Module 10: Apply it to your data 9

Import your data

penguins <- penguins

Chapter 14

Tools

penguins %>% glimpse()

## Rows: 344
## Columns: 8
## $ species     <fct> Adelie, Adelie, Adelie, Adelie, Adelie, Adelie, Adelie, Ad…
## $ island      <fct> Torgersen, Torgersen, Torgersen, Torgersen, Torgersen, Tor…
## $ bill_len    <dbl> 39.1, 39.5, 40.3, NA, 36.7, 39.3, 38.9, 39.2, 34.1, 42.0, …
## $ bill_dep    <dbl> 18.7, 17.4, 18.0, NA, 19.3, 20.6, 17.8, 19.6, 18.1, 20.2, …
## $ flipper_len <int> 181, 186, 195, NA, 193, 190, 181, 195, 193, 190, 186, 180,…
## $ body_mass   <int> 3750, 3800, 3250, NA, 3450, 3650, 3625, 4675, 3475, 4250, …
## $ sex         <fct> male, female, female, NA, female, male, female, male, NA, …
## $ year        <int> 2007, 2007, 2007, 2007, 2007, 2007, 2007, 2007, 2007, 2007…

Detect matches

penguins$island

##   [1] Torgersen Torgersen Torgersen Torgersen Torgersen Torgersen Torgersen
##   [8] Torgersen Torgersen Torgersen Torgersen Torgersen Torgersen Torgersen
##  [15] Torgersen Torgersen Torgersen Torgersen Torgersen Torgersen Biscoe   
##  [22] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
##  [29] Biscoe    Biscoe    Dream     Dream     Dream     Dream     Dream    
##  [36] Dream     Dream     Dream     Dream     Dream     Dream     Dream    
##  [43] Dream     Dream     Dream     Dream     Dream     Dream     Dream    
##  [50] Dream     Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
##  [57] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
##  [64] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Torgersen Torgersen
##  [71] Torgersen Torgersen Torgersen Torgersen Torgersen Torgersen Torgersen
##  [78] Torgersen Torgersen Torgersen Torgersen Torgersen Torgersen Torgersen
##  [85] Dream     Dream     Dream     Dream     Dream     Dream     Dream    
##  [92] Dream     Dream     Dream     Dream     Dream     Dream     Dream    
##  [99] Dream     Dream     Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [106] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [113] Biscoe    Biscoe    Biscoe    Biscoe    Torgersen Torgersen Torgersen
## [120] Torgersen Torgersen Torgersen Torgersen Torgersen Torgersen Torgersen
## [127] Torgersen Torgersen Torgersen Torgersen Torgersen Torgersen Dream    
## [134] Dream     Dream     Dream     Dream     Dream     Dream     Dream    
## [141] Dream     Dream     Dream     Dream     Dream     Dream     Dream    
## [148] Dream     Dream     Dream     Dream     Dream     Biscoe    Biscoe   
## [155] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [162] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [169] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [176] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [183] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [190] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [197] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [204] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [211] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [218] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [225] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [232] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [239] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [246] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [253] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [260] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [267] Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe    Biscoe   
## [274] Biscoe    Biscoe    Biscoe    Dream     Dream     Dream     Dream    
## [281] Dream     Dream     Dream     Dream     Dream     Dream     Dream    
## [288] Dream     Dream     Dream     Dream     Dream     Dream     Dream    
## [295] Dream     Dream     Dream     Dream     Dream     Dream     Dream    
## [302] Dream     Dream     Dream     Dream     Dream     Dream     Dream    
## [309] Dream     Dream     Dream     Dream     Dream     Dream     Dream    
## [316] Dream     Dream     Dream     Dream     Dream     Dream     Dream    
## [323] Dream     Dream     Dream     Dream     Dream     Dream     Dream    
## [330] Dream     Dream     Dream     Dream     Dream     Dream     Dream    
## [337] Dream     Dream     Dream     Dream     Dream     Dream     Dream    
## [344] Dream    
## Levels: Biscoe Dream Torgersen

str_detect(penguins$island, "Biscoe")

##   [1] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [13] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE
##  [25]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE
##  [37] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [49] FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
##  [61]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE FALSE FALSE
##  [73] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [85] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [97] FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [109]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE FALSE FALSE
## [121] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [133] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [145] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE
## [157]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [169]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [181]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [193]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [205]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [217]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [229]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [241]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [253]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [265]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [277] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [289] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [301] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [313] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [325] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [337] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE

sum(str_detect(penguins$island, "Biscoe"))

