1497] "Markham & Fitz"                         
## [1498] "Marou"                                  
## [1499] "Marou"                                  
## [1500] "Marou"                                  
## [1501] "Marou"                                  
## [1502] "Marou"                                  
## [1503] "Marou"                                  
## [1504] "Marou"                                  
## [1505] "Marou"                                  
## [1506] "Marou"                                  
## [1507] "Marou"                                  
## [1508] "Marou"                                  
## [1509] "Mars"                                   
## [1510] "Mars"                                   
## [1511] "Mars"                                   
## [1512] "Mars"                                   
## [1513] "Marsatta"                               
## [1514] "Marsatta"                               
## [1515] "Martin Mayer"                           
## [1516] "Martin Mayer"                           
## [1517] "Martin Mayer"                           
## [1518] "Mast Brothers"                          
## [1519] "Mast Brothers"                          
## [1520] "Mast Brothers"                          
## [1521] "Mast Brothers"                          
## [1522] "Mast Brothers"                          
## [1523] "Mast Brothers"                          
## [1524] "Mast Brothers"                          
## [1525] "Mast Brothers"                          
## [1526] "Mast Brothers"                          
## [1527] "Mast Brothers"                          
## [1528] "Mast Brothers"                          
## [1529] "Mast Brothers"                          
## [1530] "Mast Brothers"                          
## [1531] "Mast Brothers"                          
## [1532] "Mast Brothers"                          
## [1533] "Mast Brothers"                          
## [1534] "Mast Brothers"                          
## [1535] "Mast Brothers"                          
## [1536] "Matale"                                 
## [1537] "Matale"                                 
## [1538] "Matale"                                 
## [1539] "Matale"                                 
## [1540] "Maui Kuia"                              
## [1541] "Maverick"                               
## [1542] "Maverick"                               
## [1543] "Maverick"                               
## [1544] "Maverick"                               
## [1545] "Maverick"                               
## [1546] "Maverick"                               
## [1547] "Maverick"                               
## [1548] "Mayacama"                               
## [1549] "McGuire"                                
## [1550] "McGuire"                                
## [1551] "Meadowlands"                            
## [1552] "Meadowlands"                            
## [1553] "Meadowlands"                            
## [1554] "Meadowlands"                            
## [1555] "Meadowlands"                            
## [1556] "Mellow"                                 
## [1557] "Mellow"                                 
## [1558] "Mellow"                                 
## [1559] "Mellow"                                 
## [1560] "Menakao (aka Cinagra)"                  
## [1561] "Menakao (aka Cinagra)"                  
## [1562] "Mesocacao"                              
## [1563] "Mesocacao"                              
## [1564] "Mesocacao"                              
## [1565] "Mesocacao"                              
## [1566] "Mesocacao"                              
## [1567] "Mesocacao"                              
## [1568] "Mestico"                                
## [1569] "Metiisto"                               
## [1570] "Metiisto"                               
## [1571] "Metiisto"                               
## [1572] "Metiisto"                               
## [1573] "Metropolitan"                           
## [1574] "Meybol"                                 
## [1575] "Michel Cluizel"                         
## [1576] "Michel Cluizel"                         
## [1577] "Michel Cluizel"                         
## [1578] "Michel Cluizel"                         
## [1579] "Michel Cluizel"                         
## [1580] "Michel Cluizel"                         
## [1581] "Michel Cluizel"                         
## [1582] "Michel Cluizel"                         
## [1583] "Michel Cluizel"                         
## [1584] "Michel Cluizel"                         
## [1585] "Michel Cluizel"                         
## [1586] "Michel Cluizel"                         
## [1587] "Michel Cluizel"                         
## [1588] "Middlebury"                             
## [1589] "Middlebury"                             
## [1590] "Middlebury"                             
## [1591] "Middlebury"                             
## [1592] "Middlebury"                             
## [1593] "Middlebury"                             
## [1594] "Middlebury"                             
## [1595] "Middlebury"                             
## [1596] "Middlebury"                             
## [1597] "Middlebury"                             
## [1598] "Middlebury"                             
## [1599] "Mike & Becky"                           
## [1600] "Mike & Becky"                           
## [1601] "Mike & Becky"                           
## [1602] "Mike & Becky"                           
## [1603] "Millcreek Cacao Roasters"               
## [1604] "Millcreek Cacao Roasters"               
## [1605] "Millesime"                              
## [1606] "Millesime"                              
## [1607] "Millesime"                              
## [1608] "Millesime"                              
## [1609] "Millesime"                              
## [1610] "Millesime"                              
## [1611] "Milton"                                 
## [1612] "Milton"                                 
## [1613] "Milton"                                 
## [1614] "Milton"                                 
## [1615] "Mindo"                                  
## [1616] "Mindo"                                  
## [1617] "Minimal"                                
## [1618] "Mirzam"                                 
## [1619] "Mirzam"                                 
## [1620] "Mirzam"                                 
## [1621] "Mirzam"                                 
## [1622] "Mirzam"                                 
## [1623] "Misina"                                 
## [1624] "Mission"                                
## [1625] "Mission"                                
## [1626] "Mission"                                
## [1627] "Mita"                                   
## [1628] "Moho"                                   
## [1629] "Moho"                                   
