STAT403

Review of R-programming for Statistics Students

Department of Mathematics & Statistics

2025-02-28

0.1 Basic Data Management

mutate()

What it does: Adds new columns or modifies current variables in the dataset.

Let’s say I want to create three new variables in the Boom dataset:

One variable called JustOne where all of the values inside the column are 1.

One variable called Values where all of the values inside are something:

One variable called Simple where all the values equal TRUE

Code 
library(readstata13)
library(dplyr)
Boom <- read.dta13("BOOM.dta")
Boom %>% 
  mutate(JustOne = 1,
         Values = "something",
         Simple = TRUE)
    No_  Date    Coupon   PAYMENT_METHOD   Region Price Units Revenue
1     1 40320    Coupon       Mastercard     West 22.95     2   45.90
2     2 40358    Coupon       Mastercard     West 19.95     1   19.95
3     3 40487 No Coupon       Mastercard     East 21.95     1   21.95
4     4 40421 No Coupon American Express     West 19.95     1   19.95
5     5 40328    Coupon             Visa     West 19.95     4   79.80
6     6 40456    Coupon           PayPal    South 19.95     4   79.80
7     7 40259    Coupon             Visa     West 19.95     3   59.85
8     8 40343 No Coupon         Discover     West 19.95     7  139.65
9     9 40307 No Coupon American Express     West 19.95     6  119.70
10   10 40418 No Coupon             Visa     West 21.95     2   43.90
11   11 40512    Coupon           PayPal Mid West 21.95     2   43.90
12   12 40434 No Coupon       Mastercard Mid West 19.95     5   99.75
13   13 40474 No Coupon             Visa Mid West 22.95     5  114.75
14   14 40440 No Coupon           PayPal     West 22.95     4   91.80
15   15 40441 No Coupon American Express Mid West 22.95     5  114.75
16   16 40196    Coupon             Visa     West 22.95     1   22.95
17   17 40387 No Coupon         Discover     West 24.95     5  124.75
18   18 40335 No Coupon           PayPal    South 19.95     1   19.95
19   19 40208 No Coupon           PayPal     East 21.95     4   87.80
20   20 40460    Coupon           PayPal Mid West 22.95     1   22.95
21   21 40363 No Coupon           PayPal    South 29.95    10  299.50
22   22 40490    Coupon             Visa Mid West 19.95     1   19.95
23   23 40338    Coupon           PayPal Mid West 19.95     5   99.75
24   24 40254    Coupon       Mastercard    South 19.95     2   39.90
25   25 40275 No Coupon             Visa     East 21.95     3   65.85
26   26 40183 No Coupon           PayPal     East 24.95     1   24.95
27   27 40381 No Coupon American Express     West 21.95     1   21.95
28   28 40494 No Coupon American Express     West 19.95     1   19.95
29   29 40309 No Coupon         Discover     West 22.95     4   91.80
30   30 40282 No Coupon           PayPal Mid West 21.95     3   65.85
31   31 40401 No Coupon         Discover     West 19.95     2   39.90
32   32 40496 No Coupon             Visa     West 21.95     2   43.90
33   33 40199 No Coupon           PayPal     West 21.95     3   65.85
34   34 40280    Coupon American Express     West 21.95     2   43.90
35   35 40333    Coupon       Mastercard    South 19.95     5   99.75
36   36 40470    Coupon             Visa     West 29.95     1   29.95
37   37 40428 No Coupon           PayPal     West 21.95     3   65.85
38   38 40440 No Coupon           PayPal     West 22.95     1   22.95
39   39 40195    Coupon American Express Mid West 19.95     1   19.95
40   40 40252    Coupon           PayPal    South 19.95     5   99.75
41   41 40528 No Coupon       Mastercard Mid West 24.95     5  124.75
42   42 40367 No Coupon           PayPal     West 21.95     1   21.95
43   43 40311 No Coupon       Mastercard Mid West 24.95     7  174.65
44   44 40240    Coupon         Discover     West 29.95     1   29.95
45   45 40298 No Coupon           PayPal Mid West 29.95     5  149.75
46   46 40370    Coupon           PayPal Mid West 29.95     1   29.95
47   47 40259    Coupon             Visa     East 22.95     2   45.90
48   48 40417 No Coupon             Visa     West 22.95     7  160.65
49   49 40498 No Coupon       Mastercard Mid West 22.95     7  160.65
50   50 40204    Coupon             Visa     West 19.95     6  119.70
51   51 40304 No Coupon       Mastercard     East 21.95     2   43.90
52   52 40255    Coupon       Mastercard Mid West 19.95     6  119.70
53   53 40284 No Coupon         Discover     West 21.95     3   65.85
54   54 40183 No Coupon           PayPal    South 22.95     1   22.95
55   55 40491 No Coupon           PayPal Mid West 21.95     3   65.85
56   56 40388 No Coupon             Visa Mid West 21.95     5  109.75
57   57 40519 No Coupon             Visa Mid West 22.95     5  114.75
58   58 40504    Coupon American Express     West 24.95    10  249.50
59   59 40188 No Coupon           PayPal     West 21.95     5  109.75
60   60 40330 No Coupon             Visa     East 22.95     5  114.75
61   61 40300 No Coupon American Express     East 22.95     5  114.75
62   62 40342    Coupon             Visa     West 29.95     4  119.80
63   63 40225    Coupon       Mastercard     East 29.95     1   29.95
64   64 40392 No Coupon             Visa     West 22.95     5  114.75
65   65 40483    Coupon       Mastercard     West 29.95     7  209.65
66   66 40490 No Coupon             Visa     West 22.95     5  114.75
67   67 40407 No Coupon           PayPal Mid West 19.95     3   59.85
68   68 40448 No Coupon       Mastercard     East 24.95     5  124.75
69   69 40187 No Coupon             Visa Mid West 19.95     2   39.90
70   70 40461 No Coupon       Mastercard     West 24.95     5  124.75
71   71 40543 No Coupon         Discover     East 24.95     1   24.95
72   72 40518 No Coupon           PayPal     East 22.95     1   22.95
73   73 40255 No Coupon American Express Mid West 24.95    10  249.50
74   74 40259 No Coupon             Visa    South 19.95     3   59.85
75   75 40435    Coupon             Visa     West 21.95     2   43.90
76   76 40218 No Coupon       Mastercard    South 19.95     1   19.95
77   77 40261 No Coupon         Discover Mid West 29.95     1   29.95
78   78 40387    Coupon       Mastercard Mid West 19.95     1   19.95
79   79 40416    Coupon       Mastercard    South 21.95     3   65.85
80   80 40242 No Coupon American Express     West 22.95     1   22.95
81   81 40408 No Coupon             Visa Mid West 19.95     4   79.80
82   82 40484    Coupon       Mastercard    South 19.95     4   79.80
83   83 40531 No Coupon             Visa     West 22.95     5  114.75
84   84 40364    Coupon         Discover     West 22.95     1   22.95
85   85 40284 No Coupon             Visa     West 19.95     1   19.95
86   86 40535 No Coupon             Visa Mid West 21.95     5  109.75
87   87 40327 No Coupon           PayPal Mid West 29.95     2   59.90
88   88 40299    Coupon           PayPal     West 21.95     2   43.90
89   89 40362 No Coupon American Express     West 19.95     2   39.90
90   90 40402 No Coupon       Mastercard     West 29.95     7  209.65
91   91 40350    Coupon           PayPal     West 19.95     1   19.95
92   92 40527 No Coupon       Mastercard    South 19.95     4   79.80
93   93 40323 No Coupon           PayPal     East 24.95     5  124.75
94   94 40260 No Coupon           PayPal     West 24.95     1   24.95
95   95 40200    Coupon             Visa     West 22.95     7  160.65
96   96 40447 No Coupon       Mastercard    South 21.95     3   65.85
97   97 40539 No Coupon           PayPal     West 22.95     6  137.70
98   98 40383 No Coupon       Mastercard     East 29.95     1   29.95
99   99 40295 No Coupon           PayPal     West 19.95     6  119.70
100 100 40305 No Coupon             Visa     West 19.95     1   19.95
101 101 40240    Coupon American Express     East 19.95     2   39.90
102 102 40260 No Coupon           PayPal Mid West 22.95     5  114.75
103 103 40517    Coupon             Visa Mid West 21.95     1   21.95
104 104 40493    Coupon           PayPal    South 29.95     6  179.70
105 105 40281 No Coupon         Discover     East 19.95     2   39.90
106 106 40525 No Coupon             Visa Mid West 24.95     1   24.95
107 107 40456 No Coupon             Visa     West 24.95     4   99.80
108 108 40180 No Coupon             Visa     West 21.95     4   87.80
109 109 40486    Coupon           PayPal     East 19.95     2   39.90
110 110 40297 No Coupon           PayPal     West 21.95     3   65.85
111 111 40453    Coupon           PayPal     East 19.95    10  199.50
112 112 40538    Coupon         Discover     West 21.95     1   21.95
113 113 40487 No Coupon             Visa     West 24.95     5  124.75
114 114 40497 No Coupon             Visa     West 29.95     1   29.95
115 115 40356    Coupon           PayPal    South 21.95     1   21.95
116 116 40289 No Coupon             Visa     West 29.95     4  119.80
117 117 40446 No Coupon American Express     West 29.95     3   89.85
118 118 40202    Coupon       Mastercard Mid West 21.95     3   65.85
119 119 40182 No Coupon             Visa    South 22.95     4   91.80
120 120 40304    Coupon American Express    South 24.95     6  149.70
121 121 40351 No Coupon             Visa     East 19.95     3   59.85
122 122 40371 No Coupon         Discover Mid West 21.95     6  131.70
123 123 40301 No Coupon             Visa Mid West 24.95     2   49.90
124 124 40246    Coupon           PayPal     West 21.95     2   43.90
125 125 40239 No Coupon             Visa Mid West 19.95     1   19.95
126 126 40265 No Coupon         Discover    South 21.95     1   21.95
127 127 40193 No Coupon             Visa     West 24.95     1   24.95
128 128 40500 No Coupon       Mastercard     West 19.95     2   39.90
129 129 40264 No Coupon             Visa     West 24.95     1   24.95
130 130 40401    Coupon           PayPal     West 22.95     5  114.75
131 131 40536 No Coupon             Visa Mid West 19.95     6  119.70
132 132 40509 No Coupon           PayPal     West 21.95     2   43.90
133 133 40249 No Coupon             Visa     West 24.95     1   24.95
134 134 40437    Coupon             Visa     West 24.95     7  174.65
135 135 40210 No Coupon       Mastercard     West 24.95     1   24.95
136 136 40362 No Coupon             Visa Mid West 24.95     2   49.90
137 137 40420 No Coupon           PayPal     East 19.95     1   19.95
138 138 40439    Coupon       Mastercard    South 19.95     2   39.90
139 139 40506 No Coupon             Visa     West 22.95     2   45.90
140 140 40534 No Coupon             Visa     West 29.95     6  179.70
141 141 40291 No Coupon           PayPal    South 22.95     7  160.65
142 142 40500    Coupon         Discover     West 21.95     1   21.95
143 143 40479 No Coupon             Visa    South 24.95     5  124.75
144 144 40404 No Coupon           PayPal     West 29.95     3   89.85
145 145 40303 No Coupon             Visa Mid West 24.95     2   49.90
146 146 40415    Coupon             Visa Mid West 22.95     1   22.95
147 147 40476 No Coupon           PayPal Mid West 19.95     1   19.95
148 148 40390 No Coupon           PayPal     East 19.95     5   99.75
149 149 40384    Coupon       Mastercard     West 22.95     4   91.80
150 150 40451    Coupon             Visa Mid West 24.95     2   49.90
151 151 40454 No Coupon         Discover     East 21.95     1   21.95
152 152 40269 No Coupon       Mastercard Mid West 22.95     2   45.90
153 153 40527 No Coupon American Express     East 22.95     1   22.95
154 154 40185 No Coupon           PayPal     West 22.95     2   45.90
155 155 40382    Coupon           PayPal     West 24.95     1   24.95
156 156 40253 No Coupon           PayPal     East 19.95     2   39.90
157 157 40516 No Coupon American Express     East 29.95     6  179.70
158 158 40186    Coupon       Mastercard     West 21.95     1   21.95
159 159 40331    Coupon           PayPal     West 24.95     1   24.95
160 160 40408 No Coupon         Discover     West 24.95     3   74.85
161 161 40292 No Coupon       Mastercard     West 19.95     4   79.80
162 162 40513 No Coupon             Visa Mid West 19.95     1   19.95
163 163 40543    Coupon             Visa Mid West 22.95     1   22.95
164 164 40298    Coupon           PayPal Mid West 22.95     2   45.90
165 165 40253    Coupon American Express     West 21.95     3   65.85
166 166 40206 No Coupon       Mastercard     West 19.95     7  139.65
167 167 40393 No Coupon       Mastercard Mid West 22.95     1   22.95
168 168 40493 No Coupon             Visa     West 19.95     2   39.90
169 169 40525    Coupon             Visa    South 21.95     5  109.75
170 170 40264 No Coupon           PayPal Mid West 22.95     7  160.65
171 171 40459    Coupon           PayPal Mid West 24.95     2   49.90
172 172 40393 No Coupon             Visa Mid West 22.95     1   22.95
173 173 40247    Coupon             Visa     West 22.95     2   45.90
174 174 40239 No Coupon             Visa     East 22.95     3   68.85
175 175 40204 No Coupon             Visa     West 22.95    10  229.50
176 176 40304 No Coupon American Express     West 29.95     1   29.95
177 177 40247    Coupon             Visa     West 19.95     2   39.90
178 178 40500    Coupon           PayPal Mid West 21.95     2   43.90
179 179 40208    Coupon         Discover     West 19.95     1   19.95
180 180 40361 No Coupon             Visa     West 29.95     2   59.90
181 181 40464    Coupon         Discover     East 19.95     5   99.75
182 182 40216 No Coupon         Discover Mid West 24.95     7  174.65
183 183 40334 No Coupon       Mastercard     West 21.95     3   65.85
184 184 40484 No Coupon             Visa Mid West 24.95     5  124.75
185 185 40525 No Coupon             Visa     East 21.95     4   87.80
186 186 40474 No Coupon             Visa     West 22.95    10  229.50
187 187 40534    Coupon           PayPal    South 19.95     5   99.75
188 188 40411    Coupon           PayPal Mid West 19.95     1   19.95
189 189 40418    Coupon           PayPal Mid West 19.95     1   19.95
190 190 40349 No Coupon American Express Mid West 24.95     4   99.80
191 191 40298    Coupon       Mastercard     East 24.95     1   24.95
192 192 40465 No Coupon       Mastercard Mid West 22.95     5  114.75
193 193 40394 No Coupon             Visa     West 19.95     3   59.85
194 194 40479    Coupon           PayPal     West 21.95     2   43.90
195 195 40486 No Coupon American Express     West 24.95     3   74.85
196 196 40183 No Coupon           PayPal Mid West 19.95     1   19.95
197 197 40523    Coupon             Visa     West 22.95     1   22.95
198 198 40377 No Coupon           PayPal     West 21.95     7  153.65
199 199 40329 No Coupon             Visa     West 19.95     2   39.90
200 200 40528    Coupon           PayPal     West 21.95     6  131.70
          Product Age Range JustOne    Values Simple
1         Carlota  21    20       1 something   TRUE
2          Yanaki  57    25       1 something   TRUE
3           Aspen  25    22       1 something   TRUE
4          Yanaki  38    25       1 something   TRUE
5          Yanaki  22    25       1 something   TRUE
6          Yanaki  29    25       1 something   TRUE
7          Yanaki  18    25       1 something   TRUE
8          Yanaki  64    25       1 something   TRUE
9          Yanaki  27    25       1 something   TRUE
10          Aspen  22    22       1 something   TRUE
11          Aspen  39    22       1 something   TRUE
12         Yanaki  61    25       1 something   TRUE
13        Carlota  18    20       1 something   TRUE
14        Carlota  22    20       1 something   TRUE
15        Carlota  52    20       1 something   TRUE
16        Carlota  22    20       1 something   TRUE
17         Sunset  18    35       1 something   TRUE
18         Yanaki  55    25       1 something   TRUE
19          Aspen  20    22       1 something   TRUE
20        Carlota  42    20       1 something   TRUE
21  Delicate Arch  30    45       1 something   TRUE
22         Yanaki  64    25       1 something   TRUE
23         Yanaki  63    25       1 something   TRUE
24         Yanaki  41    25       1 something   TRUE
25          Aspen  21    22       1 something   TRUE
26         Sunset  63    35       1 something   TRUE
27          Aspen  54    22       1 something   TRUE
28         Yanaki  18    25       1 something   TRUE
29        Carlota  26    20       1 something   TRUE
30          Aspen  59    22       1 something   TRUE
31         Yanaki  30    25       1 something   TRUE
32          Aspen  64    22       1 something   TRUE
33          Aspen  30    22       1 something   TRUE
34          Aspen  41    22       1 something   TRUE
35         Yanaki  23    25       1 something   TRUE
36  Delicate Arch  52    45       1 something   TRUE
37          Aspen  18    22       1 something   TRUE
38        Carlota  32    20       1 something   TRUE
39         Yanaki  22    25       1 something   TRUE
40         Yanaki  29    25       1 something   TRUE
41         Bellen  25    30       1 something   TRUE
42          Aspen  63    22       1 something   TRUE
43         Sunset  26    35       1 something   TRUE
44  Delicate Arch  31    45       1 something   TRUE
45  Delicate Arch  23    45       1 something   TRUE
46  Delicate Arch  42    45       1 something   TRUE
47        Carlota  28    20       1 something   TRUE
48        Carlota  23    20       1 something   TRUE
49        Carlota  19    20       1 something   TRUE
50         Yanaki  37    25       1 something   TRUE
51          Aspen  38    22       1 something   TRUE
52         Yanaki  50    25       1 something   TRUE
53          Aspen  26    22       1 something   TRUE
54        Carlota  33    20       1 something   TRUE
55          Aspen  59    22       1 something   TRUE
56          Aspen  32    22       1 something   TRUE
57        Carlota  27    20       1 something   TRUE
58         Bellen  54    30       1 something   TRUE
59          Aspen  63    22       1 something   TRUE
60        Carlota  48    20       1 something   TRUE
61        Carlota  29    20       1 something   TRUE
62  Delicate Arch  38    45       1 something   TRUE
63  Delicate Arch  24    45       1 something   TRUE
64        Carlota  51    20       1 something   TRUE
65  Delicate Arch  25    45       1 something   TRUE
66        Carlota  65    20       1 something   TRUE
67         Yanaki  35    25       1 something   TRUE
68         Sunset  35    35       1 something   TRUE
69         Yanaki  21    25       1 something   TRUE
70         Sunset  47    35       1 something   TRUE
71         Sunset  62    35       1 something   TRUE
72        Carlota  63    20       1 something   TRUE
73         Bellen  23    30       1 something   TRUE
74         Yanaki  59    25       1 something   TRUE
75          Aspen  48    22       1 something   TRUE
76         Yanaki  57    25       1 something   TRUE
77  Delicate Arch  19    45       1 something   TRUE
78         Yanaki  48    25       1 something   TRUE
79          Aspen  21    22       1 something   TRUE
80        Carlota  40    20       1 something   TRUE
81         Yanaki  25    25       1 something   TRUE
82         Yanaki  59    25       1 something   TRUE
83        Carlota  57    20       1 something   TRUE
84        Carlota  56    20       1 something   TRUE
85         Yanaki  19    25       1 something   TRUE
86          Aspen  54    22       1 something   TRUE
87  Delicate Arch  65    45       1 something   TRUE
88          Aspen  25    22       1 something   TRUE
89         Yanaki  30    25       1 something   TRUE
90  Delicate Arch  57    45       1 something   TRUE
91         Yanaki  43    25       1 something   TRUE
92         Yanaki  44    25       1 something   TRUE
93         Bellen  21    30       1 something   TRUE
94         Bellen  20    30       1 something   TRUE
95        Carlota  49    20       1 something   TRUE
96          Aspen  37    22       1 something   TRUE
97        Carlota  26    20       1 something   TRUE
98  Delicate Arch  62    45       1 something   TRUE
99         Yanaki  38    25       1 something   TRUE
100        Yanaki  55    25       1 something   TRUE
101        Yanaki  24    25       1 something   TRUE
102       Carlota  30    20       1 something   TRUE
103         Aspen  39    22       1 something   TRUE
104 Delicate Arch  59    45       1 something   TRUE
105        Yanaki  26    25       1 something   TRUE
106        Sunset  33    35       1 something   TRUE
107        Bellen  20    30       1 something   TRUE
108         Aspen  18    22       1 something   TRUE
109        Yanaki  19    25       1 something   TRUE
110         Aspen  61    22       1 something   TRUE
111        Yanaki  39    25       1 something   TRUE
112         Aspen  52    22       1 something   TRUE
113        Sunset  20    35       1 something   TRUE
114 Delicate Arch  50    45       1 something   TRUE
115         Aspen  29    22       1 something   TRUE
116 Delicate Arch  55    45       1 something   TRUE
117 Delicate Arch  18    45       1 something   TRUE
118         Aspen  39    22       1 something   TRUE
119       Carlota  35    20       1 something   TRUE
120        Bellen  38    30       1 something   TRUE
121        Yanaki  20    25       1 something   TRUE
122         Aspen  60    22       1 something   TRUE
123        Sunset  61    35       1 something   TRUE
124         Aspen  62    22       1 something   TRUE
125        Yanaki  21    25       1 something   TRUE
126         Aspen  40    22       1 something   TRUE
127        Bellen  25    30       1 something   TRUE
128        Yanaki  50    25       1 something   TRUE
129        Bellen  24    30       1 something   TRUE
130       Carlota  28    20       1 something   TRUE
131        Yanaki  22    25       1 something   TRUE
132         Aspen  22    22       1 something   TRUE
133        Bellen  27    30       1 something   TRUE
134        Sunset  54    35       1 something   TRUE
135        Bellen  25    30       1 something   TRUE
136        Sunset  25    35       1 something   TRUE
137        Yanaki  30    25       1 something   TRUE
138        Yanaki  59    25       1 something   TRUE
139       Carlota  51    20       1 something   TRUE
140 Delicate Arch  38    45       1 something   TRUE
141       Carlota  28    20       1 something   TRUE
142         Aspen  30    22       1 something   TRUE
143        Bellen  43    30       1 something   TRUE
144 Delicate Arch  42    45       1 something   TRUE
145        Bellen  24    30       1 something   TRUE
146       Carlota  47    20       1 something   TRUE
147        Yanaki  23    25       1 something   TRUE
148        Yanaki  59    25       1 something   TRUE
149       Carlota  22    20       1 something   TRUE
150        Bellen  27    30       1 something   TRUE
151         Aspen  65    22       1 something   TRUE
152       Carlota  27    20       1 something   TRUE
153       Carlota  27    20       1 something   TRUE
154       Carlota  28    20       1 something   TRUE
155        Bellen  22    30       1 something   TRUE
156        Yanaki  42    25       1 something   TRUE
157 Delicate Arch  25    45       1 something   TRUE
158         Aspen  41    22       1 something   TRUE
159        Bellen  46    30       1 something   TRUE
160        Sunset  41    35       1 something   TRUE
161        Yanaki  29    25       1 something   TRUE
162        Yanaki  50    25       1 something   TRUE
163       Carlota  50    20       1 something   TRUE
164       Carlota  34    20       1 something   TRUE
165         Aspen  24    22       1 something   TRUE
166        Yanaki  29    25       1 something   TRUE
167       Carlota  35    20       1 something   TRUE
168        Yanaki  24    25       1 something   TRUE
169         Aspen  23    22       1 something   TRUE
170       Carlota  31    20       1 something   TRUE
171        Bellen  24    30       1 something   TRUE
172       Carlota  30    20       1 something   TRUE
173       Carlota  22    20       1 something   TRUE
174       Carlota  43    20       1 something   TRUE
175       Carlota  55    20       1 something   TRUE
176 Delicate Arch  38    45       1 something   TRUE
177        Yanaki  28    25       1 something   TRUE
178         Aspen  30    22       1 something   TRUE
179        Yanaki  35    25       1 something   TRUE
180 Delicate Arch  41    45       1 something   TRUE
181        Yanaki  28    25       1 something   TRUE
182        Bellen  65    30       1 something   TRUE
183         Aspen  20    22       1 something   TRUE
184        Sunset  39    35       1 something   TRUE
185         Aspen  19    22       1 something   TRUE
186       Carlota  64    20       1 something   TRUE
187        Yanaki  42    25       1 something   TRUE
188        Yanaki  24    25       1 something   TRUE
189        Yanaki  24    25       1 something   TRUE
190        Bellen  18    30       1 something   TRUE
191        Bellen  36    30       1 something   TRUE
192       Carlota  61    20       1 something   TRUE
193        Yanaki  22    25       1 something   TRUE
194         Aspen  55    22       1 something   TRUE
195        Sunset  27    35       1 something   TRUE
196        Yanaki  49    25       1 something   TRUE
197       Carlota  29    20       1 something   TRUE
198         Aspen  33    22       1 something   TRUE
199        Yanaki  52    25       1 something   TRUE
200         Aspen  26    22       1 something   TRUE

0.2 Nesting Functions

Important

We can also use other functions inside mutate() to create our new variable(s). For example, we might use the mean() function to calculate the average Age value for all customers in the Boom dataset. This is called nesting, where one function (mean()) “nests” inside another function (mutate()).