## [1] 168

penguins %>% 
    summarise(num_Biscoe = sum(str_detect(island, "Biscoe")))

##   num_Biscoe
## 1        168

Extract matches

penguins %>%
    mutate(col_Biscoe = str_extract(island, "Biscoe")) %>%
    select(island, col_Biscoe) %>%
    filter(!is.na(col_Biscoe))

##     island col_Biscoe
## 1   Biscoe     Biscoe
## 2   Biscoe     Biscoe
## 3   Biscoe     Biscoe
## 4   Biscoe     Biscoe
## 5   Biscoe     Biscoe
## 6   Biscoe     Biscoe
## 7   Biscoe     Biscoe
## 8   Biscoe     Biscoe
## 9   Biscoe     Biscoe
## 10  Biscoe     Biscoe
## 11  Biscoe     Biscoe
## 12  Biscoe     Biscoe
## 13  Biscoe     Biscoe
## 14  Biscoe     Biscoe
## 15  Biscoe     Biscoe
## 16  Biscoe     Biscoe
## 17  Biscoe     Biscoe
## 18  Biscoe     Biscoe
## 19  Biscoe     Biscoe
## 20  Biscoe     Biscoe
## 21  Biscoe     Biscoe
## 22  Biscoe     Biscoe
## 23  Biscoe     Biscoe
## 24  Biscoe     Biscoe
## 25  Biscoe     Biscoe
## 26  Biscoe     Biscoe
## 27  Biscoe     Biscoe
## 28  Biscoe     Biscoe
## 29  Biscoe     Biscoe
## 30  Biscoe     Biscoe
## 31  Biscoe     Biscoe
## 32  Biscoe     Biscoe
## 33  Biscoe     Biscoe
## 34  Biscoe     Biscoe
## 35  Biscoe     Biscoe
## 36  Biscoe     Biscoe
## 37  Biscoe     Biscoe
## 38  Biscoe     Biscoe
## 39  Biscoe     Biscoe
## 40  Biscoe     Biscoe
## 41  Biscoe     Biscoe
## 42  Biscoe     Biscoe
## 43  Biscoe     Biscoe
## 44  Biscoe     Biscoe
## 45  Biscoe     Biscoe
## 46  Biscoe     Biscoe
## 47  Biscoe     Biscoe
## 48  Biscoe     Biscoe
## 49  Biscoe     Biscoe
## 50  Biscoe     Biscoe
## 51  Biscoe     Biscoe
## 52  Biscoe     Biscoe
## 53  Biscoe     Biscoe
## 54  Biscoe     Biscoe
## 55  Biscoe     Biscoe
## 56  Biscoe     Biscoe
## 57  Biscoe     Biscoe
## 58  Biscoe     Biscoe
## 59  Biscoe     Biscoe
## 60  Biscoe     Biscoe
## 61  Biscoe     Biscoe
## 62  Biscoe     Biscoe
## 63  Biscoe     Biscoe
## 64  Biscoe     Biscoe
## 65  Biscoe     Biscoe
## 66  Biscoe     Biscoe
## 67  Biscoe     Biscoe
## 68  Biscoe     Biscoe
## 69  Biscoe     Biscoe
## 70  Biscoe     Biscoe
## 71  Biscoe     Biscoe
## 72  Biscoe     Biscoe
## 73  Biscoe     Biscoe
## 74  Biscoe     Biscoe
## 75  Biscoe     Biscoe
## 76  Biscoe     Biscoe
## 77  Biscoe     Biscoe
## 78  Biscoe     Biscoe
