Question
Using RStudio: You may use either the local functions, or the dplyr / data.table packages to perform the following actions (do NOT use any other
Using RStudio: You may use either the local functions, or the dplyr / data.table packages to perform the following actions (do NOT use any other package for computations for graphing use any package):
1. Create a data.frame object named airQ from the exam1quality excel file (given).
2. Sort the data by the Wind column.
3. Remove any rows for which the Ozone column has a missing value.
4. Remove the Solar.R column and create a new column containing the ratio of Ozone to Wind.
5. For each Temp reading in the original exam1quality data, create a plot of Temp against Ozone only if (Temp>=60). In case where the Ozone reading is not available, do NOT plot that TempOzone pairing. Ensure that all the plots are on the same axis and include a suitable title that indicates the monthfor example, Ozone against Temp for Month X.
6. List the Dates in Month/Day format for all readings where Temp > 65 and Wind > 10.3
7. Create a subset of the original exam1quality data containing just three columns: Month, Day, and Solar.R. The data should only contain data for June and July. Create a new .txt file named solar, and put the data in it.
8. Merge the air and solar datasets together, retaining all records from the air dataset (i.e., similar to a left join).
9. Calculate the median Ozone value by Month for the merged data in the previous step.
Ozone | Solar.R | Wind | Temp | Month | Day |
41 | 190 | 7.4 | 67 | 5 | 1 |
36 | 118 | 8 | 72 | 5 | 2 |
12 | 149 | 12.6 | 74 | 5 | 3 |
18 | 313 | 11.5 | 62 | 5 | 4 |
NA | NA | 14.3 | 56 | 5 | 5 |
28 | NA | 14.9 | 66 | 5 | 6 |
23 | 299 | 8.6 | 65 | 5 | 7 |
19 | 99 | 13.8 | 59 | 5 | 8 |
8 | 19 | 20.1 | 61 | 5 | 9 |
NA | 194 | 8.6 | 69 | 5 | 10 |
7 | NA | 6.9 | 74 | 5 | 11 |
16 | 256 | 9.7 | 69 | 5 | 12 |
11 | 290 | 9.2 | 66 | 5 | 13 |
14 | 274 | 10.9 | 68 | 5 | 14 |
18 | 65 | 13.2 | 58 | 5 | 15 |
14 | 334 | 11.5 | 64 | 5 | 16 |
34 | 307 | 12 | 66 | 5 | 17 |
6 | 78 | 18.4 | 57 | 5 | 18 |
30 | 322 | 11.5 | 68 | 5 | 19 |
11 | 44 | 9.7 | 62 | 5 | 20 |
1 | 8 | 9.7 | 59 | 5 | 21 |
11 | 320 | 16.6 | 73 | 5 | 22 |
4 | 25 | 9.7 | 61 | 5 | 23 |
32 | 92 | 12 | 61 | 5 | 24 |
NA | 66 | 16.6 | 57 | 5 | 25 |
NA | 266 | 14.9 | 58 | 5 | 26 |
NA | NA | 8 | 57 | 5 | 27 |
23 | 13 | 12 | 67 | 5 | 28 |
45 | 252 | 14.9 | 81 | 5 | 29 |
115 | 223 | 5.7 | 79 | 5 | 30 |
37 | 279 | 7.4 | 76 | 5 | 31 |
NA | 286 | 8.6 | 78 | 6 | 1 |
NA | 287 | 9.7 | 74 | 6 | 2 |
NA | 242 | 16.1 | 67 | 6 | 3 |
NA | 186 | 9.2 | 84 | 6 | 4 |
NA | 220 | 8.6 | 85 | 6 | 5 |
NA | 264 | 14.3 | 79 | 6 | 6 |
29 | 127 | 9.7 | 82 | 6 | 7 |
NA | 273 | 6.9 | 87 | 6 | 8 |
71 | 291 | 13.8 | 90 | 6 | 9 |
39 | 323 | 11.5 | 87 | 6 | 10 |
NA | 259 | 10.9 | 93 | 6 | 11 |
NA | 250 | 9.2 | 92 | 6 | 12 |
23 | 148 | 8 | 82 | 6 | 13 |
NA | 332 | 13.8 | 80 | 6 | 14 |
NA | 322 | 11.5 | 79 | 6 | 15 |
21 | 191 | 14.9 | 77 | 6 | 16 |
37 | 284 | 20.7 | 72 | 6 | 17 |
20 | 37 | 9.2 | 65 | 6 | 18 |
12 | 120 | 11.5 | 73 | 6 | 19 |
13 | 137 | 10.3 | 76 | 6 | 20 |
NA | 150 | 6.3 | 77 | 6 | 21 |
NA | 59 | 1.7 | 76 | 6 | 22 |
NA | 91 | 4.6 | 76 | 6 | 23 |
NA | 250 | 6.3 | 76 | 6 | 24 |
NA | 135 | 8 | 75 | 6 | 25 |
NA | 127 | 8 | 78 | 6 | 26 |