Code 
Boom %>% 
  mutate(m = mean(Age),     # calculates the mean price
         sd = sd(Age),      # calculates standard deviation
         med = median(Age)) # calculates the median price
    No_  Date    Coupon   PAYMENT_METHOD   Region Price Units Revenue
1     1 40320    Coupon       Mastercard     West 22.95     2   45.90
2     2 40358    Coupon       Mastercard     West 19.95     1   19.95
3     3 40487 No Coupon       Mastercard     East 21.95     1   21.95
4     4 40421 No Coupon American Express     West 19.95     1   19.95
5     5 40328    Coupon             Visa     West 19.95     4   79.80
6     6 40456    Coupon           PayPal    South 19.95     4   79.80
7     7 40259    Coupon             Visa     West 19.95     3   59.85
8     8 40343 No Coupon         Discover     West 19.95     7  139.65
9     9 40307 No Coupon American Express     West 19.95     6  119.70
10   10 40418 No Coupon             Visa     West 21.95     2   43.90
11   11 40512    Coupon           PayPal Mid West 21.95     2   43.90
12   12 40434 No Coupon       Mastercard Mid West 19.95     5   99.75
13   13 40474 No Coupon             Visa Mid West 22.95     5  114.75
14   14 40440 No Coupon           PayPal     West 22.95     4   91.80
15   15 40441 No Coupon American Express Mid West 22.95     5  114.75
16   16 40196    Coupon             Visa     West 22.95     1   22.95
17   17 40387 No Coupon         Discover     West 24.95     5  124.75
18   18 40335 No Coupon           PayPal    South 19.95     1   19.95
19   19 40208 No Coupon           PayPal     East 21.95     4   87.80
20   20 40460    Coupon           PayPal Mid West 22.95     1   22.95
21   21 40363 No Coupon           PayPal    South 29.95    10  299.50
22   22 40490    Coupon             Visa Mid West 19.95     1   19.95
23   23 40338    Coupon           PayPal Mid West 19.95     5   99.75
24   24 40254    Coupon       Mastercard    South 19.95     2   39.90
25   25 40275 No Coupon             Visa     East 21.95     3   65.85
26   26 40183 No Coupon           PayPal     East 24.95     1   24.95
27   27 40381 No Coupon American Express     West 21.95     1   21.95
28   28 40494 No Coupon American Express     West 19.95     1   19.95
29   29 40309 No Coupon         Discover     West 22.95     4   91.80
30   30 40282 No Coupon           PayPal Mid West 21.95     3   65.85
31   31 40401 No Coupon         Discover     West 19.95     2   39.90
32   32 40496 No Coupon             Visa     West 21.95     2   43.90
33   33 40199 No Coupon           PayPal     West 21.95     3   65.85
34   34 40280    Coupon American Express     West 21.95     2   43.90
35   35 40333    Coupon       Mastercard    South 19.95     5   99.75
36   36 40470    Coupon             Visa     West 29.95     1   29.95
37   37 40428 No Coupon           PayPal     West 21.95     3   65.85
38   38 40440 No Coupon           PayPal     West 22.95     1   22.95
39   39 40195    Coupon American Express Mid West 19.95     1   19.95
40   40 40252    Coupon           PayPal    South 19.95     5   99.75
41   41 40528 No Coupon       Mastercard Mid West 24.95     5  124.75
42   42 40367 No Coupon           PayPal     West 21.95     1   21.95
43   43 40311 No Coupon       Mastercard Mid West 24.95     7  174.65
44   44 40240    Coupon         Discover     West 29.95     1   29.95
45   45 40298 No Coupon           PayPal Mid West 29.95     5  149.75
46   46 40370    Coupon           PayPal Mid West 29.95     1   29.95
47   47 40259    Coupon             Visa     East 22.95     2   45.90
48   48 40417 No Coupon             Visa     West 22.95     7  160.65
49   49 40498 No Coupon       Mastercard Mid West 22.95     7  160.65
50   50 40204    Coupon             Visa     West 19.95     6  119.70
51   51 40304 No Coupon       Mastercard     East 21.95     2   43.90
52   52 40255    Coupon       Mastercard Mid West 19.95     6  119.70
53   53 40284 No Coupon         Discover     West 21.95     3   65.85
54   54 40183 No Coupon           PayPal    South 22.95     1   22.95
55   55 40491 No Coupon           PayPal Mid West 21.95     3   65.85
56   56 40388 No Coupon             Visa Mid West 21.95     5  109.75
57   57 40519 No Coupon             Visa Mid West 22.95     5  114.75
58   58 40504    Coupon American Express     West 24.95    10  249.50
59   59 40188 No Coupon           PayPal     West 21.95     5  109.75
60   60 40330 No Coupon             Visa     East 22.95     5  114.75
61   61 40300 No Coupon American Express     East 22.95     5  114.75
62   62 40342    Coupon             Visa     West 29.95     4  119.80
63   63 40225    Coupon       Mastercard     East 29.95     1   29.95
64   64 40392 No Coupon             Visa     West 22.95     5  114.75
65   65 40483    Coupon       Mastercard     West 29.95     7  209.65
66   66 40490 No Coupon             Visa     West 22.95     5  114.75
67   67 40407 No Coupon           PayPal Mid West 19.95     3   59.85
68   68 40448 No Coupon       Mastercard     East 24.95     5  124.75
69   69 40187 No Coupon             Visa Mid West 19.95     2   39.90
70   70 40461 No Coupon       Mastercard     West 24.95     5  124.75
71   71 40543 No Coupon         Discover     East 24.95     1   24.95
72   72 40518 No Coupon           PayPal     East 22.95     1   22.95
73   73 40255 No Coupon American Express Mid West 24.95    10  249.50
74   74 40259 No Coupon             Visa    South 19.95     3   59.85
75   75 40435    Coupon             Visa     West 21.95     2   43.90
76   76 40218 No Coupon       Mastercard    South 19.95     1   19.95
77   77 40261 No Coupon         Discover Mid West 29.95     1   29.95
78   78 40387    Coupon       Mastercard Mid West 19.95     1   19.95
79   79 40416    Coupon       Mastercard    South 21.95     3   65.85
80   80 40242 No Coupon American Express     West 22.95     1   22.95
81   81 40408 No Coupon             Visa Mid West 19.95     4   79.80
82   82 40484    Coupon       Mastercard    South 19.95     4   79.80
83   83 40531 No Coupon             Visa     West 22.95     5  114.75
84   84 40364    Coupon         Discover     West 22.95     1   22.95
85   85 40284 No Coupon             Visa     West 19.95     1   19.95
86   86 40535 No Coupon             Visa Mid West 21.95     5  109.75
87   87 40327 No Coupon           PayPal Mid West 29.95     2   59.90
88   88 40299    Coupon           PayPal     West 21.95     2   43.90
89   89 40362 No Coupon American Express     West 19.95     2   39.90
90   90 40402 No Coupon       Mastercard     West 29.95     7  209.65
91   91 40350    Coupon           PayPal     West 19.95     1   19.95
92   92 40527 No Coupon       Mastercard    South 19.95     4   79.80
93   93 40323 No Coupon           PayPal     East 24.95     5  124.75
94   94 40260 No Coupon           PayPal     West 24.95     1   24.95
95   95 40200    Coupon             Visa     West 22.95     7  160.65
96   96 40447 No Coupon       Mastercard    South 21.95     3   65.85
97   97 40539 No Coupon           PayPal     West 22.95     6  137.70
98   98 40383 No Coupon       Mastercard     East 29.95     1   29.95
99   99 40295 No Coupon           PayPal     West 19.95     6  119.70
100 100 40305 No Coupon             Visa     West 19.95     1   19.95
101 101 40240    Coupon American Express     East 19.95     2   39.90
102 102 40260 No Coupon           PayPal Mid West 22.95     5  114.75
103 103 40517    Coupon             Visa Mid West 21.95     1   21.95
104 104 40493    Coupon           PayPal    South 29.95     6  179.70
105 105 40281 No Coupon         Discover     East 19.95     2   39.90
106 106 40525 No Coupon             Visa Mid West 24.95     1   24.95
107 107 40456 No Coupon             Visa     West 24.95     4   99.80
108 108 40180 No Coupon             Visa     West 21.95     4   87.80
109 109 40486    Coupon           PayPal     East 19.95     2   39.90
110 110 40297 No Coupon           PayPal     West 21.95     3   65.85
111 111 40453    Coupon           PayPal     East 19.95    10  199.50
112 112 40538    Coupon         Discover     West 21.95     1   21.95
113 113 40487 No Coupon             Visa     West 24.95     5  124.75
114 114 40497 No Coupon             Visa     West 29.95     1   29.95
115 115 40356    Coupon           PayPal    South 21.95     1   21.95
116 116 40289 No Coupon             Visa     West 29.95     4  119.80
117 117 40446 No Coupon American Express     West 29.95     3   89.85
118 118 40202    Coupon       Mastercard Mid West 21.95     3   65.85
119 119 40182 No Coupon             Visa    South 22.95     4   91.80
120 120 40304    Coupon American Express    South 24.95     6  149.70
121 121 40351 No Coupon             Visa     East 19.95     3   59.85
122 122 40371 No Coupon         Discover Mid West 21.95     6  131.70
123 123 40301 No Coupon             Visa Mid West 24.95     2   49.90
124 124 40246    Coupon           PayPal     West 21.95     2   43.90
125 125 40239 No Coupon             Visa Mid West 19.95     1   19.95
126 126 40265 No Coupon         Discover    South 21.95     1   21.95
127 127 40193 No Coupon             Visa     West 24.95     1   24.95
128 128 40500 No Coupon       Mastercard     West 19.95     2   39.90
129 129 40264 No Coupon             Visa     West 24.95     1   24.95
130 130 40401    Coupon           PayPal     West 22.95     5  114.75
131 131 40536 No Coupon             Visa Mid West 19.95     6  119.70
132 132 40509 No Coupon           PayPal     West 21.95     2   43.90
133 133 40249 No Coupon             Visa     West 24.95     1   24.95
134 134 40437    Coupon             Visa     West 24.95     7  174.65
135 135 40210 No Coupon       Mastercard     West 24.95     1   24.95
136 136 40362 No Coupon             Visa Mid West 24.95     2   49.90
137 137 40420 No Coupon           PayPal     East 19.95     1   19.95
138 138 40439    Coupon       Mastercard    South 19.95     2   39.90
139 139 40506 No Coupon             Visa     West 22.95     2   45.90
140 140 40534 No Coupon             Visa     West 29.95     6  179.70
141 141 40291 No Coupon           PayPal    South 22.95     7  160.65
142 142 40500    Coupon         Discover     West 21.95     1   21.95
143 143 40479 No Coupon             Visa    South 24.95     5  124.75
144 144 40404 No Coupon           PayPal     West 29.95     3   89.85
145 145 40303 No Coupon             Visa Mid West 24.95     2   49.90
146 146 40415    Coupon             Visa Mid West 22.95     1   22.95
147 147 40476 No Coupon           PayPal Mid West 19.95     1   19.95
148 148 40390 No Coupon           PayPal     East 19.95     5   99.75
149 149 40384    Coupon       Mastercard     West 22.95     4   91.80
150 150 40451    Coupon             Visa Mid West 24.95     2   49.90
151 151 40454 No Coupon         Discover     East 21.95     1   21.95
152 152 40269 No Coupon       Mastercard Mid West 22.95     2   45.90
153 153 40527 No Coupon American Express     East 22.95     1   22.95
154 154 40185 No Coupon           PayPal     West 22.95     2   45.90
155 155 40382    Coupon           PayPal     West 24.95     1   24.95
156 156 40253 No Coupon           PayPal     East 19.95     2   39.90
157 157 40516 No Coupon American Express     East 29.95     6  179.70
158 158 40186    Coupon       Mastercard     West 21.95     1   21.95
159 159 40331    Coupon           PayPal     West 24.95     1   24.95
160 160 40408 No Coupon         Discover     West 24.95     3   74.85
161 161 40292 No Coupon       Mastercard     West 19.95     4   79.80
162 162 40513 No Coupon             Visa Mid West 19.95     1   19.95
163 163 40543    Coupon             Visa Mid West 22.95     1   22.95
164 164 40298    Coupon           PayPal Mid West 22.95     2   45.90
165 165 40253    Coupon American Express     West 21.95     3   65.85
166 166 40206 No Coupon       Mastercard     West 19.95     7  139.65
167 167 40393 No Coupon       Mastercard Mid West 22.95     1   22.95
168 168 40493 No Coupon             Visa     West 19.95     2   39.90
169 169 40525    Coupon             Visa    South 21.95     5  109.75
170 170 40264 No Coupon           PayPal Mid West 22.95     7  160.65
171 171 40459    Coupon           PayPal Mid West 24.95     2   49.90
172 172 40393 No Coupon             Visa Mid West 22.95     1   22.95
173 173 40247    Coupon             Visa     West 22.95     2   45.90
174 174 40239 No Coupon             Visa     East 22.95     3   68.85
175 175 40204 No Coupon             Visa     West 22.95    10  229.50
176 176 40304 No Coupon American Express     West 29.95     1   29.95
177 177 40247    Coupon             Visa     West 19.95     2   39.90
178 178 40500    Coupon           PayPal Mid West 21.95     2   43.90
179 179 40208    Coupon         Discover     West 19.95     1   19.95
180 180 40361 No Coupon             Visa     West 29.95     2   59.90
181 181 40464    Coupon         Discover     East 19.95     5   99.75
182 182 40216 No Coupon         Discover Mid West 24.95     7  174.65
183 183 40334 No Coupon       Mastercard     West 21.95     3   65.85
184 184 40484 No Coupon             Visa Mid West 24.95     5  124.75
185 185 40525 No Coupon             Visa     East 21.95     4   87.80
186 186 40474 No Coupon             Visa     West 22.95    10  229.50
187 187 40534    Coupon           PayPal    South 19.95     5   99.75
188 188 40411    Coupon           PayPal Mid West 19.95     1   19.95
189 189 40418    Coupon           PayPal Mid West 19.95     1   19.95
190 190 40349 No Coupon American Express Mid West 24.95     4   99.80
191 191 40298    Coupon       Mastercard     East 24.95     1   24.95
192 192 40465 No Coupon       Mastercard Mid West 22.95     5  114.75
193 193 40394 No Coupon             Visa     West 19.95     3   59.85
194 194 40479    Coupon           PayPal     West 21.95     2   43.90
195 195 40486 No Coupon American Express     West 24.95     3   74.85
196 196 40183 No Coupon           PayPal Mid West 19.95     1   19.95
197 197 40523    Coupon             Visa     West 22.95     1   22.95
198 198 40377 No Coupon           PayPal     West 21.95     7  153.65
199 199 40329 No Coupon             Visa     West 19.95     2   39.90
200 200 40528    Coupon           PayPal     West 21.95     6  131.70
          Product Age Range     m      sd med
1         Carlota  21    20 37.08 14.6974  33
2          Yanaki  57    25 37.08 14.6974  33
3           Aspen  25    22 37.08 14.6974  33
4          Yanaki  38    25 37.08 14.6974  33
5          Yanaki  22    25 37.08 14.6974  33
6          Yanaki  29    25 37.08 14.6974  33
7          Yanaki  18    25 37.08 14.6974  33
8          Yanaki  64    25 37.08 14.6974  33
9          Yanaki  27    25 37.08 14.6974  33
10          Aspen  22    22 37.08 14.6974  33
11          Aspen  39    22 37.08 14.6974  33
12         Yanaki  61    25 37.08 14.6974  33
13        Carlota  18    20 37.08 14.6974  33
14        Carlota  22    20 37.08 14.6974  33
15        Carlota  52    20 37.08 14.6974  33
16        Carlota  22    20 37.08 14.6974  33
17         Sunset  18    35 37.08 14.6974  33
18         Yanaki  55    25 37.08 14.6974  33
19          Aspen  20    22 37.08 14.6974  33
20        Carlota  42    20 37.08 14.6974  33
21  Delicate Arch  30    45 37.08 14.6974  33
22         Yanaki  64    25 37.08 14.6974  33
23         Yanaki  63    25 37.08 14.6974  33
24         Yanaki  41    25 37.08 14.6974  33
25          Aspen  21    22 37.08 14.6974  33
26         Sunset  63    35 37.08 14.6974  33
27          Aspen  54    22 37.08 14.6974  33
28         Yanaki  18    25 37.08 14.6974  33
29        Carlota  26    20 37.08 14.6974  33
30          Aspen  59    22 37.08 14.6974  33
31         Yanaki  30    25 37.08 14.6974  33
32          Aspen  64    22 37.08 14.6974  33
33          Aspen  30    22 37.08 14.6974  33
34          Aspen  41    22 37.08 14.6974  33
35         Yanaki  23    25 37.08 14.6974  33
36  Delicate Arch  52    45 37.08 14.6974  33
37          Aspen  18    22 37.08 14.6974  33
38        Carlota  32    20 37.08 14.6974  33
39         Yanaki  22    25 37.08 14.6974  33
40         Yanaki  29    25 37.08 14.6974  33
41         Bellen  25    30 37.08 14.6974  33
42          Aspen  63    22 37.08 14.6974  33
43         Sunset  26    35 37.08 14.6974  33
44  Delicate Arch  31    45 37.08 14.6974  33
45  Delicate Arch  23    45 37.08 14.6974  33
46  Delicate Arch  42    45 37.08 14.6974  33
47        Carlota  28    20 37.08 14.6974  33
48        Carlota  23    20 37.08 14.6974  33
49        Carlota  19    20 37.08 14.6974  33
50         Yanaki  37    25 37.08 14.6974  33
51          Aspen  38    22 37.08 14.6974  33
52         Yanaki  50    25 37.08 14.6974  33
53          Aspen  26    22 37.08 14.6974  33
54        Carlota  33    20 37.08 14.6974  33
55          Aspen  59    22 37.08 14.6974  33
56          Aspen  32    22 37.08 14.6974  33
57        Carlota  27    20 37.08 14.6974  33
58         Bellen  54    30 37.08 14.6974  33
59          Aspen  63    22 37.08 14.6974  33
60        Carlota  48    20 37.08 14.6974  33
61        Carlota  29    20 37.08 14.6974  33
62  Delicate Arch  38    45 37.08 14.6974  33
63  Delicate Arch  24    45 37.08 14.6974  33
64        Carlota  51    20 37.08 14.6974  33
65  Delicate Arch  25    45 37.08 14.6974  33
66        Carlota  65    20 37.08 14.6974  33
67         Yanaki  35    25 37.08 14.6974  33
68         Sunset  35    35 37.08 14.6974  33
69         Yanaki  21    25 37.08 14.6974  33
70         Sunset  47    35 37.08 14.6974  33
71         Sunset  62    35 37.08 14.6974  33
72        Carlota  63    20 37.08 14.6974  33
73         Bellen  23    30 37.08 14.6974  33
74         Yanaki  59    25 37.08 14.6974  33
75          Aspen  48    22 37.08 14.6974  33
76         Yanaki  57    25 37.08 14.6974  33
77  Delicate Arch  19    45 37.08 14.6974  33
78         Yanaki  48    25 37.08 14.6974  33
79          Aspen  21    22 37.08 14.6974  33
80        Carlota  40    20 37.08 14.6974  33
81         Yanaki  25    25 37.08 14.6974  33
82         Yanaki  59    25 37.08 14.6974  33
83        Carlota  57    20 37.08 14.6974  33
84        Carlota  56    20 37.08 14.6974  33
85         Yanaki  19    25 37.08 14.6974  33
86          Aspen  54    22 37.08 14.6974  33
87  Delicate Arch  65    45 37.08 14.6974  33
88          Aspen  25    22 37.08 14.6974  33
89         Yanaki  30    25 37.08 14.6974  33
90  Delicate Arch  57    45 37.08 14.6974  33
91         Yanaki  43    25 37.08 14.6974  33
92         Yanaki  44    25 37.08 14.6974  33
93         Bellen  21    30 37.08 14.6974  33
94         Bellen  20    30 37.08 14.6974  33
95        Carlota  49    20 37.08 14.6974  33
96          Aspen  37    22 37.08 14.6974  33
97        Carlota  26    20 37.08 14.6974  33
98  Delicate Arch  62    45 37.08 14.6974  33
99         Yanaki  38    25 37.08 14.6974  33
100        Yanaki  55    25 37.08 14.6974  33
101        Yanaki  24    25 37.08 14.6974  33
102       Carlota  30    20 37.08 14.6974  33
103         Aspen  39    22 37.08 14.6974  33
104 Delicate Arch  59    45 37.08 14.6974  33
105        Yanaki  26    25 37.08 14.6974  33
106        Sunset  33    35 37.08 14.6974  33
107        Bellen  20    30 37.08 14.6974  33
108         Aspen  18    22 37.08 14.6974  33
109        Yanaki  19    25 37.08 14.6974  33
110         Aspen  61    22 37.08 14.6974  33
111        Yanaki  39    25 37.08 14.6974  33
112         Aspen  52    22 37.08 14.6974  33
113        Sunset  20    35 37.08 14.6974  33
114 Delicate Arch  50    45 37.08 14.6974  33
115         Aspen  29    22 37.08 14.6974  33
116 Delicate Arch  55    45 37.08 14.6974  33
117 Delicate Arch  18    45 37.08 14.6974  33
118         Aspen  39    22 37.08 14.6974  33
119       Carlota  35    20 37.08 14.6974  33
120        Bellen  38    30 37.08 14.6974  33
121        Yanaki  20    25 37.08 14.6974  33
122         Aspen  60    22 37.08 14.6974  33
123        Sunset  61    35 37.08 14.6974  33
124         Aspen  62    22 37.08 14.6974  33
125        Yanaki  21    25 37.08 14.6974  33
126         Aspen  40    22 37.08 14.6974  33
127        Bellen  25    30 37.08 14.6974  33
128        Yanaki  50    25 37.08 14.6974  33
129        Bellen  24    30 37.08 14.6974  33
130       Carlota  28    20 37.08 14.6974  33
131        Yanaki  22    25 37.08 14.6974  33
132         Aspen  22    22 37.08 14.6974  33
133        Bellen  27    30 37.08 14.6974  33
134        Sunset  54    35 37.08 14.6974  33
135        Bellen  25    30 37.08 14.6974  33
136        Sunset  25    35 37.08 14.6974  33
137        Yanaki  30    25 37.08 14.6974  33
138        Yanaki  59    25 37.08 14.6974  33
139       Carlota  51    20 37.08 14.6974  33
140 Delicate Arch  38    45 37.08 14.6974  33
141       Carlota  28    20 37.08 14.6974  33
142         Aspen  30    22 37.08 14.6974  33
143        Bellen  43    30 37.08 14.6974  33
144 Delicate Arch  42    45 37.08 14.6974  33
145        Bellen  24    30 37.08 14.6974  33
146       Carlota  47    20 37.08 14.6974  33
147        Yanaki  23    25 37.08 14.6974  33
148        Yanaki  59    25 37.08 14.6974  33
149       Carlota  22    20 37.08 14.6974  33
150        Bellen  27    30 37.08 14.6974  33
151         Aspen  65    22 37.08 14.6974  33
152       Carlota  27    20 37.08 14.6974  33
153       Carlota  27    20 37.08 14.6974  33
154       Carlota  28    20 37.08 14.6974  33
155        Bellen  22    30 37.08 14.6974  33
156        Yanaki  42    25 37.08 14.6974  33
157 Delicate Arch  25    45 37.08 14.6974  33
158         Aspen  41    22 37.08 14.6974  33
159        Bellen  46    30 37.08 14.6974  33
160        Sunset  41    35 37.08 14.6974  33
161        Yanaki  29    25 37.08 14.6974  33
162        Yanaki  50    25 37.08 14.6974  33
163       Carlota  50    20 37.08 14.6974  33
164       Carlota  34    20 37.08 14.6974  33
165         Aspen  24    22 37.08 14.6974  33
166        Yanaki  29    25 37.08 14.6974  33
167       Carlota  35    20 37.08 14.6974  33
168        Yanaki  24    25 37.08 14.6974  33
169         Aspen  23    22 37.08 14.6974  33
170       Carlota  31    20 37.08 14.6974  33
171        Bellen  24    30 37.08 14.6974  33
172       Carlota  30    20 37.08 14.6974  33
173       Carlota  22    20 37.08 14.6974  33
174       Carlota  43    20 37.08 14.6974  33
175       Carlota  55    20 37.08 14.6974  33
176 Delicate Arch  38    45 37.08 14.6974  33
177        Yanaki  28    25 37.08 14.6974  33
178         Aspen  30    22 37.08 14.6974  33
179        Yanaki  35    25 37.08 14.6974  33
180 Delicate Arch  41    45 37.08 14.6974  33
181        Yanaki  28    25 37.08 14.6974  33
182        Bellen  65    30 37.08 14.6974  33
183         Aspen  20    22 37.08 14.6974  33
184        Sunset  39    35 37.08 14.6974  33
185         Aspen  19    22 37.08 14.6974  33
186       Carlota  64    20 37.08 14.6974  33
187        Yanaki  42    25 37.08 14.6974  33
188        Yanaki  24    25 37.08 14.6974  33
189        Yanaki  24    25 37.08 14.6974  33
190        Bellen  18    30 37.08 14.6974  33
191        Bellen  36    30 37.08 14.6974  33
192       Carlota  61    20 37.08 14.6974  33
193        Yanaki  22    25 37.08 14.6974  33
194         Aspen  55    22 37.08 14.6974  33
195        Sunset  27    35 37.08 14.6974  33
196        Yanaki  49    25 37.08 14.6974  33
197       Carlota  29    20 37.08 14.6974  33
198         Aspen  33    22 37.08 14.6974  33
199        Yanaki  52    25 37.08 14.6974  33
200         Aspen  26    22 37.08 14.6974  33

0.3 summarize()

Important

What it does: collapses all rows and returns a one-row summary. R will recognize both the British and American spelling (summarise/summarize).

In the following example, summarize() allows us to calculate the mean price of all of the products within our dataset.

Code 
Boom %>% 
  summarize(avg.price = mean(Price))
  avg.price
1     22.94

Similar to mutate(), we can also perform multiple operations with summarize() and nest other useful functions inside it:

Code 
Boom %>% 
  summarize(avg.price = mean(Price),  # average price of all products
            dbl.price = mean(Price) * 2, # calculating double the average price
            random.add = 1 + 2, # a math operation without an existing variable 
            avg.age = mean(Age),     # average age  of all customers
            stdev.price = sd(Price))     # calculating the standard deviation 
  avg.price dbl.price random.add avg.age stdev.price
1     22.94     45.88          3   37.08    2.948452

0.4 group_by() and ungroup()

Important

Takes existing data and groups specific variables together for future operations. Many operations are performed on groups.

Example: Grouping by age and sex (male/female) might be useful in a dataset if we care about how females of a certain age scored compared to males of a certain age (or comparing ages within males or within females).

Important

Let’s create a sample dataset to reflect this example (to avoid entry errors, copy and paste this into your script):

Code 
## Creating identification number to represent 50 individual people
ID <- c(1:50)

## Creating sex variable (25 males/25 females)
Sex <- rep(c("male", "female"), 25) # rep stands for replicate

## Creating age variable (20-39 year olds)
Age <- c(26, 25, 39, 37, 31, 34, 34, 30, 26, 33, 
         39, 28, 26, 29, 33, 22, 35, 23, 26, 36, 
         21, 20, 31, 21, 35, 39, 36, 22, 22, 25, 
         27, 30, 26, 34, 38, 39, 30, 29, 26, 25, 
         26, 36, 23, 21, 21, 39, 26, 26, 27, 21) 

## Creating a dependent variable called Score
Score <- c(0.010, 0.418, 0.014, 0.090, 0.061, 0.328, 0.656, 0.002, 0.639, 0.173, 
           0.076, 0.152, 0.467, 0.186, 0.520, 0.493, 0.388, 0.501, 0.800, 0.482, 
           0.384, 0.046, 0.920, 0.865, 0.625, 0.035, 0.501, 0.851, 0.285, 0.752, 
           0.686, 0.339, 0.710, 0.665, 0.214, 0.560, 0.287, 0.665, 0.630, 0.567, 
           0.812, 0.637, 0.772, 0.905, 0.405, 0.363, 0.773, 0.410, 0.535, 0.449)

## Creating a unified dataset that puts together all the variables
data <- tibble(ID, Sex, Age, Score)
data
# A tibble: 50 × 4
      ID Sex      Age Score
   <int> <chr>  <dbl> <dbl>
 1     1 male      26 0.01 
 2     2 female    25 0.418
 3     3 male      39 0.014
 4     4 female    37 0.09 
 5     5 male      31 0.061
 6     6 female    34 0.328
 7     7 male      34 0.656
 8     8 female    30 0.002
 9     9 male      26 0.639
10    10 female    33 0.173
# ℹ 40 more rows

0.5 summarize() and group_by()

Important

Let’s say that I want calculate/compare the average Score (and other measures) for males and females separately:

Code 
data %>% 
  group_by(Sex) %>% 
  summarize(m = mean(Score), # calculates the mean
            s = sd(Score),   # calculates the standard deviation
            n = n()) %>%     # calculates the total number of observations
  ungroup()
# A tibble: 2 × 4
  Sex        m     s     n
  <chr>  <dbl> <dbl> <int>
1 female 0.437 0.268    25
2 male   0.487 0.268    25

Note

In the above code, we have grouped by Sex, meaning that calculations performed on our data will account for males and females separately. Following code execution, the console displays the mean Score, the standard deviation (sd), and the total number of participants (n()) for females and for males (group_by(Sex)). That is, the average Score for females is 0.437 and the average Score for males is 0.487.

Important

Let’s group by Sex and Age next (the order in which the variables appear within group_by() doesn’t matter):

Code 
data %>% 
  group_by(Sex, Age) %>%     # grouped by Sex and Age
  summarize(m = mean(Score),
            s = sd(Score),   
            n = n()) %>% 
  ungroup()
# A tibble: 27 × 5
   Sex      Age     m      s     n
   <chr>  <dbl> <dbl>  <dbl> <int>
 1 female    20 0.046 NA         1
 2 female    21 0.740  0.253     3
 3 female    22 0.672  0.253     2
 4 female    23 0.501 NA         1
 5 female    25 0.579  0.167     3
 6 female    26 0.41  NA         1
 7 female    28 0.152 NA         1
 8 female    29 0.426  0.339     2
 9 female    30 0.170  0.238     2
10 female    33 0.173 NA         1
# ℹ 17 more rows

Note

There are now considerably more rows (27 rows) in this output. When performing calculations, R now considers each combination of Age and Sex. For example, the average 25-year-old female had a score of 0.579.

We also see that there are some missing standard deviation values (NaN). This is because calculating standard deviation requires more than one participant/observation.

0.6 mutate() and group_by()

Important

We could also utilize mutate() after group_by() to add a new column based on the group.

Code 
data %>% 
  group_by(Sex) %>% 
  mutate(m = mean(Score)) %>% # calculates mean score by Sex
  ungroup()
# A tibble: 50 × 5
      ID Sex      Age Score     m
   <int> <chr>  <dbl> <dbl> <dbl>
 1     1 male      26 0.01  0.487
 2     2 female    25 0.418 0.437
 3     3 male      39 0.014 0.487
 4     4 female    37 0.09  0.437
 5     5 male      31 0.061 0.487
 6     6 female    34 0.328 0.437
 7     7 male      34 0.656 0.487
 8     8 female    30 0.002 0.437
 9     9 male      26 0.639 0.487
10    10 female    33 0.173 0.437
# ℹ 40 more rows

Important

Instead of collapsing all rows to a summary value, mutate() adds a new column (m) containing the average male and female score. The averaged scores in column m correspond to the value in the Sex column (0.487 for males and 0.437 for females).

0.7 Ungrouping

Important

Notice that ungroup() is always used after the group() command after performing calculations. If you forget to ungroup() data, future data management will likely produce errors. Always ungroup() when you’ve finished with your calculations.

0.8 filter()

Important

Function: Only retain specific rows of data that meet the specified requirement(s).

Only display data from the Boom dataset that have a Region value of Mid West:

Code 
Boom <- read.csv("BOOM.csv")
Boom %>% filter(Region == "Mid West")
    No  Date    Coupon    Paymentmethod   Region Price Units Revenue
1   11 40512    Coupon           PayPal Mid West 21.95     2   43.90
2   12 40434 No Coupon       Mastercard Mid West 19.95     5   99.75
3   13 40474 No Coupon             Visa Mid West 22.95     5  114.75
4   15 40441 No Coupon American Express Mid West 22.95     5  114.75
5   20 40460    Coupon           PayPal Mid West 22.95     1   22.95
6   22 40490    Coupon             Visa Mid West 19.95     1   19.95
7   23 40338    Coupon           PayPal Mid West 19.95     5   99.75
8   30 40282 No Coupon           PayPal Mid West 21.95     3   65.85
9   39 40195    Coupon American Express Mid West 19.95     1   19.95
10  41 40528 No Coupon       Mastercard Mid West 24.95     5  124.75
11  43 40311 No Coupon       Mastercard Mid West 24.95     7  174.65
12  45 40298 No Coupon           PayPal Mid West 29.95     5  149.75
13  46 40370    Coupon           PayPal Mid West 29.95     1   29.95
14  49 40498 No Coupon       Mastercard Mid West 22.95     7  160.65
15  52 40255    Coupon       Mastercard Mid West 19.95     6  119.70
16  55 40491 No Coupon           PayPal Mid West 21.95     3   65.85
17  56 40388 No Coupon             Visa Mid West 21.95     5  109.75
18  57 40519 No Coupon             Visa Mid West 22.95     5  114.75
19  67 40407 No Coupon           PayPal Mid West 19.95     3   59.85
20  69 40187 No Coupon             Visa Mid West 19.95     2   39.90
21  73 40255 No Coupon American Express Mid West 24.95    10  249.50
22  77 40261 No Coupon         Discover Mid West 29.95     1   29.95
23  78 40387    Coupon       Mastercard Mid West 19.95     1   19.95
24  81 40408 No Coupon             Visa Mid West 19.95     4   79.80
25  86 40535 No Coupon             Visa Mid West 21.95     5  109.75
26  87 40327 No Coupon           PayPal Mid West 29.95     2   59.90
27 102 40260 No Coupon           PayPal Mid West 22.95     5  114.75
28 103 40517    Coupon             Visa Mid West 21.95     1   21.95
29 106 40525 No Coupon             Visa Mid West 24.95     1   24.95
30 118 40202    Coupon       Mastercard Mid West 21.95     3   65.85
31 122 40371 No Coupon         Discover Mid West 21.95     6  131.70
32 123 40301 No Coupon             Visa Mid West 24.95     2   49.90
33 125 40239 No Coupon             Visa Mid West 19.95     1   19.95
34 131 40536 No Coupon             Visa Mid West 19.95     6  119.70
35 136 40362 No Coupon             Visa Mid West 24.95     2   49.90
36 145 40303 No Coupon             Visa Mid West 24.95     2   49.90
37 146 40415    Coupon             Visa Mid West 22.95     1   22.95
38 147 40476 No Coupon           PayPal Mid West 19.95     1   19.95
39 150 40451    Coupon             Visa Mid West 24.95     2   49.90
40 152 40269 No Coupon       Mastercard Mid West 22.95     2   45.90
41 162 40513 No Coupon             Visa Mid West 19.95     1   19.95
42 163 40543    Coupon             Visa Mid West 22.95     1   22.95
43 164 40298    Coupon           PayPal Mid West 22.95     2   45.90
44 167 40393 No Coupon       Mastercard Mid West 22.95     1   22.95
45 170 40264 No Coupon           PayPal Mid West 22.95     7  160.65
46 171 40459    Coupon           PayPal Mid West 24.95     2   49.90
47 172 40393 No Coupon             Visa Mid West 22.95     1   22.95
48 178 40500    Coupon           PayPal Mid West 21.95     2   43.90
49 182 40216 No Coupon         Discover Mid West 24.95     7  174.65
50 184 40484 No Coupon             Visa Mid West 24.95     5  124.75
51 188 40411    Coupon           PayPal Mid West 19.95     1   19.95
52 189 40418    Coupon           PayPal Mid West 19.95     1   19.95
53 190 40349 No Coupon American Express Mid West 24.95     4   99.80
54 192 40465 No Coupon       Mastercard Mid West 22.95     5  114.75
55 196 40183 No Coupon           PayPal Mid West 19.95     1   19.95
         Product Age Range
1          Aspen  39    22
2         Yanaki  61    25
3        Carlota  18    20
4        Carlota  52    20
5        Carlota  42    20
6         Yanaki  64    25
7         Yanaki  63    25
8          Aspen  59    22
9         Yanaki  22    25
10        Bellen  25    30
11        Sunset  26    35
12 Delicate Arch  23    45
13 Delicate Arch  42    45
14       Carlota  19    20
15        Yanaki  50    25
16         Aspen  59    22
17         Aspen  32    22
18       Carlota  27    20
19        Yanaki  35    25
20        Yanaki  21    25
21        Bellen  23    30
22 Delicate Arch  19    45
23        Yanaki  48    25
24        Yanaki  25    25
25         Aspen  54    22
26 Delicate Arch  65    45
27       Carlota  30    20
28         Aspen  39    22
29        Sunset  33    35
30         Aspen  39    22
31         Aspen  60    22
32        Sunset  61    35
33        Yanaki  21    25
34        Yanaki  22    25
35        Sunset  25    35
36        Bellen  24    30
37       Carlota  47    20
38        Yanaki  23    25
39        Bellen  27    30
40       Carlota  27    20
41        Yanaki  50    25
42       Carlota  50    20
43       Carlota  34    20
44       Carlota  35    20
45       Carlota  31    20
46        Bellen  24    30
47       Carlota  30    20
48         Aspen  30    22
49        Bellen  65    30
50        Sunset  39    35
51        Yanaki  24    25
52        Yanaki  24    25
53        Bellen  18    30
54       Carlota  61    20
55        Yanaki  49    25

Important

Only display data from Boom that have a Region value of West or Mid West and an Age at or under 30 (notice how the or statement is obtained with | while the and statement is achieved through a comma):

Code 
Boom %>%
  filter(Region == "West" | Region == "Mid West", Age <= 30)
    No  Date    Coupon    Paymentmethod   Region Price Units Revenue
1    1 40320    Coupon       Mastercard     West 22.95     2   45.90
2    5 40328    Coupon             Visa     West 19.95     4   79.80
3    7 40259    Coupon             Visa     West 19.95     3   59.85
4    9 40307 No Coupon American Express     West 19.95     6  119.70
5   10 40418 No Coupon             Visa     West 21.95     2   43.90
6   13 40474 No Coupon             Visa Mid West 22.95     5  114.75
7   14 40440 No Coupon           PayPal     West 22.95     4   91.80
8   16 40196    Coupon             Visa     West 22.95     1   22.95
9   17 40387 No Coupon         Discover     West 24.95     5  124.75
10  28 40494 No Coupon American Express     West 19.95     1   19.95
11  29 40309 No Coupon         Discover     West 22.95     4   91.80
12  31 40401 No Coupon         Discover     West 19.95     2   39.90
13  33 40199 No Coupon           PayPal     West 21.95     3   65.85
14  37 40428 No Coupon           PayPal     West 21.95     3   65.85
15  39 40195    Coupon American Express Mid West 19.95     1   19.95
16  41 40528 No Coupon       Mastercard Mid West 24.95     5  124.75
17  43 40311 No Coupon       Mastercard Mid West 24.95     7  174.65
18  45 40298 No Coupon           PayPal Mid West 29.95     5  149.75
19  48 40417 No Coupon             Visa     West 22.95     7  160.65
20  49 40498 No Coupon       Mastercard Mid West 22.95     7  160.65
21  53 40284 No Coupon         Discover     West 21.95     3   65.85
22  57 40519 No Coupon             Visa Mid West 22.95     5  114.75
23  65 40483    Coupon       Mastercard     West 29.95     7  209.65
24  69 40187 No Coupon             Visa Mid West 19.95     2   39.90
25  73 40255 No Coupon American Express Mid West 24.95    10  249.50
26  77 40261 No Coupon         Discover Mid West 29.95     1   29.95
27  81 40408 No Coupon             Visa Mid West 19.95     4   79.80
28  85 40284 No Coupon             Visa     West 19.95     1   19.95
29  88 40299    Coupon           PayPal     West 21.95     2   43.90
30  89 40362 No Coupon American Express     West 19.95     2   39.90
31  94 40260 No Coupon           PayPal     West 24.95     1   24.95
32  97 40539 No Coupon           PayPal     West 22.95     6  137.70
33 102 40260 No Coupon           PayPal Mid West 22.95     5  114.75
34 107 40456 No Coupon             Visa     West 24.95     4   99.80
35 108 40180 No Coupon             Visa     West 21.95     4   87.80
36 113 40487 No Coupon             Visa     West 24.95     5  124.75
37 117 40446 No Coupon American Express     West 29.95     3   89.85
38 125 40239 No Coupon             Visa Mid West 19.95     1   19.95
39 127 40193 No Coupon             Visa     West 24.95     1   24.95
40 129 40264 No Coupon             Visa     West 24.95     1   24.95
41 130 40401    Coupon           PayPal     West 22.95     5  114.75
42 131 40536 No Coupon             Visa Mid West 19.95     6  119.70
43 132 40509 No Coupon           PayPal     West 21.95     2   43.90
44 133 40249 No Coupon             Visa     West 24.95     1   24.95
45 135 40210 No Coupon       Mastercard     West 24.95     1   24.95
46 136 40362 No Coupon             Visa Mid West 24.95     2   49.90
47 142 40500    Coupon         Discover     West 21.95     1   21.95
48 145 40303 No Coupon             Visa Mid West 24.95     2   49.90
49 147 40476 No Coupon           PayPal Mid West 19.95     1   19.95
50 149 40384    Coupon       Mastercard     West 22.95     4   91.80
51 150 40451    Coupon             Visa Mid West 24.95     2   49.90
52 152 40269 No Coupon       Mastercard Mid West 22.95     2   45.90
53 154 40185 No Coupon           PayPal     West 22.95     2   45.90
54 155 40382    Coupon           PayPal     West 24.95     1   24.95
55 161 40292 No Coupon       Mastercard     West 19.95     4   79.80
56 165 40253    Coupon American Express     West 21.95     3   65.85
57 166 40206 No Coupon       Mastercard     West 19.95     7  139.65
58 168 40493 No Coupon             Visa     West 19.95     2   39.90
59 171 40459    Coupon           PayPal Mid West 24.95     2   49.90
60 172 40393 No Coupon             Visa Mid West 22.95     1   22.95
61 173 40247    Coupon             Visa     West 22.95     2   45.90
62 177 40247    Coupon             Visa     West 19.95     2   39.90
63 178 40500    Coupon           PayPal Mid West 21.95     2   43.90
64 183 40334 No Coupon       Mastercard     West 21.95     3   65.85
65 188 40411    Coupon           PayPal Mid West 19.95     1   19.95
66 189 40418    Coupon           PayPal Mid West 19.95     1   19.95
67 190 40349 No Coupon American Express Mid West 24.95     4   99.80
68 193 40394 No Coupon             Visa     West 19.95     3   59.85
69 195 40486 No Coupon American Express     West 24.95     3   74.85
70 197 40523    Coupon             Visa     West 22.95     1   22.95
71 200 40528    Coupon           PayPal     West 21.95     6  131.70
         Product Age Range
1        Carlota  21    20
2         Yanaki  22    25
3         Yanaki  18    25
4         Yanaki  27    25
5          Aspen  22    22
6        Carlota  18    20
7        Carlota  22    20
8        Carlota  22    20
9         Sunset  18    35
10        Yanaki  18    25
11       Carlota  26    20
12        Yanaki  30    25
13         Aspen  30    22
14         Aspen  18    22
15        Yanaki  22    25
16        Bellen  25    30
17        Sunset  26    35
18 Delicate Arch  23    45
19       Carlota  23    20
20       Carlota  19    20
21         Aspen  26    22
22       Carlota  27    20
23 Delicate Arch  25    45
24        Yanaki  21    25
25        Bellen  23    30
26 Delicate Arch  19    45
27        Yanaki  25    25
28        Yanaki  19    25
29         Aspen  25    22
30        Yanaki  30    25
31        Bellen  20    30
32       Carlota  26    20
33       Carlota  30    20
34        Bellen  20    30
35         Aspen  18    22
36        Sunset  20    35
37 Delicate Arch  18    45
38        Yanaki  21    25
39        Bellen  25    30
40        Bellen  24    30
41       Carlota  28    20
42        Yanaki  22    25
43         Aspen  22    22
44        Bellen  27    30
45        Bellen  25    30
46        Sunset  25    35
47         Aspen  30    22
48        Bellen  24    30
49        Yanaki  23    25
50       Carlota  22    20
51        Bellen  27    30
52       Carlota  27    20
53       Carlota  28    20
54        Bellen  22    30
55        Yanaki  29    25
56         Aspen  24    22
57        Yanaki  29    25
58        Yanaki  24    25
59        Bellen  24    30
60       Carlota  30    20
61       Carlota  22    20
62        Yanaki  28    25
63         Aspen  30    22
64         Aspen  20    22
65        Yanaki  24    25
66        Yanaki  24    25
67        Bellen  18    30
68        Yanaki  22    25
69        Sunset  27    35
70       Carlota  29    20
71         Aspen  26    22