## [1630] "Moho"                                   
## [1631] "Moka Origins"                           
## [1632] "Moka Origins"                           
## [1633] "Moka Origins"                           
## [1634] "Moka Origins"                           
## [1635] "Moka Origins"                           
## [1636] "Moku"                                   
## [1637] "Moku"                                   
## [1638] "Molucca"                                
## [1639] "Molucca"                                
## [1640] "Molucca"                                
## [1641] "Momotombo"                              
## [1642] "Momotombo"                              
## [1643] "Momotombo"                              
## [1644] "Monarque"                               
## [1645] "Monarque"                               
## [1646] "Monsieur Truffe"                        
## [1647] "Monsoon"                                
## [1648] "Monsoon"                                
## [1649] "Monsoon"                                
## [1650] "Montecristi"                            
## [1651] "Montecristi"                            
## [1652] "Montecristi"                            
## [1653] "MUCHO"                                  
## [1654] "Muchomas (Mesocacao)"                   
## [1655] "Muchomas (Mesocacao)"                   
## [1656] "Musee du Chocolat Theobroma"            
## [1657] "Mutari"                                 
## [1658] "Mutari"                                 
## [1659] "Mutari"                                 
## [1660] "Mutari"                                 
## [1661] "Nahua"                                  
## [1662] "Nahua"                                  
## [1663] "Naive"                                  
## [1664] "Naive"                                  
## [1665] "Naive"                                  
## [1666] "Naive"                                  
## [1667] "Naive"                                  
## [1668] "Naive"                                  
## [1669] "Naive"                                  
## [1670] "Naive"                                  
## [1671] "Nanea"                                  
## [1672] "Nathan Miller"                          
## [1673] "Nathan Miller"                          
## [1674] "Nathan Miller"                          
## [1675] "Nathan Miller"                          
## [1676] "Nearynogs"                              
## [1677] "Neuhaus (Callebaut)"                    
## [1678] "Neuhaus (Callebaut)"                    
## [1679] "Neuhaus (Callebaut)"                    
## [1680] "Neuhaus (Callebaut)"                    
## [1681] "Neuhaus (Callebaut)"                    
## [1682] "Neuhaus (Callebaut)"                    
## [1683] "Nibble"                                 
## [1684] "Nibble"                                 
## [1685] "Nibble"                                 
## [1686] "Nibble"                                 
## [1687] "Nibble"                                 
## [1688] "Night Owl"                              
## [1689] "Night Owl"                              
## [1690] "Nikoa"                                  
## [1691] "Nina"                                   
## [1692] "Ninth (9th) & Larkin"                   
## [1693] "Ninth (9th) & Larkin"                   
## [1694] "Ninth (9th) & Larkin"                   
## [1695] "Ninth (9th) & Larkin"                   
## [1696] "Ninth (9th) & Larkin"                   
## [1697] "Noble Bean aka Jerjobo"                 
## [1698] "Noble Bean aka Jerjobo"                 
## [1699] "Noble Bean aka Jerjobo"                 
## [1700] "Noir d' Ebine"                          
## [1701] "Noir d' Ebine"                          
## [1702] "Nova Monda"                             
## [1703] "Nova Monda"                             
## [1704] "Nova Monda"                             
## [1705] "Nuance"                                 
## [1706] "Nuance"                                 
## [1707] "Nuance"                                 
## [1708] "Nuance"                                 
## [1709] "Nuance"                                 
## [1710] "Nuance"                                 
## [1711] "Nuance"                                 
## [1712] "Nugali"                                 
## [1713] "Oakland Chocolate Co."                  
## [1714] "Obolo"                                  
## [1715] "Obolo"                                  
## [1716] "Ocelot"                                 
## [1717] "Ocelot"                                 
## [1718] "Ocho"                                   
## [1719] "Ocho"                                   
## [1720] "Ocho"                                   
## [1721] "Ocho"                                   
## [1722] "Ocho"                                   
## [1723] "Ocho"                                   
## [1724] "Odyssey"                                
## [1725] "Odyssey"                                
## [1726] "Odyssey"                                
## [1727] "Odyssey"                                
## [1728] "Odyssey"                                
## [1729] "Odyssey"                                
## [1730] "Odyssey"                                
## [1731] "Odyssey"                                
## [1732] "Odyssey"                                
## [1733] "Odyssey"                                
## [1734] "Odyssey"                                
## [1735] "Odyssey"                                
## [1736] "Odyssey"                                
## [1737] "Ohiyo"                                  
## [1738] "Ohiyo"                                  
## [1739] "Oialla by Bojessen (Malmo)"             
## [1740] "Oialla by Bojessen (Malmo)"             
## [1741] "Olive and Sinclair"                     
## [1742] "Olive and Sinclair"                     
## [1743] "Olive and Sinclair"                     
## [1744] "Olive and Sinclair"                     
## [1745] "Olivia"                                 
## [1746] "Olivia"                                 
## [1747] "Olivia"                                 
## [1748] "Olivia"                                 
## [1749] "Omanhene"                               
## [1750] "Omnom"                                  
## [1751] "Omnom"                                  
## [1752] "Omnom"                                  
## [1753] "Omnom"                                  
## [1754] "Or Dubh"                                
## [1755] "Or Dubh"                                
## [1756] "Or Dubh"                                
## [1757] "Orfeve"                                 
## [1758] "Orfeve"                                 
## [1759] "Orfeve"                                 
## [1760] "Orfeve"                                 
## [1761] "organicfair"                            
## [1762] "organicfair"                            
## [1763] "organicfair"                            