NA | 47 | 10.3 | 73 | 6 | 27 |
NA | 98 | 11.5 | 80 | 6 | 28 |
NA | 31 | 14.9 | 77 | 6 | 29 |
NA | 138 | 8 | 83 | 6 | 30 |
135 | 269 | 4.1 | 84 | 7 | 1 |
49 | 248 | 9.2 | 85 | 7 | 2 |
32 | 236 | 9.2 | 81 | 7 | 3 |
NA | 101 | 10.9 | 84 | 7 | 4 |
64 | 175 | 4.6 | 83 | 7 | 5 |
40 | 314 | 10.9 | 83 | 7 | 6 |
77 | 276 | 5.1 | 88 | 7 | 7 |
97 | 267 | 6.3 | 92 | 7 | 8 |
97 | 272 | 5.7 | 92 | 7 | 9 |
85 | 175 | 7.4 | 89 | 7 | 10 |
NA | 139 | 8.6 | 82 | 7 | 11 |
10 | 264 | 14.3 | 73 | 7 | 12 |
27 | 175 | 14.9 | 81 | 7 | 13 |
NA | 291 | 14.9 | 91 | 7 | 14 |
7 | 48 | 14.3 | 80 | 7 | 15 |
48 | 260 | 6.9 | 81 | 7 | 16 |
35 | 274 | 10.3 | 82 | 7 | 17 |
61 | 285 | 6.3 | 84 | 7 | 18 |
79 | 187 | 5.1 | 87 | 7 | 19 |
63 | 220 | 11.5 | 85 | 7 | 20 |
16 | 7 | 6.9 | 74 | 7 | 21 |
NA | 258 | 9.7 | 81 | 7 | 22 |
NA | 295 | 11.5 | 82 | 7 | 23 |
80 | 294 | 8.6 | 86 | 7 | 24 |
108 | 223 | 8 | 85 | 7 | 25 |
20 | 81 | 8.6 | 82 | 7 | 26 |
52 | 82 | 12 | 86 | 7 | 27 |
82 | 213 | 7.4 | 88 | 7 | 28 |
50 | 275 | 7.4 | 86 | 7 | 29 |
64 | 253 | 7.4 | 83 | 7 | 30 |
59 | 254 | 9.2 | 81 | 7 | 31 |
39 | 83 | 6.9 | 81 | 8 | 1 |
9 | 24 | 13.8 | 81 | 8 | 2 |
16 | 77 | 7.4 | 82 | 8 | 3 |
78 | NA | 6.9 | 86 | 8 | 4 |
35 | NA | 7.4 | 85 | 8 | 5 |
66 | NA | 4.6 | 87 | 8 | 6 |
122 | 255 | 4 | 89 | 8 | 7 |
89 | 229 | 10.3 | 90 | 8 | 8 |
110 | 207 | 8 | 90 | 8 | 9 |
NA | 222 | 8.6 | 92 | 8 | 10 |
NA | 137 | 11.5 | 86 | 8 | 11 |
44 | 192 | 11.5 | 86 | 8 | 12 |
28 | 273 | 11.5 | 82 | 8 | 13 |
65 | 157 | 9.7 | 80 | 8 | 14 |
NA | 64 | 11.5 | 79 | 8 | 15 |
22 | 71 | 10.3 | 77 | 8 | 16 |
59 | 51 | 6.3 | 79 | 8 | 17 |
23 | 115 | 7.4 | 76 | 8 | 18 |
31 | 244 | 10.9 | 78 | 8 | 19 |
44 | 190 | 10.3 | 78 | 8 | 20 |
21 | 259 | 15.5 | 77 | 8 | 21 |
9 | 36 | 14.3 | 72 | 8 | 22 |
NA | 255 | 12.6 | 75 | 8 | 23 |
45 | 212 | 9.7 | 79 | 8 | 24 |
168 | 238 | 3.4 | 81 | 8 | 25 |
73 | 215 | 8 | 86 | 8 | 26 |
NA | 153 | 5.7 | 88 | 8 | 27 |
76 | 203 | 9.7 | 97 | 8 | 28 |
118 | 225 | 2.3 | 94 | 8 | 29 |
84 | 237 | 6.3 | 96 | 8 | 30 |
85 | 188 | 6.3 | 94 | 8 | 31 |
96 | 167 | 6.9 | 91 | 9 | 1 |
78 | 197 | 5.1 | 92 | 9 | 2 |
73 | 183 | 2.8 | 93 | 9 | 3 |
91 | 189 | 4.6 | 93 | 9 | 4 |
47 | 95 | 7.4 | 87 | 9 | 5 |
32 | 92 | 15.5 | 84 | 9 | 6 |
20 | 252 | 10.9 | 80 | 9 | 7 |
23 | 220 | 10.3 | 78 | 9 | 8 |
21 | 230 | 10.9 | 75 | 9 | 9 |
24 | 259 | 9.7 | 73 | 9 | 10 |
44 | 236 | 14.9 | 81 | 9 | 11 |
21 | 259 | 15.5 | 76 | 9 | 12 |
28 | 238 | 6.3 | 77 | 9 | 13 |
9 | 24 | 10.9 | 71 | 9 | 14 |
13 | 112 | 11.5 | 71 | 9 | 15 |
46 | 237 | 6.9 | 78 | 9 | 16 |
18 | 224 | 13.8 | 67 | 9 | 17 |
13 | 27 | 10.3 | 76 | 9 | 18 |
24 | 238 | 10.3 | 68 | 9 | 19 |
16 | 201 | 8 | 82 | 9 | 20 |
13 | 238 | 12.6 | 64 | 9 | 21 |
23 | 14 | 9.2 | 71 | 9 | 22 |
36 | 139 | 10.3 | 81 | 9 | 23 |
7 | 49 | 10.3 | 69 | 9 | 24 |
14 | 20 | 16.6 | 63 | 9 | 25 |
30 | 193 | 6.9 | 70 | 9 | 26 |
NA | 145 | 13.2 | 77 | 9 | 27 |
14 | 191 | 14.3 | 75 | 9 | 28 |
18 | 131 | 8 | 76 | 9 | 29 |
20 | 223 | 11.5 | 68 | 9 | 30 |
Step by Step Solution
There are 3 Steps involved in it
Step: 1
Get Instant Access to Expert-Tailored Solutions
See step-by-step solutions with expert insights and AI powered tools for academic success
Step: 2
Step: 3
Ace Your Homework with AI
Get the answers you need in no time with our AI-driven, step-by-step assistance
Get Started