Important

An alternative method that achieves the same outcome:

(read as: in the Boom dataset, show me Region values that match what’s inside the vector c(“West”, “Mid West”))

Code 
Boom %>%
  filter(Region %in% c("West", "Mid West"), Age <= 300)
     No  Date    Coupon    Paymentmethod   Region Price Units Revenue
1     1 40320    Coupon       Mastercard     West 22.95     2   45.90
2     2 40358    Coupon       Mastercard     West 19.95     1   19.95
3     4 40421 No Coupon American Express     West 19.95     1   19.95
4     5 40328    Coupon             Visa     West 19.95     4   79.80
5     7 40259    Coupon             Visa     West 19.95     3   59.85
6     8 40343 No Coupon         Discover     West 19.95     7  139.65
7     9 40307 No Coupon American Express     West 19.95     6  119.70
8    10 40418 No Coupon             Visa     West 21.95     2   43.90
9    11 40512    Coupon           PayPal Mid West 21.95     2   43.90
10   12 40434 No Coupon       Mastercard Mid West 19.95     5   99.75
11   13 40474 No Coupon             Visa Mid West 22.95     5  114.75
12   14 40440 No Coupon           PayPal     West 22.95     4   91.80
13   15 40441 No Coupon American Express Mid West 22.95     5  114.75
14   16 40196    Coupon             Visa     West 22.95     1   22.95
15   17 40387 No Coupon         Discover     West 24.95     5  124.75
16   20 40460    Coupon           PayPal Mid West 22.95     1   22.95
17   22 40490    Coupon             Visa Mid West 19.95     1   19.95
18   23 40338    Coupon           PayPal Mid West 19.95     5   99.75
19   27 40381 No Coupon American Express     West 21.95     1   21.95
20   28 40494 No Coupon American Express     West 19.95     1   19.95
21   29 40309 No Coupon         Discover     West 22.95     4   91.80
22   30 40282 No Coupon           PayPal Mid West 21.95     3   65.85
23   31 40401 No Coupon         Discover     West 19.95     2   39.90
24   32 40496 No Coupon             Visa     West 21.95     2   43.90
25   33 40199 No Coupon           PayPal     West 21.95     3   65.85
26   34 40280    Coupon American Express     West 21.95     2   43.90
27   36 40470    Coupon             Visa     West 29.95     1   29.95
28   37 40428 No Coupon           PayPal     West 21.95     3   65.85
29   38 40440 No Coupon           PayPal     West 22.95     1   22.95
30   39 40195    Coupon American Express Mid West 19.95     1   19.95
31   41 40528 No Coupon       Mastercard Mid West 24.95     5  124.75
32   42 40367 No Coupon           PayPal     West 21.95     1   21.95
33   43 40311 No Coupon       Mastercard Mid West 24.95     7  174.65
34   44 40240    Coupon         Discover     West 29.95     1   29.95
35   45 40298 No Coupon           PayPal Mid West 29.95     5  149.75
36   46 40370    Coupon           PayPal Mid West 29.95     1   29.95
37   48 40417 No Coupon             Visa     West 22.95     7  160.65
38   49 40498 No Coupon       Mastercard Mid West 22.95     7  160.65
39   50 40204    Coupon             Visa     West 19.95     6  119.70
40   52 40255    Coupon       Mastercard Mid West 19.95     6  119.70
41   53 40284 No Coupon         Discover     West 21.95     3   65.85
42   55 40491 No Coupon           PayPal Mid West 21.95     3   65.85
43   56 40388 No Coupon             Visa Mid West 21.95     5  109.75
44   57 40519 No Coupon             Visa Mid West 22.95     5  114.75
45   58 40504    Coupon American Express     West 24.95    10  249.50
46   59 40188 No Coupon           PayPal     West 21.95     5  109.75
47   62 40342    Coupon             Visa     West 29.95     4  119.80
48   64 40392 No Coupon             Visa     West 22.95     5  114.75
49   65 40483    Coupon       Mastercard     West 29.95     7  209.65
50   66 40490 No Coupon             Visa     West 22.95     5  114.75
51   67 40407 No Coupon           PayPal Mid West 19.95     3   59.85
52   69 40187 No Coupon             Visa Mid West 19.95     2   39.90
53   70 40461 No Coupon       Mastercard     West 24.95     5  124.75
54   73 40255 No Coupon American Express Mid West 24.95    10  249.50
55   75 40435    Coupon             Visa     West 21.95     2   43.90
56   77 40261 No Coupon         Discover Mid West 29.95     1   29.95
57   78 40387    Coupon       Mastercard Mid West 19.95     1   19.95
58   80 40242 No Coupon American Express     West 22.95     1   22.95
59   81 40408 No Coupon             Visa Mid West 19.95     4   79.80
60   83 40531 No Coupon             Visa     West 22.95     5  114.75
61   84 40364    Coupon         Discover     West 22.95     1   22.95
62   85 40284 No Coupon             Visa     West 19.95     1   19.95
63   86 40535 No Coupon             Visa Mid West 21.95     5  109.75
64   87 40327 No Coupon           PayPal Mid West 29.95     2   59.90
65   88 40299    Coupon           PayPal     West 21.95     2   43.90
66   89 40362 No Coupon American Express     West 19.95     2   39.90
67   90 40402 No Coupon       Mastercard     West 29.95     7  209.65
68   91 40350    Coupon           PayPal     West 19.95     1   19.95
69   94 40260 No Coupon           PayPal     West 24.95     1   24.95
70   95 40200    Coupon             Visa     West 22.95     7  160.65
71   97 40539 No Coupon           PayPal     West 22.95     6  137.70
72   99 40295 No Coupon           PayPal     West 19.95     6  119.70
73  100 40305 No Coupon             Visa     West 19.95     1   19.95
74  102 40260 No Coupon           PayPal Mid West 22.95     5  114.75
75  103 40517    Coupon             Visa Mid West 21.95     1   21.95
76  106 40525 No Coupon             Visa Mid West 24.95     1   24.95
77  107 40456 No Coupon             Visa     West 24.95     4   99.80
78  108 40180 No Coupon             Visa     West 21.95     4   87.80
79  110 40297 No Coupon           PayPal     West 21.95     3   65.85
80  112 40538    Coupon         Discover     West 21.95     1   21.95
81  113 40487 No Coupon             Visa     West 24.95     5  124.75
82  114 40497 No Coupon             Visa     West 29.95     1   29.95
83  116 40289 No Coupon             Visa     West 29.95     4  119.80
84  117 40446 No Coupon American Express     West 29.95     3   89.85
85  118 40202    Coupon       Mastercard Mid West 21.95     3   65.85
86  122 40371 No Coupon         Discover Mid West 21.95     6  131.70
87  123 40301 No Coupon             Visa Mid West 24.95     2   49.90
88  124 40246    Coupon           PayPal     West 21.95     2   43.90
89  125 40239 No Coupon             Visa Mid West 19.95     1   19.95
90  127 40193 No Coupon             Visa     West 24.95     1   24.95
91  128 40500 No Coupon       Mastercard     West 19.95     2   39.90
92  129 40264 No Coupon             Visa     West 24.95     1   24.95
93  130 40401    Coupon           PayPal     West 22.95     5  114.75
94  131 40536 No Coupon             Visa Mid West 19.95     6  119.70
95  132 40509 No Coupon           PayPal     West 21.95     2   43.90
96  133 40249 No Coupon             Visa     West 24.95     1   24.95
97  134 40437    Coupon             Visa     West 24.95     7  174.65
98  135 40210 No Coupon       Mastercard     West 24.95     1   24.95
99  136 40362 No Coupon             Visa Mid West 24.95     2   49.90
100 139 40506 No Coupon             Visa     West 22.95     2   45.90
101 140 40534 No Coupon             Visa     West 29.95     6  179.70
102 142 40500    Coupon         Discover     West 21.95     1   21.95
103 144 40404 No Coupon           PayPal     West 29.95     3   89.85
104 145 40303 No Coupon             Visa Mid West 24.95     2   49.90
105 146 40415    Coupon             Visa Mid West 22.95     1   22.95
106 147 40476 No Coupon           PayPal Mid West 19.95     1   19.95
107 149 40384    Coupon       Mastercard     West 22.95     4   91.80
108 150 40451    Coupon             Visa Mid West 24.95     2   49.90
109 152 40269 No Coupon       Mastercard Mid West 22.95     2   45.90
110 154 40185 No Coupon           PayPal     West 22.95     2   45.90
111 155 40382    Coupon           PayPal     West 24.95     1   24.95
112 158 40186    Coupon       Mastercard     West 21.95     1   21.95
113 159 40331    Coupon           PayPal     West 24.95     1   24.95
114 160 40408 No Coupon         Discover     West 24.95     3   74.85
115 161 40292 No Coupon       Mastercard     West 19.95     4   79.80
116 162 40513 No Coupon             Visa Mid West 19.95     1   19.95
117 163 40543    Coupon             Visa Mid West 22.95     1   22.95
118 164 40298    Coupon           PayPal Mid West 22.95     2   45.90
119 165 40253    Coupon American Express     West 21.95     3   65.85
120 166 40206 No Coupon       Mastercard     West 19.95     7  139.65
121 167 40393 No Coupon       Mastercard Mid West 22.95     1   22.95
122 168 40493 No Coupon             Visa     West 19.95     2   39.90
123 170 40264 No Coupon           PayPal Mid West 22.95     7  160.65
124 171 40459    Coupon           PayPal Mid West 24.95     2   49.90
125 172 40393 No Coupon             Visa Mid West 22.95     1   22.95
126 173 40247    Coupon             Visa     West 22.95     2   45.90
127 175 40204 No Coupon             Visa     West 22.95    10  229.50
128 176 40304 No Coupon American Express     West 29.95     1   29.95
129 177 40247    Coupon             Visa     West 19.95     2   39.90
130 178 40500    Coupon           PayPal Mid West 21.95     2   43.90
131 179 40208    Coupon         Discover     West 19.95     1   19.95
132 180 40361 No Coupon             Visa     West 29.95     2   59.90
133 182 40216 No Coupon         Discover Mid West 24.95     7  174.65
134 183 40334 No Coupon       Mastercard     West 21.95     3   65.85
135 184 40484 No Coupon             Visa Mid West 24.95     5  124.75
136 186 40474 No Coupon             Visa     West 22.95    10  229.50
137 188 40411    Coupon           PayPal Mid West 19.95     1   19.95
138 189 40418    Coupon           PayPal Mid West 19.95     1   19.95
139 190 40349 No Coupon American Express Mid West 24.95     4   99.80
140 192 40465 No Coupon       Mastercard Mid West 22.95     5  114.75
141 193 40394 No Coupon             Visa     West 19.95     3   59.85
142 194 40479    Coupon           PayPal     West 21.95     2   43.90
143 195 40486 No Coupon American Express     West 24.95     3   74.85
144 196 40183 No Coupon           PayPal Mid West 19.95     1   19.95
145 197 40523    Coupon             Visa     West 22.95     1   22.95
146 198 40377 No Coupon           PayPal     West 21.95     7  153.65
147 199 40329 No Coupon             Visa     West 19.95     2   39.90
148 200 40528    Coupon           PayPal     West 21.95     6  131.70
          Product Age Range
1         Carlota  21    20
2          Yanaki  57    25
3          Yanaki  38    25
4          Yanaki  22    25
5          Yanaki  18    25
6          Yanaki  64    25
7          Yanaki  27    25
8           Aspen  22    22
9           Aspen  39    22
10         Yanaki  61    25
11        Carlota  18    20
12        Carlota  22    20
13        Carlota  52    20
14        Carlota  22    20
15         Sunset  18    35
16        Carlota  42    20
17         Yanaki  64    25
18         Yanaki  63    25
19          Aspen  54    22
20         Yanaki  18    25
21        Carlota  26    20
22          Aspen  59    22
23         Yanaki  30    25
24          Aspen  64    22
25          Aspen  30    22
26          Aspen  41    22
27  Delicate Arch  52    45
28          Aspen  18    22
29        Carlota  32    20
30         Yanaki  22    25
31         Bellen  25    30
32          Aspen  63    22
33         Sunset  26    35
34  Delicate Arch  31    45
35  Delicate Arch  23    45
36  Delicate Arch  42    45
37        Carlota  23    20
38        Carlota  19    20
39         Yanaki  37    25
40         Yanaki  50    25
41          Aspen  26    22
42          Aspen  59    22
43          Aspen  32    22
44        Carlota  27    20
45         Bellen  54    30
46          Aspen  63    22
47  Delicate Arch  38    45
48        Carlota  51    20
49  Delicate Arch  25    45
50        Carlota  65    20
51         Yanaki  35    25
52         Yanaki  21    25
53         Sunset  47    35
54         Bellen  23    30
55          Aspen  48    22
56  Delicate Arch  19    45
57         Yanaki  48    25
58        Carlota  40    20
59         Yanaki  25    25
60        Carlota  57    20
61        Carlota  56    20
62         Yanaki  19    25
63          Aspen  54    22
64  Delicate Arch  65    45
65          Aspen  25    22
66         Yanaki  30    25
67  Delicate Arch  57    45
68         Yanaki  43    25
69         Bellen  20    30
70        Carlota  49    20
71        Carlota  26    20
72         Yanaki  38    25
73         Yanaki  55    25
74        Carlota  30    20
75          Aspen  39    22
76         Sunset  33    35
77         Bellen  20    30
78          Aspen  18    22
79          Aspen  61    22
80          Aspen  52    22
81         Sunset  20    35
82  Delicate Arch  50    45
83  Delicate Arch  55    45
84  Delicate Arch  18    45
85          Aspen  39    22
86          Aspen  60    22
87         Sunset  61    35
88          Aspen  62    22
89         Yanaki  21    25
90         Bellen  25    30
91         Yanaki  50    25
92         Bellen  24    30
93        Carlota  28    20
94         Yanaki  22    25
95          Aspen  22    22
96         Bellen  27    30
97         Sunset  54    35
98         Bellen  25    30
99         Sunset  25    35
100       Carlota  51    20
101 Delicate Arch  38    45
102         Aspen  30    22
103 Delicate Arch  42    45
104        Bellen  24    30
105       Carlota  47    20
106        Yanaki  23    25
107       Carlota  22    20
108        Bellen  27    30
109       Carlota  27    20
110       Carlota  28    20
111        Bellen  22    30
112         Aspen  41    22
113        Bellen  46    30
114        Sunset  41    35
115        Yanaki  29    25
116        Yanaki  50    25
117       Carlota  50    20
118       Carlota  34    20
119         Aspen  24    22
120        Yanaki  29    25
121       Carlota  35    20
122        Yanaki  24    25
123       Carlota  31    20
124        Bellen  24    30
125       Carlota  30    20
126       Carlota  22    20
127       Carlota  55    20
128 Delicate Arch  38    45
129        Yanaki  28    25
130         Aspen  30    22
131        Yanaki  35    25
132 Delicate Arch  41    45
133        Bellen  65    30
134         Aspen  20    22
135        Sunset  39    35
136       Carlota  64    20
137        Yanaki  24    25
138        Yanaki  24    25
139        Bellen  18    30
140       Carlota  61    20
141        Yanaki  22    25
142         Aspen  55    22
143        Sunset  27    35
144        Yanaki  49    25
145       Carlota  29    20
146         Aspen  33    22
147        Yanaki  52    25
148         Aspen  26    22

The following code would require the Region be West and Mid West (for which none exists):

Code 
Boom %>%
  filter(Region == "West", Region == "Mid West", Age <= 30)
 [1] No            Date          Coupon        Paymentmethod Region       
 [6] Price         Units         Revenue       Product       Age          
[11] Range        
<0 rows> (or 0-length row.names)

Only display data from Boom that do not have a Region value of Mid West:

Code 
Boom %>% filter(Region != "Mid West")
     No  Date    Coupon    Paymentmethod Region Price Units Revenue
1     1 40320    Coupon       Mastercard   West 22.95     2   45.90
2     2 40358    Coupon       Mastercard   West 19.95     1   19.95
3     3 40487 No Coupon       Mastercard   East 21.95     1   21.95
4     4 40421 No Coupon American Express   West 19.95     1   19.95
5     5 40328    Coupon             Visa   West 19.95     4   79.80
6     6 40456    Coupon           PayPal  South 19.95     4   79.80
7     7 40259    Coupon             Visa   West 19.95     3   59.85
8     8 40343 No Coupon         Discover   West 19.95     7  139.65
9     9 40307 No Coupon American Express   West 19.95     6  119.70
10   10 40418 No Coupon             Visa   West 21.95     2   43.90
11   14 40440 No Coupon           PayPal   West 22.95     4   91.80
12   16 40196    Coupon             Visa   West 22.95     1   22.95
13   17 40387 No Coupon         Discover   West 24.95     5  124.75
14   18 40335 No Coupon           PayPal  South 19.95     1   19.95
15   19 40208 No Coupon           PayPal   East 21.95     4   87.80
16   21 40363 No Coupon           PayPal  South 29.95    10  299.50
17   24 40254    Coupon       Mastercard  South 19.95     2   39.90
18   25 40275 No Coupon             Visa   East 21.95     3   65.85
19   26 40183 No Coupon           PayPal   East 24.95     1   24.95
20   27 40381 No Coupon American Express   West 21.95     1   21.95
21   28 40494 No Coupon American Express   West 19.95     1   19.95
22   29 40309 No Coupon         Discover   West 22.95     4   91.80
23   31 40401 No Coupon         Discover   West 19.95     2   39.90
24   32 40496 No Coupon             Visa   West 21.95     2   43.90
25   33 40199 No Coupon           PayPal   West 21.95     3   65.85
26   34 40280    Coupon American Express   West 21.95     2   43.90
27   35 40333    Coupon       Mastercard  South 19.95     5   99.75
28   36 40470    Coupon             Visa   West 29.95     1   29.95
29   37 40428 No Coupon           PayPal   West 21.95     3   65.85
30   38 40440 No Coupon           PayPal   West 22.95     1   22.95
31   40 40252    Coupon           PayPal  South 19.95     5   99.75
32   42 40367 No Coupon           PayPal   West 21.95     1   21.95
33   44 40240    Coupon         Discover   West 29.95     1   29.95
34   47 40259    Coupon             Visa   East 22.95     2   45.90
35   48 40417 No Coupon             Visa   West 22.95     7  160.65
36   50 40204    Coupon             Visa   West 19.95     6  119.70
37   51 40304 No Coupon       Mastercard   East 21.95     2   43.90
38   53 40284 No Coupon         Discover   West 21.95     3   65.85
39   54 40183 No Coupon           PayPal  South 22.95     1   22.95
40   58 40504    Coupon American Express   West 24.95    10  249.50
41   59 40188 No Coupon           PayPal   West 21.95     5  109.75
42   60 40330 No Coupon             Visa   East 22.95     5  114.75
43   61 40300 No Coupon American Express   East 22.95     5  114.75
44   62 40342    Coupon             Visa   West 29.95     4  119.80
45   63 40225    Coupon       Mastercard   East 29.95     1   29.95
46   64 40392 No Coupon             Visa   West 22.95     5  114.75
47   65 40483    Coupon       Mastercard   West 29.95     7  209.65
48   66 40490 No Coupon             Visa   West 22.95     5  114.75
49   68 40448 No Coupon       Mastercard   East 24.95     5  124.75
50   70 40461 No Coupon       Mastercard   West 24.95     5  124.75
51   71 40543 No Coupon         Discover   East 24.95     1   24.95
52   72 40518 No Coupon           PayPal   East 22.95     1   22.95
53   74 40259 No Coupon             Visa  South 19.95     3   59.85
54   75 40435    Coupon             Visa   West 21.95     2   43.90
55   76 40218 No Coupon       Mastercard  South 19.95     1   19.95
56   79 40416    Coupon       Mastercard  South 21.95     3   65.85
57   80 40242 No Coupon American Express   West 22.95     1   22.95
58   82 40484    Coupon       Mastercard  South 19.95     4   79.80
59   83 40531 No Coupon             Visa   West 22.95     5  114.75
60   84 40364    Coupon         Discover   West 22.95     1   22.95
61   85 40284 No Coupon             Visa   West 19.95     1   19.95
62   88 40299    Coupon           PayPal   West 21.95     2   43.90
63   89 40362 No Coupon American Express   West 19.95     2   39.90
64   90 40402 No Coupon       Mastercard   West 29.95     7  209.65
65   91 40350    Coupon           PayPal   West 19.95     1   19.95
66   92 40527 No Coupon       Mastercard  South 19.95     4   79.80
67   93 40323 No Coupon           PayPal   East 24.95     5  124.75
68   94 40260 No Coupon           PayPal   West 24.95     1   24.95
69   95 40200    Coupon             Visa   West 22.95     7  160.65
70   96 40447 No Coupon       Mastercard  South 21.95     3   65.85
71   97 40539 No Coupon           PayPal   West 22.95     6  137.70
72   98 40383 No Coupon       Mastercard   East 29.95     1   29.95
73   99 40295 No Coupon           PayPal   West 19.95     6  119.70
74  100 40305 No Coupon             Visa   West 19.95     1   19.95
75  101 40240    Coupon American Express   East 19.95     2   39.90
76  104 40493    Coupon           PayPal  South 29.95     6  179.70
77  105 40281 No Coupon         Discover   East 19.95     2   39.90
78  107 40456 No Coupon             Visa   West 24.95     4   99.80
79  108 40180 No Coupon             Visa   West 21.95     4   87.80
80  109 40486    Coupon           PayPal   East 19.95     2   39.90
81  110 40297 No Coupon           PayPal   West 21.95     3   65.85
82  111 40453    Coupon           PayPal   East 19.95    10  199.50
83  112 40538    Coupon         Discover   West 21.95     1   21.95
84  113 40487 No Coupon             Visa   West 24.95     5  124.75
85  114 40497 No Coupon             Visa   West 29.95     1   29.95
86  115 40356    Coupon           PayPal  South 21.95     1   21.95
87  116 40289 No Coupon             Visa   West 29.95     4  119.80
88  117 40446 No Coupon American Express   West 29.95     3   89.85
89  119 40182 No Coupon             Visa  South 22.95     4   91.80
90  120 40304    Coupon American Express  South 24.95     6  149.70
91  121 40351 No Coupon             Visa   East 19.95     3   59.85
92  124 40246    Coupon           PayPal   West 21.95     2   43.90
93  126 40265 No Coupon         Discover  South 21.95     1   21.95
94  127 40193 No Coupon             Visa   West 24.95     1   24.95
95  128 40500 No Coupon       Mastercard   West 19.95     2   39.90
96  129 40264 No Coupon             Visa   West 24.95     1   24.95
97  130 40401    Coupon           PayPal   West 22.95     5  114.75
98  132 40509 No Coupon           PayPal   West 21.95     2   43.90
99  133 40249 No Coupon             Visa   West 24.95     1   24.95
100 134 40437    Coupon             Visa   West 24.95     7  174.65
101 135 40210 No Coupon       Mastercard   West 24.95     1   24.95
102 137 40420 No Coupon           PayPal   East 19.95     1   19.95
103 138 40439    Coupon       Mastercard  South 19.95     2   39.90
104 139 40506 No Coupon             Visa   West 22.95     2   45.90
105 140 40534 No Coupon             Visa   West 29.95     6  179.70
106 141 40291 No Coupon           PayPal  South 22.95     7  160.65
107 142 40500    Coupon         Discover   West 21.95     1   21.95
108 143 40479 No Coupon             Visa  South 24.95     5  124.75
109 144 40404 No Coupon           PayPal   West 29.95     3   89.85
110 148 40390 No Coupon           PayPal   East 19.95     5   99.75
111 149 40384    Coupon       Mastercard   West 22.95     4   91.80
112 151 40454 No Coupon         Discover   East 21.95     1   21.95
113 153 40527 No Coupon American Express   East 22.95     1   22.95
114 154 40185 No Coupon           PayPal   West 22.95     2   45.90
115 155 40382    Coupon           PayPal   West 24.95     1   24.95
116 156 40253 No Coupon           PayPal   East 19.95     2   39.90
117 157 40516 No Coupon American Express   East 29.95     6  179.70
118 158 40186    Coupon       Mastercard   West 21.95     1   21.95
119 159 40331    Coupon           PayPal   West 24.95     1   24.95
120 160 40408 No Coupon         Discover   West 24.95     3   74.85
121 161 40292 No Coupon       Mastercard   West 19.95     4   79.80
122 165 40253    Coupon American Express   West 21.95     3   65.85
123 166 40206 No Coupon       Mastercard   West 19.95     7  139.65
124 168 40493 No Coupon             Visa   West 19.95     2   39.90
125 169 40525    Coupon             Visa  South 21.95     5  109.75
126 173 40247    Coupon             Visa   West 22.95     2   45.90
127 174 40239 No Coupon             Visa   East 22.95     3   68.85
128 175 40204 No Coupon             Visa   West 22.95    10  229.50
129 176 40304 No Coupon American Express   West 29.95     1   29.95
130 177 40247    Coupon             Visa   West 19.95     2   39.90
131 179 40208    Coupon         Discover   West 19.95     1   19.95
132 180 40361 No Coupon             Visa   West 29.95     2   59.90
133 181 40464    Coupon         Discover   East 19.95     5   99.75
134 183 40334 No Coupon       Mastercard   West 21.95     3   65.85
135 185 40525 No Coupon             Visa   East 21.95     4   87.80
136 186 40474 No Coupon             Visa   West 22.95    10  229.50
137 187 40534    Coupon           PayPal  South 19.95     5   99.75
138 191 40298    Coupon       Mastercard   East 24.95     1   24.95
139 193 40394 No Coupon             Visa   West 19.95     3   59.85
140 194 40479    Coupon           PayPal   West 21.95     2   43.90
141 195 40486 No Coupon American Express   West 24.95     3   74.85
142 197 40523    Coupon             Visa   West 22.95     1   22.95
143 198 40377 No Coupon           PayPal   West 21.95     7  153.65
144 199 40329 No Coupon             Visa   West 19.95     2   39.90
145 200 40528    Coupon           PayPal   West 21.95     6  131.70
          Product Age Range
1         Carlota  21    20
2          Yanaki  57    25
3           Aspen  25    22
4          Yanaki  38    25
5          Yanaki  22    25
6          Yanaki  29    25
7          Yanaki  18    25
8          Yanaki  64    25
9          Yanaki  27    25
10          Aspen  22    22
11        Carlota  22    20
12        Carlota  22    20
13         Sunset  18    35
14         Yanaki  55    25
15          Aspen  20    22
16  Delicate Arch  30    45
17         Yanaki  41    25
18          Aspen  21    22
19         Sunset  63    35
20          Aspen  54    22
21         Yanaki  18    25
22        Carlota  26    20
23         Yanaki  30    25
24          Aspen  64    22
25          Aspen  30    22
26          Aspen  41    22
27         Yanaki  23    25
28  Delicate Arch  52    45
29          Aspen  18    22
30        Carlota  32    20
31         Yanaki  29    25
32          Aspen  63    22
33  Delicate Arch  31    45
34        Carlota  28    20
35        Carlota  23    20
36         Yanaki  37    25
37          Aspen  38    22
38          Aspen  26    22
39        Carlota  33    20
40         Bellen  54    30
41          Aspen  63    22
42        Carlota  48    20
43        Carlota  29    20
44  Delicate Arch  38    45
45  Delicate Arch  24    45
46        Carlota  51    20
47  Delicate Arch  25    45
48        Carlota  65    20
49         Sunset  35    35
50         Sunset  47    35
51         Sunset  62    35
52        Carlota  63    20
53         Yanaki  59    25
54          Aspen  48    22
55         Yanaki  57    25
56          Aspen  21    22
57        Carlota  40    20
58         Yanaki  59    25
59        Carlota  57    20
60        Carlota  56    20
61         Yanaki  19    25
62          Aspen  25    22
63         Yanaki  30    25
64  Delicate Arch  57    45
65         Yanaki  43    25
66         Yanaki  44    25
67         Bellen  21    30
68         Bellen  20    30
69        Carlota  49    20
70          Aspen  37    22
71        Carlota  26    20
72  Delicate Arch  62    45
73         Yanaki  38    25
74         Yanaki  55    25
75         Yanaki  24    25
76  Delicate Arch  59    45
77         Yanaki  26    25
78         Bellen  20    30
79          Aspen  18    22
80         Yanaki  19    25
81          Aspen  61    22
82         Yanaki  39    25
83          Aspen  52    22
84         Sunset  20    35
85  Delicate Arch  50    45
86          Aspen  29    22
87  Delicate Arch  55    45
88  Delicate Arch  18    45
89        Carlota  35    20
90         Bellen  38    30
91         Yanaki  20    25
92          Aspen  62    22
93          Aspen  40    22
94         Bellen  25    30
95         Yanaki  50    25
96         Bellen  24    30
97        Carlota  28    20
98          Aspen  22    22
99         Bellen  27    30
100        Sunset  54    35
101        Bellen  25    30
102        Yanaki  30    25
103        Yanaki  59    25
104       Carlota  51    20
105 Delicate Arch  38    45
106       Carlota  28    20
107         Aspen  30    22
108        Bellen  43    30
109 Delicate Arch  42    45
110        Yanaki  59    25
111       Carlota  22    20
112         Aspen  65    22
113       Carlota  27    20
114       Carlota  28    20
115        Bellen  22    30
116        Yanaki  42    25
117 Delicate Arch  25    45
118         Aspen  41    22
119        Bellen  46    30
120        Sunset  41    35
121        Yanaki  29    25
122         Aspen  24    22
123        Yanaki  29    25
124        Yanaki  24    25
125         Aspen  23    22
126       Carlota  22    20
127       Carlota  43    20
128       Carlota  55    20
129 Delicate Arch  38    45
130        Yanaki  28    25
131        Yanaki  35    25
132 Delicate Arch  41    45
133        Yanaki  28    25
134         Aspen  20    22
135         Aspen  19    22
136       Carlota  64    20
137        Yanaki  42    25
138        Bellen  36    30
139        Yanaki  22    25
140         Aspen  55    22
141        Sunset  27    35
142       Carlota  29    20
143         Aspen  33    22
144        Yanaki  52    25
145         Aspen  26    22

0.9 select()

Important

Function: Select only the columns (variables) that you want to see. Gets rid of all other columns. You can to refer to the columns by the column position (first column) or by name. The order in which you list the column names/positions is the order that the columns will be displayed.