## 79  Biscoe     Biscoe
## 80  Biscoe     Biscoe
## 81  Biscoe     Biscoe
## 82  Biscoe     Biscoe
## 83  Biscoe     Biscoe
## 84  Biscoe     Biscoe
## 85  Biscoe     Biscoe
## 86  Biscoe     Biscoe
## 87  Biscoe     Biscoe
## 88  Biscoe     Biscoe
## 89  Biscoe     Biscoe
## 90  Biscoe     Biscoe
## 91  Biscoe     Biscoe
## 92  Biscoe     Biscoe
## 93  Biscoe     Biscoe
## 94  Biscoe     Biscoe
## 95  Biscoe     Biscoe
## 96  Biscoe     Biscoe
## 97  Biscoe     Biscoe
## 98  Biscoe     Biscoe
## 99  Biscoe     Biscoe
## 100 Biscoe     Biscoe
## 101 Biscoe     Biscoe
## 102 Biscoe     Biscoe
## 103 Biscoe     Biscoe
## 104 Biscoe     Biscoe
## 105 Biscoe     Biscoe
## 106 Biscoe     Biscoe
## 107 Biscoe     Biscoe
## 108 Biscoe     Biscoe
## 109 Biscoe     Biscoe
## 110 Biscoe     Biscoe
## 111 Biscoe     Biscoe
## 112 Biscoe     Biscoe
## 113 Biscoe     Biscoe
## 114 Biscoe     Biscoe
## 115 Biscoe     Biscoe
## 116 Biscoe     Biscoe
## 117 Biscoe     Biscoe
## 118 Biscoe     Biscoe
## 119 Biscoe     Biscoe
## 120 Biscoe     Biscoe
## 121 Biscoe     Biscoe
## 122 Biscoe     Biscoe
## 123 Biscoe     Biscoe
## 124 Biscoe     Biscoe
## 125 Biscoe     Biscoe
## 126 Biscoe     Biscoe
## 127 Biscoe     Biscoe
## 128 Biscoe     Biscoe
## 129 Biscoe     Biscoe
## 130 Biscoe     Biscoe
## 131 Biscoe     Biscoe
## 132 Biscoe     Biscoe
## 133 Biscoe     Biscoe
## 134 Biscoe     Biscoe
## 135 Biscoe     Biscoe
## 136 Biscoe     Biscoe
## 137 Biscoe     Biscoe
## 138 Biscoe     Biscoe
## 139 Biscoe     Biscoe
## 140 Biscoe     Biscoe
## 141 Biscoe     Biscoe
## 142 Biscoe     Biscoe
## 143 Biscoe     Biscoe
## 144 Biscoe     Biscoe
## 145 Biscoe     Biscoe
## 146 Biscoe     Biscoe
## 147 Biscoe     Biscoe
## 148 Biscoe     Biscoe
## 149 Biscoe     Biscoe
## 150 Biscoe     Biscoe
## 151 Biscoe     Biscoe
## 152 Biscoe     Biscoe
## 153 Biscoe     Biscoe
## 154 Biscoe     Biscoe
## 155 Biscoe     Biscoe
## 156 Biscoe     Biscoe
## 157 Biscoe     Biscoe
## 158 Biscoe     Biscoe
## 159 Biscoe     Biscoe
## 160 Biscoe     Biscoe
## 161 Biscoe     Biscoe
## 162 Biscoe     Biscoe
## 163 Biscoe     Biscoe
## 164 Biscoe     Biscoe
## 165 Biscoe     Biscoe
## 166 Biscoe     Biscoe
## 167 Biscoe     Biscoe
## 168 Biscoe     Biscoe