## [1764] "organicfair"                            
## [1765] "organicfair"                            
## [1766] "organicfair"                            
## [1767] "Original Beans (Felchlin)"              
## [1768] "Original Beans (Felchlin)"              
## [1769] "Original Beans (Felchlin)"              
## [1770] "Original Beans (Felchlin)"              
## [1771] "Original Beans (Felchlin)"              
## [1772] "Original Beans (Felchlin)"              
## [1773] "Original Hawaiin Chocolate Factory"     
## [1774] "Original Hawaiin Chocolate Factory"     
## [1775] "Orquidea"                               
## [1776] "Orquidea"                               
## [1777] "Pacari"                                 
## [1778] "Pacari"                                 
## [1779] "Pacari"                                 
## [1780] "Pacari"                                 
## [1781] "Pacari"                                 
## [1782] "Pacari"                                 
## [1783] "Pacari"                                 
## [1784] "Pacari"                                 
## [1785] "Pacari"                                 
## [1786] "Pacari"                                 
## [1787] "Pacari"                                 
## [1788] "Pacari"                                 
## [1789] "Pacari"                                 
## [1790] "Palet D'Or"                             
## [1791] "Palet D'Or"                             
## [1792] "Palet D'Or"                             
## [1793] "Palette de Bine"                        
## [1794] "Palette de Bine"                        
## [1795] "Palette de Bine"                        
## [1796] "Palette de Bine"                        
## [1797] "Palette de Bine"                        
## [1798] "Palette de Bine"                        
## [1799] "Palette de Bine"                        
## [1800] "Palette de Bine"                        
## [1801] "Palette de Bine"                        
## [1802] "Palette de Bine"                        
## [1803] "Palette de Bine"                        
## [1804] "Palette de Bine"                        
## [1805] "Palette de Bine"                        
## [1806] "Palette de Bine"                        
## [1807] "Palette de Bine"                        
## [1808] "Pangea"                                 
## [1809] "Pangea"                                 
## [1810] "Pangea"                                 
## [1811] "Pangea"                                 
## [1812] "Pangea"                                 
## [1813] "Pangea"                                 
## [1814] "Pangea"                                 
## [1815] "Park 75"                                
## [1816] "Parliament"                             
## [1817] "Parliament"                             
## [1818] "Parliament"                             
## [1819] "Parliament"                             
## [1820] "Parre Chocolat"                         
## [1821] "Parre Chocolat"                         
## [1822] "Parre Chocolat"                         
## [1823] "Pascha"                                 
## [1824] "Pascha"                                 
## [1825] "Patric"                                 
## [1826] "Patric"                                 
## [1827] "Patric"                                 
## [1828] "Patric"                                 
## [1829] "Patric"                                 
## [1830] "Patric"                                 
## [1831] "Paul Young"                             
## [1832] "Paul Young"                             
## [1833] "Peppalo"                                
## [1834] "Perrenial"                              
## [1835] "Petite Patrie"                          
## [1836] "Pierre Marcolini"                       
## [1837] "Pierre Marcolini"                       
## [1838] "Pierre Marcolini"                       
## [1839] "Pierre Marcolini"                       
## [1840] "Pierre Marcolini"                       
## [1841] "Pierre Marcolini"                       
## [1842] "Pierre Marcolini"                       
## [1843] "Pierre Marcolini"                       
## [1844] "Pierre Marcolini"                       
## [1845] "Pierre Marcolini"                       
## [1846] "Pierre Marcolini"                       
## [1847] "Pierre Marcolini"                       
## [1848] "Pierre Marcolini"                       
## [1849] "Pierre Marcolini"                       
## [1850] "Pierre Marcolini"                       
## [1851] "Pierre Marcolini"                       
## [1852] "Pierre Marcolini"                       
## [1853] "Piety and Desire"                       
## [1854] "Piety and Desire"                       
## [1855] "Piety and Desire"                       
## [1856] "Pinellas"                               
## [1857] "Pitch Dark"                             
## [1858] "Pitch Dark"                             
## [1859] "Pitch Dark"                             
## [1860] "Pitch Dark"                             
## [1861] "Pitch Dark"                             
## [1862] "Pitch Dark"                             
## [1863] "Pitch Dark"                             
## [1864] "Pitch Dark"                             
## [1865] "Pitch Dark"                             
## [1866] "Pollinator"                             
## [1867] "Pollinator"                             
## [1868] "Pollinator"                             
## [1869] "Pomm (aka Dead Dog)"                    
## [1870] "Pomm (aka Dead Dog)"                    
## [1871] "Poppy and Peep"                         
## [1872] "Poppy and Peep"                         
## [1873] "Poppy and Peep"                         
## [1874] "Potomac"                                
## [1875] "Potomac"                                
## [1876] "Potomac"                                
## [1877] "Potomac"                                
## [1878] "Potomac"                                
## [1879] "Potomac"                                
## [1880] "Potomac"                                
## [1881] "Potomac"                                
## [1882] "Potomac"                                
## [1883] "Potomac"                                
## [1884] "Pralus"                                 
## [1885] "Pralus"                                 
## [1886] "Pralus"                                 
## [1887] "Pralus"                                 
## [1888] "Pralus"                                 
## [1889] "Pralus"                                 
## [1890] "Pralus"                                 
## [1891] "Pralus"                                 
## [1892] "Pralus"                                 
## [1893] "Pralus"                                 
## [1894] "Pralus"                                 
## [1895] "Pralus"                                 
## [1896] "Pralus"                                 