Code 
# In the Boom dataset, only retain Region, Revenue  and Range:
Boom %>% select(Region, Revenue, Range)
      Region Revenue Range
1       West   45.90    20
2       West   19.95    25
3       East   21.95    22
4       West   19.95    25
5       West   79.80    25
6      South   79.80    25
7       West   59.85    25
8       West  139.65    25
9       West  119.70    25
10      West   43.90    22
11  Mid West   43.90    22
12  Mid West   99.75    25
13  Mid West  114.75    20
14      West   91.80    20
15  Mid West  114.75    20
16      West   22.95    20
17      West  124.75    35
18     South   19.95    25
19      East   87.80    22
20  Mid West   22.95    20
21     South  299.50    45
22  Mid West   19.95    25
23  Mid West   99.75    25
24     South   39.90    25
25      East   65.85    22
26      East   24.95    35
27      West   21.95    22
28      West   19.95    25
29      West   91.80    20
30  Mid West   65.85    22
31      West   39.90    25
32      West   43.90    22
33      West   65.85    22
34      West   43.90    22
35     South   99.75    25
36      West   29.95    45
37      West   65.85    22
38      West   22.95    20
39  Mid West   19.95    25
40     South   99.75    25
41  Mid West  124.75    30
42      West   21.95    22
43  Mid West  174.65    35
44      West   29.95    45
45  Mid West  149.75    45
46  Mid West   29.95    45
47      East   45.90    20
48      West  160.65    20
49  Mid West  160.65    20
50      West  119.70    25
51      East   43.90    22
52  Mid West  119.70    25
53      West   65.85    22
54     South   22.95    20
55  Mid West   65.85    22
56  Mid West  109.75    22
57  Mid West  114.75    20
58      West  249.50    30
59      West  109.75    22
60      East  114.75    20
61      East  114.75    20
62      West  119.80    45
63      East   29.95    45
64      West  114.75    20
65      West  209.65    45
66      West  114.75    20
67  Mid West   59.85    25
68      East  124.75    35
69  Mid West   39.90    25
70      West  124.75    35
71      East   24.95    35
72      East   22.95    20
73  Mid West  249.50    30
74     South   59.85    25
75      West   43.90    22
76     South   19.95    25
77  Mid West   29.95    45
78  Mid West   19.95    25
79     South   65.85    22
80      West   22.95    20
81  Mid West   79.80    25
82     South   79.80    25
83      West  114.75    20
84      West   22.95    20
85      West   19.95    25
86  Mid West  109.75    22
87  Mid West   59.90    45
88      West   43.90    22
89      West   39.90    25
90      West  209.65    45
91      West   19.95    25
92     South   79.80    25
93      East  124.75    30
94      West   24.95    30
95      West  160.65    20
96     South   65.85    22
97      West  137.70    20
98      East   29.95    45
99      West  119.70    25
100     West   19.95    25
101     East   39.90    25
102 Mid West  114.75    20
103 Mid West   21.95    22
104    South  179.70    45
105     East   39.90    25
106 Mid West   24.95    35
107     West   99.80    30
108     West   87.80    22
109     East   39.90    25
110     West   65.85    22
111     East  199.50    25
112     West   21.95    22
113     West  124.75    35
114     West   29.95    45
115    South   21.95    22
116     West  119.80    45
117     West   89.85    45
118 Mid West   65.85    22
119    South   91.80    20
120    South  149.70    30
121     East   59.85    25
122 Mid West  131.70    22
123 Mid West   49.90    35
124     West   43.90    22
125 Mid West   19.95    25
126    South   21.95    22
127     West   24.95    30
128     West   39.90    25
129     West   24.95    30
130     West  114.75    20
131 Mid West  119.70    25
132     West   43.90    22
133     West   24.95    30
134     West  174.65    35
135     West   24.95    30
136 Mid West   49.90    35
137     East   19.95    25
138    South   39.90    25
139     West   45.90    20
140     West  179.70    45
141    South  160.65    20
142     West   21.95    22
143    South  124.75    30
144     West   89.85    45
145 Mid West   49.90    30
146 Mid West   22.95    20
147 Mid West   19.95    25
148     East   99.75    25
149     West   91.80    20
150 Mid West   49.90    30
151     East   21.95    22
152 Mid West   45.90    20
153     East   22.95    20
154     West   45.90    20
155     West   24.95    30
156     East   39.90    25
157     East  179.70    45
158     West   21.95    22
159     West   24.95    30
160     West   74.85    35
161     West   79.80    25
162 Mid West   19.95    25
163 Mid West   22.95    20
164 Mid West   45.90    20
165     West   65.85    22
166     West  139.65    25
167 Mid West   22.95    20
168     West   39.90    25
169    South  109.75    22
170 Mid West  160.65    20
171 Mid West   49.90    30
172 Mid West   22.95    20
173     West   45.90    20
174     East   68.85    20
175     West  229.50    20
176     West   29.95    45
177     West   39.90    25
178 Mid West   43.90    22
179     West   19.95    25
180     West   59.90    45
181     East   99.75    25
182 Mid West  174.65    30
183     West   65.85    22
184 Mid West  124.75    35
185     East   87.80    22
186     West  229.50    20
187    South   99.75    25
188 Mid West   19.95    25
189 Mid West   19.95    25
190 Mid West   99.80    30
191     East   24.95    30
192 Mid West  114.75    20
193     West   59.85    25
194     West   43.90    22
195     West   74.85    35
196 Mid West   19.95    25
197     West   22.95    20
198     West  153.65    22
199     West   39.90    25
200     West  131.70    22

Code 
# In the Boom dataset, only retain Region, Revenue  and Range:
Boom %>% select(Region, Revenue, Range)
      Region Revenue Range
1       West   45.90    20
2       West   19.95    25
3       East   21.95    22
4       West   19.95    25
5       West   79.80    25
6      South   79.80    25
7       West   59.85    25
8       West  139.65    25
9       West  119.70    25
10      West   43.90    22
11  Mid West   43.90    22
12  Mid West   99.75    25
13  Mid West  114.75    20
14      West   91.80    20
15  Mid West  114.75    20
16      West   22.95    20
17      West  124.75    35
18     South   19.95    25
19      East   87.80    22
20  Mid West   22.95    20
21     South  299.50    45
22  Mid West   19.95    25
23  Mid West   99.75    25
24     South   39.90    25
25      East   65.85    22
26      East   24.95    35
27      West   21.95    22
28      West   19.95    25
29      West   91.80    20
30  Mid West   65.85    22
31      West   39.90    25
32      West   43.90    22
33      West   65.85    22
34      West   43.90    22
35     South   99.75    25
36      West   29.95    45
37      West   65.85    22
38      West   22.95    20
39  Mid West   19.95    25
40     South   99.75    25
41  Mid West  124.75    30
42      West   21.95    22
43  Mid West  174.65    35
44      West   29.95    45
45  Mid West  149.75    45
46  Mid West   29.95    45
47      East   45.90    20
48      West  160.65    20
49  Mid West  160.65    20
50      West  119.70    25
51      East   43.90    22
52  Mid West  119.70    25
53      West   65.85    22
54     South   22.95    20
55  Mid West   65.85    22
56  Mid West  109.75    22
57  Mid West  114.75    20
58      West  249.50    30
59      West  109.75    22
60      East  114.75    20
61      East  114.75    20
62      West  119.80    45
63      East   29.95    45
64      West  114.75    20
65      West  209.65    45
66      West  114.75    20
67  Mid West   59.85    25
68      East  124.75    35
69  Mid West   39.90    25
70      West  124.75    35
71      East   24.95    35
72      East   22.95    20
73  Mid West  249.50    30
74     South   59.85    25
75      West   43.90    22
76     South   19.95    25
77  Mid West   29.95    45
78  Mid West   19.95    25
79     South   65.85    22
80      West   22.95    20
81  Mid West   79.80    25
82     South   79.80    25
83      West  114.75    20
84      West   22.95    20
85      West   19.95    25
86  Mid West  109.75    22
87  Mid West   59.90    45
88      West   43.90    22
89      West   39.90    25
90      West  209.65    45
91      West   19.95    25
92     South   79.80    25
93      East  124.75    30
94      West   24.95    30
95      West  160.65    20
96     South   65.85    22
97      West  137.70    20
98      East   29.95    45
99      West  119.70    25
100     West   19.95    25
101     East   39.90    25
102 Mid West  114.75    20
103 Mid West   21.95    22
104    South  179.70    45
105     East   39.90    25
106 Mid West   24.95    35
107     West   99.80    30
108     West   87.80    22
109     East   39.90    25
110     West   65.85    22
111     East  199.50    25
112     West   21.95    22
113     West  124.75    35
114     West   29.95    45
115    South   21.95    22
116     West  119.80    45
117     West   89.85    45
118 Mid West   65.85    22
119    South   91.80    20
120    South  149.70    30
121     East   59.85    25
122 Mid West  131.70    22
123 Mid West   49.90    35
124     West   43.90    22
125 Mid West   19.95    25
126    South   21.95    22
127     West   24.95    30
128     West   39.90    25
129     West   24.95    30
130     West  114.75    20
131 Mid West  119.70    25
132     West   43.90    22
133     West   24.95    30
134     West  174.65    35
135     West   24.95    30
136 Mid West   49.90    35
137     East   19.95    25
138    South   39.90    25
139     West   45.90    20
140     West  179.70    45
141    South  160.65    20
142     West   21.95    22
143    South  124.75    30
144     West   89.85    45
145 Mid West   49.90    30
146 Mid West   22.95    20
147 Mid West   19.95    25
148     East   99.75    25
149     West   91.80    20
150 Mid West   49.90    30
151     East   21.95    22
152 Mid West   45.90    20
153     East   22.95    20
154     West   45.90    20
155     West   24.95    30
156     East   39.90    25
157     East  179.70    45
158     West   21.95    22
159     West   24.95    30
160     West   74.85    35
161     West   79.80    25
162 Mid West   19.95    25
163 Mid West   22.95    20
164 Mid West   45.90    20
165     West   65.85    22
166     West  139.65    25
167 Mid West   22.95    20
168     West   39.90    25
169    South  109.75    22
170 Mid West  160.65    20
171 Mid West   49.90    30
172 Mid West   22.95    20
173     West   45.90    20
174     East   68.85    20
175     West  229.50    20
176     West   29.95    45
177     West   39.90    25
178 Mid West   43.90    22
179     West   19.95    25
180     West   59.90    45
181     East   99.75    25
182 Mid West  174.65    30
183     West   65.85    22
184 Mid West  124.75    35
185     East   87.80    22
186     West  229.50    20
187    South   99.75    25
188 Mid West   19.95    25
189 Mid West   19.95    25
190 Mid West   99.80    30
191     East   24.95    30
192 Mid West  114.75    20
193     West   59.85    25
194     West   43.90    22
195     West   74.85    35
196 Mid West   19.95    25
197     West   22.95    20
198     West  153.65    22
199     West   39.90    25
200     West  131.70    22

Code 
# Only retain the first five columns:
Boom %>% select(1:5) # or Boom %>% select(1,2,3,4,5)
     No  Date    Coupon    Paymentmethod   Region
1     1 40320    Coupon       Mastercard     West
2     2 40358    Coupon       Mastercard     West
3     3 40487 No Coupon       Mastercard     East
4     4 40421 No Coupon American Express     West
5     5 40328    Coupon             Visa     West
6     6 40456    Coupon           PayPal    South
7     7 40259    Coupon             Visa     West
8     8 40343 No Coupon         Discover     West
9     9 40307 No Coupon American Express     West
10   10 40418 No Coupon             Visa     West
11   11 40512    Coupon           PayPal Mid West
12   12 40434 No Coupon       Mastercard Mid West
13   13 40474 No Coupon             Visa Mid West
14   14 40440 No Coupon           PayPal     West
15   15 40441 No Coupon American Express Mid West
16   16 40196    Coupon             Visa     West
17   17 40387 No Coupon         Discover     West
18   18 40335 No Coupon           PayPal    South
19   19 40208 No Coupon           PayPal     East
20   20 40460    Coupon           PayPal Mid West
21   21 40363 No Coupon           PayPal    South
22   22 40490    Coupon             Visa Mid West
23   23 40338    Coupon           PayPal Mid West
24   24 40254    Coupon       Mastercard    South
25   25 40275 No Coupon             Visa     East
26   26 40183 No Coupon           PayPal     East
27   27 40381 No Coupon American Express     West
28   28 40494 No Coupon American Express     West
29   29 40309 No Coupon         Discover     West
30   30 40282 No Coupon           PayPal Mid West
31   31 40401 No Coupon         Discover     West
32   32 40496 No Coupon             Visa     West
33   33 40199 No Coupon           PayPal     West
34   34 40280    Coupon American Express     West
35   35 40333    Coupon       Mastercard    South
36   36 40470    Coupon             Visa     West
37   37 40428 No Coupon           PayPal     West
38   38 40440 No Coupon           PayPal     West
39   39 40195    Coupon American Express Mid West
40   40 40252    Coupon           PayPal    South
41   41 40528 No Coupon       Mastercard Mid West
42   42 40367 No Coupon           PayPal     West
43   43 40311 No Coupon       Mastercard Mid West
44   44 40240    Coupon         Discover     West
45   45 40298 No Coupon           PayPal Mid West
46   46 40370    Coupon           PayPal Mid West
47   47 40259    Coupon             Visa     East
48   48 40417 No Coupon             Visa     West
49   49 40498 No Coupon       Mastercard Mid West
50   50 40204    Coupon             Visa     West
51   51 40304 No Coupon       Mastercard     East
52   52 40255    Coupon       Mastercard Mid West
53   53 40284 No Coupon         Discover     West
54   54 40183 No Coupon           PayPal    South
55   55 40491 No Coupon           PayPal Mid West
56   56 40388 No Coupon             Visa Mid West
57   57 40519 No Coupon             Visa Mid West
58   58 40504    Coupon American Express     West
59   59 40188 No Coupon           PayPal     West
60   60 40330 No Coupon             Visa     East
61   61 40300 No Coupon American Express     East
62   62 40342    Coupon             Visa     West
63   63 40225    Coupon       Mastercard     East
64   64 40392 No Coupon             Visa     West
65   65 40483    Coupon       Mastercard     West
66   66 40490 No Coupon             Visa     West
67   67 40407 No Coupon           PayPal Mid West
68   68 40448 No Coupon       Mastercard     East
69   69 40187 No Coupon             Visa Mid West
70   70 40461 No Coupon       Mastercard     West
71   71 40543 No Coupon         Discover     East
72   72 40518 No Coupon           PayPal     East
73   73 40255 No Coupon American Express Mid West
74   74 40259 No Coupon             Visa    South
75   75 40435    Coupon             Visa     West
76   76 40218 No Coupon       Mastercard    South
77   77 40261 No Coupon         Discover Mid West
78   78 40387    Coupon       Mastercard Mid West
79   79 40416    Coupon       Mastercard    South
80   80 40242 No Coupon American Express     West
81   81 40408 No Coupon             Visa Mid West
82   82 40484    Coupon       Mastercard    South
83   83 40531 No Coupon             Visa     West
84   84 40364    Coupon         Discover     West
85   85 40284 No Coupon             Visa     West
86   86 40535 No Coupon             Visa Mid West
87   87 40327 No Coupon           PayPal Mid West
88   88 40299    Coupon           PayPal     West
89   89 40362 No Coupon American Express     West
90   90 40402 No Coupon       Mastercard     West
91   91 40350    Coupon           PayPal     West
92   92 40527 No Coupon       Mastercard    South
93   93 40323 No Coupon           PayPal     East
94   94 40260 No Coupon           PayPal     West
95   95 40200    Coupon             Visa     West
96   96 40447 No Coupon       Mastercard    South
97   97 40539 No Coupon           PayPal     West
98   98 40383 No Coupon       Mastercard     East
99   99 40295 No Coupon           PayPal     West
100 100 40305 No Coupon             Visa     West
101 101 40240    Coupon American Express     East
102 102 40260 No Coupon           PayPal Mid West
103 103 40517    Coupon             Visa Mid West
104 104 40493    Coupon           PayPal    South
105 105 40281 No Coupon         Discover     East
106 106 40525 No Coupon             Visa Mid West
107 107 40456 No Coupon             Visa     West
108 108 40180 No Coupon             Visa     West
109 109 40486    Coupon           PayPal     East
110 110 40297 No Coupon           PayPal     West
111 111 40453    Coupon           PayPal     East
112 112 40538    Coupon         Discover     West
113 113 40487 No Coupon             Visa     West
114 114 40497 No Coupon             Visa     West
115 115 40356    Coupon           PayPal    South
116 116 40289 No Coupon             Visa     West
117 117 40446 No Coupon American Express     West
118 118 40202    Coupon       Mastercard Mid West
119 119 40182 No Coupon             Visa    South
120 120 40304    Coupon American Express    South
121 121 40351 No Coupon             Visa     East
122 122 40371 No Coupon         Discover Mid West
123 123 40301 No Coupon             Visa Mid West
124 124 40246    Coupon           PayPal     West
125 125 40239 No Coupon             Visa Mid West
126 126 40265 No Coupon         Discover    South
127 127 40193 No Coupon             Visa     West
128 128 40500 No Coupon       Mastercard     West
129 129 40264 No Coupon             Visa     West
130 130 40401    Coupon           PayPal     West
131 131 40536 No Coupon             Visa Mid West
132 132 40509 No Coupon           PayPal     West
133 133 40249 No Coupon             Visa     West
134 134 40437    Coupon             Visa     West
135 135 40210 No Coupon       Mastercard     West
136 136 40362 No Coupon             Visa Mid West
137 137 40420 No Coupon           PayPal     East
138 138 40439    Coupon       Mastercard    South
139 139 40506 No Coupon             Visa     West
140 140 40534 No Coupon             Visa     West
141 141 40291 No Coupon           PayPal    South
142 142 40500    Coupon         Discover     West
143 143 40479 No Coupon             Visa    South
144 144 40404 No Coupon           PayPal     West
145 145 40303 No Coupon             Visa Mid West
146 146 40415    Coupon             Visa Mid West
147 147 40476 No Coupon           PayPal Mid West
148 148 40390 No Coupon           PayPal     East
149 149 40384    Coupon       Mastercard     West
150 150 40451    Coupon             Visa Mid West
151 151 40454 No Coupon         Discover     East
152 152 40269 No Coupon       Mastercard Mid West
153 153 40527 No Coupon American Express     East
154 154 40185 No Coupon           PayPal     West
155 155 40382    Coupon           PayPal     West
156 156 40253 No Coupon           PayPal     East
157 157 40516 No Coupon American Express     East
158 158 40186    Coupon       Mastercard     West
159 159 40331    Coupon           PayPal     West
160 160 40408 No Coupon         Discover     West
161 161 40292 No Coupon       Mastercard     West
162 162 40513 No Coupon             Visa Mid West
163 163 40543    Coupon             Visa Mid West
164 164 40298    Coupon           PayPal Mid West
165 165 40253    Coupon American Express     West
166 166 40206 No Coupon       Mastercard     West
167 167 40393 No Coupon       Mastercard Mid West
168 168 40493 No Coupon             Visa     West
169 169 40525    Coupon             Visa    South
170 170 40264 No Coupon           PayPal Mid West
171 171 40459    Coupon           PayPal Mid West
172 172 40393 No Coupon             Visa Mid West
173 173 40247    Coupon             Visa     West
174 174 40239 No Coupon             Visa     East
175 175 40204 No Coupon             Visa     West
176 176 40304 No Coupon American Express     West
177 177 40247    Coupon             Visa     West
178 178 40500    Coupon           PayPal Mid West
179 179 40208    Coupon         Discover     West
180 180 40361 No Coupon             Visa     West
181 181 40464    Coupon         Discover     East
182 182 40216 No Coupon         Discover Mid West
183 183 40334 No Coupon       Mastercard     West
184 184 40484 No Coupon             Visa Mid West
185 185 40525 No Coupon             Visa     East
186 186 40474 No Coupon             Visa     West
187 187 40534    Coupon           PayPal    South
188 188 40411    Coupon           PayPal Mid West
189 189 40418    Coupon           PayPal Mid West
190 190 40349 No Coupon American Express Mid West
191 191 40298    Coupon       Mastercard     East
192 192 40465 No Coupon       Mastercard Mid West
193 193 40394 No Coupon             Visa     West
194 194 40479    Coupon           PayPal     West
195 195 40486 No Coupon American Express     West
196 196 40183 No Coupon           PayPal Mid West
197 197 40523    Coupon             Visa     West
198 198 40377 No Coupon           PayPal     West
199 199 40329 No Coupon             Visa     West
200 200 40528    Coupon           PayPal     West

Code 
# Retain all of the columns except for Region:
Boom %>% select(-Region)
     No  Date    Coupon    Paymentmethod Price Units Revenue       Product Age
1     1 40320    Coupon       Mastercard 22.95     2   45.90       Carlota  21
2     2 40358    Coupon       Mastercard 19.95     1   19.95        Yanaki  57
3     3 40487 No Coupon       Mastercard 21.95     1   21.95         Aspen  25
4     4 40421 No Coupon American Express 19.95     1   19.95        Yanaki  38
5     5 40328    Coupon             Visa 19.95     4   79.80        Yanaki  22
6     6 40456    Coupon           PayPal 19.95     4   79.80        Yanaki  29
7     7 40259    Coupon             Visa 19.95     3   59.85        Yanaki  18
8     8 40343 No Coupon         Discover 19.95     7  139.65        Yanaki  64
9     9 40307 No Coupon American Express 19.95     6  119.70        Yanaki  27
10   10 40418 No Coupon             Visa 21.95     2   43.90         Aspen  22
11   11 40512    Coupon           PayPal 21.95     2   43.90         Aspen  39
12   12 40434 No Coupon       Mastercard 19.95     5   99.75        Yanaki  61
13   13 40474 No Coupon             Visa 22.95     5  114.75       Carlota  18
14   14 40440 No Coupon           PayPal 22.95     4   91.80       Carlota  22
15   15 40441 No Coupon American Express 22.95     5  114.75       Carlota  52
16   16 40196    Coupon             Visa 22.95     1   22.95       Carlota  22
17   17 40387 No Coupon         Discover 24.95     5  124.75        Sunset  18
18   18 40335 No Coupon           PayPal 19.95     1   19.95        Yanaki  55
19   19 40208 No Coupon           PayPal 21.95     4   87.80         Aspen  20
20   20 40460    Coupon           PayPal 22.95     1   22.95       Carlota  42
21   21 40363 No Coupon           PayPal 29.95    10  299.50 Delicate Arch  30
22   22 40490    Coupon             Visa 19.95     1   19.95        Yanaki  64
23   23 40338    Coupon           PayPal 19.95     5   99.75        Yanaki  63
24   24 40254    Coupon       Mastercard 19.95     2   39.90        Yanaki  41
25   25 40275 No Coupon             Visa 21.95     3   65.85         Aspen  21
26   26 40183 No Coupon           PayPal 24.95     1   24.95        Sunset  63
27   27 40381 No Coupon American Express 21.95     1   21.95         Aspen  54
28   28 40494 No Coupon American Express 19.95     1   19.95        Yanaki  18
29   29 40309 No Coupon         Discover 22.95     4   91.80       Carlota  26
30   30 40282 No Coupon           PayPal 21.95     3   65.85         Aspen  59
31   31 40401 No Coupon         Discover 19.95     2   39.90        Yanaki  30
32   32 40496 No Coupon             Visa 21.95     2   43.90         Aspen  64
33   33 40199 No Coupon           PayPal 21.95     3   65.85         Aspen  30
34   34 40280    Coupon American Express 21.95     2   43.90         Aspen  41
35   35 40333    Coupon       Mastercard 19.95     5   99.75        Yanaki  23
36   36 40470    Coupon             Visa 29.95     1   29.95 Delicate Arch  52
37   37 40428 No Coupon           PayPal 21.95     3   65.85         Aspen  18
38   38 40440 No Coupon           PayPal 22.95     1   22.95       Carlota  32
39   39 40195    Coupon American Express 19.95     1   19.95        Yanaki  22
40   40 40252    Coupon           PayPal 19.95     5   99.75        Yanaki  29
41   41 40528 No Coupon       Mastercard 24.95     5  124.75        Bellen  25
42   42 40367 No Coupon           PayPal 21.95     1   21.95         Aspen  63
43   43 40311 No Coupon       Mastercard 24.95     7  174.65        Sunset  26
44   44 40240    Coupon         Discover 29.95     1   29.95 Delicate Arch  31
45   45 40298 No Coupon           PayPal 29.95     5  149.75 Delicate Arch  23
46   46 40370    Coupon           PayPal 29.95     1   29.95 Delicate Arch  42
47   47 40259    Coupon             Visa 22.95     2   45.90       Carlota  28
48   48 40417 No Coupon             Visa 22.95     7  160.65       Carlota  23
49   49 40498 No Coupon       Mastercard 22.95     7  160.65       Carlota  19
50   50 40204    Coupon             Visa 19.95     6  119.70        Yanaki  37
51   51 40304 No Coupon       Mastercard 21.95     2   43.90         Aspen  38
52   52 40255    Coupon       Mastercard 19.95     6  119.70        Yanaki  50
53   53 40284 No Coupon         Discover 21.95     3   65.85         Aspen  26
54   54 40183 No Coupon           PayPal 22.95     1   22.95       Carlota  33
55   55 40491 No Coupon           PayPal 21.95     3   65.85         Aspen  59
56   56 40388 No Coupon             Visa 21.95     5  109.75         Aspen  32
57   57 40519 No Coupon             Visa 22.95     5  114.75       Carlota  27
58   58 40504    Coupon American Express 24.95    10  249.50        Bellen  54
59   59 40188 No Coupon           PayPal 21.95     5  109.75         Aspen  63
60   60 40330 No Coupon             Visa 22.95     5  114.75       Carlota  48
61   61 40300 No Coupon American Express 22.95     5  114.75       Carlota  29
62   62 40342    Coupon             Visa 29.95     4  119.80 Delicate Arch  38
63   63 40225    Coupon       Mastercard 29.95     1   29.95 Delicate Arch  24
64   64 40392 No Coupon             Visa 22.95     5  114.75       Carlota  51
65   65 40483    Coupon       Mastercard 29.95     7  209.65 Delicate Arch  25
66   66 40490 No Coupon             Visa 22.95     5  114.75       Carlota  65
67   67 40407 No Coupon           PayPal 19.95     3   59.85        Yanaki  35
68   68 40448 No Coupon       Mastercard 24.95     5  124.75        Sunset  35
69   69 40187 No Coupon             Visa 19.95     2   39.90        Yanaki  21
70   70 40461 No Coupon       Mastercard 24.95     5  124.75        Sunset  47
71   71 40543 No Coupon         Discover 24.95     1   24.95        Sunset  62
72   72 40518 No Coupon           PayPal 22.95     1   22.95       Carlota  63
73   73 40255 No Coupon American Express 24.95    10  249.50        Bellen  23
74   74 40259 No Coupon             Visa 19.95     3   59.85        Yanaki  59
75   75 40435    Coupon             Visa 21.95     2   43.90         Aspen  48
76   76 40218 No Coupon       Mastercard 19.95     1   19.95        Yanaki  57
77   77 40261 No Coupon         Discover 29.95     1   29.95 Delicate Arch  19
78   78 40387    Coupon       Mastercard 19.95     1   19.95        Yanaki  48
79   79 40416    Coupon       Mastercard 21.95     3   65.85         Aspen  21
80   80 40242 No Coupon American Express 22.95     1   22.95       Carlota  40
81   81 40408 No Coupon             Visa 19.95     4   79.80        Yanaki  25
82   82 40484    Coupon       Mastercard 19.95     4   79.80        Yanaki  59
83   83 40531 No Coupon             Visa 22.95     5  114.75       Carlota  57
84   84 40364    Coupon         Discover 22.95     1   22.95       Carlota  56
85   85 40284 No Coupon             Visa 19.95     1   19.95        Yanaki  19
86   86 40535 No Coupon             Visa 21.95     5  109.75         Aspen  54
87   87 40327 No Coupon           PayPal 29.95     2   59.90 Delicate Arch  65
88   88 40299    Coupon           PayPal 21.95     2   43.90         Aspen  25
89   89 40362 No Coupon American Express 19.95     2   39.90        Yanaki  30
90   90 40402 No Coupon       Mastercard 29.95     7  209.65 Delicate Arch  57
91   91 40350    Coupon           PayPal 19.95     1   19.95        Yanaki  43
92   92 40527 No Coupon       Mastercard 19.95     4   79.80        Yanaki  44
93   93 40323 No Coupon           PayPal 24.95     5  124.75        Bellen  21
94   94 40260 No Coupon           PayPal 24.95     1   24.95        Bellen  20
95   95 40200    Coupon             Visa 22.95     7  160.65       Carlota  49
96   96 40447 No Coupon       Mastercard 21.95     3   65.85         Aspen  37
97   97 40539 No Coupon           PayPal 22.95     6  137.70       Carlota  26
98   98 40383 No Coupon       Mastercard 29.95     1   29.95 Delicate Arch  62
99   99 40295 No Coupon           PayPal 19.95     6  119.70        Yanaki  38
100 100 40305 No Coupon             Visa 19.95     1   19.95        Yanaki  55
101 101 40240    Coupon American Express 19.95     2   39.90        Yanaki  24
102 102 40260 No Coupon           PayPal 22.95     5  114.75       Carlota  30
103 103 40517    Coupon             Visa 21.95     1   21.95         Aspen  39
104 104 40493    Coupon           PayPal 29.95     6  179.70 Delicate Arch  59
105 105 40281 No Coupon         Discover 19.95     2   39.90        Yanaki  26
106 106 40525 No Coupon             Visa 24.95     1   24.95        Sunset  33
107 107 40456 No Coupon             Visa 24.95     4   99.80        Bellen  20
108 108 40180 No Coupon             Visa 21.95     4   87.80         Aspen  18
109 109 40486    Coupon           PayPal 19.95     2   39.90        Yanaki  19
110 110 40297 No Coupon           PayPal 21.95     3   65.85         Aspen  61
111 111 40453    Coupon           PayPal 19.95    10  199.50        Yanaki  39
112 112 40538    Coupon         Discover 21.95     1   21.95         Aspen  52
113 113 40487 No Coupon             Visa 24.95     5  124.75        Sunset  20
114 114 40497 No Coupon             Visa 29.95     1   29.95 Delicate Arch  50
115 115 40356    Coupon           PayPal 21.95     1   21.95         Aspen  29
116 116 40289 No Coupon             Visa 29.95     4  119.80 Delicate Arch  55
117 117 40446 No Coupon American Express 29.95     3   89.85 Delicate Arch  18
118 118 40202    Coupon       Mastercard 21.95     3   65.85         Aspen  39
119 119 40182 No Coupon             Visa 22.95     4   91.80       Carlota  35
120 120 40304    Coupon American Express 24.95     6  149.70        Bellen  38
121 121 40351 No Coupon             Visa 19.95     3   59.85        Yanaki  20
122 122 40371 No Coupon         Discover 21.95     6  131.70         Aspen  60
123 123 40301 No Coupon             Visa 24.95     2   49.90        Sunset  61
124 124 40246    Coupon           PayPal 21.95     2   43.90         Aspen  62
125 125 40239 No Coupon             Visa 19.95     1   19.95        Yanaki  21
126 126 40265 No Coupon         Discover 21.95     1   21.95         Aspen  40
127 127 40193 No Coupon             Visa 24.95     1   24.95        Bellen  25
128 128 40500 No Coupon       Mastercard 19.95     2   39.90        Yanaki  50
129 129 40264 No Coupon             Visa 24.95     1   24.95        Bellen  24
130 130 40401    Coupon           PayPal 22.95     5  114.75       Carlota  28
131 131 40536 No Coupon             Visa 19.95     6  119.70        Yanaki  22
132 132 40509 No Coupon           PayPal 21.95     2   43.90         Aspen  22
133 133 40249 No Coupon             Visa 24.95     1   24.95        Bellen  27
134 134 40437    Coupon             Visa 24.95     7  174.65        Sunset  54
135 135 40210 No Coupon       Mastercard 24.95     1   24.95        Bellen  25
136 136 40362 No Coupon             Visa 24.95     2   49.90        Sunset  25
137 137 40420 No Coupon           PayPal 19.95     1   19.95        Yanaki  30
138 138 40439    Coupon       Mastercard 19.95     2   39.90        Yanaki  59
139 139 40506 No Coupon             Visa 22.95     2   45.90       Carlota  51
140 140 40534 No Coupon             Visa 29.95     6  179.70 Delicate Arch  38
141 141 40291 No Coupon           PayPal 22.95     7  160.65       Carlota  28
142 142 40500    Coupon         Discover 21.95     1   21.95         Aspen  30
143 143 40479 No Coupon             Visa 24.95     5  124.75        Bellen  43
144 144 40404 No Coupon           PayPal 29.95     3   89.85 Delicate Arch  42
145 145 40303 No Coupon             Visa 24.95     2   49.90        Bellen  24
146 146 40415    Coupon             Visa 22.95     1   22.95       Carlota  47
147 147 40476 No Coupon           PayPal 19.95     1   19.95        Yanaki  23
148 148 40390 No Coupon           PayPal 19.95     5   99.75        Yanaki  59
149 149 40384    Coupon       Mastercard 22.95     4   91.80       Carlota  22
150 150 40451    Coupon             Visa 24.95     2   49.90        Bellen  27
151 151 40454 No Coupon         Discover 21.95     1   21.95         Aspen  65
152 152 40269 No Coupon       Mastercard 22.95     2   45.90       Carlota  27
153 153 40527 No Coupon American Express 22.95     1   22.95       Carlota  27
154 154 40185 No Coupon           PayPal 22.95     2   45.90       Carlota  28
155 155 40382    Coupon           PayPal 24.95     1   24.95        Bellen  22
156 156 40253 No Coupon           PayPal 19.95     2   39.90        Yanaki  42
157 157 40516 No Coupon American Express 29.95     6  179.70 Delicate Arch  25
158 158 40186    Coupon       Mastercard 21.95     1   21.95         Aspen  41
159 159 40331    Coupon           PayPal 24.95     1   24.95        Bellen  46
160 160 40408 No Coupon         Discover 24.95     3   74.85        Sunset  41
161 161 40292 No Coupon       Mastercard 19.95     4   79.80        Yanaki  29
162 162 40513 No Coupon             Visa 19.95     1   19.95        Yanaki  50
163 163 40543    Coupon             Visa 22.95     1   22.95       Carlota  50
164 164 40298    Coupon           PayPal 22.95     2   45.90       Carlota  34
165 165 40253    Coupon American Express 21.95     3   65.85         Aspen  24
166 166 40206 No Coupon       Mastercard 19.95     7  139.65        Yanaki  29
167 167 40393 No Coupon       Mastercard 22.95     1   22.95       Carlota  35
168 168 40493 No Coupon             Visa 19.95     2   39.90        Yanaki  24
169 169 40525    Coupon             Visa 21.95     5  109.75         Aspen  23
170 170 40264 No Coupon           PayPal 22.95     7  160.65       Carlota  31
171 171 40459    Coupon           PayPal 24.95     2   49.90        Bellen  24
172 172 40393 No Coupon             Visa 22.95     1   22.95       Carlota  30
173 173 40247    Coupon             Visa 22.95     2   45.90       Carlota  22
174 174 40239 No Coupon             Visa 22.95     3   68.85       Carlota  43
175 175 40204 No Coupon             Visa 22.95    10  229.50       Carlota  55
176 176 40304 No Coupon American Express 29.95     1   29.95 Delicate Arch  38
177 177 40247    Coupon             Visa 19.95     2   39.90        Yanaki  28
178 178 40500    Coupon           PayPal 21.95     2   43.90         Aspen  30
179 179 40208    Coupon         Discover 19.95     1   19.95        Yanaki  35
180 180 40361 No Coupon             Visa 29.95     2   59.90 Delicate Arch  41
181 181 40464    Coupon         Discover 19.95     5   99.75        Yanaki  28
182 182 40216 No Coupon         Discover 24.95     7  174.65        Bellen  65
183 183 40334 No Coupon       Mastercard 21.95     3   65.85         Aspen  20
184 184 40484 No Coupon             Visa 24.95     5  124.75        Sunset  39
185 185 40525 No Coupon             Visa 21.95     4   87.80         Aspen  19
186 186 40474 No Coupon             Visa 22.95    10  229.50       Carlota  64
187 187 40534    Coupon           PayPal 19.95     5   99.75        Yanaki  42
188 188 40411    Coupon           PayPal 19.95     1   19.95        Yanaki  24
189 189 40418    Coupon           PayPal 19.95     1   19.95        Yanaki  24
190 190 40349 No Coupon American Express 24.95     4   99.80        Bellen  18
191 191 40298    Coupon       Mastercard 24.95     1   24.95        Bellen  36
192 192 40465 No Coupon       Mastercard 22.95     5  114.75       Carlota  61
193 193 40394 No Coupon             Visa 19.95     3   59.85        Yanaki  22
194 194 40479    Coupon           PayPal 21.95     2   43.90         Aspen  55
195 195 40486 No Coupon American Express 24.95     3   74.85        Sunset  27
196 196 40183 No Coupon           PayPal 19.95     1   19.95        Yanaki  49
197 197 40523    Coupon             Visa 22.95     1   22.95       Carlota  29
198 198 40377 No Coupon           PayPal 21.95     7  153.65         Aspen  33
199 199 40329 No Coupon             Visa 19.95     2   39.90        Yanaki  52
200 200 40528    Coupon           PayPal 21.95     6  131.70         Aspen  26
    Range
1      20
2      25
3      22
4      25
5      25
6      25
7      25
8      25
9      25
10     22
11     22
12     25
13     20
14     20
15     20
16     20
17     35
18     25
19     22
20     20
21     45
22     25
23     25
24     25
25     22
26     35
27     22
28     25
29     20
30     22
31     25
32     22
33     22
34     22
35     25
36     45
37     22
38     20
39     25
40     25
41     30
42     22
43     35
44     45
45     45
46     45
47     20
48     20
49     20
50     25
51     22
52     25
53     22
54     20
55     22
56     22
57     20
58     30
59     22
60     20
61     20
62     45
63     45
64     20
65     45
66     20
67     25
68     35
69     25
70     35
71     35
72     20
73     30
74     25
75     22
76     25
77     45
78     25
79     22
80     20
81     25
82     25
83     20
84     20
85     25
86     22
87     45
88     22
89     25
90     45
91     25
92     25
93     30
94     30
95     20
96     22
97     20
98     45
99     25
100    25
101    25
102    20
103    22
104    45
105    25
106    35
107    30
108    22
109    25
110    22
111    25
112    22
113    35
114    45
115    22
116    45
117    45
118    22
119    20
120    30
121    25
122    22
123    35
124    22
125    25
126    22
127    30
128    25
129    30
130    20
131    25
132    22
133    30
134    35
135    30
136    35
137    25
138    25
139    20
140    45
141    20
142    22
143    30
144    45
145    30
146    20
147    25
148    25
149    20
150    30
151    22
152    20
153    20
154    20
155    30
156    25
157    45
158    22
159    30
160    35
161    25
162    25
163    20
164    20
165    22
166    25
167    20
168    25
169    22
170    20
171    30
172    20
173    20
174    20
175    20
176    45
177    25
178    22
179    25
180    45
181    25
182    30
183    22
184    35
185    22
186    20
187    25
188    25
189    25
190    30
191    30
192    20
193    25
194    22
195    35
196    25
197    20
198    22
199    25
200    22