Replacing matches

penguins %>%
    mutate(col_Dream = str_replace(island, "Biscoe", "Dream")) %>%
    select(island, col_Dream)

##        island col_Dream
## 1   Torgersen Torgersen
## 2   Torgersen Torgersen
## 3   Torgersen Torgersen
## 4   Torgersen Torgersen
## 5   Torgersen Torgersen
## 6   Torgersen Torgersen
## 7   Torgersen Torgersen
## 8   Torgersen Torgersen
## 9   Torgersen Torgersen
## 10  Torgersen Torgersen
## 11  Torgersen Torgersen
## 12  Torgersen Torgersen
## 13  Torgersen Torgersen
## 14  Torgersen Torgersen
## 15  Torgersen Torgersen
## 16  Torgersen Torgersen
## 17  Torgersen Torgersen
## 18  Torgersen Torgersen
## 19  Torgersen Torgersen
## 20  Torgersen Torgersen
## 21     Biscoe     Dream
## 22     Biscoe     Dream
## 23     Biscoe     Dream
## 24     Biscoe     Dream
## 25     Biscoe     Dream
## 26     Biscoe     Dream
## 27     Biscoe     Dream
## 28     Biscoe     Dream
## 29     Biscoe     Dream
## 30     Biscoe     Dream
## 31      Dream     Dream
## 32      Dream     Dream
## 33      Dream     Dream
## 34      Dream     Dream
## 35      Dream     Dream
## 36      Dream     Dream
## 37      Dream     Dream
## 38      Dream     Dream
## 39      Dream     Dream
## 40      Dream     Dream
## 41      Dream     Dream
## 42      Dream     Dream
## 43      Dream     Dream
## 44      Dream     Dream
## 45      Dream     Dream
## 46      Dream     Dream
## 47      Dream     Dream
## 48      Dream     Dream
## 49      Dream     Dream
## 50      Dream     Dream
## 51     Biscoe     Dream
## 52     Biscoe     Dream
## 53     Biscoe     Dream
## 54     Biscoe     Dream
## 55     Biscoe     Dream
## 56     Biscoe     Dream
## 57     Biscoe     Dream
## 58     Biscoe     Dream
## 59     Biscoe     Dream
## 60     Biscoe     Dream
## 61     Biscoe     Dream
## 62     Biscoe     Dream
## 63     Biscoe     Dream
## 64     Biscoe     Dream
## 65     Biscoe     Dream
## 66     Biscoe     Dream
## 67     Biscoe     Dream
## 68     Biscoe     Dream
## 69  Torgersen Torgersen
## 70  Torgersen Torgersen
## 71  Torgersen Torgersen
## 72  Torgersen Torgersen
## 73  Torgersen Torgersen
## 74  Torgersen Torgersen
## 75  Torgersen Torgersen
## 76  Torgersen Torgersen
## 77  Torgersen Torgersen
## 78  Torgersen Torgersen
## 79  Torgersen Torgersen
## 80  Torgersen Torgersen
## 81  Torgersen Torgersen
## 82  Torgersen Torgersen
## 83  Torgersen Torgersen
## 84  Torgersen Torgersen
## 85      Dream     Dream
## 86      Dream     Dream
## 87      Dream     Dream
## 88      Dream     Dream
## 89      Dream     Dream
## 90      Dream     Dream
## 91      Dream     Dream
## 92      Dream     Dream
## 93      Dream     Dream
## 94      Dream     Dream
## 95      Dream     Dream
## 96      Dream     Dream
## 97      Dream     Dream
## 98      Dream     Dream
## 99      Dream     Dream
## 100     Dream     Dream
## 101    Biscoe     Dream
## 102    Biscoe     Dream
## 103    Biscoe     Dream
## 104    Biscoe     Dream
## 105    Biscoe     Dream
## 106    Biscoe     Dream
## 107    Biscoe     Dream
## 108    Biscoe     Dream
## 109    Biscoe     Dream
## 110    Biscoe     Dream
## 111    Biscoe     Dream
## 112    Biscoe     Dream
## 113    Biscoe     Dream
## 114    Biscoe     Dream
## 115    Biscoe     Dream
## 116    Biscoe     Dream
## 117 Torgersen Torgersen
## 118 Torgersen Torgersen
## 119 Torgersen Torgersen
## 120 Torgersen Torgersen
## 121 Torgersen Torgersen
## 122 Torgersen Torgersen
## 123 Torgersen Torgersen
## 124 Torgersen Torgersen
## 125 Torgersen Torgersen
## 126 Torgersen Torgersen
## 127 Torgersen Torgersen
## 128 Torgersen Torgersen
## 129 Torgersen Torgersen
## 130 Torgersen Torgersen
## 131 Torgersen Torgersen
## 132 Torgersen Torgersen
## 133     Dream     Dream
## 134     Dream     Dream
## 135     Dream     Dream
## 136     Dream     Dream
## 137     Dream     Dream
## 138     Dream     Dream
## 139     Dream     Dream
## 140     Dream     Dream
## 141     Dream     Dream
## 142     Dream     Dream
## 143     Dream     Dream
## 144     Dream     Dream
## 145     Dream     Dream
## 146     Dream     Dream
## 147     Dream     Dream
## 148     Dream     Dream
## 149     Dream     Dream
## 150     Dream     Dream
## 151     Dream     Dream
## 