## [1897] "Pralus"                                 
## [1898] "Pralus"                                 
## [1899] "Pralus"                                 
## [1900] "Pralus"                                 
## [1901] "Pralus"                                 
## [1902] "Pralus"                                 
## [1903] "Pralus"                                 
## [1904] "Pralus"                                 
## [1905] "Pralus"                                 
## [1906] "Pralus"                                 
## [1907] "Pralus"                                 
## [1908] "Pralus"                                 
## [1909] "Primo Botanica"                         
## [1910] "Primo Botanica"                         
## [1911] "Public Chocolatory"                     
## [1912] "Pump Street Bakery"                     
## [1913] "Pump Street Bakery"                     
## [1914] "Pump Street Bakery"                     
## [1915] "Pump Street Bakery"                     
## [1916] "Pump Street Bakery"                     
## [1917] "Pump Street Bakery"                     
## [1918] "Pump Street Bakery"                     
## [1919] "Pump Street Bakery"                     
## [1920] "Pump Street Bakery"                     
## [1921] "Pump Street Bakery"                     
## [1922] "Pura Delizia"                           
## [1923] "Pura Delizia"                           
## [1924] "Pura Delizia"                           
## [1925] "Pura Delizia"                           
## [1926] "Pura Delizia"                           
## [1927] "Pura Delizia"                           
## [1928] "Q Chocolate"                            
## [1929] "Q Chocolate"                            
## [1930] "Q Chocolate"                            
## [1931] "Q Chocolate"                            
## [1932] "Q Chocolate"                            
## [1933] "Q Chocolate"                            
## [1934] "Qantu"                                  
## [1935] "Qantu"                                  
## [1936] "Qantu"                                  
## [1937] "Qantu"                                  
## [1938] "Qantu"                                  
## [1939] "Quetzalli (Wolter)"                     
## [1940] "Quetzalli (Wolter)"                     
## [1941] "Raaka"                                  
## [1942] "Raaka"                                  
## [1943] "Raaka"                                  
## [1944] "Raaka"                                  
## [1945] "Raaka"                                  
## [1946] "Raaka"                                  
## [1947] "Rain Republic"                          
## [1948] "Rancho San Jacinto"                     
## [1949] "Ranger"                                 
## [1950] "Ranger"                                 
## [1951] "Ranger"                                 
## [1952] "Ranger"                                 
## [1953] "Raoul Boulanger"                        
## [1954] "Raphio"                                 
## [1955] "Raphio"                                 
## [1956] "Raphio"                                 
## [1957] "Raphio"                                 
## [1958] "Raphio"                                 
## [1959] "Raphio"                                 
## [1960] "Raw Cocoa"                              
## [1961] "Republica del Cacao (aka Confecta)"     
## [1962] "Republica del Cacao (aka Confecta)"     
## [1963] "Republica del Cacao (aka Confecta)"     
## [1964] "Republica del Cacao (aka Confecta)"     
## [1965] "Republica del Cacao (aka Confecta)"     
## [1966] "Ritual"                                 
## [1967] "Ritual"                                 
## [1968] "Ritual"                                 
## [1969] "Ritual"                                 
## [1970] "Ritual"                                 
## [1971] "Ritual"                                 
## [1972] "Ritual"                                 
## [1973] "Ritual"                                 
## [1974] "Ritual"                                 
## [1975] "Ritual"                                 
## [1976] "Ritual"                                 
## [1977] "Ritual"                                 
## [1978] "Ritual"                                 
## [1979] "River-Sea"                              
## [1980] "River-Sea"                              
## [1981] "River-Sea"                              
## [1982] "Roasting Masters"                       
## [1983] "Roasting Masters"                       
## [1984] "Roasting Masters"                       
## [1985] "Robert (aka Chocolaterie Robert)"       
## [1986] "Robert (aka Chocolaterie Robert)"       
## [1987] "Rococo (Grenada Chocolate Co.)"         
## [1988] "Rogue"                                  
## [1989] "Rogue"                                  
## [1990] "Rogue"                                  
## [1991] "Rogue"                                  
## [1992] "Rogue"                                  
## [1993] "Rogue"                                  
## [1994] "Rogue"                                  
## [1995] "Rogue"                                  
## [1996] "Rogue"                                  
## [1997] "Rogue"                                  
## [1998] "Rogue"                                  
## [1999] "Rogue"                                  
## [2000] "Rogue"                                  
## [2001] "Rogue"                                  
## [2002] "Rogue"                                  
## [2003] "Rogue"                                  
## [2004] "Rozsavolgyi"                            
## [2005] "Rozsavolgyi"                            
## [2006] "Rozsavolgyi"                            
## [2007] "Rozsavolgyi"                            
## [2008] "Rozsavolgyi"                            
## [2009] "Rozsavolgyi"                            
## [2010] "Rozsavolgyi"                            
## [2011] "Rozsavolgyi"                            
## [2012] "Rozsavolgyi"                            
## [2013] "Ruket"                                  
## [2014] "Ruket"                                  
## [2015] "Ruket"                                  
## [2016] "Ruket"                                  
## [2017] "Ruket"                                  
## [2018] "S.A.I.D."                               
## [2019] "S.A.I.D."                               
## [2020] "S.A.I.D."                               
## [2021] "S.A.I.D."                               
## [2022] "S.A.I.D."                               