Code 
# Retain all of the columns except for Region and Revenue:
Boom %>% select(-Region, -Revenue)
     No  Date    Coupon    Paymentmethod Price Units       Product Age Range
1     1 40320    Coupon       Mastercard 22.95     2       Carlota  21    20
2     2 40358    Coupon       Mastercard 19.95     1        Yanaki  57    25
3     3 40487 No Coupon       Mastercard 21.95     1         Aspen  25    22
4     4 40421 No Coupon American Express 19.95     1        Yanaki  38    25
5     5 40328    Coupon             Visa 19.95     4        Yanaki  22    25
6     6 40456    Coupon           PayPal 19.95     4        Yanaki  29    25
7     7 40259    Coupon             Visa 19.95     3        Yanaki  18    25
8     8 40343 No Coupon         Discover 19.95     7        Yanaki  64    25
9     9 40307 No Coupon American Express 19.95     6        Yanaki  27    25
10   10 40418 No Coupon             Visa 21.95     2         Aspen  22    22
11   11 40512    Coupon           PayPal 21.95     2         Aspen  39    22
12   12 40434 No Coupon       Mastercard 19.95     5        Yanaki  61    25
13   13 40474 No Coupon             Visa 22.95     5       Carlota  18    20
14   14 40440 No Coupon           PayPal 22.95     4       Carlota  22    20
15   15 40441 No Coupon American Express 22.95     5       Carlota  52    20
16   16 40196    Coupon             Visa 22.95     1       Carlota  22    20
17   17 40387 No Coupon         Discover 24.95     5        Sunset  18    35
18   18 40335 No Coupon           PayPal 19.95     1        Yanaki  55    25
19   19 40208 No Coupon           PayPal 21.95     4         Aspen  20    22
20   20 40460    Coupon           PayPal 22.95     1       Carlota  42    20
21   21 40363 No Coupon           PayPal 29.95    10 Delicate Arch  30    45
22   22 40490    Coupon             Visa 19.95     1        Yanaki  64    25
23   23 40338    Coupon           PayPal 19.95     5        Yanaki  63    25
24   24 40254    Coupon       Mastercard 19.95     2        Yanaki  41    25
25   25 40275 No Coupon             Visa 21.95     3         Aspen  21    22
26   26 40183 No Coupon           PayPal 24.95     1        Sunset  63    35
27   27 40381 No Coupon American Express 21.95     1         Aspen  54    22
28   28 40494 No Coupon American Express 19.95     1        Yanaki  18    25
29   29 40309 No Coupon         Discover 22.95     4       Carlota  26    20
30   30 40282 No Coupon           PayPal 21.95     3         Aspen  59    22
31   31 40401 No Coupon         Discover 19.95     2        Yanaki  30    25
32   32 40496 No Coupon             Visa 21.95     2         Aspen  64    22
33   33 40199 No Coupon           PayPal 21.95     3         Aspen  30    22
34   34 40280    Coupon American Express 21.95     2         Aspen  41    22
35   35 40333    Coupon       Mastercard 19.95     5        Yanaki  23    25
36   36 40470    Coupon             Visa 29.95     1 Delicate Arch  52    45
37   37 40428 No Coupon           PayPal 21.95     3         Aspen  18    22
38   38 40440 No Coupon           PayPal 22.95     1       Carlota  32    20
39   39 40195    Coupon American Express 19.95     1        Yanaki  22    25
40   40 40252    Coupon           PayPal 19.95     5        Yanaki  29    25
41   41 40528 No Coupon       Mastercard 24.95     5        Bellen  25    30
42   42 40367 No Coupon           PayPal 21.95     1         Aspen  63    22
43   43 40311 No Coupon       Mastercard 24.95     7        Sunset  26    35
44   44 40240    Coupon         Discover 29.95     1 Delicate Arch  31    45
45   45 40298 No Coupon           PayPal 29.95     5 Delicate Arch  23    45
46   46 40370    Coupon           PayPal 29.95     1 Delicate Arch  42    45
47   47 40259    Coupon             Visa 22.95     2       Carlota  28    20
48   48 40417 No Coupon             Visa 22.95     7       Carlota  23    20
49   49 40498 No Coupon       Mastercard 22.95     7       Carlota  19    20
50   50 40204    Coupon             Visa 19.95     6        Yanaki  37    25
51   51 40304 No Coupon       Mastercard 21.95     2         Aspen  38    22
52   52 40255    Coupon       Mastercard 19.95     6        Yanaki  50    25
53   53 40284 No Coupon         Discover 21.95     3         Aspen  26    22
54   54 40183 No Coupon           PayPal 22.95     1       Carlota  33    20
55   55 40491 No Coupon           PayPal 21.95     3         Aspen  59    22
56   56 40388 No Coupon             Visa 21.95     5         Aspen  32    22
57   57 40519 No Coupon             Visa 22.95     5       Carlota  27    20
58   58 40504    Coupon American Express 24.95    10        Bellen  54    30
59   59 40188 No Coupon           PayPal 21.95     5         Aspen  63    22
60   60 40330 No Coupon             Visa 22.95     5       Carlota  48    20
61   61 40300 No Coupon American Express 22.95     5       Carlota  29    20
62   62 40342    Coupon             Visa 29.95     4 Delicate Arch  38    45
63   63 40225    Coupon       Mastercard 29.95     1 Delicate Arch  24    45
64   64 40392 No Coupon             Visa 22.95     5       Carlota  51    20
65   65 40483    Coupon       Mastercard 29.95     7 Delicate Arch  25    45
66   66 40490 No Coupon             Visa 22.95     5       Carlota  65    20
67   67 40407 No Coupon           PayPal 19.95     3        Yanaki  35    25
68   68 40448 No Coupon       Mastercard 24.95     5        Sunset  35    35
69   69 40187 No Coupon             Visa 19.95     2        Yanaki  21    25
70   70 40461 No Coupon       Mastercard 24.95     5        Sunset  47    35
71   71 40543 No Coupon         Discover 24.95     1        Sunset  62    35
72   72 40518 No Coupon           PayPal 22.95     1       Carlota  63    20
73   73 40255 No Coupon American Express 24.95    10        Bellen  23    30
74   74 40259 No Coupon             Visa 19.95     3        Yanaki  59    25
75   75 40435    Coupon             Visa 21.95     2         Aspen  48    22
76   76 40218 No Coupon       Mastercard 19.95     1        Yanaki  57    25
77   77 40261 No Coupon         Discover 29.95     1 Delicate Arch  19    45
78   78 40387    Coupon       Mastercard 19.95     1        Yanaki  48    25
79   79 40416    Coupon       Mastercard 21.95     3         Aspen  21    22
80   80 40242 No Coupon American Express 22.95     1       Carlota  40    20
81   81 40408 No Coupon             Visa 19.95     4        Yanaki  25    25
82   82 40484    Coupon       Mastercard 19.95     4        Yanaki  59    25
83   83 40531 No Coupon             Visa 22.95     5       Carlota  57    20
84   84 40364    Coupon         Discover 22.95     1       Carlota  56    20
85   85 40284 No Coupon             Visa 19.95     1        Yanaki  19    25
86   86 40535 No Coupon             Visa 21.95     5         Aspen  54    22
87   87 40327 No Coupon           PayPal 29.95     2 Delicate Arch  65    45
88   88 40299    Coupon           PayPal 21.95     2         Aspen  25    22
89   89 40362 No Coupon American Express 19.95     2        Yanaki  30    25
90   90 40402 No Coupon       Mastercard 29.95     7 Delicate Arch  57    45
91   91 40350    Coupon           PayPal 19.95     1        Yanaki  43    25
92   92 40527 No Coupon       Mastercard 19.95     4        Yanaki  44    25
93   93 40323 No Coupon           PayPal 24.95     5        Bellen  21    30
94   94 40260 No Coupon           PayPal 24.95     1        Bellen  20    30
95   95 40200    Coupon             Visa 22.95     7       Carlota  49    20
96   96 40447 No Coupon       Mastercard 21.95     3         Aspen  37    22
97   97 40539 No Coupon           PayPal 22.95     6       Carlota  26    20
98   98 40383 No Coupon       Mastercard 29.95     1 Delicate Arch  62    45
99   99 40295 No Coupon           PayPal 19.95     6        Yanaki  38    25
100 100 40305 No Coupon             Visa 19.95     1        Yanaki  55    25
101 101 40240    Coupon American Express 19.95     2        Yanaki  24    25
102 102 40260 No Coupon           PayPal 22.95     5       Carlota  30    20
103 103 40517    Coupon             Visa 21.95     1         Aspen  39    22
104 104 40493    Coupon           PayPal 29.95     6 Delicate Arch  59    45
105 105 40281 No Coupon         Discover 19.95     2        Yanaki  26    25
106 106 40525 No Coupon             Visa 24.95     1        Sunset  33    35
107 107 40456 No Coupon             Visa 24.95     4        Bellen  20    30
108 108 40180 No Coupon             Visa 21.95     4         Aspen  18    22
109 109 40486    Coupon           PayPal 19.95     2        Yanaki  19    25
110 110 40297 No Coupon           PayPal 21.95     3         Aspen  61    22
111 111 40453    Coupon           PayPal 19.95    10        Yanaki  39    25
112 112 40538    Coupon         Discover 21.95     1         Aspen  52    22
113 113 40487 No Coupon             Visa 24.95     5        Sunset  20    35
114 114 40497 No Coupon             Visa 29.95     1 Delicate Arch  50    45
115 115 40356    Coupon           PayPal 21.95     1         Aspen  29    22
116 116 40289 No Coupon             Visa 29.95     4 Delicate Arch  55    45
117 117 40446 No Coupon American Express 29.95     3 Delicate Arch  18    45
118 118 40202    Coupon       Mastercard 21.95     3         Aspen  39    22
119 119 40182 No Coupon             Visa 22.95     4       Carlota  35    20
120 120 40304    Coupon American Express 24.95     6        Bellen  38    30
121 121 40351 No Coupon             Visa 19.95     3        Yanaki  20    25
122 122 40371 No Coupon         Discover 21.95     6         Aspen  60    22
123 123 40301 No Coupon             Visa 24.95     2        Sunset  61    35
124 124 40246    Coupon           PayPal 21.95     2         Aspen  62    22
125 125 40239 No Coupon             Visa 19.95     1        Yanaki  21    25
126 126 40265 No Coupon         Discover 21.95     1         Aspen  40    22
127 127 40193 No Coupon             Visa 24.95     1        Bellen  25    30
128 128 40500 No Coupon       Mastercard 19.95     2        Yanaki  50    25
129 129 40264 No Coupon             Visa 24.95     1        Bellen  24    30
130 130 40401    Coupon           PayPal 22.95     5       Carlota  28    20
131 131 40536 No Coupon             Visa 19.95     6        Yanaki  22    25
132 132 40509 No Coupon           PayPal 21.95     2         Aspen  22    22
133 133 40249 No Coupon             Visa 24.95     1        Bellen  27    30
134 134 40437    Coupon             Visa 24.95     7        Sunset  54    35
135 135 40210 No Coupon       Mastercard 24.95     1        Bellen  25    30
136 136 40362 No Coupon             Visa 24.95     2        Sunset  25    35
137 137 40420 No Coupon           PayPal 19.95     1        Yanaki  30    25
138 138 40439    Coupon       Mastercard 19.95     2        Yanaki  59    25
139 139 40506 No Coupon             Visa 22.95     2       Carlota  51    20
140 140 40534 No Coupon             Visa 29.95     6 Delicate Arch  38    45
141 141 40291 No Coupon           PayPal 22.95     7       Carlota  28    20
142 142 40500    Coupon         Discover 21.95     1         Aspen  30    22
143 143 40479 No Coupon             Visa 24.95     5        Bellen  43    30
144 144 40404 No Coupon           PayPal 29.95     3 Delicate Arch  42    45
145 145 40303 No Coupon             Visa 24.95     2        Bellen  24    30
146 146 40415    Coupon             Visa 22.95     1       Carlota  47    20
147 147 40476 No Coupon           PayPal 19.95     1        Yanaki  23    25
148 148 40390 No Coupon           PayPal 19.95     5        Yanaki  59    25
149 149 40384    Coupon       Mastercard 22.95     4       Carlota  22    20
150 150 40451    Coupon             Visa 24.95     2        Bellen  27    30
151 151 40454 No Coupon         Discover 21.95     1         Aspen  65    22
152 152 40269 No Coupon       Mastercard 22.95     2       Carlota  27    20
153 153 40527 No Coupon American Express 22.95     1       Carlota  27    20
154 154 40185 No Coupon           PayPal 22.95     2       Carlota  28    20
155 155 40382    Coupon           PayPal 24.95     1        Bellen  22    30
156 156 40253 No Coupon           PayPal 19.95     2        Yanaki  42    25
157 157 40516 No Coupon American Express 29.95     6 Delicate Arch  25    45
158 158 40186    Coupon       Mastercard 21.95     1         Aspen  41    22
159 159 40331    Coupon           PayPal 24.95     1        Bellen  46    30
160 160 40408 No Coupon         Discover 24.95     3        Sunset  41    35
161 161 40292 No Coupon       Mastercard 19.95     4        Yanaki  29    25
162 162 40513 No Coupon             Visa 19.95     1        Yanaki  50    25
163 163 40543    Coupon             Visa 22.95     1       Carlota  50    20
164 164 40298    Coupon           PayPal 22.95     2       Carlota  34    20
165 165 40253    Coupon American Express 21.95     3         Aspen  24    22
166 166 40206 No Coupon       Mastercard 19.95     7        Yanaki  29    25
167 167 40393 No Coupon       Mastercard 22.95     1       Carlota  35    20
168 168 40493 No Coupon             Visa 19.95     2        Yanaki  24    25
169 169 40525    Coupon             Visa 21.95     5         Aspen  23    22
170 170 40264 No Coupon           PayPal 22.95     7       Carlota  31    20
171 171 40459    Coupon           PayPal 24.95     2        Bellen  24    30
172 172 40393 No Coupon             Visa 22.95     1       Carlota  30    20
173 173 40247    Coupon             Visa 22.95     2       Carlota  22    20
174 174 40239 No Coupon             Visa 22.95     3       Carlota  43    20
175 175 40204 No Coupon             Visa 22.95    10       Carlota  55    20
176 176 40304 No Coupon American Express 29.95     1 Delicate Arch  38    45
177 177 40247    Coupon             Visa 19.95     2        Yanaki  28    25
178 178 40500    Coupon           PayPal 21.95     2         Aspen  30    22
179 179 40208    Coupon         Discover 19.95     1        Yanaki  35    25
180 180 40361 No Coupon             Visa 29.95     2 Delicate Arch  41    45
181 181 40464    Coupon         Discover 19.95     5        Yanaki  28    25
182 182 40216 No Coupon         Discover 24.95     7        Bellen  65    30
183 183 40334 No Coupon       Mastercard 21.95     3         Aspen  20    22
184 184 40484 No Coupon             Visa 24.95     5        Sunset  39    35
185 185 40525 No Coupon             Visa 21.95     4         Aspen  19    22
186 186 40474 No Coupon             Visa 22.95    10       Carlota  64    20
187 187 40534    Coupon           PayPal 19.95     5        Yanaki  42    25
188 188 40411    Coupon           PayPal 19.95     1        Yanaki  24    25
189 189 40418    Coupon           PayPal 19.95     1        Yanaki  24    25
190 190 40349 No Coupon American Express 24.95     4        Bellen  18    30
191 191 40298    Coupon       Mastercard 24.95     1        Bellen  36    30
192 192 40465 No Coupon       Mastercard 22.95     5       Carlota  61    20
193 193 40394 No Coupon             Visa 19.95     3        Yanaki  22    25
194 194 40479    Coupon           PayPal 21.95     2         Aspen  55    22
195 195 40486 No Coupon American Express 24.95     3        Sunset  27    35
196 196 40183 No Coupon           PayPal 19.95     1        Yanaki  49    25
197 197 40523    Coupon             Visa 22.95     1       Carlota  29    20
198 198 40377 No Coupon           PayPal 21.95     7         Aspen  33    22
199 199 40329 No Coupon             Visa 19.95     2        Yanaki  52    25
200 200 40528    Coupon           PayPal 21.95     6         Aspen  26    22

Code 
# Retain all of the columns except for the first five columns:
Boom %>% select (-1,-2,-3,-4,-5) # or Boom %>% select(-(1:5))
    Price Units Revenue       Product Age Range
1   22.95     2   45.90       Carlota  21    20
2   19.95     1   19.95        Yanaki  57    25
3   21.95     1   21.95         Aspen  25    22
4   19.95     1   19.95        Yanaki  38    25
5   19.95     4   79.80        Yanaki  22    25
6   19.95     4   79.80        Yanaki  29    25
7   19.95     3   59.85        Yanaki  18    25
8   19.95     7  139.65        Yanaki  64    25
9   19.95     6  119.70        Yanaki  27    25
10  21.95     2   43.90         Aspen  22    22
11  21.95     2   43.90         Aspen  39    22
12  19.95     5   99.75        Yanaki  61    25
13  22.95     5  114.75       Carlota  18    20
14  22.95     4   91.80       Carlota  22    20
15  22.95     5  114.75       Carlota  52    20
16  22.95     1   22.95       Carlota  22    20
17  24.95     5  124.75        Sunset  18    35
18  19.95     1   19.95        Yanaki  55    25
19  21.95     4   87.80         Aspen  20    22
20  22.95     1   22.95       Carlota  42    20
21  29.95    10  299.50 Delicate Arch  30    45
22  19.95     1   19.95        Yanaki  64    25
23  19.95     5   99.75        Yanaki  63    25
24  19.95     2   39.90        Yanaki  41    25
25  21.95     3   65.85         Aspen  21    22
26  24.95     1   24.95        Sunset  63    35
27  21.95     1   21.95         Aspen  54    22
28  19.95     1   19.95        Yanaki  18    25
29  22.95     4   91.80       Carlota  26    20
30  21.95     3   65.85         Aspen  59    22
31  19.95     2   39.90        Yanaki  30    25
32  21.95     2   43.90         Aspen  64    22
33  21.95     3   65.85         Aspen  30    22
34  21.95     2   43.90         Aspen  41    22
35  19.95     5   99.75        Yanaki  23    25
36  29.95     1   29.95 Delicate Arch  52    45
37  21.95     3   65.85         Aspen  18    22
38  22.95     1   22.95       Carlota  32    20
39  19.95     1   19.95        Yanaki  22    25
40  19.95     5   99.75        Yanaki  29    25
41  24.95     5  124.75        Bellen  25    30
42  21.95     1   21.95         Aspen  63    22
43  24.95     7  174.65        Sunset  26    35
44  29.95     1   29.95 Delicate Arch  31    45
45  29.95     5  149.75 Delicate Arch  23    45
46  29.95     1   29.95 Delicate Arch  42    45
47  22.95     2   45.90       Carlota  28    20
48  22.95     7  160.65       Carlota  23    20
49  22.95     7  160.65       Carlota  19    20
50  19.95     6  119.70        Yanaki  37    25
51  21.95     2   43.90         Aspen  38    22
52  19.95     6  119.70        Yanaki  50    25
53  21.95     3   65.85         Aspen  26    22
54  22.95     1   22.95       Carlota  33    20
55  21.95     3   65.85         Aspen  59    22
56  21.95     5  109.75         Aspen  32    22
57  22.95     5  114.75       Carlota  27    20
58  24.95    10  249.50        Bellen  54    30
59  21.95     5  109.75         Aspen  63    22
60  22.95     5  114.75       Carlota  48    20
61  22.95     5  114.75       Carlota  29    20
62  29.95     4  119.80 Delicate Arch  38    45
63  29.95     1   29.95 Delicate Arch  24    45
64  22.95     5  114.75       Carlota  51    20
65  29.95     7  209.65 Delicate Arch  25    45
66  22.95     5  114.75       Carlota  65    20
67  19.95     3   59.85        Yanaki  35    25
68  24.95     5  124.75        Sunset  35    35
69  19.95     2   39.90        Yanaki  21    25
70  24.95     5  124.75        Sunset  47    35
71  24.95     1   24.95        Sunset  62    35
72  22.95     1   22.95       Carlota  63    20
73  24.95    10  249.50        Bellen  23    30
74  19.95     3   59.85        Yanaki  59    25
75  21.95     2   43.90         Aspen  48    22
76  19.95     1   19.95        Yanaki  57    25
77  29.95     1   29.95 Delicate Arch  19    45
78  19.95     1   19.95        Yanaki  48    25
79  21.95     3   65.85         Aspen  21    22
80  22.95     1   22.95       Carlota  40    20
81  19.95     4   79.80        Yanaki  25    25
82  19.95     4   79.80        Yanaki  59    25
83  22.95     5  114.75       Carlota  57    20
84  22.95     1   22.95       Carlota  56    20
85  19.95     1   19.95        Yanaki  19    25
86  21.95     5  109.75         Aspen  54    22
87  29.95     2   59.90 Delicate Arch  65    45
88  21.95     2   43.90         Aspen  25    22
89  19.95     2   39.90        Yanaki  30    25
90  29.95     7  209.65 Delicate Arch  57    45
91  19.95     1   19.95        Yanaki  43    25
92  19.95     4   79.80        Yanaki  44    25
93  24.95     5  124.75        Bellen  21    30
94  24.95     1   24.95        Bellen  20    30
95  22.95     7  160.65       Carlota  49    20
96  21.95     3   65.85         Aspen  37    22
97  22.95     6  137.70       Carlota  26    20
98  29.95     1   29.95 Delicate Arch  62    45
99  19.95     6  119.70        Yanaki  38    25
100 19.95     1   19.95        Yanaki  55    25
101 19.95     2   39.90        Yanaki  24    25
102 22.95     5  114.75       Carlota  30    20
103 21.95     1   21.95         Aspen  39    22
104 29.95     6  179.70 Delicate Arch  59    45
105 19.95     2   39.90        Yanaki  26    25
106 24.95     1   24.95        Sunset  33    35
107 24.95     4   99.80        Bellen  20    30
108 21.95     4   87.80         Aspen  18    22
109 19.95     2   39.90        Yanaki  19    25
110 21.95     3   65.85         Aspen  61    22
111 19.95    10  199.50        Yanaki  39    25
112 21.95     1   21.95         Aspen  52    22
113 24.95     5  124.75        Sunset  20    35
114 29.95     1   29.95 Delicate Arch  50    45
115 21.95     1   21.95         Aspen  29    22
116 29.95     4  119.80 Delicate Arch  55    45
117 29.95     3   89.85 Delicate Arch  18    45
118 21.95     3   65.85         Aspen  39    22
119 22.95     4   91.80       Carlota  35    20
120 24.95     6  149.70        Bellen  38    30
121 19.95     3   59.85        Yanaki  20    25
122 21.95     6  131.70         Aspen  60    22
123 24.95     2   49.90        Sunset  61    35
124 21.95     2   43.90         Aspen  62    22
125 19.95     1   19.95        Yanaki  21    25
126 21.95     1   21.95         Aspen  40    22
127 24.95     1   24.95        Bellen  25    30
128 19.95     2   39.90        Yanaki  50    25
129 24.95     1   24.95        Bellen  24    30
130 22.95     5  114.75       Carlota  28    20
131 19.95     6  119.70        Yanaki  22    25
132 21.95     2   43.90         Aspen  22    22
133 24.95     1   24.95        Bellen  27    30
134 24.95     7  174.65        Sunset  54    35
135 24.95     1   24.95        Bellen  25    30
136 24.95     2   49.90        Sunset  25    35
137 19.95     1   19.95        Yanaki  30    25
138 19.95     2   39.90        Yanaki  59    25
139 22.95     2   45.90       Carlota  51    20
140 29.95     6  179.70 Delicate Arch  38    45
141 22.95     7  160.65       Carlota  28    20
142 21.95     1   21.95         Aspen  30    22
143 24.95     5  124.75        Bellen  43    30
144 29.95     3   89.85 Delicate Arch  42    45
145 24.95     2   49.90        Bellen  24    30
146 22.95     1   22.95       Carlota  47    20
147 19.95     1   19.95        Yanaki  23    25
148 19.95     5   99.75        Yanaki  59    25
149 22.95     4   91.80       Carlota  22    20
150 24.95     2   49.90        Bellen  27    30
151 21.95     1   21.95         Aspen  65    22
152 22.95     2   45.90       Carlota  27    20
153 22.95     1   22.95       Carlota  27    20
154 22.95     2   45.90       Carlota  28    20
155 24.95     1   24.95        Bellen  22    30
156 19.95     2   39.90        Yanaki  42    25
157 29.95     6  179.70 Delicate Arch  25    45
158 21.95     1   21.95         Aspen  41    22
159 24.95     1   24.95        Bellen  46    30
160 24.95     3   74.85        Sunset  41    35
161 19.95     4   79.80        Yanaki  29    25
162 19.95     1   19.95        Yanaki  50    25
163 22.95     1   22.95       Carlota  50    20
164 22.95     2   45.90       Carlota  34    20
165 21.95     3   65.85         Aspen  24    22
166 19.95     7  139.65        Yanaki  29    25
167 22.95     1   22.95       Carlota  35    20
168 19.95     2   39.90        Yanaki  24    25
169 21.95     5  109.75         Aspen  23    22
170 22.95     7  160.65       Carlota  31    20
171 24.95     2   49.90        Bellen  24    30
172 22.95     1   22.95       Carlota  30    20
173 22.95     2   45.90       Carlota  22    20
174 22.95     3   68.85       Carlota  43    20
175 22.95    10  229.50       Carlota  55    20
176 29.95     1   29.95 Delicate Arch  38    45
177 19.95     2   39.90        Yanaki  28    25
178 21.95     2   43.90         Aspen  30    22
179 19.95     1   19.95        Yanaki  35    25
180 29.95     2   59.90 Delicate Arch  41    45
181 19.95     5   99.75        Yanaki  28    25
182 24.95     7  174.65        Bellen  65    30
183 21.95     3   65.85         Aspen  20    22
184 24.95     5  124.75        Sunset  39    35
185 21.95     4   87.80         Aspen  19    22
186 22.95    10  229.50       Carlota  64    20
187 19.95     5   99.75        Yanaki  42    25
188 19.95     1   19.95        Yanaki  24    25
189 19.95     1   19.95        Yanaki  24    25
190 24.95     4   99.80        Bellen  18    30
191 24.95     1   24.95        Bellen  36    30
192 22.95     5  114.75       Carlota  61    20
193 19.95     3   59.85        Yanaki  22    25
194 21.95     2   43.90         Aspen  55    22
195 24.95     3   74.85        Sunset  27    35
196 19.95     1   19.95        Yanaki  49    25
197 22.95     1   22.95       Carlota  29    20
198 21.95     7  153.65         Aspen  33    22
199 19.95     2   39.90        Yanaki  52    25
200 21.95     6  131.70         Aspen  26    22

Important

You can also retain all of the columns, but rearrange some of the columns to appear at the beginning—this moves the Region,Revenue,Range variables to the first 3 columns:

Code 
Boom %>% select(Region,Revenue,Range, everything())
      Region Revenue Range  No  Date    Coupon    Paymentmethod Price Units
1       West   45.90    20   1 40320    Coupon       Mastercard 22.95     2
2       West   19.95    25   2 40358    Coupon       Mastercard 19.95     1
3       East   21.95    22   3 40487 No Coupon       Mastercard 21.95     1
4       West   19.95    25   4 40421 No Coupon American Express 19.95     1
5       West   79.80    25   5 40328    Coupon             Visa 19.95     4
6      South   79.80    25   6 40456    Coupon           PayPal 19.95     4
7       West   59.85    25   7 40259    Coupon             Visa 19.95     3
8       West  139.65    25   8 40343 No Coupon         Discover 19.95     7
9       West  119.70    25   9 40307 No Coupon American Express 19.95     6
10      West   43.90    22  10 40418 No Coupon             Visa 21.95     2
11  Mid West   43.90    22  11 40512    Coupon           PayPal 21.95     2
12  Mid West   99.75    25  12 40434 No Coupon       Mastercard 19.95     5
13  Mid West  114.75    20  13 40474 No Coupon             Visa 22.95     5
14      West   91.80    20  14 40440 No Coupon           PayPal 22.95     4
15  Mid West  114.75    20  15 40441 No Coupon American Express 22.95     5
16      West   22.95    20  16 40196    Coupon             Visa 22.95     1
17      West  124.75    35  17 40387 No Coupon         Discover 24.95     5
18     South   19.95    25  18 40335 No Coupon           PayPal 19.95     1
19      East   87.80    22  19 40208 No Coupon           PayPal 21.95     4
20  Mid West   22.95    20  20 40460    Coupon           PayPal 22.95     1
21     South  299.50    45  21 40363 No Coupon           PayPal 29.95    10
22  Mid West   19.95    25  22 40490    Coupon             Visa 19.95     1
23  Mid West   99.75    25  23 40338    Coupon           PayPal 19.95     5
24     South   39.90    25  24 40254    Coupon       Mastercard 19.95     2
25      East   65.85    22  25 40275 No Coupon             Visa 21.95     3
26      East   24.95    35  26 40183 No Coupon           PayPal 24.95     1
27      West   21.95    22  27 40381 No Coupon American Express 21.95     1
28      West   19.95    25  28 40494 No Coupon American Express 19.95     1
29      West   91.80    20  29 40309 No Coupon         Discover 22.95     4
30  Mid West   65.85    22  30 40282 No Coupon           PayPal 21.95     3
31      West   39.90    25  31 40401 No Coupon         Discover 19.95     2
32      West   43.90    22  32 40496 No Coupon             Visa 21.95     2
33      West   65.85    22  33 40199 No Coupon           PayPal 21.95     3
34      West   43.90    22  34 40280    Coupon American Express 21.95     2
35     South   99.75    25  35 40333    Coupon       Mastercard 19.95     5
36      West   29.95    45  36 40470    Coupon             Visa 29.95     1
37      West   65.85    22  37 40428 No Coupon           PayPal 21.95     3
38      West   22.95    20  38 40440 No Coupon           PayPal 22.95     1
39  Mid West   19.95    25  39 40195    Coupon American Express 19.95     1
40     South   99.75    25  40 40252    Coupon           PayPal 19.95     5
41  Mid West  124.75    30  41 40528 No Coupon       Mastercard 24.95     5
42      West   21.95    22  42 40367 No Coupon           PayPal 21.95     1
43  Mid West  174.65    35  43 40311 No Coupon       Mastercard 24.95     7
44      West   29.95    45  44 40240    Coupon         Discover 29.95     1
45  Mid West  149.75    45  45 40298 No Coupon           PayPal 29.95     5
46  Mid West   29.95    45  46 40370    Coupon           PayPal 29.95     1
47      East   45.90    20  47 40259    Coupon             Visa 22.95     2
48      West  160.65    20  48 40417 No Coupon             Visa 22.95     7
49  Mid West  160.65    20  49 40498 No Coupon       Mastercard 22.95     7
50      West  119.70    25  50 40204    Coupon             Visa 19.95     6
51      East   43.90    22  51 40304 No Coupon       Mastercard 21.95     2
52  Mid West  119.70    25  52 40255    Coupon       Mastercard 19.95     6
53      West   65.85    22  53 40284 No Coupon         Discover 21.95     3
54     South   22.95    20  54 40183 No Coupon           PayPal 22.95     1
55  Mid West   65.85    22  55 40491 No Coupon           PayPal 21.95     3
56  Mid West  109.75    22  56 40388 No Coupon             Visa 21.95     5
57  Mid West  114.75    20  57 40519 No Coupon             Visa 22.95     5
58      West  249.50    30  58 40504    Coupon American Express 24.95    10
59      West  109.75    22  59 40188 No Coupon           PayPal 21.95     5
60      East  114.75    20  60 40330 No Coupon             Visa 22.95     5
61      East  114.75    20  61 40300 No Coupon American Express 22.95     5
62      West  119.80    45  62 40342    Coupon             Visa 29.95     4
63      East   29.95    45  63 40225    Coupon       Mastercard 29.95     1
64      West  114.75    20  64 40392 No Coupon             Visa 22.95     5
65      West  209.65    45  65 40483    Coupon       Mastercard 29.95     7
66      West  114.75    20  66 40490 No Coupon             Visa 22.95     5
67  Mid West   59.85    25  67 40407 No Coupon           PayPal 19.95     3
68      East  124.75    35  68 40448 No Coupon       Mastercard 24.95     5
69  Mid West   39.90    25  69 40187 No Coupon             Visa 19.95     2
70      West  124.75    35  70 40461 No Coupon       Mastercard 24.95     5
71      East   24.95    35  71 40543 No Coupon         Discover 24.95     1
72      East   22.95    20  72 40518 No Coupon           PayPal 22.95     1
73  Mid West  249.50    30  73 40255 No Coupon American Express 24.95    10
74     South   59.85    25  74 40259 No Coupon             Visa 19.95     3
75      West   43.90    22  75 40435    Coupon             Visa 21.95     2
76     South   19.95    25  76 40218 No Coupon       Mastercard 19.95     1
77  Mid West   29.95    45  77 40261 No Coupon         Discover 29.95     1
78  Mid West   19.95    25  78 40387    Coupon       Mastercard 19.95     1
79     South   65.85    22  79 40416    Coupon       Mastercard 21.95     3
80      West   22.95    20  80 40242 No Coupon American Express 22.95     1
81  Mid West   79.80    25  81 40408 No Coupon             Visa 19.95     4
82     South   79.80    25  82 40484    Coupon       Mastercard 19.95     4
83      West  114.75    20  83 40531 No Coupon             Visa 22.95     5
84      West   22.95    20  84 40364    Coupon         Discover 22.95     1
85      West   19.95    25  85 40284 No Coupon             Visa 19.95     1
86  Mid West  109.75    22  86 40535 No Coupon             Visa 21.95     5
87  Mid West   59.90    45  87 40327 No Coupon           PayPal 29.95     2
88      West   43.90    22  88 40299    Coupon           PayPal 21.95     2
89      West   39.90    25  89 40362 No Coupon American Express 19.95     2
90      West  209.65    45  90 40402 No Coupon       Mastercard 29.95     7
91      West   19.95    25  91 40350    Coupon           PayPal 19.95     1
92     South   79.80    25  92 40527 No Coupon       Mastercard 19.95     4
93      East  124.75    30  93 40323 No Coupon           PayPal 24.95     5
94      West   24.95    30  94 40260 No Coupon           PayPal 24.95     1
95      West  160.65    20  95 40200    Coupon             Visa 22.95     7
96     South   65.85    22  96 40447 No Coupon       Mastercard 21.95     3
97      West  137.70    20  97 40539 No Coupon           PayPal 22.95     6
98      East   29.95    45  98 40383 No Coupon       Mastercard 29.95     1
99      West  119.70    25  99 40295 No Coupon           PayPal 19.95     6
100     West   19.95    25 100 40305 No Coupon             Visa 19.95     1
101     East   39.90    25 101 40240    Coupon American Express 19.95     2
102 Mid West  114.75    20 102 40260 No Coupon           PayPal 22.95     5
103 Mid West   21.95    22 103 40517    Coupon             Visa 21.95     1
104    South  179.70    45 104 40493    Coupon           PayPal 29.95     6
105     East   39.90    25 105 40281 No Coupon         Discover 19.95     2
106 Mid West   24.95    35 106 40525 No Coupon             Visa 24.95     1
107     West   99.80    30 107 40456 No Coupon             Visa 24.95     4
108     West   87.80    22 108 40180 No Coupon             Visa 21.95     4
109     East   39.90    25 109 40486    Coupon           PayPal 19.95     2
110     West   65.85    22 110 40297 No Coupon           PayPal 21.95     3
111     East  199.50    25 111 40453    Coupon           PayPal 19.95    10
112     West   21.95    22 112 40538    Coupon         Discover 21.95     1
113     West  124.75    35 113 40487 No Coupon             Visa 24.95     5
114     West   29.95    45 114 40497 No Coupon             Visa 29.95     1
115    South   21.95    22 115 40356    Coupon           PayPal 21.95     1
116     West  119.80    45 116 40289 No Coupon             Visa 29.95     4
117     West   89.85    45 117 40446 No Coupon American Express 29.95     3
118 Mid West   65.85    22 118 40202    Coupon       Mastercard 21.95     3
119    South   91.80    20 119 40182 No Coupon             Visa 22.95     4
120    South  149.70    30 120 40304    Coupon American Express 24.95     6
121     East   59.85    25 121 40351 No Coupon             Visa 19.95     3
122 Mid West  131.70    22 122 40371 No Coupon         Discover 21.95     6
123 Mid West   49.90    35 123 40301 No Coupon             Visa 24.95     2
124     West   43.90    22 124 40246    Coupon           PayPal 21.95     2
125 Mid West   19.95    25 125 40239 No Coupon             Visa 19.95     1
126    South   21.95    22 126 40265 No Coupon         Discover 21.95     1
127     West   24.95    30 127 40193 No Coupon             Visa 24.95     1
128     West   39.90    25 128 40500 No Coupon       Mastercard 19.95     2
129     West   24.95    30 129 40264 No Coupon             Visa 24.95     1
130     West  114.75    20 130 40401    Coupon           PayPal 22.95     5
131 Mid West  119.70    25 131 40536 No Coupon             Visa 19.95     6
132     West   43.90    22 132 40509 No Coupon           PayPal 21.95     2
133     West   24.95    30 133 40249 No Coupon             Visa 24.95     1
134     West  174.65    35 134 40437    Coupon             Visa 24.95     7
135     West   24.95    30 135 40210 No Coupon       Mastercard 24.95     1
136 Mid West   49.90    35 136 40362 No Coupon             Visa 24.95     2
137     East   19.95    25 137 40420 No Coupon           PayPal 19.95     1
138    South   39.90    25 138 40439    Coupon       Mastercard 19.95     2
139     West   45.90    20 139 40506 No Coupon             Visa 22.95     2
140     West  179.70    45 140 40534 No Coupon             Visa 29.95     6
141    South  160.65    20 141 40291 No Coupon           PayPal 22.95     7
142     West   21.95    22 142 40500    Coupon         Discover 21.95     1
143    South  124.75    30 143 40479 No Coupon             Visa 24.95     5
144     West   89.85    45 144 40404 No Coupon           PayPal 29.95     3
145 Mid West   49.90    30 145 40303 No Coupon             Visa 24.95     2
146 Mid West   22.95    20 146 40415    Coupon             Visa 22.95     1
147 Mid West   19.95    25 147 40476 No Coupon           PayPal 19.95     1
148     East   99.75    25 148 40390 No Coupon           PayPal 19.95     5
149     West   91.80    20 149 40384    Coupon       Mastercard 22.95     4
150 Mid West   49.90    30 150 40451    Coupon             Visa 24.95     2
151     East   21.95    22 151 40454 No Coupon         Discover 21.95     1
152 Mid West   45.90    20 152 40269 No Coupon       Mastercard 22.95     2
153     East   22.95    20 153 40527 No Coupon American Express 22.95     1
154     West   45.90    20 154 40185 No Coupon           PayPal 22.95     2
155     West   24.95    30 155 40382    Coupon           PayPal 24.95     1
156     East   39.90    25 156 40253 No Coupon           PayPal 19.95     2
157     East  179.70    45 157 40516 No Coupon American Express 29.95     6
158     West   21.95    22 158 40186    Coupon       Mastercard 21.95     1
159     West   24.95    30 159 40331    Coupon           PayPal 24.95     1
160     West   74.85    35 160 40408 No Coupon         Discover 24.95     3
161     West   79.80    25 161 40292 No Coupon       Mastercard 19.95     4
162 Mid West   19.95    25 162 40513 No Coupon             Visa 19.95     1
163 Mid West   22.95    20 163 40543    Coupon             Visa 22.95     1
164 Mid West   45.90    20 164 40298    Coupon           PayPal 22.95     2
165     West   65.85    22 165 40253    Coupon American Express 21.95     3
166     West  139.65    25 166 40206 No Coupon       Mastercard 19.95     7
167 Mid West   22.95    20 167 40393 No Coupon       Mastercard 22.95     1
168     West   39.90    25 168 40493 No Coupon             Visa 19.95     2
169    South  109.75    22 169 40525    Coupon             Visa 21.95     5
170 Mid West  160.65    20 170 40264 No Coupon           PayPal 22.95     7
171 Mid West   49.90    30 171 40459    Coupon           PayPal 24.95     2
172 Mid West   22.95    20 172 40393 No Coupon             Visa 22.95     1
173     West   45.90    20 173 40247    Coupon             Visa 22.95     2
174     East   68.85    20 174 40239 No Coupon             Visa 22.95     3
175     West  229.50    20 175 40204 No Coupon             Visa 22.95    10
176     West   29.95    45 176 40304 No Coupon American Express 29.95     1
177     West   39.90    25 177 40247    Coupon             Visa 19.95     2
178 Mid West   43.90    22 178 40500    Coupon           PayPal 21.95     2
179     West   19.95    25 179 40208    Coupon         Discover 19.95     1
180     West   59.90    45 180 40361 No Coupon             Visa 29.95     2
181     East   99.75    25 181 40464    Coupon         Discover 19.95     5
182 Mid West  174.65    30 182 40216 No Coupon         Discover 24.95     7
183     West   65.85    22 183 40334 No Coupon       Mastercard 21.95     3
184 Mid West  124.75    35 184 40484 No Coupon             Visa 24.95     5
185     East   87.80    22 185 40525 No Coupon             Visa 21.95     4
186     West  229.50    20 186 40474 No Coupon             Visa 22.95    10
187    South   99.75    25 187 40534    Coupon           PayPal 19.95     5
188 Mid West   19.95    25 188 40411    Coupon           PayPal 19.95     1
189 Mid West   19.95    25 189 40418    Coupon           PayPal 19.95     1
190 Mid West   99.80    30 190 40349 No Coupon American Express 24.95     4
191     East   24.95    30 191 40298    Coupon       Mastercard 24.95     1
192 Mid West  114.75    20 192 40465 No Coupon       Mastercard 22.95     5
193     West   59.85    25 193 40394 No Coupon             Visa 19.95     3
194     West   43.90    22 194 40479    Coupon           PayPal 21.95     2
195     West   74.85    35 195 40486 No Coupon American Express 24.95     3
196 Mid West   19.95    25 196 40183 No Coupon           PayPal 19.95     1
197     West   22.95    20 197 40523    Coupon             Visa 22.95     1
198     West  153.65    22 198 40377 No Coupon           PayPal 21.95     7
199     West   39.90    25 199 40329 No Coupon             Visa 19.95     2
200     West  131.70    22 200 40528    Coupon           PayPal 21.95     6
          Product Age
1         Carlota  21
2          Yanaki  57
3           Aspen  25
4          Yanaki  38
5          Yanaki  22
6          Yanaki  29
7          Yanaki  18
8          Yanaki  64
9          Yanaki  27
10          Aspen  22
11          Aspen  39
12         Yanaki  61
13        Carlota  18
14        Carlota  22
15        Carlota  52
16        Carlota  22
17         Sunset  18
18         Yanaki  55
19          Aspen  20
20        Carlota  42
21  Delicate Arch  30
22         Yanaki  64
23         Yanaki  63
24         Yanaki  41
25          Aspen  21
26         Sunset  63
27          Aspen  54
28         Yanaki  18
29        Carlota  26
30          Aspen  59
31         Yanaki  30
32          Aspen  64
33          Aspen  30
34          Aspen  41
35         Yanaki  23
36  Delicate Arch  52
37          Aspen  18
38        Carlota  32
39         Yanaki  22
40         Yanaki  29
41         Bellen  25
42          Aspen  63
43         Sunset  26
44  Delicate Arch  31
45  Delicate Arch  23
46  Delicate Arch  42
47        Carlota  28
48        Carlota  23
49        Carlota  19
50         Yanaki  37
51          Aspen  38
52         Yanaki  50
53          Aspen  26
54        Carlota  33
55          Aspen  59
56          Aspen  32
57        Carlota  27
58         Bellen  54
59          Aspen  63
60        Carlota  48
61        Carlota  29
62  Delicate Arch  38
63  Delicate Arch  24
64        Carlota  51
65  Delicate Arch  25
66        Carlota  65
67         Yanaki  35
68         Sunset  35
69         Yanaki  21
70         Sunset  47
71         Sunset  62
72        Carlota  63
73         Bellen  23
74         Yanaki  59
75          Aspen  48
76         Yanaki  57
77  Delicate Arch  19
78         Yanaki  48
79          Aspen  21
80        Carlota  40
81         Yanaki  25
82         Yanaki  59
83        Carlota  57
84        Carlota  56
85         Yanaki  19
86          Aspen  54
87  Delicate Arch  65
88          Aspen  25
89         Yanaki  30
90  Delicate Arch  57
91         Yanaki  43
92         Yanaki  44
93         Bellen  21
94         Bellen  20
95        Carlota  49
96          Aspen  37
97        Carlota  26
98  Delicate Arch  62
99         Yanaki  38
100        Yanaki  55
101        Yanaki  24
102       Carlota  30
103         Aspen  39
104 Delicate Arch  59
105        Yanaki  26
106        Sunset  33
107        Bellen  20
108         Aspen  18
109        Yanaki  19
110         Aspen  61
111        Yanaki  39
112         Aspen  52
113        Sunset  20
114 Delicate Arch  50
115         Aspen  29
116 Delicate Arch  55
117 Delicate Arch  18
118         Aspen  39
119       Carlota  35
120        Bellen  38
121        Yanaki  20
122         Aspen  60
123        Sunset  61
124         Aspen  62
125        Yanaki  21
126         Aspen  40
127        Bellen  25
128        Yanaki  50
129        Bellen  24
130       Carlota  28
131        Yanaki  22
132         Aspen  22
133        Bellen  27
134        Sunset  54
135        Bellen  25
136        Sunset  25
137        Yanaki  30
138        Yanaki  59
139       Carlota  51
140 Delicate Arch  38
141       Carlota  28
142         Aspen  30
143        Bellen  43
144 Delicate Arch  42
145        Bellen  24
146       Carlota  47
147        Yanaki  23
148        Yanaki  59
149       Carlota  22
150        Bellen  27
151         Aspen  65
152       Carlota  27
153       Carlota  27
154       Carlota  28
155        Bellen  22
156        Yanaki  42
157 Delicate Arch  25
158         Aspen  41
159        Bellen  46
160        Sunset  41
161        Yanaki  29
162        Yanaki  50
163       Carlota  50
164       Carlota  34
165         Aspen  24
166        Yanaki  29
167       Carlota  35
168        Yanaki  24
169         Aspen  23
170       Carlota  31
171        Bellen  24
172       Carlota  30
173       Carlota  22
174       Carlota  43
175       Carlota  55
176 Delicate Arch  38
177        Yanaki  28
178         Aspen  30
179        Yanaki  35
180 Delicate Arch  41
181        Yanaki  28
182        Bellen  65
183         Aspen  20
184        Sunset  39
185         Aspen  19
186       Carlota  64
187        Yanaki  42
188        Yanaki  24
189        Yanaki  24
190        Bellen  18
191        Bellen  36
192       Carlota  61
193        Yanaki  22
194         Aspen  55
195        Sunset  27
196        Yanaki  49
197       Carlota  29
198         Aspen  33
199        Yanaki  52
200         Aspen  26

0.10 arrange()

arrange():

Allows you arrange values within a variable in ascending or descending order (if that is applicable to your values). This can apply to both numerical and non-numerical values.

0.11 Try This

Important

Arrange Product by alphabetical order (A to Z):

Boom %>% arrange(Product)

     No  Date    Coupon    Paymentmethod   Region Price Units Revenue
1     3 40487 No Coupon       Mastercard     East 21.95     1   21.95
2    10 40418 No Coupon             Visa     West 21.95     2   43.90
3    11 40512    Coupon           PayPal Mid West 21.95     2   43.90
4    19 40208 No Coupon           PayPal     East 21.95     4   87.80
5    25 40275 No Coupon             Visa     East 21.95     3   65.85
6    27 40381 No Coupon American Express     West 21.95     1   21.95
7    30 40282 No Coupon           PayPal Mid West 21.95     3   65.85
8    32 40496 No Coupon             Visa     West 21.95     2   43.90
9    33 40199 No Coupon           PayPal     West 21.95     3   65.85
10   34 40280    Coupon American Express     West 21.95     2   43.90
11   37 40428 No Coupon           PayPal     West 21.95     3   65.85
12   42 40367 No Coupon           PayPal     West 21.95     1   21.95
13   51 40304 No Coupon       Mastercard     East 21.95     2   43.90
14   53 40284 No Coupon         Discover     West 21.95     3   65.85
15   55 40491 No Coupon           PayPal Mid West 21.95     3   65.85
16   56 40388 No Coupon             Visa Mid West 21.95     5  109.75
17   59 40188 No Coupon           PayPal     West 21.95     5  109.75
18   75 40435    Coupon             Visa     West 21.95     2   43.90
19   79 40416    Coupon       Mastercard    South 21.95     3   65.85
20   86 40535 No Coupon             Visa Mid West 21.95     5  109.75
21   88 40299    Coupon           PayPal     West 21.95     2   43.90
22   96 40447 No Coupon       Mastercard    South 21.95     3   65.85
23  103 40517    Coupon             Visa Mid West 21.95     1   21.95
24  108 40180 No Coupon             Visa     West 21.95     4   87.80
25  110 40297 No Coupon           PayPal     West 21.95     3   65.85
26  112 40538    Coupon         Discover     West 21.95     1   21.95
27  115 40356    Coupon           PayPal    South 21.95     1   21.95
28  118 40202    Coupon       Mastercard Mid West 21.95     3   65.85
29  122 40371 No Coupon         Discover Mid West 21.95     6  131.70
30  124 40246    Coupon           PayPal     West 21.95     2   43.90
31  126 40265 No Coupon         Discover    South 21.95     1   21.95
32  132 40509 No Coupon           PayPal     West 21.95     2   43.90
33  142 40500    Coupon         Discover     West 21.95     1   21.95
34  151 40454 No Coupon         Discover     East 21.95     1   21.95
35  158 40186    Coupon       Mastercard     West 21.95     1   21.95
36  165 40253    Coupon American Express     West 21.95     3   65.85
37  169 40525    Coupon             Visa    South 21.95     5  109.75
38  178 40500    Coupon           PayPal Mid West 21.95     2   43.90
39  183 40334 No Coupon       Mastercard     West 21.95     3   65.85
40  185 40525 No Coupon             Visa     East 21.95     4   87.80
41  194 40479    Coupon           PayPal     West 21.95     2   43.90
42  198 40377 No Coupon           PayPal     West 21.95     7  153.65
43  200 40528    Coupon           PayPal     West 21.95     6  131.70
44   41 40528 No Coupon       Mastercard Mid West 24.95     5  124.75
45   58 40504    Coupon American Express     West 24.95    10  249.50
46   73 40255 No Coupon American Express Mid West 24.95    10  249.50
47   93 40323 No Coupon           PayPal     East 24.95     5  124.75
48   94 40260 No Coupon           PayPal     West 24.95     1   24.95
49  107 40456 No Coupon             Visa     West 24.95     4   99.80
50  120 40304    Coupon American Express    South 24.95     6  149.70
51  127 40193 No Coupon             Visa     West 24.95     1   24.95
52  129 40264 No Coupon             Visa     West 24.95     1   24.95
53  133 40249 No Coupon             Visa     West 24.95     1   24.95
54  135 40210 No Coupon       Mastercard     West 24.95     1   24.95
55  143 40479 No Coupon             Visa    South 24.95     5  124.75
56  145 40303 No Coupon             Visa Mid West 24.95     2   49.90
57  150 40451    Coupon             Visa Mid West 24.95     2   49.90
58  155 40382    Coupon           PayPal     West 24.95     1   24.95
59  159 40331    Coupon           PayPal     West 24.95     1   24.95
60  171 40459    Coupon           PayPal Mid West 24.95     2   49.90
61  182 40216 No Coupon         Discover Mid West 24.95     7  174.65
62  190 40349 No Coupon American Express Mid West 24.95     4   99.80
63  191 40298    Coupon       Mastercard     East 24.95     1   24.95
64    1 40320    Coupon       Mastercard     West 22.95     2   45.90
65   13 40474 No Coupon             Visa Mid West 22.95     5  114.75
66   14 40440 No Coupon           PayPal     West 22.95     4   91.80
67   15 40441 No Coupon American Express Mid West 22.95     5  114.75
68   16 40196    Coupon             Visa     West 22.95     1   22.95
69   20 40460    Coupon           PayPal Mid West 22.95     1   22.95
70   29 40309 No Coupon         Discover     West 22.95     4   91.80
71   38 40440 No Coupon           PayPal     West 22.95     1   22.95
72   47 40259    Coupon             Visa     East 22.95     2   45.90
73   48 40417 No Coupon             Visa     West 22.95     7  160.65
74   49 40498 No Coupon       Mastercard Mid West 22.95     7  160.65
75   54 40183 No Coupon           PayPal    South 22.95     1   22.95
76   57 40519 No Coupon             Visa Mid West 22.95     5  114.75
77   60 40330 No Coupon             Visa     East 22.95     5  114.75
78   61 40300 No Coupon American Express     East 22.95     5  114.75
79   64 40392 No Coupon             Visa     West 22.95     5  114.75
80   66 40490 No Coupon             Visa     West 22.95     5  114.75
81   72 40518 No Coupon           PayPal     East 22.95     1   22.95
82   80 40242 No Coupon American Express     West 22.95     1   22.95
83   83 40531 No Coupon             Visa     West 22.95     5  114.75
84   84 40364    Coupon         Discover     West 22.95     1   22.95
85   95 40200    Coupon             Visa     West 22.95     7  160.65
86   97 40539 No Coupon           PayPal     West 22.95     6  137.70
87  102 40260 No Coupon           PayPal Mid West 22.95     5  114.75
88  119 40182 No Coupon             Visa    South 22.95     4   91.80
89  130 40401    Coupon           PayPal     West 22.95     5  114.75
90  139 40506 No Coupon             Visa     West 22.95     2   45.90
91  141 40291 No Coupon           PayPal    South 22.95     7  160.65
92  146 40415    Coupon             Visa Mid West 22.95     1   22.95
93  149 40384    Coupon       Mastercard     West 22.95     4   91.80
94  152 40269 No Coupon       Mastercard Mid West 22.95     2   45.90
95  153 40527 No Coupon American Express     East 22.95     1   22.95
96  154 40185 No Coupon           PayPal     West 22.95     2   45.90
97  163 40543    Coupon             Visa Mid West 22.95     1   22.95
98  164 40298    Coupon           PayPal Mid West 22.95     2   45.90
99  167 40393 No Coupon       Mastercard Mid West 22.95     1   22.95
100 170 40264 No Coupon           PayPal Mid West 22.95     7  160.65
101 172 40393 No Coupon             Visa Mid West 22.95     1   22.95
102 173 40247    Coupon             Visa     West 22.95     2   45.90
103 174 40239 No Coupon             Visa     East 22.95     3   68.85
104 175 40204 No Coupon             Visa     West 22.95    10  229.50
105 186 40474 No Coupon             Visa     West 22.95    10  229.50
106 192 40465 No Coupon       Mastercard Mid West 22.95     5  114.75
107 197 40523    Coupon             Visa     West 22.95     1   22.95
108  21 40363 No Coupon           PayPal    South 29.95    10  299.50
109  36 40470    Coupon             Visa     West 29.95     1   29.95
110  44 40240    Coupon         Discover     West 29.95     1   29.95
111  45 40298 No Coupon           PayPal Mid West 29.95     5  149.75
112  46 40370    Coupon           PayPal Mid West 29.95     1   29.95
113  62 40342    Coupon             Visa     West 29.95     4  119.80
114  63 40225    Coupon       Mastercard     East 29.95     1   29.95
115  65 40483    Coupon       Mastercard     West 29.95     7  209.65
116  77 40261 No Coupon         Discover Mid West 29.95     1   29.95
117  87 40327 No Coupon           PayPal Mid West 29.95     2   59.90
118  90 40402 No Coupon       Mastercard     West 29.95     7  209.65
119  98 40383 No Coupon       Mastercard     East 29.95     1   29.95
120 104 40493    Coupon           PayPal    South 29.95     6  179.70
121 114 40497 No Coupon             Visa     West 29.95     1   29.95
122 116 40289 No Coupon             Visa     West 29.95     4  119.80
123 117 40446 No Coupon American Express     West 29.95     3   89.85
124 140 40534 No Coupon             Visa     West 29.95     6  179.70
125 144 40404 No Coupon           PayPal     West 29.95     3   89.85
126 157 40516 No Coupon American Express     East 29.95     6  179.70
127 176 40304 No Coupon American Express     West 29.95     1   29.95
128 180 40361 No Coupon             Visa     West 29.95     2   59.90
129  17 40387 No Coupon         Discover     West 24.95     5  124.75
130  26 40183 No Coupon           PayPal     East 24.95     1   24.95
131  43 40311 No Coupon       Mastercard Mid West 24.95     7  174.65
132  68 40448 No Coupon       Mastercard     East 24.95     5  124.75
133  70 40461 No Coupon       Mastercard     West 24.95     5  124.75
134  71 40543 No Coupon         Discover     East 24.95     1   24.95
135 106 40525 No Coupon             Visa Mid West 24.95     1   24.95
136 113 40487 No Coupon             Visa     West 24.95     5  124.75
137 123 40301 No Coupon             Visa Mid West 24.95     2   49.90
138 134 40437    Coupon             Visa     West 24.95     7  174.65
139 136 40362 No Coupon             Visa Mid West 24.95     2   49.90
140 160 40408 No Coupon         Discover     West 24.95     3   74.85
141 184 40484 No Coupon             Visa Mid West 24.95     5  124.75
142 195 40486 No Coupon American Express     West 24.95     3   74.85
143   2 40358    Coupon       Mastercard     West 19.95     1   19.95
144   4 40421 No Coupon American Express     West 19.95     1   19.95
145   5 40328    Coupon             Visa     West 19.95     4   79.80
146   6 40456    Coupon           PayPal    South 19.95     4   79.80
147   7 40259    Coupon             Visa     West 19.95     3   59.85
148   8 40343 No Coupon         Discover     West 19.95     7  139.65
149   9 40307 No Coupon American Express     West 19.95     6  119.70
150  12 40434 No Coupon       Mastercard Mid West 19.95     5   99.75
151  18 40335 No Coupon           PayPal    South 19.95     1   19.95
152  22 40490    Coupon             Visa Mid West 19.95     1   19.95
153  23 40338    Coupon           PayPal Mid West 19.95     5   99.75
154  24 40254    Coupon       Mastercard    South 19.95     2   39.90
155  28 40494 No Coupon American Express     West 19.95     1   19.95
156  31 40401 No Coupon         Discover     West 19.95     2   39.90
157  35 40333    Coupon       Mastercard    South 19.95     5   99.75
158  39 40195    Coupon American Express Mid West 19.95     1   19.95
159  40 40252    Coupon           PayPal    South 19.95     5   99.75
160  50 40204    Coupon             Visa     West 19.95     6  119.70
161  52 40255    Coupon       Mastercard Mid West 19.95     6  119.70
162  67 40407 No Coupon           PayPal Mid West 19.95     3   59.85
163  69 40187 No Coupon             Visa Mid West 19.95     2   39.90
164  74 40259 No Coupon             Visa    South 19.95     3   59.85
165  76 40218 No Coupon       Mastercard    South 19.95     1   19.95
166  78 40387    Coupon       Mastercard Mid West 19.95     1   19.95
167  81 40408 No Coupon             Visa Mid West 19.95     4   79.80
168  82 40484    Coupon       Mastercard    South 19.95     4   79.80
169  85 40284 No Coupon             Visa     West 19.95     1   19.95
170  89 40362 No Coupon American Express     West 19.95     2   39.90
171  91 40350    Coupon           PayPal     West 19.95     1   19.95
172  92 40527 No Coupon       Mastercard    South 19.95     4   79.80
173  99 40295 No Coupon           PayPal     West 19.95     6  119.70
174 100 40305 No Coupon             Visa     West 19.95     1   19.95
175 101 40240    Coupon American Express     East 19.95     2   39.90
176 105 40281 No Coupon         Discover     East 19.95     2   39.90
177 109 40486    Coupon           PayPal     East 19.95     2   39.90
178 111 40453    Coupon           PayPal     East 19.95    10  199.50
179 121 40351 No Coupon             Visa     East 19.95     3   59.85
180 125 40239 No Coupon             Visa Mid West 19.95     1   19.95
181 128 40500 No Coupon       Mastercard     West 19.95     2   39.90
182 131 40536 No Coupon             Visa Mid West 19.95     6  119.70
183 137 40420 No Coupon           PayPal     East 19.95     1   19.95
184 138 40439    Coupon       Mastercard    South 19.95     2   39.90
185 147 40476 No Coupon           PayPal Mid West 19.95     1   19.95
186 148 40390 No Coupon           PayPal     East 19.95     5   99.75
187 156 40253 No Coupon           PayPal     East 19.95     2   39.90
188 161 40292 No Coupon       Mastercard     West 19.95     4   79.80
189 162 40513 No Coupon             Visa Mid West 19.95     1   19.95
190 166 40206 No Coupon       Mastercard     West 19.95     7  139.65
191 168 40493 No Coupon             Visa     West 19.95     2   39.90
192 177 40247    Coupon             Visa     West 19.95     2   39.90
193 179 40208    Coupon         Discover     West 19.95     1   19.95
194 181 40464    Coupon         Discover     East 19.95     5   99.75
195 187 40534    Coupon           PayPal    South 19.95     5   99.75
196 188 40411    Coupon           PayPal Mid West 19.95     1   19.95
197 189 40418    Coupon           PayPal Mid West 19.95     1   19.95
198 193 40394 No Coupon             Visa     West 19.95     3   59.85
199 196 40183 No Coupon           PayPal Mid West 19.95     1   19.95
200 199 40329 No Coupon             Visa     West 19.95     2   39.90
          Product Age Range
1           Aspen  25    22
2           Aspen  22    22
3           Aspen  39    22
4           Aspen  20    22
5           Aspen  21    22
6           Aspen  54    22
7           Aspen  59    22
8           Aspen  64    22
9           Aspen  30    22
10          Aspen  41    22
11          Aspen  18    22
12          Aspen  63    22
13          Aspen  38    22
14          Aspen  26    22
15          Aspen  59    22
16          Aspen  32    22
17          Aspen  63    22
18          Aspen  48    22
19          Aspen  21    22
20          Aspen  54    22
21          Aspen  25    22
22          Aspen  37    22
23          Aspen  39    22
24          Aspen  18    22
25          Aspen  61    22
26          Aspen  52    22
27          Aspen  29    22
28          Aspen  39    22
29          Aspen  60    22
30          Aspen  62    22
31          Aspen  40    22
32          Aspen  22    22
33          Aspen  30    22
34          Aspen  65    22
35          Aspen  41    22
36          Aspen  24    22
37          Aspen  23    22
38          Aspen  30    22
39          Aspen  20    22
40          Aspen  19    22
41          Aspen  55    22
42          Aspen  33    22
43          Aspen  26    22
44         Bellen  25    30
45         Bellen  54    30
46         Bellen  23    30
47         Bellen  21    30
48         Bellen  20    30
49         Bellen  20    30
50         Bellen  38    30
51         Bellen  25    30
52         Bellen  24    30
53         Bellen  27    30
54         Bellen  25    30
55         Bellen  43    30
56         Bellen  24    30
57         Bellen  27    30
58         Bellen  22    30
59         Bellen  46    30
60         Bellen  24    30
61         Bellen  65    30
62         Bellen  18    30
63         Bellen  36    30
64        Carlota  21    20
65        Carlota  18    20
66        Carlota  22    20
67        Carlota  52    20
68        Carlota  22    20
69        Carlota  42    20
70        Carlota  26    20
71        Carlota  32    20
72        Carlota  28    20
73        Carlota  23    20
74        Carlota  19    20
75        Carlota  33    20
76        Carlota  27    20
77        Carlota  48    20
78        Carlota  29    20
79        Carlota  51    20
80        Carlota  65    20
81        Carlota  63    20
82        Carlota  40    20
83        Carlota  57    20
84        Carlota  56    20
85        Carlota  49    20
86        Carlota  26    20
87        Carlota  30    20
88        Carlota  35    20
89        Carlota  28    20
90        Carlota  51    20
91        Carlota  28    20
92        Carlota  47    20
93        Carlota  22    20
94        Carlota  27    20
95        Carlota  27    20
96        Carlota  28    20
97        Carlota  50    20
98        Carlota  34    20
99        Carlota  35    20
100       Carlota  31    20
101       Carlota  30    20
102       Carlota  22    20
103       Carlota  43    20
104       Carlota  55    20
105       Carlota  64    20
106       Carlota  61    20
107       Carlota  29    20
108 Delicate Arch  30    45
109 Delicate Arch  52    45
110 Delicate Arch  31    45
111 Delicate Arch  23    45
112 Delicate Arch  42    45
113 Delicate Arch  38    45
114 Delicate Arch  24    45
115 Delicate Arch  25    45
116 Delicate Arch  19    45
117 Delicate Arch  65    45
118 Delicate Arch  57    45
119 Delicate Arch  62    45
120 Delicate Arch  59    45
121 Delicate Arch  50    45
122 Delicate Arch  55    45
123 Delicate Arch  18    45
124 Delicate Arch  38    45
125 Delicate Arch  42    45
126 Delicate Arch  25    45
127 Delicate Arch  38    45
128 Delicate Arch  41    45
129        Sunset  18    35
130        Sunset  63    35
131        Sunset  26    35
132        Sunset  35    35
133        Sunset  47    35
134        Sunset  62    35
135        Sunset  33    35
136        Sunset  20    35
137        Sunset  61    35
138        Sunset  54    35
139        Sunset  25    35
140        Sunset  41    35
141        Sunset  39    35
142        Sunset  27    35
143        Yanaki  57    25
144        Yanaki  38    25
145        Yanaki  22    25
146        Yanaki  29    25
147        Yanaki  18    25
148        Yanaki  64    25
149        Yanaki  27    25
150        Yanaki  61    25
151        Yanaki  55    25
152        Yanaki  64    25
153        Yanaki  63    25
154        Yanaki  41    25
155        Yanaki  18    25
156        Yanaki  30    25
157        Yanaki  23    25
158        Yanaki  22    25
159        Yanaki  29    25
160        Yanaki  37    25
161        Yanaki  50    25
162        Yanaki  35    25
163        Yanaki  21    25
164        Yanaki  59    25
165        Yanaki  57    25
166        Yanaki  48    25
167        Yanaki  25    25
168        Yanaki  59    25
169        Yanaki  19    25
170        Yanaki  30    25
171        Yanaki  43    25
172        Yanaki  44    25
173        Yanaki  38    25
174        Yanaki  55    25
175        Yanaki  24    25
176        Yanaki  26    25
177        Yanaki  19    25
178        Yanaki  39    25
179        Yanaki  20    25
180        Yanaki  21    25
181        Yanaki  50    25
182        Yanaki  22    25
183        Yanaki  30    25
184        Yanaki  59    25
185        Yanaki  23    25
186        Yanaki  59    25
187        Yanaki  42    25
188        Yanaki  29    25
189        Yanaki  50    25
190        Yanaki  29    25
191        Yanaki  24    25
192        Yanaki  28    25
193        Yanaki  35    25
194        Yanaki  28    25
195        Yanaki  42    25
196        Yanaki  24    25
197        Yanaki  24    25
198        Yanaki  22    25
199        Yanaki  49    25
200        Yanaki  52    25