152     Dream     Dream
## 153    Biscoe     Dream
## 154    Biscoe     Dream
## 155    Biscoe     Dream
## 156    Biscoe     Dream
## 157    Biscoe     Dream
## 158    Biscoe     Dream
## 159    Biscoe     Dream
## 160    Biscoe     Dream
## 161    Biscoe     Dream
## 162    Biscoe     Dream
## 163    Biscoe     Dream
## 164    Biscoe     Dream
## 165    Biscoe     Dream
## 166    Biscoe     Dream
## 167    Biscoe     Dream
## 168    Biscoe     Dream
## 169    Biscoe     Dream
## 170    Biscoe     Dream
## 171    Biscoe     Dream
## 172    Biscoe     Dream
## 173    Biscoe     Dream
## 174    Biscoe     Dream
## 175    Biscoe     Dream
## 176    Biscoe     Dream
## 177    Biscoe     Dream
## 178    Biscoe     Dream
## 179    Biscoe     Dream
## 180    Biscoe     Dream
## 181    Biscoe     Dream
## 182    Biscoe     Dream
## 183    Biscoe     Dream
## 184    Biscoe     Dream
## 185    Biscoe     Dream
## 186    Biscoe     Dream
## 187    Biscoe     Dream
## 188    Biscoe     Dream
## 189    Biscoe     Dream
## 190    Biscoe     Dream
## 191    Biscoe     Dream
## 192    Biscoe     Dream
## 193    Biscoe     Dream
## 194    Biscoe     Dream
## 195    Biscoe     Dream
## 196    Biscoe     Dream
## 197    Biscoe     Dream
## 198    Biscoe     Dream
## 199    Biscoe     Dream
## 200    Biscoe     Dream
## 201    Biscoe     Dream
## 202    Biscoe     Dream
## 203    Biscoe     Dream
## 204    Biscoe     Dream
## 205    Biscoe     Dream
## 206    Biscoe     Dream
## 207    Biscoe     Dream
## 208    Biscoe     Dream
## 209    Biscoe     Dream
## 210    Biscoe     Dream
## 211    Biscoe     Dream
## 212    Biscoe     Dream
## 213    Biscoe     Dream
## 214    Biscoe     Dream
## 215    Biscoe     Dream
## 216    Biscoe     Dream
## 217    Biscoe     Dream
## 218    Biscoe     Dream
## 219    Biscoe     Dream
## 220    Biscoe     Dream
## 221    Biscoe     Dream
## 222    Biscoe     Dream
## 223    Biscoe     Dream
## 224    Biscoe     Dream
## 225    Biscoe     Dream
## 226    Biscoe     Dream
## 227    Biscoe     Dream
## 228    Biscoe     Dream
## 229    Biscoe     Dream
## 230    Biscoe     Dream
## 231    Biscoe     Dream
## 232    Biscoe     Dream
## 233    Biscoe     Dream
## 234    Biscoe     Dream
## 235    Biscoe     Dream
## 236    Biscoe     Dream
## 237    Biscoe     Dream
## 238    Biscoe     Dream
## 239    Biscoe     Dream
## 240    Biscoe     Dream
## 241    Biscoe     Dream
## 242    Biscoe     Dream
## 243    Biscoe     Dream
## 244    Biscoe     Dream
## 245    Biscoe     Dream
## 246    Biscoe     Dream
## 247    Biscoe     Dream
## 248    Biscoe     Dream
## 249    Biscoe     Dream
## 250    Biscoe     Dream
## 251    Biscoe     Dream
## 252    Biscoe     Dream
## 253    Biscoe     Dream
## 254    Biscoe     Dream
## 255    Biscoe     Dream
## 256    Biscoe     Dream
## 257    Biscoe     Dream
## 258    Biscoe     Dream
## 259    Biscoe     Dream
## 260    Biscoe     Dream
## 261    Biscoe     Dream
## 262    Biscoe     Dream
## 263    Biscoe     Dream
## 264    Biscoe     Dream
## 265    Biscoe     Dream
## 266    Biscoe     Dream
## 267    Biscoe     Dream
## 268    Biscoe     Dream
## 269    Biscoe     Dream
## 270    Biscoe     Dream
## 271    Biscoe     Dream
## 272    Biscoe     Dream
## 273    Biscoe     Dream
## 274    Biscoe     Dream
## 275    Biscoe     Dream
## 276    Biscoe     Dream
## 277     Dream     Dream
## 278     Dream     Dream
## 279     Dream     Dream
## 280     Dream     Dream
## 281     Dream     Dream
## 282     Dream     Dream
## 283     Dream     Dream
## 284     Dream     Dream
## 285     Dream     Dream
## 286     Dream     Dream
## 287     Dream     Dream
## 288     Dream     Dream
## 289     Dream     Dream
## 290     Dream     Dream
## 291     Dream     Dream
## 292     Dream     Dream
## 293     Dream     Dream
## 294     Dream     Dream
## 295     Dream     Dream
## 296     Dream     Dream
## 297     Dream     Dream
## 298     Dream     Dream
## 299     Dream     Dream
## 300     Dream     Dream
## 301     Dream     Dream
## 302     Dream     Dream
## 303     Dream     Dream
## 304     Dream     Dream
## 305     Dream     Dream
## 306     Dream     Dream
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