## [2023] "Sacred"                                 
## [2024] "Sacred"                                 
## [2025] "Salgado"                                
## [2026] "Salgado"                                
## [2027] "Salgado"                                
## [2028] "Salgado"                                
## [2029] "San Jose"                               
## [2030] "Santander (Compania Nacional)"          
## [2031] "Santander (Compania Nacional)"          
## [2032] "Santander (Compania Nacional)"          
## [2033] "Santander (Compania Nacional)"          
## [2034] "Santander (Compania Nacional)"          
## [2035] "Santome"                                
## [2036] "Scharffen Berger"                       
## [2037] "Scharffen Berger"                       
## [2038] "Scharffen Berger"                       
## [2039] "Scharffen Berger"                       
## [2040] "Scharffen Berger"                       
## [2041] "Scharffen Berger"                       
## [2042] "Scharffen Berger"                       
## [2043] "Scharffen Berger"                       
## [2044] "Scharffen Berger"                       
## [2045] "Scharffen Berger"                       
## [2046] "Scharffen Berger"                       
## [2047] "Scharffen Berger"                       
## [2048] "Scharffen Berger"                       
## [2049] "Scharffen Berger"                       
## [2050] "Scharffen Berger"                       
## [2051] "Scharffen Berger"                       
## [2052] "Scharffen Berger"                       
## [2053] "Seaforth"                               
## [2054] "Seaforth"                               
## [2055] "Seahorse"                               
## [2056] "Seahorse"                               
## [2057] "Seahorse"                               
## [2058] "Seahorse"                               
## [2059] "Seahorse"                               
## [2060] "Seahorse"                               
## [2061] "Seahorse"                               
## [2062] "Seahorse"                               
## [2063] "Seahorse"                               
## [2064] "Shane Chocolate Works"                  
## [2065] "Shane Chocolate Works"                  
## [2066] "Shane Chocolate Works"                  
## [2067] "Shark Mountain"                         
## [2068] "Shark Mountain"                         
## [2069] "Shark Mountain"                         
## [2070] "Shark Mountain"                         
## [2071] "Shark Mountain"                         
## [2072] "Shark Mountain"                         
## [2073] "Shark's"                                
## [2074] "Shark's"                                
## [2075] "Shattell"                               
## [2076] "Shattell"                               
## [2077] "Sibu"                                   
## [2078] "Sibu"                                   
## [2079] "Sibu Sura"                              
## [2080] "Silvio Bessone"                         
## [2081] "Silvio Bessone"                         
## [2082] "Silvio Bessone"                         
## [2083] "Silvio Bessone"                         
## [2084] "Sirene"                                 
## [2085] "Sirene"                                 
## [2086] "Sirene"                                 
## [2087] "Sirene"                                 
## [2088] "Sirene"                                 
## [2089] "Sirene"                                 
## [2090] "Sirene"                                 
## [2091] "Sirene"                                 
## [2092] "Sirene"                                 
## [2093] "Sirene"                                 
## [2094] "Sirene"                                 
## [2095] "Sirene"                                 
## [2096] "Sirene"                                 
## [2097] "Sirene"                                 
## [2098] "Sjolinds"                               
## [2099] "Sjolinds"                               
## [2100] "Smooth Chocolator, The"                 
## [2101] "Smooth Chocolator, The"                 
## [2102] "Smooth Chocolator, The"                 
## [2103] "Smooth Chocolator, The"                 
## [2104] "Smooth Chocolator, The"                 
## [2105] "Smooth Chocolator, The"                 
## [2106] "Smooth Chocolator, The"                 
## [2107] "Smooth Chocolator, The"                 
## [2108] "Smooth Chocolator, The"                 
## [2109] "Smooth Chocolator, The"                 
## [2110] "Smooth Chocolator, The"                 
## [2111] "Smooth Chocolator, The"                 
## [2112] "Smooth Chocolator, The"                 
## [2113] "Smooth Chocolator, The"                 
## [2114] "Smooth Chocolator, The"                 
## [2115] "Smooth Chocolator, The"                 
## [2116] "Smooth Chocolator, The"                 
## [2117] "Snake & Butterfly"                      
## [2118] "Snake & Butterfly"                      
## [2119] "Snake & Butterfly"                      
## [2120] "Soeka"                                  
## [2121] "Soklet"                                 
## [2122] "Sol Cacao"                              
## [2123] "Sol Cacao"                              
## [2124] "Solkiki"                                
## [2125] "Solkiki"                                
## [2126] "Solkiki"                                
## [2127] "Solomons Gold"                          
## [2128] "Solomons Gold"                          
## [2129] "Solstice"                               
## [2130] "Solstice"                               
## [2131] "Solstice"                               
## [2132] "Solstice"                               
## [2133] "Solstice"                               
## [2134] "Solstice"                               
## [2135] "Solstice"                               
## [2136] "Solstice"                               
## [2137] "Solstice"                               
## [2138] "Soma"                                   
## [2139] "Soma"                                   
## [2140] "Soma"                                   
## [2141] "Soma"                                   
## [2142] "Soma"                                   
## [2143] "Soma"                                   
## [2144] "Soma"                                   
## [2145] "Soma"                                   
## [2146] "Soma"                                   
## [2147] "Soma"                                   
## [2148] "Soma"                                   
## [2149] "Soma"                                   
## [2150] "Soma"                                   
## [2151] "Soma"                                   
## [2152] "Soma"                                   
## [2153] "Soma"                                   
## [2154] "Soma"                                   
## [2155] "Soma"                                   
## [2156] "Soma"                                   
## [2157] "Soma"                                   
## [2158] "Soma"                                   
## [2159] "Soma"                                   
## [2160] "Soma"                                   
## [2161] "Soma"                                   
## [2162] "Soma"                                   