Arrange Price by numerical order (lowest to highest):

Boom %>% arrange(Price)

     No  Date    Coupon    Paymentmethod   Region Price Units Revenue
1     2 40358    Coupon       Mastercard     West 19.95     1   19.95
2     4 40421 No Coupon American Express     West 19.95     1   19.95
3     5 40328    Coupon             Visa     West 19.95     4   79.80
4     6 40456    Coupon           PayPal    South 19.95     4   79.80
5     7 40259    Coupon             Visa     West 19.95     3   59.85
6     8 40343 No Coupon         Discover     West 19.95     7  139.65
7     9 40307 No Coupon American Express     West 19.95     6  119.70
8    12 40434 No Coupon       Mastercard Mid West 19.95     5   99.75
9    18 40335 No Coupon           PayPal    South 19.95     1   19.95
10   22 40490    Coupon             Visa Mid West 19.95     1   19.95
11   23 40338    Coupon           PayPal Mid West 19.95     5   99.75
12   24 40254    Coupon       Mastercard    South 19.95     2   39.90
13   28 40494 No Coupon American Express     West 19.95     1   19.95
14   31 40401 No Coupon         Discover     West 19.95     2   39.90
15   35 40333    Coupon       Mastercard    South 19.95     5   99.75
16   39 40195    Coupon American Express Mid West 19.95     1   19.95
17   40 40252    Coupon           PayPal    South 19.95     5   99.75
18   50 40204    Coupon             Visa     West 19.95     6  119.70
19   52 40255    Coupon       Mastercard Mid West 19.95     6  119.70
20   67 40407 No Coupon           PayPal Mid West 19.95     3   59.85
21   69 40187 No Coupon             Visa Mid West 19.95     2   39.90
22   74 40259 No Coupon             Visa    South 19.95     3   59.85
23   76 40218 No Coupon       Mastercard    South 19.95     1   19.95
24   78 40387    Coupon       Mastercard Mid West 19.95     1   19.95
25   81 40408 No Coupon             Visa Mid West 19.95     4   79.80
26   82 40484    Coupon       Mastercard    South 19.95     4   79.80
27   85 40284 No Coupon             Visa     West 19.95     1   19.95
28   89 40362 No Coupon American Express     West 19.95     2   39.90
29   91 40350    Coupon           PayPal     West 19.95     1   19.95
30   92 40527 No Coupon       Mastercard    South 19.95     4   79.80
31   99 40295 No Coupon           PayPal     West 19.95     6  119.70
32  100 40305 No Coupon             Visa     West 19.95     1   19.95
33  101 40240    Coupon American Express     East 19.95     2   39.90
34  105 40281 No Coupon         Discover     East 19.95     2   39.90
35  109 40486    Coupon           PayPal     East 19.95     2   39.90
36  111 40453    Coupon           PayPal     East 19.95    10  199.50
37  121 40351 No Coupon             Visa     East 19.95     3   59.85
38  125 40239 No Coupon             Visa Mid West 19.95     1   19.95
39  128 40500 No Coupon       Mastercard     West 19.95     2   39.90
40  131 40536 No Coupon             Visa Mid West 19.95     6  119.70
41  137 40420 No Coupon           PayPal     East 19.95     1   19.95
42  138 40439    Coupon       Mastercard    South 19.95     2   39.90
43  147 40476 No Coupon           PayPal Mid West 19.95     1   19.95
44  148 40390 No Coupon           PayPal     East 19.95     5   99.75
45  156 40253 No Coupon           PayPal     East 19.95     2   39.90
46  161 40292 No Coupon       Mastercard     West 19.95     4   79.80
47  162 40513 No Coupon             Visa Mid West 19.95     1   19.95
48  166 40206 No Coupon       Mastercard     West 19.95     7  139.65
49  168 40493 No Coupon             Visa     West 19.95     2   39.90
50  177 40247    Coupon             Visa     West 19.95     2   39.90
51  179 40208    Coupon         Discover     West 19.95     1   19.95
52  181 40464    Coupon         Discover     East 19.95     5   99.75
53  187 40534    Coupon           PayPal    South 19.95     5   99.75
54  188 40411    Coupon           PayPal Mid West 19.95     1   19.95
55  189 40418    Coupon           PayPal Mid West 19.95     1   19.95
56  193 40394 No Coupon             Visa     West 19.95     3   59.85
57  196 40183 No Coupon           PayPal Mid West 19.95     1   19.95
58  199 40329 No Coupon             Visa     West 19.95     2   39.90
59    3 40487 No Coupon       Mastercard     East 21.95     1   21.95
60   10 40418 No Coupon             Visa     West 21.95     2   43.90
61   11 40512    Coupon           PayPal Mid West 21.95     2   43.90
62   19 40208 No Coupon           PayPal     East 21.95     4   87.80
63   25 40275 No Coupon             Visa     East 21.95     3   65.85
64   27 40381 No Coupon American Express     West 21.95     1   21.95
65   30 40282 No Coupon           PayPal Mid West 21.95     3   65.85
66   32 40496 No Coupon             Visa     West 21.95     2   43.90
67   33 40199 No Coupon           PayPal     West 21.95     3   65.85
68   34 40280    Coupon American Express     West 21.95     2   43.90
69   37 40428 No Coupon           PayPal     West 21.95     3   65.85
70   42 40367 No Coupon           PayPal     West 21.95     1   21.95
71   51 40304 No Coupon       Mastercard     East 21.95     2   43.90
72   53 40284 No Coupon         Discover     West 21.95     3   65.85
73   55 40491 No Coupon           PayPal Mid West 21.95     3   65.85
74   56 40388 No Coupon             Visa Mid West 21.95     5  109.75
75   59 40188 No Coupon           PayPal     West 21.95     5  109.75
76   75 40435    Coupon             Visa     West 21.95     2   43.90
77   79 40416    Coupon       Mastercard    South 21.95     3   65.85
78   86 40535 No Coupon             Visa Mid West 21.95     5  109.75
79   88 40299    Coupon           PayPal     West 21.95     2   43.90
80   96 40447 No Coupon       Mastercard    South 21.95     3   65.85
81  103 40517    Coupon             Visa Mid West 21.95     1   21.95
82  108 40180 No Coupon             Visa     West 21.95     4   87.80
83  110 40297 No Coupon           PayPal     West 21.95     3   65.85
84  112 40538    Coupon         Discover     West 21.95     1   21.95
85  115 40356    Coupon           PayPal    South 21.95     1   21.95
86  118 40202    Coupon       Mastercard Mid West 21.95     3   65.85
87  122 40371 No Coupon         Discover Mid West 21.95     6  131.70
88  124 40246    Coupon           PayPal     West 21.95     2   43.90
89  126 40265 No Coupon         Discover    South 21.95     1   21.95
90  132 40509 No Coupon           PayPal     West 21.95     2   43.90
91  142 40500    Coupon         Discover     West 21.95     1   21.95
92  151 40454 No Coupon         Discover     East 21.95     1   21.95
93  158 40186    Coupon       Mastercard     West 21.95     1   21.95
94  165 40253    Coupon American Express     West 21.95     3   65.85
95  169 40525    Coupon             Visa    South 21.95     5  109.75
96  178 40500    Coupon           PayPal Mid West 21.95     2   43.90
97  183 40334 No Coupon       Mastercard     West 21.95     3   65.85
98  185 40525 No Coupon             Visa     East 21.95     4   87.80
99  194 40479    Coupon           PayPal     West 21.95     2   43.90
100 198 40377 No Coupon           PayPal     West 21.95     7  153.65
101 200 40528    Coupon           PayPal     West 21.95     6  131.70
102   1 40320    Coupon       Mastercard     West 22.95     2   45.90
103  13 40474 No Coupon             Visa Mid West 22.95     5  114.75
104  14 40440 No Coupon           PayPal     West 22.95     4   91.80
105  15 40441 No Coupon American Express Mid West 22.95     5  114.75
106  16 40196    Coupon             Visa     West 22.95     1   22.95
107  20 40460    Coupon           PayPal Mid West 22.95     1   22.95
108  29 40309 No Coupon         Discover     West 22.95     4   91.80
109  38 40440 No Coupon           PayPal     West 22.95     1   22.95
110  47 40259    Coupon             Visa     East 22.95     2   45.90
111  48 40417 No Coupon             Visa     West 22.95     7  160.65
112  49 40498 No Coupon       Mastercard Mid West 22.95     7  160.65
113  54 40183 No Coupon           PayPal    South 22.95     1   22.95
114  57 40519 No Coupon             Visa Mid West 22.95     5  114.75
115  60 40330 No Coupon             Visa     East 22.95     5  114.75
116  61 40300 No Coupon American Express     East 22.95     5  114.75
117  64 40392 No Coupon             Visa     West 22.95     5  114.75
118  66 40490 No Coupon             Visa     West 22.95     5  114.75
119  72 40518 No Coupon           PayPal     East 22.95     1   22.95
120  80 40242 No Coupon American Express     West 22.95     1   22.95
121  83 40531 No Coupon             Visa     West 22.95     5  114.75
122  84 40364    Coupon         Discover     West 22.95     1   22.95
123  95 40200    Coupon             Visa     West 22.95     7  160.65
124  97 40539 No Coupon           PayPal     West 22.95     6  137.70
125 102 40260 No Coupon           PayPal Mid West 22.95     5  114.75
126 119 40182 No Coupon             Visa    South 22.95     4   91.80
127 130 40401    Coupon           PayPal     West 22.95     5  114.75
128 139 40506 No Coupon             Visa     West 22.95     2   45.90
129 141 40291 No Coupon           PayPal    South 22.95     7  160.65
130 146 40415    Coupon             Visa Mid West 22.95     1   22.95
131 149 40384    Coupon       Mastercard     West 22.95     4   91.80
132 152 40269 No Coupon       Mastercard Mid West 22.95     2   45.90
133 153 40527 No Coupon American Express     East 22.95     1   22.95
134 154 40185 No Coupon           PayPal     West 22.95     2   45.90
135 163 40543    Coupon             Visa Mid West 22.95     1   22.95
136 164 40298    Coupon           PayPal Mid West 22.95     2   45.90
137 167 40393 No Coupon       Mastercard Mid West 22.95     1   22.95
138 170 40264 No Coupon           PayPal Mid West 22.95     7  160.65
139 172 40393 No Coupon             Visa Mid West 22.95     1   22.95
140 173 40247    Coupon             Visa     West 22.95     2   45.90
141 174 40239 No Coupon             Visa     East 22.95     3   68.85
142 175 40204 No Coupon             Visa     West 22.95    10  229.50
143 186 40474 No Coupon             Visa     West 22.95    10  229.50
144 192 40465 No Coupon       Mastercard Mid West 22.95     5  114.75
145 197 40523    Coupon             Visa     West 22.95     1   22.95
146  17 40387 No Coupon         Discover     West 24.95     5  124.75
147  26 40183 No Coupon           PayPal     East 24.95     1   24.95
148  41 40528 No Coupon       Mastercard Mid West 24.95     5  124.75
149  43 40311 No Coupon       Mastercard Mid West 24.95     7  174.65
150  58 40504    Coupon American Express     West 24.95    10  249.50
151  68 40448 No Coupon       Mastercard     East 24.95     5  124.75
152  70 40461 No Coupon       Mastercard     West 24.95     5  124.75
153  71 40543 No Coupon         Discover     East 24.95     1   24.95
154  73 40255 No Coupon American Express Mid West 24.95    10  249.50
155  93 40323 No Coupon           PayPal     East 24.95     5  124.75
156  94 40260 No Coupon           PayPal     West 24.95     1   24.95
157 106 40525 No Coupon             Visa Mid West 24.95     1   24.95
158 107 40456 No Coupon             Visa     West 24.95     4   99.80
159 113 40487 No Coupon             Visa     West 24.95     5  124.75
160 120 40304    Coupon American Express    South 24.95     6  149.70
161 123 40301 No Coupon             Visa Mid West 24.95     2   49.90
162 127 40193 No Coupon             Visa     West 24.95     1   24.95
163 129 40264 No Coupon             Visa     West 24.95     1   24.95
164 133 40249 No Coupon             Visa     West 24.95     1   24.95
165 134 40437    Coupon             Visa     West 24.95     7  174.65
166 135 40210 No Coupon       Mastercard     West 24.95     1   24.95
167 136 40362 No Coupon             Visa Mid West 24.95     2   49.90
168 143 40479 No Coupon             Visa    South 24.95     5  124.75
169 145 40303 No Coupon             Visa Mid West 24.95     2   49.90
170 150 40451    Coupon             Visa Mid West 24.95     2   49.90
171 155 40382    Coupon           PayPal     West 24.95     1   24.95
172 159 40331    Coupon           PayPal     West 24.95     1   24.95
173 160 40408 No Coupon         Discover     West 24.95     3   74.85
174 171 40459    Coupon           PayPal Mid West 24.95     2   49.90
175 182 40216 No Coupon         Discover Mid West 24.95     7  174.65
176 184 40484 No Coupon             Visa Mid West 24.95     5  124.75
177 190 40349 No Coupon American Express Mid West 24.95     4   99.80
178 191 40298    Coupon       Mastercard     East 24.95     1   24.95
179 195 40486 No Coupon American Express     West 24.95     3   74.85
180  21 40363 No Coupon           PayPal    South 29.95    10  299.50
181  36 40470    Coupon             Visa     West 29.95     1   29.95
182  44 40240    Coupon         Discover     West 29.95     1   29.95
183  45 40298 No Coupon           PayPal Mid West 29.95     5  149.75
184  46 40370    Coupon           PayPal Mid West 29.95     1   29.95
185  62 40342    Coupon             Visa     West 29.95     4  119.80
186  63 40225    Coupon       Mastercard     East 29.95     1   29.95
187  65 40483    Coupon       Mastercard     West 29.95     7  209.65
188  77 40261 No Coupon         Discover Mid West 29.95     1   29.95
189  87 40327 No Coupon           PayPal Mid West 29.95     2   59.90
190  90 40402 No Coupon       Mastercard     West 29.95     7  209.65
191  98 40383 No Coupon       Mastercard     East 29.95     1   29.95
192 104 40493    Coupon           PayPal    South 29.95     6  179.70
193 114 40497 No Coupon             Visa     West 29.95     1   29.95
194 116 40289 No Coupon             Visa     West 29.95     4  119.80
195 117 40446 No Coupon American Express     West 29.95     3   89.85
196 140 40534 No Coupon             Visa     West 29.95     6  179.70
197 144 40404 No Coupon           PayPal     West 29.95     3   89.85
198 157 40516 No Coupon American Express     East 29.95     6  179.70
199 176 40304 No Coupon American Express     West 29.95     1   29.95
200 180 40361 No Coupon             Visa     West 29.95     2   59.90
          Product Age Range
1          Yanaki  57    25
2          Yanaki  38    25
3          Yanaki  22    25
4          Yanaki  29    25
5          Yanaki  18    25
6          Yanaki  64    25
7          Yanaki  27    25
8          Yanaki  61    25
9          Yanaki  55    25
10         Yanaki  64    25
11         Yanaki  63    25
12         Yanaki  41    25
13         Yanaki  18    25
14         Yanaki  30    25
15         Yanaki  23    25
16         Yanaki  22    25
17         Yanaki  29    25
18         Yanaki  37    25
19         Yanaki  50    25
20         Yanaki  35    25
21         Yanaki  21    25
22         Yanaki  59    25
23         Yanaki  57    25
24         Yanaki  48    25
25         Yanaki  25    25
26         Yanaki  59    25
27         Yanaki  19    25
28         Yanaki  30    25
29         Yanaki  43    25
30         Yanaki  44    25
31         Yanaki  38    25
32         Yanaki  55    25
33         Yanaki  24    25
34         Yanaki  26    25
35         Yanaki  19    25
36         Yanaki  39    25
37         Yanaki  20    25
38         Yanaki  21    25
39         Yanaki  50    25
40         Yanaki  22    25
41         Yanaki  30    25
42         Yanaki  59    25
43         Yanaki  23    25
44         Yanaki  59    25
45         Yanaki  42    25
46         Yanaki  29    25
47         Yanaki  50    25
48         Yanaki  29    25
49         Yanaki  24    25
50         Yanaki  28    25
51         Yanaki  35    25
52         Yanaki  28    25
53         Yanaki  42    25
54         Yanaki  24    25
55         Yanaki  24    25
56         Yanaki  22    25
57         Yanaki  49    25
58         Yanaki  52    25
59          Aspen  25    22
60          Aspen  22    22
61          Aspen  39    22
62          Aspen  20    22
63          Aspen  21    22
64          Aspen  54    22
65          Aspen  59    22
66          Aspen  64    22
67          Aspen  30    22
68          Aspen  41    22
69          Aspen  18    22
70          Aspen  63    22
71          Aspen  38    22
72          Aspen  26    22
73          Aspen  59    22
74          Aspen  32    22
75          Aspen  63    22
76          Aspen  48    22
77          Aspen  21    22
78          Aspen  54    22
79          Aspen  25    22
80          Aspen  37    22
81          Aspen  39    22
82          Aspen  18    22
83          Aspen  61    22
84          Aspen  52    22
85          Aspen  29    22
86          Aspen  39    22
87          Aspen  60    22
88          Aspen  62    22
89          Aspen  40    22
90          Aspen  22    22
91          Aspen  30    22
92          Aspen  65    22
93          Aspen  41    22
94          Aspen  24    22
95          Aspen  23    22
96          Aspen  30    22
97          Aspen  20    22
98          Aspen  19    22
99          Aspen  55    22
100         Aspen  33    22
101         Aspen  26    22
102       Carlota  21    20
103       Carlota  18    20
104       Carlota  22    20
105       Carlota  52    20
106       Carlota  22    20
107       Carlota  42    20
108       Carlota  26    20
109       Carlota  32    20
110       Carlota  28    20
111       Carlota  23    20
112       Carlota  19    20
113       Carlota  33    20
114       Carlota  27    20
115       Carlota  48    20
116       Carlota  29    20
117       Carlota  51    20
118       Carlota  65    20
119       Carlota  63    20
120       Carlota  40    20
121       Carlota  57    20
122       Carlota  56    20
123       Carlota  49    20
124       Carlota  26    20
125       Carlota  30    20
126       Carlota  35    20
127       Carlota  28    20
128       Carlota  51    20
129       Carlota  28    20
130       Carlota  47    20
131       Carlota  22    20
132       Carlota  27    20
133       Carlota  27    20
134       Carlota  28    20
135       Carlota  50    20
136       Carlota  34    20
137       Carlota  35    20
138       Carlota  31    20
139       Carlota  30    20
140       Carlota  22    20
141       Carlota  43    20
142       Carlota  55    20
143       Carlota  64    20
144       Carlota  61    20
145       Carlota  29    20
146        Sunset  18    35
147        Sunset  63    35
148        Bellen  25    30
149        Sunset  26    35
150        Bellen  54    30
151        Sunset  35    35
152        Sunset  47    35
153        Sunset  62    35
154        Bellen  23    30
155        Bellen  21    30
156        Bellen  20    30
157        Sunset  33    35
158        Bellen  20    30
159        Sunset  20    35
160        Bellen  38    30
161        Sunset  61    35
162        Bellen  25    30
163        Bellen  24    30
164        Bellen  27    30
165        Sunset  54    35
166        Bellen  25    30
167        Sunset  25    35
168        Bellen  43    30
169        Bellen  24    30
170        Bellen  27    30
171        Bellen  22    30
172        Bellen  46    30
173        Sunset  41    35
174        Bellen  24    30
175        Bellen  65    30
176        Sunset  39    35
177        Bellen  18    30
178        Bellen  36    30
179        Sunset  27    35
180 Delicate Arch  30    45
181 Delicate Arch  52    45
182 Delicate Arch  31    45
183 Delicate Arch  23    45
184 Delicate Arch  42    45
185 Delicate Arch  38    45
186 Delicate Arch  24    45
187 Delicate Arch  25    45
188 Delicate Arch  19    45
189 Delicate Arch  65    45
190 Delicate Arch  57    45
191 Delicate Arch  62    45
192 Delicate Arch  59    45
193 Delicate Arch  50    45
194 Delicate Arch  55    45
195 Delicate Arch  18    45
196 Delicate Arch  38    45
197 Delicate Arch  42    45
198 Delicate Arch  25    45
199 Delicate Arch  38    45
200 Delicate Arch  41    45

Arrange Product in descending alphabetical order:

Boom %>% arrange(desc(Product))

     No  Date    Coupon    Paymentmethod   Region Price Units Revenue
1     2 40358    Coupon       Mastercard     West 19.95     1   19.95
2     4 40421 No Coupon American Express     West 19.95     1   19.95
3     5 40328    Coupon             Visa     West 19.95     4   79.80
4     6 40456    Coupon           PayPal    South 19.95     4   79.80
5     7 40259    Coupon             Visa     West 19.95     3   59.85
6     8 40343 No Coupon         Discover     West 19.95     7  139.65
7     9 40307 No Coupon American Express     West 19.95     6  119.70
8    12 40434 No Coupon       Mastercard Mid West 19.95     5   99.75
9    18 40335 No Coupon           PayPal    South 19.95     1   19.95
10   22 40490    Coupon             Visa Mid West 19.95     1   19.95
11   23 40338    Coupon           PayPal Mid West 19.95     5   99.75
12   24 40254    Coupon       Mastercard    South 19.95     2   39.90
13   28 40494 No Coupon American Express     West 19.95     1   19.95
14   31 40401 No Coupon         Discover     West 19.95     2   39.90
15   35 40333    Coupon       Mastercard    South 19.95     5   99.75
16   39 40195    Coupon American Express Mid West 19.95     1   19.95
17   40 40252    Coupon           PayPal    South 19.95     5   99.75
18   50 40204    Coupon             Visa     West 19.95     6  119.70
19   52 40255    Coupon       Mastercard Mid West 19.95     6  119.70
20   67 40407 No Coupon           PayPal Mid West 19.95     3   59.85
21   69 40187 No Coupon             Visa Mid West 19.95     2   39.90
22   74 40259 No Coupon             Visa    South 19.95     3   59.85
23   76 40218 No Coupon       Mastercard    South 19.95     1   19.95
24   78 40387    Coupon       Mastercard Mid West 19.95     1   19.95
25   81 40408 No Coupon             Visa Mid West 19.95     4   79.80
26   82 40484    Coupon       Mastercard    South 19.95     4   79.80
27   85 40284 No Coupon             Visa     West 19.95     1   19.95
28   89 40362 No Coupon American Express     West 19.95     2   39.90
29   91 40350    Coupon           PayPal     West 19.95     1   19.95
30   92 40527 No Coupon       Mastercard    South 19.95     4   79.80
31   99 40295 No Coupon           PayPal     West 19.95     6  119.70
32  100 40305 No Coupon             Visa     West 19.95     1   19.95
33  101 40240    Coupon American Express     East 19.95     2   39.90
34  105 40281 No Coupon         Discover     East 19.95     2   39.90
35  109 40486    Coupon           PayPal     East 19.95     2   39.90
36  111 40453    Coupon           PayPal     East 19.95    10  199.50
37  121 40351 No Coupon             Visa     East 19.95     3   59.85
38  125 40239 No Coupon             Visa Mid West 19.95     1   19.95
39  128 40500 No Coupon       Mastercard     West 19.95     2   39.90
40  131 40536 No Coupon             Visa Mid West 19.95     6  119.70
41  137 40420 No Coupon           PayPal     East 19.95     1   19.95
42  138 40439    Coupon       Mastercard    South 19.95     2   39.90
43  147 40476 No Coupon           PayPal Mid West 19.95     1   19.95
44  148 40390 No Coupon           PayPal     East 19.95     5   99.75
45  156 40253 No Coupon           PayPal     East 19.95     2   39.90
46  161 40292 No Coupon       Mastercard     West 19.95     4   79.80
47  162 40513 No Coupon             Visa Mid West 19.95     1   19.95
48  166 40206 No Coupon       Mastercard     West 19.95     7  139.65
49  168 40493 No Coupon             Visa     West 19.95     2   39.90
50  177 40247    Coupon             Visa     West 19.95     2   39.90
51  179 40208    Coupon         Discover     West 19.95     1   19.95
52  181 40464    Coupon         Discover     East 19.95     5   99.75
53  187 40534    Coupon           PayPal    South 19.95     5   99.75
54  188 40411    Coupon           PayPal Mid West 19.95     1   19.95
55  189 40418    Coupon           PayPal Mid West 19.95     1   19.95
56  193 40394 No Coupon             Visa     West 19.95     3   59.85
57  196 40183 No Coupon           PayPal Mid West 19.95     1   19.95
58  199 40329 No Coupon             Visa     West 19.95     2   39.90
59   17 40387 No Coupon         Discover     West 24.95     5  124.75
60   26 40183 No Coupon           PayPal     East 24.95     1   24.95
61   43 40311 No Coupon       Mastercard Mid West 24.95     7  174.65
62   68 40448 No Coupon       Mastercard     East 24.95     5  124.75
63   70 40461 No Coupon       Mastercard     West 24.95     5  124.75
64   71 40543 No Coupon         Discover     East 24.95     1   24.95
65  106 40525 No Coupon             Visa Mid West 24.95     1   24.95
66  113 40487 No Coupon             Visa     West 24.95     5  124.75
67  123 40301 No Coupon             Visa Mid West 24.95     2   49.90
68  134 40437    Coupon             Visa     West 24.95     7  174.65
69  136 40362 No Coupon             Visa Mid West 24.95     2   49.90
70  160 40408 No Coupon         Discover     West 24.95     3   74.85
71  184 40484 No Coupon             Visa Mid West 24.95     5  124.75
72  195 40486 No Coupon American Express     West 24.95     3   74.85
73   21 40363 No Coupon           PayPal    South 29.95    10  299.50
74   36 40470    Coupon             Visa     West 29.95     1   29.95
75   44 40240    Coupon         Discover     West 29.95     1   29.95
76   45 40298 No Coupon           PayPal Mid West 29.95     5  149.75
77   46 40370    Coupon           PayPal Mid West 29.95     1   29.95
78   62 40342    Coupon             Visa     West 29.95     4  119.80
79   63 40225    Coupon       Mastercard     East 29.95     1   29.95
80   65 40483    Coupon       Mastercard     West 29.95     7  209.65
81   77 40261 No Coupon         Discover Mid West 29.95     1   29.95
82   87 40327 No Coupon           PayPal Mid West 29.95     2   59.90
83   90 40402 No Coupon       Mastercard     West 29.95     7  209.65
84   98 40383 No Coupon       Mastercard     East 29.95     1   29.95
85  104 40493    Coupon           PayPal    South 29.95     6  179.70
86  114 40497 No Coupon             Visa     West 29.95     1   29.95
87  116 40289 No Coupon             Visa     West 29.95     4  119.80
88  117 40446 No Coupon American Express     West 29.95     3   89.85
89  140 40534 No Coupon             Visa     West 29.95     6  179.70
90  144 40404 No Coupon           PayPal     West 29.95     3   89.85
91  157 40516 No Coupon American Express     East 29.95     6  179.70
92  176 40304 No Coupon American Express     West 29.95     1   29.95
93  180 40361 No Coupon             Visa     West 29.95     2   59.90
94    1 40320    Coupon       Mastercard     West 22.95     2   45.90
95   13 40474 No Coupon             Visa Mid West 22.95     5  114.75
96   14 40440 No Coupon           PayPal     West 22.95     4   91.80
97   15 40441 No Coupon American Express Mid West 22.95     5  114.75
98   16 40196    Coupon             Visa     West 22.95     1   22.95
99   20 40460    Coupon           PayPal Mid West 22.95     1   22.95
100  29 40309 No Coupon         Discover     West 22.95     4   91.80
101  38 40440 No Coupon           PayPal     West 22.95     1   22.95
102  47 40259    Coupon             Visa     East 22.95     2   45.90
103  48 40417 No Coupon             Visa     West 22.95     7  160.65
104  49 40498 No Coupon       Mastercard Mid West 22.95     7  160.65
105  54 40183 No Coupon           PayPal    South 22.95     1   22.95
106  57 40519 No Coupon             Visa Mid West 22.95     5  114.75
107  60 40330 No Coupon             Visa     East 22.95     5  114.75
108  61 40300 No Coupon American Express     East 22.95     5  114.75
109  64 40392 No Coupon             Visa     West 22.95     5  114.75
110  66 40490 No Coupon             Visa     West 22.95     5  114.75
111  72 40518 No Coupon           PayPal     East 22.95     1   22.95
112  80 40242 No Coupon American Express     West 22.95     1   22.95
113  83 40531 No Coupon             Visa     West 22.95     5  114.75
114  84 40364    Coupon         Discover     West 22.95     1   22.95
115  95 40200    Coupon             Visa     West 22.95     7  160.65
116  97 40539 No Coupon           PayPal     West 22.95     6  137.70
117 102 40260 No Coupon           PayPal Mid West 22.95     5  114.75
118 119 40182 No Coupon             Visa    South 22.95     4   91.80
119 130 40401    Coupon           PayPal     West 22.95     5  114.75
120 139 40506 No Coupon             Visa     West 22.95     2   45.90
121 141 40291 No Coupon           PayPal    South 22.95     7  160.65
122 146 40415    Coupon             Visa Mid West 22.95     1   22.95
123 149 40384    Coupon       Mastercard     West 22.95     4   91.80
124 152 40269 No Coupon       Mastercard Mid West 22.95     2   45.90
125 153 40527 No Coupon American Express     East 22.95     1   22.95
126 154 40185 No Coupon           PayPal     West 22.95     2   45.90
127 163 40543    Coupon             Visa Mid West 22.95     1   22.95
128 164 40298    Coupon           PayPal Mid West 22.95     2   45.90
129 167 40393 No Coupon       Mastercard Mid West 22.95     1   22.95
130 170 40264 No Coupon           PayPal Mid West 22.95     7  160.65
131 172 40393 No Coupon             Visa Mid West 22.95     1   22.95
132 173 40247    Coupon             Visa     West 22.95     2   45.90
133 174 40239 No Coupon             Visa     East 22.95     3   68.85
134 175 40204 No Coupon             Visa     West 22.95    10  229.50
135 186 40474 No Coupon             Visa     West 22.95    10  229.50
136 192 40465 No Coupon       Mastercard Mid West 22.95     5  114.75
137 197 40523    Coupon             Visa     West 22.95     1   22.95
138  41 40528 No Coupon       Mastercard Mid West 24.95     5  124.75
139  58 40504    Coupon American Express     West 24.95    10  249.50
140  73 40255 No Coupon American Express Mid West 24.95    10  249.50
141  93 40323 No Coupon           PayPal     East 24.95     5  124.75
142  94 40260 No Coupon           PayPal     West 24.95     1   24.95
143 107 40456 No Coupon             Visa     West 24.95     4   99.80
144 120 40304    Coupon American Express    South 24.95     6  149.70
145 127 40193 No Coupon             Visa     West 24.95     1   24.95
146 129 40264 No Coupon             Visa     West 24.95     1   24.95
147 133 40249 No Coupon             Visa     West 24.95     1   24.95
148 135 40210 No Coupon       Mastercard     West 24.95     1   24.95
149 143 40479 No Coupon             Visa    South 24.95     5  124.75
150 145 40303 No Coupon             Visa Mid West 24.95     2   49.90
151 150 40451    Coupon             Visa Mid West 24.95     2   49.90
152 155 40382    Coupon           PayPal     West 24.95     1   24.95
153 159 40331    Coupon           PayPal     West 24.95     1   24.95
154 171 40459    Coupon           PayPal Mid West 24.95     2   49.90
155 182 40216 No Coupon         Discover Mid West 24.95     7  174.65
156 190 40349 No Coupon American Express Mid West 24.95     4   99.80
157 191 40298    Coupon       Mastercard     East 24.95     1   24.95
158   3 40487 No Coupon       Mastercard     East 21.95     1   21.95
159  10 40418 No Coupon             Visa     West 21.95     2   43.90
160  11 40512    Coupon           PayPal Mid West 21.95     2   43.90
161  19 40208 No Coupon           PayPal     East 21.95     4   87.80
162  25 40275 No Coupon             Visa     East 21.95     3   65.85
163  27 40381 No Coupon American Express     West 21.95     1   21.95
164  30 40282 No Coupon           PayPal Mid West 21.95     3   65.85
165  32 40496 No Coupon             Visa     West 21.95     2   43.90
166  33 40199 No Coupon           PayPal     West 21.95     3   65.85
167  34 40280    Coupon American Express     West 21.95     2   43.90
168  37 40428 No Coupon           PayPal     West 21.95     3   65.85
169  42 40367 No Coupon           PayPal     West 21.95     1   21.95
170  51 40304 No Coupon       Mastercard     East 21.95     2   43.90
171  53 40284 No Coupon         Discover     West 21.95     3   65.85
172  55 40491 No Coupon           PayPal Mid West 21.95     3   65.85
173  56 40388 No Coupon             Visa Mid West 21.95     5  109.75
174  59 40188 No Coupon           PayPal     West 21.95     5  109.75
175  75 40435    Coupon             Visa     West 21.95     2   43.90
176  79 40416    Coupon       Mastercard    South 21.95     3   65.85
177  86 40535 No Coupon             Visa Mid West 21.95     5  109.75
178  88 40299    Coupon           PayPal     West 21.95     2   43.90
179  96 40447 No Coupon       Mastercard    South 21.95     3   65.85
180 103 40517    Coupon             Visa Mid West 21.95     1   21.95
181 108 40180 No Coupon             Visa     West 21.95     4   87.80
182 110 40297 No Coupon           PayPal     West 21.95     3   65.85
183 112 40538    Coupon         Discover     West 21.95     1   21.95
184 115 40356    Coupon           PayPal    South 21.95     1   21.95
185 118 40202    Coupon       Mastercard Mid West 21.95     3   65.85
186 122 40371 No Coupon         Discover Mid West 21.95     6  131.70
187 124 40246    Coupon           PayPal     West 21.95     2   43.90
188 126 40265 No Coupon         Discover    South 21.95     1   21.95
189 132 40509 No Coupon           PayPal     West 21.95     2   43.90
190 142 40500    Coupon         Discover     West 21.95     1   21.95
191 151 40454 No Coupon         Discover     East 21.95     1   21.95
192 158 40186    Coupon       Mastercard     West 21.95     1   21.95
193 165 40253    Coupon American Express     West 21.95     3   65.85
194 169 40525    Coupon             Visa    South 21.95     5  109.75
195 178 40500    Coupon           PayPal Mid West 21.95     2   43.90
196 183 40334 No Coupon       Mastercard     West 21.95     3   65.85
197 185 40525 No Coupon             Visa     East 21.95     4   87.80
198 194 40479    Coupon           PayPal     West 21.95     2   43.90
199 198 40377 No Coupon           PayPal     West 21.95     7  153.65
200 200 40528    Coupon           PayPal     West 21.95     6  131.70
          Product Age Range
1          Yanaki  57    25
2          Yanaki  38    25
3          Yanaki  22    25
4          Yanaki  29    25
5          Yanaki  18    25
6          Yanaki  64    25
7          Yanaki  27    25
8          Yanaki  61    25
9          Yanaki  55    25
10         Yanaki  64    25
11         Yanaki  63    25
12         Yanaki  41    25
13         Yanaki  18    25
14         Yanaki  30    25
15         Yanaki  23    25
16         Yanaki  22    25
17         Yanaki  29    25
18         Yanaki  37    25
19         Yanaki  50    25
20         Yanaki  35    25
21         Yanaki  21    25
22         Yanaki  59    25
23         Yanaki  57    25
24         Yanaki  48    25
25         Yanaki  25    25
26         Yanaki  59    25
27         Yanaki  19    25
28         Yanaki  30    25
29         Yanaki  43    25
30         Yanaki  44    25
31         Yanaki  38    25
32         Yanaki  55    25
33         Yanaki  24    25
34         Yanaki  26    25
35         Yanaki  19    25
36         Yanaki  39    25
37         Yanaki  20    25
38         Yanaki  21    25
39         Yanaki  50    25
40         Yanaki  22    25
41         Yanaki  30    25
42         Yanaki  59    25
43         Yanaki  23    25
44         Yanaki  59    25
45         Yanaki  42    25
46         Yanaki  29    25
47         Yanaki  50    25
48         Yanaki  29    25
49         Yanaki  24    25
50         Yanaki  28    25
51         Yanaki  35    25
52         Yanaki  28    25
53         Yanaki  42    25
54         Yanaki  24    25
55         Yanaki  24    25
56         Yanaki  22    25
57         Yanaki  49    25
58         Yanaki  52    25
59         Sunset  18    35
60         Sunset  63    35
61         Sunset  26    35
62         Sunset  35    35
63         Sunset  47    35
64         Sunset  62    35
65         Sunset  33    35
66         Sunset  20    35
67         Sunset  61    35
68         Sunset  54    35
69         Sunset  25    35
70         Sunset  41    35
71         Sunset  39    35
72         Sunset  27    35
73  Delicate Arch  30    45
74  Delicate Arch  52    45
75  Delicate Arch  31    45
76  Delicate Arch  23    45
77  Delicate Arch  42    45
78  Delicate Arch  38    45
79  Delicate Arch  24    45
80  Delicate Arch  25    45
81  Delicate Arch  19    45
82  Delicate Arch  65    45
83  Delicate Arch  57    45
84  Delicate Arch  62    45
85  Delicate Arch  59    45
86  Delicate Arch  50    45
87  Delicate Arch  55    45
88  Delicate Arch  18    45
89  Delicate Arch  38    45
90  Delicate Arch  42    45
91  Delicate Arch  25    45
92  Delicate Arch  38    45
93  Delicate Arch  41    45
94        Carlota  21    20
95        Carlota  18    20
96        Carlota  22    20
97        Carlota  52    20
98        Carlota  22    20
99        Carlota  42    20
100       Carlota  26    20
101       Carlota  32    20
102       Carlota  28    20
103       Carlota  23    20
104       Carlota  19    20
105       Carlota  33    20
106       Carlota  27    20
107       Carlota  48    20
108       Carlota  29    20
109       Carlota  51    20
110       Carlota  65    20
111       Carlota  63    20
112       Carlota  40    20
113       Carlota  57    20
114       Carlota  56    20
115       Carlota  49    20
116       Carlota  26    20
117       Carlota  30    20
118       Carlota  35    20
119       Carlota  28    20
120       Carlota  51    20
121       Carlota  28    20
122       Carlota  47    20
123       Carlota  22    20
124       Carlota  27    20
125       Carlota  27    20
126       Carlota  28    20
127       Carlota  50    20
128       Carlota  34    20
129       Carlota  35    20
130       Carlota  31    20
131       Carlota  30    20
132       Carlota  22    20
133       Carlota  43    20
134       Carlota  55    20
135       Carlota  64    20
136       Carlota  61    20
137       Carlota  29    20
138        Bellen  25    30
139        Bellen  54    30
140        Bellen  23    30
141        Bellen  21    30
142        Bellen  20    30
143        Bellen  20    30
144        Bellen  38    30
145        Bellen  25    30
146        Bellen  24    30
147        Bellen  27    30
148        Bellen  25    30
149        Bellen  43    30
150        Bellen  24    30
151        Bellen  27    30
152        Bellen  22    30
153        Bellen  46    30
154        Bellen  24    30
155        Bellen  65    30
156        Bellen  18    30
157        Bellen  36    30
158         Aspen  25    22
159         Aspen  22    22
160         Aspen  39    22
161         Aspen  20    22
162         Aspen  21    22
163         Aspen  54    22
164         Aspen  59    22
165         Aspen  64    22
166         Aspen  30    22
167         Aspen  41    22
168         Aspen  18    22
169         Aspen  63    22
170         Aspen  38    22
171         Aspen  26    22
172         Aspen  59    22
173         Aspen  32    22
174         Aspen  63    22
175         Aspen  48    22
176         Aspen  21    22
177         Aspen  54    22
178         Aspen  25    22
179         Aspen  37    22
180         Aspen  39    22
181         Aspen  18    22
182         Aspen  61    22
183         Aspen  52    22
184         Aspen  29    22
185         Aspen  39    22
186         Aspen  60    22
187         Aspen  62    22
188         Aspen  40    22
189         Aspen  22    22
190         Aspen  30    22
191         Aspen  65    22
192         Aspen  41    22
193         Aspen  24    22
194         Aspen  23    22
195         Aspen  30    22
196         Aspen  20    22
197         Aspen  19    22
198         Aspen  55    22
199         Aspen  33    22
200         Aspen  26    22