## [2163] "Soma"                                   
## [2164] "Soma"                                   
## [2165] "Soma"                                   
## [2166] "Soma"                                   
## [2167] "Soma"                                   
## [2168] "Soma"                                   
## [2169] "Soma"                                   
## [2170] "Soma"                                   
## [2171] "Soma"                                   
## [2172] "Soma"                                   
## [2173] "Soma"                                   
## [2174] "Soma"                                   
## [2175] "Soma"                                   
## [2176] "Soma"                                   
## [2177] "Soma"                                   
## [2178] "Soma"                                   
## [2179] "Soma"                                   
## [2180] "Soma"                                   
## [2181] "Soma"                                   
## [2182] "Soma"                                   
## [2183] "Soma"                                   
## [2184] "Soma"                                   
## [2185] "Soma"                                   
## [2186] "Soma"                                   
## [2187] "Soma"                                   
## [2188] "Soma"                                   
## [2189] "Soma"                                   
## [2190] "Soma"                                   
## [2191] "Soma"                                   
## [2192] "Soma"                                   
## [2193] "Soma"                                   
## [2194] "Somerville"                             
## [2195] "Somerville"                             
## [2196] "Soul"                                   
## [2197] "Soul"                                   
## [2198] "Soul"                                   
## [2199] "Soul"                                   
## [2200] "Soul"                                   
## [2201] "Soul"                                   
## [2202] "Spagnvola"                              
## [2203] "Spagnvola"                              
## [2204] "Spagnvola"                              
## [2205] "Spencer"                                
## [2206] "Spencer"                                
## [2207] "Spencer"                                
## [2208] "Spencer"                                
## [2209] "Spencer"                                
## [2210] "Spencer"                                
## [2211] "Spencer"                                
## [2212] "Spinnaker"                              
## [2213] "Spinnaker"                              
## [2214] "Spinnaker"                              
## [2215] "Sprungli (Felchlin)"                    
## [2216] "SRSLY"                                  
## [2217] "SRSLY"                                  
## [2218] "Starchild"                              
## [2219] "Starchild"                              
## [2220] "Starchild"                              
## [2221] "Starchild"                              
## [2222] "Starchild"                              
## [2223] "Stella (aka Bernrain)"                  
## [2224] "Stella (aka Bernrain)"                  
## [2225] "Stone Grindz"                           
## [2226] "Stone Grindz"                           
## [2227] "Stone Grindz"                           
## [2228] "StRita Supreme"                         
## [2229] "StRita Supreme"                         
## [2230] "StRita Supreme"                         
## [2231] "Sublime Origins"                        
## [2232] "Sublime Origins"                        
## [2233] "Summerbird"                             
## [2234] "Summerbird"                             
## [2235] "Suruca Chocolate"                       
## [2236] "Suruca Chocolate"                       
## [2237] "Svenska Kakaobolaget"                   
## [2238] "Svenska Kakaobolaget"                   
## [2239] "sweet beans"                            
## [2240] "sweet beans"                            
## [2241] "sweet beans"                            
## [2242] "sweet beans"                            
## [2243] "Sweet Escalier"                         
## [2244] "Sweet Escalier"                         
## [2245] "Sweet Escalier"                         
## [2246] "Sweet Escalier"                         
## [2247] "Sweet Escalier"                         
## [2248] "Sweetness"                              
## [2249] "Sweetness"                              
## [2250] "Sweetness"                              
## [2251] "Szanto Tibor"                           
## [2252] "Szanto Tibor"                           
## [2253] "Szanto Tibor"                           
## [2254] "Szanto Tibor"                           
## [2255] "Szanto Tibor"                           
## [2256] "Szanto Tibor"                           
## [2257] "Szanto Tibor"                           
## [2258] "Szanto Tibor"                           
## [2259] "Szanto Tibor"                           
## [2260] "Szanto Tibor"                           
## [2261] "Szanto Tibor"                           
## [2262] "Szanto Tibor"                           
## [2263] "Szanto Tibor"                           
## [2264] "Szanto Tibor"                           
## [2265] "Szanto Tibor"                           
## [2266] "Tabal"                                  
## [2267] "Tabal"                                  
## [2268] "Tabal"                                  
## [2269] "Tabal"                                  
## [2270] "Tablette (aka Vanillabeans)"            
## [2271] "Tablette (aka Vanillabeans)"            
## [2272] "Tablette (aka Vanillabeans)"            
## [2273] "Tablette (aka Vanillabeans)"            
## [2274] "Tala"                                   
## [2275] "Tala"                                   
## [2276] "Tan Ban Skrati"                         
## [2277] "Taste Artisan"                          
## [2278] "Taste Artisan"                          
## [2279] "Taste Artisan"                          
## [2280] "Taste Artisan aka Coleman and Davis"    
## [2281] "Taucherli"                              
## [2282] "Taucherli"                              
## [2283] "Taylor Made"                            
## [2284] "Taza"                                   
## [2285] "Taza"                                   
## [2286] "Taza"                                   
## [2287] "Taza"                                   
## [2288] "TCHO"                                   
## [2289] "TCHO"                                   
## [2290] "TCHO"                                   
## [2291] "TCHO"                                   
## [2292] "TCHO"                                   
## [2293] "TCHO"                                   
## [2294] "TCHO"                                   
## [2295] "TCHO"                                   
## [2296] "Tejas"                                  
## [2297] "Tejas"                                  
## [2298] "Tejas"                                  
## [2299] "Tejas"                                  
## [2300] "Tejas"                                  
## [2301] "Tejas"                                  
## [2302] "Tejas"                                  
## [2303] "Tejas"                                  
## [2304] "Tejas"                                  
## [2305] "Tejas"                                  
## [2306] "Tejas"                                  
## [2307] "Tejas"                                  
## [2308] "Tejas"                                  
## [2309] "Tejas"                                  
## [2310] "Terroir"                                
## [2311] "Terroir"                                
## [2312] "Terroir"                                
## [2313] "Terroir"                                
## [2314] "Terroir"                                
## [2315] "Terroir"                                
## [2316] "Terroir"                                
## [2317] "Terroir"                                
## [2318] "Terroir"                                
## [2319] "Terroir"                                
## [2320] "Terroir"                                
## [2321] "Terroir"                                
## [2322] "The Barn"                               
## [2323] "Theo"                                   
## [2324] "Theo"                                   
## [2325] "Theo"                                   
## [2326] "Theo"                                   
## [2327] "Theo"                                   
## [2328] "Theo"                                   
## [2329] "Theobroma"                              
## [2330] "Thistle & Rose aka Aggie USU"           
## [2331] "Tibito"                                 
## [2332] "Tibito"                                 
## [2333] "Timo A. Meyer"                          
## [2334] "Tiny House"                             
## [2335] "To'ak"                                  
## [2336] "To'ak (Ecuatoriana)"                    
## [2337] "Tobago Estate (Pralus)"                 
## [2338] "Tocoti"                                 
## [2339] "Tocoti"                                 
## [2340] "Tocoti"                                 
## [2341] "Tosier"                                 
## [2342] "Tosier"                                 
## [2343] "Tosier"                                 
## [2344] "Tosier"                                 
## [2345] "Tree to Bar"                            
## [2346] "Treehouse"                              
## [2347] "Treehouse aka Indaphoria"               
## [2348] "Treehouse aka Indaphoria"               
## [2349] "Triangle Roasters"                      
## [2350] "Triangle Roasters"                      
## [2351] "Triangle Roasters"                      
## [2352] "Triangle Roasters"                      
## [2353] "Tribar"                                 
## [2354] "Tribar"                                 
## [2355] "Tribe"                                  
## [2356] "Tribe"                                  
## [2357] "Tribe"                                  
## [2358] "Tsara (Cinagra)"                        
## [2359] "twenty-four blackbirds"                 
## [2360] "twenty-four blackbirds"                 
## [2361] "twenty-four blackbirds"                 
## [2362] "twenty-four blackbirds"                 
## [2363] "twenty-four blackbirds"                 
## [2364] "twenty-four blackbirds"                 
## [2365] "twenty-four blackbirds"                 
## [2366] "Two Ravens"                             
## [2367] "Un Dimanche A Paris"                    
## [2368] "Uncouth"                                
## [2369] "Uncouth"                                
## [2370] "Uncouth"                                
## [2371] "Undone"                                 
## [2372] "Undone"                                 
## [2373] "Upchurch"                               
## [2374] "Upchurch"                               
## [2375] "Urzi"                                   
## [2376] "Utopick"                                
## [2377] "Utopick"                                
## [2378] "Vaka"                                   
## [2379] "Valrhona"                               
## [2380] "Valrhona"                               
## [2381] "Valrhona"                               
## [2382] "Valrhona"                               
## [2383] "Valrhona"                               
## [2384] "Valrhona"                               
## [2385] "Valrhona"                               
## [2386] "Valrhona"                               
## [2387] "Valrhona"                               
## [2388] "Valrhona"                               
## [2389] "Valrhona"                               
## [2390] "Valrhona"                               
## [2391] "Valrhona"                               
## [2392] "Valrhona"                               
## [2393] "Valrhona"                               
## [2394] "Valrhona"                               
## [2395] "Valrhona"                               
## [2396] "Valrhona"                               
## [2397] "Valrhona"                               
## [2398] "Valrhona"                               
## [2399] "Valrhona"                               
## [2400] "Valrhona"                               
## [2401] "Vanleer (Barry Callebaut)"              
## [2402] "Vanleer (Barry Callebaut)"              
## [2403] "Vao Vao (Chocolaterie Robert)"          
## [2404] "Vao Vao (Chocolaterie Robert)"          
## [2405] "Vao Vao (Chocolaterie Robert)"          
## [2406] "Vao Vao (Chocolaterie Robert)"          
## [2407] "Vao Vao (Chocolaterie Robert)"          
## [2408] "Vao Vao (Chocolaterie Robert)"          
## [2409] "Vicuna"                                 
## [2410] "Vicuna"                                 
## [2411] "Vicuna"                                 
## [2412] "Vicuna"                                 
## [2413] "Vicuna"                                 
## [2414] "Videri"                                 
## [2415] "Videri"                                 
## [2416] "Videri"                                 
## [2417] "Videri"                                 
## [2418] "Videri"                                 
## [2419] "Videri"                                 
## [2420] "Videri"                                 
## [2421] "Videri"                                 
## [2422] "Videri"                                 
## [2423] "Vietcacao (A. Morin)"                   
## [2424] "Vintage Plantations"                    
## [2425] "Vintage Plantations (Tulicorp)"         
## [2426] "Vintage Plantations (Tulicorp)"         
## [2427] "Vintage Plantations (Tulicorp)"         
## [2428] "Vintage Plantations (Tulicorp)"         
## [2429] "Violet Sky"                             