Arrange Price in descending numerical order:

Boom %>% arrange(desc(Price))

     No  Date    Coupon    Paymentmethod   Region Price Units Revenue
1    21 40363 No Coupon           PayPal    South 29.95    10  299.50
2    36 40470    Coupon             Visa     West 29.95     1   29.95
3    44 40240    Coupon         Discover     West 29.95     1   29.95
4    45 40298 No Coupon           PayPal Mid West 29.95     5  149.75
5    46 40370    Coupon           PayPal Mid West 29.95     1   29.95
6    62 40342    Coupon             Visa     West 29.95     4  119.80
7    63 40225    Coupon       Mastercard     East 29.95     1   29.95
8    65 40483    Coupon       Mastercard     West 29.95     7  209.65
9    77 40261 No Coupon         Discover Mid West 29.95     1   29.95
10   87 40327 No Coupon           PayPal Mid West 29.95     2   59.90
11   90 40402 No Coupon       Mastercard     West 29.95     7  209.65
12   98 40383 No Coupon       Mastercard     East 29.95     1   29.95
13  104 40493    Coupon           PayPal    South 29.95     6  179.70
14  114 40497 No Coupon             Visa     West 29.95     1   29.95
15  116 40289 No Coupon             Visa     West 29.95     4  119.80
16  117 40446 No Coupon American Express     West 29.95     3   89.85
17  140 40534 No Coupon             Visa     West 29.95     6  179.70
18  144 40404 No Coupon           PayPal     West 29.95     3   89.85
19  157 40516 No Coupon American Express     East 29.95     6  179.70
20  176 40304 No Coupon American Express     West 29.95     1   29.95
21  180 40361 No Coupon             Visa     West 29.95     2   59.90
22   17 40387 No Coupon         Discover     West 24.95     5  124.75
23   26 40183 No Coupon           PayPal     East 24.95     1   24.95
24   41 40528 No Coupon       Mastercard Mid West 24.95     5  124.75
25   43 40311 No Coupon       Mastercard Mid West 24.95     7  174.65
26   58 40504    Coupon American Express     West 24.95    10  249.50
27   68 40448 No Coupon       Mastercard     East 24.95     5  124.75
28   70 40461 No Coupon       Mastercard     West 24.95     5  124.75
29   71 40543 No Coupon         Discover     East 24.95     1   24.95
30   73 40255 No Coupon American Express Mid West 24.95    10  249.50
31   93 40323 No Coupon           PayPal     East 24.95     5  124.75
32   94 40260 No Coupon           PayPal     West 24.95     1   24.95
33  106 40525 No Coupon             Visa Mid West 24.95     1   24.95
34  107 40456 No Coupon             Visa     West 24.95     4   99.80
35  113 40487 No Coupon             Visa     West 24.95     5  124.75
36  120 40304    Coupon American Express    South 24.95     6  149.70
37  123 40301 No Coupon             Visa Mid West 24.95     2   49.90
38  127 40193 No Coupon             Visa     West 24.95     1   24.95
39  129 40264 No Coupon             Visa     West 24.95     1   24.95
40  133 40249 No Coupon             Visa     West 24.95     1   24.95
41  134 40437    Coupon             Visa     West 24.95     7  174.65
42  135 40210 No Coupon       Mastercard     West 24.95     1   24.95
43  136 40362 No Coupon             Visa Mid West 24.95     2   49.90
44  143 40479 No Coupon             Visa    South 24.95     5  124.75
45  145 40303 No Coupon             Visa Mid West 24.95     2   49.90
46  150 40451    Coupon             Visa Mid West 24.95     2   49.90
47  155 40382    Coupon           PayPal     West 24.95     1   24.95
48  159 40331    Coupon           PayPal     West 24.95     1   24.95
49  160 40408 No Coupon         Discover     West 24.95     3   74.85
50  171 40459    Coupon           PayPal Mid West 24.95     2   49.90
51  182 40216 No Coupon         Discover Mid West 24.95     7  174.65
52  184 40484 No Coupon             Visa Mid West 24.95     5  124.75
53  190 40349 No Coupon American Express Mid West 24.95     4   99.80
54  191 40298    Coupon       Mastercard     East 24.95     1   24.95
55  195 40486 No Coupon American Express     West 24.95     3   74.85
56    1 40320    Coupon       Mastercard     West 22.95     2   45.90
57   13 40474 No Coupon             Visa Mid West 22.95     5  114.75
58   14 40440 No Coupon           PayPal     West 22.95     4   91.80
59   15 40441 No Coupon American Express Mid West 22.95     5  114.75
60   16 40196    Coupon             Visa     West 22.95     1   22.95
61   20 40460    Coupon           PayPal Mid West 22.95     1   22.95
62   29 40309 No Coupon         Discover     West 22.95     4   91.80
63   38 40440 No Coupon           PayPal     West 22.95     1   22.95
64   47 40259    Coupon             Visa     East 22.95     2   45.90
65   48 40417 No Coupon             Visa     West 22.95     7  160.65
66   49 40498 No Coupon       Mastercard Mid West 22.95     7  160.65
67   54 40183 No Coupon           PayPal    South 22.95     1   22.95
68   57 40519 No Coupon             Visa Mid West 22.95     5  114.75
69   60 40330 No Coupon             Visa     East 22.95     5  114.75
70   61 40300 No Coupon American Express     East 22.95     5  114.75
71   64 40392 No Coupon             Visa     West 22.95     5  114.75
72   66 40490 No Coupon             Visa     West 22.95     5  114.75
73   72 40518 No Coupon           PayPal     East 22.95     1   22.95
74   80 40242 No Coupon American Express     West 22.95     1   22.95
75   83 40531 No Coupon             Visa     West 22.95     5  114.75
76   84 40364    Coupon         Discover     West 22.95     1   22.95
77   95 40200    Coupon             Visa     West 22.95     7  160.65
78   97 40539 No Coupon           PayPal     West 22.95     6  137.70
79  102 40260 No Coupon           PayPal Mid West 22.95     5  114.75
80  119 40182 No Coupon             Visa    South 22.95     4   91.80
81  130 40401    Coupon           PayPal     West 22.95     5  114.75
82  139 40506 No Coupon             Visa     West 22.95     2   45.90
83  141 40291 No Coupon           PayPal    South 22.95     7  160.65
84  146 40415    Coupon             Visa Mid West 22.95     1   22.95
85  149 40384    Coupon       Mastercard     West 22.95     4   91.80
86  152 40269 No Coupon       Mastercard Mid West 22.95     2   45.90
87  153 40527 No Coupon American Express     East 22.95     1   22.95
88  154 40185 No Coupon           PayPal     West 22.95     2   45.90
89  163 40543    Coupon             Visa Mid West 22.95     1   22.95
90  164 40298    Coupon           PayPal Mid West 22.95     2   45.90
91  167 40393 No Coupon       Mastercard Mid West 22.95     1   22.95
92  170 40264 No Coupon           PayPal Mid West 22.95     7  160.65
93  172 40393 No Coupon             Visa Mid West 22.95     1   22.95
94  173 40247    Coupon             Visa     West 22.95     2   45.90
95  174 40239 No Coupon             Visa     East 22.95     3   68.85
96  175 40204 No Coupon             Visa     West 22.95    10  229.50
97  186 40474 No Coupon             Visa     West 22.95    10  229.50
98  192 40465 No Coupon       Mastercard Mid West 22.95     5  114.75
99  197 40523    Coupon             Visa     West 22.95     1   22.95
100   3 40487 No Coupon       Mastercard     East 21.95     1   21.95
101  10 40418 No Coupon             Visa     West 21.95     2   43.90
102  11 40512    Coupon           PayPal Mid West 21.95     2   43.90
103  19 40208 No Coupon           PayPal     East 21.95     4   87.80
104  25 40275 No Coupon             Visa     East 21.95     3   65.85
105  27 40381 No Coupon American Express     West 21.95     1   21.95
106  30 40282 No Coupon           PayPal Mid West 21.95     3   65.85
107  32 40496 No Coupon             Visa     West 21.95     2   43.90
108  33 40199 No Coupon           PayPal     West 21.95     3   65.85
109  34 40280    Coupon American Express     West 21.95     2   43.90
110  37 40428 No Coupon           PayPal     West 21.95     3   65.85
111  42 40367 No Coupon           PayPal     West 21.95     1   21.95
112  51 40304 No Coupon       Mastercard     East 21.95     2   43.90
113  53 40284 No Coupon         Discover     West 21.95     3   65.85
114  55 40491 No Coupon           PayPal Mid West 21.95     3   65.85
115  56 40388 No Coupon             Visa Mid West 21.95     5  109.75
116  59 40188 No Coupon           PayPal     West 21.95     5  109.75
117  75 40435    Coupon             Visa     West 21.95     2   43.90
118  79 40416    Coupon       Mastercard    South 21.95     3   65.85
119  86 40535 No Coupon             Visa Mid West 21.95     5  109.75
120  88 40299    Coupon           PayPal     West 21.95     2   43.90
121  96 40447 No Coupon       Mastercard    South 21.95     3   65.85
122 103 40517    Coupon             Visa Mid West 21.95     1   21.95
123 108 40180 No Coupon             Visa     West 21.95     4   87.80
124 110 40297 No Coupon           PayPal     West 21.95     3   65.85
125 112 40538    Coupon         Discover     West 21.95     1   21.95
126 115 40356    Coupon           PayPal    South 21.95     1   21.95
127 118 40202    Coupon       Mastercard Mid West 21.95     3   65.85
128 122 40371 No Coupon         Discover Mid West 21.95     6  131.70
129 124 40246    Coupon           PayPal     West 21.95     2   43.90
130 126 40265 No Coupon         Discover    South 21.95     1   21.95
131 132 40509 No Coupon           PayPal     West 21.95     2   43.90
132 142 40500    Coupon         Discover     West 21.95     1   21.95
133 151 40454 No Coupon         Discover     East 21.95     1   21.95
134 158 40186    Coupon       Mastercard     West 21.95     1   21.95
135 165 40253    Coupon American Express     West 21.95     3   65.85
136 169 40525    Coupon             Visa    South 21.95     5  109.75
137 178 40500    Coupon           PayPal Mid West 21.95     2   43.90
138 183 40334 No Coupon       Mastercard     West 21.95     3   65.85
139 185 40525 No Coupon             Visa     East 21.95     4   87.80
140 194 40479    Coupon           PayPal     West 21.95     2   43.90
141 198 40377 No Coupon           PayPal     West 21.95     7  153.65
142 200 40528    Coupon           PayPal     West 21.95     6  131.70
143   2 40358    Coupon       Mastercard     West 19.95     1   19.95
144   4 40421 No Coupon American Express     West 19.95     1   19.95
145   5 40328    Coupon             Visa     West 19.95     4   79.80
146   6 40456    Coupon           PayPal    South 19.95     4   79.80
147   7 40259    Coupon             Visa     West 19.95     3   59.85
148   8 40343 No Coupon         Discover     West 19.95     7  139.65
149   9 40307 No Coupon American Express     West 19.95     6  119.70
150  12 40434 No Coupon       Mastercard Mid West 19.95     5   99.75
151  18 40335 No Coupon           PayPal    South 19.95     1   19.95
152  22 40490    Coupon             Visa Mid West 19.95     1   19.95
153  23 40338    Coupon           PayPal Mid West 19.95     5   99.75
154  24 40254    Coupon       Mastercard    South 19.95     2   39.90
155  28 40494 No Coupon American Express     West 19.95     1   19.95
156  31 40401 No Coupon         Discover     West 19.95     2   39.90
157  35 40333    Coupon       Mastercard    South 19.95     5   99.75
158  39 40195    Coupon American Express Mid West 19.95     1   19.95
159  40 40252    Coupon           PayPal    South 19.95     5   99.75
160  50 40204    Coupon             Visa     West 19.95     6  119.70
161  52 40255    Coupon       Mastercard Mid West 19.95     6  119.70
162  67 40407 No Coupon           PayPal Mid West 19.95     3   59.85
163  69 40187 No Coupon             Visa Mid West 19.95     2   39.90
164  74 40259 No Coupon             Visa    South 19.95     3   59.85
165  76 40218 No Coupon       Mastercard    South 19.95     1   19.95
166  78 40387    Coupon       Mastercard Mid West 19.95     1   19.95
167  81 40408 No Coupon             Visa Mid West 19.95     4   79.80
168  82 40484    Coupon       Mastercard    South 19.95     4   79.80
169  85 40284 No Coupon             Visa     West 19.95     1   19.95
170  89 40362 No Coupon American Express     West 19.95     2   39.90
171  91 40350    Coupon           PayPal     West 19.95     1   19.95
172  92 40527 No Coupon       Mastercard    South 19.95     4   79.80
173  99 40295 No Coupon           PayPal     West 19.95     6  119.70
174 100 40305 No Coupon             Visa     West 19.95     1   19.95
175 101 40240    Coupon American Express     East 19.95     2   39.90
176 105 40281 No Coupon         Discover     East 19.95     2   39.90
177 109 40486    Coupon           PayPal     East 19.95     2   39.90
178 111 40453    Coupon           PayPal     East 19.95    10  199.50
179 121 40351 No Coupon             Visa     East 19.95     3   59.85
180 125 40239 No Coupon             Visa Mid West 19.95     1   19.95
181 128 40500 No Coupon       Mastercard     West 19.95     2   39.90
182 131 40536 No Coupon             Visa Mid West 19.95     6  119.70
183 137 40420 No Coupon           PayPal     East 19.95     1   19.95
184 138 40439    Coupon       Mastercard    South 19.95     2   39.90
185 147 40476 No Coupon           PayPal Mid West 19.95     1   19.95
186 148 40390 No Coupon           PayPal     East 19.95     5   99.75
187 156 40253 No Coupon           PayPal     East 19.95     2   39.90
188 161 40292 No Coupon       Mastercard     West 19.95     4   79.80
189 162 40513 No Coupon             Visa Mid West 19.95     1   19.95
190 166 40206 No Coupon       Mastercard     West 19.95     7  139.65
191 168 40493 No Coupon             Visa     West 19.95     2   39.90
192 177 40247    Coupon             Visa     West 19.95     2   39.90
193 179 40208    Coupon         Discover     West 19.95     1   19.95
194 181 40464    Coupon         Discover     East 19.95     5   99.75
195 187 40534    Coupon           PayPal    South 19.95     5   99.75
196 188 40411    Coupon           PayPal Mid West 19.95     1   19.95
197 189 40418    Coupon           PayPal Mid West 19.95     1   19.95
198 193 40394 No Coupon             Visa     West 19.95     3   59.85
199 196 40183 No Coupon           PayPal Mid West 19.95     1   19.95
200 199 40329 No Coupon             Visa     West 19.95     2   39.90
          Product Age Range
1   Delicate Arch  30    45
2   Delicate Arch  52    45
3   Delicate Arch  31    45
4   Delicate Arch  23    45
5   Delicate Arch  42    45
6   Delicate Arch  38    45
7   Delicate Arch  24    45
8   Delicate Arch  25    45
9   Delicate Arch  19    45
10  Delicate Arch  65    45
11  Delicate Arch  57    45
12  Delicate Arch  62    45
13  Delicate Arch  59    45
14  Delicate Arch  50    45
15  Delicate Arch  55    45
16  Delicate Arch  18    45
17  Delicate Arch  38    45
18  Delicate Arch  42    45
19  Delicate Arch  25    45
20  Delicate Arch  38    45
21  Delicate Arch  41    45
22         Sunset  18    35
23         Sunset  63    35
24         Bellen  25    30
25         Sunset  26    35
26         Bellen  54    30
27         Sunset  35    35
28         Sunset  47    35
29         Sunset  62    35
30         Bellen  23    30
31         Bellen  21    30
32         Bellen  20    30
33         Sunset  33    35
34         Bellen  20    30
35         Sunset  20    35
36         Bellen  38    30
37         Sunset  61    35
38         Bellen  25    30
39         Bellen  24    30
40         Bellen  27    30
41         Sunset  54    35
42         Bellen  25    30
43         Sunset  25    35
44         Bellen  43    30
45         Bellen  24    30
46         Bellen  27    30
47         Bellen  22    30
48         Bellen  46    30
49         Sunset  41    35
50         Bellen  24    30
51         Bellen  65    30
52         Sunset  39    35
53         Bellen  18    30
54         Bellen  36    30
55         Sunset  27    35
56        Carlota  21    20
57        Carlota  18    20
58        Carlota  22    20
59        Carlota  52    20
60        Carlota  22    20
61        Carlota  42    20
62        Carlota  26    20
63        Carlota  32    20
64        Carlota  28    20
65        Carlota  23    20
66        Carlota  19    20
67        Carlota  33    20
68        Carlota  27    20
69        Carlota  48    20
70        Carlota  29    20
71        Carlota  51    20
72        Carlota  65    20
73        Carlota  63    20
74        Carlota  40    20
75        Carlota  57    20
76        Carlota  56    20
77        Carlota  49    20
78        Carlota  26    20
79        Carlota  30    20
80        Carlota  35    20
81        Carlota  28    20
82        Carlota  51    20
83        Carlota  28    20
84        Carlota  47    20
85        Carlota  22    20
86        Carlota  27    20
87        Carlota  27    20
88        Carlota  28    20
89        Carlota  50    20
90        Carlota  34    20
91        Carlota  35    20
92        Carlota  31    20
93        Carlota  30    20
94        Carlota  22    20
95        Carlota  43    20
96        Carlota  55    20
97        Carlota  64    20
98        Carlota  61    20
99        Carlota  29    20
100         Aspen  25    22
101         Aspen  22    22
102         Aspen  39    22
103         Aspen  20    22
104         Aspen  21    22
105         Aspen  54    22
106         Aspen  59    22
107         Aspen  64    22
108         Aspen  30    22
109         Aspen  41    22
110         Aspen  18    22
111         Aspen  63    22
112         Aspen  38    22
113         Aspen  26    22
114         Aspen  59    22
115         Aspen  32    22
116         Aspen  63    22
117         Aspen  48    22
118         Aspen  21    22
119         Aspen  54    22
120         Aspen  25    22
121         Aspen  37    22
122         Aspen  39    22
123         Aspen  18    22
124         Aspen  61    22
125         Aspen  52    22
126         Aspen  29    22
127         Aspen  39    22
128         Aspen  60    22
129         Aspen  62    22
130         Aspen  40    22
131         Aspen  22    22
132         Aspen  30    22
133         Aspen  65    22
134         Aspen  41    22
135         Aspen  24    22
136         Aspen  23    22
137         Aspen  30    22
138         Aspen  20    22
139         Aspen  19    22
140         Aspen  55    22
141         Aspen  33    22
142         Aspen  26    22
143        Yanaki  57    25
144        Yanaki  38    25
145        Yanaki  22    25
146        Yanaki  29    25
147        Yanaki  18    25
148        Yanaki  64    25
149        Yanaki  27    25
150        Yanaki  61    25
151        Yanaki  55    25
152        Yanaki  64    25
153        Yanaki  63    25
154        Yanaki  41    25
155        Yanaki  18    25
156        Yanaki  30    25
157        Yanaki  23    25
158        Yanaki  22    25
159        Yanaki  29    25
160        Yanaki  37    25
161        Yanaki  50    25
162        Yanaki  35    25
163        Yanaki  21    25
164        Yanaki  59    25
165        Yanaki  57    25
166        Yanaki  48    25
167        Yanaki  25    25
168        Yanaki  59    25
169        Yanaki  19    25
170        Yanaki  30    25
171        Yanaki  43    25
172        Yanaki  44    25
173        Yanaki  38    25
174        Yanaki  55    25
175        Yanaki  24    25
176        Yanaki  26    25
177        Yanaki  19    25
178        Yanaki  39    25
179        Yanaki  20    25
180        Yanaki  21    25
181        Yanaki  50    25
182        Yanaki  22    25
183        Yanaki  30    25
184        Yanaki  59    25
185        Yanaki  23    25
186        Yanaki  59    25
187        Yanaki  42    25
188        Yanaki  29    25
189        Yanaki  50    25
190        Yanaki  29    25
191        Yanaki  24    25
192        Yanaki  28    25
193        Yanaki  35    25
194        Yanaki  28    25
195        Yanaki  42    25
196        Yanaki  24    25
197        Yanaki  24    25
198        Yanaki  22    25
199        Yanaki  49    25
200        Yanaki  52    25

0.12 Creating Time Series Objects

The tsibble index Example

Code 
library(fpp3)
mydata <- tsibble(
    year = 2012:2016,
    y = c(123, 39, 78, 52, 110),
    index = year
)
mydata
# A tsibble: 5 x 2 [1Y]
   year     y
  <int> <dbl>
1  2012   123
2  2013    39
3  2014    78
4  2015    52
5  2016   110

For observations more frequent than once per year, we need to use a time class function on the index.

The tsibble index

Code 
z <- tibble(Month = paste(2019, month.abb[1:5]), Observation = c(50, 23, 34, 30, 25))
knitr::kable(z, booktabs=TRUE)
Month Observation
2019 Jan 50
2019 Feb 23
2019 Mar 34
2019 Apr 30
2019 May 25

Important

Code 
z %>%
  mutate(Month = yearmonth(Month)) %>%
  as_tsibble(index = Month)
# A tsibble: 5 x 2 [1M]
     Month Observation
     <mth>       <dbl>
1 2019 Jan          50
2 2019 Feb          23
3 2019 Mar          34
4 2019 Apr          30
5 2019 May          25

Code 
mydata2 <- data.frame(
    Year = rep(c(2006,2007,2008,2009,2010,2011),each = 4),
    y = c(933, 865, 922, 864, 967,936,931,902,892,845,907,801,815,715,779,711,822,856,762,722,785,715,740,704)
)
mydata2
   Year   y
1  2006 933
2  2006 865
3  2006 922
4  2006 864
5  2007 967
6  2007 936
7  2007 931
8  2007 902
9  2008 892
10 2008 845
11 2008 907
12 2008 801
13 2009 815
14 2009 715
15 2009 779
16 2009 711
17 2010 822
18 2010 856
19 2010 762
20 2010 722
21 2011 785
22 2011 715
23 2011 740
24 2011 704

Read a csv file and convert to a tsibble

Code 
#knitr::kable(prison, booktabs=TRUE)
prison <- readr::read_csv("prison_population.csv") %>%
  mutate(Quarter = yearquarter(date)) %>%
  select(-date) %>%
  as_tsibble(
    index = Quarter,
    key = c(state, gender, legal, indigenous)
  )
prison
# A tsibble: 3,072 x 6 [1Q]
# Key:       state, gender, legal, indigenous [64]
   state gender legal    indigenous count Quarter
   <chr> <chr>  <chr>    <chr>      <dbl>   <qtr>
 1 ACT   Female Remanded ATSI           0 2005 Q1
 2 ACT   Female Remanded ATSI           1 2005 Q2
 3 ACT   Female Remanded ATSI           0 2005 Q3
 4 ACT   Female Remanded ATSI           0 2005 Q4
 5 ACT   Female Remanded ATSI           1 2006 Q1
 6 ACT   Female Remanded ATSI           1 2006 Q2
 7 ACT   Female Remanded ATSI           1 2006 Q3
 8 ACT   Female Remanded ATSI           0 2006 Q4
 9 ACT   Female Remanded ATSI           0 2007 Q1
10 ACT   Female Remanded ATSI           1 2007 Q2
# ℹ 3,062 more rows

Important

The construction industry in the Western Cape is very dependent upon reliable labour to ensure that it meets its project deadlines and avoids incurring late-delivery penalties. The Construction Federation undertook an analysis of the absenteeism levels amongst construction workers over the past six years. The number of man-days lost (based on the number of workers absent), aggregated quarterly, is summarized.

  1. Enter this data in R and produce the table above.

Solution

Code 
library(rio)
year <- c(2006,2007,2008,2009,2010,2011)
Year <- rep(year,each=4)
Quarters <- rep(c("Q1","Q2","Q3","Q4"),6)
y <-c(933, 865, 922, 864, 967,936,931,902,892,845,907,801,815,715,779,711,822,856,762,722,785,715,740,704)
df <- data.frame(Year,Quarters,y)
df 
   Year Quarters   y
1  2006       Q1 933
2  2006       Q2 865
3  2006       Q3 922
4  2006       Q4 864
5  2007       Q1 967
6  2007       Q2 936
7  2007       Q3 931
8  2007       Q4 902
9  2008       Q1 892
10 2008       Q2 845
11 2008       Q3 907
12 2008       Q4 801
13 2009       Q1 815
14 2009       Q2 715
15 2009       Q3 779
16 2009       Q4 711
17 2010       Q1 822
18 2010       Q2 856
19 2010       Q3 762
20 2010       Q4 722
21 2011       Q1 785
22 2011       Q2 715
23 2011       Q3 740
24 2011       Q4 704

Man-days lost per quarter

Code 
library(tidyr)
# The arguments to spread():
# - data: Data object
# - key: Name of column containing the new column names
# - value: Name of column containing values
data_wide <- spread(df,Quarters,y)

knitr::kable(data_wide, booktabs=TRUE)
Year Q1 Q2 Q3 Q4
2006 933 865 922 864
2007 967 936 931 902
2008 892 845 907 801
2009 815 715 779 711
2010 822 856 762 722
2011 785 715 740 704

Man-days lost per quarter

Code 
library(tidyr)
# The arguments to spread():
# - data: Data object
# - key: Name of column containing the new column names
# - value: Name of column containing values
data_wide <- spread(df,Year,y)

knitr::kable(data_wide, booktabs=FALSE)
Quarters 2006 2007 2008 2009 2010 2011
Q1 933 967 892 815 822 785
Q2 865 936 845 715 856 715
Q3 922 931 907 779 762 740
Q4 864 902 801 711 722 704