## [2430] "Violet Sky"                             
## [2431] "Violet Sky"                             
## [2432] "Violet Sky"                             
## [2433] "Violet Sky"                             
## [2434] "Vivra"                                  
## [2435] "Vivra"                                  
## [2436] "Vivra"                                  
## [2437] "Vivra"                                  
## [2438] "Vivra"                                  
## [2439] "Wellington Chocolate Factory"           
## [2440] "Wellington Chocolate Factory"           
## [2441] "Wellington Chocolate Factory"           
## [2442] "White Label aka Mutari"                 
## [2443] "White Label aka Mutari"                 
## [2444] "White Label aka Mutari"                 
## [2445] "White Label aka Mutari"                 
## [2446] "White Label aka Mutari"                 
## [2447] "White Label aka Mutari"                 
## [2448] "Whittakers"                             
## [2449] "Wilkie's Organic"                       
## [2450] "Wilkie's Organic"                       
## [2451] "Wilkie's Organic"                       
## [2452] "Wilkie's Organic"                       
## [2453] "Willie's Cacao"                         
## [2454] "Willie's Cacao"                         
## [2455] "Willie's Cacao"                         
## [2456] "Willie's Cacao"                         
## [2457] "Willie's Cacao"                         
## [2458] "Willie's Cacao"                         
## [2459] "Willie's Cacao"                         
## [2460] "Willie's Cacao"                         
## [2461] "Wm"                                     
## [2462] "Wm"                                     
## [2463] "Wm"                                     
## [2464] "Wm"                                     
## [2465] "Wm"                                     
## [2466] "Wm"                                     
## [2467] "Woodblock"                              
## [2468] "Woodblock"                              
## [2469] "Woodblock"                              
## [2470] "Woodblock"                              
## [2471] "Woodblock"                              
## [2472] "Woodblock"                              
## [2473] "Woodblock"                              
## [2474] "Woodblock"                              
## [2475] "Woodblock"                              
## [2476] "Xocolat"                                
## [2477] "Xocolatisimo"                           
## [2478] "Xocolatisimo"                           
## [2479] "Xocolatisimo"                           
## [2480] "Xocolatl"                               
## [2481] "Xocolatl"                               
## [2482] "Xocolatl"                               
## [2483] "Xocolla"                                
## [2484] "Xocolla"                                
## [2485] "Zac Squared"                            
## [2486] "Zac Squared"                            
## [2487] "Zac Squared"                            
## [2488] "Zacharias"                              
## [2489] "Zak's"                                  
## [2490] "Zak's"                                  
## [2491] "Zak's"                                  
## [2492] "Zak's"                                  
## [2493] "Zak's"                                  
## [2494] "Zak's"                                  
## [2495] "Zart Pralinen"                          
## [2496] "Zart Pralinen"                          
## [2497] "Zart Pralinen"                          
## [2498] "Zart Pralinen"                          
## [2499] "Zart Pralinen"                          
## [2500] "Zart Pralinen"                          
## [2501] "Zokoko"                                 
## [2502] "Zokoko"                                 
## [2503] "Zokoko"                                 
## [2504] "Zokoko"                                 
## [2505] "Zokoko"                                 
## [2506] "Zoto (Chocolatoa)"                      
## [2507] "Zoto (Chocolatoa)"                      
## [2508] "Zoto (Chocolatoa)"                      
## [2509] "Zoto (Chocolatoa)"                      
## [2510] "Zotter"                                 
## [2511] "Zotter"                                 
## [2512] "Zotter"                                 
## [2513] "Zotter"                                 
## [2514] "Zotter"                                 
## [2515] "Zotter"                                 
## [2516] "Zotter"                                 
## [2517] "Zotter"                                 
## [2518] "Zotter"                                 
## [2519] "Zotter"                                 
## [2520] "Zotter"                                 
## [2521] "Zotter"                                 
## [2522] "Zotter"                                 
## [2523] "Zotter"                                 
## [2524] "Zotter"                                 
## [2525] "Zotter"                                 
## [2526] "Zotter"                                 
## [2527] "Zotter"                                 
## [2528] "Zotter"                                 
## [2529] "Zotter"                                 
## [2530] "Zotter"
sum(str_detect(chocolate$company_manufacturer, "bean"))
## [1] 13
chocolate %>% 
  summarise(num_bean = sum(str_detect(company_manufacturer, "bean")))
## # A tibble: 1 × 1
##   num_bean
##      <int>
## 1       13

Extract matches

chocolate %>%
  mutate(col_bean = str_extract(company_manufacturer, "bean")) %>%
  select(company_manufacturer, col_bean) %>%
  filter(!is.na(col_bean))
## # A tibble: 13 × 2
##    company_manufacturer        col_bean
##    <chr>                       <chr>   
##  1 Caribeans                   bean    
##  2 Caribeans                   bean    
##  3 Caribeans                   bean    
##  4 Caribeans                   bean    
##  5 Caribeans                   bean    
##  6 sweet beans                 bean    
##  7 sweet beans                 bean    
##  8 sweet beans                 bean    
##  9 sweet beans                 bean    
## 10 Tablette (aka Vanillabeans) bean    
## 11 Tablette (aka Vanillabeans) bean    
## 12 Tablette (aka Vanillabeans) bean    
## 13 Tablette (aka Vanillabeans) bean

Replacing matches

chocolate %>%
  mutate(col_coffee = str_replace(company_manufacturer, "bean", "coffee")) %>%
  select(company_manufacturer, col_coffee)
## # A tibble: 2,530 × 2
##    company_manufacturer col_coffee
##    <chr>                <chr>     
##  1 5150                 5150      
##  2 5150                 5150      
##  3 5150                 5150      
##  4 5150                 5150      
##  5 5150                 5150      
##  6 5150                 5150      
##  7 5150                 5150      
##  8 A. Morin             A. Morin  
##  9 A. Morin             A. Morin  
## 10 A. Morin             A. Morin  
## # ℹ 2,520 more rows